Reinforcement Learning
stable-baselines3
deep-reinforcement-learning
fluidgym
active-flow-control
fluid-dynamics
simulation
RBC2D-hard-v0
Eval Results (legacy)
Instructions to use safe-autonomous-systems/ma-sac-RBC2D-hard-v0 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- stable-baselines3
How to use safe-autonomous-systems/ma-sac-RBC2D-hard-v0 with stable-baselines3:
from huggingface_sb3 import load_from_hub checkpoint = load_from_hub( repo_id="safe-autonomous-systems/ma-sac-RBC2D-hard-v0", filename="{MODEL FILENAME}.zip", ) - Notebooks
- Google Colab
- Kaggle
| nusselt,action_0,action_1,action_2,action_3,action_4,action_5,action_6,action_7,action_8,action_9,action_10,action_11,local_reward,reward | |
| 8.492592,-0.82862085,0.9179542,-0.8648056,0.9424498,0.9442965,0.9913827,-0.81879336,0.9170203,-0.8122753,0.957736,0.93408346,0.9916009,-1.2499999,-1.25 | |
| 4.831681,0.9682509,0.96146226,0.5753381,0.9711945,0.94993925,0.98823965,0.96738815,0.95960164,0.57534456,0.97287846,0.9465072,0.9883318,2.410911,2.410911 | |
| 5.981174,0.98696375,0.99061847,0.9204705,0.9444995,0.9549016,0.98064303,0.986042,0.99071527,0.91473913,0.95771825,0.94807935,0.9820645,1.2614176,1.2614179 | |
| 9.941094,0.9934596,0.9960921,0.4817196,0.9588275,0.89777327,0.84799016,0.9931021,0.9955894,0.4315281,0.965695,0.89503145,0.8152623,-2.6985025,-2.6985025 | |
| 11.057067,0.6452737,0.9866226,-0.17394447,0.76310253,0.9172369,0.10512459,0.67114615,0.9862833,-0.1725682,0.8304033,0.9327105,-0.055326104,-3.814475,-3.814475 | |
| 6.967255,-0.87529445,0.74106956,0.7023227,0.7936758,0.9617884,0.7838361,-0.80481565,0.7522478,0.7631004,0.8422234,0.961221,0.74239516,0.27533635,0.27533674 | |
| 4.408654,-0.985154,0.95798886,0.35071445,0.9539225,0.6129086,0.15767765,-0.9822532,0.96346486,0.38617277,0.9646915,0.6106198,0.20207787,2.8339374,2.8339376 | |
| 8.364482,-0.990996,0.9503958,0.23859572,0.9701805,-0.64326143,0.9695499,-0.99213797,0.9456346,0.17047644,0.97890234,-0.6900572,0.9610777,-1.1218904,-1.1218901 | |
| 12.433429,-0.9792702,0.9378438,0.31902754,0.9778466,-0.64198583,0.94977546,-0.98226887,0.94157076,0.37783098,0.974795,-0.7210618,0.946939,-5.1908374,-5.190837 | |
| 10.753983,-0.9774228,0.94449615,-0.41099095,0.9540417,0.029137254,0.9909973,-0.9770627,0.93503714,-0.3161115,0.9529121,-0.07184684,0.9916041,-3.51139,-3.5113907 | |
| 5.299561,-0.10284376,0.9454906,-0.5562468,0.97117376,0.93895817,0.98552275,-0.13741207,0.94518685,-0.4892063,0.97185135,0.93538284,0.98200846,1.943031,1.9430308 | |
| 3.8077233,0.94990516,0.9776449,0.94870806,0.981884,0.86774814,0.9885261,0.9470023,0.9751334,0.95096445,0.9848236,0.8507929,0.98759973,3.434868,3.4348686 | |
| 7.6810336,0.99360526,0.99036336,0.87810314,0.94605124,0.9341904,0.9698223,0.9926797,0.9912578,0.85929346,0.9607866,0.9264922,0.97207665,-0.4384419,-0.43844175 | |
| 12.062926,0.97050214,0.9904084,0.050498724,0.9631809,0.5962765,-0.39864272,0.9731586,0.9897566,-0.19272548,0.96627474,0.6215991,-0.64665383,-4.820335,-4.8203344 | |
| 9.860765,-0.67026466,0.87195814,0.27046394,0.30533338,0.9292232,0.47012544,-0.46726364,0.87175965,0.31824648,0.42636847,0.94037855,0.2950046,-2.6181738,-2.6181736 | |
| 4.271614,-0.95135677,0.8820009,0.49364972,0.92232096,0.9106327,0.3438964,-0.9423673,0.8814776,0.62556887,0.94604266,0.9123347,0.33206952,2.970977,2.9709778 | |
| 5.74983,-0.9863431,0.95155907,0.21465111,0.95383596,0.2834562,0.8321135,-0.9859169,0.9607686,0.1889776,0.972129,0.33634758,0.83637726,1.4927617,1.4927621 | |
| 11.024116,-0.9711897,0.94895816,0.538883,0.9716941,-0.8226708,0.9568732,-0.9754138,0.9556197,0.5545962,0.9763229,-0.85728866,0.95804775,-3.781524,-3.7815237 | |
| 13.611096,-0.9772429,0.95419574,0.7355864,0.9842975,-0.5118936,0.9786415,-0.9812514,0.9532821,0.7914159,0.9837465,-0.57848316,0.97530687,-6.3685055,-6.3685045 | |
| 9.069543,-0.94696623,0.91088295,-0.39736217,0.95717037,0.3006637,0.9848559,-0.9591741,0.9215636,-0.409243,0.9626081,0.075012684,0.97420895,-1.8269507,-1.826951 | |
| 3.9114423,0.8258406,0.97046304,0.31582773,0.98428535,0.9264214,0.957561,0.8533616,0.9685205,0.35198665,0.98257923,0.9131663,0.92404914,3.3311498,3.3311496 | |
| 4.4194136,0.93220747,0.97575593,0.96760297,0.97517335,0.7889397,0.95731235,0.9241251,0.97537804,0.9680989,0.9789171,0.7600541,0.9731313,2.8231785,2.8231783 | |
