Wine
Emilio Martínez - A01177730
2024-03-02
Contexto
Paso 1. Instalar paquetes y llamar librerías
## Warning: package 'cluster' was built under R version 4.3.2## Warning: package 'ggplot2' was built under R version 4.3.2## Warning: package 'data.table' was built under R version 4.3.1## Warning: package 'factoextra' was built under R version 4.3.2## Welcome! Want to learn more? See two factoextra-related books at https://goo.gl/ve3WBaPaso 2. Obtener los datos
## Warning: package 'readr' was built under R version 4.3.1## Rows: 178 Columns: 13
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## dbl (13): Alcohol, Malic_Acid, Ash, Ash_Alcanity, Magnesium, Total_Phenols, ...
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.## spc_tbl_ [178 × 13] (S3: spec_tbl_df/tbl_df/tbl/data.frame)
## $ Alcohol : num [1:178] 14.2 13.2 13.2 14.4 13.2 ...
## $ Malic_Acid : num [1:178] 1.71 1.78 2.36 1.95 2.59 1.76 1.87 2.15 1.64 1.35 ...
## $ Ash : num [1:178] 2.43 2.14 2.67 2.5 2.87 2.45 2.45 2.61 2.17 2.27 ...
## $ Ash_Alcanity : num [1:178] 15.6 11.2 18.6 16.8 21 15.2 14.6 17.6 14 16 ...
## $ Magnesium : num [1:178] 127 100 101 113 118 112 96 121 97 98 ...
## $ Total_Phenols : num [1:178] 2.8 2.65 2.8 3.85 2.8 3.27 2.5 2.6 2.8 2.98 ...
## $ Flavanoids : num [1:178] 3.06 2.76 3.24 3.49 2.69 3.39 2.52 2.51 2.98 3.15 ...
## $ Nonflavanoid_Phenols: num [1:178] 0.28 0.26 0.3 0.24 0.39 0.34 0.3 0.31 0.29 0.22 ...
## $ Proanthocyanins : num [1:178] 2.29 1.28 2.81 2.18 1.82 1.97 1.98 1.25 1.98 1.85 ...
## $ Color_Intensity : num [1:178] 5.64 4.38 5.68 7.8 4.32 6.75 5.25 5.05 5.2 7.22 ...
## $ Hue : num [1:178] 1.04 1.05 1.03 0.86 1.04 1.05 1.02 1.06 1.08 1.01 ...
## $ OD280 : num [1:178] 3.92 3.4 3.17 3.45 2.93 2.85 3.58 3.58 2.85 3.55 ...
## $ Proline : num [1:178] 1065 1050 1185 1480 735 ...
## - attr(*, "spec")=
## .. cols(
## .. Alcohol = col_double(),
## .. Malic_Acid = col_double(),
## .. Ash = col_double(),
## .. Ash_Alcanity = col_double(),
## .. Magnesium = col_double(),
## .. Total_Phenols = col_double(),
## .. Flavanoids = col_double(),
## .. Nonflavanoid_Phenols = col_double(),
## .. Proanthocyanins = col_double(),
## .. Color_Intensity = col_double(),
## .. Hue = col_double(),
## .. OD280 = col_double(),
## .. Proline = col_double()
## .. )
## - attr(*, "problems")=<externalptr>Paso 3. Escalar las variables
## Alcohol Malic_Acid Ash Ash_Alcanity Magnesium
## [1,] 1.51434077 -0.56066822 0.23139979 -1.166303174 1.90852151
## [2,] 0.24559683 -0.49800856 -0.82566722 -2.483840525 0.01809398
## [3,] 0.19632522 0.02117152 1.10621386 -0.267982252 0.08810981
## [4,] 1.68679140 -0.34583508 0.48655389 -0.806974805 0.92829983
## [5,] 0.29486844 0.22705328 1.83522559 0.450674485 1.27837900
## [6,] 1.47738706 -0.51591132 0.30430096 -1.286079296 0.85828399
## [7,] 1.71142720 -0.41744613 0.30430096 -1.465743481 -0.26196936
## [8,] 1.30493643 -0.16680747 0.88751034 -0.567422559 1.48842650
## [9,] 2.25341491 -0.62332789 -0.71631546 -1.645407665 -0.19195352
## [10,] 1.05857838 -0.88291793 -0.35180959 -1.046527051 -0.12193769
## [11,] 1.35420804 -0.15785609 -0.24245783 -0.447646437 0.36817315
## [12,] 1.37884384 -0.76654998 -0.16955666 -0.806974805 -0.33198519
## [13,] 0.92308146 -0.54276546 0.15849862 -1.046527051 -0.75208020
## [14,] 2.15487169 -0.54276546 0.08559744 -2.423952463 -0.61204853
## [15,] 1.69910930 -0.41744613 0.04914686 -2.244288279 0.15812565
## [16,] 0.77526663 -0.47115441 1.21556562 -0.687198682 0.85828399
## [17,] 1.60056608 -0.37268923 1.28846679 0.151234178 1.41841067
## [18,] 1.02162467 -0.68598755 0.92396093 0.151234178 1.06833150
## [19,] 1.46506916 -0.66808479 0.41365272 -0.896806897 0.57822065
## [20,] 0.78758453 0.68357369 0.70525741 -1.286079296 1.13834733
## [21,] 1.30493643 -0.63227927 -0.31535901 -1.046527051 1.83850567
## [22,] -0.08698653 1.31017034 1.03331269 -0.267982252 0.15812565
## [23,] 0.87380985 -0.42639751 -0.02375431 -0.866862867 0.08810981
## [24,] -0.18552975 -0.65913341 0.55945507 -0.507534498 -0.33198519
## [25,] 0.61513390 -0.47115441 0.88751034 0.151234178 -0.26196936
## [26,] 0.06082829 -0.25632128 3.11099611 1.648435713 1.69847400
## [27,] 0.47963697 -0.50695994 0.92396093 -1.016583020 -0.47201686
## [28,] 0.36877585 -0.55171684 -0.82566722 -0.747086744 -0.40200103
## [29,] 1.07089628 -0.39059199 1.58007149 -0.028430007 0.50820482
## [30,] 1.25566482 -0.58752236 -0.57051311 -1.046527051 -0.26196936
## [31,] 0.89844565 -0.74864721 1.21556562 0.899834945 0.08810981
## [32,] 0.71367712 -0.60542512 -0.02375431 -0.118262099 0.43818899
## [33,] 0.83685614 -0.45325165 -0.02375431 -0.687198682 0.29815732
## [34,] 0.93539936 -0.72179307 1.21556562 0.001514024 2.25860068
## [35,] 0.62745180 -0.48010579 1.03331269 -0.148206130 0.71825232
## [36,] 0.59049809 -0.47115441 0.15849862 0.300954331 0.01809398
## [37,] 0.34414005 -0.62332789 1.72587383 -1.196247204 0.71825232
## [38,] 0.06082829 -0.61437650 0.66880683 -0.447646437 -0.12193769
## [39,] 0.08546410 -0.74864721 -0.97146956 -1.196247204 -0.12193769
## [40,] 1.50202286 1.48024658 0.52300448 -1.884959911 1.97853734
## [41,] 0.68904131 -0.56066822 -0.20600725 -0.986638989 1.20836316
## [42,] 0.50427278 1.34597587 -0.89856839 -0.208094191 -0.68206436
## [43,] 1.08321419 -0.39954337 0.81460917 -1.345967358 0.08810981
## [44,] 0.29486844 1.47129519 -0.27890842 -0.597366590 0.22814148
## [45,] 0.06082829 -0.50695994 -0.97146956 -0.747086744 0.50820482
## [46,] 1.48970496 1.52500348 0.26785038 -0.178150160 0.78826816
## [47,] 1.69910930 1.12219135 -0.31535901 -1.046527051 0.15812565
## [48,] 1.10784999 -0.58752236 -0.89856839 -1.046527051 0.08810981
## [49,] 1.35420804 -0.28317542 0.12204803 -0.208094191 0.22814148
## [50,] 1.15712160 -0.54276546 -0.35180959 -0.627310621 0.57822065
## [51,] 0.06082829 -0.54276546 -1.19017308 -2.124512156 -0.54203270
## [52,] 1.02162467 -0.61437650 0.85105976 -0.687198682 -0.40200103
## [53,] 1.00930677 -0.52486270 0.19494920 -1.645407665 0.78826816
## [54,] 0.94771726 -0.39059199 1.14266445 -0.717142713 1.06833150
## [55,] 0.91076355 -0.59647374 -0.42471076 -0.926750928 1.27837900
## [56,] 0.68904131 -0.54276546 0.34075155 0.300954331 1.13834733
## [57,] 1.50202286 -0.56961960 -0.24245783 -0.956694959 1.27837900
## [58,] 0.35645795 -0.32793232 1.14266445 -0.806974805 0.15812565
## [59,] 0.88612775 -0.81130688 0.48655389 -0.836918836 0.57822065
## [60,] -0.77678907 -1.24992453 -3.66881295 -2.663504709 -0.82209603
## [61,] -0.82606067 -1.10670244 -0.31535901 -1.046527051 0.08810981
## [62,] -0.44420570 -0.87396654 -1.26307425 -0.806974805 0.01809398
## [63,] 0.82453824 -0.97243173 -1.62758012 -0.447646437 -0.40200103
## [64,] -0.77678907 -1.07984830 -0.75276604 -0.148206130 -0.89211187
## [65,] -1.02314711 -0.79340412 0.59590565 -0.148206130 0.29815732
## [66,] -0.77678907 -1.00823725 0.70525741 -0.417702406 -0.12193769
## [67,] 0.13473571 -1.18726487 -2.42949302 -1.345967358 -1.52225438
## [68,] -0.77678907 -1.04404278 -1.62758012 0.031458055 -1.52225438
## [69,] 0.41804746 -1.24992453 -0.02375431 -0.747086744 0.71825232
## [70,] -0.97387550 -1.02614002 -2.24724008 -0.806974805 3.58890153
## [71,] -0.87533228 -0.65018203 -0.57051311 0.271010300 0.22814148
## [72,] 1.05857838 -0.73969583 1.10621386 1.648435713 -0.96212770
## [73,] 0.60281600 -0.60542512 -0.46116135 1.348995406 -0.89211187
## [74,] -0.01307912 -0.59647374 0.85105976 3.145637249 2.74871152
## [75,] -1.28182306 -1.11565382 -0.24245783 0.450674485 0.08810981
## [76,] -1.65136013 -0.40849475 -1.62758012 -1.046527051 -0.19195352
## [77,] 0.03619249 -1.28573006 -2.39304243 -1.046527051 -0.96212770
## [78,] -1.42963789 0.49559470 -0.49761194 -0.447646437 0.85828399
## [79,] -0.82606067 -1.20516763 -1.51822836 -1.405855419 2.53866402
## [80,] -0.37029829 1.37283001 0.12204803 1.049555099 0.08810981
## [81,] -1.23255145 -1.26782729 -1.33597542 -0.148206130 -0.96212770
## [82,] -0.34566248 -0.47115441 -0.60696370 -0.208094191 -0.96212770
## [83,] -1.13400823 -1.07984830 0.52300448 1.348995406 -1.52225438
## [84,] 0.06082829 1.36387863 -0.16955666 0.899834945 -1.03214354
## [85,] -1.42963789 -1.29468144 0.77815859 -0.447646437 -0.40200103
## [86,] -0.40725200 -1.21411901 -0.46116135 -0.447646437 -0.05192185
## [87,] -1.03546501 -0.65018203 -0.20600725 0.989667037 -0.68206436
## [88,] -1.66367803 -0.59647374 0.92396093 1.947876020 -0.82209603
## [89,] -1.67599593 -0.24736990 0.34075155 0.630338669 -1.10215937
## [90,] -1.13400823 -0.90082069 -0.24245783 1.229219283 -2.08238105
## [91,] -1.13400823 -0.45325165 -0.16955666 -0.297926283 -1.31220687
## [92,] -1.23255145 -0.73969583 0.19494920 0.750114792 -0.96212770
## [93,] -0.38261619 -0.72179307 -0.38826018 0.360842393 -1.38222271
## [94,] -0.87533228 0.44188642 -0.53406252 -0.447646437 -0.82209603
## [95,] -1.70063174 -0.31002956 -0.31535901 -0.447646437 -0.12193769
## [96,] -0.65361004 -0.73074445 -0.60696370 -0.148206130 4.35907571
## [97,] -1.46659160 -0.19366161 1.36136797 0.600394638 2.39863235
## [98,] -0.87533228 -0.82920964 -1.40887660 -1.046527051 -1.03214354
## [99,] -0.77678907 -1.13355658 -0.97146956 -0.297926283 -0.82209603
## [100,] -0.87533228 0.74623336 -0.57051311 -0.447646437 -0.82209603
## [101,] -1.13400823 -0.22946714 -2.42949302 -0.597366590 -0.19195352
## [102,] -0.49347731 -0.89186931 -1.70048129 -0.297926283 -0.82209603
## [103,] -0.81374277 0.10173395 0.34075155 0.450674485 -0.12193769
## [104,] -1.45427369 -0.55171684 -1.77338246 0.001514024 -0.96212770
## [105,] -0.60433843 -0.54276546 -1.40887660 0.300954331 -1.03214354
## [106,] -0.71519955 0.19124776 -0.35180959 0.750114792 -0.68206436
## [107,] -0.92460389 -0.54276546 -0.89856839 -0.148206130 -1.38222271
## [108,] -0.34566248 -0.52486270 -0.31535901 0.899834945 -1.10215937
## [109,] -0.96155760 -0.93662621 -1.55467894 -0.148206130 -0.54203270
## [110,] -1.71294964 -0.88291793 1.21556562 0.151234178 -0.40200103
## [111,] -1.89771818 1.25646206 -1.99208598 0.001514024 0.50820482
## [112,] -0.59202053 0.08383119 -0.71631546 0.450674485 -0.82209603
## [113,] -1.52818111 0.30761571 2.01747852 0.151234178 0.22814148
## [114,] -1.95930769 -1.42895215 0.48655389 0.450674485 -0.82209603
## [115,] -1.13400823 -0.84711240 0.48655389 0.899834945 -1.10215937
## [116,] -2.42738798 -0.73969583 -0.60696370 0.600394638 -1.03214354
## [117,] -1.45427369 -0.77550136 -1.37242601 0.390786423 -0.96212770
## [118,] -0.71519955 -0.65018203 -0.64341428 0.899834945 0.57822065
## [119,] -0.28407297 0.97896926 -1.40887660 -1.046527051 -1.38222271
## [120,] -1.23255145 0.97896926 -1.33597542 -0.148206130 -0.89211187
## [121,] -1.91003608 0.05697705 0.19494920 0.151234178 -0.26196936
## [122,] -1.77453915 -0.25632128 3.14744670 2.696476788 1.34839483
## [123,] -0.71519955 1.87410733 1.32491738 2.097596174 0.15812565
## [124,] 0.06082829 3.10044648 -0.86211780 0.600394638 -0.96212770
## [125,] -1.39268418 1.76669076 0.08559744 0.450674485 -1.24219104
## [126,] -1.14632613 -0.15785609 -0.71631546 0.450674485 -1.03214354
## [127,] -0.70288165 -0.72179307 -0.27890842 0.600394638 -0.96212770
## [128,] -1.49122740 -0.18471023 1.50717031 2.696476788 -0.54203270
## [129,] -0.77678907 -0.63227927 -0.24245783 1.498715559 -0.82209603
## [130,] -1.18327984 1.75773938 0.04914686 0.750114792 -1.38222271
## [131,] -0.17321185 -0.88291793 -0.16955666 -0.447646437 1.55844234
## [132,] -0.14857605 0.58510851 0.12204803 0.151234178 0.29815732
## [133,] -0.23480136 -0.02358538 0.12204803 1.348995406 -0.12193769
## [134,] -0.37029829 1.08638583 -0.02375431 0.600394638 0.43818899
## [135,] -0.60433843 -0.98138311 -0.42471076 -0.597366590 -1.03214354
## [136,] -0.49347731 0.11068533 -0.60696370 -0.297926283 -0.40200103
## [137,] -0.92460389 2.13369737 0.63235624 0.450674485 -0.75208020
## [138,] -0.57970263 2.84085644 0.99686210 1.648435713 -0.26196936
## [139,] 0.60281600 1.12219135 -0.64341428 0.001514024 -0.82209603
## [140,] -0.19784766 0.55825437 0.88751034 1.348995406 0.08810981
## [141,] -0.08698653 0.42398365 1.21556562 0.450674485 -0.26196936
## [142,] 0.44268327 0.20019914 -0.06020490 0.151234178 -0.75208020
## [143,] 0.63976970 0.74623336 1.28846679 1.199275252 -0.19195352
## [144,] 0.76294873 2.33957912 -0.06020490 0.151234178 -0.54203270
## [145,] -0.92460389 1.38178139 -0.60696370 -0.297926283 0.85828399
## [146,] 0.19632522 1.10428859 -0.78921663 0.450674485 0.15812565
## [147,] 1.08321419 2.42014155 -0.49761194 0.151234178 -1.38222271
## [148,] -0.16089395 2.03523218 0.41365272 0.600394638 -0.96212770
## [149,] 0.39341166 0.80889302 0.04914686 0.600394638 -0.54203270
## [150,] 0.09778200 1.39968415 -0.02375431 0.600394638 0.92829983
## [151,] 0.61513390 0.70147646 0.92396093 1.348995406 1.62845817
## [152,] -0.25943717 0.29866433 0.41365272 0.750114792 0.85828399
## [153,] 0.13473571 -0.39059199 1.39781855 1.798155867 1.13834733
## [154,] 0.28255053 0.86260131 -0.31535901 -0.297926283 -0.12193769
## [155,] -0.51811312 -0.93662621 -0.97146956 0.151234178 0.22814148
## [156,] 0.20864312 2.55441226 -0.16955666 0.750114792 -0.47201686
## [157,] 1.03394258 1.59661452 0.04914686 0.001514024 -0.75208020
## [158,] -0.67824585 0.62091403 0.99686210 2.247316327 -0.19195352
## [159,] 1.64983769 -0.58752236 1.21556562 1.648435713 -0.12193769
## [160,] 0.59049809 -0.59647374 0.99686210 0.899834945 -0.75208020
## [161,] -0.78910697 1.33702448 0.04914686 0.450674485 -0.82209603
## [162,] 0.84917404 0.82679579 0.63235624 0.151234178 0.50820482
## [163,] -0.18552975 0.83574717 0.77815859 0.750114792 0.43818899
## [164,] -0.05003283 0.99687202 -0.06020490 -0.297926283 0.43818899
## [165,] 0.96003516 0.37922675 -0.24245783 0.750114792 -0.68206436
## [166,] 0.89844565 1.81144766 -0.38826018 0.899834945 -0.82209603
## [167,] 0.55354439 1.22065654 0.85105976 1.049555099 0.78826816
## [168,] -0.22248346 0.92526097 -0.24245783 0.001514024 -0.82209603
## [169,] 0.71367712 0.21810190 1.17911504 1.498715559 0.36817315
## [170,] 0.49195487 2.02628080 1.79877500 1.648435713 0.85828399
## [171,] -0.98619340 0.62091403 -0.16955666 -0.148206130 -0.26196936
## [172,] -0.28407297 0.04802567 -0.31535901 0.001514024 -0.96212770
## [173,] 1.42811545 0.15544223 