# Fileset [TSTM-2025-0079_data.zip](https://mdr.nims.go.jp/filesets/a47bb3f8-24ea-4578-a82c-aa6d9e947af4/download) ## Creator Hassan Ahmad, Muhammad Haider, Zafar Iqbal, Muhammad Zarif, Syed Mujtaba Ul Hassan ## Rights [Creative Commons BY Attribution 4.0 International](https://creativecommons.org/licenses/by/4.0/) ## Other metadata [Machine learning prediction of Young's modulus in multi component titanium based biomedical alloys using extended thermodynamic descriptors](https://mdr.nims.go.jp/datasets/adf74d13-9f90-4b57-829a-27294d186789) ## Fulltext TSTM-2025-0079_data/Fig7_data.csv Composition Experimental_YM_GPa Predicted_YM_GPa Residual_GPa Ti62-Nb16-Zr16-Sn6 72 60.784 -11.216 Ti62-Nb10-Zr18-Sn10 77.2 61.175 -16.025 Ti64-Nb6-Zr12-Sn12-Mo6 68.8 59.98 -8.82 Ti63-Nb15-Zr6-Sn10-Ta6 52.2 60.121 7.921 Ti66-Nb19-Ta5-Zr1-Sn9 80.54 60.524 -20.016 Ti61-Nb13-Ta12-Zr10-Sn4 66.91 61.039 -5.871 Ti64-Nb12-Zr12-Sn12 42 60.365 18.365 Ti62-Nb14-Zr12-Sn12 51 59.188 8.188 Ti67-Nb6-Mo3-Zr12-Sn12 52 64.232 12.232 Ti64-Nb6-Mo6-Zr12-Sn12 69 59.98 -9.02 Ti72-Nb26-Fe2 83 75.439 -7.561 Ti70-Nb26-Fe2-Sn2 65 68.175 3.175 Ti68-Nb26-Fe2-Sn4 58 68.912 10.912 Ti66-Nb26-Fe2-Sn6 60 71.594 11.594 Ti64-Nb26-Fe2-Sn8 63 72.018 9.018 Ti45-Zr40-Nb4-Sn1-Mo5-Ta4-Hf1 52 67.072 15.072 Ti50-Zr40-Nb4-Sn1-Mo2-Ta2-Hf1 52 64.313 12.313 Ti50-Zr40-Nb6-Sn1-Mo1-Ta2 52 65.697 13.697 Ti45-Zr45-Nb4-Sn1-Mo2-Ta2-Hf1 50 63.655 13.655 Ti79.1-Mo15-Al3-Nb2.7-Si0.2 52 67.809 15.809 Ti90-Nb5-Ta5 69.4 73.324 3.924 Ti88-Nb7-Ta5 82.2 75.439 -6.761 Ti82-Nb13-Ta5 79.6 70.816 -8.784 Ti75-Ta20-Cu5 107 97.276 -9.724__MACOSX/TSTM-2025-0079_data/._Fig7_data.csvTSTM-2025-0079_data/readme.txtformat: csvcontents:Fig2_data.csv: observed vs. predicted Young's modulus (train and test) for the four models shown in Figure 2.Fig3_data.csv: actual vs. predicted values underlying the Figure 3 line plot.Fig7_data.csv: experimental, predicted, and residual values for the 24 external validation alloys in Figure 7.__MACOSX/TSTM-2025-0079_data/._readme.txtTSTM-2025-0079_data/Fig3_data.csv Alloy_Index Actual_GPa Predicted_GPa 0 61 64.5913674 1 130 129.4513185 2 103 88.99346967 3 86.4 51.20624172 4 73 79.93491736 5 81 85.51723875 6 66 72.6820702 7 56 80.92633352 8 50 51.93187731 9 84 77.80558066 10 94 97.02267701 11 69.1 77.18739373 12 54.2 57.40949173 13 149 135.2590528 14 67 98.83656824 15 100 94.38696273 16 112 108.6926704 17 65 67.51466193 18 80 79.16937897 19 103 104.4537595 20 63 72.08076106 21 86.4 57.95139579 22 110 110.2932856 23 69.3 65.72469338 24 55.3 49.02588146 25 77 63.26834385 26 71.1 83.30337909 27 112 99.72718354 28 79 78.8223742 29 114 107.9892225 30 74.8 79.82570873 31 75.6 82.65606047 32 120 106.0087321 33 67 82.63638058 34 57 57.11643299 35 77 77.39597156 36 77 67.75198663 37 157 127.4503033 38 72 79.73903669 39 82 79.2917974 40 108.6 85.89613432 41 110 102.6801153 42 82.18 76.07713764 43 73 57.23317317 44 42.93 70.1295732 45 72 87.86793343 46 79 91.28601346 47 64 66.13454338 48 50 50.41922072 49 56 59.23278031 50 65.4 64.83293017 51 67 69.59056163 52 69.91 72.41662105 53 97 76.46576659 54 105.32 95.46330354 55 80 65.69911393 56 69 61.04132992 57 72 79.58527216 58 67 78.47777836 59 97.6 89.29716284 60 78 73.53704425 61 86 86.59391232 62 99 82.0961767 63 57 72.99169465 64 140 127.880035 65 70.6 72.5603223 66 92 96.85481427 67 52 63.49546109 68 54 50.2743981 69 140 122.3826148 70 77 86.41247081 71 69 64.46401185 72 48 57.61444851 73 89 78.72249728 74 89 95.30350452 75 14 61.81298807 76 81 79.49701854 77 52.5 55.80781583 78 89.6 93.97207656 79 58 86.34375284 80 90 82.51163076 81 79.5 87.2306573 82 65.8 64.26575496 83 81 74.60034603 84 23 72.26461523 85 90 83.83246607 86 130 99.79276005 87 60 64.24900976 88 113 104.5992943 89 58 70.63022738 90 59 67.56757005 91 67 70.55132216 92 102.6 76.28317043 93 65 75.10671666 94 64 68.19376975 95 46 64.70449388 96 92 77.15831348 97 78 89.39348872 98 66 77.78459357 99 89 77.16692762 100 85 77.38614848 101 59 65.34769862 102 92 95.73176114 103 64.2 69.52344755 104 61 58.00549862 105 61 60.56403085 106 55 58.89975074 107 80 74.32131962__MACOSX/TSTM-2025-0079_data/._Fig3_data.csvTSTM-2025-0079_data/Fig2_data.csv Model Split Observed_GPa Predicted_GPa XGBoost Train 65 64.86328888 XGBoost Train 57 57.17390823 XGBoost Train 60 60.13261032 XGBoost Train 90 89.49001312 XGBoost Train 55 56.91374588 XGBoost Train 75 72.95844269 XGBoost Train 56.9 55.3282547 XGBoost Train 53.1 53.84572601 XGBoost Train 58 58.00568008 XGBoost Train 47 47.47251129 XGBoost Train 89 88.83866882 XGBoost Train 104 103.8608627 XGBoost Train 86 86.51454926 XGBoost Train 85 82.78450012 XGBoost Train 100 100.0716858 XGBoost Train 87.09 86.32398987 XGBoost Train 98 97.46543884 XGBoost Train 98.2 97.97777557 XGBoost Train 92.18 91.32801819 XGBoost Train 130 129.712677 XGBoost Train 53.0372 55.8355751 XGBoost Train 102 100.6562729 XGBoost Train 89 88.93778229 XGBoost Train 91 90.20909882 XGBoost Train 35.4 36.89203644 XGBoost Train 109 107.7181396 XGBoost Train 79 81.30701447 XGBoost Train 75.2 74.58378601 XGBoost Train 60 61.70938873 XGBoost Train 94 91.50077057 XGBoost Train 78 78.48593903 XGBoost Train 66 64.34902191 XGBoost Train 92 92.88238525 XGBoost Train 99 98.98136902 XGBoost Train 79 80.24804688 XGBoost Train 65 67.16699219 XGBoost Train 99 98.39839172 XGBoost Train 74 74.39987946 XGBoost Train 55.7 56.36286545 XGBoost Train 77 75.87754822 XGBoost Train 55 55.52802277 XGBoost Train 73.5 73.35028076 XGBoost Train 115 113.819252 XGBoost Train 57.1 56.44427109 XGBoost Train 60 60.99685287 XGBoost Train 58 58.76860809 XGBoost Train 104.6 104.5545959 XGBoost Train 61 60.42563629 XGBoost Train 78.936 79.2358017 XGBoost Train 116 113.1397095 XGBoost Train 55 55.80843735 XGBoost Train 60 60.49064255 XGBoost Train 74 74.194664 XGBoost Train 111 108.5712967 XGBoost Train 110 109.4391556 XGBoost Train 92 92.98815918 XGBoost Train 78 77.03855896 XGBoost Train 75 75.19833374 XGBoost Train 65 66.01820374 XGBoost Train 149 148.8484192 XGBoost Train 115 114.5332184 XGBoost Train 56 56.36178207 XGBoost Train 87 85.87342834 XGBoost Train 76 77.38110352 XGBoost Train 67 67.67618561 XGBoost Train 65.4 65.73668671 XGBoost Train 36 38.47267151 XGBoost Train 100 99.55348969 XGBoost Train 73 72.84040833 XGBoost Train 90 89.13909912 XGBoost Train 100 99.03222656 XGBoost Train 92.8 92.83795166 XGBoost Train 69 70.5769043 XGBoost Train 80.12 80.79272461 XGBoost Train 97 95.07443237 XGBoost Train 55 55.42459106 XGBoost Train 63 62.60823059 XGBoost Train 62 63.18058014 XGBoost Train 76.82 74.90409851 XGBoost Train 142 143.0769806 XGBoost Train 90 88.9511795 XGBoost Train 115 114.7721481 XGBoost Train 48.7 50.24720001 XGBoost Train 100 100.5263901 XGBoost Train 86.8 86.63076019 XGBoost Train 69 68.28491974 XGBoost Train 55 55.22868347 XGBoost Train 97 96.28275299 XGBoost Train 65 62.66859055 XGBoost Train 68 68.97682953 XGBoost Train 78 76.51828003 XGBoost Train 83 82.63019562 XGBoost Train 95 94.0371933 XGBoost Train 43 45.69022369 XGBoost Train 98 97.11380005 XGBoost Train 72 72.24781799 XGBoost Train 66 65.50161743 XGBoost Train 69 68.26182556 XGBoost Train 75 75.79219055 XGBoost Train 78.4 80.31182861 XGBoost Train 55 56.41811752 XGBoost Train 95 92.79341888 XGBoost Train 47 47.98866272 XGBoost Train 38 39.31399155 XGBoost Train 60 61.41415024 XGBoost Train 77 78.52802277 XGBoost Train 94 94.41223907 XGBoost Train 42 40.47937775 XGBoost Train 58 59.08784866 XGBoost Train 61.6 58.29522324 XGBoost Train 107 102.6509476 XGBoost Train 72 71.33321381 XGBoost Train 100 98.51956177 XGBoost Train 72 72.64482117 XGBoost Train 64 63.42498016 XGBoost Train 153 151.9873047 XGBoost Train 97 97.62149048 XGBoost Train 80 79.64924622 XGBoost Train 62 61.1521492 XGBoost Train 55 56.27391052 XGBoost Train 52.6 55.08037949 XGBoost Train 59 61.01368332 XGBoost Train 76 76.44031525 XGBoost Train 33 36.43509293 XGBoost Train 85 84.83615875 XGBoost Train 65 64.20075226 XGBoost Train 78 77.20176697 XGBoost Train 74.754 73.9997406 XGBoost Train 81 79.07040405 XGBoost Train 91 89.40953064 XGBoost Train 52 54.50737762 XGBoost Train 64.2 64.18585968 XGBoost Train 56 55.9711113 XGBoost Train 78.1428 79.16555786 XGBoost Train 54.2 55.9910202 XGBoost Train 72 71.65479279 XGBoost Train 108 106.4920731 XGBoost Train 23.086 23.99151802 XGBoost Train 65 64.83176422 XGBoost Train 66.6 66.54431152 XGBoost Train 142 141.4319611 XGBoost Train 96 95.69258118 XGBoost Train 110 110.4414291 XGBoost Train 56 57.35640717 XGBoost Train 104 101.6912766 XGBoost Train 106.72 108.4769211 XGBoost Train 75 74.28381348 XGBoost Train 77 77.47571564 XGBoost Train 64 63.28791428 XGBoost Train 79 78.5590744 XGBoost Train 71 70.94182587 XGBoost Train 79 74.97428131 XGBoost Train 55 55.70681381 XGBoost Train 64 65.91216278 XGBoost Train 79 78.82859802 XGBoost Train 61 58.98075485 XGBoost Train 66 65.823349 XGBoost Train 32.623 32.61266708 XGBoost Train 83 84.04252625 XGBoost Train 72.8 73.53460693 XGBoost Train 79 80.459198 XGBoost Train 83 83.31282806 XGBoost Train 69 70.87819672 XGBoost Train 96 96.54827118 XGBoost Train 81 81.23324585 XGBoost Train 106 105.6169357 XGBoost Train 59 58.14963531 XGBoost Train 47.8 51.95578003 XGBoost Train 48 50.34918976 XGBoost Train 102 102.3313293 XGBoost Train 55 56.0065155 XGBoost Train 74.9 75.55994415 XGBoost Train 93.714 92.86147308 XGBoost Train 60 62.55688477 XGBoost Train 97.6 96.447258 XGBoost Train 75 75.99958038 XGBoost Train 67 66.31828308 XGBoost Train 77 75.99395752 XGBoost Train 85 85.44395447 XGBoost Train 81 80.34069061 XGBoost Train 55 54.69299698 XGBoost Train 42.1 44.73648071 XGBoost Train 62 63.66779709 XGBoost Train 75 75.52113342 XGBoost Train 45 47.25312805 XGBoost Train 110 111.5085297 XGBoost Train 84 83.48046875 XGBoost Train 72 73.30396271 XGBoost Train 64 64.06972504 XGBoost Train 74 72.53440857 XGBoost Train 71.62 71.66649628 XGBoost Train 93 92.19232178 XGBoost Train 110 110.1581268 XGBoost Train 89 89.68192291 XGBoost Train 53 54.07458115 XGBoost Train 70 69.78826904 XGBoost Train 77 76.57927704 XGBoost Train 77.01 77.07648468 XGBoost Train 69 67.27213287 XGBoost Train 43 43.66340256 XGBoost Train 52 53.28811264 XGBoost Train 48 48.80432892 XGBoost Train 85 84.39679718 XGBoost Train 72 75.49401093 XGBoost Train 120 118.5941391 XGBoost Train 106 103.9391251 XGBoost Train 50 51.18177795 XGBoost Train 69 69.82283783 XGBoost Train 157 155.6051788 XGBoost Train 88 87.10462952 XGBoost Train 121 119.6848602 XGBoost Train 84 84.28743744 XGBoost Train 81 80.77666473 XGBoost Train 82 83.53636169 XGBoost Train 59 59.062603 XGBoost Train 62 62.18782425 XGBoost Train 77.6 80.62897491 XGBoost Train 99.4 98.12754059 XGBoost Train 89 89.81274414 XGBoost Train 56 56.30942154 XGBoost Train 57 57.97911072 XGBoost Train 99 98.69052124 XGBoost Train 63 66.77567291 XGBoost Train 77 77.46405029 XGBoost Train 89.2 90.51222229 XGBoost Train 28.371 28.71947479 XGBoost Train 79.5 78.54267883 XGBoost Train 105 103.263237 XGBoost Train 52.2 52.21704865 XGBoost Train 66.5 65.40835571 XGBoost Train 55 52.94633865 XGBoost Train 71.2 71.5016861 XGBoost Train 49 51.68276215 XGBoost Train 124 124.9319534 XGBoost Train 54 54.32912827 XGBoost Train 65 65.91744232 XGBoost Train 72 72.53757477 XGBoost Train 68 67.18719482 XGBoost Train 54 54.25490952 XGBoost Train 90 89.51018524 XGBoost Train 79 78.82069397 XGBoost Train 53.7 54.90146255 XGBoost Train 68 68.57556152 XGBoost Train 64.5 64.1722641 XGBoost Train 115 113.1751785 XGBoost Train 87.76 88.08520508 XGBoost Train 94 94.72862244 XGBoost Train 74.9 74.38669586 XGBoost Train 105 101.5405655 XGBoost Train 124 123.3606339 XGBoost Train 94 93.23427582 XGBoost Train 68.2 65.86236572 XGBoost Train 68.8 68.61021423 XGBoost Train 63 62.87960434 XGBoost Train 71 71.60665131 XGBoost Train 74 74.11932373 XGBoost Train 110 110.6651001 XGBoost Train 110 110.356987 XGBoost Train 46 48.24865341 XGBoost Train 54.5 55.95817184 XGBoost Train 56 55.73302078 XGBoost Train 85 84.28167725 XGBoost Train 64.5 66.02812195 XGBoost Train 48 47.58050919 XGBoost Train 70 69.66732788 XGBoost Train 83 81.41760254 XGBoost Train 61.4 61.19814682 XGBoost Train 65.8 64.91785431 XGBoost Train 83 80.71077728 XGBoost Train 59.2 56.93280411 XGBoost Train 75 72.90871429 XGBoost Train 115 112.5477295 XGBoost Train 72 73.16843414 XGBoost Train 81 79.97763062 XGBoost Train 55 56.57805252 XGBoost Train 81 80.87289429 XGBoost Train 70 69.37878418 XGBoost Train 86.8 84.6033783 XGBoost Train 52 53.48595047 XGBoost Train 71 