| 9.630013,0.96070504,0.98062634,0.9389032,0.94909763,0.84530747,0.34102166,0.9419408,0.9785092,0.921818,0.95615363,0.84707594,0.26161194,-2.3874218,-2.3874216 | |
| 12.445495,0.106585026,0.96925545,0.09525776,0.61510694,0.8439083,-0.33048403,0.1885426,0.97021365,-0.013833106,0.7274989,0.85812163,-0.5920178,-5.2029033,-5.202903 | |
| 8.208076,-0.6463946,0.7017839,0.52043664,0.2640103,0.85938966,0.044100404,-0.5844518,0.74457026,0.6405742,0.44116414,0.874073,-0.06365681,-0.9654839,-0.96548367 | |
| 4.662751,-0.97903824,0.9285815,0.7581067,0.9627111,0.7393408,0.45584047,-0.9763685,0.9284854,0.8009927,0.9742044,0.7690115,0.36876667,2.5798404,2.5798407 | |
| 8.033852,-0.98192465,0.96210694,0.84941363,0.9702883,-0.33988678,0.97727,-0.97992116,0.9668344,0.83868515,0.9699898,-0.31037998,0.9758699,-0.79125977,-0.79125977 | |
| 12.469092,-0.96253914,0.9621484,0.89875793,0.9861324,-0.69346863,0.94854856,-0.9669548,0.9650428,0.90588963,0.9871948,-0.7413151,0.93485785,-5.2265015,-5.2265005 | |
| 11.610596,-0.98641,0.94226956,0.4381684,0.97310615,-0.91853756,0.9869572,-0.9864762,0.9482887,0.49382317,0.9756019,-0.92215383,0.98853016,-4.368004,-4.368004 | |
| 6.787899,-0.39405012,0.9179994,-0.571901,0.94733715,0.7432766,0.83580923,-0.4973303,0.9235029,-0.5847819,0.9387456,0.43171012,0.78118515,0.45469287,0.45469284 | |
| 4.5650606,0.89584994,0.97238827,0.6739688,0.98603725,0.800068,0.8805398,0.89773405,0.97291136,0.6954583,0.9863111,0.7004299,0.7528379,2.6775315,2.6775312 | |
| 6.9143324,0.9769869,0.96352744,0.9796982,0.97556436,0.7979338,0.8569493,0.9739703,0.96207964,0.9786124,0.97273207,0.7723378,0.8582647,0.32825926,0.32825947 | |
| 11.150239,0.7347381,0.9893799,0.9688078,0.9311955,0.8870127,-0.951399,0.7192974,0.97669506,0.9686513,0.94649076,0.896083,-0.9731449,-3.9076474,-3.9076471 | |
| 10.585792,0.89493704,0.9372103,0.9124949,0.052859306,0.8004385,-0.94054407,0.91472006,0.93342185,0.93158865,0.30563438,0.8199127,-0.93142414,-3.3432,-3.3431997 | |
| 5.9369473,-0.858559,0.9362186,0.921319,0.8945031,0.48959303,-0.3874296,-0.81820804,0.9414848,0.9413307,0.88307,0.5313804,-0.5545711,1.3056442,1.3056445 | |
| 6.5558286,-0.9798832,0.96477437,0.939996,0.9803976,0.5377041,0.95594466,-0.97871697,0.95685625,0.94211006,0.98163676,0.5571487,0.9569267,0.6867626,0.6867633 | |
| 11.020064,-0.95345,0.97182333,0.9700856,0.9793072,-0.115154624,0.9692074,-0.95836514,0.976274,0.9777527,0.9792557,-0.02514875,0.96400285,-3.7774732,-3.7774725 | |
| 12.517884,-0.95410216,0.93769574,0.83081126,0.97957826,-0.9131755,0.8204551,-0.95217323,0.93775237,0.8731626,0.9777918,-0.9242515,0.6420517,-5.2752934,-5.2752924 | |
| 8.186012,-0.6883014,0.87281847,0.07720721,0.8942262,-0.758228,0.84012556,-0.75499797,0.887172,0.12880576,0.9001012,-0.769377,0.8491843,-0.9434204,-0.9434204 | |
| 3.834891,0.89923596,0.93694043,-0.49654472,0.9645331,0.57736003,0.79810023,0.91414404,0.940187,-0.48882306,0.96782935,0.3678031,0.7751589,3.4077005,3.4077008 | |
| 5.308107,0.9678744,0.9501035,0.95695853,0.9655951,0.65756583,0.77407503,0.96509516,0.9488044,0.95900726,0.9651656,0.51221013,0.79745674,1.934485,1.934485 | |
| 10.598832,0.8724525,0.9787576,0.96999145,0.9621602,0.9479407,-0.92548734,0.8764069,0.9746256,0.97012603,0.95498216,0.96188474,-0.9394232,-3.3562403,-3.3562403 | |
| 12.362595,0.9643986,0.956408,0.9603956,0.5617218,0.6096157,-0.7759635,0.96431375,0.95809925,0.9604633,0.6442863,0.6192167,-0.8150377,-5.120003,-5.1200027 | |
| 7.175193,0.57139647,0.96227217,0.9700439,0.4010185,0.88205624,-0.51140964,0.68909156,0.9672601,0.96889496,0.44462633,0.9049399,-0.6447699,0.067398675,0.067399025 | |
| 4.731496,-0.95085675,0.9198142,0.97882926,0.979156,0.74799824,0.93745136,-0.9426051,0.90271866,0.9789679,0.9817003,0.7528918,0.92213774,2.5110953,2.511096 | |
| 9.08561,-0.9244745,0.9724252,0.981889,0.97497034,0.405504,0.9742918,-0.9329791,0.9747355,0.9828888,0.9740851,0.50487983,0.96856403,-1.8430191,-1.8430185 | |
| 13.381442,-0.94540894,0.94048905,0.8050777,0.972335,-0.77102906,0.25466323,-0.95289034,0.9387617,0.84283376,0.9732429,-0.77937883,-0.068683326,-6.1388507,-6.13885 | |
