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sample_output_result.txt
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sample_output_result.txt
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start:
learning rate has been set to:0.1
iteration criteria has been set to:500
error criteria has been set to:50
momentum has been set to：0.4
bias has been set to:1
1 input layer, 1 hidden layer, 1 output layer
the number of input node is: 11, hidden node is: 58, output node is: 3
hidden node activation function is tanh function, output node activation function is sigmoid function
Start the training phase
initial hidden weight: [[0.3444218515250481, -0.3656357558875988, 0.4560342718892494, -0.26203537290810863, -0.2639519102625655, 0.12290169488970193, 0.293340083761663, -0.17616723516683763, -0.2732941406189512, -0.03699264218497855, 0.0714025946899135, -0.04762044649018138], [-0.025429321311451925, -0.24099150828452642, -0.3931714622983443, 0.46524214155212296, -0.13847722508592486, 0.0219839097124932, -0.31873513666677866, 0.17712582680027034, 0.4056396761745207, -0.33505052016680203, 0.45820937981727283, 0.42486525162594524], [0.21234298782691852, -0.12303769760961403, 0.24729126622328357, 0.1484972199788831, -0.387042829823837, 0.04811905381169912, 0.03908156460581058, -0.48772175260202455, -0.4225782161466959, 0.07032842313687315, 0.028935382940412313, 0.04869460564382222], [-0.17129947946690205, 0.18200456058797787, 0.13947369472032034, -0.29014875546348273, -0.041393290612938616, -0.11897931000422857, 0.13942679845788375, -0.46144816066261996, -0.09146412074550625, 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initial output weight: [[0.3444218515250481, -0.3656357558875988, 0.4560342718892494, -0.26203537290810863, -0.2639519102625655, 0.12290169488970193, 0.293340083761663, -0.17616723516683763, -0.2732941406189512, -0.03699264218497855, 0.0714025946899135, -0.04762044649018138, -0.025429321311451925, -0.24099150828452642, -0.3931714622983443, 0.46524214155212296, -0.13847722508592486, 0.0219839097124932, -0.31873513666677866, 0.17712582680027034, 0.4056396761745207, -0.33505052016680203, 0.45820937981727283, 0.42486525162594524, 0.21234298782691852, -0.12303769760961403, 0.24729126622328357, 0.1484972199788831, -0.387042829823837, 0.04811905381169912, 0.03908156460581058, -0.48772175260202455, -0.4225782161466959, 0.07032842313687315, 0.028935382940412313, 0.04869460564382222, -0.17129947946690205, 0.18200456058797787, 0.13947369472032034, -0.29014875546348273, -0.041393290612938616, -0.11897931000422857, 0.13942679845788375, -0.46144816066261996, -0.09146412074550625, -0.2281245856159092, 0.38826807645248806, -0.14815374417211735, 0.04815782841632965, -0.43311602365724833, -0.0024634312413976955, -0.256482237290663, 0.47835485837099667, 0.11714147666995223, 0.41364297255489113, -0.40966014573065046, 0.46591918802494403, -0.4574342864174231, 0.08075716493395668], [-0.2758145251526736, -0.1921932452662226, -0.005512564020565325, 0.4279915658776743, -0.054860774843177196, -0.023841737770654348, -0.085256000691321, -0.4291910729409274, -0.42520624312688926, 0.24166893561457325, 0.18424095241207328, 0.409769237923872, -0.17624665417923435, -0.42657334519766843, -0.22018452642701214, 0.3597284451918654, -0.04915486585499096, -0.12944335890369296, 0.299115369116727, 0.3144781454478104, -0.3546638381667193, -0.22850888674005443, 0.005940413770247677, -0.35527944736633155, -0.003843830199587339, 0.231531130400211, -0.3004112936458999, 0.2915259359614659, -0.35404519932035305, -0.10251112301854248, -0.4189093353761155, -0.29632955257894844, -0.41647947884641434, -0.0789553857133537, 0.4123433593597492, 0.04680155353663307, 0.26016147830977443, -0.12940568987531353, -0.30546275206681894, -0.14360179323727784, -0.09602192505633367, -0.3543307448958697, 0.08115213250456466, -0.3518287936129164, 0.47905012007277437, 0.45996093019495543, 0.37809934907649245, 0.21068373306249277, -0.25351804033064185, -0.36947977009932975, -0.22041696139413214, 0.4342619627039729, 0.32717056534231403, -0.018753365926691634, -0.46944467981262594, -0.2590644988215054, 0.3959023750070165, 0.32135753143958923, -0.2598969699337438], [0.21098226779628448, 0.42631285850701406, 0.01493795400774911, -0.4126985131341834, 0.010018506743479483, -0.4476364011490557, 0.46078075675523256, 0.4000582191556544, 0.07257673934264153, -0.4554242051216595, 0.44003409035084573, 0.08609776845595751, 0.019777941893520334, -0.18456481119655488, -0.08757117274572102, -0.006167349558428015, -0.015881243920857768, 0.16953503618824028, 0.07571620813643054, -0.4276334257305292, -0.3065636651076168, -0.49848982721982915, 0.2715909396983306, 0.017320899506723775, 0.08258843938317761, 0.40637115526146217, -0.05173277828633027, 0.3704757225324894, -0.36666483327868904, 0.10523988040189569, -0.0964982457241862, -0.42889249251702766, 0.32380724196408806, 0.20657373524917444, 0.4776533227882791, 0.4933676756211455, -0.29685769362447256, 0.08088629322272944, -0.012220521140040908, 0.11164339252488531, 0.18425230640308066, -0.10548011831478887, -0.3774629868248095, 0.01821006986620821, -0.4462958299358941, 0.04142068789349074, -0.4046650995216263, -0.4831749941275929, -0.3212856454222496, -0.2711710943229172, 0.2455596261835028, -0.24447249978939, 0.2874013583733741, 0.2815582961174371, -0.1474801436550932, -0.1758732759421272, 0.30410304669059507, -0.056040605644572916, -0.4703008304867615]]
final training epoch is: 336
final training Sum error is: 49.60635278787011
final training Mean square error is: 0.02470435895810264
