SPRING 2015:

#Read Data 
data = read.table("SPRING 2015 INTASC.tab", header= TRUE, sep="\t")

Summary by Category:

## [1] "Student Teaching Assessment ELED K-6 (2012-2013 Format).Assessment"
##           [,1]      [,2]
## [1,] 1.0000000 0.1905307
## [2,] 0.1905307 1.0000000
## [1] "Student Teaching Assessment SECED 7-12 (2012-2013 Format).Assessment"
##           [,1]      [,2]
## [1,] 1.0000000 0.3067733
## [2,] 0.3067733 1.0000000
## [1] "Student Teaching Assessment Special Education Fall 2010.Assessment/Assessment"
##              [,1]         [,2]
## [1,]  1.000000000 -0.006273174
## [2,] -0.006273174  1.000000000
## [1] "Student Teaching Assessment Special Education Fall 2010.Communication & Technology/Language"
##            [,1]       [,2]
## [1,]  1.0000000 -0.2003024
## [2,] -0.2003024  1.0000000
## [1] "Student Teaching Assessment ELED K-6 (2012-2013 Format).Content Knowledge"
##          [,1]     [,2]
## [1,] 1.000000 0.324078
## [2,] 0.324078 1.000000
## [1] "Student Teaching Assessment SECED 7-12 (2012-2013 Format).Content Knowledge"
##           [,1]      [,2]
## [1,] 1.0000000 0.3087128
## [2,] 0.3087128 1.0000000
## [1] "Student Teaching Assessment Special Education Fall 2010.Content Pedagogy/Foundations"
##            [,1]       [,2]
## [1,] 1.00000000 0.03963086
## [2,] 0.03963086 1.00000000
## [1] "Student Teaching Assessment Special Education Fall 2010.Diverse Learners/Individual Differences"
##             [,1]        [,2]
## [1,]  1.00000000 -0.08237044
## [2,] -0.08237044  1.00000000
## [1] "Student Teaching Assessment ELED K-6 (2012-2013 Format).Instructional Planning"
##           [,1]      [,2]
## [1,] 1.0000000 0.3263384
## [2,] 0.3263384 1.0000000
## [1] "Student Teaching Assessment SECED 7-12 (2012-2013 Format).Instructional Planning"
##           [,1]      [,2]
## [1,] 1.0000000 0.2216715
## [2,] 0.2216715 1.0000000
## [1] "Student Teaching Assessment ELED K-6 (2012-2013 Format).Instructional Strategies"
##          [,1]     [,2]
## [1,] 1.000000 0.353558
## [2,] 0.353558 1.000000
## [1] "Student Teaching Assessment SECED 7-12 (2012-2013 Format).Instructional Strategies"
##           [,1]      [,2]
## [1,] 1.0000000 0.2875863
## [2,] 0.2875863 1.0000000
## [1] "Student Teaching Assessment ELED K-6 (2012-2013 Format).Leadership and Collaboration"
##           [,1]      [,2]
## [1,] 1.0000000 0.3493854
## [2,] 0.3493854 1.0000000
## [1] "Student Teaching Assessment SECED 7-12 (2012-2013 Format).Leadership and Collaboration"
##           [,1]      [,2]
## [1,] 1.0000000 0.2116284
## [2,] 0.2116284 1.0000000
## [1] "Student Teaching Assessment ELED K-6 (2012-2013 Format).Learner Development"
##           [,1]      [,2]
## [1,] 1.0000000 0.1574456
## [2,] 0.1574456 1.0000000
## [1] "Student Teaching Assessment SECED 7-12 (2012-2013 Format).Learner Development"
##           [,1]      [,2]
## [1,] 1.0000000 0.3105892
## [2,] 0.3105892 1.0000000
## [1] "Student Teaching Assessment ELED K-6 (2012-2013 Format).Learning Differences"
##           [,1]      [,2]
## [1,] 1.0000000 0.3285169
## [2,] 0.3285169 1.0000000
## [1] "Student Teaching Assessment SECED 7-12 (2012-2013 Format).Learning Differences"
##           [,1]      [,2]
## [1,] 1.0000000 