| 10.933888,-0.686155,0.86914515,0.30998278,0.9380231,-0.93485814,0.76075983,-0.6974518,0.865934,0.3790561,0.94542575,-0.92947555,0.74904835,-3.6912966,-3.6912966 | |
| 4.708239,0.71588373,0.74689734,-0.6847228,0.9269788,-0.14463651,0.878633,0.75573087,0.7584156,-0.63582855,0.9241302,-0.18838644,0.8758681,2.5343528,2.5343528 | |
| 3.855712,0.6934346,0.9701884,0.6861484,0.9735048,0.5263748,0.15093923,0.75536346,0.9644611,0.723896,0.972903,0.38507593,0.38010907,3.3868797,3.38688 | |
| 8.617844,0.8842597,0.93830204,0.94796884,0.9215915,0.95841646,-0.8235426,0.8890095,0.9579644,0.9508672,0.93104625,0.9586041,-0.83756006,-1.3752522,-1.3752518 | |
| 12.935927,0.9121342,0.65614784,0.9656261,0.8325497,0.48888326,-0.850341,0.91544604,0.71204543,0.9674493,0.8254652,0.6108227,-0.9080469,-5.693336,-5.6933355 | |
| 9.972335,0.82889223,0.90997815,0.95502615,-0.50621593,0.81513274,-0.9003975,0.82799625,0.8943896,0.95422995,-0.5601908,0.8156996,-0.90166444,-2.7297432,-2.729743 | |
| 5.146755,-0.7599346,0.2624612,0.9697789,0.8546015,0.7279482,0.9029026,-0.71792525,0.17235899,0.9686599,0.8504027,0.75870323,0.9023845,2.095836,2.0958366 | |
| 7.4058094,-0.8243477,0.948689,0.9769435,0.9664676,0.31230676,0.9462352,-0.82346904,0.94748354,0.97606826,0.9630245,0.3331312,0.9416778,-0.1632184,-0.16321754 | |
| 11.941422,-0.90673226,0.9154569,0.87205505,0.96783686,-0.72947997,-0.012916684,-0.9153038,0.9144349,0.88842535,0.96777344,-0.7102269,-0.42211926,-4.6988316,-4.6988306 | |
| 12.602497,-0.5091943,0.852196,-0.11038113,0.8971828,-0.94071984,-0.3211937,-0.6067313,0.8550892,-0.023952723,0.8977705,-0.94616437,-0.49927276,-5.3599067,-5.3599052 | |
| 6.7492585,0.28820932,0.32128668,-0.7836172,0.668211,-0.56631005,0.9467864,0.35557938,0.4239068,-0.74991935,0.6604034,-0.48453546,0.93908286,0.49333298,0.49333334 | |
| 3.5537891,0.3782333,0.8250015,-0.5002368,0.95753455,0.14820766,0.94797873,0.45049596,0.8241663,-0.49877566,0.95977914,0.07752788,0.9609847,3.6888027,3.6888027 | |
| 6.738231,0.74172056,0.7892146,0.81370485,0.88926935,0.8097869,-0.7734014,0.7593758,0.7776878,0.81932294,0.9029188,0.7662742,-0.77706003,0.5043607,0.5043607 | |
| 11.405103,0.9268179,0.33837867,0.88848495,0.86457205,0.8288541,-0.8195906,0.91960144,0.35805094,0.8886795,0.8560829,0.865191,-0.8660838,-4.162511,-4.162511 | |
| 11.696633,0.9199697,-0.50701755,0.9393039,-0.6396334,-0.30365187,-0.91617364,0.9248352,-0.6516843,0.9417155,-0.7293796,-0.28961384,-0.9218131,-4.454042,-4.4540415 | |
| 6.1443105,-0.5813272,-0.8186299,0.9694177,-0.4865867,0.8686031,0.35965228,-0.60420436,-0.8690701,0.96729183,-0.59114283,0.87756276,0.29805243,1.0982805,1.0982814 | |
| 5.450454,0.23131454,0.877036,0.9668524,0.95110583,0.014197469,0.93568623,0.2562331,0.88609576,0.9657029,0.9500452,0.12790644,0.9418938,1.7921367,1.7921376 | |
| 9.948166,-0.80911034,0.80586207,0.9389992,0.9464779,-0.5049065,0.06825626,-0.82650083,0.81880736,0.9462795,0.94608784,-0.49374223,-0.44987494,-2.7055743,-2.705574 | |
| 13.128715,-0.69410616,0.41906977,0.0440197,0.9315349,-0.92702186,-0.9123738,-0.7042684,0.42350113,0.17051816,0.9393388,-0.941996,-0.937564,-5.886123,-5.8861227 | |
| 9.636598,0.124507904,0.24972582,-0.70118827,-0.026173234,-0.933271,0.7466334,0.16370833,0.36625588,-0.5867727,-0.15728694,-0.89265877,0.77927494,-2.3940063,-2.3940058 | |
| 4.3581324,0.10349798,-0.3640008,-0.80828816,0.8899896,-0.08176595,0.9806607,0.14687097,-0.3158139,-0.80652595,0.8805089,-0.022958696,0.9739573,2.8844593,2.8844595 | |
| 5.232099,0.17806649,0.68204653,0.19478333,0.9309418,0.8141434,0.09419334,0.21678472,0.6362901,0.14765775,0.941556,0.7361188,0.13367403,2.010493,2.0104928 | |
| 9.2184725,0.9157727,0.54212415,0.86290526,-0.45274824,0.8332777,-0.94498813,0.9022014,0.5670223,0.86943555,-0.39877546,0.8553871,-0.9473899,-1.9758806,-1.9758806 | |
| 12.237778,0.92732024,-0.22351456,0.925766,-0.04497558,-0.59265774,-0.8861651,0.9220991,-0.20357066,0.9208021,-0.13735533,-0.47407043,-0.9058058,-4.9951863,-4.995186 | |
| 8.949715,0.49879003,0.653438,0.9718683,-0.8777562,0.7915354,-0.8349284,0.37648726,0.4795568,0.9643277,-0.9323217,0.76616025,-0.83193415,-1.7071232,-1.7071228 | |
| 4.707059,-0.519135,0.3775797,0.96278167,0.25009382,0.47970355,0.12935853,-0.5357829,0.38203812,0.9619713,0.043014288,0.46821928,0.09686625,2.5355325,2.535533 | |