final hidden_weight is [[0.7409147103323008, -2.432318687948437, 7.546133626196663, -3.8028517579323973, -2.2473284644418934, -2.1497021270098426, -0.4128184286808919, 2.4330333752586815, 0.7292449944953158, -0.3918250668247736, -0.27913533633888477, -1.6817228532281365], [-0.9775437798312845, -0.753326172857547, 0.914423066441021, 5.254871885996651, 0.10299537234870318, -1.4407113330257935, -2.1000393079379287, 1.7463041739935559, 3.846532110540502, -2.843756684922566, 4.4713583953288465, 1.8752997960110036], [2.3833420494706874, -1.8986066480211323, 0.4080311234956163, -3.5981490417231186, -4.376808708696575, -2.3151255066966137, -1.1634288686305114, -1.256476290727205, -1.6264662174773592, -1.3233348475041509, 1.7445204313448845, 1.0144350647408051], [0.6631992868201144, -0.9338085816005987, 2.002238770880859, 1.0645131393537406, 1.516628358617659, 0.019088513828718557, 1.134769177495272, -7.633236540686735, 0.9698179362318232, 1.1042315628860646, 2.487810913623614, 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final output_weight is [[1.3737137521754594, -2.7619966757545877, 1.6698277898781209, -2.9877941465841555, -2.1049083618731688, 2.275178048790554, -0.661258523320688, 1.8640540324844883, 2.2800833091973502, -1.6283666382171014, 1.5797628377261757, -3.2440869787389173, 3.349903847914496, 2.291892495629268, -1.7814590668733907, 1.7376810287826006, -2.820368233181134, 3.359779678508522, 2.234101333484646, -1.7551933323106923, 2.892055295338964, -2.579118675738509, 1.9846164528374874, 3.7549648460531575, 2.545012090607446, -3.1941622446629845, 3.882946075442468, 0.149308280884905, -2.504223332078628, 3.141814755687594, 2.6952472361618534, 2.2519845974673394, -3.895454254384546, 2.4184242845815898, -2.860483327642137, 1.3000747460334647, -3.1700435106065026, 3.884981174599272, 2.1231186510862092, -3.33965939595902, -0.7257318957566716, 1.7697110542558943, -2.6201256985956283, -3.7625955312769435, -3.1204137361924085, -2.3798364588658854, -2.2481139432680126, 0.29249480094825664, 2.33654163836539, -2.5300127640035117, 0.5852236885492029, -2.417693958912294, 2.782768234635265, -2.3124206488809875, 3.0458787055241876, 3.2958943605145588, -0.560571015656761, -2.682822381424631, 4.370795940031746], [-2.7690182465147744, 2.293099384343254, -3.5653248391930408, 3.1169684981853463, 2.830859997834082, -3.004010232968492, -0.6978266867263171, -2.848481776145097, -1.6358235715008447, 2.6984633201236274, -3.7196504865146074, 2.1447777933628487, -4.2728422655003975, -3.218855338264688, 1.8987089466445433, 0.12745429411136094, 3.1537157590733464, -3.4464649260747184, -2.9642872951833508, 1.7624211711277469, -1.163150950982067, 3.8439561524139068, -2.228648608663932, -3.4936574171043597, -2.249263391589309, 3.097737667902034, -3.1307166808387694, -2.26677099452796, 2.3040981413849035, -3.2186332320648137, -1.8349099813489114, -3.9095876719288416, 0.9731785339735854, -3.388204810514169, 2.4460871637081993, -2.5134352036596437, 2.332148448235979, -2.736614217957601, -2.507277057183704, 3.306521061451815, 2.629046509838641, -2.2942682231777276, 1.420685875395008, 3.10087962883634, 0.9529880935817119, 2.605317787927536, 2.6582845937929633, 1.9362558408280122, -0.8279507777873584, 3.0661061520015007, 0.9545665228129836, 3.04128731725742, -2.3641808931523802, 3.1713454448783622, -2.919230093274988, -3.1585196660870634, 1.2927089330958885, 2.550824660485558, -8.639844899643817], [2.594324317957319, 1.0534425734403752, 2.383330126132786, 1.822435841127563, -1.1636434430518845, 0.924146436221769, 2.9411707702851446, 2.8760675694485487, -2.1473159493925342, -2.801998342384438, 3.9378056601722635, 1.4441145828041262, 2.611185746822665, 1.634304349491221, -0.8282345001529887, -3.825791451533907, -1.561882724929413, 1.7606334644496615, 1.238606555029585, 1.488879529450307, -4.538750470823461, -2.484038118675512, 0.30472089319556234, -1.6603302547822556, -0.5320794758460347, 0.3520592242936884, -0.7795521769334804, 2.3665365873756614, -0.6927609944682422, -0.10021729347113113, 1.2626180555867315, 1.68699623007173, 4.562889265348754, 3.3252852814807317, -1.1545492152037826, 2.696605375329686, 0.9418756831306565, -0.6362862943256851, 1.6626129586744682, 0.6204084807954864, -3.4139791060052964, 1.5807124936764445, 1.3940194311401046, 1.5373077941798943, 5.063836028450507, 1.4958646117196381, -0.7277322094096713, -4.560584986517222, -2.9047778953094587, -0.989253744988616, -3.722330097210208, -1.9522868494495187, 0.5083053490263939, -2.740226711693113, 1.5789387619355901, -0.22468220821148316, -2.883619274363272, 0.8965192358729795, -9.00325237596291]]
Start the testing phase
final Training epoch is: 336
final Training Sum error is: 49.60635278787011
final Training Mean squared error is: 0.02470435895810264
final testing output:
(0.9,0.1,0.1) represent '5'
(0.1,0.9,0.1)represent '7'
(0.1,0.1,0.9) represents '8'
Classified as Quality 5:
8.6,0.23,0.4,4.2,0.035,17,109,0.9947,3.14,0.53,9.7,5
8.6,0.23,0.4,4.2,0.035,17,109,0.9947,3.14,0.53,9.7,5
7.9,0.18,0.37,1.2,0.04,16,75,0.992,3.18,0.63,10.8,5
7.9,0.18,0.37,1.2,0.04,16,75,0.992,3.18,0.63,10.8,5
8.3,0.42,0.62,19.25,0.04,41,172,1.0002,2.98,0.67,9.7,5
8.3,0.42,0.62,19.25,0.04,41,172,1.0002,2.98,0.67,9.7,5
6.5,0.31,0.14,7.5,0.044,34,133,0.9955,3.22,0.5,9.5,5
6.5,0.31,0.14,7.5,0.044,34,133,0.9955,3.22,0.5,9.5,5
6.8,0.26,0.42,1.7,0.049,41,122,0.993,3.47,0.48,10.5,8
6.8,0.26,0.42,1.7,0.049,41,122,0.993,3.47,0.48,10.5,8
7.6,0.67,0.14,1.5,0.074,25,168,0.9937,3.05,0.51,9.3,5
7.6,0.67,0.14,1.5,0.074,25,168,0.9937,3.05,0.51,9.3,5
5.8,0.27,0.2,14.95,0.044,22,179,0.9962,3.37,0.37,10.2,5
5.8,0.27,0.2,14.95,0.044,22,179,0.9962,3.37,0.37,10.2,5
7.3,0.28,0.43,1.7,0.08,21,123,0.9905,3.19,0.42,12.8,5
7.3,0.28,0.43,1.7,0.08,21,123,0.9905,3.19,0.42,12.8,5
