From 346a1406daa3e596eb2096d4c02fcbc3d1a29063 Mon Sep 17 00:00:00 2001 From: almartin82 Date: Fri, 5 Aug 2016 14:57:28 -0400 Subject: [PATCH 1/4] very dirty iris --- data/dirty_iris.csv | 151 --------------------------------------- data/very_dirty_iris.csv | 151 +++++++++++++++++++++++++++++++++++++++ 2 files changed, 151 insertions(+), 151 deletions(-) delete mode 100644 data/dirty_iris.csv create mode 100644 data/very_dirty_iris.csv diff --git a/data/dirty_iris.csv b/data/dirty_iris.csv deleted file mode 100644 index a3e688f..0000000 --- a/data/dirty_iris.csv +++ /dev/null @@ -1,151 +0,0 @@ -"Sepal.Length","Sepal.Width","Petal.Length","Petal.Width","Species" -6.4,3.2,4.5,1.5,"versicolor" -6.3,3.3,6,2.5,"virginica" -6.2,NA,5.4,2.3,"virginica" -5,3.4,1.6,0.4,"setosa" -5.7,2.6,3.5,1,"versicolor" -5.3,NA,NA,0.2,"setosa" -6.4,2.7,5.3,NA,"virginica" -5.9,3,5.1,1.8,"virginica" -5.8,2.7,4.1,1,"versicolor" -4.8,3.1,1.6,0.2,"setosa" -5,3.5,1.6,0.6,"setosa" -6,2.7,5.1,1.6,"versicolor" -6,3,4.8,NA,"virginica" -6.8,2.8,4.8,1.4,"versicolor" -NA,3.9,1.7,0.4,"setosa" -5,-3,3.5,1,"versicolor" -5.5,NA,4,1.3,"versicolor" -4.7,3.2,1.3,0.2,"setosa" -NA,4,NA,0.2,"setosa" -5.6,NA,4.2,1.3,"versicolor" -4.9,3.6,NA,0.1,"setosa" -5.4,NA,4.5,1.5,"versicolor" -6.2,2.8,NA,1.8,"virginica" -6.7,3.3,5.7,2.5,"virginica" -NA,3,5.9,2.1,"virginica" -4.6,3.2,1.4,0.2,"setosa" -4.9,3.1,1.5,0.1,"setosa" -73,29,63,NA,"virginica" -6.5,3.2,5.1,2,"virginica" -NA,2.8,0.82,1.3,"versicolor" -4.4,3.2,NA,0.2,"setosa" -5.9,3.2,4.8,NA,"versicolor" -5.7,2.8,4.5,1.3,"versicolor" -6.2,2.9,NA,1.3,"versicolor" -6.6,2.9,23,1.3,"versicolor" -4.8,3,1.4,0.1,"setosa" -6.5,3,5.5,1.8,"virginica" -6.2,2.2,4.5,1.5,"versicolor" -6.7,2.5,5.8,1.8,"virginica" -5,3,1.6,0.2,"setosa" -5,NA,1.2,0.2,"setosa" -5.8,2.7,3.9,1.2,"versicolor" -0,NA,1.3,0.4,"setosa" -5.8,2.7,5.1,1.9,"virginica" -5.5,4.2,1.4,0.2,"setosa" -7.7,2.8,6.7,2,"virginica" -5.7,NA,NA,0.4,"setosa" -7,3.2,4.7,1.4,"versicolor" -6.5,3,5.8,2.2,"virginica" -6,3.4,4.5,1.6,"versicolor" -5.5,2.6,4.4,1.2,"versicolor" -4.9,3.1,NA,0.2,"setosa" -5.2,2.7,3.9,1.4,"versicolor" -4.8,3.4,1.6,0.2,"setosa" -6.3,3.3,4.7,