X_test_data.csv

Unnamed: 0,amplitude_cutoff,amplitude_cv_median,amplitude_cv_range,amplitude_median,drift_ptp,drift_std,drift_mad,firing_range,firing_rate,isi_violations_ratio,isi_violations_count,num_spikes,presence_ratio,rp_contamination,rp_violations,sd_ratio,sliding_rp_violation,snr,sync_spike_2,sync_spike_4,sync_spike_8,d_prime,isolation_distance,l_ratio,silhouette,nn_hit_rate,nn_miss_rate,exp_decay,half_width,num_negative_peaks,num_positive_peaks,peak_to_valley,peak_trough_ratio,recovery_slope,repolarization_slope,spread,velocity_above,velocity_below
r1354_230507_6,0.078632906,2.4094949,3.109818,166.2367,,,,0.8,0.18099849,88.181465,26.0,543.0,0.86,1.0,14.0,1.0852337,,0.3932,0.26151013,0.022099448,0.001841621,2.2136896,280.0017,7.249266,0.008395854,0.0,0.002005214,,,0.0,4.0,0.0,1.0,,,2700.0,,
r1354_230503_165,0.060692746,1.2943611,0.88573366,147.7692,,,,10.41,7.046593,1.0069481,180.0,8456.0,1.0,1.0,73.0,0.88127226,,0.77824444,0.050141912,0.000473037,0.0,1.9888415,,,0.007268809,0.009803922,0.004271786,,,0.0,2.0,0.0,1.0,,,2700.0,,
r1354_230507_149,0.10762842,1.0063426,1.6646327,320.97296,,,,7.61,2.9519753,2.1548405,169.0,8856.0,1.0,1.0,30.0,0.72473204,,0.8152612,0.19884823,0.006436314,0.0,2.7268639,254.449,20.226257,0.004740857,0.005102041,0.004396543,,,0.0,3.0,0.0,1.0,,,2700.0,,
r1354_230503_210,0.027474796,,,109.99698,,,,8.2,1.7266487,4.6585956,50.0,2072.0,0.85,1.0,12.0,0.7173522,,0.68086684,0.2765444,0.004343629,0.0,1.9384307,,,0.019568527,0.083333336,0.004296914,,,0.0,1.0,0.0,1.0,,,2700.0,,
r1354_230505_132,0.039106745,0.9122585,0.72971064,148.10344,,,,3.6,1.0432247,4.8489776,38.0,2504.0,1.0,1.0,27.0,0.84322214,,0.96544415,0.095846646,0.000399361,0.0,1.5829098,279.07034,9.007376,0.010619469,0.0,0.002864322,,,0.0,4.0,0.0,1.0,,,2200.0,,217.11089
r1354_230505_171,0.055359155,1.1662807,1.0084792,137.60251,,,,4.61,1.6385794,4.293045,83.0,3933.0,1.0,1.0,68.0,0.88348275,,0.9538524,0.11085685,0.002034071,0.0,2.5893104,268.02814,12.188139,0.003310513,0.02,0.00361809,,,0.0,3.0,0.0,1.0,,,1700.0,,
r1354_230505_407,,,,-244.06563,,,,0.2,0.039162587,90.548134,1.0,94.0,0.775,1.0,1.0,1.1620079,,1.4619343,0.11702128,0.021276595,0.0,3.3156521,15453200000000.0,,0.00294314,0.0,0.00020008,0.008275475,0.000302083,1.0,0.0,0.0011375,-0.10784472,520.4556,276758.2,1700.0,,
r1354_230507_227,0.046423346,1.4607491,1.0100884,165.7824,,,,6.8,6.777277,0.62895095,260.0,20332.0,1.0,0.7333769,128.0,0.87827605,,0.6704203,0.06880779,0.000393468,0.0,1.6873126,299.4875,4.4841332,0.001781556,0.0,0.004672897,,,0.0,4.0,0.0,1.0,,,2700.0,,
