Time series with stochastic volatility

all.csv

"","Series 1","Series 2","Series 3","Series 4","Series 5","Series 6","Series 7","Series 8","Series 9","Series 10","Series 11","Series 12","Series 13","Series 14","Series 15","Series 16","Series 17","Series 18","Series 19","Series 20","Series 21","Series 22","Series 23"
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"1962",-0.9241258,-0.0952089,0.0101186,-0.5915993,0.08672549,0.4661763,0.2454622,0.9325985,0.2797585,0.501701,2.107763,-0.05285694,-0.5507228,-0.362033,-0.1096289,0.0350135,0.2655803,-0.4342966,-0.6053848,2.162865,0.2636773,0.004922396,0.5093397
"1963",0.1163365,-0.1100856,-0.2494385,0.4689679,0.05209579,0.07453061,0.3801567,0.73209,0.1538856,-0.6893737,1.144237,0.1324574,-0.1047442,0.3578303,-0.1037835,-0.2809684,1.13635,0.257018,-0.06038844,0.11088,0.6260743,1.58577,0.1813459
"1964",0.5369624,-0.7460817,0.1362637,0.6233798,-0.4082661,0.1371237,0.04489381,0.2937049,0.2316864,-0.1141081,-0.3259637,-0.2000692,0.3648905,-1.186707,-0.01647741,0.03070344,-0.1787526,0.2830123,0.6592229,1.566275,-1.792629,1.420387,0.7827949
"1965",0.1911166,-0.07460445,-0.4641825,1.156213,-0.01416229,-0.566059,-0.338263,0.1211193,0.1286854,-0.3337834,-1.250778,-0.7760345,-0.5202056,-0.1910134,-0.3085877,-0.09924169,0.1104238,-0.2474624,0.2981431,-0.1652921,-0.2966533,0.3054791,0.03502434
"1966",1.131821,0.1749218,0.2972765,1.460081,-0.09247952,0.8171644,0.9196375,-0.1300828,-1.175429,-0.4994312,-0.2930291,1.44186,-0.9356341,1.337555,0.05644556,-0.199832,-0.46764,1.075439,1.174703,0.5822819,0.1727039,-1.563202,1.161196
"1967",-0.04845665,2.280412,-0.9959483,-0.9061563,0.05456893,-0.6620623,-0.02766959,-1.239959,-0.2532583,-1.299762,0.4375969,-0.7618493,-0.5469053,-1.011928,-0.564897,0.6390236,0.4877562,-0.09078692,0.8090373,-0.2569969,0.2962031,-0.4558912,-0.2739085
"1968",0.4194523,-0.6384245,-0.2259403,-1.226907,-0.06424192,-0.0861701,-0.2531546,-1.410253,-0.1249485,-0.2529167,-0.01069941,0.0314599,2.11123,-0.9967957,0.1552447,0.3069805,-0.04326028,0.3277847,-1.147757,-0.3790309,0.3146755,-1.027986,0.4893053
"1969",0.7226673,-1.669883,-0.7504123,-0.4472737,-0.4814434,-0.8149733,-0.03245018,-0.3293442,-0.1589184,-0.1501952,0.9277151,-1.233212,1.496977,-0.1076866,0.6886092,0.1087402,0.09738812,-0.3716997,-1.148123,-1.956451,0.3683554,-0.8984951,-0.6950485
"1970",-0.2268839,-0.6452742,-0.3749051,0.1602925,0.7178101,-0.218516,-0.3285363,-0.961822,-0.5901827,0.2114675,2.326233,0.4051448,-0.626681,-0.9010079,-0.09392271,-0.6793472,1.138333,-0.1581679,-0.8377264,0.5450372,1.528935,-0.6873572,0.292528
"1971",-0.1513579,0.2485934,-0.01381181,-0.09270217,0.001217598,-0.1535385,0.6781344,0.05820926,-0.958617,-0.5503285,1.246033,-0.2399072,-0.8877978,-0.3841341,-0.3515335,-0.5484086,1.418912,0.7702283,-0.300175,0.7614033,0.7626085,-0.245409,0.05497444