1.6,"versicolor" -7.7,3.8,6.7,2.2,"virginica" -5.1,3.8,1.5,0.3,"setosa" -NA,2.9,4.5,1.5,"versicolor" -6.4,2.8,5.6,NA,"virginica" -6.4,2.8,5.6,2.1,"virginica" -5,2.3,3.3,NA,"versicolor" -7.4,2.8,6.1,1.9,"virginica" -4.3,3,1.1,0.1,"setosa" -5,3.3,1.4,0.2,"setosa" -7.2,3,5.8,1.6,"virginica" -6.3,2.5,4.9,1.5,"versicolor" -5.1,2.5,NA,1.1,"versicolor" -NA,3.2,5.7,2.3,"virginica" -5.1,3.5,NA,NA,"setosa" -5,3.5,1.3,0.3,"setosa" -6.1,3,4.6,1.4,"versicolor" -6.9,3.1,5.1,2.3,"virginica" -5.1,3.5,1.4,0.3,"setosa" -6.5,NA,4.6,1.5,"versicolor" -5.6,2.8,4.9,2,"virginica" -4.9,2.5,4.5,NA,"virginica" -5.5,3.5,1.3,0.2,"setosa" -7.6,3,6.6,2.1,"virginica" -5.1,3.8,0,0.2,"setosa" -7.9,3.8,6.4,2,"virginica" -6.1,2.6,5.6,1.4,"virginica" -5.4,3.4,1.7,0.2,"setosa" -6.1,2.9,4.7,1.4,"versicolor" -5.4,3.7,1.5,0.2,"setosa" -6.7,3,5.2,2.3,"virginica" -5.1,3.8,1.9,Inf,"setosa" -6.4,2.9,4.3,1.3,"versicolor" -5.7,2.9,4.2,1.3,"versicolor" -4.4,2.9,1.4,0.2,"setosa" -6.3,2.5,5,1.9,"virginica" -7.2,3.2,6,1.8,"virginica" -4.9,NA,3.3,1,"versicolor" -5.2,3.4,1.4,0.2,"setosa" -5.8,2.7,5.1,1.9,"virginica" -6,2.2,5,1.5,"virginica" -6.9,3.1,NA,1.5,"versicolor" -5.5,2.3,4,1.3,"versicolor" -6.7,NA,5,1.7,"versicolor" -5.7,3,4.2,1.2,"versicolor" -6.3,2.8,5.1,1.5,"virginica" -5.4,3.4,1.5,0.4,"setosa" -7.2,3.6,NA,2.5,"virginica" -6.3,2.7,4.9,NA,"virginica" -5.6,3,4.1,1.3,"versicolor" -5.1,3.7,NA,0.4,"setosa" -5.5,NA,0.925,1,"versicolor" -6.5,3,5.2,2,"virginica" -4.8,3,1.4,NA,"setosa" -6.1,2.8,NA,1.3,"versicolor" -4.6,3.4,1.4,0.3,"setosa" -6.3,3.4,NA,2.4,"virginica" -5,3.4,1.5,0.2,"setosa" -5.1,3.4,1.5,0.2,"setosa" -NA,3.3,5.7,2.1,"virginica" -6.7,3.1,4.7,1.5,"versicolor" -7.7,2.6,6.9,2.3,"virginica" -6.3,NA,4.4,1.3,"versicolor" -4.6,3.1,1.5,0.2,"setosa" -NA,3,5.5,2.1,"virginica" -NA,2.8,4.7,1.2,"versicolor" -5.9,3,NA,1.5,"versicolor" -4.5,2.3,1.3,0.3,"setosa" -6.4,3.2,5.3,2.3,"virginica" -5.2,4.1,1.5,0.1,"setosa" -49,30,14,2,"setosa" -5.6,2.9,3.6,1.3,"versicolor" -6.8,3.2,5.9,2.3,"virginica" -5.8,NA,5.1,2.4,"virginica" -4.6,3.6,NA,0.2,"setosa" -5.7,0,1.7,0.3,"setosa" -5.6,2.5,3.9,1.1,"versicolor" -6.7,3.1,4.4,1.4,"versicolor" -4.8,NA,1.9,0.2,"setosa" -5.1,3.3,1.7,0.5,"setosa" -4.4,3,1.3,NA,"setosa" -7.7,3,NA,2.3,"virginica" -4.7,3.2,1.6,0.2,"setosa" -NA,3,4.9,1.8,"virginica" -6.9,3.1,5.4,2.1,"virginica" -6,2.2,4,1,"versicolor" -5,NA,1.4,0.2,"setosa" -5.5,NA,3.8,1.1,"versicolor" -6.6,3,4.4,1.4,"versicolor" -6.3,2.9,5.6,1.8,"virginica" -5.7,2.5,5,2,"virginica" -6.7,3.1,5.6,2.4,"virginica" -5.6,3,4.5,1.5,"versicolor" -5.2,3.5,1.5,0.2,"setosa" -6.4,3.1,NA,1.8,"virginica" -5.8,2.6,4,NA,"versicolor" diff --git a/data/very_dirty_iris.csv b/data/very_dirty_iris.csv new file mode 100644 index 0000000..91410ee --- /dev/null +++ b/data/very_dirty_iris.csv @@ -0,0 +1,151 @@ +Sepal.Length,Sepal.Width,Petal.Length,Petal.Width,Species +6.4,3.2,4.5,1.5,versicolor +6.3,3.3,6,2.5,virginica +6.2,NA,5.4,2.3,virginica +5,3.4,1.6,0.4,setosa +5.7,2.6,3.5,1,versicolor +5.3,NA,NA,0.2,setosa +6.4, ,5.3,NA,virginica +5.9,3,5.1,1.8,virginica +5.8, ,4.1,1,versicolor +4.8,3.1,1.6,0.2,setosa +5,3.5,1.6,0.6,setosa +6, ,5.1,1.6,versicolor +6,3,4.8,NA,virginica +6.8,2.8,4.8,1.4,versicolor +NA,3.9,1.7,0.4,setosa +5,-3,3.5,1,versicolor +5.5,NA,4,1.3,versicolor +4.7,3.2,1.3,0.2,setosa +NA,4,NA,0.2,setosa +5.6,NA,4.2,1.3,versicolor +4.9,3.6,NA,0.1,setosa +5.4,NA,4.5,1.5,versicolor +6.2,2.8,NA,1.8,virginica +6.7,3.3,5.7,2.5,virginica +NA,3,5.9,2.1,virginica +4.6,3.2,1.4,0.2,setosa +4.9,3.1,1.5,0.1,setosa +73,29,63,NA,virginica +6.5,3.2,5.1,2,virginica +NA,2.8,0.82,1.3,versicolor +4.4,3.2,NA,0.2,setosa +5.9,3.2,4.8,NA,versicolor +5.7,2.8,4.5,1.3,versicolor +6.2,2.9,NA,1.3,versicolor +6.6,2.9,23,1.3,versicolor +4.8,3,1.4,0.1,setosa +6.5,3,5.5,1.8,virginica +6.2,2.2,4.5,1.5,versicolor +6.7,2.5,5.8,1.8,virginica +5,3,1.6,0.2,setosa +5,NA,1.2,0.2,setosa +5.8, ,3.9,1.2,versicolor +0,NA,1.3,0.4,setosa +5.8, ,5.1,1.9,virginica +5.5,4.2,1.4,0.2,setosa +unknown,2.8,6.7,2,virginica +5.7,NA,NA,0.4,setosa +7,3.2,4.7,1.4,versicolor +6.5,3,5.8,2.2,virginica +6,3.4,4.5,1.6,versicolor +5.5,2.6,4.4,1.2,versicolor +4.9,3.1,NA,0.2,setosa +5.2, ,3.9,1.4,versicolor +4.8,3.4,1.6,0.2,setosa +6.3,3.3,4.7,1.6,versicolor +unknown,3.8,6.7,2.2,virginica +5.1,3.8,1.5,0.3,setosa +NA,2.9,4.5,1.5,versicolor +6.4,2.8,5.6,NA,virginica +6.4,2.8,5.6,2.1,virginica +5,2.3,3.3,NA,versicolor +7.4,2.8,6.1,1.9,virginica +4.3,3,1.1,0.1,setosa +5,3.3,1.4,0.2,setosa +7.2,3,5.8,1.6,virginica +6.3,2.5,4.9,1.5,versicolor +5.1,2.5,NA,1.1,versicolor +NA,3.2,5.7,2.3,virginica +5.1,3.5,NA,NA,setosa +5,3.5,1.3,0.3,setosa +6.1,3,4.6,1.4,versicolor +6.9,3.1,5.1,2.3,virginica +5.1,3.5,1.4,0.3,setosa +6.5,NA,4.6,1.5,versicolor +5.6,2.8,4.9,2,virginica +4.9,2.5,4.5,NA,virginica +5.5,3.5,1.3,0.2,setosa +7.6,3,6.6,2.1,virginica +5.1,3.8,0,0.2,setosa +7.9,3.8,6.4,2,virginica +6.1,2.6,5.6,1.4,virginica +5.4,3.4,1.7,0.2,setosa +6.1,2.9,4.7,1.4,versicolor +5.4,3.7,1.5,0.2,setosa +6.7,3,5.2,2.3,virginica +5.1,3.8,1.9,Inf,setosa +6.4,2.9,4.3,1.3,versicolor +5.7,2.9,4.2,1.3,versicolor +4.4,2.9,1.4,0.2,setosa +6.3,2.5,5,1.9,virginica +7.2,3.2,6,1.8,virginica +4.9,NA,3.3,1,versicolor +5.2,3.4,1.4,0.2,setosa +5.8, ,5.1,1.9,virginica +6,2.2,5,1.5,virginica +6.9,3.1,NA,1.5,versicolor +5.5,2.3,4,1.3,versicolor +6.7,NA,5,1.7,versicolor +5.7,3,4.2,1.2,versicolor +6.3,2.8,5.1,1.5,virginica +5.4,3.4,1.5,0.4,setosa +7.2,3.6,NA,2.5,virginica +6.3, ,4.9,NA,virginica +5.6,3,4.1,1.3,versicolor +5.1,3.7,NA,0.4,setosa +5.5,NA,0.925,1,versicolor +6.5,3,5.2,2,virginica +4.8,3,1.4,NA,setosa +6.1,2.8,NA,1.3,versicolor +4.6,3.4,1.4,0.3,setosa +6.3,3.4,NA,2.4,virginica +5,3.4,1.5,0.2,setosa +5.1,3.4,1.5,0.2,setosa +NA,3.3,5.7,2.1,virginica +6.7,3.1,4.7,1.5,versicolor +unknown,2.6,6.9,2.3,virginica +6.3,NA,4.4,1.3,versicolor +4.6,3.1,1.5,0.2,setosa +NA,3,5.5,2.1,virginica +NA,2.8,4.7,1.2,versicolor +5.9,3,NA,1.5,versicolor +4.5,2.3,1.3,0.3,setosa +6.4,3.2,5.3,2.3,virginica +5.2,4.1,1.5,0.1,setosa +49,30,14,2,setosa +5.6,2.9,3.6,1.3,versicolor +6.8,3.2,5.9,2.3,virginica +5.8,NA,5.1,2.4,virginica +4.6,3.6,NA,0.2,setosa +5.7,0,1.7,0.3,setosa +5.6,2.5,3.9,1.1,versicolor +6.7,3.1,4.4,1.4,versicolor +4.8,NA,1.9,0.2,setosa +5.1,3.3,1.7,0.5,setosa +4.4,3,1.3,NA,setosa +unknown,3,NA,2.3,virginica +4.7,3.2,1.6,0.2,setosa +NA,3,4.9,1.8,virginica +6.9,3.1,5.4,2.1,virginica +6,2.2,4,1,versicolor +5,NA,1.4,0.2,setosa +5.5,NA,3.8,1.1,versicolor +6.6,3,4.4,1.4,versicolor +6.3,2.9,5.6,1.8,virginica +5.7,2.5,5,2,virginica +6.7,3.1,5.6,2.4,virginica +5.6,3,4.5,1.5,versicolor +5.2,3.5,1.5,0.2,setosa +6.4,3.1,NA,1.8,virginica +5.8,2.6,4,NA,versicolor From d10a8e97bcec832883b031ec02489516d61f4314 Mon Sep 17 00:00:00 2001 From: almartin82 Date: Fri, 5 Aug 2016 15:48:25 -0400 Subject: [PATCH 2/4] blanks and periods --- data/very_dirty_iris.csv | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/data/very_dirty_iris.csv b/data/very_dirty_iris.csv index 91410ee..23e93b9 100644 --- a/data/very_dirty_iris.csv +++ b/data/very_dirty_iris.csv @@ -7,7 +7,7 @@ Sepal.Length,Sepal.Width,Petal.Length,Petal.Width,Species 5.3,NA,NA,0.2,setosa 6.4, ,5.3,NA,virginica 5.9,3,5.1,1.8,virginica -5.8, ,4.1,1,versicolor +5.8, , ,1,versicolor 4.8,3.1,1.6,0.2,setosa 5,3.5,1.6,0.6,setosa 6, ,5.1,1.6,versicolor @@ -102,7 +102,7 @@ NA,3.2,5.7,2.3,virginica 5.4,3.4,1.5,0.4,setosa 7.2,3.6,NA,2.5,virginica 6.3, ,4.9,NA,virginica -5.6,3,4.1,1.3,versicolor +5.6,3, ,1.3,versicolor 5.1,3.7,NA,0.4,setosa 5.5,NA,0.925,1,versicolor 6.5,3,5.2,2,virginica @@ -122,7 +122,7 @@ NA,2.8,4.7,1.2,versicolor 5.9,3,NA,1.5,versicolor 4.5,2.3,1.3,0.3,setosa 6.4,3.2,5.3,2.3,virginica -5.2,4.1,1.5,0.1,setosa +5.2, ,1.5,0.1,setosa 49,30,14,2,setosa 5.6,2.9,3.6,1.3,versicolor 6.8,3.2,5.9,2.3,virginica From d65ff834fd31de756c42da9efafb3ab380c1d9dd Mon Sep 17 00:00:00 2001 From: almartin82 Date: Fri, 5 Aug 2016 15:49:27 -0400 Subject: [PATCH 3/4] periods --- data/very_dirty_iris.csv | 24 ++++++++++++------------ 1 file changed, 12 insertions(+), 12 deletions(-) diff --git a/data/very_dirty_iris.csv b/data/very_dirty_iris.csv index 23e93b9..d964489 100644 --- a/data/very_dirty_iris.csv +++ b/data/very_dirty_iris.csv @@ -1,5 +1,5 @@ Sepal.Length,Sepal.Width,Petal.Length,Petal.Width,Species -6.4,3.2,4.5,1.5,versicolor +6.4,.,4.5,1.5,versicolor 6.3,3.3,6,2.5,virginica 6.2,NA,5.4,2.3,virginica 5,3.4,1.6,0.4,setosa @@ -16,7 +16,7 @@ Sepal.Length,Sepal.Width,Petal.Length,Petal.Width,Species NA,3.9,1.7,0.4,setosa 5,-3,3.5,1,versicolor 5.5,NA,4,1.3,versicolor -4.7,3.2,1.3,0.2,setosa +4.7,.,1.3,0.2,setosa NA,4,NA,0.2,setosa 