0.41365272 0.151234178 -0.61204853
## [174,] 0.87380985 2.96617577 0.30430096 0.300954331 -0.33198519
## [175,] 0.49195487 1.40863553 0.41365272 1.049555099 0.15812565
## [176,] 0.33182214 1.73983662 -0.38826018 0.151234178 1.41841067
## [177,] 0.20864312 0.22705328 0.01269627 0.151234178 1.41841067
## [178,] 1.39116174 1.57871176 1.36136797 1.498715559 -0.26196936
## Total_Phenols Flavanoids Nonflavanoid_Phenols Proanthocyanins
## [1,] 0.806721729 1.0319080692 -0.65770780 1.22143845
## [2,] 0.567048088 0.7315652835 -0.81841060 -0.54318872
## [3,] 0.806721729 1.2121137407 -0.49700500 2.12995937
## [4,] 2.484437221 1.4623993954 -0.97911340 1.02925134
## [5,] 0.806721729 0.6614853002 0.22615759 0.40027531
## [6,] 1.557699140 1.3622851335 -0.17559941 0.66234866
## [7,] 0.327374446 0.4912910549 -0.49700500 0.67982021
## [8,] 0.487156874 0.4812796287 -0.41665360 -0.59560339
## [9,] 0.806721729 0.9518166597 -0.57735640 0.67982021
## [10,] 1.094330099 1.1220109049 -1.13981619 0.45268998
## [11,] 1.046395371 1.2922051502 -1.13981619 1.37868246
## [12,] -0.151972837 0.4011882192 -0.81841060 -0.03651359
## [13,] 0.487156874 0.7315652835 -0.57735640 0.38280376
## [14,] 1.286069013 1.6626279192 0.54756319 2.12995937
## [15,] 1.605633868 1.6125707883 -0.57735640 2.39203271
## [16,] 0.886612943 0.8817366764 -0.49700500 -0.22870071
## [17,] 0.806721729 1.1119994787 -0.25595080 0.66234866
## [18,] 1.046395371 1.3722965597 0.30650899 0.22555975
## [19,] 1.605633868 1.9029021478 -0.33630220 0.47016154
## [20,] 0.646939302 1.0018737906 -1.54157319 0.12073042
## [21,] 1.126286585 1.1420337573 -0.97911340 0.88947889
## [22,] 0.183570261 0.3811653668 -0.89876200 0.67982021
## [23,] 0.503135117 0.8517023978 -0.73805920 0.17314508
## [24,] 0.295417961 0.3411196621 -0.81841060 -0.22870071
## [25,] 0.375309174 0.5813938906 -0.65770780 0.12073042
## [26,] 0.535091602 0.6514738740 0.86896878 0.57499088
## [27,] 0.886612943 0.9117709549 -0.17559941 -0.24617226
## [28,] 0.167592018 0.1609139906 -0.73805920 -0.42088782
## [29,] 1.046395371 0.9418052335 0.06545479 0.29544598
## [30,] 0.567048088 0.3010739573 -0.81841060 0.67982021
## [31,] 1.126286585 1.2221251668 -0.57735640 1.37868246
## [32,] 0.902591186 1.1620566097 -1.13981619 0.62740554
## [33,] 0.199548504 0.6614853002 0.46721179 0.66234866
## [34,] 1.046395371 0.7115424311 1.11002298 -0.42088782
## [35,] 0.087700804 0.5013024811 -0.57735640 -0.08892826
## [36,] 0.646939302 0.9518166597 -0.81841060 0.47016154
## [37,] 0.487156874 0.6514738740 -0.17559941 -0.40341627
## [38,] 0.247483232 0.4011882192 -0.57735640 -0.26364382
## [39,] 0.167592018 0.6114281692 -0.65770780 -0.38594471
## [40,] 1.126286585 1.0118852168 -1.30051899 0.85453577
## [41,] 1.365960227 1.2621708716 -0.17559941 1.30879623
## [42,] 0.247483232 0.6514738740 -0.73805920 -0.19375759
## [43,] 1.525742654 1.5324793788 -1.54157319 0.19061664
## [44,] 0.551069845 0.6014167430 -0.33630220 0.12073042
## [45,] 1.126286585 0.9718395121 -0.65770780 0.76717799
## [46,] 0.886612943 0.6214395954 -0.49700500 -0.59560339
## [47,] 1.525742654 1.1420337573 -0.73805920 1.04672289
## [48,] 1.286069013 1.3622851335 -1.22016759 0.95936511
## [49,] 0.726830515 0.8917481025 -0.33630220 1.37868246
## [50,] 0.934547672 1.5124565264 -0.33630220 0.85453577
## [51,] 0.678895787 1.2421480192 -1.54157319 2.30467493
## [52,] 0.247483232 0.9618280859 -1.13981619 1.22143845
## [53,] 2.532371949 1.7126850502 -0.33630220 0.48763309
## [54,] 1.126286585 0.7615995621 0.22615759 0.15567353
## [55,] 0.487156874 0.8717252502 -1.22016759 0.05084419
## [56,] 1.062373614 0.7515881359 -1.30051899 1.50098335
## [57,] 1.445851440 0.9718395121 -0.81841060 0.76717799
## [58,] 1.126286585 1.2021023145 -0.41665360 0.12073042
## [59,] 1.765416296 1.6426050669 -1.38087039 0.78464955
## [60,] -0.503494178 -1.4609370523 -0.65770780 -2.04574255
## [61,] -0.391646479 -0.9403428904 2.15459116 -2.06321410
## [62,] -0.439581207 -0.6199772522 1.35107717 -1.69631142
## [63,] -0.311755265 -0.2395430570 -0.33630220 -1.50412430
## [64,] 1.925198724 1.0719537740 -1.38087039 0.48763309
## [65,] -0.647298363 -0.2795887618 0.70826598 -0.97997762
## [66,] 0.199548504 0.6214395954 0.06545479 0.85453577
## [67,] 1.094330099 1.1520451835 -0.81841060 1.20396690
## [68,] -0.295777022 -0.0293031070 -0.73805920 -0.96250606
## [69,] 0.375309174 -0.7301029403 1.51177997 -2.04574255
## [70,] -0.711211334 -0.7501257927 -1.78262739 1.58834113
## [71,] -1.909579543 -1.0104228737 0.06545479 -0.22870071
## [72,] 1.046395371 0.8316795454 -1.22016759 0.48763309
## [73,] -0.663276606 -0.1894859260 -0.73805920 -0.97997762
## [74,] 1.605633868 0.8617138240 -1.22016759 0.64487710
## [75,] 1.733459810 0.1108568597 -1.86297878 0.10325886
## [76,] -1.094689161 -0.4597944332 -0.17559941 -0.77031895
## [77,] -0.551428907 0.0007311716 -0.97911340 -0.22870071
## [78,] -0.918928490 -0.7100800880 0.54756319 -1.11975007
## [79,] -0.631320120 -0.1794744999 -0.09524801 2.04260159
## [80,] 0.854656458 0.5213253335 0.54756319 0.62740554
## [81,] 0.199548504 0.2309939740 -0.49700500 -0.28111538
## [82,] -0.151972837 0.5013024811 -0.81841060 0.31291753
## [83,] -0.471537693 -0.4497830070 0.30650899 -0.33353004
## [84,] -1.030776190 -0.4397715808 1.99388837 0.05084419
## [85,] -0.151972837 0.1809368430 -1.13981619 1.32626779
## [86,] -0.151972837 -0.0893716641 -0.49700500 -0.22870071
## [87,] -0.823059034 -0.3396573189 0.54756319 -0.05398515
## [88,] -0.599363635 -0.4197487284 0.30650899 -0.43835938
## [89,] -0.551428907 -0.3396573189 0.94932018 -0.42088782
## [90,] -0.151972837 -0.4397715808 0.46721179 -0.36847316
## [91,] -1.110667404 -0.5298744165 1.27072578 0.08578730
## [92,] -1.350341045 -0.7801600713 1.11002298 0.06831575
## [93,] -1.462188745 -0.5699201213 1.75283417 0.05084419
## [94,] 0.247483232 0.2209825478 -0.89876200 0.69729177
## [95,] 1.158243070 0.2309939740 -1.54157319 -0.42088782
## [96,] 0.327374446 0.2410054002 -0.33630220 2.95112251
## [97,] -1.110667404 -1.0404571523 -1.78262739 -0.05398515
## [98,] 0.407265660 0.4712682025 -0.57735640 0.31291753
## [99,] 1.957155209 1.7226964764 -0.97911340 0.62740554
## [100,] 0.886612943 0.9618280859 0.70826598 2.12995937
## [101,] -0.104038109 0.1408911382 -0.81841060 -0.33353004
## [102,] -1.350341045 -0.6700343832 -0.57735640 -0.42088782
## [103,] 0.423243903 0.0808225811 -0.17559941 -0.49077405
## [104,] 0.327374446 -0.3897144499 0.06545479 -0.29858693
## [105,] -0.151972837 -0.1093945165 -0.33630220 -0.19375759
## [106,] -0.982841462 -0.1894859260 2.39564536 -0.29858693
## [107,] -1.030776190 0.0007311716 0.06545479 0.06831575
## [108,] -1.462188745 -0.2695773356 0.94932018 0.06831575
## [109,] 0.103679047 0.0107425978 0.22615759 0.85453577
## [110,] 0.710852273 0.8917481025 -0.57735640 1.57086958
## [111,] 1.413894955 0.5513596121 -0.97911340 3.47526919
## [112,] 0.407265660 0.2410054002 -0.81841060 -0.64801805
## [113,] -0.870993762 0.0007311716 1.91353697 -0.94503451
## [114,] 0.295417961 -0.0192916808 0.46721179 -0.26364382
## [115,] 0.423243903 0.2610282525 0.54756319 -0.96250606
## [116,] 0.263461475 0.1408911382 1.27072578 0.73223488
## [117,] -0.503494178 -0.4297601546 -0.49700500 -0.10639981
## [118,] -0.471537693 0.0607997287 -0.17559941 0.03337264
## [119,] -1.062732675 -0.7801600713 0.54756319 -1.32940874
## [120,] -0.471537693 -0.3897144499 0.06545479 0.48763309
## [121,] 0.966504157 0.7615995621 -0.33630220 0.41774687
## [122,] 1.413894955 3.0542161597 0.86896878 0.48763309
## [123,] -0.151972837 0.1008454335 0.54756319 0.20808820
## [124,] 0.519113359 0.6214395954 -0.49700500 0.73223488
## [125,] 0.902591186 1.0018737906 -1.22016759 2.30467493
## [126,] 0.487156874 0.6214395954 0.06545479 -0.42088782
## [127,] 0.710852273 1.1220109049 0.22615759 0.31291753
## [128,] -0.263820537 0.2109711216 1.75283417 0.29544598
## [129,] -0.120016352 0.4212110716 0.30650899 0.54004776
## [130,] -0.311755265 -0.2795887618 0.46721179 -0.42088782
## [131,] -1.254471589 -0.7801600713 -1.22016759 -1.13722163
## [132,] -1.590014687 -0.8101943499 -0.97911340 -1.32940874
## [133,] -1.829688329 -0.9403428904 -0.73805920 -1.32940874
## [134,] -0.950884976 -0.8302172023 -1.54157319 -1.31193719
## [135,] -0.471537693 -1.4509256261 1.91353697 -0.59560339
## [136,] -1.078710918 -1.3708342166 2.15459116 -1.13722163
## [137,] -1.462188745 -1.5610513142 1.35107717 -1.38182341
## [138,] -0.807080791 -1.4309027737 2.15459116 -0.85767673
## [139,] -1.078710918 -1.5510398880 1.75283417 -1.24205096
## [140,] 0.039766076 -1.4309027737 1.35107717 -1.36435186
## [141,] -1.206536860 -1.5310170356 1.35107717 -1.46918119
## [142,] -1.430232259 -1.5310170356 0.06545479 -1.66136831
## [143,] -1.190558618 -1.5109941832 1.11002298 -1.81861232
## [144,] -0.471537693 -1.2306742499 0.86896878 -0.99744918
## [145,] -1.462188745 -1.2506971023 -0.57735640 -0.78779050
## [146,] -1.270449832 -1.4809599046 0.54756319 -0.50824560
## [147,] -2.101318456 -1.6911998547 0.30650899 -1.59148209
## [148,] -0.950884976 -1.3808456427 0.86896878 -1.27699407
## [149,] -0.583385392 -1.2707199546 0.70826598 -0.59560339
## [150,] -1.414254017 -0.6400001046 -0.17559941 -0.78779050
## [151,] -1.430232259 -0.4597944332 -1.13981619 -0.59560339
## [152,] -1.302406317 -0.6700343832 -0.97911340 -0.57813183
## [153,] -0.151972837 -0.7501257927 -0.81841060 -0.05398515
## [154,] -0.791102548 -1.2006399713 1.99388837 0.48763309
## [155,] -1.302406317 -1.4509256261 1.35107717 -0.33353004
## [156,] -0.886972005 -1.4008684951 1.99388837 -0.07145670
## [157,] -0.791102548 -1.2006399713 0.94932018 -0.05398515
## [158,] -0.631320120 -1.4509256261 2.15459116 -0.78779050
## [159,] 0.806721729 -0.7200915142 1.35107717 1.93777225
## [160,] 0.487156874 -0.9303314642 1.27072578 1.22143845
## [161,] 0.007809591 -1.1105371356 1.11002298 -0.96250606
## [162,] -0.743167820 -1.4709484785 1.11002298 -1.38182341
## [163,] -1.030776190 -1.4309027737 1.91353697 -1.10227851
## [164,] -1.446210502 -1.3307885118 0.30650899 -1.13722163
## [165,] -1.510123473 -1.3508113642 0.38686039 -0.97997762
## [166,] -1.621971173 -1.5610513142 1.27072578 -0.77031895
## [167,] -0.950884976 -1.1105371356 0.54756319 -0.22870071
## [168,] -1.302406317 -1.3708342166 0.30650899 -1.08480696
## [169,] -1.190558618 -1.1906285451 0.22615759 -0.08892826
## [170,] -0.503494178 -1.0704914308 -0.73805920 -0.84020517
## [171,] -1.669905901 -1.5410284618 0.30650899 -1.50412430
## [172,] -1.446210502 -1.5210056094 0.94932018 -1.66136831
## [173,] -0.982841462 -1.3307885118 0.62791458 -0.61307494
## [174,] -0.982841462 -1.4208913475 1.27072578 -0.92756295
## [175,] -0.791102548 -1.2807313808 0.54756319 -0.31605849
## [176,] -1.126645647 -1.3407999380 0.54756319 -0.42088782
## [177,] -1.030776190 -1.3508113642 1.35107717 -0.22870071
## [178,] -0.391646479 -1.2707199546 1.59213137 -0.42088782
## Color_Intensity Hue OD280 Proline
## [1,] 0.251008784 0.36115849 1.84272147 1.010159388
## [2,] -0.292496232 0.40490846 1.11031723 0.962526349
## [3,] 0.268262912 0.31740852 0.78636920 1.391223700
## [4,] 1.182731669 -0.42634104 1.18074072 2.328006800
## [5,] -0.318377423 0.36115849 0.44833648 -0.037767469
## [6,] 0.729810822 0.40490846 0.33565890 2.232740722
## [7,] 0.082781041 0.27365854 1.36384178 1.724654973
## [8,] -0.003489596 0.44865844 1.36384178 1.740532653
## [9,] 0.061213382 0.53615839 0.33565890 0.946648670
## [10,] 0.932546820 0.22990857 1.32158768 0.946648670
## [11,] 0.298457635 1.27990794 0.78636920 2.423272878
## [12,] -0.025057256 0.92990815 0.29340481 1.692899614
## [13,] 0.233754657 0.84240820 0.40608239 1.819921051
## [14,] 0.147484019 1.27990794 0.16664254 1.280079943
## [15,] 1.053325713 1.06115807 0.54692935 2.540767708
## [16,] 0.967055075 1.41115786 0.37791299 1.788165692
## [17,] 0.492566569 0.49240841 0.05396496 1.692899614
## [18,] 0.665107844 0.75490825 -0.05871261 1.216569224
## [19,] 1.570949537 1.19240799 0.29340481 2.963113987
## [20,] 0.018078063 0.01115870 1.05397844 0.311541483
## [21,] 0.255322316 0.57990836 1.54694284 0.105131647
## [22,] -0.240733849 0.31740852 1.27933359 0.073376288
## [23,] -0.542681081 0.66740831 1.95539905 0.914893310
## [24,] -0.486605166 0.57990836 1.43426526 0.851382592
## [25,] -0.663459973 0.71115828 1.70187450 0.311541483
## [26,] -0.637578782 0.75490825 0.82862329 0.263908444
## [27,] -0.111327893 -0.16384119 0.85679269 1.422979059
## [28,] -0.477978102 0.27365854 0.22298133 1.708777293
## [29,] -0.240733849 1.27990794 1.11031723 0.533828998
## [30,] -0.154463212 0.36115849 1.37792647 0.914893310
## [31,] 0.276889975 1.01740810 0.13847314 1.708777293
## [32,] 0.794513800 0.57990836 0.37791299 2.439150558
## [33,] -0.525426953 1.19240799 0.36382829 0.771994193
## [34,] 0.147484019 1.27990794 0.54692935 1.550000497
## [35,] -0.370139806 0.62365833 0.36382829 1.105425466
## [36,] 0.018078063 0.36115849 1.20891011 0.549706678
## [37,] -0.197598531 0.57990836 0.23706602 0.422685241
## [38,] -0.348572146 0.71115828 -0.14322079 1.137180826
## [39,] -0.585816399 0.97365812 0.11030375 0.867260271
## [40,] 0.018078063 -0.29509111 1.29341829 0.041620929
## [41,] 0.462371846 -0.03259127 1.08214784 0.152764686
## [42,] -0.335631551 -0.20759117 0.54692935 0.914893310
## [43,] 0.160424615 -0.33884109 1.33567238 1.105425466
## [44,] -0.301123296 -0.60134093 0.54692935 -0.212421946
## [45,] -0.007803128 -0.33884109 1.03989375 0.438562920
## [46,] 0.078467509 -0.38259106 1.01172435 1.057792427
## [47,] -0.068192574 0.36115849 1.16665602 1.010159388
## [48,] 0.449431250 -0.20759117 1.01172435 0.756116514
## [49,] 0.492566569 0.49240841 0.19481193 0.994281709
## [50,] 1.657220175 0.71115828 0.68777632 1.629388895
## [51,] 0.923919756 0.71115828 0.42016708 1.280079943
## [52,] 0.233754657 1.23615797 1.06806314 1.645266575
## [53,] 0.859216778 0.22990857 0.91313147 1.407101380
## [54,] 0.535701888 0.75490825 0.44833648 1.994575527
## [55,] 0.341592953 -0.16384119 0.82862329 0.994281709
## [56,] 0.514134228 0.09865865 0.58918345 1.184813865
## [57,] 0.570210143 -0.07634125 0.98355496 0.708483475
## [58,] 0.406295932 0.49240841 0.32157420 1.661144254
## [59,] 0.751378481 -0.29509111 0.36382829 