modified: Figure_1.png
modified: checkpoints/forward/best_tcn_model.pt modified: checkpoints/forward/training_history.csv new file: checkpoints_mlp/task1_feature_mlp/best_feature_mlp.pt new file: checkpoints_mlp/task1_feature_mlp/training_history.csv new file: checkpoints_rms/forward_rms/best_rms_model.pt new file: checkpoints_rms/forward_rms/training_history.csv modified: evaluation_outputs/forward/evaluation_forward_test_b0_s0.png new file: evaluation_outputs/forward/evaluation_forward_val_b0_s0.png new file: evaluation_outputs/forward/evaluation_forward_val_b3_s0.png new file: evaluation_outputs/forward_rms/evaluation_test_all_samples.csv new file: evaluation_outputs/forward_rms/evaluation_test_s0.png new file: evaluation_outputs/forward_rms/evaluation_train_all_samples.csv new file: evaluation_outputs/forward_rms/evaluation_val_all_samples.csv new file: evaluation_outputs/forward_rms/evaluation_val_s0.png new file: evaluation_outputs/forward_rms/evaluation_val_s0_waveform.png new file: evaluation_outputs/task1_feature_mlp/evaluation_train_all_samples.csv new file: evaluation_outputs/task1_feature_mlp/evaluation_train_curve.png new file: evaluation_outputs/task1_feature_mlp/evaluation_val_all_samples.csv new file: evaluation_outputs/task1_feature_mlp/evaluation_val_curve.png new file: evaluation_outputs/task1_feature_mlp/evaluation_val_s0.png new file: evaluation_outputs/task1_feature_mlp/harmonic_5mm_0.75Hz_prediction.png new file: evaluation_outputs/task1_feature_mlp/harmonic_5mm_1.55Hz_prediction.png new file: scripts/__pycache__/config.cpython-310.pyc new file: scripts/__pycache__/dataset.cpython-310.pyc new file: scripts/__pycache__/model.cpython-310.pyc new file: scripts/config.py new file: scripts/dataset.py new file: scripts/evaluate.py new file: scripts/model.py new file: scripts/predict_single.py new file: scripts/train.py modified: src/__pycache__/config.cpython-310.pyc modified: src/__pycache__/dataset.cpython-310.pyc modified: src/__pycache__/model.cpython-310.pyc modified: src/config.py modified: src/dataset.py modified: src/model.py new file: src_new/__pycache__/config.cpython-310.pyc new file: src_new/__pycache__/dataset.cpython-310.pyc new file: src_new/__pycache__/evaluate.cpython-310.pyc new file: src_new/__pycache__/model.cpython-310.pyc new file: src_new/__pycache__/train.cpython-310.pyc new file: src_new/config.py new file: src_new/dataset.py new file: src_new/evaluate.py new file: src_new/model.py new file: src_new/train.py
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file_name,frequency_hz,true_rms,pred_rms,relative_error_percent,dominant_frequency_hz,frequency_squared,inverse_frequency_hz,log_frequency_hz,input_rms,input_peak_abs,input_peak_to_peak,crest_factor,middle_length_ratio,dominant_amplitude,dominant_energy_ratio,harmonic_fit_amplitude,harmonic_fit_residual_ratio,spectral_peak_prominence,half_power_bandwidth_hz,spectral_centroid_hz,signal_mean,sampling_rate
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harmonic_5mm_0.9Hz.csv,0.8999999761581421,0.3999128043651581,0.42324697971343994,5.8348157632321165,0.8994534015655518,0.8090164065361023,1.1117863655090332,-0.10596802830696106,0.1796521544456482,0.5928999781608582,1.0781500339508057,3.3002665042877197,0.2499224841594696,0.2150648981332779,0.9518226981163025,0.21449175477027893,0.5359740853309631,58.302303314208984,0.06203479692339897,0.9868842959403992,-0.00024062092415988445,50.000047683761295
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harmonic_5mm_0.7Hz.csv,0.699999988079071,0.2675361931324005,0.24590837955474854,8.08407016801223,0.6991758346557617,0.4888468384742737,1.43025541305542,-0.3578530251979828,0.11656410992145538,0.33765000104904175,0.6533100008964539,2.8966891765594482,0.25,0.1183394342660904,0.8892508745193481,0.11721993237733841,0.7034800052642822,37.61368942260742,0.06349212676286697,0.9012212753295898,-0.00016539028729312122,50.000047683761295
