Merge pull request #438 from colevpark/master

KMeans Homework

Author: WmHHooper

submissions/Parkinson/kMeansBonus.txt

@@ -0,0 +1,6 @@
++75 "C" level submission
+I chose the wine data set from UC Irvine's Machine Learning Repository. The data set is the result of a chemical
+analysis of wines grown in the same region. The numbers represent 13 different properties of the wine like abv, hue,
+proline etc..
+
+URL: http://archive.ics.uci.edu/ml/machine-learning-databases/wine/wine.data

submissions/Parkinson/myKMeans.py

@@ -0,0 +1,188 @@
+wineData = [
+    [	1, 14.23, 1.71, 2.43, 15.6, 127., 2.8, 3.06, .28, 2.29, 5.64, 1.04, 3.92, 1065.],
+    [	1, 13.2, 1.78, 2.14, 11.2, 100., 2.65, 2.76, .26, 1.28, 4.38, 1.05, 3.4, 1050.],
+    [	1, 13.16, 2.36, 2.67, 18.6, 101., 2.8, 3.24, .3, 2.81, 5.68, 1.03, 3.17, 1185.	],
+    [	1, 14.37, 1.95, 2.5, 16.8, 113., 3.85, 3.49, .24, 2.18, 7.8, .86, 3.45, 1480.	],
+    [	1, 13.24, 2.59, 2.87, 21., 118., 2.8, 2.69, .39, 1.82, 4.32, 1.04, 2.93, 735.],
+    [	1, 14.2, 1.76, 2.45, 15.2, 112., 3.27, 3.39, .34, 1.97, 6.75, 1.05, 2.85, 1450.	],
+    [	1, 14.39, 1.87, 2.45, 14.6, 96., 2.5, 2.52, .3, 1.98, 5.25, 1.02, 3.58, 1290.	],
+    [	1, 14.06, 2.15, 2.61, 17.6, 121., 2.6, 2.51, .31, 1.25, 5.05, 1.06, 3.58, 1295.	],
+    [	1, 14.83, 1.64, 2.17, 14., 97., 2.8, 2.98, .29, 1.98, 5.2, 1.08, 2.85, 1045.	],
+    [	1, 13.86, 1.35, 2.27, 16., 98., 2.98, 3.15, .22, 1.85, 7.22, 1.01, 3.55, 1045.	],
+    [	1, 14.1, 2.16, 2.3, 18., 105., 2.95, 3.32, .22, 2.38, 5.75, 1.25, 3.17, 1510.	],
+    [	1, 14.12, 1.48, 2.32, 16.8, 95., 2.2, 2.43, .26, 1.57, 5., 1.17, 2.82, 1280.	],
+    [	1, 13.75, 1.73, 2.41, 16., 89., 2.6, 2.76, .29, 1.81, 5.6, 1.15, 2.9, 1320.	],
+    [	1, 14.75, 1.73, 2.39, 11.4, 91., 3.1, 3.69, .43, 2.81, 5.4, 1.25, 2.73, 1150.	],
+    [	1, 14.38, 1.87, 2.38, 12., 102., 3.3, 3.64, .29, 2.96, 7.5, 1.2, 3., 1547.	],
+    [	1, 13.63, 1.81, 2.7, 17.2, 112., 2.85, 2.91, .3, 1.46, 7.3, 1.28, 2.88, 1310.	],
+    [	1, 14.3, 1.92, 2.72, 20., 120., 2.8, 3.14, .33, 1.97, 6.2, 1.07, 2.65, 1280.	],
+    [	1,13.83,1.57,2.62,20.,115.,2.95,3.4,.4,1.72,6.6,1.13,2.57,1130.	],
+    [	1,14.19,1.59,2.48,16.5,108.,3.3,3.93,.32,1.86,8.7,1.23,2.82,1680.	],
+    [	1,13.64,3.1,2.56,15.2,116.,2.7,3.03,.17,1.66,5.1,.96,3.36,845.	],