6.5,0.39,0.23,5.4,0.051,25,149,0.9934,3.24,0.35,10,5
6.5,0.39,0.23,5.4,0.051,25,149,0.9934,3.24,0.35,10,5
7.3,0.24,0.39,17.95,0.057,45,149,0.9999,3.21,0.36,8.6,5
7.3,0.24,0.39,17.95,0.057,45,149,0.9999,3.21,0.36,8.6,5
7.3,0.24,0.39,17.95,0.057,45,149,0.9999,3.21,0.36,8.6,5
7.3,0.24,0.39,17.95,0.057,45,149,0.9999,3.21,0.36,8.6,5
6.2,0.46,0.25,4.4,0.066,62,207,0.9939,3.25,0.52,9.8,5
6.2,0.46,0.25,4.4,0.066,62,207,0.9939,3.25,0.52,9.8,5
6.9,0.19,0.35,5,0.067,32,150,0.995,3.36,0.48,9.8,5
6.9,0.19,0.35,5,0.067,32,150,0.995,3.36,0.48,9.8,5
7,0.47,0.07,1.1,0.035,17,151,0.991,3.02,0.34,10.5,5
7,0.47,0.07,1.1,0.035,17,151,0.991,3.02,0.34,10.5,5
6.2,0.35,0.03,1.2,0.064,29,120,0.9934,3.22,0.54,9.1,5
6.2,0.35,0.03,1.2,0.064,29,120,0.9934,3.22,0.54,9.1,5
6.7,0.25,0.13,1.2,0.041,81,174,0.992,3.14,0.42,9.8,5
6.7,0.25,0.13,1.2,0.041,81,174,0.992,3.14,0.42,9.8,5
7.4,0.24,0.29,10.1,0.05,21,105,0.9962,3.13,0.35,9.5,5
7.4,0.24,0.29,10.1,0.05,21,105,0.9962,3.13,0.35,9.5,5
6.8,0.3,0.23,4.6,0.061,50.5,238.5,0.9958,3.32,0.6,9.5,5
6.8,0.3,0.23,4.6,0.061,50.5,238.5,0.9958,3.32,0.6,9.5,5
7.4,0.24,0.29,10.1,0.05,21,105,0.9962,3.13,0.35,9.5,5
7.4,0.24,0.29,10.1,0.05,21,105,0.9962,3.13,0.35,9.5,5
7.4,0.18,0.3,8.8,0.064,26,103,0.9961,2.94,0.56,9.3,5
7.4,0.18,0.3,8.8,0.064,26,103,0.9961,2.94,0.56,9.3,5
6.7,0.54,0.28,5.4,0.06,21,105,0.9949,3.27,0.37,9,5
6.7,0.54,0.28,5.4,0.06,21,105,0.9949,3.27,0.37,9,5
7.1,0.34,0.2,6.1,0.063,47,164,0.9946,3.17,0.42,10,5
7.1,0.34,0.2,6.1,0.063,47,164,0.9946,3.17,0.42,10,5
7.1,0.43,0.61,11.8,0.045,54,155,0.9974,3.11,0.45,8.7,5
7.1,0.43,0.61,11.8,0.045,54,155,0.9974,3.11,0.45,8.7,5
7.1,0.43,0.61,11.8,0.045,54,155,0.9974,3.11,0.45,8.7,5
7.1,0.43,0.61,11.8,0.045,54,155,0.9974,3.11,0.45,8.7,5
6.1,0.27,0.43,7.5,0.049,65,243,0.9957,3.12,0.47,9,5
6.1,0.27,0.43,7.5,0.049,65,243,0.9957,3.12,0.47,9,5
7.4,0.25,0.37,13.5,0.06,52,192,0.9975,3,0.44,9.1,5
7.4,0.25,0.37,13.5,0.06,52,192,0.9975,3,0.44,9.1,5
7.1,0.12,0.32,9.6,0.054,64,162,0.9962,3.4,0.41,9.4,5
7.1,0.12,0.32,9.6,0.054,64,162,0.9962,3.4,0.41,9.4,5
6,0.21,0.24,12.1,0.05,55,164,0.997,3.34,0.39,9.4,5
6,0.21,0.24,12.1,0.05,55,164,0.997,3.34,0.39,9.4,5
7.5,0.305,0.4,18.9,0.059,44,170,1,2.99,0.46,9,5
7.5,0.305,0.4,18.9,0.059,44,170,1,2.99,0.46,9,5
7.4,0.25,0.37,13.5,0.06,52,192,0.9975,3,0.44,9.1,5
7.4,0.25,0.37,13.5,0.06,52,192,0.9975,3,0.44,9.1,5
7.1,0.12,0.32,9.6,0.054,64,162,0.9962,3.4,0.41,9.4,5
7.1,0.12,0.32,9.6,0.054,64,162,0.9962,3.4,0.41,9.4,5
6.9,0.33,0.28,1.3,0.051,37,187,0.9927,3.27,0.6,10.3,5
6.9,0.33,0.28,1.3,0.051,37,187,0.9927,3.27,0.6,10.3,5
7.2,0.27,0.46,18.75,0.052,45,255,1,3.04,0.52,8.9,5
7.2,0.27,0.46,18.75,0.052,45,255,1,3.04,0.52,8.9,5
7.2,0.31,0.5,13.3,0.056,68,195,0.9982,3.01,0.47,9.2,5
7.2,0.31,0.5,13.3,0.056,68,195,0.9982,3.01,0.47,9.2,5
6.7,0.41,0.34,9.2,0.049,29,150,0.9968,3.22,0.51,9.1,5
6.7,0.41,0.34,9.2,0.049,29,150,0.9968,3.22,0.51,9.1,5
6.7,0.41,0.34,9.2,0.049,29,150,0.9968,3.22,0.51,9.1,5
6.7,0.41,0.34,9.2,0.049,29,150,0.9968,3.22,0.51,9.1,5
7.2,0.31,0.5,13.3,0.056,68,195,0.9982,3.01,0.47,9.2,5
7.2,0.31,0.5,13.3,0.056,68,195,0.9982,3.01,0.47,9.2,5
7.3,0.32,0.48,13.3,0.06,57,196,0.9982,3.04,0.5,9.2,5
7.3,0.32,0.48,13.3,0.06,57,196,0.9982,3.04,0.5,9.2,5
5.9,0.36,0.04,5.7,0.046,21,87,0.9934,3.22,0.51,10.2,5
5.9,0.36,0.04,5.7,0.046,21,87,0.9934,3.22,0.51,10.2,5
7.8,0.24,0.32,12.2,0.054,42,138,0.9984,3.01,0.54,8.8,5
7.8,0.24,0.32,12.2,0.054,42,138,0.9984,3.01,0.54,8.8,5
7.4,0.16,0.31,6.85,0.059,31,131,0.9952,3.29,0.34,9.7,5
7.4,0.16,0.31,6.85,0.059,31,131,0.9952,3.29,0.34,9.7,5
7.4,0.39,0.23,7,0.033,29,126,0.994,3.14,0.42,10.5,5
7.4,0.39,0.23,7,0.033,29,126,0.994,3.14,0.42,10.5,5
6.1,0.3,0.56,2.8,0.044,47,179,0.9924,3.3,0.57,10.9,7
6.1,0.3,0.56,2.8,0.044,47,179,0.9924,3.3,0.57,10.9,7
5.7,0.26,0.25,10.4,0.02,7,57,0.994,3.39,0.37,10.6,5
5.7,0.26,0.25,10.4,0.02,7,57,0.994,3.39,0.37,10.6,5
6.5,0.425,0.4,13.1,0.038,59,241,0.9979,3.23,0.57,9,5
6.5,0.425,0.4,13.1,0.038,59,241,0.9979,3.23,0.57,9,5
6.6,0.24,0.27,15.8,0.035,46,188,0.9982,3.24,0.51,9.2,5
6.6,0.24,0.27,15.8,0.035,46,188,0.9982,3.24,0.51,9.2,5
6.8,0.27,0.22,8.1,0.034,55,203,0.9961,3.19,0.52,8.9,5
6.8,0.27,0.22,8.1,0.034,55,203,0.9961,3.19,0.52,8.9,5
6.7,0.27,0.31,15.7,0.036,44,179,0.9979,3.26,0.56,9.6,5
6.7,0.27,0.31,15.7,0.036,44,179,0.9979,3.26,0.56,9.6,5
7.1,0.37,0.67,10.5,0.045,49,155,0.9975,3.16,0.44,8.7,5
7.1,0.37,0.67,10.5,0.045,49,155,0.9975,3.16,0.44,8.7,5
6.3,0.31,0.34,2.2,0.045,20,77,0.9927,3.3,0.43,10.2,5
6.3,0.31,0.34,2.2,0.045,20,77,0.9927,3.3,0.43,10.2,5
7.1,0.37,0.67,10.5,0.045,49,155,0.9975,3.16,0.44,8.7,5
7.1,0.37,0.67,10.5,0.045,49,155,0.9975,3.16,0.44,8.7,5
7.2,0.18,0.41,1.2,0.048,41,97,0.9919,3.14,0.45,10.4,5
7.2,0.18,0.41,1.2,0.048,41,97,0.9919,3.14,0.45,10.4,5
6.4,0.22,0.56,14.5,0.055,27,159,0.998,2.98,0.4,9.1,5
6.4,0.22,0.56,14.5,0.055,27,159,0.998,2.98,0.4,9.1,5
6.3,0.36,0.3,4.8,0.049,14,85,0.9932,3.28,0.39,10.6,5
6.3,0.36,0.3,4.8,0.049,14,85,0.9932,3.28,0.39,10.6,5
6.7,0.24,0.35,13.1,0.05,64,205,0.997,3.15,0.5,9.5,5
6.7,0.24,0.35,13.1,0.05,64,205,0.997,3.15,0.5,9.5,5
7,0.23,0.36,13,0.051,72,177,0.9972,3.16,0.49,9.8,5
7,0.23,0.36,13,0.051,72,177,0.9972,3.16,0.49,9.8,5
7.5,0.29,0.31,8.95,0.055,20,151,0.9968,3.08,0.54,9.3,5
7.5,0.29,0.31,8.95,0.055,20,151,0.9968,3.08,0.54,9.3,5
9.8,0.42,0.48,9.85,0.034,5,110,0.9958,2.87,0.29,10,5
9.8,0.42,0.48,9.85,0.034,5,110,0.9958,2.87,0.29,10,5
7.5,0.27,0.31,17.7,0.051,33,173,0.999,3.09,0.64,10.2,5
7.5,0.27,0.31,17.7,0.051,33,173,0.999,3.09,0.64,10.2,5
5.9,0.23,0.3,12.9,0.054,57,170,0.9972,3.28,0.39,9.4,5
5.9,0.23,0.3,12.9,0.054,57,170,0.9972,3.28,0.39,9.4,5
7.1,0.34,0.15,1.2,0.053,61,183,0.9936,3.09,0.43,9.2,5
7.1,0.34,0.15,1.2,0.053,61,183,0.9936,3.09,0.43,9.2,5
6.8,0.28,0.4,22,0.048,48,167,1.001,2.93,0.5,8.7,5
