data/GvHD.R

In mclust: Gaussian Mixture Modelling for Model-Based Clustering, Classification, and Density Estimation

GvHD.pos <- structure(list(
  X1 = c(308,319,215,104,262,423,236,258,286,169,190,115,271,235,232,168,211,414,200,73,299,315,325,231,225,335,187,194,208,235,209,304,120,105,207,223,263,232,263,120,103,189,78,47,151,228,264,316,146,234,215,246,275,236,237,275,234,215,308,234,272,276,338,326,318,221,125,280,192,291,272,112,260,271,194,133,295,249,232,282,238,326,82,308,386,284,106,106,188,217,354,239,315,141,61,308,72,364,194,70,125,178,296,233,92,140,316,68,202,36,118,81,152,408,236,217,182,105,101,365,132,208,252,257,89,119,292,125,195,256,292,250,152,396,131,264,331,292,230,299,254,386,230,257,229,359,234,313,394,95,212,115,77,186,247,124,183,389,466,75,118,231,249,234,120,197,202,114,19,254,192,70,239,282,224,135,195,110,385,208,248,416,229,148,143,137,116,188,194,388,140,143,134,283,355,116,267,121,252,281,363,366,223,199,358,462,259,243,470,312,447,238,412,414,368,277,224,249,450,128,278,472,301,327,223,464,243,111,255,255,195,371,359,249,419,310,461,322,179,550,473,504,449,482,377,480,361,256,429,181,251,204,168,396,294,386,123,388,321,101,185,400,377,465,391,422,568,354,284,424,71,480,286,549,213,93,348,495,219,410,315,449,237,251,210,156,200,445,451,516,110,350,292,264,286,551,139,278,358,430,288,462,369,245,245,503,31,309,417,336,254,365,357,283,377,490,520,446,188,253,88,173,476,345,269,363,265,286,129,289,388,426,259,305,509,278,263,409,278,441,472,156,434,344,237,355,444,234,270,372,557,198,285,267,381,365,342,215,272,264,300,343,445,550,294,408,521,505,479,429,481,519,448,432,268,276,349,232,261,336,313,303,247,349,561,617,393,396,325,327,320,183,477,258,365,463,326,350,438,232,292,128,330,239,387,242,452,353,358,418,330,87,94,207,442,460,336,191,386,417,327,394,334,310,225,407,235,432,409,312,470,548,331,496,431,363,572,282,215,413,418,241,336,341,318,512,475,376,351,426,475,346,394,362,303,275,375,315,448,399,491,420,484,346,327,419,394,125,521,234,302,363,434,459,500,403,505,451,148,236,239,334,220,451,480,226,384,345,567,250,283,485,343,376,430,224,211,326,321,408,281,75,408,207,230,306,333,407,515,375,267,421,244,353,288,434,366,248,467,107,547,309,57,383,536,506,467,204,479,555,431,467,100,42,519,230,256,205,334,291,291,297,257,75,501,521,247,362,296,268,131,333,465,129,324,495,363,333,506,285,455,357,409,439,117,233,222,257,315,411,381,415,321,442,100,473,268,388,429,80,449,401,466,383,303,399,329,361,331,151,299,283,438,246,63,254,512,203,371,415,327,389,346,239,321,135,477,399,322,537,309,382,102,241,384,376,228,132,122,175,293,383,258,300,266,256,483,327,450,373,259,323,351,378,370,398,472,233,402,360,313,129,158,360,384,222,332,285,269,388,190,169,137,395,311,276,427,338,233,329,310,473,406,486,314,302,305,283,524,436,284,244,278,225,330,239,143,276,339,211,243,274,265,370,342,519,235,431,310,328,292,317,374,315,469,127,424,464,430,315,381,387,356,342,399,501,311,184,361,269,167,462,289,78,226,478,343,307,103,401,360,220,419,315,234,232,364,241,290,462,375,311,353,428,459,315,361,345,311,334,344,398,365,290,269,356,549,280,402,280,242,295,393,151,131,285,401,268,138,229,364,247,299,487,397,324,330,270,321,439,108,454,355,164,258,429,483,479,333,165,319,379,397,217,277,277,374,248,265