+    [	1,14.06,1.63,2.28,16.,126.,3,3.17,.24,2.1,5.65,1.09,3.71,780.	],
+    [	1,12.93,3.8,2.65,18.6,102.,2.41,2.41,.25,1.98,4.5,1.03,3.52,770.	],
+    [	1,13.71,1.86,2.36,16.6,101.,2.61,2.88,.27,1.69,3.8,1.11,4,1035.	],
+    [	1,12.85,1.6,2.52,17.8,95.,2.48,2.37,.26,1.46,3.93,1.09,3.63,1015.	],
+    [	1,13.5,1.81,2.61,20.,96.,2.53,2.61,.28,1.66,3.52,1.12,3.82,845.	],
+    [	1,13.05,2.05,3.22,25.,124.,2.63,2.68,.47,1.92,3.58,1.13,3.2,830.	],
+    [	1,13.39,1.77,2.62,16.1,93.,2.85,2.94,.34,1.45,4.8,.92,3.22,1195.	],
+    [	1,13.3,1.72,2.14,17.,94.,2.4,2.19,.27,1.35,3.95,1.02,2.77,1285.	],
+    [	1,13.87,1.9,2.8,19.4,107.,2.95,2.97,.37,1.76,4.5,1.25,3.4,915.	],
+    [	1,14.02,1.68,2.21,16.,96.,2.65,2.33,.26,1.98,4.7,1.04,3.59,1035.	],
+    [	1,13.73,1.5,2.7,22.5,101.,3.,3.25,.29,2.38,5.7,1.19,2.71,1285.	],
+    [	1,13.58,1.66,2.36,19.1,106.,2.86,3.19,.22,1.95,6.9,1.09,2.88,1515.	],
+    [	1,13.68,1.83,2.36,17.2,104.,2.42,2.69,.42,1.97,3.84,1.23,2.87,990.	],
+    [	1,13.76,1.53,2.7,19.5,132.,2.95,2.74,.5,1.35,5.4,1.25,3,1235.],
+    [	1,13.51,1.8,2.65,19.,110.,2.35,2.53,.29,1.54,4.2,1.1,2.87,1095.	],
+    [	1,13.48,1.81,2.41,20.5,100.,2.7,2.98,.26,1.86,5.1,1.04,3.47,920.	],
+    [	1,13.28,1.64,2.84,15.5,110.,2.6,2.68,.34,1.36,4.6,1.09,2.78,880.	],
+    [	1,13.05,1.65,2.55,18,98.,2.45,2.43,.29,1.44,4.25,1.12,2.51,1105.	],
+    [	1,13.07,1.5,2.1,15.5,98.,2.4,2.64,.28,1.37,3.7,1.18,2.69,1020.	],
+    [	1,14.22,3.99,2.51,13.2,128.,3,3.04,.2,2.08,5.1,.89,3.53,760.	],
+    [	1,13.56,1.71,2.31,16.2,117.,3.15,3.29,.34,2.34,6.13,.95,3.38,795.	],
+    [	1,13.41,3.84,2.12,18.8,90.,2.45,2.68,.27,1.48,4.28,.91,3.,1035.	],
+    [	1,13.88,1.89,2.59,15.,101.,3.25,3.56,.17,1.7,5.43,.88,3.56,1095.	],
+    [	1,13.24,3.98,2.29,17.5,103.,2.64,2.63,.32,1.66,4.36,.82,3.,680.	],
+    [	1,13.05,1.77,2.1,17.,107.,3.,3.,.28,2.03,5.04,.88,3.35,885.	],
+    [	1,14.21,4.04,2.44,18.9,111.,2.85,2.65,.3,1.25,5.24,.87,3.33,1080.	],
+    [	1,14.38,3.59,2.28,16.,102.,3.25,3.17,.27,2.19,4.9,1.04,3.44,1065.	],
+    [	1,13.9,1.68,2.12,16.,101.,3.1,3.39,.21,2.14,6.1,.91,3.33,985.	],
+    [	1,14.1,2.02,2.4,18.8,103.,2.75,2.92,.32,2.38,6.2,1.07,2.75,1060.	],
+    [	1,13.94,1.73,2.27,17.4,108.,2.88,3.54,.32,2.08,8.90,1.12,3.1,1260.	],
+    [	1,13.05,1.73,2.04,12.4,92.,2.72,3.27,.17,2.91,7.2,1.12,2.91,1150.	],