6.8,0.28,0.4,22,0.048,48,167,1.001,2.93,0.5,8.7,5
6.8,0.26,0.56,11.9,0.043,64,226,0.997,3.02,0.63,9.3,5
6.8,0.26,0.56,11.9,0.043,64,226,0.997,3.02,0.63,9.3,5
6.8,0.29,0.56,11.9,0.043,66,230,0.9972,3.02,0.63,9.3,5
6.8,0.29,0.56,11.9,0.043,66,230,0.9972,3.02,0.63,9.3,5
5.9,0.3,0.23,4.2,0.038,42,119,0.9924,3.15,0.5,11,5
5.9,0.3,0.23,4.2,0.038,42,119,0.9924,3.15,0.5,11,5
6.8,0.28,0.4,22,0.048,48,167,1.001,2.93,0.5,8.7,5
6.8,0.28,0.4,22,0.048,48,167,1.001,2.93,0.5,8.7,5
6.6,0.15,0.34,5.1,0.055,34,125,0.9942,3.36,0.42,9.6,5
6.6,0.15,0.34,5.1,0.055,34,125,0.9942,3.36,0.42,9.6,5
6.4,0.29,0.44,3.6,0.2,75,181,0.9942,3.02,0.41,9.1,5
6.4,0.29,0.44,3.6,0.2,75,181,0.9942,3.02,0.41,9.1,5
6.4,0.29,0.44,3.6,0.197,75,183,0.9942,3.01,0.38,9.1,5
6.4,0.29,0.44,3.6,0.197,75,183,0.9942,3.01,0.38,9.1,5
6.8,0.26,0.24,7.8,0.052,54,214,0.9961,3.13,0.47,8.9,5
6.8,0.26,0.24,7.8,0.052,54,214,0.9961,3.13,0.47,8.9,5
7.1,0.32,0.24,13.1,0.05,52,204,0.998,3.1,0.49,8.8,5
7.1,0.32,0.24,13.1,0.05,52,204,0.998,3.1,0.49,8.8,5
6.8,0.26,0.24,7.8,0.052,54,214,0.9961,3.13,0.47,8.9,5
6.8,0.26,0.24,7.8,0.052,54,214,0.9961,3.13,0.47,8.9,5
6.8,0.27,0.26,16.1,0.049,55,196,0.9984,3.15,0.5,9.3,5
6.8,0.27,0.26,16.1,0.049,55,196,0.9984,3.15,0.5,9.3,5
7.1,0.32,0.24,13.1,0.05,52,204,0.998,3.1,0.49,8.8,5
7.1,0.32,0.24,13.1,0.05,52,204,0.998,3.1,0.49,8.8,5
6.9,0.54,0.32,13.2,0.05,53,236,0.9973,3.2,0.5,9.6,5
6.9,0.54,0.32,13.2,0.05,53,236,0.9973,3.2,0.5,9.6,5
6.4,0.21,0.5,11.6,0.042,45,153,0.9972,3.15,0.43,8.8,5
6.4,0.21,0.5,11.6,0.042,45,153,0.9972,3.15,0.43,8.8,5
7,0.16,0.32,8.3,0.045,38,126,0.9958,3.21,0.34,9.2,5
7,0.16,0.32,8.3,0.045,38,126,0.9958,3.21,0.34,9.2,5
6.8,0.57,0.29,2.2,0.04,15,77,0.9938,3.32,0.74,10.2,5
6.8,0.57,0.29,2.2,0.04,15,77,0.9938,3.32,0.74,10.2,5
5.6,0.245,0.25,9.7,0.032,12,68,0.994,3.31,0.34,10.5,5
5.6,0.245,0.25,9.7,0.032,12,68,0.994,3.31,0.34,10.5,5
7,0.16,0.32,8.3,0.045,38,126,0.9958,3.21,0.34,9.2,5
7,0.16,0.32,8.3,0.045,38,126,0.9958,3.21,0.34,9.2,5
5.8,0.26,0.24,9.2,0.044,55,152,0.9961,3.31,0.38,9.4,5
5.8,0.26,0.24,9.2,0.044,55,152,0.9961,3.31,0.38,9.4,5
5.8,0.26,0.24,9.2,0.044,55,152,0.9961,3.31,0.38,9.4,5
5.8,0.26,0.24,9.2,0.044,55,152,0.9961,3.31,0.38,9.4,5
5.7,0.28,0.24,17.5,0.044,60,167,0.9989,3.31,0.44,9.4,5
5.7,0.28,0.24,17.5,0.044,60,167,0.9989,3.31,0.44,9.4,5
7.5,0.23,0.36,7,0.036,43,161,0.9938,3.04,0.32,11,5
7.5,0.23,0.36,7,0.036,43,161,0.9938,3.04,0.32,11,5
7.1,0.24,0.41,17.8,0.046,39,145,0.9998,3.32,0.39,8.7,5
7.1,0.24,0.41,17.8,0.046,39,145,0.9998,3.32,0.39,8.7,5
7.1,0.24,0.41,17.8,0.046,39,145,0.9998,3.32,0.39,8.7,5
7.1,0.24,0.41,17.8,0.046,39,145,0.9998,3.32,0.39,8.7,5
7.3,0.32,0.23,13.7,0.05,49,197,0.9985,3.2,0.46,8.7,5
7.3,0.32,0.23,13.7,0.05,49,197,0.9985,3.2,0.46,8.7,5
7.7,0.31,0.26,7.8,0.031,23,90,0.9944,3.13,0.5,10.4,5
7.7,0.31,0.26,7.8,0.031,23,90,0.9944,3.13,0.5,10.4,5
6.9,0.4,0.56,11.2,0.043,40,142,0.9975,3.14,0.46,8.7,5
6.9,0.4,0.56,11.2,0.043,40,142,0.9975,3.14,0.46,8.7,5
6.1,0.41,0.14,10.4,0.037,18,119,0.996,3.38,0.45,10,5
6.1,0.41,0.14,10.4,0.037,18,119,0.996,3.38,0.45,10,5
6.9,0.4,0.56,11.2,0.043,40,142,0.9975,3.14,0.46,8.7,5
6.9,0.4,0.56,11.2,0.043,40,142,0.9975,3.14,0.46,8.7,5
6.9,0.29,0.4,19.45,0.043,36,156,0.9996,2.93,0.47,8.9,5
6.9,0.29,0.4,19.45,0.043,36,156,0.9996,2.93,0.47,8.9,5
6.9,0.28,0.4,8.2,0.036,15,95,0.9944,3.17,0.33,10.2,5
6.9,0.28,0.4,8.2,0.036,15,95,0.9944,3.17,0.33,10.2,5
6.9,0.29,0.4,19.45,0.043,36,156,0.9996,2.93,0.47,8.9,5
6.9,0.29,0.4,19.45,0.043,36,156,0.9996,2.93,0.47,8.9,5
5.3,0.58,0.07,6.9,0.043,34,149,0.9944,3.34,0.57,9.7,5
5.3,0.58,0.07,6.9,0.043,34,149,0.9944,3.34,0.57,9.7,5
5.2,0.6,0.07,7,0.044,33,147,0.9944,3.33,0.58,9.7,5
5.2,0.6,0.07,7,0.044,33,147,0.9944,3.33,0.58,9.7,5
5.8,0.25,0.26,13.1,0.051,44,148,0.9972,3.29,0.38,9.3,5
5.8,0.25,0.26,13.1,0.051,44,148,0.9972,3.29,0.38,9.3,5
6.6,0.58,0.3,5.1,0.057,30,123,0.9949,3.24,0.38,9,5
6.6,0.58,0.3,5.1,0.057,30,123,0.9949,3.24,0.38,9,5
7,0.29,0.54,10.7,0.046,59,234,0.9966,3.05,0.61,9.5,5
7,0.29,0.54,10.7,0.046,59,234,0.9966,3.05,0.61,9.5,5
7.7,0.26,0.4,1.1,0.042,9,60,0.9915,2.89,0.5,10.6,5
7.7,0.26,0.4,1.1,0.042,9,60,0.9915,2.89,0.5,10.6,5
6.7,0.34,0.3,15.6,0.054,51,196,0.9982,3.19,0.49,9.3,5
6.7,0.34,0.3,15.6,0.054,51,196,0.9982,3.19,0.49,9.3,5
7.3,0.32,0.25,7.2,0.056,47,180,0.9961,3.08,0.47,8.8,5
7.3,0.32,0.25,7.2,0.056,47,180,0.9961,3.08,0.47,8.8,5
7.4,0.28,0.42,19.8,0.066,53,195,1,2.96,0.44,9.1,5
7.4,0.28,0.42,19.8,0.066,53,195,1,2.96,0.44,9.1,5
8.3,0.39,0.7,10.6,0.045,33,169,0.9976,3.09,0.57,9.4,5
8.3,0.39,0.7,10.6,0.045,33,169,0.9976,3.09,0.57,9.4,5
7.2,0.19,0.46,3.8,0.041,82,187,0.9932,3.19,0.6,11.2,7
7.2,0.19,0.46,3.8,0.041,82,187,0.9932,3.19,0.6,11.2,7
7.2,0.43,0.24,6.7,0.058,40,163,0.995,3.2,0.41,9.9,5
7.2,0.43,0.24,6.7,0.058,40,163,0.995,3.2,0.41,9.9,5
5.8,0.34,0.21,6.6,0.04,50,167,0.9941,3.29,0.62,10,5
5.8,0.34,0.21,6.6,0.04,50,167,0.9941,3.29,0.62,10,5
8.3,0.41,0.51,2,0.046,11,207,0.993,3.02,0.55,11.4,5
8.3,0.41,0.51,2,0.046,11,207,0.993,3.02,0.55,11.4,5
7.2,0.21,0.41,1.3,0.036,33,85,0.992,3.17,0.51,10.4,5
7.2,0.21,0.41,1.3,0.036,33,85,0.992,3.17,0.51,10.4,5
6.5,0.28,0.34,9.9,0.038,30,133,0.9954,3.11,0.44,9.8,5
6.5,0.28,0.34,9.9,0.038,30,133,0.9954,3.11,0.44,9.8,5
5.6,0.26,0.26,5.7,0.031,12,80,0.9923,3.25,0.38,10.8,5
5.6,0.26,0.26,5.7,0.031,12,80,0.9923,3.25,0.38,10.8,5
5.9,0.26,0.4,1.3,0.047,12,139,0.9945,3.45,0.53,10.4,5
5.9,0.26,0.4,1.3,0.047,12,139,0.9945,3.45,0.53,10.4,5
5.4,0.31,0.47,3,0.053,46,144,0.9931,3.29,0.76,10,5
5.4,0.31,0.47,3,0.053,46,144,0.9931,3.29,0.76,10,5
7.1,0.365,0.14,1.2,0.055,24,84,0.9941,3.15,0.43,8.9,5
7.1,0.365,0.14,1.2,0.055,24,84,0.9941,3.15,0.43,8.9,5
7.1,0.39,0.35,12.5,0.044,26,72,0.9941,3.17,0.29,11.6,5
7.1,0.39,0.35,12.5,0.044,26,72,0.9941,3.17,0.29,11.6,5