| 7.857987,-0.4994936,0.91641307,0.97955346,0.9597564,0.3323542,-0.9159427,-0.53673506,0.9128276,0.978467,0.9515728,0.37540507,-0.95170087,-0.6153956,-0.61539507 | |
| 12.563933,-0.87930006,0.68154526,0.70519257,0.9544158,-0.7921944,-0.97560525,-0.8793527,0.6826912,0.73065937,0.95479536,-0.77969253,-0.98115945,-5.3213425,-5.3213415 | |
| 11.164029,-0.2155053,0.18411016,-0.14251441,-0.3938009,-0.9557275,-0.96062857,-0.315421,0.22919941,-0.06667638,-0.34310257,-0.9377961,-0.9641249,-3.9214382,-3.9214373 | |
| 4.3392925,0.44569623,-0.25189543,-0.83927953,-0.2590986,0.53937817,0.9465219,0.47983408,-0.20740479,-0.81280684,-0.39034402,0.61027956,0.9522966,2.903299,2.9032993 | |
| 3.181398,0.6596663,0.69927573,-0.76863694,0.7218034,0.6828375,0.9800286,0.6929425,0.67537653,-0.7562235,0.76657844,0.66479707,0.9806495,4.061194,4.061194 | |
| 7.9127636,0.38232827,0.6634619,0.81207514,0.026619196,0.7266178,-0.8161804,0.3816905,0.64570856,0.8255553,0.16834855,0.6278727,-0.8172782,-0.67017156,-0.67017174 | |
| 12.29929,0.82854986,0.09011614,0.90164113,0.4583099,0.11074412,-0.8954398,0.8580115,0.111210585,0.9038341,0.38614357,0.33790088,-0.927244,-5.0566983,-5.056698 | |
| 11.050041,0.9087739,0.45759404,0.96477497,-0.74907774,-0.39799362,-0.91636175,0.89064884,0.247805,0.9625106,-0.8104265,-0.3729354,-0.9249094,-3.80745,-3.8074493 | |
| 5.4028997,-0.68173355,0.4454403,0.9790616,0.41457236,0.8195138,0.35274863,-0.6882755,0.32324088,0.97791874,0.24947965,0.8444922,0.27296007,1.8396913,1.8396921 | |
| 6.0997887,-0.2471298,0.9155046,0.9557173,0.9614059,0.0905658,0.83719087,-0.2599702,0.9078407,0.9627497,0.95458794,0.19184649,0.57716846,1.1428025,1.1428032 | |
| 10.6626005,-0.85848105,0.75774527,0.8886981,0.94832325,-0.45182407,-0.8599528,-0.8687021,0.7525338,0.9040816,0.9460213,-0.4255544,-0.94114566,-3.4200096,-3.4200087 | |
| 12.613303,-0.66805834,0.6571696,0.19522583,0.4257095,-0.9790667,-0.9480385,-0.69465095,0.64495516,0.33949137,0.5814462,-0.976135,-0.9541807,-5.370712,-5.3707113 | |
| 8.032311,0.30065966,0.1378628,-0.6808717,-0.7204594,-0.77882147,0.916618,0.26874936,0.25681865,-0.5707414,-0.8374637,-0.5937156,0.9388093,-0.78972024,-0.7897196 | |
| 3.4734776,0.5190003,0.6677122,-0.71797204,0.7741163,0.43667305,0.99420214,0.5396613,0.6614392,-0.71794015,0.76123023,0.4309038,0.9935949,3.7691145,3.7691143 | |
| 5.510163,0.5049381,0.86134195,0.74772584,0.68528163,0.5215943,-0.50507265,0.5137948,0.8375906,0.7012019,0.76083577,0.46522093,-0.46251655,1.7324294,1.732429 | |
| 10.13729,0.8433087,0.46724224,0.9220886,-0.41720796,0.6606865,-0.6249643,0.85453904,0.48309815,0.9244902,-0.45334303,0.66878915,-0.7737839,-2.8946984,-2.8946981 | |
| 12.42031,0.90889716,-0.047602057,0.91706574,-0.9008606,-0.73336416,-0.616024,0.9009658,0.11131656,0.9203329,-0.885186,-0.7695783,-0.6578621,-5.1777186,-5.177718 | |
| 8.861344,-0.6897763,0.06980193,0.974059,-0.8954858,0.45289874,0.24812186,-0.7177158,-0.24211442,0.96849847,-0.9457806,0.46576428,0.17854619,-1.6187531,-1.6187525 | |
| 6.5979533,-0.17999756,0.81961286,0.97169137,0.8685396,0.07236886,0.85336185,-0.25943887,0.8302133,0.97075224,0.68474007,0.11976993,0.72579193,0.644638,0.64463854 | |
| 8.937704,-0.8295885,0.9225359,0.9775419,0.9351523,-0.001650691,-0.95301634,-0.84172505,0.93064713,0.9781432,0.9230304,0.0061883926,-0.97105587,-1.6951128,-1.6951122 | |
| 11.976222,-0.7794118,0.80625355,0.6897671,0.84219646,-0.9148988,-0.9643962,-0.8182095,0.81663764,0.75217414,0.8810916,-0.92573005,-0.98188925,-4.7336307,-4.73363 | |
| 9.842942,0.07663393,0.64672124,-0.15916562,-0.84621197,-0.9583104,0.17875421,0.03685701,0.66814744,0.03991258,-0.87455213,-0.95408165,0.051501155,-2.6003513,-2.6003504 | |
| 4.5759134,0.3529458,0.12787092,-0.74791074,0.36131048,-0.4637288,0.98808193,0.38947868,0.15600681,-0.6870569,0.20715106,-0.26988935,0.98955727,2.6666782,2.6666784 | |
| 4.8046207,0.15886664,0.96502197,0.31666005,0.7308836,0.7308135,0.9656433,0.1872046,0.9590447,0.3451779,0.7358371,0.67572856,0.97334933,2.437971,2.437971 | |
| 8.850494,0.77328944,0.91446805,0.9435413,-0.966278,0.572912,-0.34521127,0.7567768,0.9105053,0.9455056,-0.96510553,0.5698688,-0.4503491,-1.6079025,-1.6079025 | |