+    [	1,13.83,1.65,2.6,17.2,94.,2.45,2.99,.22,2.29,5.6,1.24,3.37,1265.	],
+    [	1,13.82,1.75,2.42,14.,111.,3.88,3.74,.32,1.87,7.05,1.01,3.26,1190.	],
+    [	1,13.77,1.9,2.68,17.1,115.,3,2.79,.39,1.68,6.3,1.13,2.93,1375.	],
+    [	1,13.74,1.67,2.25,16.4,118.,2.6,2.9,.21,1.62,5.85,.92,3.2,1060.	],
+    [	1,13.56,1.73,2.46,20.5,116.,2.96,2.78,.2,2.45,6.25,.98,3.03,1120.	],
+    [	1,14.22,1.7,2.3,16.3,118.,3.2,3,.26,2.03,6.38,.94,3.31,970.	],
+    [	1,13.29,1.97,2.68,16.8,102.,3,3.23,.31,1.66,6,1.07,2.84,1270.	],
+    [	1,13.72,1.43,2.5,16.7,108.,3.4,3.67,.19,2.04,6.8,.89,2.87,1285.	],
+    [	2,12.37,.94,1.36,10.6,88.,1.98,.57,.28,.42,1.95,1.05,1.82,520.	],
+    [	2,12.33,1.1,2.28,16.,101.,2.05,1.09,.63,.41,3.27,1.25,1.67,680.	],
+    [	2,12.64,1.36,2.02,16.8,100.,2.02,1.41,.53,.62,5.75,.98,1.59,450.	],
+    [	2,13.67,1.25,1.92,18.,94.,2.1,1.79,.32,.73,3.8,1.23,2.46,630.	],
+    [	2,12.37,1.13,2.16,19.,87.,3.5,3.1,.19,1.87,4.45,1.22,2.87,420.	],
+    [	2,12.17,1.45,2.53,19.,104.,1.89,1.75,.45,1.03,2.95,1.45,2.23,355.	],
+    [	2,12.37,1.21,2.56,18.1,98.,2.42,2.65,.37,2.08,4.6,1.19,2.3,678.	],
+    [	2,13.11,1.01,1.7,15.,78.,2.98,3.18,.26,2.28,5.3,1.12,3.18,502.	],
+    [	2,12.37,1.17,1.92,19.6,78.,2.11,2,.27,1.04,4.68,1.12,3.48,510.	],
+    [	2,13.34,.94,2.36,17.,110.,2.53,1.3,.55,.42,3.17,1.02,1.93,750.	],
+    [	2,12.21,1.19,1.75,16.8,151.,1.85,1.28,.14,2.5,2.85,1.28,3.07,718.	],
+    [	2,12.29,1.61,2.21,20.4,103.,1.1,1.02,.37,1.46,3.05,.906,1.82,870.	],
+    [	2,13.86,1.51,2.67,25.,86.,2.95,2.86,.21,1.87,3.38,1.36,3.16,410.	],
+    [	2,13.49,1.66,2.24,24.,87.,1.88,1.84,.27,1.03,3.74,.98,2.78,472.	],
+    [	2,12.99,1.67,2.6,30.,139.,3.3,2.89,.21,1.96,3.35,1.31,3.5,985.	],
+    [	2,11.96,1.09,2.3,21.,101.,3.38,2.14,.13,1.65,3.21,.99,3.13,886.	],
+    [	2,11.66,1.88,1.92,16.,97.,1.61,1.57,.34,1.15,3.8,1.23,2.14,428.	],
+    [	2,13.03,.9,1.71,16.,86.,1.95,2.03,.24,1.46,4.6,1.19,2.48,392.	],
+    [	2,11.84,2.89,2.23,18.,112.,1.72,1.32,.43,.95,2.65,.96,2.52,500.	],
+    [	2,12.33,.99,1.95,14.8,136.,1.9,1.85,.35,2.76,3.4,1.06,2.31,750.	],
+    [	2,12.7,3.87,2.4,23.,101.,2.83,2.55,.43,1.95,2.57,1.19,3.13,463.	],
+    [	2,12,.92,2.,19.,86.,2.42,2.26,.3,1.43,2.5,1.38,3.12,278.	],
+    [	2,12.72,1.81,2.2,18.8,86.,2.2,2.53,.26,1.77,3.9,1.16,3.14,714.	],
+    [	2,12.08,1.13,2.51,24.,78.,2,1.58,.4,1.4,2.2,1.31,2.72,630.	],