"1972",0.008067736,-0.6415242,-0.1087195,0.2389829,0.03515901,0.3129336,-0.3407075,-0.6410747,0.5129151,-0.1964543,-0.9295141,-0.0924129,0.02504403,-0.1147064,-0.1173427,-0.3025587,0.3504548,0.4189813,-0.4290991,-0.1506909,1.655415,0.3934526,-0.893355
"1973",-0.1038651,-0.9181669,-0.7740678,-0.3612044,-0.685262,-0.1788185,-1.853055,0.9870566,-0.5492986,0.1815494,-0.1335425,-1.392407,3.120989,-0.3248591,0.2957759,-1.337715,0.3986378,-0.2613107,0.9758908,-1.183332,-0.3736026,-3.59977,-0.605952
"1974",0.003414498,-0.7938404,-0.06912444,0.8132805,-0.7079437,0.5079089,-1.011873,-1.147199,-0.5144668,-0.7134695,0.1834088,0.02462634,0.3317517,-1.425766,0.9110129,0.2420828,-1.596954,-0.8215301,-1.180027,1.06267,2.62711,-1.704568,0.9158291
"1975",-0.2839227,-0.2574229,-0.2778838,0.0675174,0.7840257,-0.1900922,0.02196343,0.01904706,0.1114951,-0.3670619,1.061412,0.2702166,0.1172444,0.2849573,-0.1242011,-0.3041171,-0.3515925,0.2369731,0.7332084,0.3667144,-0.4735258,0.6744232,-1.293017
"1976",0.2482678,-0.1081849,-0.07352355,1.548236,0.216712,0.8104665,-1.011308,1.320754,-0.01118934,0.4509509,-0.7301578,-0.2970909,1.586264,-0.2085515,-0.08035354,0.4092131,-0.07573075,-0.4181696,0.6926354,0.1028197,0.4271708,-0.07436961,0.8807293
"1977",-0.2344988,-0.1884884,0.321983,2.302957,-0.4277192,0.160732,0.63116,2.07927,-0.3725409,0.5878169,-0.517992,0.4886353,-1.055283,-0.1707069,-0.2662869,-0.212841,0.9004494,0.3779463,-0.3955576,1.643533,2.291195,1.710993,0.8248875
"1978",-0.8791296,0.4886385,-0.73576,0.1790059,-0.1209605,0.9134898,-0.9897408,-0.9141545,0.2453788,0.5629486,-0.5662638,-0.06889224,1.349787,0.2634417,0.2427197,1.101294,1.261064,0.4676032,-0.5592335,-0.9191008,-1.474516,-0.5426669,-0.04669567
"1979",0.2429616,-0.1844212,0.06833158,2.24675,0.7182428,0.1717924,-0.3016144,-0.7144806,0.376825,-0.1685037,-0.4166067,-0.9091256,0.4304735,0.8596593,0.6546591,0.136969,0.5430058,-0.5505855,0.02314866,0.1313984,0.1873274,-0.9195564,0.484357
"1980",0.8597045,0.3137293,0.0208104,-1.018385,0.4328884,-1.086933,0.3582032,1.094615,0.7626827,-0.9327481,-1.497767,0.06689034,0.958139,0.8882257,0.5878173,0.4725698,0.2029707,-0.6027152,-0.3876306,-1.479911,-1.050683,-0.473681,0.1951137
"1981",0.3006274,-0.542427,-0.001627127,-2.28057,-0.3245982,0.1502048,-1.048266,0.59502,0.1261865,-0.7359321,0.8929976,-0.2644791,1.546265,0.05461014,0.2072596,0.4070771,0.7733004,0.3336714,-0.2679916,-1.196359,0.1508822,0.1324613,0.383446
"1982",-0.9844717,0.002965852,0.06466822,2.053564,0.8974794,0.5864544,0.3262815,-0.6512492,0.2300818,0.318528,0.1366735,0.3772952,-1.268985,0.7795304,0.0813426,-0.2504356,-0.3880277,-0.729335,-0.2752936,0.3903565,-0.340912,-0.05705475,0.08470574
"1983",0.05551562,0.5337347,-0.5141769,1.557034,-0.4617338,-0.4003371,-0.4230764,-0.6632725,-0.3696225,0.1474667,0.8189342,-0.7376876,-0.8813026,-0.3451399,-0.1570747,0.5650171,0.8765856,0.2465469,0.2675852,-0.5255483,-0.2099639,0.5983639,0.03480485
