Observed,AdaBoost,ANN,DT,GB,KNN,LGB,LSTM,MLR,RF,SVM,XGB,Stacked
267.73183,232.83414,254.23198,278.53099,263.89211,236.73845,263.31005,239.41682,246.04467,268.43092,206.53697,254.33601,265.39523
255.96469,232.83414,254.43806,243.64185,250.37878,243.45902,257.9671,231.93704,216.67215,251.4755,205.86854,248.26465,256.78852
210.12937,192.39861,237.39475,188.54424,200.46385,236.48962,201.10408,227.3301,197.82841,203.26307,197.41691,204.56363,203.43021
231.39253,218.76711,207.48864,251.86265,237.37502,232.76922,241.79342,201.59642,192.04582,236.90033,212.39151,231.6444,241.51387
223.62155,219.65703,187.79671,237.47997,219.36882,232.76922,198.95273,198.99812,180.64767,211.37896,209.8628,207.91333,205.16963
203.05225,216.8,202.22304,197.18349,202.10086,202.16613,214.74339,204.23018,202.03229,202.7886,208.36896,203.14767,209.36274
161.46617,167.46957,180.54266,156.26435,170.06806,198.59202,152.29382,193.39085,180.0731,168.76797,180.70086,152.27084,159.10915
194.13985,216.8,203.43168,202.38587,203.94894,196.64497,201.76615,185.13654,202.15895,200.77146,202.28852,196.13986,203.17382
150.4386,124.23734,136.41765,114.38614,122.03666,116.97361,125.23014,175.9298,179.09831,151.04019,210.0346,141.36145,131.09256
198.63048,215.77428,216.1635,197.18349,203.94956,198.57436,196.06615,180.9058,205.25134,201.31659,203.51712,195.88202,200.2753
251.69173,223.36103,268.15572,240.78942,256.45655,252.07097,254.82452,213.26959,205.74583,243.41617,202.87999,244.18637,257.67019
192.64039,216.27834,209.30113,202.38587,201.0409,199.12517,196.24868,186.2711,204.19973,199.4427,203.18869,194.15219,198.4
204.57007,213.9424,206.96378,197.18349,207.27357,215.95339,214.92857,189.4691,209.43205,203.1021,205.39184,203.71805,211.74294
229.1122,213.9424,185.10792,230.55433,221.69836,227.67186,234.84195,189.34721,194.01556,222.7445,203.06598,221.35385,229.17574
187.53133,196.67705,194.10416,197.18349,184.82998,173.35705,199.06726,216.18263,204.64318,178.98911,199.24115,181.85153,194.38244
128.38346,139.75375,100.57458,121.7662,139.01783,152.87291,152.60402,140.52484,91.77161,147.9833,181.90079,143.35409,136.75347
98.30827,122.39935,113.56845,111.01327,111.33817,113.85773,100.52363,162.97398,153.88916,110.5713,156.04161,105.82072,92.66912
142.41855,171.45925,111.47184,161.54207,157.35784,169.88721,156.06231,141.29884,100.90712,167.34362,186.3017,156.3131,156.62028
220.61404,188.5809,207.06329,212.57578,207.08085,209.60397,219.05636,210.5095,214.88196,224.34192,211.90204,200.95694,207.41864
170.48872,180.55354,146.34305,169.18085,182.27591,194.24974,179.8406,164.65529,143.67854,186.15891,198.87782,184.14096,180.50205
233.15215,204.92134,200.36065,205.00083,225.78134,229.52126,221.89101,194.6809,218.42039,216.57953,203.64649,212.55574,224.73233
142.41855,149.1408,152.64296,152.18237,153.04928,147.40905,148.19377,184.35041,137.52287,149.16529,174.38296,147.50935,148.41693
129.03091,158.33407,169.05554,133.62291,128.36219,160.91527,139.32315,183.48502,150.85155,142.18652,189.18182,128.5665,131.2881
245.23085,219.65703,219.48358,251.86265,239.98457,232.97063,233.55289,207.46284,198.73655,238.30511,215.12268,230.85309,237.98798
201.64318,213.10193,206.7721,197.18349,194.9449,195.89688,196.15455,178.77863,189.97312,191.17525,199.96355,195.09201,196.17967