5.6,NA,4.2,1.3,versicolor 4.9,3.6,NA,0.1,setosa @@ -24,13 +24,13 @@ NA,4,NA,0.2,setosa 6.2,2.8,NA,1.8,virginica 6.7,3.3,5.7,2.5,virginica NA,3,5.9,2.1,virginica -4.6,3.2,1.4,0.2,setosa +4.6,.,1.4,0.2,setosa 4.9,3.1,1.5,0.1,setosa 73,29,63,NA,virginica -6.5,3.2,5.1,2,virginica +6.5,.,5.1,2,virginica NA,2.8,0.82,1.3,versicolor -4.4,3.2,NA,0.2,setosa -5.9,3.2,4.8,NA,versicolor +4.4,.,NA,0.2,setosa +5.9,.,4.8,NA,versicolor 5.7,2.8,4.5,1.3,versicolor 6.2,2.9,NA,1.3,versicolor 6.6,2.9,23,1.3,versicolor @@ -46,7 +46,7 @@ NA,2.8,0.82,1.3,versicolor 5.5,4.2,1.4,0.2,setosa unknown,2.8,6.7,2,virginica 5.7,NA,NA,0.4,setosa -7,3.2,4.7,1.4,versicolor +7,.,4.7,1.4,versicolor 6.5,3,5.8,2.2,virginica 6,3.4,4.5,1.6,versicolor 5.5,2.6,4.4,1.2,versicolor @@ -66,7 +66,7 @@ NA,2.9,4.5,1.5,versicolor 7.2,3,5.8,1.6,virginica 6.3,2.5,4.9,1.5,versicolor 5.1,2.5,NA,1.1,versicolor -NA,3.2,5.7,2.3,virginica +NA,.,5.7,2.3,virginica 5.1,3.5,NA,NA,setosa 5,3.5,1.3,0.3,setosa 6.1,3,4.6,1.4,versicolor @@ -89,7 +89,7 @@ NA,3.2,5.7,2.3,virginica 5.7,2.9,4.2,1.3,versicolor 4.4,2.9,1.4,0.2,setosa 6.3,2.5,5,1.9,virginica -7.2,3.2,6,1.8,virginica +7.2,.,6,1.8,virginica 4.9,NA,3.3,1,versicolor 5.2,3.4,1.4,0.2,setosa 5.8, ,5.1,1.9,virginica @@ -121,11 +121,11 @@ NA,3,5.5,2.1,virginica NA,2.8,4.7,1.2,versicolor 5.9,3,NA,1.5,versicolor 4.5,2.3,1.3,0.3,setosa -6.4,3.2,5.3,2.3,virginica +6.4,.,5.3,2.3,virginica 5.2, ,1.5,0.1,setosa 49,30,14,2,setosa 5.6,2.9,3.6,1.3,versicolor -6.8,3.2,5.9,2.3,virginica +6.8,.,5.9,2.3,virginica 5.8,NA,5.1,2.4,virginica 4.6,3.6,NA,0.2,setosa 5.7,0,1.7,0.3,setosa @@ -135,7 +135,7 @@ NA,2.8,4.7,1.2,versicolor 5.1,3.3,1.7,0.5,setosa 4.4,3,1.3,NA,setosa unknown,3,NA,2.3,virginica -4.7,3.2,1.6,0.2,setosa +4.7,.,1.6,0.2,setosa NA,3,4.9,1.8,virginica 6.9,3.1,5.4,2.1,virginica 6,2.2,4,1,versicolor From 40ef06e78de5dbd2af9bd9cd7a088f2d5488f463 Mon Sep 17 00:00:00 2001 From: almartin82 Date: Thu, 25 May 2023 09:43:20 -0400 Subject: [PATCH 4/4] restore original dirty_iris --- data/dirty_iris.csv | 151 ++++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 151 insertions(+) create mode 100644 data/dirty_iris.csv diff --git