| 12.612491,0.8663404,0.76813424,0.9415443,-0.3592856,-0.6003476,-0.81024796,0.8826213,0.776649,0.9324043,-0.41140008,-0.49865365,-0.8193997,-5.3698997,-5.369899 | |
| 10.818074,0.39705694,0.75749207,0.9722247,-0.9650216,-0.5438649,-0.7663936,0.3250389,0.63587403,0.9726162,-0.9665131,-0.5327583,-0.8473365,-3.5754826,-3.5754824 | |
| 5.9567027,-0.8623787,0.9189534,0.96883035,-0.6955952,-0.03595698,0.092278,-0.8712752,0.9185871,0.9692049,-0.79567057,0.09577167,-0.07934016,1.2858886,1.2858891 | |
| 7.0637584,-0.8739044,0.95620704,0.97908306,0.84223735,-0.71367764,-0.95782715,-0.8927743,0.9588301,0.977993,0.7149075,-0.68572295,-0.9694415,0.17883295,0.17883348 | |
| 12.078635,-0.937416,0.89082134,0.96028244,0.9593377,-0.17268246,-0.9847617,-0.93768954,0.8981035,0.95685625,0.95866466,-0.07403833,-0.9916624,-4.836044,-4.8360434 | |
| 11.916646,-0.9272575,0.90711045,0.529325,0.5090095,-0.9850685,-0.97347337,-0.93901646,0.87818456,0.5951917,0.65804374,-0.97906363,-0.9710885,-4.6740546,-4.674054 | |
| 6.3080163,0.18351865,0.74972415,-0.14573574,-0.6635986,-0.8828781,0.71877503,0.13794422,0.7870953,-0.095857024,-0.78739065,-0.85915506,0.7165222,0.93457526,0.93457556 | |
| 1.839236,0.89798117,0.96344113,-0.08062267,0.815511,0.6921419,0.9954212,0.911566,0.9605975,-0.028341949,0.83736837,0.69259655,0.9958942,5.403355,5.4033556 | |
| 4.789635,0.80524445,0.9529278,0.9557855,0.954762,-0.111703694,0.92318296,0.8424692,0.94627905,0.9532019,0.95584273,-0.032488763,0.95317805,2.4529564,2.4529567 | |
| 11.064067,0.8330262,0.9419819,0.9536772,0.7818837,0.74718726,-0.7675182,0.8567804,0.9325402,0.95051336,0.7871051,0.8183048,-0.79257715,-3.821475,-3.821475 | |
| 13.080855,0.0052797794,0.96683574,0.96331644,-0.7359604,0.24925268,-0.36632645,-0.113996625,0.97221243,0.9638493,-0.7365773,0.34928393,-0.37641084,-5.8382645,-5.8382635 | |
| 8.170422,-0.91147286,0.9636489,0.97875595,0.64799285,0.57390285,-0.38788486,-0.91558653,0.96491826,0.9813459,0.6982875,0.5981668,-0.51066244,-0.9278303,-0.92782974 | |
| 7.1587443,-0.8672831,0.98879147,0.8028375,0.9104438,-0.054338932,0.28736055,-0.83103335,0.9893987,0.8394635,0.9129796,0.09061289,-0.07368696,0.08384714,0.08384752 | |
| 9.688875,-0.9353846,0.9845674,0.9241705,0.9285085,-0.2032476,0.5310104,-0.932027,0.9847119,0.94725466,0.9375024,-0.14576983,0.22543335,-2.4462836,-2.4462833 | |
| 11.04559,-0.9070357,0.9846971,0.9124296,0.8682833,-0.9415213,0.24554968,-0.89698875,0.98454773,0.9233036,0.88187075,-0.9432366,0.01639843,-3.8029995,-3.8029985 | |
| 9.732773,-0.6810734,0.91979146,-0.031214952,0.27792716,-0.9459883,0.9622359,-0.717303,0.92542243,0.069021106,0.33608544,-0.9387062,0.9688095,-2.4901812,-2.490181 | |
| 6.211803,0.63169324,0.96311235,-0.155285,0.72764266,-0.69108754,0.9949398,0.6724889,0.96518564,-0.073738396,0.7056565,-0.6549998,0.9964286,1.0307888,1.0307889 | |
| 5.1453547,0.7124206,0.9920399,0.98133457,0.95191383,-0.29439002,0.98475695,0.6753417,0.99163806,0.9851146,0.95278084,-0.33831143,0.9862361,2.097237,2.097237 | |
| 8.996279,0.81261575,0.9902036,0.989146,0.8686955,0.8475815,-0.3659191,0.8276112,0.99086356,0.98935485,0.8302994,0.82889867,-0.5442898,-1.7536873,-1.7536869 | |
| 11.713398,0.5601926,0.97918844,0.8230779,-0.8231407,0.25440025,-0.90377533,0.6051352,0.9811182,0.74521565,-0.8192285,0.37103462,-0.93219495,-4.4708066,-4.470806 | |
| 9.000946,-0.8227735,0.9750612,0.97633624,-0.95029575,0.08818126,-0.84787697,-0.8330374,0.97929144,0.978976,-0.93678015,0.13450778,-0.8881287,-1.7583543,-1.7583542 | |
| 7.1943336,-0.95526516,0.90849686,0.92969596,0.47925782,0.33054686,-0.43749726,-0.953192,0.86701727,0.9348941,0.3783785,0.40315568,-0.59916127,0.048257556,0.048258305 | |
| 9.129372,-0.9361959,0.9820099,0.97008514,0.9578099,-0.5707187,-0.87348664,-0.9397061,0.9789592,0.9791627,0.9499452,-0.39653426,-0.91557825,-1.8867807,-1.8867798 | |
| 12.212153,-0.9532604,0.9770355,0.7930424,0.93652916,-0.56347466,-0.8911799,-0.9473299,0.97875285,0.8650837,0.9595853,-0.43051857,-0.8956231,-4.9695616,-4.9695616 | |
| 9.805442,-0.98749924,0.96480024,0.3423457,0.7113421,-0.9698813,0.08214879,-0.98354053,0.96507835,0.30383205,0.6341722,-0.9684244,-0.24059772,-2.5628505,-2.56285 | |
| 4.55401,0.21626687,0.8290899,-0.34293282,0.5860925,-0.9409304,0.9611149,0.20382452,0.8378694,-0.2608149,0.517241,-0.93424857,0.9680853,2.6885815,2.688582 | |