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harmonic_5mm_1.2Hz.csv,1.2000000476837158,0.7224284410476685,0.6560892462730408,9.182804967980266,1.1994376182556152,1.4386504888534546,0.8337240815162659,0.1818527728319168,0.3020855486392975,0.8440300226211548,1.5216000080108643,2.7940099239349365,0.24991999566555023,0.3333832025527954,0.9823232889175415,0.38784340023994446,0.4198954999446869,124.32585906982422,0.0960308238863945,1.2258714437484741,0.0011010364396497607,50.000047683761295
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harmonic_5mm_0.6Hz.csv,0.6000000238418579,0.16537058353424072,0.18173347413539886,9.894680330356415,0.5964841246604919,0.3557933568954468,1.6764904260635376,-0.5167025923728943,0.09397729486227036,0.3058300018310547,0.5446599721908569,3.2542967796325684,0.2499224841594696,0.08657485246658325,0.8864659667015076,0.09075998514890671,0.7302541732788086,35.94514465332031,0.0930522009730339,0.8173193335533142,0.001446693786419928,50.000047683761295
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harmonic_5mm_0.5Hz.csv,0.5,0.18624502420425415,0.16313482820987701,12.408490424438014,0.5023733973503113,0.25237902998924255,1.990551233291626,-0.6884115934371948,0.06567567586898804,0.22301000356674194,0.4394000172615051,3.395625352859497,0.25,0.024631651118397713,0.31016308069229126,0.026469262316823006,0.9584437608718872,16.04189109802246,0.050632961094379425,2.159400463104248,0.0017537976382300258,50.000047683761295
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harmonic_5mm_0.8Hz.csv,0.800000011920929,0.3204104006290436,0.25158339738845825,21.480889230019116,0.7963964343070984,0.6342473030090332,1.2556560039520264,-0.22765816748142242,0.09064009040594101,0.43685001134872437,0.7310900092124939,4.819611549377441,0.2499212622642517,0.0584954135119915,0.7228869199752808,0.06087201461195946,0.8802145719528198,26.92901039123535,0.09451805055141449,1.1917314529418945,0.002280592219904065,50.000047683761295
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harmonic_5mm_1.5Hz.csv,1.5,1.2808952331542969,0.9783489108085632,23.619911645755096,1.5013059377670288,2.2539196014404297,0.666086733341217,0.40633538365364075,0.45307496190071106,1.1585400104522705,2.150049924850464,2.5570602416992188,0.25,0.5677548050880432,0.9871437549591064,0.5882158875465393,0.3955877423286438,194.53369140625,0.08695660531520844,1.5181952714920044,0.0008904285496100783,50.000047683761295
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harmonic_5mm_0.65Hz.csv,0.6499999761581421,0.2034619301557541,0.2532237470149994,24.45755666485207,0.6577304005622864,0.43260928988456726,1.5203797817230225,-0.4189601540565491,0.1112922951579094,0.35517001152038574,0.6907100081443787,3.191326141357422,0.25,0.06641923636198044,0.5974180698394775,0.06589993834495544,0.9084223508834839,14.282920837402344,0.09230778366327286,1.486210823059082,-0.00035510817542672157,50.000047683761295
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harmonic_5mm_0.55Hz.csv,0.550000011920929,0.1971234530210495,0.24593766033649445,24.763267164477078,0.5490954518318176,0.30150580406188965,1.8211770057678223,-0.5994830131530762,0.109112448990345,0.40608999133110046,0.751579999923706,3.72175669670105,0.25,0.06793846935033798,0.5611140727996826,0.07492320239543915,0.874541163444519,13.549410820007324,0.08955232053995132,1.263006329536438,-0.0011556772515177727,50.000047683761295
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harmonic_5mm_2.1Hz.csv,2.0999999046325684,0.9339020252227783,1.1686650514602661,25.137864561487174,2.10196590423584,4.4182610511779785,0.4757450819015503,0.7428730726242065,0.6165724992752075,1.728060007095337,3.2244300842285156,2.802687406539917,0.25,0.7569394707679749,0.9819692969322205,0.7959626913070679,0.40733572840690613,133.85641479492188,0.11111121624708176,2.100722312927246,-0.005007810425013304,50.000047683761295
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harmonic_5mm_1.1Hz.csv,1.100000023841858,0.5534171462059021,0.410175621509552,25.883102046689434,1.0999548435211182,1.2099006175994873,0.9091282486915588,0.0952691063284874,0.1373506784439087,0.587689995765686,1.1190800666809082,4.2787556648254395,0.24994152784347534,0.1195499375462532,0.8312234282493591,0.11857906728982925,0.7920843362808228,37.334434509277344,0.04679461568593979,1.324162483215332,-7.055706373648718e-05,50.000047683761295
