Preliminary Output
4/20/2020
Importing Data
- Convert all transcripts to .txt file format and place them in the same folder.
- Import text files into R and create a corpus.
- Add document-level variables to corpus
- Gender
- Round 1/2/3
- LIWC Output
library("quanteda")
library("readtext")
library(dplyr)
library(tidyr)
library(purrr)
library(DT)
#import folder of files
import <- readtext(file="interviewtxt/*.txt") # import all txt files in interviewtxt folder
corpus <- corpus(import) # creates corpus from imported files
summary(corpus)
# add document-level variables (docvars)
# process names
df <- data.frame(names(corpus))
df <- separate(df, col="names.corpus.", into=c("name",NA,"time"), sep="_")
df <- separate(df, col="time", into=c("time",NA), sep=2)
df
tab <- data.frame(table(df$name))
tab$gen <- c("F",
"F",
"M",
"F",
"F",
"M",
"M",
"F",
"F",
"M",
"F",
"F",
"F",
"M",
"M",
"F",
"F",
"M",
"M",
"F",
"M",
"F",
"M",
"M",
"F")
colnames(tab) <- c("name","count","gender")
df <- merge(df, tab, by = "name")
# link names to litho numbers
ids <- read.csv(file="ids.csv", header=F)
colnames(ids) <- c("name","Litho")
# merge docvars and surveydata
df2 <- merge(df,ids,by="name", all.x = T)
surv <- read.csv(file="career_imp.csv", header=T)
# calculate selected factors
surv$engpc <- (surv$Q3Eng_m + surv$Q3Eng_n + surv$Q3Eng_k)/3
surv$engint <- (surv$Q3Eng_i + surv$Q3Eng_h + surv$Q3Eng_j)/3
surv$engrec <- (surv$Q3Eng_f + surv$Q3Eng_e + surv$Q3Eng_d + surv$Q3Eng_g)/4
surv$belong1 <- (surv$Q4a + surv$Q4b + surv$Q4c + surv$Q4g + surv$Q4h)/5
surv$belong2 <- (surv$Q4e + surv$Q4f)/2
surv$engbel <- (surv$Q5d + surv$Q5h + surv$Q5g + surv$Q5e + surv$Q5b)/5
surv$engemp <- (surv$Q5a + surv$Q5c + surv$Q5f)/3
# subset needed columns
surv2 <- subset(surv, select=c(1,221:228,229:237,319:327,328:335,377:383))
head(surv2)
# calculate demographics
surv2$racenum <- as.numeric(surv2$Q30a) + as.numeric(surv2$Q30b) + as.numeric(surv2$Q30c) + as.numeric(surv2$Q30d) + as.numeric(surv2$Q30e) + as.numeric(surv2$Q30f) + as.numeric(surv2$Q30g) + as.numeric(surv2$Q30h)
surv2$raceeth[surv2$racenum == 0] <- NA
surv2$raceeth[surv2$racenum == 2] <- "Biracial"
surv2$raceeth[surv2$racenum > 2] <- "Multiracial"
surv2$raceeth[surv2$racenum == 1 & surv2$Q30a == 1] <- "Asian"
surv2$raceeth[surv2$racenum == 1 & surv2$Q30b == 1] <- "Black/AA"
surv2$raceeth[surv2$racenum == 1 & surv2$Q30c == 1] <- "Latinx"
surv2$raceeth[surv2$racenum == 1 & surv2$Q30d == 1] <- "MidEast"
surv2$raceeth[surv2$racenum == 1 & surv2$Q30e == 1] <- "NH/PI"
surv2$raceeth[surv2$racenum == 1 & surv2$Q30f == 1] <- "NA/AN"
surv2$raceeth[surv2$racenum == 1 & surv2$Q30g == 1] <- "White"
surv2$raceeth[surv2$racenum == 1 & surv2$Q30h == 1] <- "WriteIn"
table(surv2$raceeth)
surv2$gennum <- as.numeric(surv2$Q31a) + as.numeric(surv2$Q31b) + as.numeric(surv2$Q31c) + as.numeric(surv2$Q31d) + as.numeric(surv2$Q31e) + as.numeric(surv2$Q31f) + as.numeric(surv2$Q31g)
table(surv2$gennum)
surv2$genid[surv2$gennum == 0] <- NA
surv2$genid[surv2$gennum > 1] <- "Multiple Options Selected"
surv2$genid[surv2$gennum == 1 & surv2$Q31a == 1] <- "Female"
surv2$genid[surv2$gennum == 1 & surv2$Q31b == 1] <- "Male"
surv2$genid[surv2$gennum == 1 & surv2$Q31c == 1] <- "Agender"
surv2$genid[surv2$gennum == 1 & surv2$Q31d == 1] <- "Genderqueer"
surv2$genid[surv2$gennum == 1 & surv2$Q31e == 1] <- "Cisgender"
surv2$genid[surv2$gennum == 1 & surv2$Q31f == 1] <- "Transgender"
surv2$genid[surv2$gennum == 1 & surv2$Q31g == 1] <- "Not Listed"
table(surv2$genid)
subset(surv2, surv2$gennum > 1, select=c(28:35))
# prep survey data for merge
names(surv2)
colnames(surv2)[2:18] <- c("career_money",
"career_known",
"career_helping",
"career_supervising",
"career_security",
"career_people",
"career_invent",
"career_developing",
"field_academia",
"field_industry",
"field_entre",
"field_govt",
"field_k12",
"field_law",
"field_med",
"field_nonprofit",
"field_other")
surv3 <- subset(surv2, select=c(1:18,36:46))
head(surv3)
# merge
df3 <- merge(df2, surv3, by = "Litho", all.x = T)
# no survey data for Allen, Hilda, and Alex
# add vars to corpus
docvars(corpus, "name") <- df3$name
docvars(corpus, "round") <- df3$time
docvars(corpus, "gender") <- df3$gender
docvars(corpus, "litho") <- df3$litho
docvars(corpus, "career_money") <- df3$career_money
docvars(corpus, "career_known") <- df3$career_known
docvars(corpus, "career_helping") <- df3$career_helping
docvars(corpus, "career_supervising") <- df3$career_supervising
docvars(corpus, "career_security") <- df3$career_security
docvars(corpus, "career_people") <- df3$career_people
docvars(corpus, "career_invent") <- df3$career_invent
docvars(corpus, "career_developing") <- df3$career_developing
docvars(corpus, "field_academia") <- df3$field_academia
docvars(corpus, "field_industry") <- df3$field_industry
docvars(corpus, "field_entre") <- df3$field_entre
docvars(corpus, "field_govt") <- df3$field_govt
docvars(corpus, "field_k12") <- df3$field_k12
docvars(corpus, "field_law") <- df3$field_law
docvars(corpus, "field_med") <- df3$field_med
docvars(corpus, "field_nonprofit") <- df3$field_nonprofit
docvars(corpus, "engpc") <- df3$engpc
docvars(corpus, "engint") <- df3$engint
docvars(corpus, "engbel") <- df3$engbel
docvars(corpus, "engemp") <- df3$engemp
docvars(corpus, "engrec") <- df3$engrec
docvars(corpus, "belong1") <- df3$belong1
docvars(corpus, "belong2") <- df3$belong2
docvars(corpus, "raceeth") <- df3$raceeth
docvars(corpus, "genid") <- df3$genid
summary(corpus)
head(df3)
rm(tab,df,df2,ids, df3, surv, surv2)
# import LIWC output
liwc_out <- read.delim(file="LIWC_output.txt", header=T)
# add LIWC vars to corpus
summ <- data.frame(summary(corpus)[1])
colnames(summ) <- "Filename"
df <- merge(summ, liwc_out, by = "Filename")
n <- 1
for (i in 1:73) {
docvars(corpus, colnames(df[n])) <- df[n]
n <- n + 1
}
rm(i, n, df, summ)summary <- summary(corpus)
datatable(summary, options = list(dom = 't', scrollX = T, scrollCollapse = T))Using the Quanteda Package
This package allows for investigation of text in the corpus, but not much quantitative analysis of text content.
Exploring Corpus Text
The kwic() command allows you to identify each time a target word (e.g., ‘engineer’) is used and view the context it occurs in. Full output will provide information about what document the text occurs in and what place in the document the excerpt is from; it’s filtered here to help readability.
# exploring corpus text -- search for a word and view the context
kwic_test <- kwic(corpus, pattern = "engineer", window = 10)
datatable(kwic_test[4:6], options = list(dom = 't', scrollX = T, scrollCollapse = T))Exploring Word Occurances
Code below lets you identify words/phrases that occur most often in the text and create some visualizations. Allows you to filter out stopwords (can use provided list of words or create your own) and allows stemming.
# create document-feature matrix
# stopwords removed
# trimmed to terms that appear more than 10 times and in at least two documents
corp_test2 <- dfm(corpus, stem=T, remove_punct = T, remove = stopwords("en"))
corp_test3 <- dfm_trim(corp_test2, min_termfreq = 10, min_docfreq = 2)
corp_test4 <- data.frame(corp_test3)
datatable(corp_test4[1:100], options = list(dom = 't', scrollX = T, scrollCollapse = T))topfeatures(corp_test3, 20, decreasing=T)## like just class realli go yeah think engin one work
## 3671 3296 2600 2364 2082 1705 1683 1657 1616 1613
## get lot thing know kind time want peopl stuff can
## 1567 1528 1432 1391 1292 1049 974 972 935 879Exploring Phrase Occurances
Identifies multi-word strings that appear set number of times (e.g., > 6) in the text.
phrases <- textstat_collocations(corpus, size = 6)
phrases_filt <- subset(phrases, count > 3)
datatable(phrases_filt, options = list(dom = 't', scrollX = T, scrollCollapse = T))Quantitative Analyses
The textstat_lexdiv() command calculates the lexical diversity (e.g. the variety of words used) in each document. The textstat_keyness() command compares a target document to a reference/document corpus and identifies what words make the target document different from the reference (e.g., we can see what words Adriana is using that differentiate her from the rest of the sample) (note: still reading about keyness, so my understanding of what this command does might change).
lexdiv <- textstat_lexdiv(corp_test3)
datatable(lexdiv, options = list(dom = 't', scrollX = T, scrollCollapse = T))keyn <- textstat_keyness(corp_test3, target = 1)
textplot_keyness(keyn)
keyn <- textstat_keyness(corp_test3, target = 4)
textplot_keyness(keyn)
Using the LIWC Software
The LIWC analysis is conducted in the proprietary software and the results are exported as a text file. The analysis can be customized in several ways, the current output is using the default settings.
LIWC Output
Raw output from LIWC. Information about each variable created (e.g., WC, Analytic, etc) is available in LIWC manual – will update this document as I get more familiar with the variables.
datatable(liwc_out, options = list(dom = 't', scrollX = T, scrollCollapse = T))ANOVAs
MANOVA (New)
Notes.