| 3.3759844,0.7152233,0.98192954,0.6930907,0.80341375,-0.05235046,0.986789,0.7327416,0.98076844,0.77818274,0.8032646,-0.09042144,0.99084187,3.866607,3.8666074 | |
| 7.591211,0.8857651,0.9783133,0.9895563,0.669009,-0.5858944,0.9726504,0.8776561,0.97660434,0.99217856,0.5257145,-0.6626668,0.9783286,-0.34861937,-0.34861898 | |
| 13.0425825,0.62627256,0.9891534,0.7927891,0.7645838,0.41447902,-0.73257124,0.6721351,0.9794946,0.8025212,0.7964778,0.5853826,-0.74435544,-5.799991,-5.7999907 | |
| 11.603101,-0.5448817,0.95687723,0.8006296,-0.86259073,0.047533512,-0.841233,-0.62199146,0.9624356,0.8050742,-0.84566265,0.060115337,-0.8352432,-4.3605094,-4.360509 | |
| 5.8764787,-0.9377347,0.97412086,0.73031116,0.8969517,0.27691007,-0.75109196,-0.93442416,0.98244977,0.75809646,0.9098134,0.3650564,-0.828901,1.3661128,1.3661132 | |
| 6.8754234,-0.98506314,0.968688,-0.42391253,0.8885491,0.16327071,-0.64442533,-0.98508364,0.96837306,-0.46231252,0.9193102,0.2351923,-0.76294243,0.36716804,0.36716843 | |
| 9.603406,-0.9462848,0.98990846,-0.12282568,0.9574766,-0.6041997,0.42396796,-0.9449405,0.99156857,-0.098288834,0.9599178,-0.5051292,0.16529644,-2.3608143,-2.360814 | |
| 11.295048,-0.9640081,0.99331987,0.4058292,0.947598,-0.9635843,-0.1918149,-0.9604144,0.9922781,0.31916273,0.9423579,-0.9600051,-0.42421722,-4.052456,-4.052456 | |
| 8.985899,-0.79563504,0.9331149,-0.5816921,0.77626395,-0.96537936,0.97284985,-0.822636,0.92960095,-0.5743212,0.78378654,-0.95853555,0.9805076,-1.7433075,-1.7433071 | |
| 4.665877,0.43756914,0.975641,0.44591677,0.9608679,-0.18442059,0.9717227,0.41755414,0.9775764,0.5520036,0.9667032,-0.29614544,0.9770138,2.5767148,2.576715 | |
| 5.340831,0.78692055,0.9876671,0.9775646,0.98122025,-0.409706,0.9885136,0.7751548,0.9860251,0.9776244,0.9794018,-0.5868554,0.98728275,1.901761,1.901761 | |
| 10.31718,0.6225431,0.9923774,-0.22619599,0.8790779,0.36610007,0.08200109,0.67172897,0.99060845,-0.36709213,0.8729836,0.45198846,-0.029829979,-3.0745878,-3.0745878 | |
| 11.086112,-0.92109996,0.98531246,-0.5701803,-0.86600643,-0.038439333,-0.42804533,-0.9268991,0.9870434,-0.67204046,-0.88507384,0.036383152,-0.36788106,-3.8435204,-3.8435202 | |
| 6.6046166,-0.98299813,0.83560824,-0.62106836,0.22926831,-0.089333534,-0.8619612,-0.981542,0.8205743,-0.54963493,0.2418313,0.13090694,-0.8754886,0.6379749,0.6379752 | |
| 6.175837,-0.9928731,0.9602052,-0.88587046,0.601177,-0.6918752,-0.26781136,-0.9933324,0.85495853,-0.8851208,0.65310097,-0.6037418,-0.4191618,1.0667545,1.0667548 | |
| 8.723289,-0.9731588,0.9809395,-0.8729521,0.7763853,-0.98892224,-0.4328844,-0.9759947,0.985173,-0.88155043,0.88392353,-0.98309606,-0.51761746,-1.4806973,-1.4806967 | |
| 10.195159,-0.96426976,0.97071934,-0.35241413,0.96400166,-0.9752068,0.7927091,-0.9674452,0.9674616,-0.3779903,0.9686518,-0.96643496,0.78618634,-2.952567,-2.952567 | |
| 8.5646925,-0.7189553,0.96648157,-0.5256641,0.8768101,-0.96660507,0.96739113,-0.7445377,0.96363616,-0.5111152,0.88693976,-0.9698488,0.97178423,-1.3221008,-1.3221006 | |
| 6.4807415,0.76023245,0.9845549,0.6684973,0.94331026,-0.52646476,0.9844334,0.7496476,0.98394954,0.677099,0.95495594,-0.5900942,0.98426735,0.76185036,0.76185036 | |
| 6.5254292,0.9794793,0.98988605,0.959445,0.9574628,-0.19297671,0.9718108,0.9752121,0.98927593,0.9542264,0.9667485,-0.21302617,0.968477,0.71716243,0.7171626 | |
| 10.10349,0.9732506,0.99450135,0.5025685,0.96781254,0.12291741,0.97808886,0.97027874,0.9950113,0.38440442,0.9662883,0.08687723,0.9663209,-2.8608978,-2.860898 | |
| 10.699243,-0.5085325,0.99743044,-0.98277,0.7928641,0.54074335,-0.6685991,-0.6023583,0.99771404,-0.98546404,0.82282674,0.626636,-0.65701014,-3.456651,-3.4566507 | |
| 6.123557,-0.9040872,0.9782202,-0.7772125,0.42026603,0.80191135,0.24121797,-0.8967379,0.9830427,-0.72511935,0.42775297,0.8379867,0.26809072,1.1190345,1.1190348 | |
| 4.4633975,-0.97281057,0.97454,-0.89809203,0.8125069,-0.80267185,-0.1518538,-0.975353,0.96096206,-0.89162725,0.83415246,-0.75167644,-0.097222686,2.7791939,2.7791944 | |
| 8.388716,-0.98073506,0.9776914,-0.92583245,0.7708397,-0.98977196,0.74388814,-0.980879,0.9198048,-0.93413955,0.8348614,-0.9855163,0.64102554,-1.1461245,-1.1461239 | |
