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misty (version 0.4.5)

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, Levene's test, t-test, z-test, sample size determination).

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Version

Install

install.packages('misty')

Monthly Downloads

2,637

Version

0.4.5

License

MIT + file LICENSE

Maintainer

Takuya Yanagida

Last Published

April 29th, 2022

Functions in misty (0.4.5)

as.na

Replace User-Specified Values With Missing Values
ci.prop.diff

Confidence Interval for the Difference in Proportions
chr.omit

Omit Strings
chr.gsub

Multiple Pattern Matching And Replacements
ci.mean.diff

Confidence Interval for the Difference in Arithmetic Means
center

Centering at the Grand Mean or Centering Within Cluster
ci.median

Confidence Interval for the Median
chr.trim

Trim Whitespace from String
ci.prop

Confidence Interval for Proportions
ci.mean

Confidence Interval for the Arithmetic Mean
cor.phi

Phi Coefficient
cor.poly

Polychoric Correlation Matrix
collin.diag

Collinearity Diagnostics
ci.var

Confidence Interval for the Variance
df.rbind

Combine Data Frames by Rows, Filling in Missing Columns
ci.sd

Confidence Interval for the Standard Deviation
df.rename

Rename Columns in a Matrix or Variables in a Data Frame
crosstab

Cross Tabulation
descript

Descriptive Statistics
kurtosis

Excess Kurtosis
cluster.scores

Cluster Scores
cohens.d

Cohen's d
cor.cramer

Cramer's V
eta.sq

Eta Squared
item.scores

Compute Scale Scores
item.reverse

Reverse Code Scale Item
na.as

Replace Missing Values With User-Specified Values
multilevel.descript

Multilevel Descriptive Statistics
freq

Frequency Table
cor.cont

Pearson's Contingency Coefficient
multilevel.r2

R-Squared Measures for Multilevel and Linear Mixed Effects Models
multilevel.cor

Within-Group and Between-Group Correlation Matrix
multilevel.indirect

Confidence Interval for the Indirect Effect in a 1-1-1 Multilevel Mediation Model
na.coverage

Variance-Covariance Coverage
na.auxiliary

Auxiliary variables analysis
df.duplicated

Extract Duplicated or Unique Rows
df.merge

Merge Multiple Data Frames
size.mean

Sample Size Determination for Testing Arithmetic Means
size.prop

Sample Size Determination for Testing Proportions
item.cfa

Confirmatory Factor Analysis
na.pattern

Missing Data Pattern
multilevel.icc

Intraclass Correlation Coefficient, ICC(1) and ICC(2)
na.indicator

Missing Data Indicator Matrix
print.misty.object

Print misty.object object
item.omega

Coefficient Omega, Hierarchical Omega, and Categorical Omega
rwg.lindell

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

Read Mplus Data File and Variable Names
write.result

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

Write Mplus Data File
na.prop

Proportion of Missing Data for Each Case
na.test

Little's Missing Completely at Random (MCAR) Test
size.cor

Sample Size Determination for Testing Pearson's Correlation Coefficient
test.welch

Welch's Test
cor.matrix

Correlation Matrix
test.z

z-Test
df.sort

Data Frame Sorting
skewness

Skewness
std.coef

Standardized Coefficients
item.alpha

Coefficient Alpha and Item Statistics
dummy.c

Dummy Coding
indirect

Confidence Intervals for the Indirect Effect
na.descript

Descriptive Statistics for Missing Data
rec

Recode Variable
read.xlsx

Read Excel File
read.sav

Read SPSS File
run.mplus

Run Mplus Models
write.sav

Write SPSS File
test.levene

Levene's Test for Homogeneity of Variance
test.t

t-Test
write.xlsx

Write Excel File