71.17510223 XGBoost Train 77.2 77.32250977 XGBoost Train 67 67.62767029 XGBoost Train 66 66.66395569 XGBoost Train 72 70.74127197 XGBoost Train 71.2 70.88484955 XGBoost Train 65 63.57286072 XGBoost Train 69 67.4693985 XGBoost Train 63.6 63.36113739 XGBoost Train 85 84.72206116 XGBoost Train 90 89.33076477 XGBoost Train 101 98.5338974 XGBoost Train 72 72.63589478 XGBoost Train 100 99.16157532 XGBoost Train 53.1 54.55112839 XGBoost Train 55 55.78462601 XGBoost Train 50 52.24893951 XGBoost Train 73 72.53235626 XGBoost Train 68 68.00640869 XGBoost Train 66.6 65.74736023 XGBoost Train 88 89.30973816 XGBoost Train 75.2 74.62462616 XGBoost Train 51.97 52.67234802 XGBoost Train 89 90.46264648 XGBoost Train 79 78.95135498 XGBoost Train 52 52.72596741 XGBoost Train 130 128.6997833 XGBoost Train 60 59.30703735 XGBoost Train 63 65.00858307 XGBoost Train 73 73.6198349 XGBoost Train 79 77.71324921 XGBoost Train 77 77.61981964 XGBoost Train 106.72 107.5578156 XGBoost Train 90 89.35414886 XGBoost Train 55 55.63003159 XGBoost Train 75 74.86999512 XGBoost Train 55 55.63361359 XGBoost Train 65 64.35204315 XGBoost Train 89 89.11413574 XGBoost Train 72 72.00163269 XGBoost Train 82 81.37877655 XGBoost Train 100 98.20079803 XGBoost Train 95.8 95.07461548 XGBoost Train 65 65.85648346 XGBoost Train 54 55.32095718 XGBoost Train 68.2 67.48377228 XGBoost Train 90 88.41530609 XGBoost Train 79 78.07388306 XGBoost Train 60 62.04859161 XGBoost Train 75 74.60754395 XGBoost Train 86.53 86.0452652 XGBoost Train 50 51.18431473 XGBoost Train 36 39.58266449 XGBoost Train 66 66.06087494 XGBoost Train 72 73.87591553 XGBoost Train 74 73.01709747 XGBoost Train 55 55.02043152 XGBoost Train 75 73.43815613 XGBoost Train 66 65.69435883 XGBoost Train 79 80.68975067 XGBoost Train 66.9 64.45181274 XGBoost Train 76.2 79.32774353 XGBoost Train 55 56.19814682 XGBoost Train 29.534 29.23139381 XGBoost Train 71.1 72.18666077 XGBoost Train 58 57.41078568 XGBoost Train 88 87.80175018 XGBoost Train 51.6 51.71770477 XGBoost Train 75 74.89506531 XGBoost Train 72.19 72.20267487 XGBoost Train 52 52.85987854 XGBoost Train 106 104.3520126 XGBoost Train 145 145.4011688 XGBoost Train 78 75.99356842 XGBoost Train 111.8 110.3940811 XGBoost Train 129 128.3409729 XGBoost Train 103 100.0536423 XGBoost Train 53.2 53.93686295 XGBoost Train 88 87.64082336 XGBoost Train 43 44.31315231 XGBoost Train 110 108.6448135 XGBoost Train 90 88.18015289 XGBoost Train 80 79.74403381 XGBoost Train 81 79.81157684 XGBoost Train 72 70.83343506 XGBoost Train 110 107.4284058 XGBoost Train 110 109.5751648 XGBoost Train 80 79.81768799 XGBoost Train 73.5 74.56201172 XGBoost Train 73.9908 73.85043335 XGBoost Train 70 68.76229095 XGBoost Train 97 96.51498413 XGBoost Train 57 58.52195358 XGBoost Train 57.2 56.28884888 XGBoost Train 121 120.010994 XGBoost Train 55 55.49419785 XGBoost Train 59 59.85458755 XGBoost Train 86 87.1449585 XGBoost Train 41.5 44.46590424 XGBoost Train 109 106.9521713 XGBoost Train 66 65.87349701 XGBoost Train 62 60.7292366 XGBoost Train 113.43 112.7887344 XGBoost Train 62 61.94510269 XGBoost Train 71.88 71.97646332 XGBoost Train 121.32 120.2609024 XGBoost Train 110 109.7834167 XGBoost Train 79.8 77.68573761 XGBoost Train 110 110.8964462 XGBoost Train 103 103.3799591 XGBoost Train 79 81.96818542 XGBoost Train 83.752 83.74177551 XGBoost Train 54.5 55.96528244 XGBoost Train 65 65.14897919 XGBoost Train 80.58 78.92260742 XGBoost Train 53 53.31787491 XGBoost Train 79 77.74106598 XGBoost Train 59 58.47992325 XGBoost Train 49 52.14741516 XGBoost Train 71 70.85865784 XGBoost Train 66.4912 67.81231689 XGBoost Train 65 65.12521362 XGBoost Train 96 97.15412903 XGBoost Train 110 109.1704636 XGBoost Train 85 85.6588974 XGBoost Train 68.5 69.16668701 XGBoost Train 62 62.13951492 XGBoost Train 72 70.60399628 XGBoost Train 68 68.90666199 XGBoost Train 78 77.13275909 XGBoost Train 79 77.6888504 XGBoost Train 71.3 70.0799408 XGBoost Train 97 97.02623749 XGBoost Train 78 78.54453278 XGBoost Train 71 73.2260437 XGBoost Train 105 104.6587601 XGBoost Train 73 72.54483795 XGBoost Train 89 89.36784363 XGBoost Train 79 78.85056305 XGBoost Train 73 72.88341522 XGBoost Train 83 83.84941101 XGBoost Train 87 83.68939972 XGBoost Train 48 49.18518829 XGBoost Train 79 80.2327652 XGBoost Train 60 61.64692307 XGBoost Train 79 78.59345245 XGBoost Train 59 59.2854538 XGBoost Train 145 143.0050507 XGBoost Train 87 86.0042038 XGBoost Train 80 83.6775589 XGBoost Train 81 80.54325867 XGBoost Train 65 65.18351746 XGBoost Train 47 47.98866272 XGBoost Train 72.19 72.20267487 XGBoost Train 75 72.90871429 XGBoost Train 94 94.41223907 XGBoost Train 92.8 92.83795166 XGBoost Train 64 64.06972504 XGBoost Train 53.0372 55.8355751 XGBoost Train 47 47.98866272 XGBoost Train 59 61.01368332 XGBoost Train 59 59.062603 XGBoost Train 50 51.18431473 XGBoost Train 97 96.28275299 XGBoost Train 57.2 56.28884888 XGBoost Train 78.4 80.31182861 XGBoost Train 110 108.6448135 XGBoost Train 79 74.97428131 XGBoost Train 52 54.50737762 XGBoost Train 79 78.5590744 XGBoost Train 73 73.6198349 XGBoost Train 110 110.356987 XGBoost Train 71.1 72.18666077 XGBoost Train 71 73.2260437 XGBoost Train 53.1 54.55112839 XGBoost Train 110 109.7834167 XGBoost Train 93 92.19232178 XGBoost Train 70 69.37878418 XGBoost Train 79 80.459198 XGBoost Train 55 55.63003159 XGBoost Train 102 100.6562729 XGBoost Train 68.8 68.61021423 XGBoost Train 65 65.91744232 XGBoost Train 58 57.41078568 XGBoost Train 78.936 79.2358017 XGBoost Train 65 66.01820374 XGBoost Train 102 102.3313293 XGBoost Train 72 73.30396271 XGBoost Train 75 72.90871429 XGBoost Train 74 72.53440857 XGBoost Train 97.6 96.447258 XGBoost Train 55 55.80843735 XGBoost Train 72 70.83343506 XGBoost Train 110 109.4391556 XGBoost Train 64.5 64.1722641 XGBoost Train 82 81.37877655 XGBoost Train 52 54.50737762 XGBoost Train 60 59.30703735 XGBoost Train 54.2 55.9910202 XGBoost Train 53.0372 55.8355751 XGBoost Train 75 74.60754395 XGBoost Train 59 58.14963531 XGBoost Train 81 79.97763062 XGBoost Train 110 110.8964462 XGBoost Train 65 62.66859055 XGBoost Train 55 55.63361359 XGBoost Train 85 82.78450012 XGBoost Train 53.7 54.90146255 XGBoost Train 70 69.66732788 XGBoost Train 88 87.80175018 XGBoost Train 74 74.194664 XGBoost Train 110 109.7834167 XGBoost Train 66.9 64.45181274 XGBoost Train 83 82.63019562 XGBoost Train 80 79.81768799 XGBoost Train 87 86.0042038 XGBoost Train 48 47.58050919 XGBoost Train 65 65.18351746 XGBoost Train 79 80.24804688 XGBoost Train 106 103.9391251 XGBoost Train 90 88.9511795 XGBoost Train 83 83.84941101 XGBoost Train 116 113.1397095 XGBoost Train 110 108.6448135 XGBoost Train 110 110.8964462 XGBoost Train 57 57.17390823 XGBoost Train 79 81.96818542 XGBoost Train 111 108.5712967 XGBoost Train 77 78.52802277 XGBoost Train 54.5 55.95817184 XGBoost Train 79 77.71324921 XGBoost Train 71.62 71.66649628 XGBoost Train 96 97.15412903 XGBoost Train 99.4 98.12754059 XGBoost Train 57.1 56.44427109 XGBoost Train 83 83.31282806 XGBoost Train 48 48.80432892 XGBoost Train 59.2 56.93280411 XGBoost Test 61 62.08058548 XGBoost Test 130 134.8297424 XGBoost Test 103 86.344841 XGBoost Test 86.4 52.07550049 XGBoost Test 73 79.72688293 XGBoost Test 81 84.0947113 XGBoost Test 66 70.74009705 XGBoost Test 56 79.67625427 XGBoost Test 50 51.50697708 XGBoost Test 84 80.41123962 XGBoost Test 94 97.12464905 XGBoost Test 69.1 70.12501526 XGBoost Test 54.2 57.31093216 XGBoost Test 149 131.2966919 XGBoost Test 67 100.8030472 XGBoost Test 100 94.43315887 XGBoost Test 112 108.5314789 XGBoost Test 65 66.90458679 XGBoost Test 80 77.52414703 XGBoost Test 103 109.5024567 XGBoost Test 63 70.97085571 XGBoost Test 86.4 59.97688293 XGBoost Test 110 107.2357635 XGBoost Test 69.3 67.74819183 XGBoost Test 55.3 52.13172913 XGBoost Test 77 59.94404221 XGBoost Test 71.1 81.5212326 XGBoost Test 112 101.6799927 XGBoost Test 79 78.36675262 XGBoost Test 114 111.6359329 XGBoost Test 74.8 86.32004547 XGBoost Test 75.6 83.92301178 XGBoost Test 120 110.0182953 XGBoost Test 67 75.22743988 XGBoost Test 57 56.31991577 XGBoost Test 77 75.58103943 XGBoost Test 77 65.17442322 XGBoost Test 157 132.2961273 XGBoost Test 72 77.99588013 XGBoost Test 82 77.00514984 XGBoost Test 108.6 83.36595917 XGBoost Test 110 100.8117752 XGBoost Test 82.18 80.49934387 XGBoost Test 73 56.29043961 XGBoost Test 42.93 71.99974823 XGBoost Test 72 85.71020508 XGBoost Test 79 90.97033691 XGBoost Test 64 64.5440979 XGBoost Test 50 53.45791626 XGBoost Test 56 57.71356201 XGBoost Test 65.4 64.77637482 XGBoost Test 67 68.81186676 XGBoost Test 69.91 73.820755 XGBoost Test 97 78.63961792 XGBoost Test 105.32 99.20933533 XGBoost Test 80 66.24841309 XGBoost Test 69 60.930336 XGBoost Test 72 79.49808502 XGBoost Test 67 80.26847076 XGBoost Test 97.6 86.0931778 XGBoost Test 78 70.47648621 XGBoost Test 86 86.86148834 XGBoost Test 99 86.85812378 XGBoost Test 57 69.46779633 XGBoost Test 140 123.488472 XGBoost Test 70.6 75.45628357 XGBoost Test 92 96.30045319 XGBoost Test 52 62.53420258 XGBoost Test 54 49.25498962 XGBoost Test 140 121.6317139 XGBoost Test 77 84.19197083 XGBoost Test 69 65.80144501 XGBoost Test 48 58.69119644 XGBoost Test 89 80.29128265 XGBoost Test 89 88.92559052 XGBoost Test 14 59.26527786 XGBoost Test 81 80.36461639 XGBoost Test 52.5 56.97296906 XGBoost Test 89.6 93.59753418 XGBoost Test 58 88.57830811 XGBoost Test 90 80.92048645 XGBoost Test 79.5 84.80147552 XGBoost Test 65.8 56.81809998 XGBoost Test 81 77.37223053 XGBoost Test 23 70.4953537 XGBoost Test 90 82.44984436 XGBoost Test 130 95.81240082 XGBoost Test 60 61.05659485 XGBoost Test 113 109.8668137 XGBoost Test 58 68.48082733 XGBoost Test 59 74.02289581 XGBoost Test 67 67.26517487 XGBoost Test 102.6 82.46131134 XGBoost Test 65 74.93380737 XGBoost Test 64 67.49442291 XGBoost Test 46 63.99847794 XGBoost Test 92 74.9540863 XGBoost Test 78 93.43270874 XGBoost Test 66 75.48374176 XGBoost Test 89 74.77545929 XGBoost Test 85 78.86325836 XGBoost Test 59 64.24488068 XGBoost Test 92 96.28646088 XGBoost Test 64.2 71.56790161 XGBoost Test 61 60.57735062 XGBoost Test 61 60.65356445 XGBoost Test 55 57.10425568 XGBoost Test 80 69.64445496 XGBoost Test 92 96.28646088 XGBoost Test 67 68.81186676 XGBoost Test 102.6 82.46131134 XGBoost Test 67 100.8030472 XGBoost Test 55 57.10425568 XGBoost Test 69 65.80144501 XGBoost Test 78 70.47648621 XGBoost Test 63 70.97085571 XGBoost Test 92 96.28646088 XGBoost Test 65.8 56.81809998 XGBoost Test 130 95.81240082 XGBoost Test 89 88.92559052 XGBoost Test 89 88.92559052 XGBoost Test 60 61.05659485 XGBoost Test 89 74.77545929 XGBoost Test 64.2 71.56790161 XGBoost Test 69.3 67.74819183 XGBoost Test 103 86.344841 XGBoost Test 86.4 59.97688293 XGBoost Test 69.91 73.820755 XGBoost Test 130 134.8297424 XGBoost Test 60 61.05659485 XGBoost Test 80 69.64445496 XGBoost Test 114 111.6359329 XGBoost Test 157 132.2961273 XGBoost Test 130 134.8297424 XGBoost Test 57 69.46779633 XGBoost Test 97.6 86.0931778 XGBoost Test 63 70.97085571 XGBoost Test 120 110.0182953 XGBoost Test 14 59.26527786 XGBoost Test 72 79.49808502 XGBoost Test 86.4 59.97688293 XGBoost Test 80 69.64445496 XGBoost Test 113 109.8668137 XGBoost Test 50 53.45791626 XGBoost Test 59 74.02289581 XGBoost Test 67 80.26847076 XGBoost Test 110 100.8117752 XGBoost Test 67 67.26517487 XGBoost Test 97.6 86.0931778 XGBoost Test 58 88.57830811 XGBoost Test 67 100.8030472 XGBoost Test 86 86.86148834 XGBoost Test 86 86.86148834 XGBoost Test 79 90.97033691 XGBoost Test 86 86.86148834 XGBoost Test 65.4 64.77637482 XGBoost Test 80 69.64445496 XGBoost Test 105.32 99.20933533 XGBoost Test 57 69.46779633 XGBoost Test 103 86.344841 XGBoost Test 85 78.86325836 XGBoost Test 65.4 64.77637482 XGBoost Test 66 70.74009705 XGBoost Test 63 70.97085571 XGBoost Test 48 58.69119644 XGBoost Test 72 77.99588013 XGBoost Test 65 66.90458679 XGBoost Test 86.4 52.07550049 XGBoost Test 113 109.8668137 XGBoost Test 97.6 86.0931778 XGBoost Test 149 131.2966919 XGBoost Test 50 51.50697708 Gradient Boosting Train 65 63.945285 Gradient Boosting Train 57 58.12962856 Gradient Boosting Train 60 60.55624243 Gradient Boosting Train 90 88.96769937 Gradient Boosting Train 55 56.91997849 Gradient Boosting Train 75 72.9479646 Gradient Boosting Train 56.9 54.67501302 Gradient Boosting Train 53.1 54.1807809 Gradient Boosting Train 58 58.87648162 Gradient Boosting Train 47 47.03849276 Gradient Boosting Train 89 88.2841356 Gradient Boosting Train 104 103.9569179 Gradient Boosting Train 86 86.90786112 Gradient Boosting Train 