+    [	2,13.05,3.86,2.32,22.5,85.,1.65,1.59,.61,1.62,4.8,.84,2.01,515.	],
+    [	2,11.84,.89,2.58,18.,94.,2.2,2.21,.22,2.35,3.05,.79,3.08,520.	],
+    [	2,12.67,.98,2.24,18.,99.,2.2,1.94,.3,1.46,2.62,1.23,3.16,450.	],
+    [	2,12.16,1.61,2.31,22.8,90.,1.78,1.69,.43,1.56,2.45,1.33,2.26,495.	],
+    [	2,11.65,1.67,2.62,26.,88.,1.92,1.61,.4,1.34,2.6,1.36,3.21,562.	],
+    [	2,11.64,2.06,2.46,21.6,84.,1.95,1.69,.48,1.35,2.8,1,2.75,680.	],
+    [	2,12.08,1.33,2.3,23.6,70.,2.2,1.59,.42,1.38,1.74,1.07,3.21,625.	],
+    [	2,12.08,1.83,2.32,18.5,81.,1.6,1.5,.52,1.64,2.4,1.08,2.27,480.	],
+    [	2,12,1.51,2.42,22.,86.,1.45,1.25,.5,1.63,3.6,1.05,2.65,450.	],
+    [	2,12.69,1.53,2.26,20.7,80.,1.38,1.46,.58,1.62,3.05,.96,2.06,495.	],
+    [	2,12.29,2.83,2.22,18.,88.,2.45,2.25,.25,1.99,2.15,1.15,3.3,290.	],
+    [	2,11.62,1.99,2.28,18.,98.,3.02,2.26,.17,1.35,3.25,1.16,2.96,345.	],
+    [	2,12.47,1.52,2.2,19.,162.,2.5,2.27,.32,3.28,2.6,1.16,2.63,937.	],
+    [	2,11.81,2.12,2.74,21.5,134.,1.6,.99,.14,1.56,2.5,.95,2.26,625.	],
+    [	2,12.29,1.41,1.98,16.,85.,2.55,2.5,.29,1.77,2.9,1.23,2.74,428.	],
+    [	2,12.37,1.07,2.1,18.5,88.,3.52,3.75,.24,1.95,4.5,1.04,2.77,660.	],
+    [	2,12.29,3.17,2.21,18.,88.,2.85,2.99,.45,2.81,2.3,1.42,2.83,406.	],
+    [	2,12.08,2.08,1.7,17.5,97.,2.23,2.17,.26,1.4,3.3,1.27,2.96,710.	],
+    [	2,12.6,1.34,1.9,18.5,88.,1.45,1.36,.29,1.35,2.45,1.04,2.77,562.	],
+    [	2,12.34,2.45,2.46,21.,98.,2.56,2.11,.34,1.31,2.8,.8,3.38,438.	],
+    [	2,11.82,1.72,1.88,19.5,86.,2.5,1.64,.37,1.42,2.06,.94,2.44,415.	],
+    [	2,12.51,1.73,1.98,20.5,85.,2.2,1.92,.32,1.48,2.94,1.04,3.57,672.	],
+    [	2,12.42,2.55,2.27,22.,90.,1.68,1.84,.66,1.42,2.7,.86,3.3,315.	],
+    [	2,12.25,1.73,2.12,19.,80.,1.65,2.03,.37,1.63,3.4,1,3.17,510.	],
+    [	2,12.72,1.75,2.28,22.5,84.,1.38,1.76,.48,1.63,3.3,.88,2.42,488.	],
+    [	2,12.22,1.29,1.94,19.,92.,2.36,2.04,.39,2.08,2.7,.86,3.02,312.],
+    [	2,11.61,1.35,2.7,20.,94.,2.74,2.92,.29,2.49,2.65,.96,3.26,680.	],
+    [	2,11.46,3.74,1.82,19.5,107.,3.18,2.58,.24,3.58,2.9,.75,2.81,562.	],
+    [	2,12.52,2.43,2.17,21.,88.,2.55,2.27,.26,1.22,2,.9,2.78,325.	],
+    [	2,11.76,2.68,2.92,20.,103.,1.75,2.03,.6,1.05,3.8,1.23,2.5,607.	],
+    [	2,11.41,.74,2.5,21.,88.,2.48,2.01,.42,1.44,3.08,1.1,2.31,434.	],
