Description Usage Arguments Details Value Author(s) References See Also Examples
Computes a randomization test for the number of significant correlations and the average absolute r between set1 and set2.
| 1 | 
| set1 | A data.frame containing the variable(s) to be correlated with set2. Can be a single vector, but must be converted to a data.frame. | 
| set2 | A matrix or data.frame containing the variables to be correlated with set1. | 
| sims | A numeric indicating the number of randomizations to be conducted. | 
| crit | A numeric between 0.0 and 1.0 indicating the critical value at which you will reject the null hypothesis of no relation between set1 and set2. | 
| graph | A logical indicating whether graphical output should be returned. | 
| seed | A numeric specifying the random seed to be used. If set to FALSE, no seed is used. | 
When correlating a single variable of interest or a set of variables with another set of other variables, one practical consideration is the number of correlations one would expect to find by chance and/or the average absolute r between the two sets of variables. Following Sherman and Funder (2009), this function empirically estimates the sampling distribution for the number of statistically significant correlations and the average absolute r.
A list containing...
| AbsR | A vector containing the results for the average absolute r between set1 and set2. Includes the N (for complete cases), the observed average absolute r, the expected average absolute r under a null hypothesis, the standard error of the average absolute r, the p-value of the observed average absolute r, the 99.9 percent upper and lower bound confidence intervals for the p-value, and the critical value for the test to be statistically significant. | 
| Sig | A vector containing the results for the number of significant correlations between set and the set2. Includes the N (for complete cases), the observed number significant, the expected number significant under a null hypothesis, the standard error of the number significant, the p-value of the observed number significant, the 99.9 percent upper and lower bound confidence intervals for the p-value,and the critical value for the test to be statisttically significant. | 
Ryne A. Sherman
Sherman, R. A., & Funder, D. C. (2009). Evaluating correlations in studies of personality and behavior: Beyond the number of significant findings to be expected by chance. Journal of Research in Personality, 43, 1053-1063.
q.cor, ~~~
| 1 2 3 4 5 6 | 
Loading required package: psych
Loading required package: abind
Loading required package: foreach
  sCAQ001 sCAQ002 sCAQ003 sCAQ004 sCAQ005 sCAQ006 sCAQ007 sCAQ008 sCAQ009
1       5       7       5       9       8       5       3       8       3
2       2       9       7       7       7       3       8       9       6
3       3       9       8       5       9       8       4       4       7
4       6       7       7       6       6       7       6       8       4
5       2       9       8       7       7       2       6       5       3
6       4       8       7       9       6       5       5       7       3
  sCAQ010 sCAQ011 sCAQ012 sCAQ013 sCAQ014 sCAQ015 sCAQ016 sCAQ017 sCAQ018
1       5       6       3       1       1       8       5       6       8
2       1       6       2       3       1       4       6       8       8
3       1       9       6       3       4       3       4       7       9
4       8       5       5       7       5       6       9       6       5
5       3       5       5       1       6       1       4       8       5
6       3       5       3       2       3       8       4       6       9
  sCAQ019 sCAQ020 sCAQ021 sCAQ022 sCAQ023 sCAQ024 sCAQ025 sCAQ026 sCAQ027
1       2       6       5       5       5       4       4       5       2
2       2       5       5       5       3       6       3       7       1
3       5       3       8       1       2       2       2       7       3
4       6       2       6       4       2       2       5       5       1
5       8       6       4       2       2       1       3       8       2
6       4       4       5       4       1       5       1       9       1
  sCAQ028 sCAQ029 sCAQ030 sCAQ031 sCAQ032 sCAQ033 sCAQ034 sCAQ035 sCAQ036
1       7       7       4       5       9       6       4       6       3
2       7       7       2       8       8       9       2       8       3
3       6       9       4       2       7       9       2       8       2
4       5       4       6       6       6       6       6       7       3
5       4       7       6       3       7       9       2       9       1
6       5       6       2       7       4       6       6       8       2
  sCAQ037 sCAQ038 sCAQ039 sCAQ040 sCAQ041 sCAQ042 sCAQ043 sCAQ044 sCAQ045
1       1       4       9       2       1       3       7       5       2