85 82.11570635 Gradient Boosting Train 100 100.532248 Gradient Boosting Train 87.09 86.32900235 Gradient Boosting Train 98 96.74292735 Gradient Boosting Train 98.2 97.51709418 Gradient Boosting Train 92.18 90.34848979 Gradient Boosting Train 130 130.1503946 Gradient Boosting Train 53.0372 55.66282589 Gradient Boosting Train 102 100.1111502 Gradient Boosting Train 89 88.58816847 Gradient Boosting Train 91 90.44264024 Gradient Boosting Train 35.4 37.77048766 Gradient Boosting Train 109 107.4390621 Gradient Boosting Train 79 82.46562734 Gradient Boosting Train 75.2 74.10797406 Gradient Boosting Train 60 61.20984776 Gradient Boosting Train 94 90.51432513 Gradient Boosting Train 78 78.28240978 Gradient Boosting Train 66 63.15387224 Gradient Boosting Train 92 93.7826409 Gradient Boosting Train 99 98.93355317 Gradient Boosting Train 79 79.64029139 Gradient Boosting Train 65 68.2374685 Gradient Boosting Train 99 98.27242273 Gradient Boosting Train 74 73.9272655 Gradient Boosting Train 55.7 56.8120422 Gradient Boosting Train 77 75.12992989 Gradient Boosting Train 55 56.26044136 Gradient Boosting Train 73.5 74.13741756 Gradient Boosting Train 115 114.2925064 Gradient Boosting Train 57.1 56.30519725 Gradient Boosting Train 60 62.45997687 Gradient Boosting Train 58 58.31791738 Gradient Boosting Train 104.6 103.8252694 Gradient Boosting Train 61 60.22140495 Gradient Boosting Train 78.936 79.79038496 Gradient Boosting Train 116 111.8095212 Gradient Boosting Train 55 57.39282768 Gradient Boosting Train 60 60.9884994 Gradient Boosting Train 74 73.98154843 Gradient Boosting Train 111 108.4294526 Gradient Boosting Train 110 109.2041612 Gradient Boosting Train 92 93.68809779 Gradient Boosting Train 78 76.8797253 Gradient Boosting Train 75 74.06804409 Gradient Boosting Train 65 67.152342 Gradient Boosting Train 149 148.6920519 Gradient Boosting Train 115 114.2891998 Gradient Boosting Train 56 56.40557713 Gradient Boosting Train 87 86.03098256 Gradient Boosting Train 76 77.16503309 Gradient Boosting Train 67 68.33511709 Gradient Boosting Train 65.4 65.79934048 Gradient Boosting Train 36 38.55813119 Gradient Boosting Train 100 99.11547669 Gradient Boosting Train 73 73.16865243 Gradient Boosting Train 90 88.07952922 Gradient Boosting Train 100 97.8614473 Gradient Boosting Train 92.8 92.64164409 Gradient Boosting Train 69 70.81419311 Gradient Boosting Train 80.12 81.91782332 Gradient Boosting Train 97 93.96216375 Gradient Boosting Train 55 55.44619485 Gradient Boosting Train 63 63.17746431 Gradient Boosting Train 62 64.09802812 Gradient Boosting Train 76.82 73.95028728 Gradient Boosting Train 142 142.4540381 Gradient Boosting Train 90 89.00725181 Gradient Boosting Train 115 114.4613953 Gradient Boosting Train 48.7 51.6979976 Gradient Boosting Train 100 100.8701423 Gradient Boosting Train 86.8 86.8795547 Gradient Boosting Train 69 68.22477892 Gradient Boosting Train 55 55.50236596 Gradient Boosting Train 97 95.79661557 Gradient Boosting Train 65 62.23534425 Gradient Boosting Train 68 68.80863715 Gradient Boosting Train 78 76.91600844 Gradient Boosting Train 83 83.56388665 Gradient Boosting Train 95 93.70402736 Gradient Boosting Train 43 47.30794895 Gradient Boosting Train 98 95.45347108 Gradient Boosting Train 72 72.93302341 Gradient Boosting Train 66 64.94143961 Gradient Boosting Train 69 68.08466957 Gradient Boosting Train 75 76.12876026 Gradient Boosting Train 78.4 80.63541486 Gradient Boosting Train 55 56.21352248 Gradient Boosting Train 95 92.7697624 Gradient Boosting Train 47 48.62805107 Gradient Boosting Train 38 39.40142683 Gradient Boosting Train 60 61.93481959 Gradient Boosting Train 77 79.88973553 Gradient Boosting Train 94 94.64985898 Gradient Boosting Train 42 41.63209493 Gradient Boosting Train 58 59.99429167 Gradient Boosting Train 61.6 57.55425265 Gradient Boosting Train 107 102.1808689 Gradient Boosting Train 72 69.6069283 Gradient Boosting Train 100 97.91568386 Gradient Boosting Train 72 71.7010372 Gradient Boosting Train 64 62.52774333 Gradient Boosting Train 153 152.1463201 Gradient Boosting Train 97 98.57592403 Gradient Boosting Train 80 79.76903566 Gradient Boosting Train 62 61.40234743 Gradient Boosting Train 55 56.0858356 Gradient Boosting Train 52.6 55.1122418 Gradient Boosting Train 59 61.57122839 Gradient Boosting Train 76 76.64533839 Gradient Boosting Train 33 36.75661577 Gradient Boosting Train 85 84.06250464 Gradient Boosting Train 65 63.8387481 Gradient Boosting Train 78 76.64220372 Gradient Boosting Train 74.754 74.62168477 Gradient Boosting Train 81 78.48997478 Gradient Boosting Train 91 88.39519763 Gradient Boosting Train 52 54.66265771 Gradient Boosting Train 64.2 64.43984445 Gradient Boosting Train 56 56.35098325 Gradient Boosting Train 78.1428 79.56755907 Gradient Boosting Train 54.2 57.96870891 Gradient Boosting Train 72 70.61572757 Gradient Boosting Train 108 106.1880048 Gradient Boosting Train 23.086 24.19028418 Gradient Boosting Train 65 63.43613844 Gradient Boosting Train 66.6 65.93857592 Gradient Boosting Train 142 139.9906961 Gradient Boosting Train 96 95.99013101 Gradient Boosting Train 110 110.8446703 Gradient Boosting Train 56 57.52143296 Gradient Boosting Train 104 101.3816812 Gradient Boosting Train 106.72 108.9474694 Gradient Boosting Train 75 72.97258031 Gradient Boosting Train 77 77.97781057 Gradient Boosting Train 64 63.2421128 Gradient Boosting Train 79 78.81258921 Gradient Boosting Train 71 70.86663338 Gradient Boosting Train 79 75.46347276 Gradient Boosting Train 55 56.71791602 Gradient Boosting Train 64 66.80867628 Gradient Boosting Train 79 78.83779883 Gradient Boosting Train 61 57.9547568 Gradient Boosting Train 66 67.09203221 Gradient Boosting Train 32.623 32.3353651 Gradient Boosting Train 83 85.51450846 Gradient Boosting Train 72.8 73.46007816 Gradient Boosting Train 79 81.44996282 Gradient Boosting Train 83 83.02114617 Gradient Boosting Train 69 72.01270333 Gradient Boosting Train 96 96.51584295 Gradient Boosting Train 81 81.43030855 Gradient Boosting Train 106 104.0928112 Gradient Boosting Train 59 58.1079693 Gradient Boosting Train 47.8 52.00992937 Gradient Boosting Train 48 51.03449955 Gradient Boosting Train 102 101.6234344 Gradient Boosting Train 55 56.1101518 Gradient Boosting Train 74.9 76.90415305 Gradient Boosting Train 93.714 92.63282293 Gradient Boosting Train 60 62.60208861 Gradient Boosting Train 97.6 95.00718226 Gradient Boosting Train 75 75.9676851 Gradient Boosting Train 67 66.02960275 Gradient Boosting Train 77 75.91797385 Gradient Boosting Train 85 83.4141353 Gradient Boosting Train 81 79.35701242 Gradient Boosting Train 55 56.23879178 Gradient Boosting Train 42.1 45.23015393 Gradient Boosting Train 62 64.87504239 Gradient Boosting Train 75 75.69910761 Gradient Boosting Train 45 48.1900972 Gradient Boosting Train 110 111.1428046 Gradient Boosting Train 84 83.73905685 Gradient Boosting Train 72 73.23388547 Gradient Boosting Train 64 66.25984632 Gradient Boosting Train 74 71.31115134 Gradient Boosting Train 71.62 71.30274707 Gradient Boosting Train 93 90.88382427 Gradient Boosting Train 110 109.5890712 Gradient Boosting Train 89 90.70090301 Gradient Boosting Train 53 55.77533655 Gradient Boosting Train 70 69.93789736 Gradient Boosting Train 77 76.62578382 Gradient Boosting Train 77.01 76.20394933 Gradient Boosting Train 69 67.06657931 Gradient Boosting Train 43 44.03231891 Gradient Boosting Train 52 54.2675524 Gradient Boosting Train 48 50.17144704 Gradient Boosting Train 85 85.27415935 Gradient Boosting Train 72 75.08405406 Gradient Boosting Train 120 118.7603198 Gradient Boosting Train 106 104.286138 Gradient Boosting Train 50 52.08979277 Gradient Boosting Train 69 70.37899594 Gradient Boosting Train 157 155.4984284 Gradient Boosting Train 88 86.00024393 Gradient Boosting Train 121 119.4290063 Gradient Boosting Train 84 84.47886731 Gradient Boosting Train 81 80.57594372 Gradient Boosting Train 82 84.47041512 Gradient Boosting Train 59 60.31936712 Gradient Boosting Train 62 62.13297937 Gradient Boosting Train 77.6 80.57582387 Gradient Boosting Train 99.4 97.80286656 Gradient Boosting Train 89 91.06345724 Gradient Boosting Train 56 57.10356752 Gradient Boosting Train 57 58.10421992 Gradient Boosting Train 99 98.53368782 Gradient Boosting Train 63 64.78013767 Gradient Boosting Train 77 79.98096869 Gradient Boosting Train 89.2 90.66745095 Gradient Boosting Train 28.371 28.9663166 Gradient Boosting Train 79.5 77.27381609 Gradient Boosting Train 105 102.584423 Gradient Boosting Train 52.2 52.13441879 Gradient Boosting Train 66.5 65.59300567 Gradient Boosting Train 55 52.88492848 Gradient Boosting Train 71.2 71.59697354 Gradient Boosting Train 49 52.60685406 Gradient Boosting Train 124 124.2563767 Gradient Boosting Train 54 55.40331392 Gradient Boosting Train 65 66.12414931 Gradient Boosting Train 72 73.13308163 Gradient Boosting Train 68 65.37664669 Gradient Boosting Train 54 54.76794664 Gradient Boosting Train 90 88.75266452 Gradient Boosting Train 79 78.62071073 Gradient Boosting Train 53.7 55.68394264 Gradient Boosting Train 68 69.95802319 Gradient Boosting Train 64.5 63.99655981 Gradient Boosting Train 115 110.8268985 Gradient Boosting Train 87.76 88.44162688 Gradient Boosting Train 94 95.60109865 Gradient Boosting Train 74.9 74.06175435 Gradient Boosting Train 105 101.2886123 Gradient Boosting Train 124 121.6723572 Gradient Boosting Train 94 92.48779371 Gradient Boosting Train 68.2 65.75683731 Gradient Boosting Train 68.8 67.71297988 Gradient Boosting Train 63 63.70548384 Gradient Boosting Train 71 71.98639802 Gradient Boosting Train 74 75.74865441 Gradient Boosting Train 110 110.7870566 Gradient Boosting Train 110 109.5039144 Gradient Boosting Train 46 48.1217518 Gradient Boosting Train 54.5 56.75348256 Gradient Boosting Train 56 56.78040976 Gradient Boosting Train 85 82.94795266 Gradient Boosting Train 64.5 66.20810796 Gradient Boosting Train 48 47.75784042 Gradient Boosting Train 70 69.1564928 Gradient Boosting Train 83 79.68483889 Gradient Boosting Train 61.4 60.82017005 Gradient Boosting Train 65.8 64.40105792 Gradient Boosting Train 83 80.34891407 Gradient Boosting Train 59.2 56.24129973 Gradient Boosting Train 75 71.44496928 Gradient Boosting Train 115 112.2102834 Gradient Boosting Train 72 74.41876284 Gradient Boosting Train 81 80.06164987 Gradient Boosting Train 55 57.40102536 Gradient Boosting Train 81 80.99868907 Gradient Boosting Train 70 69.45705376 Gradient Boosting Train 86.8 84.15723542 Gradient Boosting Train 52 53.99082126 Gradient Boosting Train 71 72.23837027 Gradient Boosting Train 77.2 76.1815703 Gradient Boosting Train 67 69.13579947 Gradient Boosting Train 66 67.2292264 Gradient Boosting Train 72 69.93772142 Gradient Boosting Train 71.2 71.1724391 Gradient Boosting Train 65 62.42175739 Gradient Boosting Train 69 67.15939135 Gradient Boosting Train 63.6 62.55412208 Gradient Boosting Train 85 83.39708852 Gradient Boosting Train 90 88.86210185 Gradient Boosting Train 101 97.38350152 Gradient Boosting Train 72 73.54177344 Gradient Boosting Train 100 98.31304786 Gradient Boosting Train 53.1 56.25551192 Gradient Boosting Train 55 55.95333525 Gradient Boosting Train 50 52.82995885 Gradient Boosting Train 73 72.23508934 Gradient Boosting Train 68 66.8857221 Gradient Boosting Train 66.6 65.31403618 Gradient Boosting Train 88 88.73742347 Gradient Boosting Train 75.2 73.74141478 Gradient Boosting Train 51.97 52.89966543 Gradient Boosting Train 89 91.04213318 Gradient Boosting Train 79 78.83779883 Gradient Boosting Train 52 53.79239982 Gradient Boosting Train 130 127.9613763 Gradient Boosting Train 60 59.93830469 Gradient Boosting Train 63 64.7485498 Gradient Boosting Train 73 74.20709338 Gradient Boosting Train 79 76.62127978 Gradient Boosting Train 77 77.82850182 Gradient Boosting Train 106.72 106.9954598 Gradient Boosting Train 90 89.17939551 Gradient Boosting Train 55 55.72334681 Gradient Boosting Train 75 74.29883966 Gradient Boosting Train 55 56.24882581 Gradient Boosting Train 65 63.29095126 Gradient Boosting Train 89 88.86229244 Gradient Boosting Train 72 71.70547553 Gradient Boosting Train 82 79.65449865 Gradient Boosting Train 100 97.74137788 Gradient Boosting Train 95.8 93.47460532 Gradient Boosting Train 65 65.74104346 Gradient Boosting Train 54 55.62692837 Gradient Boosting Train 68.2 66.35721009 Gradient Boosting Train 90 88.40081871 Gradient Boosting Train 79 77.36719497 Gradient Boosting Train 60 62.67474531 Gradient Boosting Train 75 