6.6,0.905,0.19,0.8,0.048,17,204,0.9934,3.34,0.56,10,5
6.6,0.905,0.19,0.8,0.048,17,204,0.9934,3.34,0.56,10,5
7.3,0.2,0.44,1.4,0.045,21,98,0.9924,3.15,0.46,10,7
7.3,0.2,0.44,1.4,0.045,21,98,0.9924,3.15,0.46,10,7
7.3,0.2,0.44,1.4,0.045,21,98,0.9924,3.15,0.46,10,7
7.3,0.2,0.44,1.4,0.045,21,98,0.9924,3.15,0.46,10,7
6.3,0.39,0.35,5.9,0.04,82.5,260,0.9941,3.12,0.66,10.1,5
6.3,0.39,0.35,5.9,0.04,82.5,260,0.9941,3.12,0.66,10.1,5
6.5,0.36,0.32,1.1,0.031,13,66,0.9916,3.1,0.46,10.6,5
6.5,0.36,0.32,1.1,0.031,13,66,0.9916,3.1,0.46,10.6,5
6.8,0.37,0.51,11.8,0.044,62,163,0.9976,3.19,0.44,8.8,5
6.8,0.37,0.51,11.8,0.044,62,163,0.9976,3.19,0.44,8.8,5
6.8,0.27,0.12,1.3,0.04,87,168,0.992,3.18,0.41,10,5
6.8,0.27,0.12,1.3,0.04,87,168,0.992,3.18,0.41,10,5
8.2,0.28,0.42,1.8,0.031,30,93,0.9917,3.09,0.39,11.4,5
8.2,0.28,0.42,1.8,0.031,30,93,0.9917,3.09,0.39,11.4,5
5.9,0.26,0.27,18.2,0.048,52,168,0.9993,3.35,0.44,9.4,5
5.9,0.26,0.27,18.2,0.048,52,168,0.9993,3.35,0.44,9.4,5
6.8,0.37,0.51,11.8,0.044,62,163,0.9976,3.19,0.44,8.8,5
6.8,0.37,0.51,11.8,0.044,62,163,0.9976,3.19,0.44,8.8,5
6.1,0.35,0.07,1.4,0.069,22,108,0.9934,3.23,0.52,9.2,5
6.1,0.35,0.07,1.4,0.069,22,108,0.9934,3.23,0.52,9.2,5
7.1,0.27,0.31,18.2,0.046,55,252,1,3.07,0.56,8.7,5
7.1,0.27,0.31,18.2,0.046,55,252,1,3.07,0.56,8.7,5
6.8,0.27,0.12,1.3,0.04,87,168,0.992,3.18,0.41,10,5
6.8,0.27,0.12,1.3,0.04,87,168,0.992,3.18,0.41,10,5
6.9,0.49,0.24,1.2,0.049,13,125,0.9932,3.17,0.51,9.4,5
6.9,0.49,0.24,1.2,0.049,13,125,0.9932,3.17,0.51,9.4,5
8.2,0.28,0.42,1.8,0.031,30,93,0.9917,3.09,0.39,11.4,5
8.2,0.28,0.42,1.8,0.031,30,93,0.9917,3.09,0.39,11.4,5
7.2,0.19,0.39,1.2,0.036,32,85,0.9918,3.16,0.5,10.5,5
7.2,0.19,0.39,1.2,0.036,32,85,0.9918,3.16,0.5,10.5,5
7.2,0.19,0.39,1.2,0.036,32,85,0.9918,3.16,0.5,10.5,5
7.2,0.19,0.39,1.2,0.036,32,85,0.9918,3.16,0.5,10.5,5
6.8,0.26,0.22,7.7,0.047,57,210,0.9959,3.1,0.47,9,5
6.8,0.26,0.22,7.7,0.047,57,210,0.9959,3.1,0.47,9,5
6.8,0.29,0.5,13.3,0.053,48,194,0.9974,3.09,0.45,9.4,5
6.8,0.29,0.5,13.3,0.053,48,194,0.9974,3.09,0.45,9.4,5
7.8,0.21,0.27,1.2,0.051,20,89,0.9936,3.06,0.46,9.1,5
7.8,0.21,0.27,1.2,0.051,20,89,0.9936,3.06,0.46,9.1,5
7.1,0.31,0.47,13.6,0.056,54,197,0.9978,3.1,0.49,9.3,5
7.1,0.31,0.47,13.6,0.056,54,197,0.9978,3.1,0.49,9.3,5
6.8,0.29,0.5,13.3,0.053,48,194,0.9974,3.09,0.45,9.4,5
6.8,0.29,0.5,13.3,0.053,48,194,0.9974,3.09,0.45,9.4,5
6.4,0.34,0.1,1.1,0.048,19,84,0.9927,3.21,0.38,9.8,5
6.4,0.34,0.1,1.1,0.048,19,84,0.9927,3.21,0.38,9.8,5
6.1,0.28,0.32,2.5,0.042,23,218.5,0.9935,3.27,0.6,9.8,5
6.1,0.28,0.32,2.5,0.042,23,218.5,0.9935,3.27,0.6,9.8,5
6.2,0.35,0.04,1.2,0.06,23,108,0.9934,3.26,0.54,9.2,5
6.2,0.35,0.04,1.2,0.06,23,108,0.9934,3.26,0.54,9.2,5
5.8,0.28,0.27,2.6,0.054,30,156,0.9914,3.53,0.42,12.4,5
5.8,0.28,0.27,2.6,0.054,30,156,0.9914,3.53,0.42,12.4,5
7.2,0.6,0.2,9.9,0.07,21,174,0.9971,3.03,0.54,9.1,5
7.2,0.6,0.2,9.9,0.07,21,174,0.9971,3.03,0.54,9.1,5
7.1,0.21,0.27,8.6,0.056,26,111,0.9956,2.95,0.52,9.5,5
7.1,0.21,0.27,8.6,0.056,26,111,0.9956,2.95,0.52,9.5,5
6.1,0.43,0.35,9.1,0.059,83,249,0.9971,3.37,0.5,8.5,5
6.1,0.43,0.35,9.1,0.059,83,249,0.9971,3.37,0.5,8.5,5
7.1,0.21,0.27,8.6,0.056,26,111,0.9956,2.95,0.52,9.5,5
7.1,0.21,0.27,8.6,0.056,26,111,0.9956,2.95,0.52,9.5,5
7,0.25,0.29,15.2,0.047,40,171,0.9982,3.22,0.45,9.3,5
7,0.25,0.29,15.2,0.047,40,171,0.9982,3.22,0.45,9.3,5
5.9,0.25,0.19,12.4,0.047,50,162,0.9973,3.35,0.38,9.5,5
5.9,0.25,0.19,12.4,0.047,50,162,0.9973,3.35,0.38,9.5,5
7.2,0.39,0.62,11,0.047,66,178,0.9976,3.16,0.5,8.7,5
7.2,0.39,0.62,11,0.047,66,178,0.9976,3.16,0.5,8.7,5
6.3,0.21,0.58,10,0.081,34,126,0.9962,2.95,0.46,8.9,5
6.3,0.21,0.58,10,0.081,34,126,0.9962,2.95,0.46,8.9,5
7.2,0.39,0.62,11,0.047,66,178,0.9976,3.16,0.5,8.7,5
7.2,0.39,0.62,11,0.047,66,178,0.9976,3.16,0.5,8.7,5
7.2,0.29,0.53,18.15,0.047,59,182,0.9992,3.09,0.52,9.6,5
7.2,0.29,0.53,18.15,0.047,59,182,0.9992,3.09,0.52,9.6,5
6.5,0.38,0.34,3.4,0.036,34,200,0.9937,3.14,0.76,10,5
6.5,0.38,0.34,3.4,0.036,34,200,0.9937,3.14,0.76,10,5
6.7,0.47,0.34,8.9,0.043,31,172,0.9964,3.22,0.6,9.2,5
6.7,0.47,0.34,8.9,0.043,31,172,0.9964,3.22,0.6,9.2,5
5.8,0.25,0.24,13.3,0.044,41,137,0.9972,3.34,0.42,9.5,5
5.8,0.25,0.24,13.3,0.044,41,137,0.9972,3.34,0.42,9.5,5
6.7,0.47,0.34,8.9,0.043,31,172,0.9964,3.22,0.6,9.2,5
6.7,0.47,0.34,8.9,0.043,31,172,0.9964,3.22,0.6,9.2,5
6.2,0.37,0.3,6.6,0.346,79,200,0.9954,3.29,0.58,9.6,5
6.2,0.37,0.3,6.6,0.346,79,200,0.9954,3.29,0.58,9.6,5
5.7,0.335,0.34,1,0.04,13,174,0.992,3.27,0.66,10,5
5.7,0.335,0.34,1,0.04,13,174,0.992,3.27,0.66,10,5
6.5,0.3,0.29,2.25,0.037,8,210,0.9937,3.19,0.62,9.9,5
6.5,0.3,0.29,2.25,0.037,8,210,0.9937,3.19,0.62,9.9,5
7.3,0.51,0.26,3.3,0.09,7,135,0.9944,3.01,0.52,8.8,5
7.3,0.51,0.26,3.3,0.09,7,135,0.9944,3.01,0.52,8.8,5
6.8,0.18,0.37,1.6,0.055,47,154,0.9934,3.08,0.45,9.1,5
6.8,0.18,0.37,1.6,0.055,47,154,0.9934,3.08,0.45,9.1,5
7.2,0.34,0.34,12.6,0.048,7,41,0.9942,3.19,0.4,11.7,5
7.2,0.34,0.34,12.6,0.048,7,41,0.9942,3.19,0.4,11.7,5
7.9,0.19,0.26,2.1,0.039,8,143,0.9942,3.05,0.74,9.8,5
7.9,0.19,0.26,2.1,0.039,8,143,0.9942,3.05,0.74,9.8,5
7.9,0.19,0.26,2.1,0.039,8,143,0.9942,3.05,0.74,9.8,5
7.9,0.19,0.26,2.1,0.039,8,143,0.9942,3.05,0.74,9.8,5
5.6,0.35,0.37,1,0.038,6,72,0.9902,3.37,0.34,11.4,5
5.6,0.35,0.37,1,0.038,6,72,0.9902,3.37,0.34,11.4,5
6.4,0.18,0.48,4,0.186,64,150,0.9945,3.06,0.4,9.3,5
6.4,0.18,0.48,4,0.186,64,150,0.9945,3.06,0.4,9.3,5
7.9,0.345,0.51,15.3,0.047,54,171,0.9987,3.09,0.51,9.1,5
7.9,0.345,0.51,15.3,0.047,54,171,0.9987,3.09,0.51,9.1,5
7.9,0.345,0.51,15.3,0.047,54,171,0.9987,3.09,0.51,9.1,5
7.9,0.345,0.51,15.3,0.047,54,171,0.9987,3.09,0.51,9.1,5
6.1,0.24,0.3,1.5,0.045,22,61,0.992,3.31,0.54,10.4,5
6.1,0.24,0.3,1.5,0.045,22,61,0.992,3.31,0.54,10.4,5
7.2,0.46,0.65,10.4,0.05,76,192,0.9976,3.16,0.42,8.7,5