library(afex)
df <- summary(corpus)
head(df)## Text Types Tokens Sentences name round gender
## 1 Adriana_Transcript_R1.txt 546 2419 124 Joy R1 F
## 2 Adriana_Transcript_R2_BB.txt 871 5816 235 Joy R2 F
## 3 Adriana_Transcript_R3.txt 836 4670 310 Joy R3 F
## 4 Alex_Transcript_R1docx.txt 719 3276 219 Briggs R1 M
## 5 Allen_Transcript_R1docx.txt 624 3581 191 Briggs R2 M
## 6 Allen_Transcript_R2.txt 1149 8452 396 Briggs R3 M
## career_money career_known career_helping career_supervising
## 1 4 4 5 3
## 2 4 4 5 3
## 3 4 4 5 3
## 4 4 3 5 3
## 5 4 3 5 3
## 6 4 3 5 3
## career_security career_people career_invent career_developing
## 1 5 3 4 6
## 2 5 3 4 6
## 3 5 3 4 6
## 4 5 4 5 5
## 5 5 4 5 5
## 6 5 4 5 5
## field_academia field_industry field_entre field_govt field_k12 field_law
## 1 3 6 1 1 2 3
## 2 3 6 1 1 2 3
## 3 3 6 1 1 2 3
## 4 4 4 2 2 0 1
## 5 4 4 2 2 0 1
## 6 4 4 2 2 0 1
## field_med field_nonprofit engpc engint engbel engemp engrec belong1
## 1 6 3 4.000000 6 6.0 5.333333 5.25 5.4
## 2 6 3 4.000000 6 6.0 5.333333 5.25 5.4
## 3 6 3 4.000000 6 6.0 5.333333 5.25 5.4
## 4 0 0 4.333333 6 4.8 4.666667 2.25 4.2
## 5 0 0 4.333333 6 4.8 4.666667 2.25 4.2
## 6 0 0 4.333333 6 4.8 4.666667 2.25 4.2
## belong2 raceeth genid Filename Segment WC
## 1 5.0 White Female Adriana_Transcript_R1.txt 1 2089
## 2 5.0 White Female Adriana_Transcript_R2_BB.txt 1 5204
## 3 5.0 White Female Adriana_Transcript_R3.txt 1 4060
## 4 3.5 White Male Alex_Transcript_R1docx.txt 1 2845
## 5 3.5 White Male Allen_Transcript_R1docx.txt 1 3009
## 6 3.5 White Male Allen_Transcript_R2.txt 1 7295
## Analytic Clout Authentic Tone WPS Sixltr Dic function. pronoun
## 1 13.22 23.49 82.13 65.67 16.71 14.17 93.78 63.28 22.02
## 2 11.40 29.05 79.58 56.24 22.05 13.91 94.93 64.16 21.25
## 3 12.84 29.64 75.93 73.59 12.93 15.34 94.01 61.40 20.12
## 4 16.62 31.77 85.36 75.36 12.76 14.48 94.17 62.11 20.18
## 5 12.84 46.41 83.26 69.61 15.51 11.37 95.21 63.94 21.60
## 6 22.59 49.67 80.10 58.18 17.33 12.63 93.79 62.52 19.96
## ppron i we you shehe they ipron article prep auxverb adverb conj
## 1 12.83 9.38 0.77 1.15 0.10 1.44 9.19 5.12 12.02 12.25 8.28 9.05
## 2 12.30 8.47 1.15 1.11 0.27 1.29 8.95 4.57 12.57 12.51 9.13 10.18
## 3 11.33 8.00 0.74 0.86 0.57 1.16 8.79 5.30 11.18 11.58 9.56 10.47
## 4 13.04 9.00 0.91 0.88 1.02 1.23 7.14 5.24 12.06 11.35 9.03 9.28
## 5 12.66 6.95 1.30 3.06 0.13 1.23 8.94 4.65 13.19 12.13 8.81 10.00
## 6 11.50 5.65 1.88 1.77 0.84 1.37 8.46 6.02 13.21 11.42 7.96 9.77
## negate verb adj compare interrog number quant affect posemo negemo
## 1 2.11 20.06 3.78 2.54 1.91 1.72 3.26 3.64 2.87 0.77
## 2 1.90 20.39 4.84 2.73 2.56 1.59 3.29 4.36 2.96 1.35
## 3 1.58 18.89 4.16 2.51 1.97 2.46 2.81 4.83 3.69 1.13
## 4 1.97 18.84 4.57 2.88 1.86 1.48 3.16 4.18 3.37 0.70
## 5 2.13 21.20 4.42 4.85 2.53 1.63 3.42 3.46 2.89 0.56
## 6 1.60 20.12 3.30 3.37 1.64 1.97 2.55 3.45 2.58 0.86
## anx anger sad social family friend female male cogproc insight cause
## 1 0.10 0.14 0.29 6.85 0.43 0.24 0.14 0.14 14.74 2.92 1.87
## 2 0.35 0.13 0.23 8.13 0.13 0.37 0.25 0.56 15.58 2.54 2.36
## 3 0.39 0.00 0.25 7.24 0.25 0.27 0.59 0.47 14.83 2.76 2.44
## 4 0.21 0.25 0.11 9.00 0.74 0.32 1.02 0.60 14.31 2.25 2.25
## 5 0.03 0.07 0.13 8.71 0.33 0.07 0.23 0.03 17.12 2.96 2.23
## 6 0.21 0.08 0.32 9.14 0.01 0.15 0.11 0.84 15.83 2.78 1.84
## discrep tentat certain differ percept see hear feel bio body health
## 1 1.82 3.26 1.72 4.45 1.82 0.67 0.38 0.57 0.53 0.10 0.05
## 2 1.56 3.27 1.40 5.42 1.25 0.23 0.33 0.58 0.40 0.08 0.21
## 3 1.45 2.61 1.92 4.61 1.21 0.32 0.20 0.49 0.32 0.07 0.12
## 4 1.41 3.23 1.97 4.53 1.30 0.53 0.46 0.25 0.74 0.04 0.56
## 5 2.03 4.85 1.63 4.85 1.53 0.53 0.33 0.53 1.06 0.33 0.47
## 6 1.91 4.30 1.78 5.58 2.26 0.59 0.52 0.84 1.64 0.95 0.41
## sexual ingest drives affiliation achieve power reward risk focuspast
## 1 0.00 0.10 7.13 1.91 1.48 2.06 2.06 0.14 7.71
## 2 0.02 0.00 7.76 2.31 1.54 1.96 2.09 0.37 4.61
## 3 0.00 0.02 6.95 2.09 1.50 1.92 1.77 0.49 4.53
## 4 0.00 0.07 8.19 2.50 2.25 2.60 1.51 0.28 6.57
## 5 0.00 0.03 7.38 2.26 1.93 2.59 0.93 0.23 4.02
## 6 0.00 0.22 7.76 2.70 1.69 1.93 1.84 0.23 3.08
## focuspresent focusfuture relativ motion space time work leisure
## 1 10.24 1.24 11.68 1.24 5.98 4.55 5.84 0.34
## 2 14.20 1.27 11.36 1.65 5.40 4.23 5.46 0.15
## 3 12.78 1.40 11.87 1.75 4.75 5.42 5.99 0.52
## 4 10.90 1.44 13.95 1.37 6.82 5.62 4.85 0.67
## 5 13.83 1.86 14.19 2.13 5.95 6.35 3.89 0.43
## 6 13.97 2.69 14.80 1.95 5.96 7.16 5.00 0.78# plot(density(na.omit(df$engpc)))
# plot(density(na.omit(df$engint)))
# plot(density(na.omit(df$engrec)))
# plot(density(na.omit(df$engbel)))
# plot(density(na.omit(df$engemp)))
# plot(density(na.omit(df$engpc)))
# plot(density(na.omit(df$belong1)))
# plot(density(na.omit(df$belong2)))
n <- 24
p <- 106
for (i in 1:7) {
x <- unlist(df[n])
x2 <- unlist(df[n])
stddev <- sd(x, na.rm = T)
mean <- mean(x, na.rm = T)
x2[!is.na(x)] <- 0
x2[x > (mean + stddev)] <- 1
x2[x < (mean - stddev)] <- -1
table(x2)
df <- cbind(df, x2)
colnames(df)[p] <- paste(colnames(df[n]),"_cat",sep="")
n <- n + 1
p <- p + 1
}
# run the MANOVA
Y <- cbind(df$WC, df$Analytic, df$Clout, df$Authentic, df$Tone, df$WPS, df$Sixltr, df$DIC)
gen <- df$genid
rnd <- df$round
mod1 <- manova(Y ~ gen + rnd + gen*rnd)
summary(mod1, test="Pillai")## Df Pillai approx F num Df den Df Pr(>F)
## gen 3 0.87841 3.1349 21 159 2.346e-05 ***
## rnd 2 0.54831 2.8058 14 104 0.001386 **
## gen:rnd 6 0.89735 1.4069 42 336 0.055004 .
## Residuals 57
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1Univariate Anovas (Old)
Notes.
# run the univariate anovas
library(afex)
names(df)## [1] "Text" "Types" "Tokens"
## [4] "Sentences" "name" "round"
## [7] "gender" "career_money" "career_known"
## [10] "career_helping" "career_supervising" "career_security"
## [13] "career_people" "career_invent" "career_developing"
## [16] "field_academia" "field_industry" "field_entre"
## [19] "field_govt" "field_k12" "field_law"
## [22] "field_med" "field_nonprofit" "engpc"
## [25] "engint" "engbel" "engemp"
## [28] "engrec" "belong1" "belong2"
## [31] "raceeth" "genid" "Filename"
## [34] "Segment" "WC" "Analytic"
## [37] "Clout" "Authentic" "Tone"
## [40] "WPS" "Sixltr" "Dic"
## [43] "function." "pronoun" "ppron"
## [46] "i" "we" "you"
## [49] "shehe" "they" "ipron"
## [52] "article" "prep" "auxverb"
## [55] "adverb" "conj" "negate"
## [58] "verb" "adj" "compare"
## [61] "interrog" "number" "quant"
## [64] "affect" "posemo" "negemo"
## [67] "anx" "anger" "sad"
## [70] "social" "family" "friend"
## [73] "female" "male" "cogproc"
## [76] "insight" "cause" "discrep"
## [79] "tentat" "certain" "differ"
## [82] "percept" "see" "hear"
## [85] "feel" "bio" "body"
## [88] "health" "sexual" "ingest"
## [91] "drives" "affiliation" "achieve"
## [94] "power" "reward" "risk"
## [97] "focuspast" "focuspresent" "focusfuture"
## [100] "relativ" "motion" "space"
## [103] "time" "work" "leisure"
## [106] "engpc_cat" "engint_cat" "engbel_cat"
## [109] "engemp_cat" "engrec_cat" "belong1_cat"
## [112] "belong2_cat"n <- 35
uni_aov_output <- data.frame(matrix(ncol = 5, nrow = 0))
for (i in 1:8) {
out <- nice(aov_ez(id = "Text", dv = colnames(df)[n], data = df, between = c("gender","round"), anova_table = list(es = "pes")))
x <- 1
for (i in 1:3) {
uni_aov_output <- rbind.data.frame(uni_aov_output, c(colnames(df)[n], out$Effect[x], gsub("[^0-9.-]", "", out$F[x]), gsub("[^0-9.-]", "", out$p.value[x]), gsub("[^0-9.-]", "", out$pes[x])), stringsAsFactors = F)
x <- x + 1
}
n <- n + 1
}
x <- c("DV", "IV", "F-test", "p-value", "Partial eta-squared")
colnames(uni_aov_output) <- x
datatable(uni_aov_output) %>%
formatStyle('p-value', backgroundColor = styleInterval(.05, c('yellow', 'white')))Pairwise Comparisons (New)
Notes.
library(emmeans)
mod <- aov_ez(id = "Text", dv = "WC", data = df, between = c("gender","round"), anova_table = list(es = "pes"))
emmeans(mod, specs = "round")## round emmean SE df lower.CL upper.CL
## R1 4713 366 67 3983 5443
## R2 3468 372 67 2726 4210
## R3 5469 372 67 4727 6212
##
## Results are averaged over the levels of: gender
## Confidence level used: 0.95pairs(emmeans(mod, specs = "round"))## contrast estimate SE df t.ratio p.value
## R1 - R2 1245 522 67 2.387 0.0511
## R1 - R3 -756 522 67 -1.450 0.3217
## R2 - R3 -2001 526 67 -3.805 0.0009
##
## Results are averaged over the levels of: gender
## P value adjustment: tukey method for comparing a family of 3 estimatesmod <- aov_ez(id = "Text", dv = "Dic", data = df, between = c("gender","round"), anova_table = list(es = "pes"))
emmeans(mod, specs = "round")## round emmean SE df lower.CL upper.CL
## R1 93.3 0.287 67 92.7 93.9
## R2 92.0 0.292 67 91.4 92.6
## R3 93.5 0.292 67 92.9 94.1
##
## Results are averaged over the levels of: gender
## Confidence level used: 0.95pairs(emmeans(mod, specs = "round"))## contrast estimate SE df t.ratio p.value
## R1 - R2 1.267 0.410 67 3.094 0.0080
## R1 - R3 -0.176 0.410 67 -0.431 0.9030
## R2 - R3 -1.444 0.413 67 -3.496 0.0024
##
## Results are averaged over the levels of: gender
## P value adjustment: tukey method for comparing a family of 3 estimatesmod <- aov_ez(id = "Text", dv = "Authentic", data = df, between = c("gender","round"), anova_table = list(es = "pes"))
emmeans(mod, specs = "gender")## gender emmean SE df lower.CL upper.CL
## F 68.2 1.65 67 64.9 71.4
## M 74.6 1.81 67 71.0 78.2
##
## Results are averaged over the levels of: round
## Confidence level used: 0.95pairs(emmeans(mod, specs = "gender"))## contrast estimate SE df t.ratio p.value
## F - M -6.42 2.45 67 -2.622 0.0108
##
## Results are averaged over the levels of: roundemmeans(mod, specs = "round")## round emmean SE df lower.CL upper.CL
## R1 67.5 2.10 67 63.3 71.6
## R2 76.0 2.13 67 71.8 80.3
## R3 70.6 2.13 67 66.4 74.9
##
## Results are averaged over the levels of: gender
## Confidence level used: 0.95pairs(emmeans(mod, specs = "round"))## contrast estimate SE df t.ratio p.value
## R1 - R2 -8.55 2.99 67 -2.861 0.0154
## R1 - R3 -3.15 2.99 67 -1.053 0.5466
## R2 - R3 5.40 3.01 67 1.793 0.1797
##
## Results are averaged over the levels of: gender
## P value adjustment: tukey method for comparing a family of 3 estimatesRegressions
Notes.
Stepwise Regression
Notes.