,221,221,407,210,246,142,438,378,282,437,234,167,345,227,237,464,140,274,338,281,297,215,290,490,257,306,154,318,267,313,485,316,178,213,276,419,166,494,270,257,289,359,261,268,254,321,96,246,468,187,471,275,228,489,414,364,365,392,297,291,273,229,435,286,360,415,229,248,307,278,242,239,293,398,251,280,294,210,275,331,309,320,241,523,80,286,257,383,140,333,223,409,319,220,292,351,312,259,309,222,450,272,274,260,209,241,276,82,492,129,330,167,169,198,312,481,246,254,307,286,93,445,152,444,263,149,312,131,331,227,435,171,246,318,231,104,234,429,334,149,247,156,257,438,443,208,287,285,272,266,186,300,453,289,316,371,315,169,351,247,285,310,268,247,342,217,351,488,491,204,293,333,276,211,305,252,234,216,124,342,230,307,344,296,282,273,118,446,506,111,151,279,271,477,385,133,357,306,75,334,270,346,136,288,305,407,308,277,452,282,180,475,274,269,155,414,355,310,361,143,385,272,173,358,301,300,249,272,273,235,276,370,489,314,227,278,340,292,126,288,326,323,343,298,256,353,73,240,501,330,150,256,143,231,331,247,288,319,192,231,322,303,268,222,374,91,213,310,254,304,263,238,262,249,264,422,496,216,288,118,289,157,195,376,264,173,365,283,117,255,214,277,389,180,259,296,366,366,336,369,36,302,272,272,122,141,257,205,316,464,240,280,439,261,366,138,257,263,198,486,302,185,139,527,435,217,196,250,142,169,369,299,192,310,305,387,198,250,206,238,301,233,322,316,40,186,180,354,436,315,323,305,309,249,280,232,230,134,378,233,208,269,168,252,402,250,247,378,384,267,291,172,253,261,335,130,238,327,107,285,304,313,166,264,195,273,557,172,265,471,328,207,255,460,344,398,391,309,245,264,162,359,256,284,269,265,271,211,270,280,338,315,316,312,151,134,227,258,404,248,140,312,340,441,302,268,306,129,306,249,366,305,197,297,219,31,353,360,66,181,211,254,122,237,382,208,382,247,273,396,378,320,204,250,252,228,340,127,301,347,302,103,162,477,324,252,288,132,226,259,91,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
  X2 = 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  X3 = 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  X4 = 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,451,472,202,219,67,165,408,85,257,697,111,576,251,235,320,473,205,302,639,219,251,257,675,186,717,243,223,659,235,121,510,193,623,259,379,284,147,456,245,753,354,285,70,316,492,189,368,190,277,384,175,119,218,216,301,609,103,606,104,161,506,220,334,251,342,319,51,76,742,175,296,178,249,318,224,302,316,59,137,61,191,236,70,396,107,661,195,144,254,259,140,271,197,226,452,105,82,155,529,547,29,229,283,344,320,670,201,300,155,105,257,239,149,307,205,95,252,227,180,167,180,217,203,299,267,120,109,12,243,645,52,129,281,206,701,103,522,227,188,106,598,153,314,214,608,206,222,152,300,242,275,617,214,91,221,448,361,600,337,178,138,194,689,215,692,209,259,274,457,132,135,250,707,297,300,236,288,160,198,152,689,260,235,676,253,199,172,297,356,76,162,229,340,233,609,263,168,137,266,155,288,116,36,289,167,219,99,137,120,69,317,278,543,475,224,103,230,169,449,354,136,173,579,223,219,208,585,141,243,171,664,102,599,285,190,277,233,286,215,268,201,355,583,174,185,138,166,709,204,127,199,243,141,242,604,50,108,675,208,211,51,205,310,122,210,255,255,114,559,185,164,189,247,178,248,207,131,203,232,317,192,318,252,663,85,220,186,377,108,276,228,203,603,142,372,373,63,212,453