| 12.120232,-0.9115548,-0.6033526,-0.8113798,-0.108320236,-0.9090529,-0.06378424,-0.9201867,-0.86519754,-0.8462633,0.12228131,-0.889597,-0.28215766,-4.8776402,-4.87764 | |
| 10.518413,-0.794197,0.6678026,-0.974636,-0.50757456,-0.91241676,0.8933346,-0.78693783,0.32834136,-0.97733825,-0.4043337,-0.93169564,0.8788545,-3.2758207,-3.2758207 | |
| 5.630057,0.95141196,0.97347283,-0.95090175,0.5143918,0.15411556,0.98841095,0.95816696,0.97081757,-0.95152223,0.66895604,0.10477114,0.9889201,1.6125346,1.612535 | |
| 4.0033035,0.97652984,0.99127245,0.92162097,0.97643137,0.8543587,0.9934014,0.97489,0.99020505,0.9046285,0.98040855,0.8404652,0.9933655,3.2392883,3.2392883 | |
| 8.383234,0.9925635,0.99389815,0.5689604,0.9479809,0.8726431,0.996438,0.9913423,0.9933815,0.4908657,0.95435166,0.8644248,0.996488,-1.1406425,-1.1406422 | |
| 11.917201,0.9786916,0.99500585,-0.98579264,0.9733529,0.73843145,0.6918833,0.98255897,0.99491906,-0.9873676,0.9771514,0.7636616,0.56182337,-4.6746087,-4.674609 | |
| 8.825319,0.9634626,0.9925983,-0.93031037,0.8003069,0.9096544,-0.58437306,0.97758865,0.99293053,-0.9202414,0.83413196,0.9163661,-0.5077112,-1.5827273,-1.5827274 | |
| 3.9661186,-0.70545983,0.9965148,-0.9544897,0.9458549,-0.8283946,0.7682661,-0.6542523,0.9951689,-0.9596576,0.9480889,-0.8535764,0.725819,3.2764733,3.2764733 | |
| 5.675991,-0.972924,0.9762074,-0.9356712,0.81586826,-0.9817217,0.8942063,-0.9778018,0.9092666,-0.9402395,0.84979165,-0.9857354,0.8880837,1.5666007,1.5666008 | |
| 10.968199,-0.89572424,-0.96985453,-0.7688204,-0.47167546,-0.08939773,0.59644186,-0.9191936,-0.97607505,-0.79185075,-0.3504265,-0.30758715,0.47785544,-3.7256072,-3.725607 | |
| 13.245619,-0.96657443,-0.99225456,-0.8374265,-0.92290074,0.25163078,0.4425813,-0.95930576,-0.9911946,-0.8743587,-0.9026279,0.22761595,0.4878397,-6.003027,-6.003027 | |
| 9.346729,0.34770596,-0.89095837,-0.8478615,-0.89126414,0.7896831,0.9347639,0.52857995,-0.9052706,-0.7701034,-0.83788717,0.79457235,0.9349079,-2.1041377,-2.1041374 | |
| 5.211094,0.6444235,-0.12978202,-0.55311376,0.9452238,0.7945802,0.9747969,0.6843283,-0.3328203,-0.66572165,0.9583466,0.78742194,0.97686684,2.0314977,2.031498 | |
| 6.5806594,0.9835901,0.9917691,-0.87093765,0.8706074,0.730885,0.9915607,0.9818845,0.99096227,-0.86797297,0.9014803,0.7161281,0.99265766,0.6619323,0.66193247 | |
| 10.488827,0.98953533,0.990962,-0.98076415,0.9432242,0.43493414,0.93811345,0.9898844,0.9905162,-0.97866184,0.9535501,0.39983058,0.9433677,-3.2462351,-3.246235 | |
| 10.517035,0.80625343,0.9896722,-0.9426581,0.8849113,0.8963382,-0.9188245,0.81303906,0.9903754,-0.9355958,0.90627384,0.8881177,-0.87380546,-3.2744424,-3.2744427 | |
| 6.1670933,-0.93521947,0.99244285,-0.98032033,0.9294424,-0.8066403,-0.12444705,-0.9188618,0.9933579,-0.9808669,0.9393076,-0.8247082,-0.10771346,1.0754989,1.0754986 | |
| 4.2569046,-0.3440457,0.9903438,-0.9769099,0.8721329,-0.99642915,0.80964994,-0.48910493,0.9803854,-0.97835916,0.86206496,-0.9970931,0.8244784,2.985688,2.9856873 | |
| 7.911459,0.3752035,0.4781003,-0.8669061,0.37317157,-0.5070229,0.8232478,0.16597533,0.44863534,-0.84356636,0.47465575,-0.5952946,0.7804246,-0.66886705,-0.6688671 | |
| 12.50979,-0.5262612,-0.9798747,-0.88985294,-0.7463648,0.87634397,-0.56200874,-0.5667878,-0.9804179,-0.90466,-0.7408968,0.83871937,-0.59836733,-5.267199,-5.2671986 | |
| 10.491517,-0.030548453,-0.5413427,-0.9756057,-0.93649757,0.84939647,0.651932,0.08647454,-0.64772445,-0.9758059,-0.9230291,0.8270577,0.6830745,-3.248925,-3.2489252 | |
| 5.9854584,0.7030616,-0.59426594,-0.9684753,0.052482605,0.96027374,0.9426956,0.7509562,-0.6601032,-0.97952497,0.15576208,0.9614874,0.9404321,1.2571337,1.2571335 | |
| 6.820655,0.64531374,0.9041414,-0.98202795,0.7523483,0.6096947,0.9553275,0.6434289,0.8808261,-0.9867544,0.8088169,0.5932671,0.9524398,0.4219377,0.421937 | |
| 9.952691,0.9889116,0.9675801,-0.93067455,0.84022737,0.45872927,0.9593667,0.98877287,0.9671078,-0.9467725,0.87288916,0.4506476,0.9623741,-2.7100985,-2.7100992 | |
| 10.89815,0.13280606,0.9666847,-0.98297906,0.95749617,0.29736865,-0.94537216,0.047315836,0.9684682,-0.97633994,0.968343,0.41686118,-0.93352205,-3.6555588,-3.6555586 | |
| 7.41073,-0.99107295,0.9966724,-0.9791553,0.940166,-0.5085672,-0.8112932,-0.9882605,0.9968426,-0.97792566,0.94131243,-0.58397317,-0.7897506,-0.16813755,-0.16813803 | |