127.38095,111.77991,151.32465,108.14868,112.91359,131.95018,113.20559,172.63649,122.0351,108.88617,173.56779,119.4424,109.3587
120.36341,121.24636,108.58899,80.18483,85.81312,109.13997,82.45116,152.98727,115.72218,91.35848,173.1602,111.47184,105.05236
267.40186,232.40652,267.73604,263.12732,265.54366,251.18605,272.85699,220.43602,213.65681,261.02808,203.67671,255.87639,272.06667
205.56087,216.27834,215.12605,181.3432,205.06045,222.54436,209.49862,197.95042,201.47723,207.78253,208.81715,200.39708,207.57677
175.50125,171.45925,154.1849,205.33975,177.60492,199.95273,185.75699,172.85027,161.04247,185.66574,197.78273,170.8555,182.43511
196.55465,215.77428,198.81516,202.38587,195.72157,197.85354,196.09465,172.56256,186.00316,199.4971,192.43131,197.76889,196.05103
186.52882,215.77428,197.07233,202.38587,201.93043,189.98382,197.76597,184.04338,199.65576,199.92332,199.25473,193.10784,183.10218
190.98728,215.77428,198.21554,197.18349,200.70922,196.75062,193.81889,182.53107,198.74274,199.49234,200.24938,192.72598,196.87055
191.89269,218.48671,194.74016,212.57578,198.87547,205.0143,207.03162,215.95341,200.90163,206.7679,208.98714,196.3702,203.30274
113.34586,136.77977,135.84671,103.97927,112.13196,140.72361,137.88565,129.78489,90.40476,117.86102,148.73054,123.42768,114.10982
228.04384,219.65703,228.91588,212.57578,203.83477,209.60397,222.61586,215.97554,219.96227,203.16159,211.13697,209.74898,214.88241
282.76942,244.36173,223.82025,275.64084,268.52722,245.67065,263.4354,235.88452,242.70218,262.30176,214.43135,256.30338,268.42029
263.21317,219.65703,237.26585,258.42361,264.03856,259.33293,266.69966,207.7897,249.97418,256.22195,212.47238,254.11383,267.9199
285.77694,247.59481,246.67539,292.17529,279.05752,267.7925,280.39909,240.0067,240.76873,278.28333,216.10355,263.59244,276.08789
211.73404,220.35256,227.80318,212.57578,212.90338,241.01966,216.25393,207.48824,229.84488,206.99924,214.57396,212.77223,216.4303
220.61404,218.76711,216.66387,231.13768,235.74765,233.85907,234.02435,207.05518,197.30309,233.44259,213.4174,231.5303,226.12511
237.65664,219.65703,232.1397,219.66434,216.09454,228.89612,214.89256,197.84418,245.15246,222.25427,213.6554,211.01291,222.72856
204.07306,219.65703,204.88162,202.38587,211.94698,205.88005,218.61692,210.28842,196.80591,216.36768,192.28609,206.70984,215.76926
152.44361,179.7396,133.6595,182.71299,171.08098,141.46052,170.037,189.07118,179.14806,180.40754,206.54337,161.14975,168.67719
106.32832,102.1796,124.79049,83.958,92.67639,100.79973,84.81722,143.21802,133.40745,97.85218,168.26918,106.5525,100.52363
244.13629,223.36103,242.92654,219.66434,236.99587,224.71232,227.35669,217.97176,255.22559,232.16006,217.70335,228.44939,233.38812
257.62019,219.65703,210.98319,262.44665,259.74199,225.85408,254.02795,198.50066,239.82323,260.48386,211.46781,252.4189,259.06676
128.38346,124.23734,129.52632,111.01327,122.19435,117.8242,112.65158,147.4441,125.43164,140.85055,206.42629,119.4424,118.63855
89.28571,107.5192,112.48005,87.53609,84.84173,106.92319,94.68469,144.73386,123.31077,93.95194,164.60091,96.46725,86.03446
160.46366,182.9393,115.3911,171.2399,177.72935,157.81718,184.23436,162.07189,153.98527,174.03901,187.67439,165.17377,168.38381
142.41855,129.15548,161.28786,129.12232,128.99458,148.72492,125.65808,188.05928,174.34382,125.90457,206.27062,125.42032,123.99518