1.708777293
## [60,] -1.340684477 0.40490846 -1.11506488 -0.720507695
## [61,] -0.771298270 1.27990794 -1.32633534 -0.212421946
## [62,] 0.298457635 0.09865865 -1.43901291 -0.942795210
## [63,] -0.542681081 1.19240799 -0.21364428 -0.371198742
## [64,] -0.262301509 1.14865802 0.36382829 -1.038061288
## [65,] -0.909331290 2.15490741 -0.53759231 -1.244471124
## [66,] -0.197598531 1.01740810 -0.43899943 -0.218773018
## [67,] 0.104348700 0.71115828 0.80045390 -0.777667342
## [68,] -0.163090276 0.71115828 1.22299481 -0.752263054
## [69,] -0.814433589 0.27365854 -0.96013322 0.009865569
## [70,] -0.952466609 1.41115786 0.64552223 -0.091751580
## [71,] -0.866195971 -0.22509116 -1.11506488 0.390929881
## [72,] -0.723849419 1.76115765 0.77228450 -1.069816648
## [73,] -0.568562272 0.09865865 0.23706602 -0.872933420
## [74,] -0.736790015 1.54240778 1.25116420 0.756116514
## [75,] -0.797179461 0.14240862 0.73003041 0.441738456
## [76,] -0.542681081 1.19240799 -0.66435458 -1.012657001
## [77,] -0.197598531 1.01740810 -0.18547489 -1.126976294
## [78,] -1.038737246 0.01115870 -0.12913610 -0.784018414
## [79,] -0.715222356 0.44865844 -0.42491473 0.009865569
## [80,] -1.073245501 1.01740810 0.73003041 -0.901513243
## [81,] -1.103440224 1.84865760 0.71594572 -1.488987391
## [82,] -0.499545762 0.88615818 0.74411511 -0.104453724
## [83,] -1.232846180 1.54240778 0.15255784 -0.371198742
## [84,] -0.111327893 -0.51384098 -0.84745564 -0.736385375
## [85,] -0.866195971 -0.73259085 0.65960693 -0.720507695
## [86,] -1.051677842 1.19240799 0.77228450 -0.942795210
## [87,] -1.125007884 1.62990773 -0.49533822 -0.799896093
## [88,] -1.060304905 1.76115765 0.84270799 -0.587135186
## [89,] -0.974034268 0.18615860 0.19481193 -0.212421946
## [90,] -1.431268647 0.49240841 0.84270799 -0.387076422
## [91,] -1.146575543 0.53615839 -0.48125352 -0.847529132
## [92,] -0.628951718 0.40490846 0.05396496 -0.942795210
## [93,] -0.866195971 0.01115870 -0.77703216 -0.799896093
## [94,] -1.254413840 0.84240820 0.96947026 -1.450880959
## [95,] -0.779925334 0.88615818 0.49059057 -1.276226483
## [96,] -1.060304905 0.88615818 0.02579557 0.603690789
## [97,] -1.103440224 -0.03259127 -0.49533822 -0.387076422
## [98,] -0.930898949 1.19240799 0.18072723 -1.012657001
## [99,] -0.240733849 0.36115849 0.22298133 -0.275932664
## [100,] -1.189710862 2.02365749 0.30748951 -1.082518791
## [101,] -0.758357674 1.36740789 0.49059057 -0.117155868
## [102,] -1.125007884 0.36115849 0.22298133 -0.587135186
## [103,] -0.974034268 -0.68884088 1.08214784 -0.980901641
## [104,] -1.293235627 -0.07634125 -0.24181367 -1.053938968
## [105,] -0.913644822 0.36115849 1.34975708 -0.237826233
## [106,] -1.017169587 -0.42634104 0.96947026 -1.371492561
## [107,] -0.715222356 0.18615860 0.78636920 -0.752263054
## [108,] -0.758357674 -0.33884109 -0.26998307 -0.822124845
## [109,] -1.017169587 -0.42634104 0.57509875 -1.381019169
## [110,] -1.038737246 0.01115870 0.91313147 -0.212421946
## [111,] -0.930898949 -0.90759075 0.27932011 -0.587135186
## [112,] -1.319116818 -0.25134114 0.23706602 -1.339737202
## [113,] -0.542681081 1.19240799 -0.15730549 -0.444236069
## [114,] -0.853255375 0.62365833 -0.42491473 -0.993603785
## [115,] -0.930898949 -0.12009122 0.81453860 -1.149205046
## [116,] -1.362252137 3.29240673 0.36382829 -1.079343255
## [117,] -1.340684477 -0.03259127 1.01172435 -0.799896093
## [118,] -1.293235627 0.44865844 0.49059057 -1.276226483
## [119,] -0.715222356 -1.12634062 -0.69252397 -1.190487013
## [120,] -1.629691113 -0.12009122 0.61735284 -0.580784114
## [121,] -0.779925334 -0.68884088 1.09623253 -0.387076422
## [122,] 0.406295932 -0.12009122 1.51877344 -0.895162171
## [123,] -1.284608563 -0.16384119 0.71594572 -1.212715765
## [124,] -1.060304905 -0.99509069 0.68777632 -1.165082726
## [125,] -0.974034268 -0.90759075 1.44834996 -1.165082726
## [126,] -0.991288395 -0.42634104 0.94130087 -1.171433797
## [127,] -0.482291634 -1.17009059 0.32157420 -1.253997732
## [128,] -0.887763630 0.05490867 -0.24181367 -0.891986635
## [129,] -1.267354435 -0.29509111 0.23706602 -1.285753091
## [130,] -1.060304905 -0.73259085 -0.05871261 -0.529975539
## [131,] -0.413275124 -0.86384077 -1.86155382 -0.371198742
## [132,] 0.147484019 -0.95134072 -1.67845276 -0.688752336
## [133,] 0.276889975 -1.30134051 -1.76296094 -0.593486258
## [134,] -0.025057256 -0.77634083 -1.86155382 -0.466464820
## [135,] 0.169051679 -0.90759075 -1.55169049 -0.307688024
## [136,] 0.880784438 -0.99509069 -1.45309761 -0.164788907
## [137,] -0.521113421 -0.90759075 -1.88972321 -0.085400508
## [138,] -0.025057256 -0.60134093 -1.29816594 -0.736385375
## [139,] 0.276889975 -0.64509090 -1.11506488 -0.529975539
## [140,] -0.059565511 -0.29509111 -0.65026988 -0.498220180
## [141,] -0.197598531 -0.82009080 -0.42491473 -0.466464820
## [142,] 0.233754657 -1.12634062 -0.19955958 0.105131647
## [143,] -0.305436828 -0.29509111 -0.77703216 -0.720507695
## [144,] -0.283869168 -0.20759117 -0.79111685 -0.625241617
## [145,] 1.359586476 -1.34509048 -0.86154034 0.343296842
## [146,] -0.456410443 -1.56384035 -1.31225064 0.263908444
## [147,] -0.068192574 -1.65134030 -1.80521503 -1.053938968
## [148,] 1.118028691 -1.82634020 -1.05872609 -0.387076422
## [149,] 1.450170645 -1.78259022 -1.39675882 -0.307688024
## [150,] 1.872896769 -1.69509027 -1.80521503 -0.625241617
## [151,] 1.527814219 -1.60759033 -1.84746912 -0.784018414
## [152,] 2.476791231 -2.08884004 -1.60802927 -0.847529132
## [153,] 0.880784438 -1.52009038 -1.80521503 -1.022183609
## [154,] 2.356012338 -1.73884025 -1.55169049 -0.228299625
## [155,] 1.096461031 -1.65134030 -1.49535170 -0.339443383
## [156,] 1.225866988 -1.56384035 -1.59394458 -0.069522829
## [157,] 1.704669026 -1.69509027 -1.36858943 -0.847529132
## [158,] 1.053325713 -1.25759054 -1.24182715 0.422685241
## [159,] 3.425768243 -1.69509027 -0.91787912 -0.275932664
## [160,] 2.886576759 -1.69509027 -1.17140367 -0.402954102
## [161,] 1.118028691 -1.73884025 -1.45309761 -0.720507695
## [162,] 0.354533549 0.01115870 -1.11506488 -0.212421946
## [163,] 0.225127593 -0.38259106 -0.70660867 -0.561730898
## [164,] 0.095721637 -1.21384056 -1.21365776 -0.228299625
## [165,] 1.950540342 -1.12634062 -1.31225064 -0.418831781
## [166,] 0.673734908 -0.77634083 -1.21365776 -0.720507695
## [167,] 2.425028848 -0.47009101 -1.48126700 -0.164788907
## [168,] 2.243860510 -1.03884067 -1.21365776 -0.196544266
## [169,] 1.553695410 -0.95134072 -1.14323428 0.009865569
## [170,] 1.484678900 -1.25759054 -0.97421791 -0.371198742
## [171,] 0.190619338 -1.30134051 -1.10098018 -0.752263054
## [172,] 2.088572931 -1.69509027 -1.38267412 -0.879284492
## [173,] 2.002302725 -1.47634041 -1.26999655 -0.275932664
## [174,] 1.139596350 -1.38884046 -1.22774246 -0.021889790
## [175,] 0.967055075 -1.12634062 -1.48126700 0.009865569
## [176,] 2.217979318 -1.60759033 -1.48126700 0.279786124
## [177,] 1.829761450 -1.56384035 -1.39675882 0.295663803
## [178,] 1.786626131 -1.52009038 -1.42492821 -0.593486258
## attr(,"scaled:center")
## Alcohol Malic_Acid Ash
## 13.0006180 2.3363483 2.3665169
## Ash_Alcanity Magnesium Total_Phenols
## 19.4949438 99.7415730 2.2951124
## Flavanoids Nonflavanoid_Phenols Proanthocyanins
## 2.0292697 0.3618539 1.5908989
## Color_Intensity Hue OD280
## 5.0580899 0.9574494 2.6116854
## Proline
## 746.8932584
## attr(,"scaled:scale")
## Alcohol Malic_Acid Ash
## 0.8118265 1.1171461 0.2743440
## Ash_Alcanity Magnesium Total_Phenols
## 3.3395638 14.2824835 0.6258510
## Flavanoids Nonflavanoid_Phenols Proanthocyanins
## 0.9988587 0.1244533 0.5723589
## Color_Intensity Hue OD280
## 2.3182859 0.2285716 0.7099904
## Proline
## 314.9074743Paso 4. Optimizar la cantidad de grupos
set.seed(123)