7.2,0.46,0.65,10.4,0.05,76,192,0.9976,3.16,0.42,8.7,5
7.2,0.46,0.65,10.4,0.05,76,192,0.9976,3.16,0.42,8.7,5
7.2,0.46,0.65,10.4,0.05,76,192,0.9976,3.16,0.42,8.7,5
8.4,0.35,0.71,12.2,0.046,22,160,0.9982,2.98,0.65,9.4,5
8.4,0.35,0.71,12.2,0.046,22,160,0.9982,2.98,0.65,9.4,5
5.9,0.21,0.24,12.1,0.044,53,165,0.9969,3.25,0.39,9.5,5
5.9,0.21,0.24,12.1,0.044,53,165,0.9969,3.25,0.39,9.5,5
5.9,0.37,0.1,1.6,0.057,39,128,0.9924,3.24,0.48,10.1,5
5.9,0.37,0.1,1.6,0.057,39,128,0.9924,3.24,0.48,10.1,5
6.8,0.51,0.3,4.2,0.066,38,165,0.9945,3.2,0.42,9.1,5
6.8,0.51,0.3,4.2,0.066,38,165,0.9945,3.2,0.42,9.1,5
6,0.26,0.5,2.2,0.048,59,153,0.9928,3.08,0.61,9.8,5
6,0.26,0.5,2.2,0.048,59,153,0.9928,3.08,0.61,9.8,5
7.4,0.41,0.66,10.8,0.051,77,194,0.9976,3.05,0.46,8.7,5
7.4,0.41,0.66,10.8,0.051,77,194,0.9976,3.05,0.46,8.7,5
7.4,0.41,0.66,10.8,0.051,77,194,0.9976,3.05,0.46,8.7,5
7.4,0.41,0.66,10.8,0.051,77,194,0.9976,3.05,0.46,8.7,5
5.7,0.18,0.22,4.2,0.042,25,111,0.994,3.35,0.39,9.4,5
5.7,0.18,0.22,4.2,0.042,25,111,0.994,3.35,0.39,9.4,5
7.1,0.31,0.5,14.5,0.059,6,148,0.9983,2.94,0.44,9.1,5
7.1,0.31,0.5,14.5,0.059,6,148,0.9983,2.94,0.44,9.1,5
6.9,0.41,0.33,10.1,0.043,28,152,0.9968,3.2,0.52,9.4,5
6.9,0.41,0.33,10.1,0.043,28,152,0.9968,3.2,0.52,9.4,5
6.4,0.45,0.07,1.1,0.03,10,131,0.9905,2.97,0.28,10.8,5
6.4,0.45,0.07,1.1,0.03,10,131,0.9905,2.97,0.28,10.8,5
6.4,0.475,0.06,1,0.03,9,131,0.9904,2.97,0.29,10.8,5
6.4,0.475,0.06,1,0.03,9,131,0.9904,2.97,0.29,10.8,5
6.9,0.41,0.33,10.1,0.043,28,152,0.9968,3.2,0.52,9.4,5
6.9,0.41,0.33,10.1,0.043,28,152,0.9968,3.2,0.52,9.4,5
6.4,0.45,0.07,1.1,0.03,10,131,0.9905,2.97,0.28,10.8,5
6.4,0.45,0.07,1.1,0.03,10,131,0.9905,2.97,0.28,10.8,5
6.4,0.475,0.06,1,0.03,9,131,0.9904,2.97,0.29,10.8,5
6.4,0.475,0.06,1,0.03,9,131,0.9904,2.97,0.29,10.8,5
7.3,0.25,0.29,7.5,0.049,38,158,0.9965,3.43,0.38,9.6,5
7.3,0.25,0.29,7.5,0.049,38,158,0.9965,3.43,0.38,9.6,5
7.3,0.25,0.29,7.5,0.049,38,158,0.9965,3.43,0.38,9.6,5
7.3,0.25,0.29,7.5,0.049,38,158,0.9965,3.43,0.38,9.6,5
6.1,0.28,0.25,17.75,0.044,48,161,0.9993,3.34,0.48,9.5,5
6.1,0.28,0.25,17.75,0.044,48,161,0.9993,3.34,0.48,9.5,5
7.5,0.23,0.68,11,0.047,37,133,0.9978,2.99,0.38,8.8,5
7.5,0.23,0.68,11,0.047,37,133,0.9978,2.99,0.38,8.8,5
7.5,0.21,0.68,10.9,0.045,38,133,0.9978,3,0.36,8.7,5
7.5,0.21,0.68,10.9,0.045,38,133,0.9978,3,0.36,8.7,5
7.5,0.21,0.68,10.9,0.045,38,133,0.9978,3,0.36,8.7,5
7.5,0.21,0.68,10.9,0.045,38,133,0.9978,3,0.36,8.7,5
7.5,0.23,0.68,11,0.047,37,133,0.9978,2.99,0.38,8.8,5
7.5,0.23,0.68,11,0.047,37,133,0.9978,2.99,0.38,8.8,5
6.5,0.46,0.41,16.8,0.084,59,222,0.9993,3.18,0.58,9,5
6.5,0.46,0.41,16.8,0.084,59,222,0.9993,3.18,0.58,9,5
6.5,0.26,0.43,8.9,0.083,50,171,0.9965,2.85,0.5,9,5
6.5,0.26,0.43,8.9,0.083,50,171,0.9965,2.85,0.5,9,5
7.2,0.24,0.34,1.1,0.045,3,64,0.9913,3.23,0.51,11.4,5
7.2,0.24,0.34,1.1,0.045,3,64,0.9913,3.23,0.51,11.4,5
6,0.36,0.06,1.4,0.066,27,128,0.9934,3.26,0.55,9.3,5
6,0.36,0.06,1.4,0.066,27,128,0.9934,3.26,0.55,9.3,5
7,0.23,0.42,18.05,0.05,35,144,0.9999,3.22,0.42,8.8,5
7,0.23,0.42,18.05,0.05,35,144,0.9999,3.22,0.42,8.8,5
7,0.23,0.42,18.05,0.05,35,144,0.9999,3.22,0.42,8.8,5
7,0.23,0.42,18.05,0.05,35,144,0.9999,3.22,0.42,8.8,5
6,0.29,0.2,12.6,0.045,45,187,0.9972,3.33,0.42,9.5,5
6,0.29,0.2,12.6,0.045,45,187,0.9972,3.33,0.42,9.5,5
7.4,0.28,0.25,11.9,0.053,25,148,0.9976,3.1,0.62,9.2,5
7.4,0.28,0.25,11.9,0.053,25,148,0.9976,3.1,0.62,9.2,5
5.6,0.35,0.14,5,0.046,48,198,0.9937,3.3,0.71,10.3,5
5.6,0.35,0.14,5,0.046,48,198,0.9937,3.3,0.71,10.3,5
5.8,0.335,0.14,5.8,0.046,49,197,0.9937,3.3,0.71,10.3,5
5.8,0.335,0.14,5.8,0.046,49,197,0.9937,3.3,0.71,10.3,5
6.4,0.24,0.28,11.5,0.05,34,163,0.9969,3.31,0.45,9.5,5
6.4,0.24,0.28,11.5,0.05,34,163,0.9969,3.31,0.45,9.5,5
6.4,0.24,0.29,11.4,0.051,32,166,0.9968,3.31,0.45,9.5,5
6.4,0.24,0.29,11.4,0.051,32,166,0.9968,3.31,0.45,9.5,5
6.3,0.26,0.25,7.8,0.058,44,166,0.9961,3.24,0.41,9,5
6.3,0.26,0.25,7.8,0.058,44,166,0.9961,3.24,0.41,9,5
6,0.32,0.12,5.9,0.041,34,190,0.9944,3.16,0.72,10,5
6,0.32,0.12,5.9,0.041,34,190,0.9944,3.16,0.72,10,5
7.3,0.34,0.21,3.2,0.05,14,136,0.9936,3.25,0.44,10.2,5
7.3,0.34,0.21,3.2,0.05,14,136,0.9936,3.25,0.44,10.2,5
7.1,0.28,0.26,1.9,0.049,12,86,0.9934,3.15,0.38,9.4,5
7.1,0.28,0.26,1.9,0.049,12,86,0.9934,3.15,0.38,9.4,5
7.1,0.28,0.26,1.9,0.049,12,86,0.9934,3.15,0.38,9.4,5
7.1,0.28,0.26,1.9,0.049,12,86,0.9934,3.15,0.38,9.4,5
7.8,0.28,0.22,1.4,0.056,24,130,0.9944,3.28,0.48,9.5,5
7.8,0.28,0.22,1.4,0.056,24,130,0.9944,3.28,0.48,9.5,5
6.4,0.24,0.5,11.6,0.047,60,211,0.9966,3.18,0.57,9.3,5
6.4,0.24,0.5,11.6,0.047,60,211,0.9966,3.18,0.57,9.3,5
6.4,0.32,0.5,10.7,0.047,57,206,0.9968,3.08,0.6,9.4,5
6.4,0.32,0.5,10.7,0.047,57,206,0.9968,3.08,0.6,9.4,5
6.7,0.28,0.14,1.4,0.043,64,159,0.992,3.17,0.39,10,5
6.7,0.28,0.14,1.4,0.043,64,159,0.992,3.17,0.39,10,5
6.8,0.34,0.69,1.3,0.058,12,171,0.9931,3.06,0.47,9.7,5
6.8,0.34,0.69,1.3,0.058,12,171,0.9931,3.06,0.47,9.7,5
6.4,0.27,0.32,4.5,0.24,61,174,0.9948,3.12,0.48,9.4,5
6.4,0.27,0.32,4.5,0.24,61,174,0.9948,3.12,0.48,9.4,5
8.1,0.46,0.31,1.7,0.052,50,183,0.9923,3.03,0.42,11.2,5
8.1,0.46,0.31,1.7,0.052,50,183,0.9923,3.03,0.42,11.2,5
6.2,0.36,0.26,13.2,0.051,54,201,0.9976,3.25,0.46,9,5
6.2,0.36,0.26,13.2,0.051,54,201,0.9976,3.25,0.46,9,5
6,0.36,0.16,6.3,0.036,36,191,0.9942,3.17,0.62,9.8,5
6,0.36,0.16,6.3,0.036,36,191,0.9942,3.17,0.62,9.8,5
5.9,0.37,0.14,6.3,0.036,34,185,0.9944,3.17,0.63,9.8,5
5.9,0.37,0.14,6.3,0.036,34,185,0.9944,3.17,0.63,9.8,5
6.3,0.34,0.28,14.7,0.047,49,198,0.9977,3.23,0.46,9.5,5
6.3,0.34,0.28,14.7,0.047,49,198,0.9977,3.23,0.46,9.5,5
7.5,0.31,0.51,14.8,0.039,62,204,0.9982,3.06,0.6,9.5,5
7.5,0.31,0.51,14.8,0.039,62,204,0.9982,3.06,0.6,9.5,5
7.5,0.31,0.51,14.8,0.039,62,204,0.9982,3.06,0.6,9.5,5
7.5,0.31,0.51,14.8,0.039,62,204,0.9982,3.06,0.6,9.5,5