2       1       2       7       5       6       4       6       5       2
3       1       2       6       8       8       3       5       6       4
4       2       6       4       3       6       4       5       9       8
5       1       8       4       3       3       4       5       7       3
6       1       2       5       4       4       4       9       6       2
  sCAQ046 sCAQ047 sCAQ048 sCAQ049 sCAQ050 sCAQ051 sCAQ052 sCAQ053 sCAQ054
1       9       5       6       4       3       7       7       4       7
2       5       4       3       3       3       9       7       3       4
3       6       7       1       3       5       4       3       7       6
4       7       8       4       3       3       8       3       3       4
5       7       8       4       3       4       7       4       4       6
6       7       4       1       4       6       7       7       3       5
  sCAQ055 sCAQ056 sCAQ057 sCAQ058 sCAQ059 sCAQ060 sCAQ061 sCAQ062 sCAQ063
1       2       8       6       5       2       6       3       9       3
2       4       6       6       5       6       8       2       5       1
3       2       8       7       7       7       5       3       6       4
4       5       8       6       7       3       9       4       7       4
5       2       7       6       7       3       6       4       3       5
6       2       8       7       8       6       7       2       6       1
  sCAQ064 sCAQ065 sCAQ066 sCAQ067 sCAQ068 sCAQ069 sCAQ070 sCAQ071 sCAQ072
1       2       5       4       6       6       4       6       8       4
2       7       4       5       3       3       4       9       7       5
3       7       6       7       6       5       3       5       4       5
4       9       1       8       3       5       4       5       5       7
5       6       4       6       4       3       4       8       9       5
6       5       4       8       3       3       2       6       6       5
  sCAQ073 sCAQ074 sCAQ075 sCAQ076 sCAQ077 sCAQ078 sCAQ079 sCAQ080 sCAQ081
1       1       3       6       7       3       3       4       6       5
2       4       6       6       4       7       3       4       6       6
3       3       7       6       3       5       6       6       6       5
4       1       2       4       3       4       5       7       5       8
5       3       8       6       4       5       2       6       7       5
6       7       6       5       4       5       3       5       5       5
  sCAQ082 sCAQ083 sCAQ084 sCAQ085 sCAQ086 sCAQ087 sCAQ088 sCAQ089 sCAQ090
1       6       7       8       5       4       4       6       3       4
2       4       7       8       5       4       4       5       4       6
3       6       4       5       5       8       5       6       4       5
4       9       4       6       5       2       4       5       4       7
5       3       9       7       6       5       5       6       6       4
6       5       6       5       6       3       3       8       4       7
  sCAQ091 sCAQ092 sCAQ093 sCAQ094 sCAQ095 sCAQ096 sCAQ097 sCAQ098 sCAQ099
1       7       7       2       3       4       6       4       6       5
2       4       6       6       5       3       6       5       5       4
3       4       8       4       1       5       4       4       5       1
4       1       4       5       6       3       5       1       7       4
5       5       6       5       5       5       8       4       5       5
6       6       8       4       3       4       9       3       6       7
  sCAQ100
1       8
2       5
3       5
4       3
5       5
6       5
  compRBQ001 compRBQ002 compRBQ003 compRBQ004 compRBQ005 compRBQ006 compRBQ007
1       4.75       4.75       5.25       4.00       4.25       4.25       4.75
2       5.00       5.00       7.00       4.25       4.00       7.00       6.75
3       7.25       5.00       7.25       4.25       3.50       9.00       7.25
4       2.50       5.25       7.50       5.75       5.00       8.00       5.50
5       6.75       2.25       8.50       4.00       2.50       7.00       6.50
6       5.50       5.50       7.25       5.00       3.00       7.75       6.00
  compRBQ008 compRBQ009 compRBQ010 compRBQ011 compRBQ012 compRBQ013 compRBQ014
1       4.50       4.00       4.50       5.50       5.50       3.50       6.25
2       3.25       5.25       7.00       7.75       6.50       3.25       2.25
3       3.75       8.50       8.00       6.50       6.50       4.00       4.00
4       3.75       5.75       6.25       5.25       7.75       2.50       4.50
5       4.00       5.00       5.00       4.75       7.75       4.50       3.50
6       3.25       4.50       4.50       4.50       5.25       2.75       4.50
  compRBQ015 compRBQ016 compRBQ017 compRBQ018 compRBQ019 compRBQ020 compRBQ021
1       4.75       5.75       4.00       4.75       6.00       6.50       5.25
2       8.75       5.25       2.25       4.50       4.25       5.00       2.25