"1984",0.0971245,-1.03228,-0.007571803,0.2260089,0.05418254,0.21067,0.6376021,-0.2492136,0.7201738,-0.01915606,0.7008093,-0.4176935,0.1697026,-0.5220286,0.06225152,-0.3821434,0.2979291,-0.9112547,-0.5037021,0.08520128,-1.11445,1.47658,-0.2292773
"1985",-0.09249015,-0.4111476,-0.6951579,-0.3495336,-0.03316707,-0.3427919,0.2965639,0.2531656,0.5301844,-0.6421064,-1.015847,-1.960088,0.5656493,0.8604784,0.3527059,-0.4976277,1.085035,-0.8034325,-0.1553218,0.09791471,0.01395449,-0.3409446,0.6502898
"1986",-0.2010875,-2.181677,0.1550867,-0.5501533,0.3154271,-0.5777017,-1.10898,-1.857463,0.6411565,0.4810333,-0.08731738,-0.6004112,0.8562616,-0.3406651,-0.5040324,0.3598592,-0.2196209,-0.7154115,-1.318348,-1.137849,-0.1562321,-0.2550934,-0.198562
"1987",-0.1683913,0.2524614,-0.1492009,-0.04730576,-0.004969279,0.5179643,0.1707103,0.207893,-0.1076687,0.8697714,0.3547716,0.1178972,-0.09589949,-0.819467,-0.1770152,-0.3486883,-0.9451017,-0.1817625,-0.277638,-0.07286982,0.2242849,0.3009619,-0.04533563
"1988",0.9840621,-0.8455135,0.4511784,0.5075674,0.572115,-0.8062039,-0.02458214,0.9666062,0.5847128,-0.484398,-1.7713,-1.042544,1.944693,0.2898377,0.3883258,0.3270603,0.3757973,0.2149716,0.400714,-0.5042844,0.1448005,0.8115003,-0.1915464
"1989",0.5441949,0.2186886,0.09541451,0.7796365,-0.1286736,0.007908393,-0.03162128,0.4937079,-0.1726742,-0.2087457,0.3605677,-0.766818,0.8306107,-1.434824,-0.09651497,-0.1507194,0.3325898,0.3690848,-0.1115565,-0.3527403,-0.8041311,-1.144608,-0.08310408
"1990",0.188421,-1.820236,0.4612558,0.01267038,1.361078,0.3469691,0.26879,-0.7228664,-0.07467568,-0.1738058,0.6535051,0.4620837,-0.5456451,0.1061079,-0.1616484,-0.3904061,1.095013,-0.000982267,-0.01892651,-0.2035679,0.1263333,-1.324608,0.3405719
"1991",-0.3504512,1.092372,0.9137095,0.4136023,-0.5438508,-0.4472029,-0.7598878,1.058634,0.001004167,-0.5808015,0.06669663,-1.029057,-0.2655892,-0.2854807,-1.163955,0.6631564,-0.5882848,0.184618,0.743036,0.6388538,-0.01673666,0.6888359,-0.3688656
"1992",-0.4786832,2.130652,0.5364535,-0.6382784,0.2061781,0.5715911,1.515703,-1.510103,0.1701783,-0.1307,0.2870626,1.501886,-1.191033,0.7805093,-0.2782995,-1.144213,0.4747705,0.3442537,0.7435184,1.145562,2.365543,3.041349,0.3182736
"1993",0.06141218,-0.6996468,-0.9841598,0.2448439,-0.0971647,0.168619,-0.07277472,0.4740747,0.06924386,-0.254723,-0.7005689,-0.8021001,0.6684923,-0.1125887,-0.3730393,0.8572996,-0.3720571,0.3145199,-0.7681839,-0.5755732,0.822857,0.1169765,-0.01822358
"1994",0.8403458,-1.08921,0.5018262,0.0849398,-0.2729098,0.1444215,0.9620049,2.067425,0.03604771,-0.1868818,0.4914738,0.08212827,0.9540436,0.3822248,0.4427194,-0.391375,-0.3735402,0.06504755,1.477015,1.127512,0.7558404,0.8236647,1.189257
"1995",-0.3770462,1.121796,-0.3389326,-0.09391411,0.1861204,-0.1921163,0.7086632,-1.116919,0.08143077,-0.6158055,-0.04607414,-0.3021739,0.2846779,0.0273356,-0.2320374,-0.1854833,-1.320664,-0.3769697,-1.654386,1.955307,0.6576578,-1.67457,-0.3893547