73.77255704 Gradient Boosting Train 86.53 84.87642156 Gradient Boosting Train 50 52.62377676 Gradient Boosting Train 36 40.96212217 Gradient Boosting Train 66 66.41698196 Gradient Boosting Train 72 73.04065161 Gradient Boosting Train 74 72.30534296 Gradient Boosting Train 55 55.09260863 Gradient Boosting Train 75 73.22264973 Gradient Boosting Train 66 65.95073232 Gradient Boosting Train 79 81.49506647 Gradient Boosting Train 66.9 63.2577625 Gradient Boosting Train 76.2 79.55848512 Gradient Boosting Train 55 56.76613301 Gradient Boosting Train 29.534 30.28036215 Gradient Boosting Train 71.1 72.25649772 Gradient Boosting Train 58 57.98991074 Gradient Boosting Train 88 87.4887286 Gradient Boosting Train 51.6 52.27625013 Gradient Boosting Train 75 74.17125099 Gradient Boosting Train 72.19 72.53001399 Gradient Boosting Train 52 54.31178343 Gradient Boosting Train 106 103.9206616 Gradient Boosting Train 145 145.724924 Gradient Boosting Train 78 74.85366738 Gradient Boosting Train 111.8 109.8261426 Gradient Boosting Train 129 127.9289659 Gradient Boosting Train 103 100.1883833 Gradient Boosting Train 53.2 53.50598141 Gradient Boosting Train 88 86.65195245 Gradient Boosting Train 43 45.69531356 Gradient Boosting Train 110 107.6014371 Gradient Boosting Train 90 87.71331681 Gradient Boosting Train 80 79.23404813 Gradient Boosting Train 81 79.277363 Gradient Boosting Train 72 68.51934234 Gradient Boosting Train 110 107.0203352 Gradient Boosting Train 110 108.5030916 Gradient Boosting Train 80 79.44843357 Gradient Boosting Train 73.5 75.40574275 Gradient Boosting Train 73.9908 73.3432255 Gradient Boosting Train 70 67.9453684 Gradient Boosting Train 97 96.11531933 Gradient Boosting Train 57 59.0829358 Gradient Boosting Train 57.2 55.85983445 Gradient Boosting Train 121 118.6486759 Gradient Boosting Train 55 56.60608444 Gradient Boosting Train 59 60.61328088 Gradient Boosting Train 86 87.88508746 Gradient Boosting Train 41.5 46.03753755 Gradient Boosting Train 109 106.9471017 Gradient Boosting Train 66 66.07510819 Gradient Boosting Train 62 60.07458208 Gradient Boosting Train 113.43 112.7292322 Gradient Boosting Train 62 63.73168624 Gradient Boosting Train 71.88 72.74752794 Gradient Boosting Train 121.32 119.7133465 Gradient Boosting Train 110 109.1374975 Gradient Boosting Train 79.8 77.22489603 Gradient Boosting Train 110 110.6053947 Gradient Boosting Train 103 104.1737424 Gradient Boosting Train 79 82.33422632 Gradient Boosting Train 83.752 84.30426507 Gradient Boosting Train 54.5 57.53319156 Gradient Boosting Train 65 65.46964153 Gradient Boosting Train 80.58 77.88313646 Gradient Boosting Train 53 53.78772402 Gradient Boosting Train 79 76.50508696 Gradient Boosting Train 59 58.4472031 Gradient Boosting Train 49 51.67514615 Gradient Boosting Train 71 71.27666666 Gradient Boosting Train 66.4912 69.26995141 Gradient Boosting Train 65 66.38647079 Gradient Boosting Train 96 97.11296641 Gradient Boosting Train 110 108.6926704 Gradient Boosting Train 85 85.85897231 Gradient Boosting Train 68.5 68.8839464 Gradient Boosting Train 62 63.21233707 Gradient Boosting Train 72 69.33385682 Gradient Boosting Train 68 70.20890253 Gradient Boosting Train 78 76.15724229 Gradient Boosting Train 79 77.72452554 Gradient Boosting Train 71.3 69.86874088 Gradient Boosting Train 97 97.02100232 Gradient Boosting Train 78 78.72666308 Gradient Boosting Train 71 73.49779343 Gradient Boosting Train 105 104.2352484 Gradient Boosting Train 73 72.12948288 Gradient Boosting Train 89 89.11064714 Gradient Boosting Train 79 79.2472692 Gradient Boosting Train 73 74.2843759 Gradient Boosting Train 83 83.80408456 Gradient Boosting Train 87 83.06696136 Gradient Boosting Train 48 49.54975449 Gradient Boosting Train 79 80.57857137 Gradient Boosting Train 60 62.13778228 Gradient Boosting Train 79 78.42168698 Gradient Boosting Train 59 59.3081489 Gradient Boosting Train 145 144.0390158 Gradient Boosting Train 87 84.88864645 Gradient Boosting Train 80 85.09793349 Gradient Boosting Train 81 80.26870354 Gradient Boosting Train 65 65.42596788 Gradient Boosting Train 47 48.62805107 Gradient Boosting Train 72.19 72.53001399 Gradient Boosting Train 75 71.44496928 Gradient Boosting Train 94 94.64985898 Gradient Boosting Train 92.8 92.64164409 Gradient Boosting Train 64 66.25984632 Gradient Boosting Train 53.0372 55.66282589 Gradient Boosting Train 47 48.62805107 Gradient Boosting Train 59 61.57122839 Gradient Boosting Train 59 60.31936712 Gradient Boosting Train 50 52.62377676 Gradient Boosting Train 97 95.79661557 Gradient Boosting Train 57.2 55.85983445 Gradient Boosting Train 78.4 80.63541486 Gradient Boosting Train 110 107.6014371 Gradient Boosting Train 79 75.46347276 Gradient Boosting Train 52 54.66265771 Gradient Boosting Train 79 78.81258921 Gradient Boosting Train 73 74.20709338 Gradient Boosting Train 110 109.5039144 Gradient Boosting Train 71.1 72.25649772 Gradient Boosting Train 71 73.49779343 Gradient Boosting Train 53.1 56.25551192 Gradient Boosting Train 110 109.1374975 Gradient Boosting Train 93 90.88382427 Gradient Boosting Train 70 69.45705376 Gradient Boosting Train 79 81.44996282 Gradient Boosting Train 55 55.72334681 Gradient Boosting Train 102 100.1111502 Gradient Boosting Train 68.8 67.71297988 Gradient Boosting Train 65 66.12414931 Gradient Boosting Train 58 57.98991074 Gradient Boosting Train 78.936 79.79038496 Gradient Boosting Train 65 67.152342 Gradient Boosting Train 102 101.6234344 Gradient Boosting Train 72 73.23388547 Gradient Boosting Train 75 71.44496928 Gradient Boosting Train 74 71.31115134 Gradient Boosting Train 97.6 95.00718226 Gradient Boosting Train 55 57.39282768 Gradient Boosting Train 72 68.51934234 Gradient Boosting Train 110 109.2041612 Gradient Boosting Train 64.5 63.99655981 Gradient Boosting Train 82 79.65449865 Gradient Boosting Train 52 54.66265771 Gradient Boosting Train 60 59.93830469 Gradient Boosting Train 54.2 57.96870891 Gradient Boosting Train 53.0372 55.66282589 Gradient Boosting Train 75 73.77255704 Gradient Boosting Train 59 58.1079693 Gradient Boosting Train 81 80.06164987 Gradient Boosting Train 110 110.6053947 Gradient Boosting Train 65 62.23534425 Gradient Boosting Train 55 56.24882581 Gradient Boosting Train 85 82.11570635 Gradient Boosting Train 53.7 55.68394264 Gradient Boosting Train 70 69.1564928 Gradient Boosting Train 88 87.4887286 Gradient Boosting Train 74 73.98154843 Gradient Boosting Train 110 109.1374975 Gradient Boosting Train 66.9 63.2577625 Gradient Boosting Train 83 83.56388665 Gradient Boosting Train 80 79.44843357 Gradient Boosting Train 87 84.88864645 Gradient Boosting Train 48 47.75784042 Gradient Boosting Train 65 65.42596788 Gradient Boosting Train 79 79.64029139 Gradient Boosting Train 106 104.286138 Gradient Boosting Train 90 89.00725181 Gradient Boosting Train 83 83.80408456 Gradient Boosting Train 116 111.8095212 Gradient Boosting Train 110 107.6014371 Gradient Boosting Train 110 110.6053947 Gradient Boosting Train 57 58.12962856 Gradient Boosting Train 79 82.33422632 Gradient Boosting Train 111 108.4294526 Gradient Boosting Train 77 79.88973553 Gradient Boosting Train 54.5 56.75348256 Gradient Boosting Train 79 76.62127978 Gradient Boosting Train 71.62 71.30274707 Gradient Boosting Train 96 97.11296641 Gradient Boosting Train 99.4 97.80286656 Gradient Boosting Train 57.1 56.30519725 Gradient Boosting Train 83 83.02114617 Gradient Boosting Train 48 50.17144704 Gradient Boosting Train 59.2 56.24129973 Gradient Boosting Test 61 64.5913674 Gradient Boosting Test 130 129.4513185 Gradient Boosting Test 103 88.99346967 Gradient Boosting Test 86.4 51.20624172 Gradient Boosting Test 73 79.93491736 Gradient Boosting Test 81 85.51723875 Gradient Boosting Test 66 72.6820702 Gradient Boosting Test 56 80.92633352 Gradient Boosting Test 50 51.93187731 Gradient Boosting Test 84 77.80558066 Gradient Boosting Test 94 97.02267701 Gradient Boosting Test 69.1 77.18739373 Gradient Boosting Test 54.2 57.40949173 Gradient Boosting Test 149 135.2590528 Gradient Boosting Test 67 98.83656824 Gradient Boosting Test 100 94.38696273 Gradient Boosting Test 112 108.6926704 Gradient Boosting Test 65 67.51466193 Gradient Boosting Test 80 79.16937897 Gradient Boosting Test 103 104.4537595 Gradient Boosting Test 63 72.08076106 Gradient Boosting Test 86.4 57.95139579 Gradient Boosting Test 110 110.2932856 Gradient Boosting Test 69.3 65.72469338 Gradient Boosting Test 55.3 49.02588146 Gradient Boosting Test 77 63.26834385 Gradient Boosting Test 71.1 83.30337909 Gradient Boosting Test 112 99.72718354 Gradient Boosting Test 79 78.8223742 Gradient Boosting Test 114 107.9892225 Gradient Boosting Test 74.8 79.82570873 Gradient Boosting Test 75.6 82.65606047 Gradient Boosting Test 120 106.0087321 Gradient Boosting Test 67 82.63638058 Gradient Boosting Test 57 57.11643299 Gradient Boosting Test 77 77.39597156 Gradient Boosting Test 77 67.75198663 Gradient Boosting Test 157 127.4503033 Gradient Boosting Test 72 79.73903669 Gradient Boosting Test 82 79.2917974 Gradient Boosting Test 108.6 85.89613432 Gradient Boosting Test 110 102.6801153 Gradient Boosting Test 82.18 76.07713764 Gradient Boosting Test 73 57.23317317 Gradient Boosting Test 42.93 70.1295732 Gradient Boosting Test 72 87.86793343 Gradient Boosting Test 79 91.28601346 Gradient Boosting Test 64 66.13454338 Gradient Boosting Test 50 50.41922072 Gradient Boosting Test 56 59.23278031 Gradient Boosting Test 65.4 64.83293017 Gradient Boosting Test 67 69.59056163 Gradient Boosting Test 69.91 72.41662105 Gradient Boosting Test 97 76.46576659 Gradient Boosting Test 105.32 95.46330354 Gradient Boosting Test 80 65.69911393 Gradient Boosting Test 69 61.04132992 Gradient Boosting Test 72 79.58527216 Gradient Boosting Test 67 78.47777836 Gradient Boosting Test 97.6 89.29716284 Gradient Boosting Test 78 73.53704425 Gradient Boosting Test 86 86.59391232 Gradient Boosting Test 99 82.0961767 Gradient Boosting Test 57 72.99169465 Gradient Boosting Test 140 127.880035 Gradient Boosting Test 70.6 72.5603223 Gradient Boosting Test 92 96.85481427 Gradient Boosting Test 52 63.49546109 Gradient Boosting Test 54 50.2743981 Gradient Boosting Test 140 122.3826148 Gradient Boosting Test 77 86.41247081 Gradient Boosting Test 69 64.46401185 Gradient Boosting Test 48 57.61444851 Gradient Boosting Test 89 78.72249728 Gradient Boosting Test 89 95.30350452 Gradient Boosting Test 14 61.81298807 Gradient Boosting Test 81 79.49701854 Gradient Boosting Test 52.5 55.80781583 Gradient Boosting Test 89.6 93.97207656 Gradient Boosting Test 58 86.34375284 Gradient Boosting Test 90 82.51163076 Gradient Boosting Test 79.5 87.2306573 Gradient Boosting Test 65.8 64.26575496 Gradient Boosting Test 81 74.60034603 Gradient Boosting Test 23 72.26461523 Gradient Boosting Test 90 83.83246607 Gradient Boosting Test 130 99.79276005 Gradient Boosting Test 60 64.24900976 Gradient Boosting Test 113 104.5992943 Gradient Boosting Test 58 70.63022738 Gradient Boosting Test 59 67.56757005 Gradient Boosting Test 67 70.55132216 Gradient Boosting Test 102.6 76.28317043 Gradient Boosting Test 65 75.10671666 Gradient Boosting Test 64 68.19376975 Gradient Boosting Test 46 64.70449388 Gradient Boosting Test 92 77.15831348 Gradient Boosting Test 78 89.39348872 Gradient Boosting Test 66 77.78459357 Gradient Boosting Test 89 77.16692762 Gradient Boosting Test 85 77.38614848 Gradient Boosting Test 59 65.34769862 Gradient Boosting Test 92 95.73176114 Gradient Boosting Test 64.2 69.52344755 Gradient Boosting Test 61 58.00549862 Gradient Boosting Test 61 60.56403085 Gradient Boosting Test 55 58.89975074 Gradient Boosting Test 80 74.32131962 Gradient Boosting Test 92 95.73176114 Gradient Boosting Test 67 69.59056163 Gradient Boosting Test 102.6 76.28317043 Gradient Boosting Test 67 98.83656824 Gradient Boosting Test 55 58.89975074 Gradient Boosting Test 69 64.46401185 Gradient Boosting Test 78 73.53704425 Gradient Boosting Test 63 72.08076106 Gradient Boosting Test 92 95.73176114 Gradient Boosting Test 65.8 64.26575496 Gradient Boosting Test 130 99.79276005 Gradient Boosting Test 89 95.30350452 Gradient Boosting Test 89 95.30350452 Gradient Boosting Test 60 64.24900976 Gradient Boosting Test 89 77.16692762 Gradient Boosting Test 64.2 69.52344755 Gradient Boosting Test 69.3 65.72469338 Gradient Boosting Test 103 88.99346967 Gradient Boosting Test 86.4 57.95139579 Gradient Boosting Test 69.91 72.41662105 Gradient Boosting Test 130 129.4513185 Gradient