names(df)## [1] "Text" "Types" "Tokens"
## [4] "Sentences" "name" "round"
## [7] "gender" "career_money" "career_known"
## [10] "career_helping" "career_supervising" "career_security"
## [13] "career_people" "career_invent" "career_developing"
## [16] "field_academia" "field_industry" "field_entre"
## [19] "field_govt" "field_k12" "field_law"
## [22] "field_med" "field_nonprofit" "engpc"
## [25] "engint" "engbel" "engemp"
## [28] "engrec" "belong1" "belong2"
## [31] "raceeth" "genid" "Filename"
## [34] "Segment" "WC" "Analytic"
## [37] "Clout" "Authentic" "Tone"
## [40] "WPS" "Sixltr" "Dic"
## [43] "function." "pronoun" "ppron"
## [46] "i" "we" "you"
## [49] "shehe" "they" "ipron"
## [52] "article" "prep" "auxverb"
## [55] "adverb" "conj" "negate"
## [58] "verb" "adj" "compare"
## [61] "interrog" "number" "quant"
## [64] "affect" "posemo" "negemo"
## [67] "anx" "anger" "sad"
## [70] "social" "family" "friend"
## [73] "female" "male" "cogproc"
## [76] "insight" "cause" "discrep"
## [79] "tentat" "certain" "differ"
## [82] "percept" "see" "hear"
## [85] "feel" "bio" "body"
## [88] "health" "sexual" "ingest"
## [91] "drives" "affiliation" "achieve"
## [94] "power" "reward" "risk"
## [97] "focuspast" "focuspresent" "focusfuture"
## [100] "relativ" "motion" "space"
## [103] "time" "work" "leisure"
## [106] "engpc_cat" "engint_cat" "engbel_cat"
## [109] "engemp_cat" "engrec_cat" "belong1_cat"
## [112] "belong2_cat"df2 <- subset(df, select=c(24, 44:105))
summary(fitnull <- lm(engpc ~ 1, data=df2))##
## Call:
## lm(formula = engpc ~ 1, data = df2)
##
## Residuals:
## Min 1Q Median 3Q Max
## -1.24638 -0.57971 0.08696 0.42029 1.08696
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 4.91304 0.07926 61.98 <2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.6584 on 68 degrees of freedom
## (4 observations deleted due to missingness)summary(fitall <- lm(engpc ~ ., data=df2))##
## Call:
## lm(formula = engpc ~ ., data = df2)
##
## Residuals:
## Min 1Q Median 3Q Max
## -0.35032 -0.13961 0.02509 0.15701 0.39287
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) -25.558317 20.096891 -1.272 0.2505
## pronoun 16.579301 22.162610 0.748 0.4827
## ppron -37.612124 45.214156 -0.832 0.4373
## i 21.768653 33.177862 0.656 0.5361
## we 21.604578 32.542802 0.664 0.5314
## you 20.267094 32.894907 0.616 0.5604
## shehe 25.456624 32.950735 0.773 0.4691
## they 20.167289 33.053964 0.610 0.5642
## ipron -15.657022 22.043422 -0.710 0.5042
## article 0.542222 0.504989 1.074 0.3242
## prep 0.819531 0.613591 1.336 0.2301
## auxverb 0.245260 0.721113 0.340 0.7454
## adverb 0.138943 0.480552 0.289 0.7822
## conj 0.278532 0.234493 1.188 0.2798
## negate 0.014853 1.275391 0.012 0.9911
## verb -0.234703 0.699328 -0.336 0.7486
## adj 0.537882 0.659395 0.816 0.4458
## compare -0.627265 1.029750 -0.609 0.5648
## interrog -0.166899 1.007335 -0.166 0.8738
## number -0.229508 0.498331 -0.461 0.6613
## quant 0.685314 0.774296 0.885 0.4102
## affect -0.063536 6.684329 -0.010 0.9927
## posemo 0.056561 6.068546 0.009 0.9929
## negemo 1.276230 5.515939 0.231 0.8247
## anx 0.166209 3.938678 0.042 0.9677
## anger 1.135852 3.688012 0.308 0.7685
## sad -6.351640 3.695298 -1.719 0.1364
## social 0.906859 0.764764 1.186 0.2805
## family 3.206378 3.677601 0.872 0.4168
## friend 2.809273 5.774071 0.487 0.6438
## female -4.318140 2.463775 -1.753 0.1302
## male -4.525598 2.275881 -1.989 0.0939 .
## cogproc -0.047381 0.929879 -0.051 0.9610
## insight 0.513416 1.039786 0.494 0.6390
## cause 0.576843 1.248351 0.462 0.6603
## discrep 0.137882 0.814496 0.169 0.8711
## tentat -0.005096 0.894934 -0.006 0.9956
## certain -0.659760 1.390476 -0.474 0.6519
## differ 0.200055 0.828770 0.241 0.8173
## percept 3.643783 5.615824 0.649 0.5405
## see -2.724912 6.347589 -0.429 0.6827
## hear -5.478605 4.904086 -1.117 0.3067
## feel -2.295748 6.805010 -0.337 0.7473
## bio -4.118575 2.178894 -1.890 0.1076
## body 3.739894 2.637919 1.418 0.2060
## health 3.655898 2.564809 1.425 0.2039
## sexual 2.489246 9.556400 0.260 0.8032
## ingest 5.597925 4.710127 1.188 0.2795
## drives 0.458307 1.732582 0.265 0.8002
## affiliation -0.981815 1.988274 -0.494 0.6390
## achieve 1.140262 1.341463 0.850 0.4279
## power -0.756995 1.551039 -0.488 0.6428
## reward -1.384368 1.170691 -1.183 0.2817
## risk -1.259092 2.790597 -0.451 0.6677
## focuspast -0.251782 0.589979 -0.427 0.6844
## focuspresent -0.458104 0.445458 -1.028 0.3434
## focusfuture 0.593720 1.472482 0.403 0.7008
## relativ 0.019569 3.136762 0.006 0.9952
## motion 1.287114 4.032808 0.319 0.7604
## space -1.142047 3.487881 -0.327 0.7545
## time 0.191953 2.947427 0.065 0.9502
## work 0.267675 0.400964 0.668 0.5292
## leisure 0.172753 1.157254 0.149 0.8862
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.6355 on 6 degrees of freedom
## (4 observations deleted due to missingness)
## Multiple R-squared: 0.9178, Adjusted R-squared: 0.06836
## F-statistic: 1.08 on 62 and 6 DF, p-value: 0.517fitstep <- step(fitall, scope = list(lower = fitnull, upper = fitall), direction = "both")## Start: AIC=-105.08
## engpc ~ pronoun + ppron + i + we + you + shehe + they + ipron +
## article + prep + auxverb + adverb + conj + negate + verb +
## adj + compare + interrog + number + quant + affect + posemo +
## negemo + anx + anger + sad + social + family + friend + female +
## male + cogproc + insight + cause + discrep + tentat + certain +
## differ + percept + see + hear + feel + bio + body + health +
## sexual + ingest + drives + affiliation + achieve + power +
## reward + risk + focuspast + focuspresent + focusfuture +
## relativ + motion + space + time + work + leisure
##
## Df Sum of Sq RSS AIC
## - tentat 1 0.00001 2.4232 -107.082
## - relativ 1 0.00002 2.4232 -107.081
## - posemo 1 0.00004 2.4232 -107.081
## - affect 1 0.00004 2.4232 -107.081
## - negate 1 0.00005 2.4233 -107.080
## - anx 1 0.00072 2.4239 -107.061
## - cogproc 1 0.00105 2.4243 -107.052
## - time 1 0.00171 2.4249 -107.033
## - leisure 1 0.00900 2.4322 -106.826
## - interrog 1 0.01109 2.4343 -106.767
## - discrep 1 0.01157 2.4348 -106.753
## - negemo 1 0.02162 2.4448 -106.469
## - differ 1 0.02353 2.4467 -106.415
## - sexual 1 0.02740 2.4506 -106.306
## - drives 1 0.02826 2.4515 -106.282
## - adverb 1 0.03376 2.4570 -106.127
## - anger 1 0.03831 2.4615 -106.000
## - motion 1 0.04114 2.4643 -105.920
## - space 1 0.04330 2.4665 -105.860
## - verb 1 0.04549 2.4687 -105.799
## - feel 1 0.04597 2.4692 -105.785
## - auxverb 1 0.04672 2.4699 -105.764
## - focusfuture 1 0.06566 2.4889 -105.237
## <none> 2.4232 -105.082
## - focuspast 1 0.07356 2.4968 -105.019
## - see 1 0.07443 2.4976 -104.995
## - risk 1 0.08222 2.5054 -104.780
## - number 1 0.08566 2.5089 -104.685
## - cause 1 0.08623 2.5094 -104.669
## - certain 1 0.09093 2.5141 -104.540
## - friend 1 0.09560 2.5188 -104.412
## - power 1 0.09620 2.5194 -104.396
## - insight 1 0.09847 2.5217 -104.334
## - affiliation 1 0.09848 2.5217 -104.333
## - compare 1 0.14986 2.5731 -102.942
## - they 1 0.15034 2.5736 -102.928
## - you 1 0.15331 2.5765 -102.849
## - percept 1 0.17003 2.5932 -102.403
## - i 1 0.17386 2.5971 -102.301
## - we 1 0.17800 2.6012 -102.191
## - work 1 0.17999 2.6032 -102.138
## - ipron 1 0.20375 2.6270 -101.511
## - pronoun 1 0.22601 2.6492 -100.929
## - shehe 1 0.24105 2.6643 -100.538
## - adj 1 0.26873 2.6919 -99.825
## - ppron 1 0.27948 2.7027 -99.550
## - achieve 1 0.29180 2.7150 -99.236
## - family 1 0.30700 2.7302 -98.851
## - quant 1 0.31638 2.7396 -98.615
## - focuspresent 1 0.42712 2.8503 -95.880
## - article 1 0.46562 2.8888 -94.955
## - hear 1 0.50404 2.9272 -94.043
## - reward 1 0.56475 2.9880 -92.626
## - social 1 0.56789 2.9911 -92.554
## - conj 1 0.56981 2.9930 -92.510
## - ingest 1 0.57046 2.9937 -92.495
## - prep 1 0.72046 3.1437 -89.121
## - body 1 0.81177 3.2350 -87.146
## - health 1 0.82057 3.2438 -86.958
## - sad 1 1.19320 3.6164 -79.455
## - female 1 1.24060 3.6638 -78.557
## - bio 1 1.44298 3.8662 -74.847
## - male 1 1.59695 4.0202 -72.152
##
## Step: AIC=-107.08
## engpc ~ pronoun + ppron + i + we + you + shehe + they + ipron +
## article + prep + auxverb + adverb + conj + negate + verb +
## adj + compare + interrog + number + quant + affect + posemo +
## negemo + anx + anger + sad + social + family + friend + female +
## male + cogproc + insight + cause + discrep + certain + differ +
## percept + see + hear + feel + bio + body + health + sexual +
## ingest + drives + affiliation + achieve + power + reward +
## risk + focuspast + focuspresent + focusfuture + relativ +
## motion + space + time + work + leisure
##
## Df Sum of Sq RSS AIC
## - relativ 1 0.00001 2.4232 -109.081
## - negate 1 0.00006 2.4233 -109.080
## - posemo 1 0.00007 2.4233 -109.080
## - affect 1 0.00007 2.4233 -109.079
## - anx 1 0.00098 2.4242 -109.054
## - time 1 0.00224 2.4255 -109.018
## - cogproc 1 0.00482 2.4280 -108.945
## - interrog 1 0.01208 2.4353 -108.738
## - leisure 1 0.01245 2.4357 -108.728
## - discrep 1 0.01913 2.4424 -108.539
## - negemo 1 0.02472 2.4479 -108.381
## - sexual 1 0.02739 2.4506 -108.306
## - drives 1 0.03091 2.4541 -108.207
## - anger 1 0.03941 2.4626 -107.968
## - adverb 1 0.04350 2.4667 -107.854
## - verb 1 0.04548 2.4687 -107.799
## - auxverb 1 0.04671 2.4699 -107.764
## - motion 1 0.05713 2.4804 -107.474
## - space 1 0.05995 2.4832 -107.395
## - feel 1 0.06902 2.4922 -107.144
## <none> 2.4232 -107.082
## - focuspast 1 0.07359 2.4968 -107.017
## - differ 1 0.07647 2.4997 -106.938
## - risk 1 0.08257 2.5058 -106.770
## - power 1 0.09872 2.5219 -106.326
## - see 1 0.10978 2.5330 -106.024
## - number 1 0.11216 2.5354 -105.960
## - focusfuture 1 0.12775 2.5510 -105.537
## + tentat 1 0.00001 2.4232 -105.082
## - friend 1 0.14734 2.5706 -105.009
## - they 1 0.16533 2.5886 -104.528
## - cause 1 0.16674 2.5900 -104.490
## - you 1 0.16863 2.5918 -104.440
## - compare 1 0.17496 2.5982 -104.271
## - we 1 0.18915 2.6124 -103.895
## - i 1 0.19050 2.6137 -103.860
## - ipron 1 0.21865 2.6419 -103.121
## - percept 1 0.23471 2.6579 -102.703