"1996",0.1436455,-0.51755,1.757383,0.1652353,0.1580982,0.1521145,1.70056,0.5569036,-0.4340677,1.211751,2.219364,1.81318,-1.194643,0.0750503,-0.9123719,-0.7444273,-1.513834,-0.2306798,0.3164109,-0.5520051,1.272911,0.4169158,0.8066752
"1997",0.1208315,0.04227057,-1.334234,-0.173235,0.2875724,-0.3777993,-1.161123,-0.0872216,0.1201931,-1.543211,-1.759218,-2.044901,-0.4847945,0.3999143,-0.3215605,0.9627584,0.4119937,-0.1577497,-0.342694,0.8787592,-0.3022141,-1.46301,-0.3512621
"1998",-0.360437,-0.05659143,0.03510095,-0.1388151,0.1065062,-0.300528,-0.2659152,1.396677,0.1290066,1.901444,0.08045099,-0.2450094,0.7734701,0.1184911,-0.8431736,0.7643187,-0.5017176,-0.2676611,-0.9347151,0.1855231,-0.8399993,1.710053,1.455259
"1999",0.4390202,0.199254,-0.454584,-0.004284887,-0.4220462,-0.09982802,-0.06962205,0.04267935,0.1399791,-0.7044603,-1.304897,-0.8460108,1.28978,0.1165984,-0.701439,0.03680183,0.1336749,0.4907283,-0.4424751,-0.1349501,0.3714895,-0.2852831,0.2747135
"2000",-0.4098393,0.4562037,0.08434341,-0.03618248,0.2195869,-0.06802247,-0.1613273,1.703058,-0.5603232,-0.6000078,0.2491994,1.111616,0.7947759,-0.9673021,0.930977,0.1621443,-0.0670543,0.5778772,-1.027009,0.7211486,-0.3531379,-0.9773434,0.3947365
"2001",-0.8140082,-0.8003243,0.2715274,0.01252949,0.4274632,-0.1774625,-0.367447,-0.05627485,0.3062157,0.218125,-0.6326816,-0.3070193,0.6780759,0.6741511,0.11159,0.0378783,-0.3540772,-0.2337986,-0.6009944,-0.4457543,-0.4134687,0.4125741,0.008844322
"2002",0.09045209,-0.124013,-0.01698499,0.1533917,-0.252795,-0.3743213,0.1793109,-0.3911057,-0.04926452,-0.8131235,-0.1751555,-0.4494922,-0.9990704,-0.1301134,1.225689,0.2464358,-0.3611692,-0.4170508,-0.057323,-0.07741385,0.5001412,0.6943676,-0.1435408
"2003",-0.5351259,-0.5601127,-0.6396459,0.1729998,-0.2643112,-1.693637,-1.03964,0.7865885,0.270072,1.299113,-0.5962365,-0.5072773,0.8420376,0.8381111,-0.6612102,-0.3686183,-0.5650638,0.1443582,-0.2990764,0.6382504,0.3407777,1.326341,-0.5467805
"2004",-0.2367038,-2.023668,0.1769866,-1.991648,-0.2141202,-0.7402076,-0.05071619,-1.02984,0.2259424,0.6477811,-0.2497975,-1.481379,0.3295373,0.4573766,0.5365619,-0.02980057,-1.574587,-1.127399,0.6683213,-0.1486102,-0.2155801,0.3520259,-0.8212186
"2005",0.115196,-0.3454323,0.05347041,-0.4872952,0.1410189,-0.9560189,0.8766611,1.543732,-0.6479744,-0.8770063,-0.09598759,-1.965621,-1.345344,0.193403,0.8607364,-0.380041,-0.06046323,0.2763833,-0.7441415,0.2824327,1.604386,-0.07443056,-0.2835348
"2006",0.5613509,1.926733,0.1020257,-1.705094,-0.0908507,0.05809277,0.8389456,-1.228226,-0.5772677,-0.5672997,1.546829,0.3937567,-0.7677476,-0.02130865,-0.4770281,0.1583577,-0.1525934,0.2301128,1.218166,0.03460859,0.4829286,-1.345716,0.6555546
"2007",0.2971702,-0.1053798,-0.830949,0.2073596,-0.8703263,0.2507412,-0.3951506,-1.23625,0.02198001,-0.9012882,0.3852745,-0.8545902,0.8385877,0.3536688,0.4141752,-0.05542864,0.5335917,0.1629685,-0.4853138,-0.03407701,-0.1342774,-1.229836,-0.4295731