r1354_230507_161,0.06799441,1.028499,1.1153215,218.54668,,,,5.61,9.309589,0.25768486,201.0,27929.0,1.0,0.051315177,26.0,0.6363083,0.07,0.7375991,0.07873537,0.000859322,0.0,2.990303,321.4462,1.6655202,0.004173428,0.010204082,0.009672395,,,0.0,1.0,0.0,1.0,,,2700.0,,
r1354_230505_436,0.021390136,1.2962172,0.8143135,145.1829,0.52661383,0.11585163,0.093242116,9.8,7.217998,0.2932118,110.0,17325.0,1.0,0.36105922,74.0,0.8633092,0.325,0.76300436,0.068629146,0.000519481,0.0,2.6528902,312.42743,2.2607212,0.011843477,0.05,0.00620603,,,0.0,1.0,0.0,1.0,,,2700.0,,
r1354_230507_352,,,,197.06454,,,,0.6,0.16199864,8.467614,2.0,486.0,1.0,1.0,1.0,0.98501986,,0.62173575,0.086419754,0.0,0.0,2.8760781,452.4344,0.20915283,0.003457165,0.0,0.001027466,,,0.0,2.0,0.0,1.0,,,2700.0,,
r1354_230503_203,0.05779746,,,180.77121,,,,20.6,5.5482755,0.685789,76.0,6658.0,1.0,0.50804204,28.0,0.69565445,,1.0121964,0.10363472,0.001652148,0.0,1.5049716,,,0.004974606,0.029411765,0.004874862,,,0.0,2.0,0.0,1.0,,,2700.0,,
r1354_230503_46,,,,-255.47842,,,,0.0,0.011666545,0.0,0.0,14.0,0.2,0.0,0.0,1.2767195,,0.9703012,0.35714287,0.0,0.0,3.1210594,,,0.006411698,,0.0,,0.002527083,1.0,0.0,0.001347917,0.05981901,,,2700.0,,
r1354_230505_301,,,,-257.77267,,,,0.4,0.10123945,0.0,0.0,243.0,1.0,0.0,0.0,0.735741,,1.3208812,0.10699589,0.0,0.0,3.507349,91563700000000.0,,0.016503384,0.0,0.000450541,,0.0004125,1.0,0.0,0.002020833,0.006162707,,,1700.0,,
r1354_230505_270,0.04067424,0.92607605,0.54054916,197.75249,,,,10.61,6.9426103,0.054743215,19.0,16664.0,1.0,0.10008925,22.0,0.88155013,0.03,1.0523751,0.06018963,0.000540086,0.0,5.857849,409.66138,0.17614655,0.0332345,0.07,0.003693467,,,0.0,3.0,0.0,1.0,,,2700.0,,
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r1354_230507_177,0.058081046,1.193955,1.2086482,184.09738,,,,12.2,3.7983017,0.8086568,105.0,11395.0,1.0,0.1363735,11.0,0.59324396,0.165,0.6241845,0.1532251,0.000351031,0.0,2.7118232,326.14645,1.3872143,0.005827684,0.040816326,0.006858607,,,0.0,1.0,0.0,1.0,,,2700.0,,
r1354_230505_2,0.08727531,1.0950315,14.555735,209.86296,,,,3.6,0.601604,129.6933,338.0,1444.0,1.0,1.0,246.0,1.0741544,,0.73792684,0.08864266,0.002770083,0.0,2.4931908,228.69272,23.178932,0.003730567,0.075,0.002964824,,,0.0,2.0,0.0,1.0,,,2700.0,,
r1354_230506_47,,,,-272.20334,,,,0.0,0.010952283,1323.2632,1.0,23.0,0.37142858,1.0,1.0,1.1276289,,0.9407165,0.39130434,0.04347826,0.0,3.003905,,,-0.006995724,0.0,2.5e-05,,0.001947917,2.0,0.0,0.0018,0.03702047,,,2700.0,,
r1354_230507_214,0.06013923,1.4562604,1.30015,175.7122,,,,2.81,1.7186524,1.0156442,27.0,5156.0,1.0,1.0,14.0,0.8314312,,0.61041754,0.08320403,0.001357642,0.0,2.4804184,279.64297,9.620623,0.001951631,0.0,0.004069943,,,0.0,3.0,0.0,1.0,,,2700.0,,