+    [	2,12.08,1.39,2.5,22.5,84.,2.56,2.29,.43,1.04,2.9,.93,3.19,385.	],
+    [	2,11.03,1.51,2.2,21.5,85.,2.46,2.17,.52,2.01,1.9,1.71,2.87,407.	],
+    [	2,11.82,1.47,1.99,20.8,86.,1.98,1.6,.3,1.53,1.95,.95,3.33,495.	],
+    [	2,12.42,1.61,2.19,22.5,108.,2,2.09,.34,1.61,2.06,1.06,2.96,345.	],
+    [	2,12.77,3.43,1.98,16.,80.,1.63,1.25,.43,.83,3.4,.7,2.12,372.	],
+    [	2,12,3.43,2.,19.,87.,2,1.64,.37,1.87,1.28,.93,3.05,564.	],
+    [	2,11.45,2.4,2.42,20.,96.,2.9,2.79,.32,1.83,3.25,.8,3.39,625.	],
+    [	2,11.56,2.05,3.23,28.5,119.,3.18,5.08,.47,1.87,6,.93,3.69,465.	],
+    [	2,12.42,4.43,2.73,26.5,102.,2.2,2.13,.43,1.71,2.08,.92,3.12,365.	],
+    [	2,13.05,5.8,2.13,21.5,86.,2.62,2.65,.3,2.01,2.6,.73,3.1,380.	],
+    [	2,11.87,4.31,2.39,21.,82.,2.86,3.03,.21,2.91,2.8,.75,3.64,380.	],
+    [	2,12.07,2.16,2.17,21.,85.,2.6,2.65,.37,1.35,2.76,.86,3.28,378.	],
+    [	2,12.43,1.53,2.29,21.5,86.,2.74,3.15,.39,1.77,3.94,.69,2.84,352.	],
+    [	2,11.79,2.13,2.78,28.5,92.,2.13,2.24,.58,1.76,3,.97,2.44,466.	],
+    [	2,12.37,1.63,2.3,24.5,88.,2.22,2.45,.4,1.9,2.12,.89,2.78,342.	],
+    [	2,12.04,4.3,2.38,22.,80.,2.1,1.75,.42,1.35,2.6,.79,2.57,580.	],
+    [	3,12.86,1.35,2.32,18.,122.,1.51,1.25,.21,.94,4.1,.76,1.29,630.	],
+    [	3,12.88,2.99,2.4,20.,104.,1.3,1.22,.24,.83,5.4,.74,1.42,530.	],
+    [	3,12.81,2.31,2.4,24.,98.,1.15,1.09,.27,.83,5.7,.66,1.36,560.],
+    [	3,12.7,3.55,2.36,21.5,106.,1.7,1.2,.17,.84,5,.78,1.29,600.	],
+    [	3,12.51,1.24,2.25,17.5,85.,2,.58,.6,1.25,5.45,.75,1.51,650.	],
+    [	3,12.6,2.46,2.2,18.5,94.,1.62,.66,.63,.94,7.1,.73,1.58,695.	],
+    [	3,12.25,4.72,2.54,21.,89.,1.38,.47,.53,.8,3.85,.75,1.27,720.	],
+    [	3,12.53,5.51,2.64,25.,96.,1.79,.6,.63,1.1,5,.82,1.69,515.	],
+    [	3,13.49,3.59,2.19,19.5,88.,1.62,.48,.58,.88,5.7,.81,1.82,580.	],
+    [	3,12.84,2.96,2.61,24.,101.,2.32,.6,.53,.81,4.92,.89,2.15,590.	],
+    [	3,12.93,2.81,2.7,21.,96.,1.54,.5,.53,.75,4.6,.77,2.31,600.	],
+    [	3,13.36,2.56,2.35,20.,89.,1.4,.5,.37,.64,5.6,.7,2.47,780.	],
+    [	3,13.52,3.17,2.72,23.5,97.,1.55,.52,.5,.55,4.35,.89,2.06,520.	],
+    [	3,13.62,4.95,2.35,20.,92.,2,.8,.47,1.02,4.4,.91,2.05,550.	],
+    [	3,12.25,3.88,2.2,18.5,112.,1.38,.78,.29,1.14,8.21,.65,2,855.	],
+    [	3,13.16,3.57,2.15,21.,102.,1.5,.55,.43,1.3,4,.6,1.68,830.	],
+    [	3,13.88,5.04,2.23,20,80,.98,.34,.4,.68,4.9,.58,1.33,415.	],