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harmonic_5mm_2.2Hz.csv,2.200000047683716,1.0718663930892944,1.3539294004440308,26.315127442496312,2.201188325881958,4.845230579376221,0.45430004596710205,0.7889974117279053,0.6085917353630066,1.7638200521469116,3.3627500534057617,2.8981993198394775,0.25,0.7086807489395142,0.9761964082717896,0.7861699461936951,0.4083978533744812,121.00875854492188,0.07894744724035263,2.1985433101654053,0.0010015374282374978,50.000047683761295
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harmonic_5mm_1.8Hz.csv,1.7999999523162842,1.6704485416412354,1.2214888334274292,26.876596137029036,1.8012458086013794,3.2444865703582764,0.5551713109016418,0.5884785652160645,0.5062151551246643,1.4020500183105469,2.7015299797058105,2.769672155380249,0.25,0.6510956883430481,0.9815194606781006,0.6610633730888367,0.3853244483470917,126.02283477783203,0.05555560812354088,1.819625735282898,0.0018060111906379461,50.000047683761295
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harmonic_5mm_1.45Hz.csv,1.4500000476837158,1.0070611238479614,0.7258758544921875,27.921370679206674,1.451728343963623,2.107515335083008,0.6888340711593628,0.372754842042923,0.2516467273235321,0.9840899705886841,1.9117000102996826,3.9106009006500244,0.25,0.25519290566444397,0.8691993951797485,0.26430585980415344,0.6701168417930603,45.977691650390625,0.09523818641901016,1.7056236267089844,-0.00019088915723841637,50.000047683761295
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harmonic_5mm_2.35Hz.csv,2.3499999046325684,0.7861254215240479,1.0398896932601929,32.280379795399135,2.351473808288574,5.529428958892822,0.42526522278785706,0.8550422787666321,0.991222620010376,2.2557199001312256,4.422339916229248,2.2756946086883545,0.2499212622642517,1.1917885541915894,0.9816745519638062,1.3294483423233032,0.31509023904800415,127.34346771240234,0.09451805055141449,2.3649213314056396,-0.004312594421207905,50.000047683761295
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harmonic_5mm_1.75Hz.csv,1.75,1.59738028049469,0.9762305021286011,38.8855293852586,1.7508330345153809,3.065416097640991,0.5711566805839539,0.5600916743278503,0.35962721705436707,1.2678200006484985,2.4300899505615234,3.5253727436065674,0.25,0.39048516750335693,0.9655163288116455,0.4300072193145752,0.5336334109306335,81.74029541015625,0.08955232053995132,1.7760101556777954,-0.000693939218763262,50.000047683761295
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harmonic_5mm_0.85Hz.csv,0.8500000238418579,0.5794365406036377,0.35035184025764465,39.53577040677142,0.845729649066925,0.7152586579322815,1.1824109554290771,-0.1675555258989334,0.12664538621902466,0.5095099806785583,0.9128699898719788,4.023123264312744,0.24991869926452637,0.0956917256116867,0.6594006419181824,0.09168906509876251,0.8589633107185364,18.147825241088867,0.06506186723709106,1.4032906293869019,-0.0011623100144788623,50.000047683761295
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harmonic_5mm_1.3Hz.csv,1.2999999523162842,0.9550632834434509,0.5524730682373047,42.15325017569723,1.3018183708190918,1.6947312355041504,0.7681562900543213,0.26376205682754517,0.2030215710401535,0.7108299732208252,1.34552001953125,3.501253366470337,0.24993710219860077,0.20925211906433105,0.9342537522315979,0.22753745317459106,0.6098353862762451,55.399173736572266,0.07549075782299042,1.397734522819519,-0.00013690412743017077,50.000047683761295
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harmonic_5mm_2.5Hz.csv,2.5,0.6538841724395752,0.9343159198760986,42.887067657603815,2.5015766620635986,6.257885932922363,0.39974790811538696,0.9169211983680725,0.5744112730026245,1.5267499685287476,2.5278899669647217,2.6579387187957764,0.2499280571937561,0.7362810969352722,0.9838377833366394,0.7437620162963867,0.4004853665828705,234.6715087890625,0.05757058039307594,2.530334234237671,-0.01246642041951418,50.000047683761295