optimizacion <- clusGap(df, FUN=kmeans, nstart=1, K.max = 10)
plot(optimizacion, xlab = "Número de clusters k")
Paso 3. Cantidad de grupos
Normalmente se arranca con 3-4 grupos
#Paso 4. Generar los segmentos
## K-means clustering with 9 clusters of sizes 26, 6, 17, 25, 14, 31, 20, 15, 24
##
## Cluster means:
## Alcohol Malic_Acid Ash Ash_Alcanity Magnesium Total_Phenols Flavanoids
## 1 12.38692 2.304615 2.223077 20.36538 90.11538 2.359615 2.186154
## 2 14.13667 1.831667 2.411667 16.26667 107.66667 3.255000 3.493333
## 3 13.76235 1.780588 2.540588 17.35882 105.41176 2.832941 2.975882
## 4 12.69760 2.872800 2.416800 21.56400 96.80000 1.911200 1.270800
## 5 13.24000 2.960714 2.393571 18.90000 111.50000 2.156429 1.630714
## 6 12.54903 2.342581 2.327742 20.86452 93.06452 1.892903 1.607419
## 7 12.82650 2.294500 2.322500 19.52500 95.45000 2.083000 1.480500
## 8 12.99267 2.376667 2.458000 19.96667 111.80000 2.274000 1.910667
## 9 13.75125 1.969167 2.348750 16.97500 105.04167 2.794583 2.921667
## Nonflavanoid_Phenols Proanthocyanins Color_Intensity Hue OD280
## 1 0.3480769 1.625000 3.088462 1.0300000 2.766538
## 2 0.2716667 2.216667 7.233333 1.1133333 3.028333
## 3 0.3082353 1.823529 5.916471 1.0952941 3.038235
## 4 0.3940000 1.290000 5.008000 0.8628000 2.220000
## 5 0.3792857 1.642857 5.437857 0.8921429 2.478571
## 6 0.4129032 1.337097 4.676452 0.9022581 2.358065
## 7 0.4345000 1.470500 6.310500 0.8650000 2.187000
## 8 0.3533333 1.668667 5.300667 0.9090667 2.636667
## 9 0.2725000 1.895417 5.168333 1.0575000 3.189167
## Proline
## 1 371.7308
## 2 1530.3333
## 3 1270.8824
## 4 594.0800
## 5 751.6429
## 6 489.1290
## 7 675.9500
## 8 870.2000
## 9 1057.7083
##
## Clustering vector:
## [1] 9 9 3 2 5 2 3 3 9 9 2 3 3 9 2 3 3 9 2 8 5 5 9 9 8 8 3 3 8 9 3 2 9 3 9 8 8
## [38] 9 9 5 5 9 9 7 8 9 9 9 9 3 9 3 3 3 9 9 9 3 3 6 7 6 4 1 1 7 6 6 5 5 8 1 6 9
## [75] 8 1 1 6 5 6 1 7 4 6 6 6 6 4 7 4 6 6 6 1 1 8 4 1 7 1 7 4 6 1 7 1 6 6 1 7 4
## [112] 1 4 6 1 1 6 1 1 4 4 6 1 1 1 1 1 6 1 4 4 6 4 4 7 7 5 6 4 4 4 5 6 4 8 8 1 4
## [149] 7 4 6 6 1 7 7 5 6 8 7 4 6 7 4 7 4 6 7 7 5 4 6 6 7 5 5 8 8 4
##
## Within cluster sum of squares by cluster:
## [1] 49649.923 32441.357 39983.241 26706.994 11995.126 27226.576 8502.233
## [8] 20529.434 63506.369
## (between_SS / total_SS = 98.4 %)
##
## Available components:
##
## [1] "cluster" "centers" "totss" "withinss" "tot.withinss"
## [6] "betweenss" "size" "iter" "ifault"## Length Class Mode
## cluster 178 -none- numeric
## centers 117 -none- numeric
## totss 1 -none- numeric
## withinss 9 -none- numeric
## tot.withinss 1 -none- numeric
## betweenss 1 -none- numeric
## size 9 -none- numeric
## iter 1 -none- numeric
## ifault 1 -none- numericPaso 5. Asignar el grupo al que pertenece cada observación
## cluster Alcohol Malic_Acid Ash Ash_Alcanity Magnesium Total_Phenols
## 1 9 14.23 1.71 2.43 15.6 127 2.80
## 2 9 13.20 1.78 2.14 11.2 100 2.65
## 3 3 13.16 2.36 2.67 18.6 101 2.80
## 4 2 14.37 1.95 2.50 16.8 113 3.85
## 5 5 13.24 2.59 2.87 21.0 118 2.80
## 6 2 14.20 1.76 2.45 15.2 112 3.27
## 7 3 14.39 1.87 2.45 14.6 96 2.50
## 8 3 14.06 2.15 2.61 17.6 121 2.60
## 9 9 14.83 1.64 2.17 14.0 97 2.80
## 10 9 13.86 1.35 2.27 16.0 98 2.98
## 11 2 14.10 2.16 2.30 18.0 105 2.95
## 12 3 14.12 1.48 2.32 16.8 95 2.20
## 13 3 13.75 1.73 2.41 16.0 89 2.60
## 14 9 14.75 1.73 2.39 11.4 91 3.10
## 15 2 14.38 1.87 2.38 12.0 102 3.30
## 16 3 13.63 1.81 2.70 17.2 112 2.85
## 17 3 14.30 1.92 2.72 20.0 120 2.80
## 18 9 13.83 1.57 2.62 20.0 115 2.95
## 19 2 14.19 1.59 2.48 16.5 108 3.30
## 20 8 13.64 3.10 2.56 15.2 116 2.70
## 21 5 14.06 1.63 2.28 16.0 126 3.00
## 22 5 12.93 3.80 2.65 18.6 102 2.41
## 23 9 13.71 1.86 2.36 16.6 101 2.61
## 24 9 12.85 1.60 2.52 17.8 95 2.48
## 25 8 13.50 1.81 2.61 20.0 96 2.53
## 26 8 13.05 2.05 3.22 25.0 124 2.63
## 27 3 13.39 1.77 2.62 16.1 93 2.85
## 28 3 13.30 1.72 2.14 17.0 94 2.40
## 29 8 13.87 1.90 2.80 19.4 107 2.95
## 30 9 14.02 1.68 2.21 16.0 96 2.65
## 31 3 13.73 1.50 2.70 22.5 101 3.00
## 32 2 13.58 1.66 2.36 19.1 106 2.86
## 33 9 13.68 1.83 2.36 17.2 104 2.42
## 34 3 13.76 1.53 2.70 19.5 132 2.95
## 35 9 13.51 1.80 2.65 19.0 110 2.35
## 36 8 13.48 1.81 2.41 20.5 100 2.70
## 37 8 13.28 1.64 2.84 15.5 110 2.60
## 38 9 13.05 1.65 2.55 18.0 98 2.45
## 39 9 13.07 1.50 2.10 15.5 98 2.40
## 40 5 14.22 3.99 2.51 13.2 128 3.00
## 41 5 13.56 1.71 2.31 16.2 117 3.15
## 42 9 13.41 3.84 2.12 18.8 90 2.45
## 43 9 13.88 1.89 2.59 15.0 101 3.25
## 44 7 13.24 3.98 2.29 17.5 103 2.64
## 45 8 13.05 1.77 2.10 17.0 107 3.00
## 46 9 14.21 4.04 2.44 18.9 111 2.85
## 47 9 14.38 3.59 2.28 16.0 102 3.25
## 48 9 13.90 1.68 2.12 16.0 101 3.10
## 49 9 14.10 2.02 2.40 18.8 103 2.75
## 50 3 13.94 1.73 2.27 17.4 108 2.88
## 51 9 13.05 1.73 2.04 12.4 92 2.72
## 52 3 13.83 1.65 2.60 17.2 94 2.45
## 53 3 13.82 1.75 2.42 14.0 111 3.88
## 54 3 13.77 1.90 2.68 17.1 115 3.00
## 55 9 13.74 1.67 2.25 16.4 118 2.60
## 56 9 13.56 1.73 2.46 20.5 116 2.96
## 57 9 14.22 1.70 2.30 16.3 118 3.20
## 58 3 13.29 1.97 2.68 16.8 102 3.00
## 59 3 13.72 1.43 2.50 16.7 108 3.40
## 60 6 12.37 0.94 1.36 10.6 88 1.98
## 61 7 12.33 1.10 2.28 16.0 101 2.05
## 62 6 12.64 1.36 2.02 16.8 100 2.02
## 63 4 13.67 1.25 1.92 18.0 94 2.10
## 64 1 12.37 1.13 2.16 19.0 87 3.50
## 65 1 12.17 1.45 2.53 19.0 104 1.89
## 66 7 12.37 1.21 2.56 18.1 98 2.42
## 67 6 13.11 1.01 1.70 15.0 78 2.98
## 68 6 12.37 1.17 1.92 19.6 78 2.11
## 69 5 13.34 0.94 2.36 17.0 110 2.53
## 70 5 12.21 1.19 1.75 16.8 151 1.85
## 71 8 12.29 1.61 2.21 20.4 103 1.10
## 72 1 13.86 1.51 2.67 25.0 86 2.95
## 73 6 13.49 1.66 2.24 24.0 87 1.88
## 74 9 12.99 1.67 2.60 30.0 139 3.30
## 75 8 11.96 1.09 2.30 21.0 101 3.38
## 76 1 11.66 1.88 1.92 16.0 97 1.61
## 77 1 13.03 0.90 1.71 16.0 86 1.95
## 78 6 11.84 2.89 2.23 18.0 112 1.72
## 79 5 12.33 0.99 1.95 14.8 136 1.90
## 80 6 12.70 3.87 2.40 23.0 101 2.83
## 81 1 12.00 0.92 2.00 19.0 86 2.42
## 82 7 12.72 1.81 2.20 18.8 86 2.20
## 83 4 12.08 1.13 2.51 24.0 78 2.00
## 84 6 13.05 3.86 2.32 22.5 85 1.65
## 85 6 11.84 0.89 2.58 18.0 94 2.20
## 86 6 12.67 0.98 2.24 18.0 99 2.20
## 87 6 12.16 1.61 2.31 22.8 90 1.78
## 88 4 11.65 1.67 2.62 26.0 88 1.92
## 89 7 11.64 2.06 2.46 21.6 84 1.95
## 90 4 12.08 1.33 2.30 23.6 70 2.20
## 91 6 12.08 1.83 2.32 18.5 81 1.60
## 92 6 12.00 1.51 2.42 22.0 86 1.45
## 93 6 12.69 1.53 2.26 20.7 80 1.38
## 94 1 12.29 2.83 2.22 18.0 88 2.45
## 95 1 11.62 1.99 2.28 18.0 98 3.02
## 96 8 12.47 1.52 2.20 19.0 162 2.50
## 97 4 11.81 2.12 2.74 21.5 134 1.60
## 