+    [	3,12.87,4.61,2.48,21.5,86.,1.7,.65,.47,.86,7.65,.54,1.86,625.	],
+    [	3,13.32,3.24,2.38,21.5,92.,1.93,.76,.45,1.25,8.42,.55,1.62,650.	],
+    [	3,13.08,3.9,2.36,21.5,113.,1.41,1.39,.34,1.14,9.40,.57,1.33,550.	],
+    [   3,13.5,3.12,2.62,24.,123.,1.4,1.57,.22,1.25,8.60,.59,1.3,500.],
+    [   3,12.79,2.67,2.48,22.,112.,1.48,1.36,.24,1.26,10.8,.48,1.47,480.],
+    [3,13.11,1.9,2.75,25.5,116.,2.2,1.28,.26,1.56,7.1,.61,1.33,425.],
+    [3,13.23,3.3,2.28,18.5,98.,1.8,.83,.61,1.87,10.52,.56,1.51,675.],
+    [3,12.58,1.29,2.1,20.,103.,1.48,.58,.53,1.4,7.6,.58,1.55,640.],
+    [3,13.17,5.19,2.32,22.,93.,1.74,.63,.61,1.55,7.9,.6,1.48,725.],
+    [3,13.84,4.12,2.38,19.5,89.,1.8,.83,.48,1.56,9.01,.57,1.64,480.],
+    [3,12.45,3.03,2.64,27.,97.,1.9,.58,.63,1.14,7.5,.67,1.73,880.],
+    [3,14.34,1.68,2.7,25.,98.,2.8,1.31,.53,2.7,13,.57,1.96,660.],
+    [3,13.48,1.67,2.64,22.5,89,2.6,1.1,.52,2.29,11.75,.57,1.78,620.],
+    [3,12.36,3.83,2.38,21.,88.,2.3,.92,.5,1.04,7.65,.56,1.58,520.],
+    [3,13.69,3.26,2.54,20.,107.,1.83,.56,.5,.8,5.88,.96,1.82,680.],
+    [3,12.85,3.27,2.58,22.,106.,1.65,.6,.6,.96,5.58,.87,2.11,570.],
+    [3,12.96,3.45,2.35,18.5,106.,1.39,.7,.4,.94,5.28,.68,1.75,675.],
+    [3,13.78,2.76,2.3,22.,90.,1.35,.68,.41,1.03,9.58,.7,1.68,615.],
+    [3,13.73,4.36,2.26,22.5,88.,1.28,.47,.52,1.15,6.62,.78,1.75,520.],
+    [3,13.45,3.7,2.6,23.,111.,1.7,.92,.43,1.46,10.68,.85,1.56,695.],
+    [3,12.82,3.37,2.3,19.5,88.,1.48,.66,.4,.97,10.26,.72,1.75,685.],
+    [3,13.58,2.58,2.69,24.5,105.,1.55,.84,.39,1.54,8.66,.74,1.8,750.],
+    [3,13.4,4.6,2.86,25.,112.,1.98,.96,.27,1.11,8.5,.67,1.92,630.],
+    [3,12.2,3.03,2.32,19.,96.,1.25,.49,.4,.73,5.5,.66,1.83,510.],
+    [3,12.77,2.39,2.28,19.5,86.,1.39,.51,.48,.64,9.899999,.57,1.63,470.],
+    [3,14.16,2.51,2.48,20.,91.,1.68,.7,.44,1.24,9.7,.62,1.71,660.],
+    [3,13.71,5.65,2.45,20.5,95,1.68,.61,.52,1.06,7.7,.64,1.74,740.],
+    [3,13.4,3.91,2.48,23.,102.,1.8,.75,.43,1.41,7.3,.7,1.56,750.],
+    [3,13.27,4.28,2.26,20.,120.,1.59,.69,.43,1.35,10.2,.59,1.56,835.],
+    [3,13.17,2.59,2.37,20.,120.,1.65,.68,.53,1.46,9.3,.6,1.62,840.],
+    [3,14.13,4.1,2.74,24.5,96.,2.05,.76,.56,1.35,9.2,.61,1.6,560.],
+]
+
+Examples = {
+    'WineClasses': {
+        'data': wineData,
+        'k': [3, 7, 8],
+    },
+}
+