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harmonic_5mm_1.7Hz.csv,1.7000000476837158,0.6067864894866943,0.8731490969657898,43.89725415679946,1.700693964958191,2.892360210418701,0.5879952311515808,0.531036376953125,0.32135581970214844,1.1075899600982666,2.123849868774414,3.446615695953369,0.25,0.3294788897037506,0.9566228985786438,0.3822683095932007,0.5411480069160461,79.01654815673828,0.09523818641901016,1.7275936603546143,0.0009157023159787059,50.000047683761295
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harmonic_5mm_1.15Hz.csv,1.149999976158142,0.9153674244880676,0.5124025344848633,44.022201273829275,1.1485493183135986,1.319165587425232,0.8706635236740112,0.13849970698356628,0.18818436563014984,0.7081000208854675,1.3734800815582275,3.7627995014190674,0.24991869926452637,0.17172867059707642,0.8639681935310364,0.183344766497612,0.7253570556640625,30.369056701660156,0.0975928083062172,1.386907696723938,-0.0019338843412697315,50.000047683761295
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harmonic_5mm_1.95Hz.csv,1.9500000476837158,2.063512086868286,1.132091999053955,45.13761241049535,1.9470664262771606,3.7910678386688232,0.5135931372642517,0.6663238406181335,0.4040626883506775,1.629040002822876,2.9249401092529297,4.031651496887207,0.25,0.407725989818573,0.9061827659606934,0.44422510266304016,0.629830002784729,43.91968536376953,0.09677428752183914,2.039226531982422,-0.004885347560048103,50.000047683761295
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harmonic_5mm_2.25Hz.csv,2.25,2.1223104000091553,1.1386420726776123,46.34893780510615,2.2518274784088135,5.070727348327637,0.4440837502479553,0.8117421269416809,0.45399144291877747,1.468690037727356,2.881589889526367,3.235060930252075,0.24992366135120392,0.4949429929256439,0.961538553237915,0.5433851480484009,0.5339846014976501,91.52095031738281,0.09163112193346024,2.2496755123138428,-0.001197385834529996,50.000047683761295
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harmonic_5mm_1.6Hz.csv,1.600000023841858,1.1856828927993774,0.6328451633453369,46.62610321962223,1.60205078125,2.5665667057037354,0.6241999268531799,0.47128453850746155,0.22232241928577423,0.8100799918174744,1.6100399494171143,3.643717050552368,0.2499159723520279,0.20403607189655304,0.9129946231842041,0.22558331489562988,0.6967292428016663,54.344844818115234,0.10087434202432632,1.6988458633422852,0.0011404975084587932,50.000047683761295
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harmonic_5mm_1Hz.csv,1.0,0.3037901520729065,0.4519365727901459,48.76603790687915,0.9989057183265686,0.9978126883506775,1.0010954141616821,-0.0010948515264317393,0.21532277762889862,0.635129988193512,1.2681899070739746,2.94966459274292,0.2499224841594696,0.2571507394313812,0.9758802056312561,0.2638331651687622,0.49583709239959717,152.86651611328125,0.0930522009730339,1.0530376434326172,-0.0009750677854754031,50.000047683761295
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harmonic_5mm_1.35Hz.csv,1.350000023841858,1.256479024887085,0.6293237805366516,49.913705834189585,1.3494648933410645,1.8210554122924805,0.7410345077514648,0.29970812797546387,0.20795053243637085,0.8708500266075134,1.7264100313186646,4.187775135040283,0.24991999566555023,0.1956998109817505,0.8739701509475708,0.19486407935619354,0.7484625577926636,37.17776870727539,0.0640205442905426,1.5017311573028564,-0.005424206610769033,50.000047683761295
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harmonic_5mm_2.15Hz.csv,2.1500000953674316,3.0180647373199463,1.3036904335021973,56.80376178213196,2.1465415954589844,4.607641220092773,0.4658656418323517,0.7638580203056335,0.46591538190841675,1.5632699728012085,3.0576400756835938,3.3552658557891846,0.2499212622642517,0.48979803919792175,0.9034159779548645,0.49743175506591797,0.6561670303344727,72.98995971679688,0.063012033700943,2.2847402095794678,0.002827510703355074,50.000047683761295
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harmonic_5mm_1.65Hz.csv,1.649999976158142,0.5992732048034668,0.9399581551551819,56.8496885261946,1.6503766775131226,2.723743200302124,0.605922281742096,0.5010035634040833,0.38267070055007935,1.171970009803772,2.2650599479675293,3.0626070499420166,0.24991999566555023,0.4040696918964386,0.9350709319114685,0.4694216847419739,0.4976775050163269,43.57965850830078,0.0960308238863945,1.6984570026397705,-0.006530857179313898,50.000047683761295