Boosting Test 60 64.24900976 Gradient Boosting Test 80 74.32131962 Gradient Boosting Test 114 107.9892225 Gradient Boosting Test 157 127.4503033 Gradient Boosting Test 130 129.4513185 Gradient Boosting Test 57 72.99169465 Gradient Boosting Test 97.6 89.29716284 Gradient Boosting Test 63 72.08076106 Gradient Boosting Test 120 106.0087321 Gradient Boosting Test 14 61.81298807 Gradient Boosting Test 72 79.58527216 Gradient Boosting Test 86.4 57.95139579 Gradient Boosting Test 80 74.32131962 Gradient Boosting Test 113 104.5992943 Gradient Boosting Test 50 50.41922072 Gradient Boosting Test 59 67.56757005 Gradient Boosting Test 67 78.47777836 Gradient Boosting Test 110 102.6801153 Gradient Boosting Test 67 70.55132216 Gradient Boosting Test 97.6 89.29716284 Gradient Boosting Test 58 86.34375284 Gradient Boosting Test 67 98.83656824 Gradient Boosting Test 86 86.59391232 Gradient Boosting Test 86 86.59391232 Gradient Boosting Test 79 91.28601346 Gradient Boosting Test 86 86.59391232 Gradient Boosting Test 65.4 64.83293017 Gradient Boosting Test 80 74.32131962 Gradient Boosting Test 105.32 95.46330354 Gradient Boosting Test 57 72.99169465 Gradient Boosting Test 103 88.99346967 Gradient Boosting Test 85 77.38614848 Gradient Boosting Test 65.4 64.83293017 Gradient Boosting Test 66 72.6820702 Gradient Boosting Test 63 72.08076106 Gradient Boosting Test 48 57.61444851 Gradient Boosting Test 72 79.73903669 Gradient Boosting Test 65 67.51466193 Gradient Boosting Test 86.4 51.20624172 Gradient Boosting Test 113 104.5992943 Gradient Boosting Test 97.6 89.29716284 Gradient Boosting Test 149 135.2590528 Gradient Boosting Test 50 51.93187731 Random Forest Train 65 64.59752008 Random Forest Train 57 59.2385215 Random Forest Train 60 62.95942608 Random Forest Train 90 88.0338 Random Forest Train 55 63.05745533 Random Forest Train 75 71.99720124 Random Forest Train 56.9 51.18416433 Random Forest Train 53.1 55.52922342 Random Forest Train 58 61.06013036 Random Forest Train 47 51.65994204 Random Forest Train 89 89.5138224 Random Forest Train 104 103.243432 Random Forest Train 86 89.21808 Random Forest Train 85 80.90303295 Random Forest Train 100 98.02376 Random Forest Train 87.09 80.96515784 Random Forest Train 98 92.59053964 Random Forest Train 98.2 92.64053833 Random Forest Train 92.18 85.67524 Random Forest Train 130 125.8489 Random Forest Train 53.0372 67.1601512 Random Forest Train 102 96.6894 Random Forest Train 89 87.3828 Random Forest Train 91 88.999372 Random Forest Train 35.4 46.33159025 Random Forest Train 109 99.60715271 Random Forest Train 79 83.40098167 Random Forest Train 75.2 72.55190152 Random Forest Train 60 61.05120496 Random Forest Train 94 87.8878 Random Forest Train 78 77.81781131 Random Forest Train 66 62.44015395 Random Forest Train 92 94.379472 Random Forest Train 99 97.67078791 Random Forest Train 79 79.58582131 Random Forest Train 65 70.5445246 Random Forest Train 99 98.57610471 Random Forest Train 74 74.014034 Random Forest Train 55.7 56.50611585 Random Forest Train 77 74.5983171 Random Forest Train 55 57.10987717 Random Forest Train 73.5 76.7094768 Random Forest Train 115 109.172524 Random Forest Train 57.1 57.16570158 Random Forest Train 60 66.31074 Random Forest Train 58 61.71737302 Random Forest Train 104.6 96.30956 Random Forest Train 61 60.3975827 Random Forest Train 78.936 83.422836 Random Forest Train 116 106.4898947 Random Forest Train 55 58.51287302 Random Forest Train 60 60.86745238 Random Forest Train 74 72.326848 Random Forest Train 111 100.72884 Random Forest Train 110 105.074152 Random Forest Train 92 93.8337624 Random Forest Train 78 77.02573416 Random Forest Train 75 73.77891038 Random Forest Train 65 66.5481393 Random Forest Train 149 144.945736 Random Forest Train 115 107.889004 Random Forest Train 56 58.09566598 Random Forest Train 87 84.5609304 Random Forest Train 76 81.57968567 Random Forest Train 67 71.26741323 Random Forest Train 65.4 67.95615356 Random Forest Train 36 49.16884 Random Forest Train 100 93.18649333 Random Forest Train 73 72.27524552 Random Forest Train 90 88.67425311 Random Forest Train 100 96.65268737 Random Forest Train 92.8 89.865605 Random Forest Train 69 72.0258 Random Forest Train 80.12 82.4998416 Random Forest Train 97 89.91750533 Random Forest Train 55 55.99850034 Random Forest Train 63 63.62953514 Random Forest Train 62 64.87904113 Random Forest Train 76.82 72.17621988 Random Forest Train 142 141.398304 Random Forest Train 90 85.6158376 Random Forest Train 115 108.25772 Random Forest Train 48.7 53.48143881 Random Forest Train 100 95.455316 Random Forest Train 86.8 85.34417228 Random Forest Train 69 68.55597 Random Forest Train 55 60.11260235 Random Forest Train 97 93.4926 Random Forest Train 65 62.77730274 Random Forest Train 68 71.63690667 Random Forest Train 78 77.59063 Random Forest Train 83 84.1599768 Random Forest Train 95 92.9258712 Random Forest Train 43 49.69601343 Random Forest Train 98 97.18642471 Random Forest Train 72 72.37432364 Random Forest Train 66 66.03338377 Random Forest Train 69 65.39698489 Random Forest Train 75 76.29409212 Random Forest Train 78.4 83.1950224 Random Forest Train 55 58.95293607 Random Forest Train 95 90.5016 Random Forest Train 47 51.46681121 Random Forest Train 38 50.9502768 Random Forest Train 60 62.87069862 Random Forest Train 77 83.800176 Random Forest Train 94 92.9210124 Random Forest Train 42 43.29487433 Random Forest Train 58 69.91952788 Random Forest Train 61.6 57.31114897 Random Forest Train 107 95.7414616 Random Forest Train 72 68.20056775 Random Forest Train 100 97.988384 Random Forest Train 72 71.77570708 Random Forest Train 64 62.77524035 Random Forest Train 153 123.2524704 Random Forest Train 97 97.3456616 Random Forest Train 80 81.271376 Random Forest Train 62 65.16944286 Random Forest Train 55 58.66625218 Random Forest Train 52.6 57.41615919 Random Forest Train 59 67.43909 Random Forest Train 76 76.44548 Random Forest Train 33 40.56054433 Random Forest Train 85 84.2881144 Random Forest Train 65 64.154972 Random Forest Train 78 75.46973667 Random Forest Train 74.754 73.04453358 Random Forest Train 81 75.51729545 Random Forest Train 91 81.53339061 Random Forest Train 52 58.46590597 Random Forest Train 64.2 65.46877336 Random Forest Train 56 57.32336016 Random Forest Train 78.1428 83.2052217 Random Forest Train 54.2 56.50066115 Random Forest Train 72 71.25252029 Random Forest Train 108 94.6829648 Random Forest Train 23.086 38.98499 Random Forest Train 65 64.72745841 Random Forest Train 66.6 66.44705669 Random Forest Train 142 124.647868 Random Forest Train 96 94.44610871 Random Forest Train 110 106.857432 Random Forest Train 56 58.0989212 Random Forest Train 104 96.1132248 Random Forest Train 106.72 107.176104 Random Forest Train 75 74.19739384 Random Forest Train 77 81.146352 Random Forest Train 64 62.74562748 Random Forest Train 79 78.14231111 Random Forest Train 71 71.41943778 Random Forest Train 79 71.09641945 Random Forest Train 55 58.39493356 Random Forest Train 64 71.22369368 Random Forest Train 79 78.41880238 Random Forest Train 61 57.4465127 Random Forest Train 66 66.43591041 Random Forest Train 32.623 34.190662 Random Forest Train 83 91.14566 Random Forest Train 72.8 77.001657 Random Forest Train 79 88.1565432 Random Forest Train 83 84.33707111 Random Forest Train 69 71.90309333 Random Forest Train 96 96.5517424 Random Forest Train 81 85.164492 Random Forest Train 106 97.1654456 Random Forest Train 59 58.76248424 Random Forest Train 47.8 51.80343245 Random Forest Train 48 53.28102086 Random Forest Train 102 102.106272 Random Forest Train 55 57.94146241 Random Forest Train 74.9 78.39961376 Random Forest Train 93.714 86.9381432 Random Forest Train 60 72.7293184 Random Forest Train 97.6 91.251784 Random Forest Train 75 75.79675111 Random Forest Train 67 65.73472318 Random Forest Train 77 75.3548636 Random Forest Train 85 85.28971733 Random Forest Train 81 79.33701288 Random Forest Train 55 55.7157478 Random Forest Train 42.1 48.62147467 Random Forest Train 62 64.31861204 Random Forest Train 75 76.65665714 Random Forest Train 45 51.07774357 Random Forest Train 110 108.0182 Random Forest Train 84 83.9746 Random Forest Train 72 73.64032053 Random Forest Train 64 71.0919576 Random Forest Train 74 67.44204422 Random Forest Train 71.62 72.33704067 Random Forest Train 93 89.6432 Random Forest Train 110 108.466212 Random Forest Train 89 90.398704 Random Forest Train 53 57.02908116 Random Forest Train 70 70.11646406 Random Forest Train 77 74.8938911 Random Forest Train 77.01 80.4834248 Random Forest Train 69 64.40354867 Random Forest Train 43 49.35232797 Random Forest Train 52 53.90009907 Random Forest Train 48 53.6435055 Random Forest Train 85 84.3480568 Random Forest Train 72 75.49616629 Random Forest Train 120 107.2667161 Random Forest Train 106 102.236404 Random Forest Train 50 52.44059484 Random Forest Train 69 74.05148 Random Forest Train 157 149.933936 Random Forest Train 88 82.07674 Random Forest Train 121 112.34176 Random Forest Train 84 84.39816933 Random Forest Train 81 79.884132 Random Forest Train 82 87.595468 Random Forest Train 59 63.06117657 Random Forest Train 62 62.61277922 Random Forest Train 77.6 82.4162 Random Forest Train 99.4 96.054212 Random Forest Train 89 92.313632 Random Forest Train 56 58.40341301 Random Forest Train 57 64.56856787 Random Forest Train 99 98.103572 Random Forest Train 63 64.27599434 Random Forest Train 77 81.15532 Random Forest Train 89.2 94.00952 Random Forest Train 28.371 32.861734 Random Forest Train 79.5 77.69398667 Random Forest Train 105 91.29831455 Random Forest Train 52.2 54.86197345 Random Forest Train 66.5 63.22036186 Random Forest Train 55 53.84891349 Random Forest Train 71.2 71.83916707 Random Forest Train 49 57.06851573 Random Forest Train 124 121.735572 Random Forest Train 54 56.56066135 Random Forest Train 65 67.13687249 Random Forest Train 72 77.18636667 Random Forest Train 68 66.71385387 Random Forest Train 54 55.15347054 Random Forest Train 90 86.471 Random Forest Train 79 77.766972 Random Forest Train 53.7 56.04512491 Random Forest Train 68 72.12162 Random Forest Train 64.5 64.2840301 Random Forest Train 115 108.907872 Random Forest Train 87.76 88.025452 Random Forest Train 94 92.745632 Random Forest Train 74.9 75.5829036 Random Forest Train 105 93.28806351 Random Forest Train 124 110.141 Random Forest Train 94 88.22545 Random Forest Train 68.2 62.58781619 Random Forest Train 68.8 65.99864378 Random Forest Train 63 67.17532 Random Forest Train 71 72.71682702 Random Forest Train 74 75.0670225 Random Forest Train 110 107.4786143 Random Forest Train 110 102.0519384 Random Forest Train 46 55.30958475 Random Forest Train 54.5 56.07696446 Random Forest Train 56 56.65526585 Random Forest Train 85 81.5688 Random Forest Train 64.5 69.17554217 Random Forest Train 48 50.4324598 Random Forest Train 70 70.3356924 Random Forest Train 83 74.82764933 Random Forest Train 61.4 61.25862487 Random Forest Train 65.8 64.18344935 Random Forest Train 83 77.32406436 Random Forest Train 59.2 56.93382407 Random Forest Train 75 68.51476361 Random Forest Train 115 99.073812 Random Forest Train 72 73.64935913 Random Forest Train 81 79.36880238 Random Forest Train 55 57.9928226 Random Forest Train 81 80.62553571 Random Forest Train 70 67.96153837 Random Forest Train 86.8 78.50669918 Random Forest Train 52 61.7095074 Random Forest Train 71 75.1838064 Random Forest Train 77.2 72.79673324 Random Forest Train 67 71.66008 Random Forest Train 66 68.057912 Random Forest Train 72 67.77997018 Random Forest Train 71.2 70.46775829 Random Forest Train 65 62.35445229 Random Forest Train 69 68.06507397 Random Forest Train 63.6 62.64084035 Random Forest Train 85 83.120124 Random Forest Train 90 89.6199 Random Forest Train 101 93.5819504 Random Forest Train 72 76.33198773 Random Forest Train 100 97.89523644 Random Forest Train 53.1 60.09310315 Random Forest Train 55 56.60084356 Random Forest Train 50 57.7861477 Random Forest Train 73 69.33554484 Random Forest Train 68 66.89762996 Random Forest Train 66.6 65.15069843 Random Forest Train 88 88.67211111 Random Forest Train 75.2 70.30286238 Random Forest Train 51.97 58.63467981 Random Forest Train 89 90.808 Random Forest Train 79 78.48480238 Random Forest Train 52 56.88387359 Random Forest Train 130 122.566008 Random Forest Train 60 61.79130922 Random Forest Train 63 64.99645156 Random Forest Train 73 77.88655804 Random Forest Train 79 73.72466432 Random Forest