r1354_230503_266,0.1020294,,,227.79178,,,,7.41,1.5974834,3.7008307,34.0,1917.0,1.0,1.0,4.0,0.9128554,,0.93267125,0.09546166,0.002086594,0.0,1.6908958,,,0.001191987,0.09803922,0.006005629,,,0.0,2.0,0.0,1.0,,,2700.0,,
r1354_230507_133,0.052390523,0.96634936,0.7014821,213.19885,,,,8.8,5.9469504,0.8356932,266.0,17841.0,1.0,0.22273214,42.0,0.8010078,0.21,0.7842662,0.10083515,0.001905723,0.0,2.510363,282.74966,8.676932,0.014755289,0.020408163,0.003743342,,,0.0,0.0,0.0,1.0,,,2700.0,,
r1354_230503_84,0.07100616,,,197.22354,,,,10.41,1.791648,70.958015,820.0,2150.0,0.65,1.0,1217.0,0.74630034,,1.1261833,0.12790698,0.006046512,0.0,1.0023868,,,0.000648358,0.034313723,0.003869736,,,0.0,1.0,0.0,1.0,,,2700.0,,
r1354_230507_48,0.105799705,1.3273915,1.7615252,259.30432,,,,7.0,2.1049824,8.450585,337.0,6315.0,1.0,1.0,157.0,0.8658189,,0.6279113,0.15613618,0.004750594,0.000158353,1.8711045,219.29567,37.19045,0.010932027,0.025510203,0.004899005,,,0.0,1.0,0.0,1.0,,,2700.0,,
r1354_230506_107,0.0250339,,,141.14932,,,,63.45,12.3217945,3.2681096,3126.0,25876.0,1.0,1.0,1500.0,0.71247685,,0.80308926,0.0782192,0.000772917,0.0,1.8506502,,,-0.000181247,0.041666668,0.007302579,,,0.0,2.0,0.0,1.0,,,2700.0,,
r1354_230503_101,,,,-318.99026,,,,1.4,0.19499797,7.3052115,1.0,234.0,0.6,1.0,1.0,0.54812264,,1.4414833,0.5726496,0.051282052,0.0,5.499283,,,0.13121024,0.083333336,0.001101322,,0.0029875,3.0,0.0,0.00201875,0.058472365,,,2700.0,,
r1354_230506_91,,,,103.76651,,,,0.41,0.102856226,105.02494,7.0,216.0,0.94285715,1.0,8.0,1.1014544,,0.48120964,0.15277778,0.00462963,0.0,3.6386762,6.04e+24,,-0.009405963,0.0,0.000600901,,,0.0,2.0,0.0,1.0,,,2700.0,,
r1354_230507_314,,,,177.81499,,,,0.2,0.057332855,135.20935,4.0,172.0,0.94,1.0,2.0,1.1015222,,0.54827064,0.14534883,0.011627907,0.0,1.6622806,10967300000000.0,,-0.001475608,0.0,0.00015012,,,0.0,7.0,0.0,1.0,,,2700.0,,
r1354_230505_75,,,,248.23227,,,,0.2,0.18498074,551.96075,136.0,444.0,0.725,1.0,170.0,1.0793266,,1.0934994,0.3018018,0.013513514,0.0,1.541391,322.08353,0.99808186,0.008626085,0.06818182,0.011324915,,,0.0,2.0,0.0,1.0,,,2700.0,,
r1354_230503_7,0.5,,,-318.99026,,,,5.43,0.83915794,14.595107,37.0,1007.0,0.65,1.0,27.0,1.2575537,,0.87653095,0.24131082,0.007944389,0.0,2.3105547,,,0.036429048,0.09803922,0.00326666,,0.001939583,2.0,0.0,2.71e-05,0.067447454,,,2700.0,,
r1354_230505_125,,,,-88.7712,,,,0.2,0.013331945,0.0,0.0,32.0,0.425,0.0,0.0,1.1584901,,0.6521161,0.375,0.15625,0.0,1.494151,44078800000000.0,,-0.018461453,0.0,5e-05,,0.002991667,3.0,0.0,2.71e-05,0.06680758,,,2200.0,,
r1354_230505_130,,,,367.26016,,,,0.0,0.007499219,4938.786,2.0,18.0,0.25,1.0,2.0,1.8662485,,1.4378213,0.33333334,0.0,0.0,1.6290039,22208700000000.0,,-0.000858212,,0.0,,,0.0,4.0,0.0,1.0,,,2700.0,,