162.46867,145.46497,157.30258,139.05361,148.84828,150.86569,137.33382,202.08257,170.64817,146.33008,208.76412,143.99738,145.81093
228.74378,218.76711,209.255,243.75837,233.4478,232.76922,234.46366,202.22154,193.4911,237.81375,212.17886,229.68492,235.39834
175.50125,218.48671,199.89449,179.32597,206.03711,200.9316,205.03008,213.01678,200.11988,198.096,206.71795,202.86272,189.89527
222.61905,216.8,203.81851,202.38587,203.17164,201.44305,220.51979,191.00407,216.39439,205.1078,204.79733,218.01585,212.90766
171.49123,191.28786,177.70109,197.18349,178.4793,167.17273,161.88826,210.38152,193.86562,175.73717,199.97925,173.11035,168.73348
166.67198,175.74023,149.60731,189.48045,173.17992,171.73185,182.10922,183.08125,169.57578,175.12366,189.40478,175.81277,177.58965
121.36591,129.15548,157.43808,122.48239,131.94184,124.24425,119.38736,167.46108,149.20747,127.96341,192.69884,126.88039,122.31515
197.55639,213.10193,194.80192,197.18349,185.42179,198.7174,178.07748,202.13245,190.6771,187.04635,206.03304,184.14096,180.71313
167.4812,152.63792,165.08685,153.69571,157.10256,154.87654,162.4124,153.28401,165.04401,156.14977,173.1602,153.94318,157.87715
157.45614,128.17512,148.33569,129.12232,167.25163,142.41155,149.20747,186.0334,163.91944,138.81262,202.59241,141.36145,152.60402
206.51726,213.95609,188.16935,197.18349,202.50321,199.34216,204.07934,200.23845,192.36981,204.2512,184.02926,196.75565,203.4134
143.42105,124.23734,150.46066,114.38614,125.90701,121.94886,129.98191,169.00085,154.86838,127.97961,196.36711,133.39089,125.1005
212.81815,219.65703,192.18824,225.87694,225.14065,230.50133,219.53507,196.18788,163.85692,227.45443,211.08351,223.68388,223.32689
154.44862,124.18253,165.84043,130.98076,138.27457,121.94886,135.57242,199.74809,192.43584,157.15398,202.04783,154.31361,141.2822
109.33584,121.31056,123.42768,100.96264,122.91595,144.31361,107.48172,154.37305,127.69601,112.50654,180.06369,114.01568,106.18455
279.7619,247.59481,244.74218,273.40361,283.93615,256.41664,270.41007,253.60081,260.75105,272.75024,211.77352,270.22397,279.85739
189.70282,218.48671,211.44943,197.18349,203.20466,213.01523,200.3166,209.83241,198.9845,199.78671,206.90921,200.25723,201.86117
155.20931,171.55103,180.22594,169.18085,157.93572,175.03067,166.05032,189.22012,153.96856,167.56476,198.70331,159.28813,160.74189
267.73183,232.40652,212.93487,251.21002,262.66928,247.53449,258.02926,220.44551,224.20657,257.39323,206.55603,251.17342,262.54996
135.401,149.30245,157.4754,153.69571,151.79703,157.27646,154.66725,160.42262,165.65349,154.08193,161.34022,149.99022,144.67874
141.68374,170.0768,140.69255,133.62291,142.39574,163.60014,140.36597,178.9919,163.07808,149.41056,193.76902,142.35292,138.90505
198.44617,213.9424,185.25875,197.18349,203.60216,213.67277,207.4014,195.3221,199.9143,197.5985,203.7222,197.41226,205.84492
173.04133,150.83359,172.9973,165.12299,163.48,198.59202,168.39923,182.51082,164.56027,171.4483,177.31418,173.40381,165.40181
252.69424,219.65703,219.40548,236.15972,244.16926,241.73205,249.28344,213.24515,205.3166,238.60742,201.91176,239.87263,243.03708
134.3985,129.15548,156.30626,122.48239,133.4597,124.24425,119.40769,157.45259,169.72556,127.0768,197.99745,126.26286,122.90145
180.51378,182.9393,148.22962,171.2399,189.03819,182.56177,208.17488,157.73009,177.20092,179.1782,194.33692,177.6771,187.63091