a/data/dirty_iris.csv b/data/dirty_iris.csv new file mode 100644 index 0000000..a3e688f --- /dev/null +++ b/data/dirty_iris.csv @@ -0,0 +1,151 @@ +"Sepal.Length","Sepal.Width","Petal.Length","Petal.Width","Species" +6.4,3.2,4.5,1.5,"versicolor" +6.3,3.3,6,2.5,"virginica" +6.2,NA,5.4,2.3,"virginica" +5,3.4,1.6,0.4,"setosa" +5.7,2.6,3.5,1,"versicolor" +5.3,NA,NA,0.2,"setosa" +6.4,2.7,5.3,NA,"virginica" +5.9,3,5.1,1.8,"virginica" +5.8,2.7,4.1,1,"versicolor" +4.8,3.1,1.6,0.2,"setosa" +5,3.5,1.6,0.6,"setosa" +6,2.7,5.1,1.6,"versicolor" +6,3,4.8,NA,"virginica" +6.8,2.8,4.8,1.4,"versicolor" +NA,3.9,1.7,0.4,"setosa" +5,-3,3.5,1,"versicolor" +5.5,NA,4,1.3,"versicolor" +4.7,3.2,1.3,0.2,"setosa" +NA,4,NA,0.2,"setosa" +5.6,NA,4.2,1.3,"versicolor" +4.9,3.6,NA,0.1,"setosa" +5.4,NA,4.5,1.5,"versicolor" +6.2,2.8,NA,1.8,"virginica" +6.7,3.3,5.7,2.5,"virginica" +NA,3,5.9,2.1,"virginica" +4.6,3.2,1.4,0.2,"setosa" +4.9,3.1,1.5,0.1,"setosa" +73,29,63,NA,"virginica" +6.5,3.2,5.1,2,"virginica" +NA,2.8,0.82,1.3,"versicolor" +4.4,3.2,NA,0.2,"setosa" +5.9,3.2,4.8,NA,"versicolor" +5.7,2.8,4.5,1.3,"versicolor" +6.2,2.9,NA,1.3,"versicolor" +6.6,2.9,23,1.3,"versicolor" +4.8,3,1.4,0.1,"setosa" +6.5,3,5.5,1.8,"virginica" +6.2,2.2,4.5,1.5,"versicolor" +6.7,2.5,5.8,1.8,"virginica" +5,3,1.6,0.2,"setosa" +5,NA,1.2,0.2,"setosa" +5.8,2.7,3.9,1.2,"versicolor" +0,NA,1.3,0.4,"setosa" +5.8,2.7,5.1,1.9,"virginica" +5.5,4.2,1.4,0.2,"setosa" +7.7,2.8,6.7,2,"virginica" +5.7,NA,NA,0.4,"setosa" +7,3.2,4.7,1.4,"versicolor" +6.5,3,5.8,2.2,"virginica" +6,3.4,4.5,1.6,"versicolor" +5.5,2.6,4.4,1.2,"versicolor" +4.9,3.1,NA,0.2,"setosa" +5.2,2.7,3.9,1.4,"versicolor" +4.8,3.4,1.6,0.2,"setosa" +6.3,3.3,4.7,1.6,"versicolor" +7.7,3.8,6.7,2.2,"virginica" +5.1,3.8,1.5,0.3,"setosa" +NA,2.9,4.5,1.5,"versicolor" +6.4,2.8,5.6,NA,"virginica" +6.4,2.8,5.6,2.1,"virginica" +5,2.3,3.3,NA,"versicolor" +7.4,2.8,6.1,1.9,"virginica" +4.3,3,1.1,0.1,"setosa" +5,3.3,1.4,0.2,"setosa" +7.2,3,5.8,1.6,"virginica" +6.3,2.5,4.9,1.5,"versicolor" +5.1,2.5,NA,1.1,"versicolor" +NA,3.2,5.7,2.3,"virginica" +5.1,3.5,NA,NA,"setosa" +5,3.5,1.3,0.3,"setosa" +6.1,3,4.6,1.4,"versicolor" +6.9,