Train 77 81.680604 Random Forest Train 106.72 106.266664 Random Forest Train 90 89.2785952 Random Forest Train 55 56.30575372 Random Forest Train 75 74.33921228 Random Forest Train 55 60.95840601 Random Forest Train 65 64.52965683 Random Forest Train 89 87.3771864 Random Forest Train 72 69.39430753 Random Forest Train 82 82.4206976 Random Forest Train 100 89.4414 Random Forest Train 95.8 91.601164 Random Forest Train 65 66.57766516 Random Forest Train 54 59.18144482 Random Forest Train 68.2 64.20349618 Random Forest Train 90 87.143572 Random Forest Train 79 77.60885377 Random Forest Train 60 67.73852 Random Forest Train 75 73.47782018 Random Forest Train 86.53 79.70400845 Random Forest Train 50 54.47093535 Random Forest Train 36 46.53003832 Random Forest Train 66 67.99767684 Random Forest Train 72 72.81214667 Random Forest Train 74 73.9564366 Random Forest Train 55 56.01463064 Random Forest Train 75 74.144634 Random Forest Train 66 68.83883045 Random Forest Train 79 85.92554071 Random Forest Train 66.9 64.16368781 Random Forest Train 76.2 87.371752 Random Forest Train 55 59.32047758 Random Forest Train 29.534 35.419282 Random Forest Train 71.1 74.7322056 Random Forest Train 58 60.27687353 Random Forest Train 88 87.656844 Random Forest Train 51.6 54.3845491 Random Forest Train 75 73.6188449 Random Forest Train 72.19 72.63037135 Random Forest Train 52 58.49303897 Random Forest Train 106 101.3574303 Random Forest Train 145 139.030932 Random Forest Train 78 72.32614 Random Forest Train 111.8 108.962332 Random Forest Train 129 122.1397 Random Forest Train 103 97.949344 Random Forest Train 53.2 54.38294566 Random Forest Train 88 85.0289368 Random Forest Train 43 48.73375957 Random Forest Train 110 100.0388639 Random Forest Train 90 83.12568012 Random Forest Train 80 72.8394632 Random Forest Train 81 77.94756629 Random Forest Train 72 68.76109748 Random Forest Train 110 101.2759431 Random Forest Train 110 102.9952004 Random Forest Train 80 77.17227879 Random Forest Train 73.5 77.80954 Random Forest Train 73.9908 73.52649097 Random Forest Train 70 68.28604684 Random Forest Train 97 93.59395667 Random Forest Train 57 65.92514101 Random Forest Train 57.2 56.14633191 Random Forest Train 121 112.4898967 Random Forest Train 55 57.56905168 Random Forest Train 59 65.88424053 Random Forest Train 86 87.862408 Random Forest Train 41.5 47.64366814 Random Forest Train 109 97.95141431 Random Forest Train 66 69.92114738 Random Forest Train 62 59.76003082 Random Forest Train 113.43 104.3133552 Random Forest Train 62 66.52048338 Random Forest Train 71.88 72.86814476 Random Forest Train 121.32 112.6245016 Random Forest Train 110 104.09058 Random Forest Train 79.8 74.31778563 Random Forest Train 110 107.4291191 Random Forest Train 103 103.198404 Random Forest Train 79 86.847628 Random Forest Train 83.752 88.038848 Random Forest Train 54.5 59.80464343 Random Forest Train 65 68.32070941 Random Forest Train 80.58 70.46499724 Random Forest Train 53 55.27845319 Random Forest Train 79 75.33102833 Random Forest Train 59 58.66103344 Random Forest Train 49 56.39375021 Random Forest Train 71 71.44377429 Random Forest Train 66.4912 74.7220624 Random Forest Train 65 70.08850933 Random Forest Train 96 96.6473328 Random Forest Train 110 104.4474951 Random Forest Train 85 83.8918704 Random Forest Train 68.5 70.95889224 Random Forest Train 62 66.00864 Random Forest Train 72 67.53918101 Random Forest Train 68 70.05913705 Random Forest Train 78 74.45804125 Random Forest Train 79 76.49651667 Random Forest Train 71.3 65.0344631 Random Forest Train 97 98.166672 Random Forest Train 78 80.23512 Random Forest Train 71 77.42956 Random Forest Train 105 102.032752 Random Forest Train 73 71.77355575 Random Forest Train 89 88.56986711 Random Forest Train 79 78.72627714 Random Forest Train 73 74.84554667 Random Forest Train 83 83.6830176 Random Forest Train 87 80.47389405 Random Forest Train 48 53.77851688 Random Forest Train 79 82.8277264 Random Forest Train 60 62.48863065 Random Forest Train 79 77.02647539 Random Forest Train 59 60.55689148 Random Forest Train 145 126.9599704 Random Forest Train 87 81.70573 Random Forest Train 80 84.045844 Random Forest Train 81 78.62485493 Random Forest Train 65 66.905798 Random Forest Train 47 51.46681121 Random Forest Train 72.19 72.63037135 Random Forest Train 75 68.51476361 Random Forest Train 94 92.9210124 Random Forest Train 92.8 89.865605 Random Forest Train 64 71.0919576 Random Forest Train 53.0372 67.1601512 Random Forest Train 47 51.46681121 Random Forest Train 59 67.43909 Random Forest Train 59 63.06117657 Random Forest Train 50 54.47093535 Random Forest Train 97 93.4926 Random Forest Train 57.2 56.14633191 Random Forest Train 78.4 83.1950224 Random Forest Train 110 100.0388639 Random Forest Train 79 71.09641945 Random Forest Train 52 58.46590597 Random Forest Train 79 78.14231111 Random Forest Train 73 77.88655804 Random Forest Train 110 102.0519384 Random Forest Train 71.1 74.7322056 Random Forest Train 71 77.42956 Random Forest Train 53.1 60.09310315 Random Forest Train 110 104.09058 Random Forest Train 93 89.6432 Random Forest Train 70 67.96153837 Random Forest Train 79 88.1565432 Random Forest Train 55 56.30575372 Random Forest Train 102 96.6894 Random Forest Train 68.8 65.99864378 Random Forest Train 65 67.13687249 Random Forest Train 58 60.27687353 Random Forest Train 78.936 83.422836 Random Forest Train 65 66.5481393 Random Forest Train 102 102.106272 Random Forest Train 72 73.64032053 Random Forest Train 75 68.51476361 Random Forest Train 74 67.44204422 Random Forest Train 97.6 91.251784 Random Forest Train 55 58.51287302 Random Forest Train 72 68.76109748 Random Forest Train 110 105.074152 Random Forest Train 64.5 64.2840301 Random Forest Train 82 82.4206976 Random Forest Train 52 58.46590597 Random Forest Train 60 61.79130922 Random Forest Train 54.2 56.50066115 Random Forest Train 53.0372 67.1601512 Random Forest Train 75 73.47782018 Random Forest Train 59 58.76248424 Random Forest Train 81 79.36880238 Random Forest Train 110 107.4291191 Random Forest Train 65 62.77730274 Random Forest Train 55 60.95840601 Random Forest Train 85 80.90303295 Random Forest Train 53.7 56.04512491 Random Forest Train 70 70.3356924 Random Forest Train 88 87.656844 Random Forest Train 74 72.326848 Random Forest Train 110 104.09058 Random Forest Train 66.9 64.16368781 Random Forest Train 83 84.1599768 Random Forest Train 80 77.17227879 Random Forest Train 87 81.70573 Random Forest Train 48 50.4324598 Random Forest Train 65 66.905798 Random Forest Train 79 79.58582131 Random Forest Train 106 102.236404 Random Forest Train 90 85.6158376 Random Forest Train 83 83.6830176 Random Forest Train 116 106.4898947 Random Forest Train 110 100.0388639 Random Forest Train 110 107.4291191 Random Forest Train 57 59.2385215 Random Forest Train 79 86.847628 Random Forest Train 111 100.72884 Random Forest Train 77 83.800176 Random Forest Train 54.5 56.07696446 Random Forest Train 79 73.72466432 Random Forest Train 71.62 72.33704067 Random Forest Train 96 96.6473328 Random Forest Train 99.4 96.054212 Random Forest Train 57.1 57.16570158 Random Forest Train 83 84.33707111 Random Forest Train 48 53.6435055 Random Forest Train 59.2 56.93382407 Random Forest Test 61 61.99045749 Random Forest Test 130 118.5301104 Random Forest Test 103 89.68475271 Random Forest Test 86.4 52.35169009 Random Forest Test 73 77.76877879 Random Forest Test 81 90.6406088 Random Forest Test 66 73.15790177 Random Forest Test 56 78.57251295 Random Forest Test 50 56.41614182 Random Forest Test 84 77.78500557 Random Forest Test 94 95.8643744 Random Forest Test 69.1 75.452569 Random Forest Test 54.2 59.77917361 Random Forest Test 149 117.68838 Random Forest Test 67 84.75149826 Random Forest Test 100 93.810828 Random Forest Test 112 104.4607351 Random Forest Test 65 67.463266 Random Forest Test 80 78.30547422 Random Forest Test 103 102.132212 Random Forest Test 63 73.92108977 Random Forest Test 86.4 61.74108493 Random Forest Test 110 104.00404 Random Forest Test 69.3 63.63407951 Random Forest Test 55.3 56.30771649 Random Forest Test 77 63.17538 Random Forest Test 71.1 82.59570541 Random Forest Test 112 97.58862 Random Forest Test 79 82.1992944 Random Forest Test 114 104.9652 Random Forest Test 74.8 83.1897824 Random Forest Test 75.6 90.29430871 Random Forest Test 120 103.2071 Random Forest Test 67 78.92908333 Random Forest Test 57 57.58616079 Random Forest Test 77 75.03464919 Random Forest Test 77 69.93596566 Random Forest Test 157 118.6040256 Random Forest Test 72 83.5040496 Random Forest Test 82 78.51274352 Random Forest Test 108.6 82.15655 Random Forest Test 110 95.277112 Random Forest Test 82.18 87.11370207 Random Forest Test 73 58.79129685 Random Forest Test 42.93 72.35570133 Random Forest Test 72 88.4345824 Random Forest Test 79 90.028332 Random Forest Test 64 63.85733567 Random Forest Test 50 57.11989763 Random Forest Test 56 60.24993954 Random Forest Test 65.4 66.45427739 Random Forest Test 67 70.6483795 Random Forest Test 69.91 66.32004726 Random Forest Test 97 81.8806272 Random Forest Test 105.32 95.244632 Random Forest Test 80 66.80628125 Random Forest Test 69 65.28727696 Random Forest Test 72 77.45077879 Random Forest Test 67 78.71935333 Random Forest Test 97.6 85.6387636 Random Forest Test 78 72.40905127 Random Forest Test 86 85.39768533 Random Forest Test 99 86.3050064 Random Forest Test 57 73.10178531 Random Forest Test 140 114.9158016 Random Forest Test 70.6 74.82909818 Random Forest Test 92 94.02240667 Random Forest Test 52 60.90951619 Random Forest Test 54 52.1286998 Random Forest Test 140 108.807188 Random Forest Test 77 88.8937528 Random Forest Test 69 65.98106289 Random Forest Test 48 64.37814284 Random Forest Test 89 82.6438976 Random Forest Test 89 91.6851992 Random Forest Test 14 60.80438858 Random Forest Test 81 83.23654804 Random Forest Test 52.5 59.6658335 Random Forest Test 89.6 88.1429044 Random Forest Test 58 89.30501792 Random Forest Test 90 84.52132311 Random Forest Test 79.5 85.1634308 Random Forest Test 65.8 63.906872 Random Forest Test 81 73.59683905 Random Forest Test 23 72.9591824 Random Forest Test 90 85.3770624 Random Forest Test 130 95.7630744 Random Forest Test 60 64.018832 Random Forest Test 113 102.7559 Random Forest Test 58 70.7932512 Random Forest Test 59 72.74752856 Random Forest Test 67 69.47995554 Random Forest Test 102.6 77.55422733 Random Forest Test 65 76.14240131 Random Forest Test 64 66.4890673 Random Forest Test 46 66.99211248 Random Forest Test 92 79.43611771 Random Forest Test 78 85.43129202 Random Forest Test 66 71.99143733 Random Forest Test 89 82.5604776 Random Forest Test 85 84.936552 Random Forest Test 59 65.93252617 Random Forest Test 92 97.31030924 Random Forest Test 64.2 72.39083599 Random Forest Test 61 61.75349263 Random Forest Test 61 59.54247746 Random Forest Test 55 60.33862909 Random Forest Test 80 70.60687871 Random Forest Test 92 97.31030924 Random Forest Test 67 70.6483795 Random Forest Test 102.6 77.55422733 Random Forest Test 67 84.75149826 Random Forest Test 55 60.33862909 Random Forest Test 69 65.98106289 Random Forest Test 78 72.40905127 Random Forest Test 63 73.92108977 Random Forest Test 92 97.31030924 Random Forest Test 65.8 63.906872 Random Forest Test 130 95.7630744 Random Forest Test 89 91.6851992 Random Forest Test 89 91.6851992 Random Forest Test 60 64.018832 Random Forest Test 89 82.5604776 Random Forest Test 64.2 72.39083599 Random Forest Test 69.3 63.63407951 Random Forest Test 103 89.68475271 Random Forest Test 86.4 61.74108493 Random Forest Test 69.91 66.32004726 Random Forest Test 130 118.5301104 Random Forest Test 60 64.018832 Random Forest Test 80 70.60687871 Random Forest Test 114 104.9652 Random Forest Test 157 118.6040256 Random Forest Test 130 118.5301104 Random Forest Test 57 73.10178531 Random Forest Test 97.6 85.6387636 Random Forest Test 63 73.92108977 Random Forest Test 120 103.2071 Random Forest Test 14 60.80438858 Random Forest Test 72 77.45077879 Random Forest Test 86.4 61.74108493 Random Forest Test 80 70.60687871 Random Forest Test 113 102.7559 Random Forest Test 50 57.11989763 Random Forest Test 59 72.74752856 Random Forest Test 67 78.71935333 Random Forest Test 110 95.277112 Random Forest Test 67 69.47995554 Random Forest Test 97.6 85.6387636 Random Forest Test 58 89.30501792 Random Forest Test 67 84.75149826 Random Forest Test 86 85.39768533 Random Forest Test 86 85.39768533 Random