## - affiliation 1 0.23707 2.6603 -102.641
## - pronoun 1 0.24324 2.6665 -102.482
## - certain 1 0.24651 2.6697 -102.397
## - shehe 1 0.26389 2.6871 -101.949
## - adj 1 0.28573 2.7090 -101.391
## - work 1 0.28579 2.7090 -101.389
## - ppron 1 0.31709 2.7403 -100.596
## - family 1 0.32025 2.7435 -100.517
## - achieve 1 0.32839 2.7516 -100.312
## - quant 1 0.36290 2.7861 -99.452
## - focuspresent 1 0.44371 2.8669 -97.480
## - reward 1 0.56474 2.9880 -94.626
## - insight 1 0.56888 2.9921 -94.531
## - ingest 1 0.58483 3.0081 -94.164
## - hear 1 0.62497 3.0482 -93.249
## - conj 1 0.68571 3.1089 -91.888
## - social 1 0.69655 3.1198 -91.648
## - body 1 0.81178 3.2350 -89.145
## - article 1 0.82282 3.2460 -88.910
## - health 1 0.82557 3.2488 -88.852
## - prep 1 0.87451 3.2977 -87.820
## - sad 1 1.21028 3.6335 -81.130
## - female 1 1.25577 3.6790 -80.271
## - bio 1 1.55247 3.9757 -74.920
## - male 1 1.74860 4.1718 -71.597
##
## Step: AIC=-109.08
## engpc ~ pronoun + ppron + i + we + you + shehe + they + ipron +
## article + prep + auxverb + adverb + conj + negate + verb +
## adj + compare + interrog + number + quant + affect + posemo +
## negemo + anx + anger + sad + social + family + friend + female +
## male + cogproc + insight + cause + discrep + certain + differ +
## percept + see + hear + feel + bio + body + health + sexual +
## ingest + drives + affiliation + achieve + power + reward +
## risk + focuspast + focuspresent + focusfuture + motion +
## space + time + work + leisure
##
## Df Sum of Sq RSS AIC
## - negate 1 0.00007 2.4233 -111.079
## - posemo 1 0.00013 2.4234 -111.078
## - affect 1 0.00015 2.4234 -111.077
## - anx 1 0.00154 2.4248 -111.037
## - cogproc 1 0.00507 2.4283 -110.937
## - interrog 1 0.01609 2.4393 -110.625
## - leisure 1 0.01895 2.4422 -110.544
## - discrep 1 0.02088 2.4441 -110.489
## - sexual 1 0.02994 2.4532 -110.234
## - negemo 1 0.03504 2.4583 -110.091
## - drives 1 0.03506 2.4583 -110.090
## - auxverb 1 0.05139 2.4746 -109.633
## - anger 1 0.05177 2.4750 -109.623
## - verb 1 0.05203 2.4753 -109.616
## - adverb 1 0.06693 2.4902 -109.201
## <none> 2.4232 -109.081
## - focuspast 1 0.07467 2.4979 -108.987
## - differ 1 0.07659 2.4998 -108.934
## - risk 1 0.08340 2.5066 -108.746
## - power 1 0.10200 2.5252 -108.236
## - number 1 0.11736 2.5406 -107.818
## - time 1 0.14190 2.5651 -107.155
## + relativ 1 0.00001 2.4232 -107.082
## + tentat 1 0.00000 2.4232 -107.081
## - feel 1 0.14722 2.5705 -107.012
## - they 1 0.17468 2.5979 -106.279
## - you 1 0.17749 2.6007 -106.204
## - cause 1 0.17752 2.6007 -106.203
## - we 1 0.19580 2.6190 -105.720
## - i 1 0.19977 2.6230 -105.615
## - see 1 0.24573 2.6690 -104.417
## - certain 1 0.24650 2.6697 -104.397
## - focusfuture 1 0.24750 2.6707 -104.371
## - friend 1 0.25277 2.6760 -104.235
## - shehe 1 0.27440 2.6976 -103.680
## - ipron 1 0.27536 2.6986 -103.655
## - pronoun 1 0.30628 2.7295 -102.869
## - adj 1 0.32396 2.7472 -102.423
## - achieve 1 0.36762 2.7908 -101.336
## - work 1 0.36887 2.7921 -101.305
## - ppron 1 0.37270 2.7959 -101.210
## - affiliation 1 0.37286 2.7961 -101.206
## - compare 1 0.39487 2.8181 -100.665
## - family 1 0.45389 2.8771 -99.235
## - percept 1 0.46265 2.8859 -99.025
## - quant 1 0.49526 2.9185 -98.250
## - focuspresent 1 0.51419 2.9374 -97.804
## - reward 1 0.56788 2.9911 -96.554
## - insight 1 0.64623 3.0695 -94.770
## - ingest 1 0.69824 3.1215 -93.610
## - conj 1 0.78136 3.2046 -91.797
## - article 1 0.82319 3.2464 -90.902
## - motion 1 0.82714 3.2504 -90.818
## - body 1 0.86389 3.2871 -90.042
## - health 1 0.96531 3.3885 -87.946
## - prep 1 0.97415 3.3974 -87.766
## - hear 1 0.97761 3.4008 -87.696
## - sad 1 1.21058 3.6338 -83.124
## - social 1 1.21097 3.6342 -83.117
## - bio 1 1.57033 3.9936 -76.610
## - female 1 1.70259 4.1258 -74.362
## - space 1 1.76293 4.1862 -73.360
## - male 1 2.38967 4.8129 -63.734
##
## Step: AIC=-111.08
## engpc ~ pronoun + ppron + i + we + you + shehe + they + ipron +
## article + prep + auxverb + adverb + conj + verb + adj + compare +
## interrog + number + quant + affect + posemo + negemo + anx +
## anger + sad + social + family + friend + female + male +
## cogproc + insight + cause + discrep + certain + differ +
## percept + see + hear + feel + bio + body + health + sexual +
## ingest + drives + affiliation + achieve + power + reward +
## risk + focuspast + focuspresent + focusfuture + motion +
## space + time + work + leisure
##
## Df Sum of Sq RSS AIC
## - posemo 1 0.00014 2.4234 -113.075
## - affect 1 0.00016 2.4235 -113.075
## - anx 1 0.00158 2.4249 -113.034
## - cogproc 1 0.00526 2.4286 -112.930
## - discrep 1 0.02081 2.4441 -112.489
## - leisure 1 0.02137 2.4447 -112.474
## - interrog 1 0.02996 2.4533 -112.231
## - negemo 1 0.03620 2.4595 -112.056
## - sexual 1 0.05414 2.4774 -111.555
## - drives 1 0.05556 2.4789 -111.515
## - anger 1 0.05973 2.4830 -111.399
## <none> 2.4233 -111.079
## - verb 1 0.07963 2.5029 -110.848
## - risk 1 0.08392 2.5072 -110.730
## - differ 1 0.08472 2.5080 -110.708
## - auxverb 1 0.08740 2.5107 -110.635
## - adverb 1 0.09797 2.5213 -110.345
## - focuspast 1 0.12680 2.5501 -109.560
## + negate 1 0.00007 2.4232 -109.081
## + relativ 1 0.00002 2.4233 -109.080
## + tentat 1 0.00000 2.4233 -109.079
## - number 1 0.16466 2.5880 -108.543
## - they 1 0.17508 2.5984 -108.266
## - you 1 0.17775 2.6011 -108.195
## - cause 1 0.18104 2.6043 -108.108
## - we 1 0.19580 2.6191 -107.718
## - time 1 0.19589 2.6192 -107.716
## - i 1 0.20037 2.6237 -107.598
## - power 1 0.21848 2.6418 -107.123
## - shehe 1 0.27588 2.6992 -105.640
## - feel 1 0.27638 2.6997 -105.627
## - focusfuture 1 0.28159 2.7049 -105.494
## - friend 1 0.30217 2.7255 -104.971
## - adj 1 0.34556 2.7689 -103.881
## - affiliation 1 0.37378 2.7971 -103.182
## - certain 1 0.40600 2.8293 -102.391
## - ipron 1 0.40971 2.8330 -102.301
## - achieve 1 0.41155 2.8348 -102.256
## - ppron 1 0.41554 2.8388 -102.159
## - see 1 0.42761 2.8509 -101.866
## - work 1 0.43345 2.8568 -101.725
## - pronoun 1 0.45835 2.8816 -101.126
## - compare 1 0.49339 2.9167 -100.292
## - quant 1 0.51939 2.9427 -99.680
## - family 1 0.52972 2.9530 -99.438
## - reward 1 0.56781 2.9911 -98.554
## - insight 1 0.68692 3.1102 -95.859
## - ingest 1 0.73377 3.1571 -94.828
## - focuspresent 1 0.78175 3.2051 -93.787
## - conj 1 0.78975 3.2130 -93.615
## - article 1 0.84654 3.2698 -92.406
## - percept 1 0.86255 3.2858 -92.069
## - body 1 0.88523 3.3085 -91.595
## - health 1 0.96825 3.3915 -89.885
## - prep 1 0.97430 3.3976 -89.762
## - motion 1 0.97559 3.3989 -89.735
## - social 1 1.28186 3.7052 -83.782
## - hear 1 1.61217 4.0355 -77.890
## - bio 1 1.68304 4.1063 -76.689
## - sad 1 1.86855 4.2918 -73.640
## - female 1 1.89868 4.3220 -73.157
## - space 1 2.01540 4.4387 -71.318
## - male 1 2.60333 5.0266 -62.736
##
## Step: AIC=-113.08
## engpc ~ pronoun + ppron + i + we + you + shehe + they + ipron +
## article + prep + auxverb + adverb + conj + verb + adj + compare +
## interrog + number + quant + affect + negemo + anx + anger +
## sad + social + family + friend + female + male + cogproc +
## insight + cause + discrep + certain + differ + percept +
## see + hear + feel + bio + body + health + sexual + ingest +
## drives + affiliation + achieve + power + reward + risk +
## focuspast + focuspresent + focusfuture + motion + space +
## time + work + leisure
##
## Df Sum of Sq RSS AIC
## - affect 1 0.0001 2.4235 -115.073
## - anx 1 0.0015 2.4250 -115.032
## - cogproc 1 0.0055 2.4290 -114.919
## - discrep 1 0.0228 2.4463 -114.428
## - leisure 1 0.0247 2.4481 -114.377
## - interrog 1 0.0358 2.4592 -114.065
## - anger 1 0.0601 2.4836 -113.385
## - sexual 1 0.0630 2.4864 -113.305
## <none> 2.4234 -113.075
## - verb 1 0.0891 2.5125 -112.584
## - drives 1 0.0930 2.5164 -112.478
## - auxverb 1 0.0942 2.5177 -112.443
## - differ 1 0.0949 2.5183 -112.426
## - adverb 1 0.1076 2.5310 -112.079
## - risk 1 0.1191 2.5425 -111.765
## + posemo 1 0.0001 2.4233 -111.079
## + relativ 1 0.0001 2.4233 -111.078
## + negate 1 0.0001 2.4234 -111.078
## + tentat 1 0.0000 2.4234 -111.076
## - negemo 1 0.1607 2.5842 -110.644
## - focuspast 1 0.1687 2.5922 -110.432
## - they 1 0.1763 2.5998 -110.229
## - you 1 0.1789 2.6024 -110.160
## - we 1 0.1964 2.6198 -109.699
## - i 1 0.2014 2.6248 -109.568
## - time 1 0.2099 2.6334 -109.343
## - number 1 0.2212 2.6447 -109.048
## - shehe 1 0.2765 2.7000 -107.620
## - feel 1 0.2831 2.7066 -107.451
## - focusfuture 1 0.2886 2.7120 -107.312
## - cause 1 0.3174 2.7408 -106.584
## - power 1 0.3643 2.7878 -105.411
## - friend 1 0.3743 2.7978 -105.165
## - affiliation 1 0.3759 2.7993 -105.127
## - certain 1 0.4059 2.8293 -104.391
## - ppron 1 0.4256 2.8491 -103.911
## - ipron 1 0.4353 2.8587 -103.678
## - see 1 0.4453 2.8687 -103.436
## - work 1 0.4514 2.8748 -103.289
## - pronoun 1 0.4870 2.9104 -102.441
## - achieve 1 0.5382 2.9616 -101.237
## - adj 1 0.6897 3.1131 -97.795
## - insight 1 0.7134 3.1368 -97.271
## - compare 1 0.7520 3.1755 -96.426
## - article 1 0.8478 3.2712 -94.377
## - percept 1 0.8645 3.2880 -94.025
## - family 1 0.8777 3.3011 -93.749
## - focuspresent 1 0.8800 3.3034 -93.702
## - reward 1 0.8841 3.3076 -93.614
## - conj 1 0.9304 3.3538 -92.656
## - body 1 0.9428 3.3663 -92.401
## - motion 1 0.9755 3.3989 -91.734
## - quant 1 0.9851 3.4086 -91.539
## - health 1 1.0635 3.4870 -89.970
## - ingest 1 1.3380 3.7614 -84.742
## - prep 1 1.5663 3.9897 -80.676
## - hear 1 1.6323 4.0557 -79.545
## - bio 1 1.6899 4.1133 -78.571
## - social 1 1.7566 4.1800 -77.461
## - sad 1 2.2928 4.7162 -69.133
## - space 1 2.6273 5.0508 -64.405
## - female 1 2.6545 5.0780 -64.034
## - male 1 3.1907 5.6142 -57.108
##
## Step: AIC=-115.07
## engpc ~ pronoun + ppron + i + we + you + shehe + they + ipron +
## article + prep + auxverb + adverb + conj + verb + adj + compare +
## interrog + number + quant + negemo + anx + anger + sad +
## social + family + friend + female + male + cogproc + insight +
## cause + discrep + certain + differ + percept + see + hear +
## feel + bio + body + health + sexual + ingest + drives + affiliation +
## achieve + power + reward + risk + focuspast + focuspresent +
## focusfuture + motion + space + time + work + leisure
##
## Df Sum of Sq RSS AIC
## - anx 1 0.0015 2.4250 -117.032
## - cogproc 1 0.0055 2.4290 -116.918
## - discrep 1 0.0230 2.4465 -116.422
## - leisure 1 0.0250 2.4485 -116.366
## - interrog 1 0.0358 2.4593 -116.061
## - sexual 1 0.0644 2.4879 -115.263
## - anger 1 0.0705 2.4940 -115.094
## <none> 2.4235 -115.073
## - verb 1 0.0906 2.5141 -114.541
## - drives 1 0.0934 2.5169 -114.465
## - auxverb 1 0.0981 2.5216 -114.335
## - differ 1 0.0985 2.5220 -114.325
## - adverb 1 0.1075 2.5311 -114.077
## - risk 1 0.1276 2.5511 -113.532
## + relativ 1 0.0002 2.4234 -113.078
## + affect 1 0.0001 2.4234 -113.075
## + posemo 1 0.0001 2.4235 -113.075
## + negate 1 0.0001 2.4235 -113.075
## + tentat 1 0.0000 2.4235 -113.074
## - negemo 1 0.1674 2.5909 -112.465
## - they 1 0.1765 2.6000 -112.224
## - you 1 0.1790 2.6025 -112.156
## - we 1 0.1965 2.6200 -111.694
## - focuspast 1 0.1991 2.6226 -111.626
## - i 1 0.2015 2.6250 -111.563
## - time 1 0.2111 2.6346 -111.311
## - number 1 0.2245 2.6480 -110.961
## - shehe 1 0.2768 2.7003 -109.611
## - feel 1 0.2943 2.7178 -109.165
## - focusfuture 1 0.3132 2.7367 -108.687
## - cause 1 0.3280 2.7515 -108.315
## - power 1 0.3661 2.7896 -107.366
## - affiliation 1 0.3760 2.7995 -107.121
## - friend 1 0.3819 2.8054 -106.976
## - ppron 1 0.4369 2.8604 -105.636
## - work 1 0.4691 2.8926 -104.865
## - see 1 0.4723 2.8958 -104.788
## - certain 1 0.4810 2.9045 -104.581
## - ipron 1 0.4849 2.9084 -104.489
## - pronoun 1 0.5425 2.9661 -103.134
## - achieve 1 0.5677 2.9912 -102.552
## - adj 1 0.7003 3.1238 -99.559
## - insight 1 0.7393 3.1628 -98.703
## - compare 1 0.7557 3.1793 -98.345
## - family 1 0.8777 3.3012 -95.747
## - article 1 0.8803 3.3038 -95.694
## - focuspresent 1 0.9226 3.3461 -94.815
## - conj 1 0.9319 3.3554 -94.623
## - body 1 0.9466 3.3701 -94.323
## - reward 1 0.9629 3.3865 -93.988
## - percept 1 0.9692 3.3928 -93.860
## - motion 1 1.0259 3.4494 -92.718
## - health 1 1.0661 3.4896 -91.919
## - quant 1 1.2687 3.6922 -88.023
## - ingest 1 1.3965 3.8201 -85.675
## - prep 1 1.5663 3.9898 -82.676
## - bio 1 1.6934 4.1170 -80.510
## - social 1 1.7565 4.1800 -79.461
## - hear 1 1.9067 4.3302 -77.026
## - sad 1 2.3385 4.7620 -70.467
## - female 1 2.6814 5.1049 -65.669
## - space 1 2.8471 5.2706 -63.465
## - male 1 3.2062 5.6297 -58.918
##
## Step: AIC=-117.03
## engpc ~ pronoun + ppron + i + we + you + shehe + they + ipron +
## article + prep + auxverb + adverb + conj + verb + adj + compare +
## interrog + number + quant + negemo + anger + sad + social +
## family + friend + female + male + cogproc + insight + cause +
## discrep + certain + differ + percept + see + hear + feel +
## bio + body + health + sexual + ingest + drives + affiliation +
## achieve + power + reward + risk + focuspast + focuspresent +
## focusfuture + motion + space + time + work + leisure
##
## Df Sum of Sq RSS AIC
## - cogproc 1 0.0116 2.4365 -118.703
## - leisure 1 0.0236 2.4486 -118.363
## - discrep 1 0.0251 2.4501 -118.320
## - interrog 1 0.0398 2.4648 -117.908
## - sexual 1 0.0632 2.4882 -117.256
## - anger 1 0.0699 2.4948 -117.072
## <none> 2.4250 -117.032
## - verb 1 0.0895 2.5144 -116.532
## - auxverb 1 0.0967 2.5216 -116.335
## - drives 1 0.1054 2.5303 -116.097
## - adverb 1 0.1095 2.5345 -115.984
## - differ 1 0.1194 2.5444 -115.715
## + anx 1 0.0015 2.4235 -115.073
## + relativ 1 0.0004 2.4246 -115.042
## + negate 1 0.0001 2.4249 -115.035
## + tentat 1 0.0000 2.4249 -115.033
## + affect 1 0.0000 2.4250 -115.032
## + posemo 1 0.0000 2.4250 -115.032
## - they 1 0.1757 2.6007 -114.206
## - you 1 0.1781 2.6031 -114.141
## - we 1 0.1961 2.6210 -113.667
## - focuspast 1 0.1992 2.6242 -113.585
## - i 1 0.2007 2.6257 -113.544
## - time 1 0.2097 2.6347 -113.309
## - risk 1 0.2139 2.6389 -113.198
## - number 1 0.2453 2.6703 -112.383
## - shehe 1 0.2766 2.7016 -111.578
## - feel 1 0.2960 2.7209 -111.086
## - cause 1 0.3342 2.7592 -110.123
## - affiliation 1 0.3748 2.7997 -109.116
## - focusfuture 1 0.3904 2.8154 -108.732
## - power 1 0.3969 2.8219 -108.573
## - ppron 1 0.4368 2.8618 -107.604
## - friend 1 0.4657 2.8906 -106.911
## - negemo 1 0.4757 2.9006 -106.673
## - ipron 1 0.4867 2.9116 -106.412
## - work 1 0.4924 2.9173 -106.277
## - certain 1 0.5020 2.9270 -106.049
## - see 1 0.5195 2.9445 -105.639
## - pronoun 1 0.5443 2.9693 -105.060
## - achieve 1 0.5846 3.0095 -104.130
## - adj 1 0.6999 3.1249 -101.536
## - compare 1 0.7654 3.1904 -100.104
## - insight 1 0.7675 3.1925 -100.059
## - family 1 0.8789 3.3039 -97.692
## - article 1 0.8804 3.3053 -97.661
## - focuspresent 1 0.9242 3.3491 -96.753
## - conj 1 0.9361 3.3611 -96.508
## - body 1 0.9591 3.3841 -96.037
## - percept 1 0.9943 3.4192 -95.323
## - reward 1 1.0902 3.5151 -93.415
## - motion 1 1.1369 3.5619 -92.504
## - health 1 1.1913 3.6163 -91.458
## - quant 1 1.2704 3.6954 -89.964
## - ingest 1 1.3955 3.8205 -87.668
## - prep 1 1.5673 3.9923 -84.633
## - social 1 1.7796 4.2046 -81.057
## - bio 1 1.8010 4.2259 -80.708
## - hear 1 1.9665 4.3914 -78.057
## - sad 1 2.6837 5.1087 -67.619
## - female 1 2.7609 5.1859 -66.583
## - space 1 3.0069 5.4319 -63.386
## - male 1 3.2247 5.6497 -60.673
##
## Step: AIC=-118.7
## engpc ~ pronoun + ppron + i + we + you + shehe + they + ipron +
## article + prep + auxverb + adverb + conj + verb + adj + compare +
## interrog + number + quant + negemo + anger + sad + social +
## family + friend + female + male + insight + cause + discrep +
## certain + differ + percept + see + hear + feel + bio + body +
## health + sexual + ingest + drives + affiliation + achieve +
## power + reward + risk + focuspast + focuspresent + focusfuture +
## motion + space + time + work + leisure
##
## Df Sum of Sq RSS AIC
## - discrep 1 0.0166 2.4531 -120.236
## - interrog 1 0.0339 2.4705 -119.749
## - leisure 1 0.0341 2.4707 -119.744
## - sexual 1 0.0587 2.4952 -119.061
## - anger 1 0.0705 2.5071 -118.734
## <none> 2.4365 -118.703
## - drives 1 0.1096 2.5462 -117.667
## - adverb 1 0.1108 2.5473 -117.635
## + cogproc 1 0.0116 2.4250 -117.032
## + tentat 1 0.0094 2.4272 -116.970
## + anx 1 0.0076 2.4290 -116.918
## + affect 1 0.0009 2.4357 -116.728
## + posemo 1 0.0007 2.4358 -116.724
## + negate 1 0.0006 2.4359 -116.720
## + relativ 1 0.0000 2.4365 -116.703
## - differ 1 0.1901 2.6266 -115.520
## - focuspast 1 0.1952 2.6318 -115.385
## - auxverb 1 0.2094 2.6460 -115.013
## - verb 1 0.2159 2.6525 -114.845
## - risk 1 0.2196 2.6562 -114.748
## - number 1 0.2738 2.7104 -113.354
## - feel 1 0.2964 2.7330 -112.781
## - time 1 0.2983 2.7349 -112.733
## - they 1 0.3091 2.7456 -112.463
## - you 1 0.3144 2.7510 -112.329
## - cause 1 0.3237 2.7603 -112.095
## - we 1 0.3452 2.7818 -111.560
## - i 1 0.3508 2.7874 -111.421
## - focusfuture 1 0.3789 2.8155 -110.729
## - power 1 0.4159 2.8524 -109.829
## - affiliation 1 0.4540 2.8906 -108.913
## - negemo 1 0.4691 2.9057 -108.553
## - shehe 1 0.4735 2.9101 -108.449
## - ipron 1 0.4809 2.9174 -108.275
## - see 1 0.5084 2.9449 -107.627
## - pronoun 1 0.5394 2.9760 -106.904
## - work 1 0.5516 2.9882 -106.621
## - ppron 1 0.6118 3.0484 -105.246
## - achieve 1 0.6422 3.0787 -104.561
## - friend 1 0.6777 3.1142 -103.771
## - adj 1 0.8247 3.2612 -100.589
## - insight 1 0.8422 3.2787 -100.219
## - family 1 0.8921 3.3287 -99.176
## - focuspresent 1 0.9144 3.3510 -98.715
## - percept 1 0.9887 3.4253 -97.201
## - compare 1 1.0396 3.4762 -96.184
## - certain 1 1.0576 3.4941 -95.828
## - reward 1 1.0933 3.5298 -95.127
## - article 1 1.1210 3.5575 -94.588
## - body 1 1.1988 3.6354 -93.095
## - conj 1 1.2114 3.6479 -92.856
## - health 1 1.2513 3.6879 -92.105
## - quant 1 1.2723 3.7089 -91.713
## - ingest 1 1.5512 3.9877 -86.712
## - motion 1 1.8034 4.2399 -82.479
## - social 1 1.9300 4.3665 -80.450
## - hear 1 1.9708 4.4073 -79.808
## - bio 1 2.0453 4.4819 -78.651
## - prep 1 2.1843 4.6209 -76.543
## - female 1 2.8682 5.3047 -67.020
## - space 1 3.0490 5.4855 -64.708
## - sad 1 3.2837 5.7203 -61.816
## - male 1 3.5364 5.9729 -58.834
##
## Step: AIC=-120.24
## engpc ~ pronoun + ppron + i + we + you + shehe + they + ipron +
## article + prep + auxverb + adverb + conj + verb + adj + compare +
## interrog + number + quant + negemo + anger + sad + social +
## family + friend + female + male + insight + cause + certain +
## differ + percept + see + hear + feel + bio + body + health +
## sexual + ingest + drives + affiliation + achieve + power +
## reward + risk + focuspast + focuspresent + focusfuture +
## motion + space + time + work + leisure
##
## Df Sum of Sq RSS AIC
## - interrog 1 0.0183 2.4714 -121.723
## - leisure 1 0.0184 2.4715 -121.721
## - sexual 1 0.0715 2.5246 -120.254
## <none> 2.4531 -120.236
## - adverb 1 0.1056 2.5587 -119.327
## - anger 1 0.1163 2.5694 -119.041
## + discrep 1 0.0166 2.4365 -118.703
## + tentat 1 0.0077 2.4454 -118.452
## + anx 1 0.0063 2.4468 -118.412
## + cogproc 1 0.0030 2.4501 -118.320
## + affect 1 0.0003 2.4528 -118.246
## + negate 1 0.0003 2.4529 -118.243
## + relativ 1 0.0002 2.4529 -118.243
## + posemo 1 0.0001 2.4530 -118.240
## - drives 1 0.1620 2.6151 -117.823
## - differ 1 0.1772 2.6303 -117.424
## - focuspast 1 0.2028 2.6559 -116.755
## - risk 1 0.2068 2.6599 -116.651
## - verb 1 0.2150 2.6682 -116.438
## - auxverb 1 0.2197 2.6728 -116.318
## - they 1 0.3062 2.7593 -114.120
## - you 1 0.3104 2.7635 -114.014
## - cause 1 0.3135 2.7666 -113.937
## - we 1 0.3384 2.7915 -113.319
## - i 1 0.3468 2.7999 -113.111
## - focusfuture 1 0.3698 2.8229 -112.548
## - number 1 0.3867 2.8398 -112.137
## - feel 1 0.4246 2.8777 -111.222
## - affiliation 1 0.4446 2.8977 -110.742
## - negemo 1 0.4621 2.9152 -110.327
## - shehe 1 0.4674 2.9205 -110.203
## - time 1 0.5034 2.9565 -109.358
## - power 1 0.5390 2.9921 -108.531
## - see 1 0.5806 3.0337 -107.579
## - work 1 0.6038 3.0569 -107.052
## - achieve 1 0.6267 3.0798 -106.537
## - ppron 1 0.6930 3.1461 -105.067
## - friend 1 0.8215 3.2746 -102.306
## - insight 1 0.8591 3.3122 -101.519
## - adj 1 0.8759 3.3290 -101.169
## - ipron 1 0.8807 3.3338 -101.070
## - pronoun 1 0.9681 3.4213 -99.283
## - focuspresent 1 0.9821 3.4352 -99.001
## - reward 1 1.0968 3.5499 -96.735
## - certain 1 1.1459 3.5990 -95.788
## - percept 1 1.1712 3.6243 -95.304
## - family 1 1.1750 3.6281 -95.233
## - article 1 1.1774 3.6305 -95.186
## - conj 1 1.2065 3.6596 -94.637
## - compare 1 1.2303 3.6834 -94.188
## - quant 1 1.2559 3.7090 -93.710
## - body 1 1.4782 3.9313 -89.695
## - ingest 1 1.5427 3.9958 -88.571
## - motion 1 1.7956 4.2487 -84.338
## - health 1 1.8220 4.2751 -83.910
## - social 1 1.9151 4.3682 -82.423
## - hear 1 2.3904 4.8435 -75.296
## - bio 1 2.5116 4.9647 -73.590
## - prep 1 2.5645 5.0176 -72.860
## - female 1 2.8983 5.3514 -68.416
## - space 1 3.1365 5.5896 -65.411
## - sad 1 3.3133 5.7664 -63.262
## - male 1 3.5419 5.9950 -60.579
##
## Step: AIC=-121.72
## engpc ~ pronoun + ppron + i + we + you + shehe + they + ipron +
## article + prep + auxverb + adverb + conj + verb + adj + compare +
## number + quant + negemo + anger + sad + social + family +
## friend + female + male + insight + cause + certain + differ +
## percept + see + hear + feel + bio + body + health + sexual +
## ingest + drives + affiliation + achieve + power + reward +
## risk + focuspast + focuspresent + focusfuture + motion +
## space + time + work + leisure
##
## Df Sum of Sq RSS AIC
## - leisure 1 0.0164 2.4878 -123.266
## - sexual 1 0.0646 2.5360 -121.942
## <none> 2.4714 -121.723
## - adverb 1 0.0927 2.5641 -121.183
## + interrog 1 0.0183 2.4531 -120.236
## + anx 1 0.0093 2.4621 -119.983
## + negate 1 0.0082 2.4632 -119.951
## + relativ 1 0.0069 2.4645 -119.916
## + cogproc 1 0.0038 2.4676 -119.829
## + tentat 1 0.0035 2.4679 -119.820
## + discrep 1 0.0009 2.4705 -119.749
## + affect 1 0.0007 2.4707 -119.743
## + posemo 1 0.0003 2.4712 -119.730
## - differ 1 0.1653 2.6367 -119.255
## - anger 1 0.1772 2.6486 -118.946
## - risk 1 0.1900 2.6614 -118.612
## - drives 1 0.2012 2.6726 -118.322
## - auxverb 1 0.2081 2.6795 -118.144
## - focuspast 1 0.2171 2.6885 -117.913
## - verb 1 0.2272 2.6986 -117.656
## - cause 1 0.2960 2.7674 -115.918
## - they 1 0.3602 2.8316 -114.334
## - you 1 0.3619 2.8333 -114.294
## - we 1 0.3891 2.8605 -113.635
## - i 1 0.4030 2.8744 -113.301
## - number 1 0.4234 2.8948 -112.812
## - affiliation 1 0.4266 2.8980 -112.736
## - focusfuture 1 0.4465 2.9179 -112.265
## - negemo 1 0.4502 2.9217 -112.175
## - shehe 1 0.5370 3.0084 -110.157
## - time 1 0.6108 3.0822 -108.485
## - work 1 0.6172 3.0886 -108.340
## - achieve 1 0.6182 3.0896 -108.317
## - feel 1 0.6228 3.0942 -108.215
## - power 1 0.6456 3.1170 -107.709
## - see 1 0.7685 3.2399 -105.041
## - friend 1 0.8190 3.2904 -103.973
## - ppron 1 0.8240 3.2954 -103.869
## - insight 1 0.8622 3.3336 -103.073
## - adj 1 0.9681 3.4395 -100.915
## - focuspresent 1 1.0005 3.4720 -100.268
## - ipron 1 1.0364 3.5078 -99.558
## - reward 1 1.0827 3.5541 -98.654
## - certain 1 1.1283 3.5997 -97.775
## - pronoun 1 1.1378 3.6092 -97.592
## - article 1 1.1715 3.6429 -96.951
## - conj 1 1.1883 3.6597 -96.635
## - compare 1 1.2251 3.6965 -95.943
## - family 1 1.2357 3.7071 -95.746
## - quant 1 1.2406 3.7120 -95.654
## - percept 1 1.5142 3.9856 -90.748
## - ingest 1 1.5296 4.0010 -90.482
## - body 1 1.5531 4.0245 -90.077
## - motion 1 1.7781 4.2495 -86.325
## - social 1 1.9095 4.3809 -84.222
## - health 1 1.9323 4.4038 -83.864
## - prep 1 2.5781 5.0496 -74.422
## - bio 1 2.7296 5.2010 -72.383
## - hear 1 2.8058 5.2773 -71.378
## - female 1 2.8899 5.3613 -70.289
## - sad 1 3.2950 5.7664 -65.262
## - space 1 3.3283 5.7997 -64.864
## - male 1 3.5341 6.0055 -62.458
##
## Step: AIC=-123.27
## engpc ~ pronoun + ppron + i + we + you + shehe + they + ipron +
## article + prep + auxverb + adverb + conj + verb + adj + compare +
## number + quant + negemo + anger + sad + social + family +
## friend + female + male + insight + cause + certain + differ +
## percept + see + hear + feel + bio + body + health + sexual +
## ingest + drives + affiliation + achieve + power + reward +
## risk + focuspast + focuspresent + focusfuture + motion +
## space + time + work
##
## Df Sum of Sq RSS AIC
## - sexual 1 0.0627 2.5505 -123.548
## <none> 2.4878 -123.266
## - adverb 1 0.0872 2.5750 -122.889
## + leisure 1 0.0164 2.4714 -121.723
## + interrog 1 0.0163 2.4715 -121.721
## + relativ 1 0.0132 2.4746 -121.633
## + cogproc 1 0.0130 2.4749 -121.627
## + tentat 1 0.0115 2.4763 -121.586
## + negate 1 0.0104 2.4774 -121.555
## + anx 1 0.0091 2.4787 -121.519
## + discrep 1 0.0012 2.4866 -121.299
## + affect 1 0.0006 2.4872 -121.282
## + posemo 1 0.0001 2.4877 -121.270
## - differ 1 0.1513 2.6391 -121.192
## - anger 1 0.1776 2.6654 -120.509
## - auxverb 1 0.1928 2.6806 -120.117
## - focuspast 1 0.2082 2.6960 -119.721
## - verb 1 0.2144 2.7022 -119.563
## - drives 1 0.2467 2.7345 -118.742
## - risk 1 0.2556 2.7435 -118.517
## - cause 1 0.2844 2.7722 -117.798
## - they 1 0.3439 2.8317 -116.332
## - you 1 0.3455 2.8334 -116.292
## - we 1 0.3734 2.8612 -115.617
## - i 1 0.3869 2.8747 -115.293
## - affiliation 1 0.4155 2.9033 -114.609
## - focusfuture 1 0.4314 2.9192 -114.233
## - number 1 0.4975 2.9853 -112.687
## - negemo 1 0.5052 2.9930 -112.510
## - shehe 1 0.5215 3.0093 -112.135
## - work 1 0.6066 3.0945 -110.210
## - achieve 1 0.6137 3.1015 -110.053
## - feel 1 0.6244 3.1122 -109.815
## - time 1 0.6906 3.1785 -108.362
## - see 1 0.7665 3.2543 -106.734
## - power 1 0.7717 3.2595 -106.625
## - friend 1 0.8058 3.2936 -105.906
## - ppron 1 0.8085 3.2963 -105.850
## - insight 1 0.8515 3.3393 -104.956
## - adj 1 0.9770 3.4648 -102.410
## - focuspresent 1 0.9881 3.4760 -102.188
## - certain 1 1.1185 3.6063 -99.647
## - ipron 1 1.1549 3.6427 -98.955
## - article 1 1.1552 3.6430 -98.950
## - conj 1 1.1747 3.6625 -98.582
## - reward 1 1.2160 3.7039 -97.806
## - compare 1 1.2185 3.7063 -97.761
## - family 1 1.2248 3.7126 -97.643
## - quant 1 1.2523 3.7401 -97.135
## - pronoun 1 1.2587 3.7465 -97.016
## - percept 1 1.5077 3.9955 -92.576
## - body 1 1.6590 4.1468 -90.012
## - ingest 1 1.7958 4.2836 -87.772
## - motion 1 1.8077 4.2955 -87.581
## - social 1 1.8983 4.3861 -86.141
## - health 1 2.0732 4.5611 -83.442
## - prep 1 2.7189 5.2067 -74.306
## - hear 1 2.8036 5.2914 -73.193
## - bio 1 2.8906 5.3784 -72.068
## - female 1 3.0784 5.5662 -69.700
## - space 1 3.3186 5.8064 -66.785
## - sad 1 3.3519 5.8397 -66.390
## - male 1 3.7069 6.1947 -62.319
##
## Step: AIC=-123.55
## engpc ~ pronoun + ppron + i + we + you + shehe + they + ipron +
## article + prep + auxverb + adverb + conj + verb + adj + compare +
## number + quant + negemo + anger + sad + social + family +
## friend + female + male + insight + cause + certain + differ +
## percept + see + hear + feel + bio + body + health + ingest +
## drives + affiliation + achieve + power + reward + risk +
## focuspast + focuspresent + focusfuture + motion + space +
## time + work
##
## Df Sum of Sq RSS AIC
## <none> 2.5505 -123.548
## + sexual 1 0.0627 2.4878 -123.266
## - differ 1 0.1085 2.6591 -122.672
## + leisure 1 0.0145 2.5360 -121.942
## + interrog 1 0.0101 2.5405 -121.821
## - adverb 1 0.1419 2.6925 -121.811
## + cogproc 1 0.0056 2.5450 -121.699
## + relativ 1 0.0051 2.5455 -121.685
## + negate 1 0.0046 2.5460 -121.672
## + anx 1 0.0032 2.5473 -121.635
## + tentat 1 0.0028 2.5478 -121.623
## + affect 1 0.0026 2.5479 -121.619
## + posemo 1 0.0010 2.5496 -121.574
## + discrep 1 0.0002 2.5504 -121.553
## - auxverb 1 0.1562 2.7067 -121.447
## - focuspast 1 0.1601 2.7106 -121.348
## - verb 1 0.1894 2.7399 -120.606
## - anger 1 0.2067 2.7572 -120.172
## - cause 1 0.2264 2.7770 -119.680
## - drives 1 0.2629 2.8134 -118.779
## - they 1 0.2976 2.8481 -117.934
## - you 1 0.2996 2.8502 -117.884
## - risk 1 0.3038 2.8543 -117.783
## - we 1 0.3259 2.8765 -117.250
## - i 1 0.3379 2.8885 -116.963
## - focusfuture 1 0.4053 2.9558 -115.373
## - affiliation 1 0.4424 2.9929 -114.511
## - shehe 1 0.4670 3.0176 -113.946
## - number 1 0.4784 3.0290 -113.686
## - negemo 1 0.5527 3.1032 -112.015
## - feel 1 0.5624 3.1129 -111.799
## - work 1 0.5654 3.1160 -111.732
## - achieve 1 0.5707 3.1212 -111.616
## - time 1 0.6363 3.1869 -110.179
## - see 1 0.7094 3.2600 -108.615
## - ppron 1 0.7458 3.2963 -107.850
## - friend 1 0.8017 3.3523 -106.688
## - power 1 0.8195 3.3700 -106.324
## - insight 1 0.9128 3.4633 -104.439
## - focuspresent 1 0.9254 3.4760 -104.188
## - adj 1 0.9459 3.4964 -103.783
## - ipron 1 1.0934 3.6440 -100.931
## - conj 1 1.1121 3.6627 -100.578
## - article 1 1.1371 3.6876 -100.109
## - certain 1 1.1553 3.7058 -99.769
## - compare 1 1.1613 3.7119 -99.657
## - family 1 1.1706 3.7211 -99.486
## - pronoun 1 1.1990 3.7495 -98.961
## - quant 1 1.3011 3.8517 -97.106
## - reward 1 1.4196 3.9702 -95.015
## - percept 1 1.4716 4.0221 -94.118
## - body 1 1.5992 4.1498 -91.962
## - ingest 1 1.7333 4.2838 -89.769
## - motion 1 1.7948 4.3453 -88.785
## - social 1 1.8776 4.4282 -87.482
## - health 1 2.0217 4.5722 -85.273
## - prep 1 2.6684 5.2189 -76.145
## - hear 1 2.9198 5.4703 -72.899
## - bio 1 2.9200 5.4706 -72.896
## - female 1 3.0509 5.6015 -71.265
## - space 1 3.2902 5.8408 -68.378
## - sad 1 3.4393 5.9899 -66.638
## - male 1 3.6689 6.2194 -64.044summary(fitstep)##
## Call:
## lm(formula = engpc ~ pronoun + ppron + i + we + you + shehe +
## they + ipron + article + prep + auxverb + adverb + conj +
## verb + adj + compare + number + quant + negemo + anger +
## sad + social + family + friend + female + male + insight +
## cause + certain + differ + percept + see + hear + feel +
## bio + body + health + ingest + drives + affiliation + achieve +
## power + reward + risk + focuspast + focuspresent + focusfuture +
## motion + space + time + work, data = df2)
##
## Residuals:
## Min 1Q Median 3Q Max
## -0.34468 -0.18093 -0.00812 0.15594 0.41699
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) -23.77208 7.60105 -3.127 0.006132 **