7.4,0.31,0.48,14.2,0.042,62,204,0.9983,3.06,0.59,9.4,5
7.4,0.31,0.48,14.2,0.042,62,204,0.9983,3.06,0.59,9.4,5
8.4,0.4,0.7,13.1,0.042,29,197,0.998,3.06,0.64,9.7,5
8.4,0.4,0.7,13.1,0.042,29,197,0.998,3.06,0.64,9.7,5
8.6,0.27,0.46,6.1,0.032,13,41,0.993,2.89,0.34,10.9,5
8.6,0.27,0.46,6.1,0.032,13,41,0.993,2.89,0.34,10.9,5
6.2,0.31,0.21,6.3,0.041,50,218,0.9941,3.15,0.6,10,5
6.2,0.31,0.21,6.3,0.041,50,218,0.9941,3.15,0.6,10,5
6.2,0.47,0.21,1,0.044,13,98,0.99345,3.14,0.46,9.2,5
6.2,0.47,0.21,1,0.044,13,98,0.99345,3.14,0.46,9.2,5
6.1,0.25,0.24,12.1,0.046,51,172,0.998,3.35,0.45,9.5,5
6.1,0.25,0.24,12.1,0.046,51,172,0.998,3.35,0.45,9.5,5
6.4,0.31,0.39,7.5,0.04,57,213,0.99475,3.32,0.43,10,5
6.4,0.31,0.39,7.5,0.04,57,213,0.99475,3.32,0.43,10,5
7,0.27,0.41,18.75,0.042,34,157,1.0002,2.96,0.5,9.1,5
7,0.27,0.41,18.75,0.042,34,157,1.0002,2.96,0.5,9.1,5
6.6,0.29,0.44,9,0.053,62,178,0.99685,3.02,0.45,8.9,5
6.6,0.29,0.44,9,0.053,62,178,0.99685,3.02,0.45,8.9,5
6,0.3,0.44,1.5,0.046,15,182,0.99455,3.5,0.52,10.4,5
6,0.3,0.44,1.5,0.046,15,182,0.99455,3.5,0.52,10.4,5
7.8,0.3,0.4,1.8,0.028,23,122,0.9914,3.14,0.39,10.9,7
7.8,0.3,0.4,1.8,0.028,23,122,0.9914,3.14,0.39,10.9,7
6.4,0.39,0.21,1.2,0.041,35,136,0.99225,3.15,0.46,10.2,5
6.4,0.39,0.21,1.2,0.041,35,136,0.99225,3.15,0.46,10.2,5
7,0.21,0.34,8,0.057,19,101,0.9954,2.99,0.59,9.4,5
7,0.21,0.34,8,0.057,19,101,0.9954,2.99,0.59,9.4,5
6,0.33,0.27,0.8,0.185,12,188,0.9924,3.12,0.62,9.4,5
6,0.33,0.27,0.8,0.185,12,188,0.9924,3.12,0.62,9.4,5
6.9,0.38,0.25,9.8,0.04,28,191,0.9971,3.28,0.61,9.2,5
6.9,0.38,0.25,9.8,0.04,28,191,0.9971,3.28,0.61,9.2,5
6.9,0.38,0.25,9.8,0.04,28,191,0.9971,3.28,0.61,9.2,5
6.9,0.38,0.25,9.8,0.04,28,191,0.9971,3.28,0.61,9.2,5
5.9,0.26,0.25,12.5,0.034,38,152,0.9977,3.33,0.43,9.4,5
5.9,0.26,0.25,12.5,0.034,38,152,0.9977,3.33,0.43,9.4,5
7.4,0.38,0.27,7.5,0.041,24,160,0.99535,3.17,0.43,10,5
7.4,0.38,0.27,7.5,0.041,24,160,0.99535,3.17,0.43,10,5
5.9,0.35,0.47,2.2,0.11,14,138,0.9932,3.09,0.5,9.1,5
5.9,0.35,0.47,2.2,0.11,14,138,0.9932,3.09,0.5,9.1,5
5.8,0.25,0.28,11.1,0.056,45,175,0.99755,3.42,0.43,9.5,5
5.8,0.25,0.28,11.1,0.056,45,175,0.99755,3.42,0.43,9.5,5
Classified as Quality 7:
8.1,0.27,0.41,1.45,0.033,11,63,0.9908,2.99,0.56,12,5
6.6,0.16,0.4,1.5,0.044,48,143,0.9912,3.54,0.52,12.4,7
6.6,0.17,0.38,1.5,0.032,28,112,0.9914,3.25,0.55,11.4,7
6.4,0.31,0.38,2.9,0.038,19,102,0.9912,3.17,0.35,11,7
7.2,0.32,0.36,2,0.033,37,114,0.9906,3.1,0.71,12.3,7
7.4,0.18,0.31,1.4,0.058,38,167,0.9931,3.16,0.53,10,7
6.2,0.16,0.33,1.1,0.057,21,82,0.991,3.32,0.46,10.9,7
6.4,0.26,0.24,6.4,0.04,27,124,0.9903,3.22,0.49,12.6,7
6.7,0.23,0.31,2.1,0.046,30,96,0.9926,3.33,0.64,10.7,8
6,0.27,0.28,4.8,0.063,31,201,0.9964,3.69,0.71,10,5
6.7,0.23,0.31,2.1,0.046,30,96,0.9926,3.33,0.64,10.7,8
6.9,0.24,0.33,1.7,0.035,47,136,0.99,3.26,0.4,12.6,7
6.9,0.21,0.33,1.8,0.034,48,136,0.9899,3.25,0.41,12.6,7
7.5,0.17,0.32,1.7,0.04,51,148,0.9916,3.21,0.44,11.5,7
8.6,0.265,0.36,1.2,0.034,15,80,0.9913,2.95,0.36,11.4,7
6.5,0.24,0.32,7.6,0.038,48,203,0.9958,3.45,0.54,9.7,7
6.5,0.24,0.32,7.6,0.038,48,203,0.9958,3.45,0.54,9.7,7
6.8,0.19,0.36,1.9,0.035,30,96,0.9917,3.15,0.54,10.8,7
6.3,0.34,0.33,4.6,0.034,19,80,0.9917,3.38,0.58,12,7
7.9,0.22,0.38,8,0.043,46,152,0.9934,3.12,0.32,11.5,7
6.1,0.32,0.24,1.5,0.036,38,124,0.9898,3.29,0.42,12.4,7
6.1,0.32,0.24,1.5,0.036,38,124,0.9898,3.29,0.42,12.4,7
6.7,0.46,0.18,2.4,0.034,25,98,0.9896,3.08,0.44,12.6,7
6.3,0.22,0.43,4.55,0.038,31,130,0.9918,3.35,0.33,11.5,7
6.8,0.18,0.38,1.4,0.038,35,111,0.9918,3.32,0.59,11.2,7
6.2,0.25,0.25,1.4,0.03,35,105,0.9912,3.3,0.44,11.1,7
7.5,0.27,0.36,7,0.036,45,164,0.9939,3.03,0.33,11,5
7.5,0.27,0.36,7,0.036,45,164,0.9939,3.03,0.33,11,5
6.2,0.25,0.25,1.4,0.03,35,105,0.9912,3.3,0.44,11.1,7
7,0.26,0.59,1.4,0.037,40,120,0.9918,3.34,0.41,11.1,7
7.1,0.21,0.37,2.4,0.026,23,100,0.9903,3.15,0.38,11.4,7
6.8,0.21,0.27,2.1,0.03,26,139,0.99,3.16,0.61,12.6,7
5.8,0.2,0.27,1.4,0.031,12,77,0.9905,3.25,0.36,10.9,7
5.6,0.19,0.26,1.4,0.03,12,76,0.9905,3.25,0.37,10.9,7
6.3,0.35,0.3,5.7,0.035,8,97,0.9927,3.27,0.41,11,7
6.3,0.35,0.3,5.7,0.035,8,97,0.9927,3.27,0.41,11,7
7,0.3,0.49,4.7,0.036,17,105,0.9916,3.26,0.68,12.4,7
7,0.24,0.36,2.8,0.034,22,112,0.99,3.19,0.38,12.6,8
7.1,0.35,0.24,15.4,0.055,46,198,0.9988,3.12,0.49,8.8,5
7.2,0.23,0.39,14.2,0.058,49,192,0.9979,2.98,0.48,9,7
7.2,0.23,0.39,14.2,0.058,49,192,0.9979,2.98,0.48,9,7
7.2,0.23,0.39,14.2,0.058,49,192,0.9979,2.98,0.48,9,7
7.2,0.23,0.39,14.2,0.058,49,192,0.9979,2.98,0.48,9,7
6.2,0.28,0.22,7.3,0.041,26,157,0.9957,3.44,0.64,9.8,7
6.2,0.33,0.27,4.9,0.036,30,134,0.9927,3.2,0.42,10.4,7
6.1,0.36,0.27,2.1,0.035,16,100,0.9917,3.4,0.71,11.5,7
5,0.55,0.14,8.3,0.032,35,164,0.9918,3.53,0.51,12.5,8
5.9,0.3,0.47,7.85,0.03,19,133,0.9933,3.52,0.43,11.5,7
6,0.1,0.24,1.1,0.041,15,65,0.9927,3.61,0.61,10.3,7
7.5,0.27,0.31,5.8,0.057,131,313,0.9946,3.18,0.59,10.5,5
6.6,0.18,0.35,1.5,0.049,49,141,0.9934,3.43,0.85,10.2,7
7.4,0.2,0.43,7.8,0.045,27,153,0.9964,3.19,0.55,9,7
5.6,0.34,0.1,1.3,0.031,20,68,0.9906,3.36,0.51,11.2,7
7.6,0.17,0.45,11.2,0.054,56,137,0.997,3.15,0.47,10,5
6.3,0.12,0.36,2.1,0.044,47,146,0.9914,3.27,0.74,11.4,7
6.8,0.16,0.4,2.3,0.037,18,102,0.9923,3.49,0.42,11.4,7
6,0.26,0.32,3.5,0.028,29,113,0.9912,3.4,0.71,12.3,7
5.1,0.33,0.22,1.6,0.027,18,89,0.9893,3.51,0.38,12.5,7
5.1,0.33,0.22,1.6,0.027,18,89,0.9893,3.51,0.38,12.5,7
6.4,0.31,0.28,1.5,0.037,12,119,0.9919,3.32,0.51,10.4,7
6.4,0.31,0.28,1.5,0.037,12,119,0.9919,3.32,0.51,10.4,7
6,0.36,0.39,3.2,0.027,20,125,0.991,3.38,0.39,11.3,7
5.1,0.33,0.22,1.6,0.027,18,89,0.9893,3.51,0.38,12.5,7
5,0.17,0.56,1.5,0.026,24,115,0.9906,3.48,0.39,10.8,7
7,0.3,0.38,14.9,0.032,60,181,0.9983,3.18,0.61,9.3,7
7,0.3,0.38,14.9,0.032,60,181,0.9983,3.18,0.61,9.3,7