140.41353,171.45925,172.92388,114.2938,136.75347,158.88569,128.25047,180.94685,119.06561,133.99521,190.93722,149.33201,127.69601
169.48622,144.14665,184.64794,140.44721,153.75908,180.69308,151.65495,191.62895,158.25341,148.55712,199.00319,165.27314,149.68434
113.34586,122.46803,147.33937,100.96264,127.27327,128.79786,120.37458,168.10045,157.13275,118.9812,189.84574,121.76981,121.20068
211.64704,213.10193,206.49131,206.92925,222.49704,231.68243,216.0964,197.64311,187.44579,216.50452,209.08501,210.91158,219.73771
190.53885,181.03565,150.7909,171.58222,167.39249,203.97078,171.3754,175.9298,166.90137,172.10458,197.68251,170.63751,169.12194
239.66165,222.80964,245.85055,240.78942,247.56581,252.07097,232.02034,210.197,185.00162,223.57061,202.14867,221.6012,241.53312
201.35576,215.77428,204.03906,202.38587,204.95082,206.54617,192.59907,198.95448,188.72544,205.62902,191.10144,198.62715,198.41446
117.35589,148.6578,142.01223,145.69236,139.15913,140.72361,131.40577,140.51514,83.66549,138.55271,152.78092,136.43411,132.79692
181.8288,192.04571,188.26404,193.83048,184.3239,211.46449,172.65839,187.38037,177.10472,185.20369,197.78863,171.8297,176.75948
179.16735,213.10193,199.59498,181.3432,187.57267,196.51881,179.6699,199.03746,188.90478,182.67211,206.0396,182.51653,182.78245
132.63501,169.58969,145.83526,133.62291,130.60799,160.91527,136.00819,177.06544,132.69791,147.07801,188.05633,133.44382,130.96401
191.54135,213.95609,193.5464,197.18349,206.1024,202.69487,208.52597,197.18762,195.45565,200.4886,185.61162,199.14844,188.76309
201.92597,215.77428,205.68206,202.38587,200.52635,206.28757,200.10438,194.94383,190.82178,204.47975,191.74188,196.38947,200.33741
267.7535,232.40652,263.22303,263.12732,265.01075,251.18605,273.31217,220.05821,213.49209,256.34505,203.67225,254.44177,272.02532
178.50877,155.55864,175.17407,160.37362,168.38381,199.64231,183.10218,202.58968,215.49297,161.22983,211.0277,161.28786,161.66148
211.44083,220.35256,228.78948,212.57578,219.62621,225.38427,214.70181,204.46289,230.1936,208.58916,216.82588,223.2286,218.3495
193.27595,213.76707,163.95894,206.92925,209.27794,226.0384,201.41035,190.79002,149.13968,213.55656,208.01463,207.28232,205.18469
211.46022,189.41921,227.3945,188.54424,208.88687,236.12402,199.53314,217.70671,179.81854,195.41945,195.5738,206.31384,203.6313
136.4562,171.35843,127.74361,133.62291,157.26294,161.43182,155.39205,176.98175,137.21901,150.0941,184.35517,146.61053,153.81186
186.52882,206.21005,184.52134,197.18349,186.62336,195.25423,199.08291,176.69969,156.76859,198.21422,184.58112,192.07166,193.2517
237.65664,242.05208,256.29671,233.77441,221.59638,254.37293,214.69083,201.26799,176.09949,218.22813,201.0381,235.88735,229.52165
251.69173,232.83414,198.89466,243.64185,250.17292,252.61251,261.32448,233.29144,224.90086,249.26998,212.741,246.87576,257.74029
190.17933,215.77428,196.1205,197.18349,202.55151,189.52971,194.09006,183.23952,205.48229,201.84187,198.62347,194.81091,197.94782
187.30191,213.10193,192.25713,197.18349,197.43208,190.46042,197.7551,173.45686,201.52542,197.57162,195.41079,192.98463,197.49524
209.01649,204.92134,179.23404,197.18349,186.66445,199.34216,193.80666,191.73962,184.89704,191.47998,179.90361,188.31262,190.33147
204.40853,207.39139,186.20608,197.18349,190.38018,198.59202,193.08158,186.99278,187.55412,194.86687,182.19798,192.44113,191.69899