## pronoun 17.96269 6.35417 2.827 0.011627 *
## ppron -39.10908 17.54160 -2.230 0.039555 *
## i 21.88762 14.58415 1.501 0.151757
## we 21.51097 14.59476 1.474 0.158790
## you 20.43828 14.46207 1.413 0.175636
## shehe 25.57666 14.49673 1.764 0.095640 .
## they 20.36814 14.46244 1.408 0.177054
## ipron -17.05896 6.31897 -2.700 0.015186 *
## article 0.52405 0.19035 2.753 0.013582 *
## prep 0.76504 0.18141 4.217 0.000580 ***
## auxverb 0.23593 0.23123 1.020 0.321883
## adverb 0.11830 0.12162 0.973 0.344360
## conj 0.26421 0.09704 2.723 0.014475 *
## verb -0.25973 0.23118 -1.124 0.276838
## adj 0.50142 0.19970 2.511 0.022443 *
## compare -0.56309 0.20239 -2.782 0.012775 *
## number -0.28101 0.15737 -1.786 0.091998 .
## quant 0.57264 0.19445 2.945 0.009058 **
## negemo 1.25098 0.65178 1.919 0.071891 .
## anger 1.57324 1.34048 1.174 0.256720
## sad -6.11771 1.27774 -4.788 0.000171 ***
## social 0.83169 0.23510 3.538 0.002529 **
## family 2.70219 0.96741 2.793 0.012482 *
## friend 2.48871 1.07659 2.312 0.033595 *
## female -4.18119 0.92721 -4.509 0.000309 ***
## male -4.45568 0.90103 -4.945 0.000123 ***
## insight 0.45216 0.18332 2.467 0.024570 *
## cause 0.38851 0.31627 1.228 0.236023
## certain -0.67898 0.24468 -2.775 0.012971 *
## differ 0.10866 0.12776 0.851 0.406837
## percept 3.62197 1.15649 3.132 0.006075 **
## see -2.74096 1.26051 -2.174 0.044079 *
## hear -5.43069 1.23104 -4.411 0.000382 ***
## feel -2.36993 1.22407 -1.936 0.069663 .
## bio -4.29668 0.97394 -4.412 0.000382 ***
## body 4.01686 1.23033 3.265 0.004563 **
## health 3.93452 1.07184 3.671 0.001894 **
## ingest 5.47990 1.61226 3.399 0.003416 **
## drives 0.64726 0.48897 1.324 0.203126
## affiliation -0.91244 0.53136 -1.717 0.104108
## achieve 1.00611 0.51588 1.950 0.067829 .
## power -0.93669 0.40079 -2.337 0.031926 *
## reward -1.49012 0.48442 -3.076 0.006846 **
## risk -1.46883 1.03224 -1.423 0.172841
## focuspast -0.20001 0.19363 -1.033 0.316093
## focuspresent -0.42642 0.17170 -2.484 0.023732 *
## focusfuture 0.55865 0.33990 1.644 0.118632
## motion 1.22293 0.35358 3.459 0.003001 **
## space -1.10634 0.23625 -4.683 0.000214 ***
## time 0.24281 0.11790 2.059 0.055107 .
## work 0.26867 0.13840 1.941 0.068989 .
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.3873 on 17 degrees of freedom
## (4 observations deleted due to missingness)
## Multiple R-squared: 0.9135, Adjusted R-squared: 0.6539
## F-statistic: 3.519 on 51 and 17 DF, p-value: 0.003103fitstep$anova # display results## Step Df Deviance Resid. Df Resid. Dev AIC
## 1 NA NA 6 2.423210 -105.0819
## 2 - tentat 1 1.309281e-05 7 2.423223 -107.0815
## 3 - relativ 1 6.560468e-06 8 2.423230 -109.0814
## 4 - negate 1 6.812756e-05 9 2.423298 -111.0794
## 5 - posemo 1 1.416262e-04 10 2.423440 -113.0754
## 6 - affect 1 7.997169e-05 11 2.423520 -115.0731
## 7 - anx 1 1.452937e-03 12 2.424973 -117.0318
## 8 - cogproc 1 1.157431e-02 13 2.436547 -118.7032
## 9 - discrep 1 1.656037e-02 14 2.453107 -120.2358
## 10 - interrog 1 1.829880e-02 15 2.471406 -121.7230
## 11 - leisure 1 1.641822e-02 16 2.487824 -123.2662
## 12 - sexual 1 6.272438e-02 17 2.550549 -123.5481PCA & Hierarchical
Notes.
# source('https://raw.githubusercontent.com/vqv/ggbiplot/master/R/ggbiplot.r')
# source('https://raw.githubusercontent.com/vqv/ggbiplot/master/R/ggscreeplot.r')
# install.packages("factoextra")
library(factoextra)
df3 <- subset(na.omit(df2), select=-c(1))
pcaall <- prcomp(df3, center = TRUE, scale = TRUE)
summary(pcaall)## Importance of components:
## PC1 PC2 PC3 PC4 PC5 PC6
## Standard deviation 2.9843 2.46150 2.19456 2.06928 1.83499 1.78569
## Proportion of Variance 0.1436 0.09773 0.07768 0.06906 0.05431 0.05143
## Cumulative Proportion 0.1436 0.24137 0.31905 0.38811 0.44242 0.49385
## PC7 PC8 PC9 PC10 PC11 PC12
## Standard deviation 1.62362 1.52843 1.49672 1.41899 1.36324 1.3525
## Proportion of Variance 0.04252 0.03768 0.03613 0.03248 0.02997 0.0295
## Cumulative Proportion 0.53637 0.57405 0.61018 0.64265 0.67263 0.7021
## PC13 PC14 PC15 PC16 PC17 PC18
## Standard deviation 1.27757 1.25351 1.15349 1.10308 1.09470 1.00807
## Proportion of Variance 0.02633 0.02534 0.02146 0.01963 0.01933 0.01639
## Cumulative Proportion 0.72846 0.75380 0.77526 0.79489 0.81422 0.83061
## PC19 PC20 PC21 PC22 PC23 PC24
## Standard deviation 0.96281 0.92857 0.92082 0.86504 0.81547 0.80011
## Proportion of Variance 0.01495 0.01391 0.01368 0.01207 0.01073 0.01033
## Cumulative Proportion 0.84556 0.85947 0.87314 0.88521 0.89594 0.90626
## PC25 PC26 PC27 PC28 PC29 PC30
## Standard deviation 0.76224 0.72664 0.69518 0.67825 0.65067 0.63557
## Proportion of Variance 0.00937 0.00852 0.00779 0.00742 0.00683 0.00652
## Cumulative Proportion 0.91563 0.92415 0.93194 0.93936 0.94619 0.95271
## PC31 PC32 PC33 PC34 PC35 PC36
## Standard deviation 0.60073 0.55831 0.52614 0.50185 0.47377 0.45309
## Proportion of Variance 0.00582 0.00503 0.00446 0.00406 0.00362 0.00331
## Cumulative Proportion 0.95853 0.96356 0.96802 0.97208 0.97570 0.97901
## PC37 PC38 PC39 PC40 PC41 PC42
## Standard deviation 0.42146 0.41609 0.39690 0.34761 0.34471 0.33095
## Proportion of Variance 0.00286 0.00279 0.00254 0.00195 0.00192 0.00177
## Cumulative Proportion 0.98188 0.98467 0.98721 0.98916 0.99108 0.99284
## PC43 PC44 PC45 PC46 PC47 PC48
## Standard deviation 0.31163 0.28050 0.2609 0.21963 0.2081 0.16647
## Proportion of Variance 0.00157 0.00127 0.0011 0.00078 0.0007 0.00045
## Cumulative Proportion 0.99441 0.99568 0.9968 0.99756 0.9982 0.99870
## PC49 PC50 PC51 PC52 PC53 PC54
## Standard deviation 0.13156 0.12691 0.10820 0.10397 0.09347 0.07409
## Proportion of Variance 0.00028 0.00026 0.00019 0.00017 0.00014 0.00009
## Cumulative Proportion 0.99898 0.99924 0.99943 0.99960 0.99974 0.99983
## PC55 PC56 PC57 PC58 PC59 PC60
## Standard deviation 0.06286 0.05486 0.04356 0.03261 0.01863 0.01045
## Proportion of Variance 0.00006 0.00005 0.00003 0.00002 0.00001 0.00000
## Cumulative Proportion 0.99990 0.99994 0.99998 0.99999 1.00000 1.00000
## PC61 PC62
## Standard deviation 0.001731 0.0007771
## Proportion of Variance 0.000000 0.0000000
## Cumulative Proportion 1.000000 1.0000000fviz_eig(pcaall)
fviz_pca_var(pcaall,
col.var = "contrib", # Color by contributions to the PC
gradient.cols = c("#00AFBB", "#E7B800", "#FC4E07"),
repel = TRUE # Avoid text overlapping
)
# Eigenvalues
eig.val <- get_eigenvalue(pcaall)
eig.val## eigenvalue variance.percent cumulative.variance.percent
## Dim.1 8.905762e+00 1.436413e+01 14.36413
## Dim.2 6.058975e+00 9.772540e+00 24.13667
## Dim.3 4.816088e+00 7.767883e+00 31.90456
## Dim.4 4.281903e+00 6.906295e+00 38.81085
## Dim.5 3.367171e+00 5.430921e+00 44.24177
## Dim.6 3.188679e+00 5.143031e+00 49.38480
## Dim.7 2.636128e+00 4.251819e+00 53.63662
## Dim.8 2.336111e+00 3.767921e+00 57.40454
## Dim.9 2.240157e+00 3.613157e+00 61.01770
## Dim.10 2.013525e+00 3.247621e+00 64.26532
## Dim.11 1.858413e+00 2.997440e+00 67.26276
## Dim.12 1.829300e+00 2.950484e+00 70.21324
## Dim.13 1.632196e+00 2.632574e+00 72.84582
## Dim.14 1.571298e+00 2.534352e+00 75.38017
## Dim.15 1.330547e+00 2.146044e+00 77.52621
## Dim.16 1.216783e+00 1.962553e+00 79.48877
## Dim.17 1.198374e+00 1.932861e+00 81.42163
## Dim.18 1.016206e+00 1.639042e+00 83.06067
## Dim.19 9.269991e-01 1.495160e+00 84.55583
## Dim.20 8.622425e-01 1.390714e+00 85.94654
## Dim.21 8.479049e-01 1.367589e+00 87.31413
## Dim.22 7.483000e-01 1.206935e+00 88.52107
## Dim.23 6.649934e-01 1.072570e+00 89.59364
## Dim.24 6.401835e-01 1.032554e+00 90.62619
## Dim.25 5.810040e-01 9.371032e-01 91.56329
## Dim.26 5.280054e-01 8.516216e-01 92.41492
## Dim.27 4.832721e-01 7.794712e-01 93.19439
## Dim.28 4.600231e-01 7.419727e-01 93.93636
## Dim.29 4.233674e-01 6.828506e-01 94.61921
## Dim.30 4.039541e-01 6.515389e-01 95.27075
## Dim.31 3.608735e-01 5.820541e-01 95.85280
## Dim.32 3.117137e-01 5.027640e-01 96.35557
## Dim.33 2.768220e-01 4.464871e-01 96.80205
## Dim.34 2.518541e-01 4.062164e-01 97.20827
## Dim.35 2.244560e-01 3.620257e-01 97.57030
## Dim.36 2.052884e-01 3.311103e-01 97.90141
## Dim.37 1.776300e-01 2.864999e-01 98.18791
## Dim.38 1.731318e-01 2.792448e-01 98.46715
## Dim.39 1.575277e-01 2.540769e-01 98.72123
## Dim.40 1.208307e-01 1.948882e-01 98.91612
## Dim.41 1.188279e-01 1.916579e-01 99.10777
## Dim.42 1.095266e-01 1.766559e-01 99.28443
## Dim.43 9.711062e-02 1.566300e-01 99.44106
## Dim.44 7.868229e-02 1.269069e-01 99.56797
## Dim.45 6.807247e-02 1.097943e-01 99.67776
## Dim.46 4.823528e-02 7.779883e-02 99.75556
## Dim.47 4.329863e-02 6.983650e-02 99.82540
## Dim.48 2.771332e-02 4.469891e-02 99.87010
## Dim.49 1.730868e-02 2.791723e-02 99.89801
## Dim.50 1.610695e-02 2.597896e-02 99.92399
## Dim.51 1.170820e-02 1.888419e-02 99.94288
## Dim.52 1.080916e-02 1.743413e-02 99.96031
## Dim.53 8.736046e-03 1.409040e-02 99.97440
## Dim.54 5.489214e-03 8.853570e-03 99.98325
## Dim.55 3.951766e-03 6.373816e-03 99.98963
## Dim.56 3.010007e-03 4.854850e-03 99.99448
## Dim.57 1.897213e-03 3.060020e-03 99.99754
## Dim.58 1.063130e-03 1.714726e-03 99.99926
## Dim.59 3.470002e-04 5.596778e-04 99.99982
## Dim.60 1.092977e-04 1.762866e-04 99.99999
## Dim.61 2.996418e-06 4.832933e-06 100.00000
## Dim.62 6.038117e-07 9.738898e-07 100.00000# Results for Variables
res.var <- get_pca_var(pcaall)
res.var$coord # Coordinates## Dim.1 Dim.2 Dim.3 Dim.4
## pronoun 0.800600096 -0.20477834 0.180137190 -0.22276901
## ppron 0.657662681 -0.26610360 0.007728637 -0.43556132
## i 0.754105441 0.09979765 0.159732254 -0.37062401
## we -0.505542189 -0.38462872 0.009291577 -0.15111141
## you -0.037213964 -0.03735833 0.114758246 0.31085977
## shehe 0.133962701 -0.35305330 -0.568819130 -0.37283185
## they -0.126043588 -0.03995988 -0.077715091 0.29379756
## ipron 0.456040926 0.01445005 0.290317026 0.21312315
## article -0.578547543 0.08708577 -0.291470004 0.02414410
## prep -0.483559415 0.36961280 -0.204847846 0.12385456
## auxverb 0.518199936 -0.51127045 -0.038805794 0.28525364
## adverb 0.075774079 -0.22110414 -0.011965270 0.38119035
## conj -0.456729305 -0.52353242 0.146218309 0.19578354
## negate 0.649472730 -0.25790165 0.080957431 0.09016245
## verb 0.591520021 -0.46396179 0.004386285 0.23428805
## adj 0.041709751 0.62689351 -0.122807151 0.14763687
## compare -0.179925686 0.30827750 0.178401165 0.45077373
## interrog -0.002749207 -0.19911522 0.276736148 0.20417248
## number -0.301357629 -0.61848166 -0.039783553 0.01649376
## quant -0.030192316 0.41720306 -0.002502306 0.24631967
## affect 0.426175685 0.48564940 -0.475001781 -0.04527654
## posemo 0.342344364 0.56696093 -0.151558224 -0.10845312
## negemo 0.272011397 -0.12112003 -0.752458725 0.08890208
## anx 0.133747633 -0.14711672 -0.480183807 0.20553762
## anger 0.481398468 -0.19397228 -0.170938788 -0.41169432
## sad 0.223962446 -0.15875887 -0.547017554 0.09047605
## social -0.145070632 -0.50481854 -0.306069989 -0.09648194
## family 0.159886548 0.11467230 0.399974794 -0.44088325
## friend 0.371618143 -0.19096874 -0.305923654 -0.27203728
## female 0.304695200 -0.35119637 -0.092273074 -0.46685900
## male 0.081935623 -0.19239991 -0.543997997 -0.24518504
## cogproc 0.560024793 0.21374632 0.058809736 0.55391286
## insight 0.651559294 0.11105801 -0.169119925 0.22154292
## cause 0.003113874 -0.26867571 0.161294647 0.30307633
## discrep 0.154926532 -0.11207720 0.260220452 0.23735329
## tentat -0.119699323 0.04018500 -0.167650659 0.47094513
## certain 0.254440674 0.32724898 0.002983900 -0.05042197
## differ 0.284866514 0.15630984 0.077974953 0.40377185
## percept 0.205036754 0.29792537 -0.198386556 0.07209737
## see -0.099347665 0.29661388 -0.091562326 -0.04111135
## hear 0.047749265 -0.27746967 -0.012537890 0.05012848
## feel 0.375522250 0.45749803 -0.276295067 -0.03931539
## bio 0.349558051 -0.16439614 0.086075820 -0.10397995
## body 0.010692455 -0.19110186 0.033268562 0.10296816
## health 0.570848662 -0.06014364 0.074782285 0.10355598
## sexual 0.442300583 0.02244492 -0.245859951 -0.24882001
## ingest -0.367786386 -0.20268673 0.006822354 -0.26301751
## drives -0.521907544 0.01462496 -0.463589468 -0.18276241
## affiliation -0.476177416 -0.27536507 -0.070708678 -0.23150395
## achieve -0.398256419 0.32063318 -0.227744133 0.17793407
## power -0.092504235 0.26120763 -0.434197557 -0.30296457
## reward 0.104178991 0.11923889 -0.254363698 0.10566686
## risk -0.004454050 -0.01231588 -0.693738515 0.18192713
## focuspast 0.029468021 0.19989203 0.539987574 -0.41697064
## focuspresent 0.348967593 -0.51012645 -0.383404763 0.42173520
## focusfuture -0.448845245 -0.57363864 -0.056241053 0.31129252
## relativ -0.583941335 -0.21997375 -0.073217963 -0.21137973
## motion -0.403771980 -0.11411777 0.094412452 0.02667589
## space -0.497751011 0.46866329 -0.170909390 -0.23331945
## time -0.275491424 -0.59399307 0.002308026 -0.08862979
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## leisure -0.223757847 0.13201304 0.206823838 -0.40663243