r1354_230506_50,,,,224.28714,,,,0.2,0.034285408,0.0,0.0,72.0,0.8,0.0,0.0,1.2510356,,0.8816738,0.31944445,0.055555556,0.0,3.3157272,,,-0.010550094,0.0,0.000425213,,,0.0,2.0,0.0,1.0,,,2700.0,,
r1354_230503_45,0.07226654,,,141.14932,,,,5.2,0.8283247,10.121194,25.0,994.0,0.65,1.0,13.0,0.89574045,,0.7682779,0.18008049,0.004024145,0.0,1.9058914,,,0.025865354,0.073529415,0.004372299,,,0.0,1.0,0.0,1.0,,,2700.0,,
r1354_230505_161,0.118011,1.8805091,1.2201645,370.3105,,,,5.81,3.0850954,0.46691203,32.0,7405.0,1.0,0.19388837,8.0,1.264077,0.26,0.7839422,0.06819716,0.000405132,0.0,2.6188588,306.72537,2.61868,0.045681283,0.145,0.00419598,0.001572817,,0.0,2.0,0.0,1.0,,,2700.0,,
r1354_230507_144,,,,425.32034,,,,0.0,0.014666544,9297.598,18.0,44.0,0.32,1.0,70.0,1.0490376,,0.39599466,0.29545453,0.06818182,0.022727273,0.3153154,153.29942,,-0.07222024,0.0,0.000725145,,,0.0,3.0,0.0,1.0,,,2700.0,,
r1354_230505_167,0.04517052,1.0858896,0.35129598,134.64304,,,,1.4,0.40620768,3.3665571,4.0,975.0,1.0,1.0,4.0,0.93436545,,0.936506,0.09435897,0.001025641,0.0,2.6032631,274.5326,9.886759,0.002664113,0.015306122,0.003391619,,,0.0,2.0,0.0,1.0,,,2700.0,,
r1354_230505_417,,,,397.1664,,,,0.2,0.022497656,0.0,0.0,54.0,0.35,0.0,0.0,0.47338808,,2.0500457,0.22222222,0.018518519,0.0,6.5278687,2316.09,,0.048419654,0.0,5e-05,,,0.0,3.0,0.0,1.0,,,2700.0,,
r1354_230503_197,0.5,1.6039896,0.8023099,-160.03543,,,,1.41,0.5258279,54.249977,54.0,631.0,1.0,1.0,34.0,1.0010854,,0.73948866,0.16640253,0.014263074,0.0,1.4189932,,,0.006925681,0.0546875,0.002482945,,0.002991667,3.0,0.0,2.71e-05,0.06730105,,,2500.0,,
r1354_230505_315,0.03916169,1.0838401,0.55941063,130.83984,,,,3.0,1.3140298,0.88471735,11.0,3154.0,1.0,1.0,5.0,0.8353921,,0.89077145,0.05833862,0.0,0.0,1.933712,293.69147,4.751302,0.00482891,0.015,0.003768844,,,0.0,3.0,0.0,1.0,,,2700.0,,
r1354_230505_80,0.5,1.8286755,4.972538,-425.32037,,,,4.83,1.081554,55.205048,465.0,2596.0,0.975,1.0,344.0,1.1464688,,0.9156717,0.10862866,0.003081664,0.0,2.3470433,261.72708,5.74138,0.015114978,0.085,0.00298995,,0.002991667,3.0,0.0,0.002989583,0.0659162,,,2600.0,,
r1354_230507_271,0.06776015,1.264158,0.7819034,199.59567,,,,3.6,2.5929785,0.23135778,14.0,7779.0,1.0,0.10462671,4.0,0.76460433,0.2,0.7071623,0.07648798,0.000385654,0.0,1.8794652,295.48743,5.0232244,0.003029313,0.015306122,0.005728068,,,0.0,5.0,0.0,1.0,,,2700.0,,
r1354_230506_215,0.05313472,0.98563105,0.64571387,148.548,,,,8.8,8.43802,0.48599407,218.0,17720.0,1.0,0.71061254,137.0,0.8481099,,0.77269286,0.027595937,0.0003386,0.0,1.8265866,,,0.001941369,0.041666668,0.008737913,,,0.0,6.0,0.0,1.0,,,2700.0,,