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harmonic_5mm_1.4Hz.csv,1.399999976158142,0.3850800693035126,0.6127961277961731,59.134729799058796,1.3995026350021362,1.9586076736450195,0.7145395278930664,0.3361169397830963,0.2212747484445572,0.8126099705696106,1.4906599521636963,3.6724026203155518,0.2499212622642517,0.2121341973543167,0.9263311624526978,0.2458721548318863,0.6176945567131042,50.935482025146484,0.09451805055141449,1.501712679862976,0.0024810773320496082,50.000047683761295
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harmonic_5mm_2.45Hz.csv,2.450000047683716,4.167365074157715,1.4023194313049316,66.34997399193875,2.4505887031555176,6.00538444519043,0.40806522965431213,0.8963282704353333,0.5156936049461365,1.7411500215530396,3.2864298820495605,3.376326560974121,0.25,0.5547626614570618,0.9294771552085876,0.5594695210456848,0.6415255665779114,73.60872650146484,0.06451619416475296,2.469957113265991,0.0013848240487277508,50.000047683761295
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harmonic_5mm_2.3Hz.csv,2.299999952316284,3.7199018001556396,1.1657079458236694,68.66293766747023,2.301363945007324,5.296276569366455,0.43452489376068115,0.8335019946098328,0.9912338852882385,1.9464600086212158,3.861459970474243,1.963673710823059,0.24992592632770538,1.217545509338379,0.9911264181137085,1.3459256887435913,0.2792012691497803,227.761474609375,0.08891531825065613,2.3008110523223877,0.008378428407013416,50.000047683761295
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harmonic_5mm_2Hz.csv,2.0,0.5447156429290771,0.9262616038322449,70.04497958815654,2.0002939701080322,4.001175880432129,0.49992653727531433,0.693294107913971,0.7751342058181763,1.559309959411621,3.019509792327881,2.011664390563965,0.24990099668502808,0.8933139443397522,0.9935725927352905,1.0516541004180908,0.28168511390686035,319.8121337890625,0.11885906755924225,2.0122017860412598,0.008680449798703194,50.000047683761295
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harmonic_5mm_1.05Hz.csv,1.0499999523162842,0.36426904797554016,0.6340927481651306,74.07263990425794,1.0530656576156616,1.1089472770690918,0.9496083855628967,0.051705583930015564,0.2716720998287201,0.7901600003242493,1.5045499801635742,2.908506393432617,0.24991999566555023,0.3438712954521179,0.9576663374900818,0.3379869759082794,0.4775521755218506,72.97195434570312,0.0640205442905426,1.126065731048584,-0.0008716708398424089,50.000047683761295
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harmonic_5mm_2.4Hz.csv,2.4000000953674316,4.107017993927002,1.0405583381652832,74.66389629400348,2.4017505645751953,5.768405437469482,0.4163629710674286,0.876197874546051,0.9670910835266113,2.3246400356292725,4.529560089111328,2.403744697570801,0.25,1.1933718919754028,0.9901480078697205,1.3087358474731445,0.2874786853790283,216.48052978515625,0.10344837605953217,2.4013094902038574,-8.548868208890781e-05,50.000047683761295
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harmonic_5mm_1.9Hz.csv,1.899999976158142,0.5868141055107117,1.1536935567855835,96.60290131940668,1.9012991189956665,3.614938497543335,0.5259561538696289,0.6425374150276184,0.5143030285835266,1.3888100385665894,2.6350998878479004,2.7003729343414307,0.25,0.6525437235832214,0.9834353923797607,0.670233428478241,0.38811808824539185,157.31686401367188,0.06250005960464478,1.9118845462799072,-0.0027283257804811,50.000047683761295
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harmonic_5mm_2.05Hz.csv,2.049999952316284,0.6199118494987488,1.310292363166809,111.36752979093583,2.0498123168945312,4.201730251312256,0.48784953355789185,0.71774822473526,0.7315996885299683,1.6353000402450562,3.2010200023651123,2.235239028930664,0.24991999566555023,0.9387410283088684,0.9784685373306274,0.9522533416748047,0.3911336362361908,110.50621795654297,0.0640205442905426,2.0580592155456543,-0.004247209522873163,50.000047683761295
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||||
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Reference in New Issue
Block a user