"2008",0.9591958,-1.336361,0.4579642,-2.326323,-0.304352,-1.714061,0.752759,2.155162,-0.8182872,-0.9880523,0.6083472,-2.336158,0.1509255,0.106563,1.170548,0.04893739,-0.2036278,-0.4467975,0.8540026,0.9652407,1.672944,-0.7729323,2.046673
"2009",0.1605604,-0.9218511,0.1572986,0.9099825,0.3468526,2.654948,-0.2671147,-0.8499241,0.505884,0.2199692,0.3399334,2.937297,0.859836,1.112541,-1.045549,1.085477,0.6829952,0.8528066,0.01395719,-0.6496556,-0.939783,1.899322,0.4656971
"2010",0.964107,-1.034947,0.5765896,-3.188978,-0.7985093,-0.3795611,2.109245,0.2231479,-0.6965736,1.139933,0.2197772,2.10011,1.941369,-0.4948609,-0.4298975,-1.618601,-3.288627,0.7611656,0.06448711,0.3206572,-0.590638,-0.3538954,0.7857114
"2011",1.638518,-0.4022871,0.0783529,-2.174061,0.4414346,-0.1004915,3.432761,0.2487641,-0.8224561,0.3031467,1.684708,2.43767,-1.195288,-0.4088134,-0.7301583,-2.466044,-2.188192,0.6760344,1.224892,-1.896293,0.01735059,1.345706,0.1009313
"2012",-0.3618751,-0.5612617,-0.5891602,0.8324244,-0.1219036,0.4322065,-2.236981,0.169772,-0.7705755,0.8924963,-0.1385715,-1.565677,-1.33545,-1.200541,-0.08354221,1.255874,-0.5757576,-0.029286,-0.6019064,-0.5662947,-1.222921,-0.9100604,0.07514916
"2013",-0.4376071,-1.124392,-1.45061,-0.8181634,-0.363365,-1.205913,0.02189928,-1.557862,-0.8947548,0.2408458,0.6853324,0.06414538,0.4825321,-1.126703,-0.1862434,0.2536473,-0.06861595,1.288065,-0.2449995,-1.306691,-1.15592,0.5361543,-0.5627829
"2014",-0.1708085,1.078865,-0.7963016,1.808297,0.3851832,0.8416847,0.2355987,0.4974034,-1.342988,1.68914,-0.5066329,2.746447,-2.183966,-1.403018,-0.2607091,0.5193494,-1.020306,1.075277,-0.6341145,-0.9448734,-0.4796843,0.7743232,0.6651755
"2015",-0.3870767,1.157467,-0.3895282,-0.1483383,-0.8563333,0.1194847,-0.4269657,-0.2824733,-0.7679739,0.5904653,1.458441,-0.2939671,-0.7437625,-0.1989793,-0.4394338,0.27092,-0.8795394,0.4461116,-0.08656963,-0.6590566,0.1149257,-0.3305604,0.188942
"2016",0.4913386,-1.453621,0.2736144,0.3379662,-0.1802367,-0.3154766,0.1324527,0.2093809,0.3886978,0.8875242,-0.1880646,-0.7284724,0.8721904,0.7526782,-0.08218186,-0.06775788,-0.8451463,-0.4410082,0.2216759,-0.7902438,0.1949379,1.078694,0.1924875
"2017",1.553844,-0.3734639,0.2958282,0.3607633,0.7832545,1.341065,0.7650675,-0.2906652,-0.3170505,-1.293267,0.2390812,1.311541,1.095784,0.8268635,1.029434,0.4935492,1.574789,1.629599,1.24872,0.25421,-0.9298903,-0.9117878,-0.3403845
"2018",0.2222868,0.1073475,-0.1680313,0.7694905,0.4336837,1.009097,1.118433,-0.05839014,-1.345239,0.5115001,1.646392,0.7823158,-1.87174,0.1038743,-0.8726376,-0.7271367,-1.720319,0.8812411,2.315469,-0.343197,1.999532,-0.9053407,-0.07940093
"2019",-0.1420927,-0.6766289,-0.9358319,-0.131419,-0.1380898,1.187026,0.6485635,-0.3569234,-0.1118349,-0.9152966,5.471677,-0.7778083,0.02426318,0.8895378,0.2540273,-0.3117689,0.1292611,-0.007691903,-0.02723815,-0.3481205,1.061721,0.4453027,-0.07087425
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"3026",-0.938667,0

high.csv

low.csv