r1354_230507_319,0.071117364,1.0607696,1.6085223,215.37952,,,,0.6,0.19533171,2.9121141,1.0,586.0,1.0,1.0,1.0,0.99060506,,0.6914599,0.081911266,0.0,0.0,2.481265,411.818,0.22010858,0.003094455,0.0,0.003460034,,,0.0,1.0,0.0,1.0,,,2700.0,,
r1354_230503_54,0.10983608,1.0838661,1.7852681,234.02225,,,,6.2,1.9974792,6.3353386,91.0,2397.0,1.0,1.0,40.0,0.99655753,,0.81044006,0.11556112,0.00458907,0.0,1.8474543,,,-0.00028544,0.024509804,0.006282038,,,0.0,3.0,0.0,1.0,,,2700.0,,
r1354_230507_243,0.06578425,1.7794688,1.3126984,203.99594,,,,1.8,1.0439913,0.8155491,8.0,3132.0,1.0,0.7127592,3.0,1.0125215,,0.43925127,0.07375479,0.0,0.0,1.7284065,300.38507,4.33479,0.002080115,0.015306122,0.005602452,,,0.0,2.0,0.0,1.0,,,2700.0,,
r1354_230507_333,,,,173.09021,,,,0.6,0.1569987,4.5077705,1.0,471.0,1.0,1.0,1.0,0.91713977,,0.61692554,0.110403396,0.004246285,0.0,2.2328026,569.2675,0.15007983,0.001587342,0.02173913,0.001929438,,,0.0,2.0,0.0,1.0,,,2700.0,,
r1354_230506_94,,,,318.99026,,,,0.8,0.19476016,50.215355,12.0,409.0,0.9714286,1.0,17.0,1.3326479,,1.0433943,0.08801956,0.009779951,0.002444988,2.2083802,0.0,,-0.012627239,0.14655173,0.00323438,,,0.0,1.0,0.0,1.0,,,2700.0,,
r1354_230505_424,0.076407194,0.96264315,0.8130437,145.4425,,,,12.02,6.825956,0.6437972,216.0,16384.0,1.0,1.0,140.0,0.78679,,1.0460603,0.08013916,0.000854492,0.0,2.528955,294.65204,4.812982,0.006414476,0.0,0.004346734,,,0.0,2.0,0.0,1.0,,,1700.0,,290.12006
r1354_230503_137,,,,-318.99026,,,,0.4,0.33582982,81.27713,33.0,403.0,0.55,1.0,18.0,1.2636508,,1.1115234,0.26799008,0.027295286,0.0,1.9732668,,,0.003389061,0.0125,0.001503006,,0.002983333,2.0,0.0,0.002989583,0.040844552,,,2700.0,,
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r1354_230506_5,,,,278.7064,,,,0.21,0.03999964,297.6217,3.0,84.0,0.5714286,1.0,2.0,0.97392607,,1.099542,0.20238096,0.05952381,0.0,4.1534657,,,0.000471079,0.0,0.000275165,,,0.0,4.0,0.0,1.0,,,2700.0,,
r1354_230505_322,0.05150266,0.8944886,0.4973592,145.93576,,,,4.8,3.1742527,1.0474972,76.0,7619.0,1.0,1.0,47.0,0.7730359,,1.0331682,0.06877543,0.000393752,0.0,2.3716197,293.08636,5.0753946,0.004373108,0.02,0.002964824,,,0.0,2.0,0.0,1.0,,,1700.0,,
r1354_230503_184,0.06973963,1.0152912,1.2502468,145.23807,,,,1.61,0.92915696,6.7566915,21.0,1115.0,1.0,1.0,13.0,0.960973,,0.8079137,0.14977579,0.007174888,0.0,1.5990908,,,0.006039546,0.014705882,0.005025631,,,0.0,1.0,0.0,1.0,,,2700.0,,
r1354_230505_24,0.04632604,,,211.5374,,,,4.82,0.90490574,127.19699,750.0,2172.0,0.675,1.0,1132.0,0.691517,,1.1290373,0.50598526,0.09622468,0.001381215,0.86366373,265.7995,3.1042821,0.000468189,0.01,0.00879397,,,0.0,4.0,0.0,1.0,,,2700.0,,