,141,842,237,74,667,205,167,181,233,145,403,224,268,175,234,223,207,228,97,473,776,112,167,225,227,160,249,231,395,220,220,316,260,626,352,182,703,237,5,56,294,666,206,224,146,110,169,135,173,169,130,166,535,170,668,223,350,552,1,137,261,142,142,37,231,257,155,100,136,261,158,266,177,194,125,777,207,344,331,71,492,652,617,360,274,128,173,235,439,161,399,176,295,728,206,277,116,176,338,486,296,115,581,606,337,413,222,202,656,571,270,764,268,146,108,626,165,134,244,290,67,111,227,353,341,462,193,87,145,157,214,677,713,118,179,95,618,665,697,373,131,193,298,174,603,361,202,132,581,178,163,257,304,305,329,166,152,109,367,230,237,141,281,154,398,222,672,333,210,741,168,74,228,263,166,172,624,46,313,277,207,194,208,294,243,338,267,245,166,196,286,119,209,621,250,234,305,84,181,52,341,381,196,244,120,643,285,174,151,340,393,172,22,179,157,215,380,212,432,237,214,389,47,210,177,456,185,642,212,125,168,231,618,292,298,158,187,286,216,532,284,47,230,128,658,204,692,186,253,349,147,234,160,150,179,245,292,244,251,251,212,136,684,271,194,81,362,283,163,229,92,113,134,717,465,121,227,99,638,164,462,685,106,205,181,467,326,293,135,175,659,728,148,695,231,619,120,262,131,281,253,109,158,637,141,105,378,244,210,197,583,582,184,180,238,240,299,286,165,209,753,267,255,85,2,127,133,277,324,239,170,388,497,745,265,168,196,499,214,250,175,610,129,414,217,232,503,314,4,633,578,190,140,260,104,118,221,78,224,229,739,220,146,83,739,277,168,307,404,369,381,126,160,546,309,181,724,644,284,173,184,164,244,338,249,611,100,183,223,583,373,202,112,658,307,168,421,338,95,744,734,211,106,157,19,100,79,235,416,259,327,360,278,138,528,183,175,257,170,221,587,306,723,173,233,94,635,257,162,255,8,117,633,178,262,272,335,418,246,184,183,226,95,268,583,65,168,180,168,200,52,337,175,245,212,179,284,86,76,194,260,203,239,150,646,536,142,220,245,294,324,206,626,175,239,143,134,193,465,421,230,203,121,557,158,228,233,388,98,715,498,175,635,560,260,627,196,272,543,367,441,514,293,484,226,607,107,521,219,138,207,116,361,182,245,272,717,173,200,67,740,248,671,193,150,638,71,273,403,251,192,465,196,246,760,125,139,548,101,199,273,98,312,209,299,236,636,184,113,73,299,254,138,737,386,652,323,229,458,94,228,233,202,485,260,221,283,104,175,151,157,220,213,186,314,199,158,305,186,317,203,299,580,261,31,116,724,302,60,52,137,781,259,95,94,204,293,259,199,691,217,275,577,376,183,177,204,726,186,35,319,169,293,650,172,129,674,89,704,169,358,138,109,649,59,151,440,185,320,147,192,756,231,269,664,266,517,782,41,206,192,612,346,385,174,376,258,279,159,256,150,290,205,741,184,129,90,316,146,813,310,236,655,322,240,172,61,44,168,554,200,352,17,115,216,335,177,258,303,128,223,133,194,129,190,419,304,269,785,151,191,619,447,380,226,84,214,193,227,193,153,344,200,193,158,156,22,182,258,164,361,204,632,246,669,246,597,47,449,360,233,542,214,171,76,304,252,211,225,633,282,633,564,171,204,320,112,461,276,689,82,49,322,566,223,391,304,139,312,134,181,202,82,267,229,35,140,215,119,264,243,150,689,173,172,253,600,40,59,653,158,190,310,357,771,210,613,505,161,167,327,211,220,161,64,242,217,339,675,399,23,305,41,174,256,617,375,235,615,103,262,629,799,162,147,160,125,719,262,262,83,212,215,213,183,147,768,251,640,259,341,241,450,623,368,709,601,239,221,714,142,109,173,278,169,351,287,194,115