0.2802458
## [2,] 0.2802458 1.0000000
## [1] "Student Teaching Assessment ELED K-6 (2012-2013 Format).Learning Environments"
##          [,1]     [,2]
## [1,] 1.000000 0.365839
## [2,] 0.365839 1.000000
## [1] "Student Teaching Assessment SECED 7-12 (2012-2013 Format).Learning Environments"
##           [,1]      [,2]
## [1,] 1.0000000 0.1403181
## [2,] 0.1403181 1.0000000
## [1] "Student Teaching Assessment Special Education Fall 2010.Motivation & Management/Learning Environments & Social Interactions"
##           [,1]      [,2]
## [1,] 1.0000000 0.1069521
## [2,] 0.1069521 1.0000000
## [1] "Student Teaching Assessment Special Education Fall 2010.Multiple Instructional Strategies/Instructional Strategies"
##             [,1]        [,2]
## [1,]  1.00000000 -0.03431943
## [2,] -0.03431943  1.00000000
## [1] "Student Teaching Assessment ELED K-6 (2012-2013 Format).Overall Evaluation"
##           [,1]      [,2]
## [1,] 1.0000000 0.5121818
## [2,] 0.5121818 1.0000000
## [1] "Student Teaching Assessment SECED 7-12 (2012-2013 Format).Overall Evaluation"
##          [,1]     [,2]
## [1,] 1.000000 0.395175
## [2,] 0.395175 1.000000
## [1] "Student Teaching Assessment Special Education Fall 2010.Planning/Instructional Strategies"
##             [,1]        [,2]
## [1,]  1.00000000 -0.01352133
## [2,] -0.01352133  1.00000000
## [1] "Student Teaching Assessment ELED K-6 (2012-2013 Format).Professional and Ethical Behavior"
##           [,1]      [,2]
## [1,] 1.0000000 0.3623618
## [2,] 0.3623618 1.0000000
## [1] "Student Teaching Assessment SECED 7-12 (2012-2013 Format).Professional and Ethical Behavior"
##           [,1]      [,2]
## [1,] 1.0000000 0.2224936
## [2,] 0.2224936 1.0000000
## [1] "Student Teaching Assessment ELED K-6 (2012-2013 Format).Reflection and Continuous Growth"
##          [,1]     [,2]
## [1,] 1.000000 0.311086
## [2,] 0.311086 1.000000
## [1] "Student Teaching Assessment SECED 7-12 (2012-2013 Format).Reflection and Continuous Growth"
##          [,1]     [,2]
## [1,] 1.000000 0.227792
## [2,] 0.227792 1.000000
## [1] "Student Teaching Assessment Special Education Fall 2010.Reflective Practice & Professional Growth/Ethics & Professional Practice"
##             [,1]        [,2]
## [1,]  1.00000000 -0.01486155
## [2,] -0.01486155  1.00000000
## [1] "Student Teaching Assessment Special Education Fall 2010.School & Community Involvement/Collaboration"
##             [,1]        [,2]
## [1,] 1.000000000 0.001742024
## [2,] 0.001742024 1.000000000
## [1] "Student Teaching Assessment Special Education Fall 2010.Student Development/Characteristics of Learners"
##             [,1]        [,2]
## [1,]  1.00000000 -0.06981583
## [2,] -0.06981583  1.00000000
## [1] "Student Teaching Assessment ELED K-6 (2012-2013 Format).Teacher Dispositions"
##           [,1]      [,2]
## [1,] 1.0000000 0.2898862
## [2,] 0.2898862 1.0000000
## [1] "Student Teaching Assessment SECED 7-12 (2012-2013 Format).Teacher Dispositions"
##           [,1]      [,2]
## [1,] 1.0000000 0.2501423
## [2,] 0.2501423 1.0000000
## [1] "Student Teaching Assessment Special Education Fall 2010.Teacher Dispositions"
##           [,1]      [,2]
## [1,] 1.0000000 0.1076062
## [2,] 0.1076062 1.0000000