| 4.5672235,-0.20272619,0.8325248,-0.9863971,0.9191116,-0.9954701,0.774377,-0.31761587,0.7642728,-0.986996,0.91747594,-0.99576163,0.76111376,2.6753685,2.6753683 | |
| 6.1192875,-0.0062821507,0.98096776,-0.9318719,0.86146784,-0.26745886,0.89229274,0.14030933,0.97981775,-0.9319109,0.8623843,-0.4527251,0.87521505,1.1233046,1.1233044 | |
| 11.26956,-0.023770034,-0.934235,-0.92324936,-0.83742815,0.9613311,-0.7498238,0.112047076,-0.9242484,-0.92565376,-0.8463796,0.9542066,-0.7999788,-4.0269675,-4.026968 | |
| 11.391129,-0.4472443,-0.4235757,-0.9597826,-0.9029117,0.8312409,-0.39053458,-0.24311537,-0.54535127,-0.97239155,-0.8894511,0.8286097,-0.55650645,-4.1485367,-4.1485367 | |
| 5.845004,0.7567142,-0.14195544,-0.96213907,-0.8497245,0.9652972,0.8970461,0.7966511,-0.12607884,-0.9647509,-0.7718557,0.96059227,0.90505636,1.3975883,1.3975878 | |
| 6.286329,0.57096493,0.7308718,-0.97263384,0.3043555,0.9747393,0.9102366,0.5814626,0.69901705,-0.9780454,0.4557755,0.97251725,0.91133356,0.95626354,0.95626307 | |
| 10.045996,0.8296753,0.9382001,-0.54776627,0.6923064,0.9582963,0.93888986,0.7748134,0.92711234,-0.41401887,0.7314832,0.96007204,0.9302734,-2.8034036,-2.8034039 | |
| 10.782649,-0.38473254,0.9446838,-0.88765246,0.9194124,0.8672135,-0.6995663,-0.3053465,0.94342613,-0.91891855,0.9300475,0.87019706,-0.7333835,-3.540057,-3.5400572 | |
| 8.21131,-0.9897716,0.99472666,-0.90404046,0.9202553,-0.6389482,-0.8120365,-0.98862386,0.9953896,-0.9078328,0.9204893,-0.70833,-0.81373674,-0.96871805,-0.9687185 | |
| 5.3565373,-0.9804707,-0.60467356,-0.97816336,0.94869447,-0.9832706,0.8184602,-0.9706469,-0.60275567,-0.97772527,0.9508064,-0.97829247,0.8118119,1.8860549,1.8860545 | |
| 5.64144,-0.5259606,0.9858835,-0.8229666,0.9080504,0.65916085,0.85108805,-0.42807084,0.9863174,-0.8410953,0.8995955,0.5854118,0.85043037,1.6011523,1.601152 | |
| 9.891143,-0.9639982,-0.7566268,-0.51022923,-0.7033734,0.9706862,-0.8078999,-0.94136244,-0.73418427,-0.5539777,-0.67665356,0.96589255,-0.8192989,-2.6485507,-2.648551 | |
| 10.330924,-0.68690753,-0.54148674,-0.8490359,-0.9200079,0.87188196,-0.75887936,-0.6103967,-0.5638667,-0.9206189,-0.8945378,0.86287355,-0.8062361,-3.0883324,-3.0883322 | |
| 5.945889,0.8814924,-0.11504024,-0.8782044,-0.90700716,0.7201104,0.9250598,0.9038054,-0.05252266,-0.8777104,-0.86963916,0.68544984,0.9342058,1.2967035,1.2967029 | |
| 6.2243876,0.74852586,0.39753485,-0.9440515,-0.44245327,0.9651954,0.7867532,0.7371259,0.39174438,-0.9436305,-0.32214564,0.96525526,0.8101132,1.0182048,1.0182042 | |
| 10.464677,-0.9146189,0.70727706,-0.049740255,0.42105412,0.9367387,0.7970761,-0.8835919,0.6622348,0.059693456,0.48285866,0.9359877,0.7884002,-3.2220848,-3.222085 | |
| 11.059882,-0.8194415,0.93375075,-0.4750905,0.89142346,0.9199909,-0.13257152,-0.80832744,0.9336641,-0.44057506,0.9086379,0.9205357,-0.117019355,-3.8172903,-3.8172903 | |
| 8.669813,-0.9830733,0.9945326,0.16923106,0.9078293,-0.71975416,-0.56563467,-0.98157936,0.98770905,0.031764984,0.907408,-0.7202869,-0.5953149,-1.4272207,-1.4272213 | |
| 5.559642,-0.80809647,-0.7924852,-0.9215623,0.965021,-0.9552416,0.82403135,-0.7484819,-0.73491657,-0.9365254,0.96957207,-0.94967806,0.7822912,1.6829504,1.68295 | |
| 6.1365695,0.1883825,0.9539592,0.20337033,0.9380486,0.946512,0.70907426,0.2899735,0.9567579,0.20117462,0.9334097,0.9413731,0.69136107,1.106023,1.1060224 | |
| 9.933445,-0.9902729,-0.563684,0.46252108,0.20465446,0.9558208,-0.8475746,-0.98999494,-0.5680747,0.4434892,0.26306522,0.9541297,-0.8320259,-2.6908524,-2.690853 | |
| 11.286003,-0.94976467,-0.60363543,-0.4348024,-0.67273444,0.87451124,-0.9148848,-0.9511692,-0.5815361,-0.42486,-0.6038328,0.8717127,-0.92153335,-4.0434117,-4.0434113 | |
| 6.5887465,0.8829696,0.14140332,-0.609066,-0.93245775,-0.6345512,0.7088765,0.8774308,0.1948322,-0.55113673,-0.8982413,-0.67111224,0.77911425,0.65384567,0.6538453 | |
| 4.81437,0.9502802,0.13445282,-0.59812635,-0.8314788,0.9489709,0.37511218,0.94901586,0.14926302,-0.56324357,-0.81516635,0.95659375,0.38702774,2.4282227,2.4282217 | |
| 8.447619,-0.9097935,0.257478,0.20585227,0.07102084,0.85751987,0.6738429,-0.90476704,0.17045045,0.2939955,0.14586663,0.8698542,0.5360434,-1.2050273,-1.2050276 | |