,223,259,110,716,181,122,357,201,665,80,219,223,145,73,491,420,159,269,209,175,169,99,332,242,333,306,214,365,787,254,382,81,524,301,192,212,164,159,677,130,481,762,239,599,639,160,249,280,693,632,65,233,202,590,241,225,335,162,721,596,111,118,252,728,201,235,169,45,127,739,204,366,159,78,331,345,100,255,21,288,215,123,107,251,633,215,204,705,386,760,190,659,186,154,463,624,446,229,282,251,211,239,296,330,541,272,187,701,213,588,92,143,692,151,255,345,105,207,194,193,703,148,235,238,198,238,110,226,631,126,770,163,276,153,72,293,169,165,726,170,329,274,265,229,268,715,245,145,650,168,113,255,219,553,173,826,615,179,215,47,640,109,241,322,471,117,199,321,307,185,142,709,127,253,42,333,668,363,777,428,231,148,174,109,274,190,200,263,191,78,209,528,130,89,211,176,214,200,674,198,182,619,258,169,720,276,712,651,235,224,287,525,297,195,130,450,633,361,137,135,282,524,686,635,189,184,308,180,72,139,236,329,554,683,100,229,377,384,177,109,181,307,286,192,158,249,146,222,115,235,222,190,667,723,133,183,166,185,211,135,200,159,248,53,246,167,214,281,216,180,199,227,212,279)
),
  .Names = c("CD4", "CD8b", "CD3", "CD8"), 
  class = "data.frame", 
  row.names = seq(1, 9083)
)

GvHD.control <- structure(list(
  X1 = c(199,294,85,19,35,376,97,200,422,391,285,319,337,3,135,90,61,116,103,69,327,246,217,291,489,382,68,184,263,546,330,224,136,394,363,16,208,77,77,387,558,310,478,83,523,121,299,345,379,324,253,34,353,361,193,295,132,478,305,290,109,245,66,249,18,449,294,298,236,337,468,287,39,225,34,260,332,339,263,376,465,278,111,142,93,459,364,36,280,9,347,509,260,36,470,364,305,305,457,87,268,373,248,124,60,211,394,372,356,412,563,256,252,353,450,61,277,351,353,60,25,247,249,106,384,306,40,491,302,294,298,353,239,334,321,526,36,178,108,257,194,132,145,277,205,77,331,71,289,285,199,294,300,51,85,43,299,43,293,350,30,107,216,281,105,338,298,351,121,225,285,501,243,276,551,268,66,337,179,107,341,188,84,244,94,9,195,372,191,301,113,74,281,140,446,365,5,276,351,239,329,564,197,308,116,210,85,191,181,87,226,380,80,117,65,320,206,36,69,268,313,85,190,128,58,167,373,32,359,190,150,312,477,220,53,89,384,378,251,92,210,397,358,193,93,292,287,274,269,323,294,547,136,103,139,41,119,277,307,43,232,11,36,325,97,127,177,64,323,357,240,33,275,156,335,249,232,38,70,256,340,286,279,108,37,321,228,317,96,64,54,289,419,286,140,302,326,77,229,98,226,210,325,66,61,239,347,410,23,51,117,380,214,107,74,54,498,174,295,221,242,19,519,449,405,444,374,621,59,287,357,310,237,316,384,343,83,495,384,275,302,292,375,59,310,108,502,261,486,145,313,283,324,306,101,54,354,563,340,286,321,460,569,333,62,556,284,350,454,215,382,224,277,278,335,364,72,165,301,51,130,311,22,327,193,171,516,365,53,172,94,208,306,359,312,321,269,94,339,334,250,122,294,80,247,265,74,84,317,320,463,137,569,338,278,357,214,500,382,239,100,513,327,261,205,324,284,381,107,189,29,298,344,304,386,41,371,363,337,351,342,270,271,261,72,370,117,369,275,65,229,343,327,520,79,74,263,311,306,342,227,292,404,285,368,521,200,409,330,272,29,288,162,66,339,355,329,223,210,245,276,392,289,117,328,96,496,299,34,146,250,175,469,514,369,327,441,38,357,389,261,336,354,375,47,102,254,279,46,358,69,378,268,318,432,221,22,311,538,267,531,268,175,298,425,67,150,92,66,254,569,403,290,334,497,182,386,38,140,279,35,141,136