Learn R Programming

⚠️There's a newer version (0.7.1) of this package.Take me there.

misty (version 0.4.6)

Miscellaneous Functions 'T. Yanagida'

Description

Miscellaneous functions for descriptive statistics (e.g., frequency table, cross tabulation, multilevel descriptive statistics, multilevel R-squared measures, within-group and between-group correlation matrix, various effect size measures), data management (e.g., grand-mean and group-mean centering, recode variables and reverse code items, scale and group scores, reading and writing SPSS and Excel files), missing data (e.g., descriptive statistics for missing data, missing data pattern, Little's test of Missing Completely at Random, and auxiliary variable analysis), item analysis (e.g., coefficient alpha and omega, confirmatory factor analysis), and statistical analysis (e.g., confidence intervals, collinearity diagnostics, analysis of variance, Levene's test, t-test, z-test, sample size determination).

Copy Link

Version

Install

install.packages('misty')

Monthly Downloads

2,326

Version

0.4.6

License

MIT + file LICENSE

Maintainer

Takuya Yanagida

Last Published

June 8th, 2022

Functions in misty (0.4.6)

as.na

Replace User-Specified Values With Missing Values
ci.prop

Confidence Interval for Proportions
ci.mean.diff

Confidence Interval for the Difference in Arithmetic Means
chr.gsub

Multiple Pattern Matching And Replacements
ci.mean

Confidence Interval for the Arithmetic Mean
center

Centering at the Grand Mean and Centering Within Cluster
aov.b

Between-Subject Analysis of Variance
ci.median

Confidence Interval for the Median
chr.omit

Omit Strings
chr.trim

Trim Whitespace from String
dummy.c

Dummy Coding
cor.cont

Pearson's Contingency Coefficient
cor.cramer

Cramer's V
cor.matrix

Correlation Matrix
crosstab

Cross Tabulation
cor.poly

Polychoric Correlation Matrix
cor.phi

Phi Coefficient
df.rename

Rename Columns in a Matrix or Variables in a Data Frame
cohens.d

Cohen's d
df.sort

Data Frame Sorting
eta.sq

Eta Squared
item.omega

Coefficient Omega, Hierarchical Omega, and Categorical Omega
item.reverse

Reverse Code Scale Item
descript

Descriptive Statistics
collin.diag

Collinearity Diagnostics
df.duplicated

Extract Duplicated or Unique Rows
multilevel.cor

Within-Group and Between-Group Correlation Matrix
ci.sd

Confidence Interval for the Standard Deviation
ci.prop.diff

Confidence Interval for the Difference in Proportions
na.auxiliary

Auxiliary variables analysis
freq

Frequency Table
indirect

Confidence Intervals for the Indirect Effect
na.coverage

Variance-Covariance Coverage
multilevel.descript

Multilevel Descriptive Statistics
na.pattern

Missing Data Pattern
read.xlsx

Read Excel File
na.prop

Proportion of Missing Data for Each Case
df.merge

Merge Multiple Data Frames
item.alpha

Coefficient Alpha and Item Statistics
size.cor

Sample Size Determination for Testing Pearson's Correlation Coefficient
df.rbind

Combine Data Frames by Rows, Filling in Missing Columns
rec

Recode Variable
item.cfa

Confirmatory Factor Analysis
na.as

Replace Missing Values With User-Specified Values
print.misty.object

Print misty.object object
na.test

Little's Missing Completely at Random (MCAR) Test
skewness

Skewness
multilevel.r2

R-Squared Measures for Multilevel and Linear Mixed Effects Models
size.prop

Sample Size Determination for Testing Proportions
ci.var

Confidence Interval for the Variance
multilevel.icc

Intraclass Correlation Coefficient, ICC(1) and ICC(2)
cluster.scores

Cluster Scores
item.scores

Compute Scale Scores
na.descript

Descriptive Statistics for Missing Data
na.indicator

Missing Data Indicator Matrix
rwg.lindell

Lindell, Brandt and Whitney (1999) r*wg(j) Within-Group Agreement Index for Multi-Item Scales
kurtosis

Excess Kurtosis
run.mplus

Run Mplus Models
std.coef

Standardized Coefficients
multilevel.indirect

Confidence Interval for the Indirect Effect in a 1-1-1 Multilevel Mediation Model
test.z

z-Test
size.mean

Sample Size Determination for Testing Arithmetic Means
write.sav

Write SPSS File
write.result

Write Results of a misty Object into an Excel file
write.mplus

Write Mplus Data File
write.xlsx

Write Excel File
test.levene

Levene's Test for Homogeneity of Variance
read.mplus

Read Mplus Data File and Variable Names
read.sav

Read SPSS File
test.t

t-Test
test.welch

Welch's Test