3       5.00       5.50       2.50       4.25       3.50       5.50       4.25
4       5.25       6.25       2.75       6.00       3.75       5.50       3.75
5       4.00       6.00       4.00       5.75       2.75       5.00       3.50
6       4.50       6.25       2.75       5.75       4.00       6.25       5.25
  compRBQ022 compRBQ023 compRBQ024 compRBQ025 compRBQ026 compRBQ027 compRBQ028
1       6.25       6.00       4.50       4.25       4.00       4.50       5.50
2       4.50       8.25       6.25       5.25       3.50       1.00       6.75
3       4.75       4.25       6.00       7.25       4.25       2.75       5.75
4       2.50       5.50       4.75       5.50       3.00       3.75       7.00
5       4.75       5.25       4.75       4.25       7.25       2.00       6.75
6       6.00       6.00       4.00       5.50       6.00       1.00       6.00
  compRBQ029 compRBQ030 compRBQ031 compRBQ032 compRBQ033 compRBQ034 compRBQ035
1       4.75       5.00       6.00       4.75       4.25       5.50       4.25
2       5.75       5.50       4.00       7.75       2.25       3.50       5.50
3       4.50       3.75       3.50       6.25       2.50       2.25       3.25
4       4.25       5.00       3.75       6.50       2.00       2.75       4.25
5       7.75       2.75       4.75       6.00       2.50       5.00       4.25
6       8.00       2.75       3.75       5.00       2.25       2.00       4.50
  compRBQ036 compRBQ037 compRBQ038 compRBQ039 compRBQ040 compRBQ041 compRBQ042
1       3.50       6.50       7.00       5.75       4.50       6.50       5.25
2       3.25       7.25       5.50       4.50       3.50       8.50       5.75
3       4.00       6.25       4.50       3.00       4.00       5.25       6.75
4       4.00       6.75       7.00       5.25       4.00       7.00       7.00
5       3.00       6.50       5.00       4.25       3.00       7.75       7.00
6       3.50       6.75       6.75       4.50       4.25       6.75       7.75
  compRBQ043 compRBQ044 compRBQ045 compRBQ046 compRBQ047 compRBQ048 compRBQ049
1       6.00       4.25       5.75       5.25       4.75       3.75       5.00
2       6.00       2.50       5.75       3.50       3.25       4.50       6.25
3       6.50       5.00       6.00       2.50       5.00       3.25       6.25
4       6.00       4.75       5.75       5.00       4.25       6.25       6.75
5       6.00       3.50       7.25       3.00       4.75       3.25       6.00
6       6.75       3.00       6.25       3.25       4.50       5.50       5.50
  compRBQ050 compRBQ051 compRBQ052 compRBQ053 compRBQ054 compRBQ055 compRBQ056
1       5.00       4.50       5.00        5.5       4.50       4.00       6.50
2       2.75       5.25       5.25        6.5       5.00       4.25       5.25
3       5.25       4.75       5.75        5.0       4.75       5.50       4.50
4       4.00       5.75       4.25        5.0       3.75       4.00       4.25
5       5.25       4.50       5.75        5.5       5.00       5.25       4.75
6       3.50       3.75       5.25        6.0       5.50       3.75       4.75
  compRBQ057 compRBQ058 compRBQ059 compRBQ060 compRBQ061 compRBQ062 compRBQ063
1       4.25       4.75       5.00       3.75       6.75       5.00       4.50
2       3.50       5.75       6.00       4.50       5.00       5.25       5.00
3       5.75       4.50       4.25       4.50       4.25       6.00       4.75
4       3.50       6.00       6.50       5.25       5.00       6.00       3.75
5       5.00       3.75       6.75       5.50       4.75       5.75       5.75
6       5.00       5.75       6.25       4.25       5.00       5.50       6.50
  compRBQ064 compRBQ065 compRBQ066 compRBQ067
1       5.75       4.75       6.00       3.50
2       6.50       4.75       4.50       3.75
3       5.75       4.25       6.25       4.75
4       6.00       4.00       5.25       4.00
5       7.00       3.25       5.25       5.00
6       8.00       5.50       5.25       3.75
$AbsR
                   Average Absolute r
N                            205.0000
Observed                       0.0699
Exp. By Chance                 0.0560
Standard Error                 0.0012
p                              0.0000
99.9% Upperbound p             0.0000
99.9% Lowerbound p             0.0000
95th %                         0.0581
$Sig
                   Number Significant
N                            205.0000
Observed                     790.0000
Exp. By Chance               336.1500
Standard Error                35.2143
p                              0.0000
99.9% Upperbound p             0.0000
99.9% Lowerbound p             0.0000
95th %                       389.6000
Warning message:
In rand.test(caq, beh.comp, sims = 100) :
  When p=.00, confidence interval for p not valid.
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