98 1 12.29 1.41 1.98 16.0 85 2.55
## 99 7 12.37 1.07 2.10 18.5 88 3.52
## 100 1 12.29 3.17 2.21 18.0 88 2.85
## 101 7 12.08 2.08 1.70 17.5 97 2.23
## 102 4 12.60 1.34 1.90 18.5 88 1.45
## 103 6 12.34 2.45 2.46 21.0 98 2.56
## 104 1 11.82 1.72 1.88 19.5 86 2.50
## 105 7 12.51 1.73 1.98 20.5 85 2.20
## 106 1 12.42 2.55 2.27 22.0 90 1.68
## 107 6 12.25 1.73 2.12 19.0 80 1.65
## 108 6 12.72 1.75 2.28 22.5 84 1.38
## 109 1 12.22 1.29 1.94 19.0 92 2.36
## 110 7 11.61 1.35 2.70 20.0 94 2.74
## 111 4 11.46 3.74 1.82 19.5 107 3.18
## 112 1 12.52 2.43 2.17 21.0 88 2.55
## 113 4 11.76 2.68 2.92 20.0 103 1.75
## 114 6 11.41 0.74 2.50 21.0 88 2.48
## 115 1 12.08 1.39 2.50 22.5 84 2.56
## 116 1 11.03 1.51 2.20 21.5 85 2.46
## 117 6 11.82 1.47 1.99 20.8 86 1.98
## 118 1 12.42 1.61 2.19 22.5 108 2.00
## 119 1 12.77 3.43 1.98 16.0 80 1.63
## 120 4 12.00 3.43 2.00 19.0 87 2.00
## 121 4 11.45 2.40 2.42 20.0 96 2.90
## 122 6 11.56 2.05 3.23 28.5 119 3.18
## 123 1 12.42 4.43 2.73 26.5 102 2.20
## 124 1 13.05 5.80 2.13 21.5 86 2.62
## 125 1 11.87 4.31 2.39 21.0 82 2.86
## 126 1 12.07 2.16 2.17 21.0 85 2.60
## 127 1 12.43 1.53 2.29 21.5 86 2.74
## 128 6 11.79 2.13 2.78 28.5 92 2.13
## 129 1 12.37 1.63 2.30 24.5 88 2.22
## 130 4 12.04 4.30 2.38 22.0 80 2.10
## 131 4 12.86 1.35 2.32 18.0 122 1.51
## 132 6 12.88 2.99 2.40 20.0 104 1.30
## 133 4 12.81 2.31 2.40 24.0 98 1.15
## 134 4 12.70 3.55 2.36 21.5 106 1.70
## 135 7 12.51 1.24 2.25 17.5 85 2.00
## 136 7 12.60 2.46 2.20 18.5 94 1.62
## 137 5 12.25 4.72 2.54 21.0 89 1.38
## 138 6 12.53 5.51 2.64 25.0 96 1.79
## 139 4 13.49 3.59 2.19 19.5 88 1.62
## 140 4 12.84 2.96 2.61 24.0 101 2.32
## 141 4 12.93 2.81 2.70 21.0 96 1.54
## 142 5 13.36 2.56 2.35 20.0 89 1.40
## 143 6 13.52 3.17 2.72 23.5 97 1.55
## 144 4 13.62 4.95 2.35 20.0 92 2.00
## 145 8 12.25 3.88 2.20 18.5 112 1.38
## 146 8 13.16 3.57 2.15 21.0 102 1.50
## 147 1 13.88 5.04 2.23 20.0 80 0.98
## 148 4 12.87 4.61 2.48 21.5 86 1.70
## 149 7 13.32 3.24 2.38 21.5 92 1.93
## 150 4 13.08 3.90 2.36 21.5 113 1.41
## 151 6 13.50 3.12 2.62 24.0 123 1.40
## 152 6 12.79 2.67 2.48 22.0 112 1.48
## 153 1 13.11 1.90 2.75 25.5 116 2.20
## 154 7 13.23 3.30 2.28 18.5 98 1.80
## 155 7 12.58 1.29 2.10 20.0 103 1.48
## 156 5 13.17 5.19 2.32 22.0 93 1.74
## 157 6 13.84 4.12 2.38 19.5 89 1.80
## 158 8 12.45 3.03 2.64 27.0 97 1.90
## 159 7 14.34 1.68 2.70 25.0 98 2.80
## 160 4 13.48 1.67 2.64 22.5 89 2.60
## 161 6 12.36 3.83 2.38 21.0 88 2.30
## 162 7 13.69 3.26 2.54 20.0 107 1.83
## 163 4 12.85 3.27 2.58 22.0 106 1.65
## 164 7 12.96 3.45 2.35 18.5 106 1.39
## 165 4 13.78 2.76 2.30 22.0 90 1.35
## 166 6 13.73 4.36 2.26 22.5 88 1.28
## 167 7 13.45 3.70 2.60 23.0 111 1.70
## 168 7 12.82 3.37 2.30 19.5 88 1.48
## 169 5 13.58 2.58 2.69 24.5 105 1.55
## 170 4 13.40 4.60 2.86 25.0 112 1.98
## 171 6 12.20 3.03 2.32 19.0 96 1.25
## 172 6 12.77 2.39 2.28 19.5 86 1.39
## 173 7 14.16 2.51 2.48 20.0 91 1.68
## 174 5 13.71 5.65 2.45 20.5 95 1.68
## 175 5 13.40 3.91 2.48 23.0 102 1.80
## 176 8 13.27 4.28 2.26 20.0 120 1.59
## 177 8 13.17 2.59 2.37 20.0 120 1.65
## 178 4 14.13 4.10 2.74 24.5 96 2.05
## Flavanoids Nonflavanoid_Phenols Proanthocyanins Color_Intensity Hue OD280
## 1 3.06 0.28 2.29 5.640000 1.040 3.92
## 2 2.76 0.26 1.28 4.380000 1.050 3.40
## 3 3.24 0.30 2.81 5.680000 1.030 3.17
## 4 3.49 0.24 2.18 7.800000 0.860 3.45
## 5 2.69 0.39 1.82 4.320000 1.040 2.93
## 6 3.39 0.34 1.97 6.750000 1.050 2.85
## 7 2.52 0.30 1.98 5.250000 1.020 3.58
## 8 2.51 0.31 1.25 5.050000 1.060 3.58
## 9 2.98 0.29 1.98 5.200000 1.080 2.85
## 10 3.15 0.22 1.85 7.220000 1.010 3.55
## 11 3.32 0.22 2.38 5.750000 1.250 3.17
## 12 2.43 0.26 1.57 5.000000 1.170 2.82
## 13 2.76 0.29 1.81 5.600000 1.150 2.90
## 14 3.69 0.43 2.81 5.400000 1.250 2.73
## 15 3.64 0.29 2.96 7.500000 1.200 3.00
## 16 2.91 0.30 1.46 7.300000 1.280 2.88
## 17 3.14 0.33 1.97 6.200000 1.070 2.65
## 18 3.40 0.40 1.72 6.600000 1.130 2.57
## 19 3.93 0.32 1.86 8.700000 1.230 2.82
## 20 3.03 0.17 1.66 5.100000 0.960 3.36
## 21 3.17 0.24 2.10 5.650000 1.090 3.71
## 22 2.41 0.25 1.98 4.500000 1.030 3.52
## 23 2.88 0.27 1.69 3.800000 1.110 4.00
## 24 2.37 0.26 1.46 3.930000 1.090 3.63
## 25 2.61 0.28 1.66 3.520000 1.120 3.82
## 26 2.68 0.47 1.92 3.580000 1.130 3.20
## 27 2.94 0.34 1.45 4.800000 0.920 3.22
## 28 2.19 0.27 1.35 3.950000 1.020 2.77
## 29 2.97 0.37 1.76 4.500000 1.250 3.40
## 30 2.33 0.26 1.98 4.700000 1.040 3.59
## 31 3.25 0.29 2.38 5.700000 1.190 2.71
## 32 3.19 0.22 1.95 6.900000 1.090 2.88
## 33 2.69 0.42 1.97 3.840000 1.230 2.87
## 34 2.74 0.50 1.35 5.400000 1.250 3.00
## 35 2.53 0.29 1.54 4.200000 1.100 2.87
## 36 2.98 0.26 1.86 5.100000 1.040 3.47
## 37 2.68 0.34 1.36 4.600000 1.090 2.78
## 38 2.43 0.29 1.44 4.250000 1.120 2.51
## 39 2.64 0.28 1.37 3.700000 1.180 2.69
## 40 3.04 0.20 2.08 5.100000 0.890 3.53
## 41 3.29 0.34 2.34 6.130000 0.950 3.38
## 42 2.68 0.27 1.48 4.280000 0.910 3.00
## 43 3.56 0.17 1.70 5.430000 0.880 3.56
## 44 2.63 0.32 1.66 4.360000 0.820 3.00
## 45 3.00 0.28 2.03 5.040000 0.880 3.35
## 46 2.65 0.30 1.25 5.240000 0.870 3.33
## 47 3.17 0.27 2.19 4.900000 1.040 3.44
## 48 3.39 0.21 2.14 6.100000 0.910 3.33
## 49 2.92 0.32 2.38 6.200000 1.070 2.75
## 50 3.54 0.32 2.08 8.900000 1.120 3.10
## 51 3.27 0.17 2.91 7.200000 1.120 2.91
## 52 2.99 0.22 2.29 5.600000 1.240 3.37
## 53 3.74 0.32 1.87 7.050000 1.010 3.26
## 54 2.79 0.39 1.68 6.300000 1.130 2.93
## 55 2.90 0.21 1.62 5.850000 0.920 3.20
## 56 2.78 0.20 2.45 6.250000 0.980 3.03
## 57 3.00 0.26 2.03 6.380000 0.940 3.31
## 58 3.23 0.31 1.66 6.000000 1.070 2.84
## 59 3.67 0.19 2.04 6.800000 0.890 2.87
## 60 0.57 0.28 0.42 1.950000 1.050 1.82
## 61 1.09 0.63 0.41 3.270000 1.250 1.67
## 62 1.41 0.53 0.62 5.750000 0.980 1.59
## 63 1.79 0.32 0.73 3.800000 1.230 2.46
## 64 3.10 0.19 1.87 4.450000 1.220 2.87
## 65 1.75 0.45 1.03 2.950000 1.450 2.23
## 66 2.65 0.37 2.08 4.600000 1.190 2.30
## 67 3.18 0.26 2.28 5.300000 1.120 3.18
## 68 2.00 0.27 1.04 4.680000 1.120 3.48
## 69 1.30 0.55 0.42 3.170000 1.020 1.93
## 70 1.28 0.14 2.50 2.850000 1.280 3.07
## 71 1.02 0.37 1.46 3.050000 0.906 1.82
## 72 2.86 0.21 1.87 3.380000 1.360 3.16
## 73 1.84 0.27 1.03 3.740000 0.980 2.78
## 74 2.89 0.21 1.96 3.350000 1.310 3.50
## 75 2.14 0.13 1.65 3.210000 0.990 3.13
## 76 1.57 0.34 1.15 3.800000 1.230 2.14
## 77 2.03 0.24 1.46 4.600000 1.190 2.48
## 78 1.32 0.43 0.95 2.650000 0.960 2.52
## 79 1.85 0.35 2.76 3.400000 1.060 2.31
## 80 2.55 0.43 1.95 2.570000 1.190 3.13
## 81 2.26 0.30 1.43 2.500000 1.380 3.12
## 82 2.53 0.26 1.77 3.900000 1.160 3.14
## 83 1.58 0.40 1.40 2.200000 1.310 2.72
## 84 1.59 0.61 1.62 4.800000 0.840 2.01
## 85 2.21 0.22 2.35 3.050000 0.790 3.08
## 86 1.94 0.30 1.46 2.620000 1.230 3.16
## 87 1.69 0.43 1.56 2.450000 1.330 2.26
## 88 1.61 0.40 1.34 2.600000 1.360 3.21
## 89 1.69 0.48 1.35 2.800000 1.000 2.75
## 90 1.59 0.42 1.38 1.740000 1.070 3.21
## 91 1.50 0.52 1.64 2.400000 1.080 2.27
## 92 1.25 0.50 1.63 3.600000 1.050 2.65
## 93 1.46 0.58 1.62 3.050000 0.960 2.06
## 94 2.25 0.25 1.99 2.150000 1.150 3.30
## 95 2.26 0.17 1.35 3.250000 1.160 2.96
## 96 