5.8,0.28,0.34,4,0.031,40,99,0.9896,3.39,0.39,12.8,7
7,0.22,0.31,2.7,0.03,41,136,0.9898,3.16,0.37,12.7,7
6.9,0.23,0.38,8.3,0.047,47,162,0.9954,3.34,0.52,10.5,7
7.4,0.155,0.34,2.3,0.045,73.5,214,0.9934,3.18,0.61,9.9,7
6.9,0.2,0.37,6.2,0.027,24,97,0.992,3.38,0.49,12.2,7
6.6,0.16,0.32,1.4,0.035,49,186,0.9906,3.35,0.64,12.4,8
7.4,0.155,0.34,2.3,0.045,73.5,214,0.9934,3.18,0.61,9.9,7
6.7,0.22,0.37,1.6,0.028,24,102,0.9913,3.29,0.59,11.6,7
6.4,0.28,0.29,1.6,0.052,34,127,0.9929,3.48,0.56,10.5,7
6.1,0.2,0.25,1.2,0.038,34,128,0.9921,3.24,0.44,10.1,5
5.9,0.46,0.14,2.7,0.042,27,160,0.9931,3.46,0.51,10.6,7
6,0.27,0.27,1.6,0.046,32,113,0.9924,3.41,0.51,10.5,7
6.4,0.28,0.29,1.6,0.052,34,127,0.9929,3.48,0.56,10.5,7
6.3,0.23,0.31,1.5,0.022,11,82,0.9892,3.3,0.4,12.9,7
7,0.17,0.31,4.8,0.034,34,132,0.9944,3.36,0.48,9.6,7
7,0.24,0.51,11,0.029,55,227,0.9965,3.03,0.61,9.5,5
7.4,0.28,0.36,1.1,0.028,42,105,0.9893,2.99,0.39,12.4,7
7.1,0.23,0.39,1.6,0.032,12,65,0.9898,3.25,0.4,12.7,7
6,0.24,0.27,1.9,0.048,40,170,0.9938,3.64,0.54,10,7
6,0.24,0.27,1.9,0.048,40,170,0.9938,3.64,0.54,10,7
7.8,0.28,0.32,9,0.036,34,115,0.9952,3.17,0.39,10.3,7
6.5,0.18,0.31,1.7,0.044,30,127,0.9928,3.49,0.5,10.2,7
7,0.3,0.51,13.6,0.05,40,168,0.9976,3.07,0.52,9.6,7
9.2,0.25,0.34,1.2,0.026,31,93,0.9916,2.93,0.37,11.3,7
7.8,0.28,0.34,1.6,0.028,32,118,0.9901,3,0.38,12.1,7
7,0.3,0.51,13.6,0.05,40,168,0.9976,3.07,0.52,9.6,7
7.8,0.28,0.34,1.6,0.028,32,118,0.9901,3,0.38,12.1,7
9.2,0.25,0.34,1.2,0.026,31,93,0.9916,2.93,0.37,11.3,7
6.7,0.21,0.42,9.1,0.049,31,150,0.9953,3.12,0.74,9.9,7
7.4,0.3,0.22,1.4,0.046,16,135,0.9928,3.08,0.77,10.4,7
6.5,0.28,0.29,2.7,0.038,26,107,0.9912,3.32,0.41,11.6,7
6.7,0.34,0.54,16.3,0.047,44,181,0.9987,3.04,0.56,8.8,5
7.2,0.2,0.34,2.7,0.032,49,151,0.99,3.16,0.39,12.7,7
7.4,0.2,0.33,1.9,0.035,39,138,0.991,3.17,0.44,11.7,7
7.1,0.22,0.33,2.8,0.033,48,153,0.9899,3.15,0.38,12.7,7
6.5,0.28,0.29,2.7,0.038,26,107,0.9912,3.32,0.41,11.6,7
6,0.38,0.26,6,0.034,42,134,0.9912,3.38,0.38,12.3,7
6.6,0.25,0.3,1.6,0.046,32,134,0.993,3.42,0.51,10.1,7
6.1,0.32,0.25,1.7,0.034,37,136,0.992,3.47,0.5,10.8,7
6.9,0.28,0.27,2.1,0.036,42,121,0.9926,3.42,0.49,10.8,7
6.3,0.27,0.38,0.9,0.051,7,140,0.9926,3.45,0.5,10.5,7
6.9,0.19,0.4,1.4,0.036,14,55,0.9909,3.08,0.68,11.5,7
7.8,0.32,0.33,2.4,0.037,18,101,0.9912,3.21,0.65,11.7,7
6.2,0.24,0.29,13.3,0.039,49,130,0.9952,3.33,0.46,11,8
6.2,0.17,0.28,4.7,0.037,39,133,0.9931,3.41,0.46,10.8,7
5.6,0.235,0.29,1.2,0.047,33,127,0.991,3.34,0.5,11,7
7.1,0.26,0.34,14.4,0.067,35,189,0.9986,3.07,0.53,9.1,7
7.1,0.26,0.34,14.4,0.067,35,189,0.9986,3.07,0.53,9.1,7
7.1,0.26,0.34,14.4,0.067,35,189,0.9986,3.07,0.53,9.1,7
7.1,0.26,0.34,14.4,0.067,35,189,0.9986,3.07,0.53,9.1,7
6.5,0.21,0.37,2.5,0.048,70,138,0.9917,3.33,0.75,11.4,7
6.6,0.27,0.25,3.1,0.052,41,188,0.9915,3.24,0.4,11.3,5
6.8,0.25,0.34,14,0.032,47,133,0.9952,3.37,0.5,12.2,7
7.1,0.32,0.34,14.5,0.039,46,150,0.995,3.38,0.5,12.5,8
5.8,0.32,0.38,4.75,0.033,23,94,0.991,3.42,0.42,11.8,7
5.8,0.32,0.38,4.75,0.033,23,94,0.991,3.42,0.42,11.8,7
5.7,0.32,0.38,4.75,0.033,23,94,0.991,3.42,0.42,11.8,7
6.8,0.22,0.35,5.5,0.043,21,114,0.9938,3.3,0.53,10.7,7
6.7,0.17,0.37,2,0.039,34,125,0.9922,3.26,0.6,10.8,7
5.9,0.34,0.22,2.4,0.03,19,135,0.9894,3.41,0.78,13.9,7
6.2,0.21,0.27,1.7,0.038,41,150,0.9933,3.49,0.71,10.5,7
6.2,0.21,0.27,1.7,0.038,41,150,0.9933,3.49,0.71,10.5,7
7.4,0.29,0.5,1.8,0.042,35,127,0.9937,3.45,0.5,10.2,7
6.6,0.33,0.31,1.3,0.02,29,89,0.99035,3.26,0.44,12.4,8
6.4,0.24,0.31,2.8,0.038,41,114,0.99155,3.37,0.66,11.7,7
6.4,0.16,0.31,5.3,0.043,42,157,0.99455,3.35,0.47,10.5,5
8.8,0.28,0.45,6,0.022,14,49,0.9934,3.01,0.33,11.1,7
7.1,0.21,0.31,3.8,0.021,40,142,0.99215,3.17,0.39,10.8,7
7.1,0.28,0.44,1.8,0.032,32,107,0.9907,3.25,0.48,12.2,7
7.1,0.14,0.4,1.2,0.051,55,136,0.9932,3.3,0.96,9.8,7
7.1,0.13,0.4,1.2,0.047,54,134,0.9932,3.3,0.97,9.8,7
Classified as Quality 8:
6.2,0.66,0.48,1.2,0.029,29,75,0.9892,3.33,0.39,12.8,8
6.2,0.66,0.48,1.2,0.029,29,75,0.9892,3.33,0.39,12.8,8
6.6,0.25,0.29,1.1,0.068,39,124,0.9914,3.34,0.58,11,7
7.1,0.18,0.36,1.4,0.043,31,87,0.9898,3.26,0.37,12.7,7
7,0.32,0.34,1.3,0.042,20,69,0.9912,3.31,0.65,12,7
5.2,0.44,0.04,1.4,0.036,43,119,0.9894,3.36,0.33,12.1,8
5.2,0.44,0.04,1.4,0.036,43,119,0.9894,3.36,0.33,12.1,8
6.8,0.53,0.35,3.8,0.034,26,109,0.9906,3.26,0.57,12.7,8
6.7,0.26,0.39,1.1,0.04,45,147,0.9935,3.32,0.58,9.6,8
6.1,0.31,0.58,5,0.039,36,114,0.9909,3.3,0.6,12.3,8
6.6,0.24,0.35,7.7,0.031,36,135,0.9938,3.19,0.37,10.5,5
6.6,0.24,0.35,7.7,0.031,36,135,0.9938,3.19,0.37,10.5,5
6.4,0.32,0.35,4.8,0.03,34,101,0.9912,3.36,0.6,12.5,8
6.8,0.24,0.34,4.6,0.032,37,135,0.9927,3.2,0.39,10.6,5
7.3,0.33,0.4,6.85,0.038,32,138,0.992,3.03,0.3,11.9,7
7.3,0.33,0.4,6.85,0.038,32,138,0.992,3.03,0.3,11.9,7
7,0.23,0.36,7.1,0.028,31,104,0.9922,3.35,0.47,12.1,8
6,0.25,0.28,2.2,0.026,54,126,0.9898,3.43,0.65,12.9,8
5.9,0.27,0.29,11.4,0.036,31,115,0.9949,3.35,0.48,10.5,8
6.5,0.36,0.28,3.2,0.037,29,119,0.9908,3.25,0.65,12.4,8
Training Sum error is 49.60635278787011
Training Mean squared error is 0.02470435895810264
The precision and recall
Class one Quality 5:
Precision:0.9752066115702479
Recall:0.9402390438247012
Class two Quality 7:
Precision:0.8540145985401459
Recall:0.9212598425196851
Class three Quality 8:
Precision:0.6
Recall:0.5714285714285714
The Classification Accuracy is 91.47869674185463%
Draw the confusion matrix；
----------------------------------Actual Class-----------------------
Quality '5' | Quality '7' | Quality '8'
| |
| Quality "5" 236 | 5 | 1
| ---------------------------------------------------------------
Predicted Class | Quality "7" 12 | 117 | 8
| ---------------------------------------------------------------
| Quality "8" 3 | 5 | 12
final Training epoch is: 336