3.1,5.1,2.3,"virginica" +5.1,3.5,1.4,0.3,"setosa" +6.5,NA,4.6,1.5,"versicolor" +5.6,2.8,4.9,2,"virginica" +4.9,2.5,4.5,NA,"virginica" +5.5,3.5,1.3,0.2,"setosa" +7.6,3,6.6,2.1,"virginica" +5.1,3.8,0,0.2,"setosa" +7.9,3.8,6.4,2,"virginica" +6.1,2.6,5.6,1.4,"virginica" +5.4,3.4,1.7,0.2,"setosa" +6.1,2.9,4.7,1.4,"versicolor" +5.4,3.7,1.5,0.2,"setosa" +6.7,3,5.2,2.3,"virginica" +5.1,3.8,1.9,Inf,"setosa" +6.4,2.9,4.3,1.3,"versicolor" +5.7,2.9,4.2,1.3,"versicolor" +4.4,2.9,1.4,0.2,"setosa" +6.3,2.5,5,1.9,"virginica" +7.2,3.2,6,1.8,"virginica" +4.9,NA,3.3,1,"versicolor" +5.2,3.4,1.4,0.2,"setosa" +5.8,2.7,5.1,1.9,"virginica" +6,2.2,5,1.5,"virginica" +6.9,3.1,NA,1.5,"versicolor" +5.5,2.3,4,1.3,"versicolor" +6.7,NA,5,1.7,"versicolor" +5.7,3,4.2,1.2,"versicolor" +6.3,2.8,5.1,1.5,"virginica" +5.4,3.4,1.5,0.4,"setosa" +7.2,3.6,NA,2.5,"virginica" +6.3,2.7,4.9,NA,"virginica" +5.6,3,4.1,1.3,"versicolor" +5.1,3.7,NA,0.4,"setosa" +5.5,NA,0.925,1,"versicolor" +6.5,3,5.2,2,"virginica" +4.8,3,1.4,NA,"setosa" +6.1,2.8,NA,1.3,"versicolor" +4.6,3.4,1.4,0.3,"setosa" +6.3,3.4,NA,2.4,"virginica" +5,3.4,1.5,0.2,"setosa" +5.1,3.4,1.5,0.2,"setosa" +NA,3.3,5.7,2.1,"virginica" +6.7,3.1,4.7,1.5,"versicolor" +7.7,2.6,6.9,2.3,"virginica" +6.3,NA,4.4,1.3,"versicolor" +4.6,3.1,1.5,0.2,"setosa" +NA,3,5.5,2.1,"virginica" +NA,2.8,4.7,1.2,"versicolor" +5.9,3,NA,1.5,"versicolor" +4.5,2.3,1.3,0.3,"setosa" +6.4,3.2,5.3,2.3,"virginica" +5.2,4.1,1.5,0.1,"setosa" +49,30,14,2,"setosa" +5.6,2.9,3.6,1.3,"versicolor" +6.8,3.2,5.9,2.3,"virginica" +5.8,NA,5.1,2.4,"virginica" +4.6,3.6,NA,0.2,"setosa" +5.7,0,1.7,0.3,"setosa" +5.6,2.5,3.9,1.1,"versicolor" +6.7,3.1,4.4,1.4,"versicolor" +4.8,NA,1.9,0.2,"setosa" +5.1,3.3,1.7,0.5,"setosa" +4.4,3,1.3,NA,"setosa" +7.7,3,NA,2.3,"virginica" +4.7,3.2,1.6,0.2,"setosa" +NA,3,4.9,1.8,"virginica" +6.9,3.1,5.4,2.1,"virginica" +6,2.2,4,1,"versicolor" +5,NA,1.4,0.2,"setosa" +5.5,NA,3.8,1.1,"versicolor" +6.6,3,4.4,1.4,"versicolor" +6.3,2.9,5.6,1.8,"virginica" +5.7,2.5,5,2,"virginica" +6.7,3.1,5.6,2.4,"virginica" +5.6,3,4.5,1.5,"versicolor" +5.2,3.5,1.5,0.2,"setosa" +6.4,3.1,NA,1.8,"virginica" +5.8,2.6,4,NA,"versicolor"