Forest Test 79 90.028332 Random Forest Test 86 85.39768533 Random Forest Test 65.4 66.45427739 Random Forest Test 80 70.60687871 Random Forest Test 105.32 95.244632 Random Forest Test 57 73.10178531 Random Forest Test 103 89.68475271 Random Forest Test 85 84.936552 Random Forest Test 65.4 66.45427739 Random Forest Test 66 73.15790177 Random Forest Test 63 73.92108977 Random Forest Test 48 64.37814284 Random Forest Test 72 83.5040496 Random Forest Test 65 67.463266 Random Forest Test 86.4 52.35169009 Random Forest Test 113 102.7559 Random Forest Test 97.6 85.6387636 Random Forest Test 149 117.68838 Random Forest Test 50 56.41614182 K-Nearest Neighbors Train 65 65 K-Nearest Neighbors Train 57 57 K-Nearest Neighbors Train 60 60 K-Nearest Neighbors Train 90 90 K-Nearest Neighbors Train 55 55 K-Nearest Neighbors Train 75 75 K-Nearest Neighbors Train 56.9 56.9 K-Nearest Neighbors Train 53.1 53.1 K-Nearest Neighbors Train 58 58 K-Nearest Neighbors Train 47 47 K-Nearest Neighbors Train 89 89 K-Nearest Neighbors Train 104 104 K-Nearest Neighbors Train 86 86 K-Nearest Neighbors Train 85 85 K-Nearest Neighbors Train 100 100 K-Nearest Neighbors Train 87.09 87.09 K-Nearest Neighbors Train 98 98 K-Nearest Neighbors Train 98.2 98.2 K-Nearest Neighbors Train 92.18 92.18 K-Nearest Neighbors Train 130 130 K-Nearest Neighbors Train 53.0372 53.0372 K-Nearest Neighbors Train 102 102 K-Nearest Neighbors Train 89 89 K-Nearest Neighbors Train 91 91 K-Nearest Neighbors Train 35.4 35.4 K-Nearest Neighbors Train 109 109 K-Nearest Neighbors Train 79 79 K-Nearest Neighbors Train 75.2 75.2 K-Nearest Neighbors Train 60 60 K-Nearest Neighbors Train 94 94 K-Nearest Neighbors Train 78 78 K-Nearest Neighbors Train 66 66 K-Nearest Neighbors Train 92 92 K-Nearest Neighbors Train 99 99 K-Nearest Neighbors Train 79 79 K-Nearest Neighbors Train 65 65 K-Nearest Neighbors Train 99 99 K-Nearest Neighbors Train 74 74 K-Nearest Neighbors Train 55.7 55.7 K-Nearest Neighbors Train 77 77 K-Nearest Neighbors Train 55 55 K-Nearest Neighbors Train 73.5 73.5 K-Nearest Neighbors Train 115 115 K-Nearest Neighbors Train 57.1 57.1 K-Nearest Neighbors Train 60 60 K-Nearest Neighbors Train 58 58 K-Nearest Neighbors Train 104.6 104.6 K-Nearest Neighbors Train 61 61 K-Nearest Neighbors Train 78.936 78.936 K-Nearest Neighbors Train 116 116 K-Nearest Neighbors Train 55 55 K-Nearest Neighbors Train 60 60 K-Nearest Neighbors Train 74 74 K-Nearest Neighbors Train 111 111 K-Nearest Neighbors Train 110 110 K-Nearest Neighbors Train 92 92 K-Nearest Neighbors Train 78 78 K-Nearest Neighbors Train 75 75 K-Nearest Neighbors Train 65 65 K-Nearest Neighbors Train 149 149 K-Nearest Neighbors Train 115 115 K-Nearest Neighbors Train 56 56 K-Nearest Neighbors Train 87 87 K-Nearest Neighbors Train 76 76 K-Nearest Neighbors Train 67 67 K-Nearest Neighbors Train 65.4 65.4 K-Nearest Neighbors Train 36 36 K-Nearest Neighbors Train 100 100 K-Nearest Neighbors Train 73 73 K-Nearest Neighbors Train 90 90 K-Nearest Neighbors Train 100 100 K-Nearest Neighbors Train 92.8 92.8 K-Nearest Neighbors Train 69 69 K-Nearest Neighbors Train 80.12 80.12 K-Nearest Neighbors Train 97 97 K-Nearest Neighbors Train 55 55 K-Nearest Neighbors Train 63 63 K-Nearest Neighbors Train 62 62 K-Nearest Neighbors Train 76.82 76.82 K-Nearest Neighbors Train 142 142 K-Nearest Neighbors Train 90 90 K-Nearest Neighbors Train 115 115 K-Nearest Neighbors Train 48.7 48.7 K-Nearest Neighbors Train 100 100 K-Nearest Neighbors Train 86.8 86.8 K-Nearest Neighbors Train 69 69 K-Nearest Neighbors Train 55 55 K-Nearest Neighbors Train 97 97 K-Nearest Neighbors Train 65 65 K-Nearest Neighbors Train 68 68 K-Nearest Neighbors Train 78 78 K-Nearest Neighbors Train 83 83 K-Nearest Neighbors Train 95 95 K-Nearest Neighbors Train 43 43 K-Nearest Neighbors Train 98 98 K-Nearest Neighbors Train 72 72 K-Nearest Neighbors Train 66 66 K-Nearest Neighbors Train 69 69 K-Nearest Neighbors Train 75 75 K-Nearest Neighbors Train 78.4 78.4 K-Nearest Neighbors Train 55 55 K-Nearest Neighbors Train 95 95 K-Nearest Neighbors Train 47 47 K-Nearest Neighbors Train 38 38 K-Nearest Neighbors Train 60 60 K-Nearest Neighbors Train 77 77 K-Nearest Neighbors Train 94 94 K-Nearest Neighbors Train 42 42 K-Nearest Neighbors Train 58 58 K-Nearest Neighbors Train 61.6 61.6 K-Nearest Neighbors Train 107 107 K-Nearest Neighbors Train 72 72 K-Nearest Neighbors Train 100 100 K-Nearest Neighbors Train 72 72 K-Nearest Neighbors Train 64 64 K-Nearest Neighbors Train 153 153 K-Nearest Neighbors Train 97 97 K-Nearest Neighbors Train 80 80 K-Nearest Neighbors Train 62 62 K-Nearest Neighbors Train 55 55 K-Nearest Neighbors Train 52.6 52.6 K-Nearest Neighbors Train 59 59 K-Nearest Neighbors Train 76 76 K-Nearest Neighbors Train 33 33 K-Nearest Neighbors Train 85 85 K-Nearest Neighbors Train 65 65 K-Nearest Neighbors Train 78 78 K-Nearest Neighbors Train 74.754 74.754 K-Nearest Neighbors Train 81 81 K-Nearest Neighbors Train 91 91 K-Nearest Neighbors Train 52 52 K-Nearest Neighbors Train 64.2 64.2 K-Nearest Neighbors Train 56 56 K-Nearest Neighbors Train 78.1428 78.1428 K-Nearest Neighbors Train 54.2 54.2 K-Nearest Neighbors Train 72 72 K-Nearest Neighbors Train 108 108 K-Nearest Neighbors Train 23.086 23.086 K-Nearest Neighbors Train 65 65 K-Nearest Neighbors Train 66.6 66.6 K-Nearest Neighbors Train 142 142 K-Nearest Neighbors Train 96 96 K-Nearest Neighbors Train 110 110 K-Nearest Neighbors Train 56 56 K-Nearest Neighbors Train 104 104 K-Nearest Neighbors Train 106.72 106.72 K-Nearest Neighbors Train 75 75 K-Nearest Neighbors Train 77 77 K-Nearest Neighbors Train 64 64 K-Nearest Neighbors Train 79 79 K-Nearest Neighbors Train 71 71 K-Nearest Neighbors Train 79 79 K-Nearest Neighbors Train 55 55 K-Nearest Neighbors Train 64 64 K-Nearest Neighbors Train 79 79 K-Nearest Neighbors Train 61 61 K-Nearest Neighbors Train 66 66 K-Nearest Neighbors Train 32.623 32.623 K-Nearest Neighbors Train 83 83 K-Nearest Neighbors Train 72.8 72.8 K-Nearest Neighbors Train 79 79 K-Nearest Neighbors Train 83 83 K-Nearest Neighbors Train 69 69 K-Nearest Neighbors Train 96 96 K-Nearest Neighbors Train 81 81 K-Nearest Neighbors Train 106 106 K-Nearest Neighbors Train 59 59 K-Nearest Neighbors Train 47.8 47.8 K-Nearest Neighbors Train 48 48 K-Nearest Neighbors Train 102 102 K-Nearest Neighbors Train 55 55 K-Nearest Neighbors Train 74.9 74.9 K-Nearest Neighbors Train 93.714 93.714 K-Nearest Neighbors Train 60 60 K-Nearest Neighbors Train 97.6 97.6 K-Nearest Neighbors Train 75 75 K-Nearest Neighbors Train 67 67 K-Nearest Neighbors Train 77 77 K-Nearest Neighbors Train 85 85 K-Nearest Neighbors Train 81 81 K-Nearest Neighbors Train 55 55 K-Nearest Neighbors Train 42.1 42.1 K-Nearest Neighbors Train 62 62 K-Nearest Neighbors Train 75 75 K-Nearest Neighbors Train 45 45 K-Nearest Neighbors Train 110 110 K-Nearest Neighbors Train 84 84 K-Nearest Neighbors Train 72 72 K-Nearest Neighbors Train 64 64 K-Nearest Neighbors Train 74 74 K-Nearest Neighbors Train 71.62 71.62 K-Nearest Neighbors Train 93 93 K-Nearest Neighbors Train 110 110 K-Nearest Neighbors Train 89 89 K-Nearest Neighbors Train 53 53 K-Nearest Neighbors Train 70 70 K-Nearest Neighbors Train 77 77 K-Nearest Neighbors Train 77.01 77.01 K-Nearest Neighbors Train 69 69 K-Nearest Neighbors Train 43 43 K-Nearest Neighbors Train 52 52 K-Nearest Neighbors Train 48 48 K-Nearest Neighbors Train 85 85 K-Nearest Neighbors Train 72 72 K-Nearest Neighbors Train 120 120 K-Nearest Neighbors Train 106 106 K-Nearest Neighbors Train 50 50 K-Nearest Neighbors Train 69 69 K-Nearest Neighbors Train 157 157 K-Nearest Neighbors Train 88 88 K-Nearest Neighbors Train 121 121 K-Nearest Neighbors Train 84 84 K-Nearest Neighbors Train 81 81 K-Nearest Neighbors Train 82 82 K-Nearest Neighbors Train 59 59 K-Nearest Neighbors Train 62 62 K-Nearest Neighbors Train 77.6 77.6 K-Nearest Neighbors Train 99.4 99.4 K-Nearest Neighbors Train 89 89 K-Nearest Neighbors Train 56 56 K-Nearest Neighbors Train 57 57 K-Nearest Neighbors Train 99 99 K-Nearest Neighbors Train 63 63 K-Nearest Neighbors Train 77 77 K-Nearest Neighbors Train 89.2 89.2 K-Nearest Neighbors Train 28.371 28.371 K-Nearest Neighbors Train 79.5 79.5 K-Nearest Neighbors Train 105 105 K-Nearest Neighbors Train 52.2 52.2 K-Nearest Neighbors Train 66.5 66.5 K-Nearest Neighbors Train 55 55 K-Nearest Neighbors Train 71.2 71.2 K-Nearest Neighbors Train 49 49 K-Nearest Neighbors Train 124 124 K-Nearest Neighbors Train 54 54 K-Nearest Neighbors Train 65 65 K-Nearest Neighbors Train 72 72 K-Nearest Neighbors Train 68 68 K-Nearest Neighbors Train 54 54 K-Nearest Neighbors Train 90 90 K-Nearest Neighbors Train 79 79 K-Nearest Neighbors Train 53.7 53.7 K-Nearest Neighbors Train 68 68 K-Nearest Neighbors Train 64.5 64.5 K-Nearest Neighbors Train 115 115 K-Nearest Neighbors Train 87.76 87.76 K-Nearest Neighbors Train 94 94 K-Nearest Neighbors Train 74.9 74.9 K-Nearest Neighbors Train 105 105 K-Nearest Neighbors Train 124 124 K-Nearest Neighbors Train 94 94 K-Nearest Neighbors Train 68.2 68.2 K-Nearest Neighbors Train 68.8 68.8 K-Nearest Neighbors Train 63 63 K-Nearest Neighbors Train 71 71 K-Nearest Neighbors Train 74 74 K-Nearest Neighbors Train 110 110 K-Nearest Neighbors Train 110 110 K-Nearest Neighbors Train 46 46 K-Nearest Neighbors Train 54.5 54.5 K-Nearest Neighbors Train 56 56 K-Nearest Neighbors Train 85 85 K-Nearest Neighbors Train 64.5 64.5 K-Nearest Neighbors Train 48 48 K-Nearest Neighbors Train 70 70 K-Nearest Neighbors Train 83 83 K-Nearest Neighbors Train 61.4 61.4 K-Nearest Neighbors Train 65.8 65.8 K-Nearest Neighbors Train 83 83 K-Nearest Neighbors Train 59.2 59.2 K-Nearest Neighbors Train 75 75 K-Nearest Neighbors Train 115 115 K-Nearest Neighbors Train 72 72 K-Nearest Neighbors Train 81 81 K-Nearest Neighbors Train 55 55 K-Nearest Neighbors Train 81 81 K-Nearest Neighbors Train 70 70 K-Nearest Neighbors Train 86.8 86.8 K-Nearest Neighbors Train 52 52 K-Nearest Neighbors Train 71 71 K-Nearest Neighbors Train 77.2 77.2 K-Nearest Neighbors Train 67 67 K-Nearest Neighbors Train 66 66 K-Nearest Neighbors Train 72 72 K-Nearest Neighbors Train 71.2 71.2 K-Nearest Neighbors Train 65 65 K-Nearest Neighbors Train 69 69 K-Nearest Neighbors Train 63.6 63.6 K-Nearest Neighbors Train 85 85 K-Nearest Neighbors Train 90 90 K-Nearest Neighbors Train 101 101 K-Nearest Neighbors Train 72 72 K-Nearest Neighbors Train 100 100 K-Nearest Neighbors Train 53.1 53.1 K-Nearest Neighbors Train 55 55 K-Nearest Neighbors Train 50 50 K-Nearest Neighbors Train 73 73 K-Nearest Neighbors Train 68 68 K-Nearest Neighbors Train 66.6 66.6 K-Nearest Neighbors Train 88 88 K-Nearest Neighbors Train 75.2 75.2 K-Nearest Neighbors Train 51.97 51.97 K-Nearest Neighbors Train 89 89 K-Nearest Neighbors Train 79 79 K-Nearest Neighbors Train 52 52 K-Nearest Neighbors Train 130 130 K-Nearest Neighbors Train 60 60 K-Nearest Neighbors Train 63 63 K-Nearest Neighbors Train 73 73 K-Nearest Neighbors Train 79 79 K-Nearest Neighbors Train 77 77 K-Nearest Neighbors Train 106.72 106.72 K-Nearest Neighbors Train 90 90 K-Nearest Neighbors Train 55 55 K-Nearest Neighbors Train 75 75 K-Nearest Neighbors Train 55 55 K-Nearest Neighbors Train 65 65 K-Nearest Neighbors Train 89 89 K-Nearest Neighbors Train 72 72 K-Nearest Neighbors Train 82 82 K-Nearest Neighbors Train 100 100 K-Nearest Neighbors Train 95.8 95.8 K-Nearest Neighbors Train 65 65 K-Nearest Neighbors Train 54 54 K-Nearest Neighbors Train 68.2 68.2 K-Nearest Neighbors Train 90 90 K-Nearest Neighbors Train 79 79 K-Nearest Neighbors Train 60 60 K-Nearest Neighbors Train 75 75 K-Nearest Neighbors Train 86.53 86.53 K-Nearest Neighbors Train 50 50 K-Nearest Neighbors Train 36 36 K-Nearest Neighbors Train 66 66 K-Nearest Neighbors Train 72 72 K-Nearest Neighbors Train 74 74 K-Nearest Neighbors Train 55 55 K-Nearest Neighbors Train 75 75 K-Nearest Neighbors Train 66 66 K-Nearest Neighbors Train 79 79 K-Nearest Neighbors Train 66.9 66.9 K-Nearest Neighbors Train 76.2 76.2 K-Nearest Neighbors Train 55 55 K-Nearest Neighbors Train 29.534 29.534 K-Nearest Neighbors Train 71.1 71.1 K-Nearest Neighbors Train 58 58 K-Nearest Neighbors Train 88 88 K-Nearest Neighbors Train 51.6 51.6 K-Nearest Neighbors Train 75 75 K-Nearest Neighbors Train 72.19 72.19 K-Nearest Neighbors Train 52 52 K-Nearest Neighbors Train 106 106 K-Nearest Neighbors Train 145 145 K-Nearest Neighbors Train 78 78 K-Nearest Neighbors Train 111.8 111.8 K-Nearest Neighbors