,340,85,3,330,230,253,196,314,359,210,399,353,269,233,81,120,212,80,568,297,26,19,312,84,607,53,21,315,260,256,263,117,61,330,418,247,357,154,62,184,367,226,357,204,290,292,356,316,243,29,137,111,555,379,181,321,477,395,430,283,282,331,242,327,97,301,60,395,394,355,51,76,87,428,487,298,285,133,96,337,320,287,226,562,68,534,294,94,85,374,198,512,194,271,238,321,274,257,289,399,165,157,237,162,324,9,389,322,228,294,195,149,297,140,303,360,352,348,491,7,346,374,117,29,146,374,145,273,370,530,97,281,234,282,28,300,46,336,7,132,71,109,366,116,107,312,179,365,392,182,35,379,52,354,175,340,431,114,313,109,34,251,86,36,333,83,332,332,368,417,375,315,38,322,22,356,275,312,355,500,382,234,126,246,331,293,380,346,364,143,388,276,223,361,398,117,83,330,293,99,186,467,104,272,476,254,163,272,267,121,119,362,310,361,335,271,572,349,285,79,16,131,554,37,351,220,316,289,372,70,579,70,285,320,317,313,288,270,131,548,55,333,236,396,350,418,327,250,19,210,327,79,167,265,323,54,56,579,512,96,361,368,506,355,324,286,264,489,177,246,59,124,335,351,146,87,126,357,353,75,366,289,388,13,116,332,180,415,380,521,309,302,353,76,281,110,171,29,93,484,354,192,110,46,222,392,274,127,113,532,14,252,14,406,337,50,401,355,519,173,331,409,306,315,284,321,592,381,454,281,318,280,437,280,218,345,607,362,148,70,398,58,77,36,338,298,410,330,31,122,265,435,119,207,87,199,266,329,265,30,490,166,146,93,58,93,320,221,236,227,348,142,287,325,56,475,552,431,66,337,270,12,474,214,108,530,36,20,41,353,343,249,60,137,298,270,390,353,271,146,460,108,330,321,183,327,405,207,542,318,335,97,336,285,114,331,134,206,586,121,260,341,144,231,394,276,238,160,61,338,45,231,307,249,367,235,414,353,32,378,294,170,384,245,409,166,147,134,348,132,309,258,359,506,390,523,476,278,222,150,315,3,97,147,191,332,354,49,151,153,362,183,426,60,582,547,242,480,63,152,29,129,321,349,209,307,422,347,352,394,290,461,288,482,324,164,79,341,358,200,336,255,260,117,259,491,378,163,374,325,289,254,397,307,310,197,307,34,260,54,289,150,262,286,357,107,59,399,104,295,319,402,19,243,12,351,369,353,210,23,244,232,393,85,38,401,339,63,396,275,150,295,261,326,255,70,256,63,96,438,381,116,290,384,194,125,100,286,69,72,69,175,577,349,331,22,369,283,297,279,534,15,357,184,17,170,177,233,286,299,295,114,372,326,45,86,240,156,170,305,23,269,268,326,255,533,494,363,64,349,216,267,29,61,230,349,38,297,304,442,283,294,395,385,327,386,24,356,383,95,263,134,41,344,482,218,548,1,352,282,207,341,180,136,504,316,313,45,250,493,157,243,407,98,261,337,270,80,303,470,395,389,34,279,320,300,501,10,238,417,56,510,280,267,251,282,120,275,372,490,35,385,298,342,349,99,288,530,416,186,309,40,113,382,310,209,557,255,336,337,410,452,246,305,194,258,292,335,448,99,120,77,385,328,101,350,4,504,354,66,51,136,493,115,262,36,316,373,68,491,162,289,318,102,93,262,341,48,327,168,248,293,279,74,147,8,286,288,369,378,477,284,386,288,285,84,46,125,98,507,337,240,292,333,64,40,212,509,353,541,585,86,332,2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
  X2 = 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
  X3 = 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
  X4 = 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), 
  .Names = c("CD4", "CD8b", "CD3", "CD8"), 
  class = "data.frame", 
  row.names = seq(1, 6809)
)