2.27 0.32 3.28 2.600000 1.160 2.63
## 97 0.99 0.14 1.56 2.500000 0.950 2.26
## 98 2.50 0.29 1.77 2.900000 1.230 2.74
## 99 3.75 0.24 1.95 4.500000 1.040 2.77
## 100 2.99 0.45 2.81 2.300000 1.420 2.83
## 101 2.17 0.26 1.40 3.300000 1.270 2.96
## 102 1.36 0.29 1.35 2.450000 1.040 2.77
## 103 2.11 0.34 1.31 2.800000 0.800 3.38
## 104 1.64 0.37 1.42 2.060000 0.940 2.44
## 105 1.92 0.32 1.48 2.940000 1.040 3.57
## 106 1.84 0.66 1.42 2.700000 0.860 3.30
## 107 2.03 0.37 1.63 3.400000 1.000 3.17
## 108 1.76 0.48 1.63 3.300000 0.880 2.42
## 109 2.04 0.39 2.08 2.700000 0.860 3.02
## 110 2.92 0.29 2.49 2.650000 0.960 3.26
## 111 2.58 0.24 3.58 2.900000 0.750 2.81
## 112 2.27 0.26 1.22 2.000000 0.900 2.78
## 113 2.03 0.60 1.05 3.800000 1.230 2.50
## 114 2.01 0.42 1.44 3.080000 1.100 2.31
## 115 2.29 0.43 1.04 2.900000 0.930 3.19
## 116 2.17 0.52 2.01 1.900000 1.710 2.87
## 117 1.60 0.30 1.53 1.950000 0.950 3.33
## 118 2.09 0.34 1.61 2.060000 1.060 2.96
## 119 1.25 0.43 0.83 3.400000 0.700 2.12
## 120 1.64 0.37 1.87 1.280000 0.930 3.05
## 121 2.79 0.32 1.83 3.250000 0.800 3.39
## 122 5.08 0.47 1.87 6.000000 0.930 3.69
## 123 2.13 0.43 1.71 2.080000 0.920 3.12
## 124 2.65 0.30 2.01 2.600000 0.730 3.10
## 125 3.03 0.21 2.91 2.800000 0.750 3.64
## 126 2.65 0.37 1.35 2.760000 0.860 3.28
## 127 3.15 0.39 1.77 3.940000 0.690 2.84
## 128 2.24 0.58 1.76 3.000000 0.970 2.44
## 129 2.45 0.40 1.90 2.120000 0.890 2.78
## 130 1.75 0.42 1.35 2.600000 0.790 2.57
## 131 1.25 0.21 0.94 4.100000 0.760 1.29
## 132 1.22 0.24 0.83 5.400000 0.740 1.42
## 133 1.09 0.27 0.83 5.700000 0.660 1.36
## 134 1.20 0.17 0.84 5.000000 0.780 1.29
## 135 0.58 0.60 1.25 5.450000 0.750 1.51
## 136 0.66 0.63 0.94 7.100000 0.730 1.58
## 137 0.47 0.53 0.80 3.850000 0.750 1.27
## 138 0.60 0.63 1.10 5.000000 0.820 1.69
## 139 0.48 0.58 0.88 5.700000 0.810 1.82
## 140 0.60 0.53 0.81 4.920000 0.890 2.15
## 141 0.50 0.53 0.75 4.600000 0.770 2.31
## 142 0.50 0.37 0.64 5.600000 0.700 2.47
## 143 0.52 0.50 0.55 4.350000 0.890 2.06
## 144 0.80 0.47 1.02 4.400000 0.910 2.05
## 145 0.78 0.29 1.14 8.210000 0.650 2.00
## 146 0.55 0.43 1.30 4.000000 0.600 1.68
## 147 0.34 0.40 0.68 4.900000 0.580 1.33
## 148 0.65 0.47 0.86 7.650000 0.540 1.86
## 149 0.76 0.45 1.25 8.420000 0.550 1.62
## 150 1.39 0.34 1.14 9.400000 0.570 1.33
## 151 1.57 0.22 1.25 8.600000 0.590 1.30
## 152 1.36 0.24 1.26 10.800000 0.480 1.47
## 153 1.28 0.26 1.56 7.100000 0.610 1.33
## 154 0.83 0.61 1.87 10.520000 0.560 1.51
## 155 0.58 0.53 1.40 7.600000 0.580 1.55
## 156 0.63 0.61 1.55 7.900000 0.600 1.48
## 157 0.83 0.48 1.56 9.010000 0.570 1.64
## 158 0.58 0.63 1.14 7.500000 0.670 1.73
## 159 1.31 0.53 2.70 13.000000 0.570 1.96
## 160 1.10 0.52 2.29 11.750000 0.570 1.78
## 161 0.92 0.50 1.04 7.650000 0.560 1.58
## 162 0.56 0.50 0.80 5.880000 0.960 1.82
## 163 0.60 0.60 0.96 5.580000 0.870 2.11
## 164 0.70 0.40 0.94 5.280000 0.680 1.75
## 165 0.68 0.41 1.03 9.580000 0.700 1.68
## 166 0.47 0.52 1.15 6.620000 0.780 1.75
## 167 0.92 0.43 1.46 10.680000 0.850 1.56
## 168 0.66 0.40 0.97 10.260000 0.720 1.75
## 169 0.84 0.39 1.54 8.660000 0.740 1.80
## 170 0.96 0.27 1.11 8.500000 0.670 1.92
## 171 0.49 0.40 0.73 5.500000 0.660 1.83
## 172 0.51 0.48 0.64 9.899999 0.570 1.63
## 173 0.70 0.44 1.24 9.700000 0.620 1.71
## 174 0.61 0.52 1.06 7.700000 0.640 1.74
## 175 0.75 0.43 1.41 7.300000 0.700 1.56
## 176 0.69 0.43 1.35 10.200000 0.590 1.56
## 177 0.68 0.53 1.46 9.300000 0.600 1.62
## 178 0.76 0.56 1.35 9.200000 0.610 1.60
## Proline
## 1 1065
## 2 1050
## 3 1185
## 4 1480
## 5 735
## 6 1450
## 7 1290
## 8 1295
## 9 1045
## 10 1045
## 11 1510
## 12 1280
## 13 1320
## 14 1150
## 15 1547
## 16 1310
## 17 1280
## 18 1130
## 19 1680
## 20 845
## 21 780
## 22 770
## 23 1035
## 24 1015
## 25 845
## 26 830
## 27 1195
## 28 1285
## 29 915
## 30 1035
## 31 1285
## 32 1515
## 33 990
## 34 1235
## 35 1095
## 36 920
## 37 880
## 38 1105
## 39 1020
## 40 760
## 41 795
## 42 1035
## 43 1095
## 44 680
## 45 885
## 46 1080
## 47 1065
## 48 985
## 49 1060
## 50 1260
## 51 1150
## 52 1265
## 53 1190
## 54 1375
## 55 1060
## 56 1120
## 57 970
## 58 1270
## 59 1285
## 60 520
## 61 680
## 62 450
## 63 630
## 64 420
## 65 355
## 66 678
## 67 502
## 68 510
## 69 750
## 70 718
## 71 870
## 72 410
## 73 472
## 74 985
## 75 886
## 76 428
## 77 392
## 78 500
## 79 750
## 80 463
## 81 278
## 82 714
## 83 630
## 84 515
## 85 520
## 86 450
## 87 495
## 88 562
## 89 680
## 90 625
## 91 480
## 92 450
## 93 495
## 94 290
## 95 345
## 96 937
## 97 625
## 98 428
## 99 660
## 100 406
## 101 710
## 102 562
## 103 438
## 104 415
## 105 672
## 106 315
## 107 510
## 108 488
## 109 312
## 110 680
## 111 562
## 112 325
## 113 607
## 114 434
## 115 385
## 116 407
## 117 495
## 118 345
## 119 372
## 120 564
## 121 625
## 122 465
## 123 365
## 124 380
## 125 380
## 126 378
## 127 352
## 128 466
## 129 342
## 130 580
## 131 630
## 132 530
## 133 560
## 134 600
## 135 650
## 136 695
## 137 720
## 138 515
## 139 580
## 140 590
## 141 600
## 142 780
## 143 520
## 144 550
## 145 855
## 146 830
## 147 415
## 148 625
## 149 650
## 150 550
## 151 500
## 152 480
## 153 425
## 154 675
## 155 640
## 156 725
## 157 480
## 158 880
## 159 660
## 160 620
## 161 520
## 162 680
## 163 570
## 164 675
## 165 615
## 166 520
## 167 695
## 168 685
## 169 750
## 170 630
## 171 510
## 172 470
## 173 660
## 174 740
## 175 750
## 176 835
## 177 840
## 178 560## cluster Alcohol Malic_Acid Ash Ash_Alcanity
## 6 :31 Min. :11.03 Min. :0.740 Min. :1.360 Min. :10.60
## 1 :26 1st Qu.:12.36 1st Qu.:1.603 1st Qu.:2.210 1st Qu.:17.20
## 4 :25 Median :13.05 Median :1.865 Median :2.360 Median :19.50
## 9 :24 Mean :13.00 Mean :2.336 Mean :2.367 Mean :19.49
## 7 :20 3rd Qu.:13.68 3rd Qu.:3.083 3rd Qu.:2.558 3rd Qu.:21.50
## 3 :17 Max. :14.83 Max. :5.800 Max. :3.230 Max. :30.00
## (Other):35
## Magnesium Total_Phenols Flavanoids Nonflavanoid_Phenols
## Min. : 70.00 Min. :0.980 Min. :0.340 Min. :0.1300
## 1st Qu.: 88.00 1st Qu.:1.742 1st Qu.:1.205 1st Qu.:0.2700
## Median : 98.00 Median :2.355 Median :2.135 Median :0.3400
## Mean : 99.74 Mean :2.295 Mean :2.029 Mean :0.3619
## 3rd Qu.:107.00 3rd Qu.:2.800 3rd Qu.:2.875 3rd Qu.:0.4375
## Max. :162.00 Max. :3.880 Max. :5.080 Max. :0.6600
##
## Proanthocyanins Color_Intensity Hue OD280
## Min. :0.410 Min. : 1.280 Min. :0.4800 Min. :1.270
## 1st Qu.:1.250 1st Qu.: 3.220 1st Qu.:0.7825 1st Qu.:1.938
## Median :1.555 Median : 4.690 Median :0.9650 Median :2.780
## Mean :1.591 Mean : 5.058 Mean :0.9574 Mean :2.612
## 3rd Qu.:1.950 3rd Qu.: 6.200 3rd Qu.:1.1200 3rd Qu.:3.170
## Max. :3.580 Max. :13.000 Max. :1.7100 Max. :4.000
##
## Proline
## Min. : 278.0
## 1st Qu.: 500.5
## Median : 673.5
## Mean : 746.9
## 3rd Qu.: 985.0
## Max. :1680.0
## Paso 6. Graficar los clusters
La cantidad óptima de grupos corresponde al punto más alto de la siguiente gráfica:
Conclusión
La segmentación o clusters es un algoritmo
útil para las empresas que desean clasificar a sus clientes y dirigir
campañas de marketing más enfocadas y especializadas.
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