Train 129 129 K-Nearest Neighbors Train 103 103 K-Nearest Neighbors Train 53.2 53.2 K-Nearest Neighbors Train 88 88 K-Nearest Neighbors Train 43 43 K-Nearest Neighbors Train 110 110 K-Nearest Neighbors Train 90 90 K-Nearest Neighbors Train 80 80 K-Nearest Neighbors Train 81 81 K-Nearest Neighbors Train 72 72 K-Nearest Neighbors Train 110 110 K-Nearest Neighbors Train 110 110 K-Nearest Neighbors Train 80 80 K-Nearest Neighbors Train 73.5 73.5 K-Nearest Neighbors Train 73.9908 73.9908 K-Nearest Neighbors Train 70 70 K-Nearest Neighbors Train 97 97 K-Nearest Neighbors Train 57 57 K-Nearest Neighbors Train 57.2 57.2 K-Nearest Neighbors Train 121 121 K-Nearest Neighbors Train 55 55 K-Nearest Neighbors Train 59 59 K-Nearest Neighbors Train 86 86 K-Nearest Neighbors Train 41.5 41.5 K-Nearest Neighbors Train 109 109 K-Nearest Neighbors Train 66 66 K-Nearest Neighbors Train 62 62 K-Nearest Neighbors Train 113.43 113.43 K-Nearest Neighbors Train 62 62 K-Nearest Neighbors Train 71.88 71.88 K-Nearest Neighbors Train 121.32 121.32 K-Nearest Neighbors Train 110 110 K-Nearest Neighbors Train 79.8 79.8 K-Nearest Neighbors Train 110 110 K-Nearest Neighbors Train 103 103 K-Nearest Neighbors Train 79 79 K-Nearest Neighbors Train 83.752 83.752 K-Nearest Neighbors Train 54.5 54.5 K-Nearest Neighbors Train 65 65 K-Nearest Neighbors Train 80.58 80.58 K-Nearest Neighbors Train 53 53 K-Nearest Neighbors Train 79 79 K-Nearest Neighbors Train 59 59 K-Nearest Neighbors Train 49 49 K-Nearest Neighbors Train 71 71 K-Nearest Neighbors Train 66.4912 66.4912 K-Nearest Neighbors Train 65 65 K-Nearest Neighbors Train 96 96 K-Nearest Neighbors Train 110 110 K-Nearest Neighbors Train 85 85 K-Nearest Neighbors Train 68.5 68.5 K-Nearest Neighbors Train 62 62 K-Nearest Neighbors Train 72 72 K-Nearest Neighbors Train 68 68 K-Nearest Neighbors Train 78 78 K-Nearest Neighbors Train 79 79 K-Nearest Neighbors Train 71.3 71.3 K-Nearest Neighbors Train 97 97 K-Nearest Neighbors Train 78 78 K-Nearest Neighbors Train 71 71 K-Nearest Neighbors Train 105 105 K-Nearest Neighbors Train 73 73 K-Nearest Neighbors Train 89 89 K-Nearest Neighbors Train 79 79 K-Nearest Neighbors Train 73 73 K-Nearest Neighbors Train 83 83 K-Nearest Neighbors Train 87 87 K-Nearest Neighbors Train 48 48 K-Nearest Neighbors Train 79 79 K-Nearest Neighbors Train 60 60 K-Nearest Neighbors Train 79 79 K-Nearest Neighbors Train 59 59 K-Nearest Neighbors Train 145 145 K-Nearest Neighbors Train 87 87 K-Nearest Neighbors Train 80 80 K-Nearest Neighbors Train 81 81 K-Nearest Neighbors Train 65 65 K-Nearest Neighbors Train 47 47 K-Nearest Neighbors Train 72.19 72.19 K-Nearest Neighbors Train 75 75 K-Nearest Neighbors Train 94 94 K-Nearest Neighbors Train 92.8 92.8 K-Nearest Neighbors Train 64 64 K-Nearest Neighbors Train 53.0372 53.0372 K-Nearest Neighbors Train 47 47 K-Nearest Neighbors Train 59 59 K-Nearest Neighbors Train 59 59 K-Nearest Neighbors Train 50 50 K-Nearest Neighbors Train 97 97 K-Nearest Neighbors Train 57.2 57.2 K-Nearest Neighbors Train 78.4 78.4 K-Nearest Neighbors Train 110 110 K-Nearest Neighbors Train 79 79 K-Nearest Neighbors Train 52 52 K-Nearest Neighbors Train 79 79 K-Nearest Neighbors Train 73 73 K-Nearest Neighbors Train 110 110 K-Nearest Neighbors Train 71.1 71.1 K-Nearest Neighbors Train 71 71 K-Nearest Neighbors Train 53.1 53.1 K-Nearest Neighbors Train 110 110 K-Nearest Neighbors Train 93 93 K-Nearest Neighbors Train 70 70 K-Nearest Neighbors Train 79 79 K-Nearest Neighbors Train 55 55 K-Nearest Neighbors Train 102 102 K-Nearest Neighbors Train 68.8 68.8 K-Nearest Neighbors Train 65 65 K-Nearest Neighbors Train 58 58 K-Nearest Neighbors Train 78.936 78.936 K-Nearest Neighbors Train 65 65 K-Nearest Neighbors Train 102 102 K-Nearest Neighbors Train 72 72 K-Nearest Neighbors Train 75 75 K-Nearest Neighbors Train 74 74 K-Nearest Neighbors Train 97.6 97.6 K-Nearest Neighbors Train 55 55 K-Nearest Neighbors Train 72 72 K-Nearest Neighbors Train 110 110 K-Nearest Neighbors Train 64.5 64.5 K-Nearest Neighbors Train 82 82 K-Nearest Neighbors Train 52 52 K-Nearest Neighbors Train 60 60 K-Nearest Neighbors Train 54.2 54.2 K-Nearest Neighbors Train 53.0372 53.0372 K-Nearest Neighbors Train 75 75 K-Nearest Neighbors Train 59 59 K-Nearest Neighbors Train 81 81 K-Nearest Neighbors Train 110 110 K-Nearest Neighbors Train 65 65 K-Nearest Neighbors Train 55 55 K-Nearest Neighbors Train 85 85 K-Nearest Neighbors Train 53.7 53.7 K-Nearest Neighbors Train 70 70 K-Nearest Neighbors Train 88 88 K-Nearest Neighbors Train 74 74 K-Nearest Neighbors Train 110 110 K-Nearest Neighbors Train 66.9 66.9 K-Nearest Neighbors Train 83 83 K-Nearest Neighbors Train 80 80 K-Nearest Neighbors Train 87 87 K-Nearest Neighbors Train 48 48 K-Nearest Neighbors Train 65 65 K-Nearest Neighbors Train 79 79 K-Nearest Neighbors Train 106 106 K-Nearest Neighbors Train 90 90 K-Nearest Neighbors Train 83 83 K-Nearest Neighbors Train 116 116 K-Nearest Neighbors Train 110 110 K-Nearest Neighbors Train 110 110 K-Nearest Neighbors Train 57 57 K-Nearest Neighbors Train 79 79 K-Nearest Neighbors Train 111 111 K-Nearest Neighbors Train 77 77 K-Nearest Neighbors Train 54.5 54.5 K-Nearest Neighbors Train 79 79 K-Nearest Neighbors Train 71.62 71.62 K-Nearest Neighbors Train 96 96 K-Nearest Neighbors Train 99.4 99.4 K-Nearest Neighbors Train 57.1 57.1 K-Nearest Neighbors Train 83 83 K-Nearest Neighbors Train 48 48 K-Nearest Neighbors Train 59.2 59.2 K-Nearest Neighbors Test 61 58.31666123 K-Nearest Neighbors Test 130 124.0996847 K-Nearest Neighbors Test 103 89.76800689 K-Nearest Neighbors Test 86.4 53.54339406 K-Nearest Neighbors Test 73 78.16474914 K-Nearest Neighbors Test 81 93.44026627 K-Nearest Neighbors Test 66 76.85767997 K-Nearest Neighbors Test 56 77.24145258 K-Nearest Neighbors Test 50 54.07271211 K-Nearest Neighbors Test 84 81.54843536 K-Nearest Neighbors Test 94 96.01932837 K-Nearest Neighbors Test 69.1 72.09936859 K-Nearest Neighbors Test 54.2 64.43878978 K-Nearest Neighbors Test 149 129.010657 K-Nearest Neighbors Test 67 90.30466195 K-Nearest Neighbors Test 100 90.2805832 K-Nearest Neighbors Test 112 109.0077172 K-Nearest Neighbors Test 65 67.01680154 K-Nearest Neighbors Test 80 75.61234379 K-Nearest Neighbors Test 103 109.7208011 K-Nearest Neighbors Test 63 75.93278935 K-Nearest Neighbors Test 86.4 59.19072069 K-Nearest Neighbors Test 110 100.6783169 K-Nearest Neighbors Test 69.3 61.85740632 K-Nearest Neighbors Test 55.3 54.26136819 K-Nearest Neighbors Test 77 67.1806901 K-Nearest Neighbors Test 71.1 78.01555201 K-Nearest Neighbors Test 112 91.81661429 K-Nearest Neighbors Test 79 85.09821381 K-Nearest Neighbors Test 114 99.66571527 K-Nearest Neighbors Test 74.8 92.41075272 K-Nearest Neighbors Test 75.6 96.0535731 K-Nearest Neighbors Test 120 100.8755944 K-Nearest Neighbors Test 67 81.4736004 K-Nearest Neighbors Test 57 57.4552685 K-Nearest Neighbors Test 77 75.05105902 K-Nearest Neighbors Test 77 65.56354976 K-Nearest Neighbors Test 157 121.9121132 K-Nearest Neighbors Test 72 85.15729963 K-Nearest Neighbors Test 82 81.68135646 K-Nearest Neighbors Test 108.6 63.49692711 K-Nearest Neighbors Test 110 89.01841395 K-Nearest Neighbors Test 82.18 69.52880641 K-Nearest Neighbors Test 73 55.54014489 K-Nearest Neighbors Test 42.93 65.49812663 K-Nearest Neighbors Test 72 72.07274597 K-Nearest Neighbors Test 79 87.22826003 K-Nearest Neighbors Test 64 64.39653658 K-Nearest Neighbors Test 50 60.31180872 K-Nearest Neighbors Test 56 56.99806629 K-Nearest Neighbors Test 65.4 64.20514584 K-Nearest Neighbors Test 67 74.13974355 K-Nearest Neighbors Test 69.91 73.83025171 K-Nearest Neighbors Test 97 82.2638563 K-Nearest Neighbors Test 105.32 92.25971099 K-Nearest Neighbors Test 80 71.00809693 K-Nearest Neighbors Test 69 65.55177002 K-Nearest Neighbors Test 72 78.22964751 K-Nearest Neighbors Test 67 83.46104346 K-Nearest Neighbors Test 97.6 66.10296709 K-Nearest Neighbors Test 78 71.22451672 K-Nearest Neighbors Test 86 84.88971508 K-Nearest Neighbors Test 99 106.7308378 K-Nearest Neighbors Test 57 74.08619778 K-Nearest Neighbors Test 140 123.2514374 K-Nearest Neighbors Test 70.6 79.10336595 K-Nearest Neighbors Test 92 94.67719089 K-Nearest Neighbors Test 52 66.52978963 K-Nearest Neighbors Test 54 50.16878216 K-Nearest Neighbors Test 140 133.4019846 K-Nearest Neighbors Test 77 86.26170618 K-Nearest Neighbors Test 69 68.73108294 K-Nearest Neighbors Test 48 60.86771587 K-Nearest Neighbors Test 89 77.49885365 K-Nearest Neighbors Test 89 94.98563141 K-Nearest Neighbors Test 14 58.46447179 K-Nearest Neighbors Test 81 85.34399021 K-Nearest Neighbors Test 52.5 55.62112287 K-Nearest Neighbors Test 89.6 94.76872516 K-Nearest Neighbors Test 58 101.7944196 K-Nearest Neighbors Test 90 90.04391276 K-Nearest Neighbors Test 79.5 89.37183544 K-Nearest Neighbors Test 65.8 87.75114922 K-Nearest Neighbors Test 81 76.94947278 K-Nearest Neighbors Test 23 68.36248242 K-Nearest Neighbors Test 90 87.69069388 K-Nearest Neighbors Test 130 88.57603343 K-Nearest Neighbors Test 60 68.79496503 K-Nearest Neighbors Test 113 91.31058501 K-Nearest Neighbors Test 58 69.68355468 K-Nearest Neighbors Test 59 67.8195953 K-Nearest Neighbors Test 67 66.53001399 K-Nearest Neighbors Test 102.6 73.10022281 K-Nearest Neighbors Test 65 83.9195149 K-Nearest Neighbors Test 64 66.47088888 K-Nearest Neighbors Test 46 74.97590279 K-Nearest Neighbors Test 92 83.85466444 K-Nearest Neighbors Test 78 67.50400816 K-Nearest Neighbors Test 66 69.01840044 K-Nearest Neighbors Test 89 76.43411562 K-Nearest Neighbors Test 85 81.99567275 K-Nearest Neighbors Test 59 62.50467115 K-Nearest Neighbors Test 92 96.69825853 K-Nearest Neighbors Test 64.2 63.6283953 K-Nearest Neighbors Test 61 58.79444348 K-Nearest Neighbors Test 61 63.41331718 K-Nearest Neighbors Test 55 64.78255483 K-Nearest Neighbors Test 80 70.51055963 K-Nearest Neighbors Test 92 96.69825853 K-Nearest Neighbors Test 67 74.13974355 K-Nearest Neighbors Test 102.6 73.10022281 K-Nearest Neighbors Test 67 90.30466195 K-Nearest Neighbors Test 55 64.78255483 K-Nearest Neighbors Test 69 68.73108294 K-Nearest Neighbors Test 78 71.22451672 K-Nearest Neighbors Test 63 75.93278935 K-Nearest Neighbors Test 92 96.69825853 K-Nearest Neighbors Test 65.8 87.75114922 K-Nearest Neighbors Test 130 88.57603343 K-Nearest Neighbors Test 89 94.98563141 K-Nearest Neighbors Test 89 94.98563141 K-Nearest Neighbors Test 60 68.79496503 K-Nearest Neighbors Test 89 76.43411562 K-Nearest Neighbors Test 64.2 63.6283953 K-Nearest Neighbors Test 69.3 61.85740632 K-Nearest Neighbors Test 103 89.76800689 K-Nearest Neighbors Test 86.4 59.19072069 K-Nearest Neighbors Test 69.91 73.83025171 K-Nearest Neighbors Test 130 124.0996847 K-Nearest Neighbors Test 60 68.79496503 K-Nearest Neighbors Test 80 70.51055963 K-Nearest Neighbors Test 114 99.66571527 K-Nearest Neighbors Test 157 121.9121132 K-Nearest Neighbors Test 130 124.0996847 K-Nearest Neighbors Test 57 74.08619778 K-Nearest Neighbors Test 97.6 66.10296709 K-Nearest Neighbors Test 63 75.93278935 K-Nearest Neighbors Test 120 100.8755944 K-Nearest Neighbors Test 14 58.46447179 K-Nearest Neighbors Test 72 78.22964751 K-Nearest Neighbors Test 86.4 59.19072069 K-Nearest Neighbors Test 80 70.51055963 K-Nearest Neighbors Test 113 91.31058501 K-Nearest Neighbors Test 50 60.31180872 K-Nearest Neighbors Test 59 67.8195953 K-Nearest Neighbors Test 67 83.46104346 K-Nearest Neighbors Test 110 89.01841395 K-Nearest Neighbors Test 67 66.53001399 K-Nearest Neighbors Test 97.6 66.10296709 K-Nearest Neighbors Test 58 101.7944196 K-Nearest Neighbors Test 67 90.30466195 K-Nearest Neighbors Test 86 84.88971508 K-Nearest Neighbors Test 86 84.88971508 K-Nearest Neighbors Test 79 87.22826003 K-Nearest Neighbors Test 86 84.88971508 K-Nearest Neighbors Test 65.4 64.20514584 K-Nearest Neighbors Test 80 70.51055963 K-Nearest Neighbors Test 105.32 92.25971099 K-Nearest Neighbors Test 57 74.08619778 K-Nearest Neighbors Test 103 89.76800689 K-Nearest Neighbors Test 85 81.99567275 K-Nearest Neighbors Test 65.4 64.20514584 K-Nearest Neighbors Test 66 76.85767997 K-Nearest Neighbors Test 63 75.93278935 K-Nearest Neighbors Test 48 60.86771587 K-Nearest Neighbors Test 72 85.15729963 K-Nearest Neighbors Test 65 67.01680154 K-Nearest Neighbors Test 86.4 53.54339406 K-Nearest Neighbors Test 113 91.31058501 K-Nearest Neighbors Test 97.6 66.10296709 K-Nearest Neighbors Test 149 129.010657 K-Nearest Neighbors Test 50 54.07271211__MACOSX/TSTM-2025-0079_data/._Fig2_data.csv