## Dim.5 Dim.6 Dim.7 Dim.8
## pronoun 0.066494125 -0.203827052 0.130990727 -0.010084437
## ppron -0.043246440 -0.034863665 -0.032055758 0.023821418
## i -0.159113411 0.277837188 -0.165731793 0.013939281
## we -0.091868004 -0.157297487 0.504389066 -0.150427790
## you 0.254486488 -0.421560250 -0.161353890 0.056790966
## shehe 0.110628465 -0.136304199 -0.030935987 -0.189077293
## they -0.013436078 0.115868025 0.062974568 0.576289933
## ipron 0.169662030 -0.294604489 0.263873743 -0.050815405
## article 0.139473772 0.243890755 0.159535528 0.117407200
## prep 0.350426806 0.121433663 -0.075931731 -0.156558632
## auxverb -0.164153102 -0.061071304 -0.139624073 -0.076700740
## adverb -0.179704418 -0.295110894 -0.130065656 0.196044316
## conj -0.222887661 0.085787278 -0.118772702 0.170332308
## negate -0.042294057 0.356098040 0.143905684 -0.095980569
## verb 0.025994542 -0.033751378 -0.085863971 -0.145741096
## adj 0.040771539 -0.118755218 -0.355920150 -0.295140147
## compare 0.271121701 -0.016287863 -0.310514679 -0.123421810
## interrog -0.059176295 -0.296034883 0.033399147 -0.131308309
## number -0.114304074 -0.072763601 -0.174144449 0.013228189
## quant 0.024177652 -0.371937155 -0.091728173 0.050751003
## affect -0.104725911 -0.310139057 -0.179150755 0.252904168
## posemo -0.014852333 -0.463063619 -0.197998204 0.241171390
## negemo -0.211427039 0.281254711 0.016927366 0.106610154
## anx -0.130883263 0.201138370 -0.273090862 0.145561228
## anger 0.188953696 0.018596766 0.055640567 0.227751426
## sad -0.160013628 0.311928897 -0.141181626 -0.040114443
## social 0.306972356 -0.523401268 0.107965109 0.027660725
## family 0.058566481 0.037234008 -0.304255944 -0.071940680
## friend 0.057599981 -0.261530360 -0.232255777 0.011667731
## female 0.138451612 0.021719809 -0.190233212 -0.311362634
## male 0.103857112 -0.201462470 0.023409417 -0.016638601
## cogproc -0.014493988 0.097030081 0.271198009 -0.252329531
## insight 0.006428240 -0.014342298 0.274793632 -0.237047304
## cause -0.522414609 -0.002937384 0.071547918 -0.216431813
## discrep -0.151504357 0.448317940 0.063648177 -0.169704655
## tentat 0.295092849 0.044315299 0.189844131 0.215219354
## certain 0.120042002 -0.160003594 0.113597692 -0.390200395
## differ 0.100960337 0.224954716 0.051363702 -0.048793532
## percept 0.508933830 0.115242669 0.255538835 -0.016495169
## see 0.241157930 0.313566633 0.207823118 -0.047923121
## hear 0.291073508 -0.233432813 0.344762073 0.051155295
## feel 0.225661049 0.155956300 -0.132361071 -0.023152302
## bio 0.504623124 0.340125330 0.194814867 0.243645958
## body 0.613835159 0.313788300 0.057557628 0.207694725
## health 0.225489802 0.274745988 0.099540520 -0.060881110
## sexual 0.108675570 0.037533154 0.172114758 0.238796640
## ingest 0.042741103 0.080163307 0.237829549 0.288926727
## drives -0.218840957 -0.152920362 0.307344903 -0.163319405
## affiliation -0.089912432 -0.233744201 0.469054597 -0.125365048
## achieve 0.003208926 -0.014781450 -0.005424817 0.167626588
## power -0.093054306 0.132777024 0.092928659 -0.465713404
## reward -0.219519651 -0.136675248 -0.264243959 0.161513781
## risk -0.304676124 0.261396493 0.116348133 -0.028547387
## focuspast -0.362277207 0.198666086 0.031858001 0.021455323
## focuspresent 0.227582288 -0.205495978 -0.105742044 -0.007207622
## focusfuture 0.195324457 0.165066443 -0.154391251 -0.150107557
## relativ 0.394969822 0.201660944 -0.417118273 -0.230646145
## motion 0.209108410 -0.167871030 -0.146339751 -0.188174281
## space 0.317981230 0.023641941 0.027065133 -0.216698643
## time 0.223287186 0.289878454 -0.509671349 -0.099050447
## work -0.522740675 0.212975317 0.065513507 -0.028637610
## leisure -0.050855243 0.146900927 -0.061950768 0.480282390
## Dim.9 Dim.10 Dim.11 Dim.12
## pronoun 0.009576942 -0.198407610 0.019815811 -0.055370410
## ppron -0.025915125 -0.115153505 0.330551202 0.015124695
## i -0.138524575 -0.065539998 0.099692888 0.086922352
## we -0.256078109 -0.201352430 0.077431678 -0.236657676
## you 0.480293631 -0.177050067 0.317904398 0.045359699
## shehe -0.020543863 0.335096870 -0.116533903 0.026381037
## they -0.027904241 0.160942283 0.095908081 -0.016119885
## ipron 0.051837448 -0.178328691 -0.410633941 -0.114837219
## article -0.055342465 0.057921902 -0.201636107 0.302305213
## prep 0.132757093 0.039908112 0.140438542 -0.102331016
## auxverb -0.152762898 -0.202391816 -0.132957288 -0.162882804
## adverb -0.004529585 0.127841170 0.079565343 -0.141537944
## conj 0.024830022 0.227109774 0.096842282 -0.051973488
## negate -0.150387080 0.148470097 -0.147232396 -0.037843814
## verb -0.225018272 -0.120953073 -0.181820574 -0.111383359
## adj -0.161766836 0.071399374 -0.088562820 -0.111264606
## compare -0.225483232 0.168680587 0.045692792 -0.228438246
## interrog 0.667017726 -0.052255417 -0.063902447 -0.062210574
## number -0.090541262 0.091323183 -0.206060179 0.237952455
## quant -0.493606136 -0.034208925 0.130347843 0.111527820
## affect -0.006762700 -0.033549600 0.080179430 -0.138883543
## posemo -0.099227229 0.001428116 0.076388030 -0.138065646
## negemo 0.220637101 -0.114073041 0.040483048 -0.022088660
## anx 0.053823767 -0.315634049 0.088667435 0.091346320
## anger 0.186324500 0.177590954 -0.160226553 -0.026968494
## sad -0.012867241 -0.013212829 0.019719877 -0.081518342
## social 0.160196135 0.022452032 0.274730955 0.005918998
## family 0.096886051 0.160917586 0.276894805 -0.160998226
## friend 0.023995947 0.103013973 -0.031832961 -0.156817067
## female -0.041322422 0.158116109 0.270275846 0.071872889
## male 0.078859179 0.366223786 -0.317524766 -0.053221339
## cogproc -0.046417603 0.306814920 0.047160273 -0.034402773
## insight -0.087881951 0.150477227 0.010167167 0.153301032
## cause 0.338938880 0.005037568 0.196781431 0.047292763
## discrep 0.017825924 0.018271387 0.269930048 -0.119088150
## tentat -0.415968120 0.327674994 0.125469782 0.041258237
## certain -0.063155506 0.341351925 0.002685890 0.059630241
## differ 0.278502083 0.039149897 -0.113033689 -0.364095301
## percept 0.040732603 -0.432897570 0.001944726 0.305196977
## see 0.259486750 -0.052779292 -0.271166774 -0.040435280
## hear -0.064666833 -0.254534319 0.239657653 0.432950218
## feel -0.184362014 -0.384885860 0.006744530 0.089127268
## bio -0.010279745 -0.020703396 0.208508639 -0.386356275
## body -0.059388523 -0.067362280 0.209619012 -0.183036790
## health 0.053254204 0.040955938 0.208933578 -0.268659704
## sexual 0.181938283 0.250349516 -0.122501985 0.071856319
## ingest 0.001103559 -0.070945796 -0.346251063 -0.351686990
## drives -0.135909742 -0.110467394 0.202434861 -0.398578323
## affiliation -0.323273433 -0.100620398 0.211571495 -0.255266892
## achieve 0.278960148 0.253351518 0.257403844 -0.145396748
## power 0.001874580 0.043524439 0.092001755 -0.158736093
## reward -0.093361569 -0.414693385 -0.224914420 -0.383549773
## risk 0.203399788 -0.108349962 0.124966743 0.036055839
## focuspast -0.044142243 -0.112374306 -0.030774977 -0.032052170
## focuspresent -0.102465060 0.013960859 0.009485340 0.022855648
## focusfuture -0.136107355 -0.010357534 -0.153345252 -0.047122715
## relativ 0.038000737 -0.127548671 -0.015651729 -0.009352037
## motion 0.007098337 -0.111854269 -0.151981332 -0.204343614
## space 0.194815624 -0.104422968 -0.082594956 -0.034797583
## time -0.113066547 -0.059949684 0.075471355 0.064139230
## work -0.101206806 -0.061711554 0.123060220 0.082626510
## leisure -0.133230001 0.157012745 0.043448541 -0.035342784
## Dim.13 Dim.14 Dim.15 Dim.16
## pronoun 0.088293529 -0.0152154135 0.113937021 -0.051704916
## ppron 0.063895872 -0.1372382289 0.268017054 -0.165821775
## i 0.056045654 0.0438900015 0.157180461 -0.082909908
## we -0.035358842 -0.0600812542 -0.015328575 -0.063912646
## you 0.129808531 -0.2288780113 0.147412610 -0.103084029
## shehe -0.043998243 -0.1660654896 0.002637266 0.202630730
## they -0.203951532 0.2338488664 -0.031461260 -0.233325419
## ipron 0.064106944 0.1593223643 -0.169782428 0.135571869
## article -0.097642443 -0.2073078808 -0.138963901 0.072983250
## prep 0.322674003 -0.1406845269 -0.085147503 -0.056470284
## auxverb -0.132272589 -0.0151508150 -0.105579597 -0.041763829
## adverb -0.320705466 0.2669514906 0.030091538 0.064297618
## conj -0.041094869 0.1734730022 -0.053980841 -0.151506451
## negate 0.020197715 0.0265893101 -0.030795507 -0.161775369
## verb -0.068994360 -0.2557056293 0.035872076 -0.007479384
## adj 0.065694305 0.0776286682 -0.017619782 -0.101788153
## compare 0.242715044 -0.2389712217 -0.100224270 0.100141001
## interrog 0.138476076 0.0412899928 -0.068561917 0.062392218
## number -0.047217732 0.0693464429 0.103738715 0.168409166
## quant 0.290541202 0.0684140889 -0.185110448 -0.101960772
## affect -0.109030591 0.1241954751 0.058665789 -0.066957595
## posemo -0.182295442 0.1199602165 0.142164770 -0.012177645
## negemo 0.152763044 0.0526733519 -0.152713768 -0.090155671
## anx 0.044193106 -0.0055759179 -0.248468229 -0.042036593
## anger 0.228209420 0.0067145856 -0.147512406 -0.265571188
## sad 0.241614418 0.1971354050 0.273601379 -0.066469851
## social -0.028937544 -0.2248110213 -0.002769389 -0.166095719
## family -0.262599009 0.0561236306 -0.135940886 0.175701091
## friend 0.086715264 -0.1304929020 -0.364736590 -0.203116198
## female -0.103133196 0.0330208501 -0.136095118 -0.112875552
## male -0.065468649 -0.2222539610 0.010177260 0.289541114
## cogproc -0.080392329 -0.0434237542 0.031018544 -0.080045401
## insight 0.008890870 0.0288283584 0.241750400 0.047659677
## cause -0.009302779 0.1155555063 0.009436647 0.157560351
## discrep -0.053151139 -0.4297861429 0.038255945 -0.105390395
## tentat 0.109967597 -0.1918722251 0.077951655 -0.104085311
## certain -0.173212949 0.2111750595 -0.320190111 -0.004435772
## differ -0.169270160 -0.0102774233 -0.103212754 -0.262837628
## percept -0.338703993 0.0009706446 0.025349973 0.020423318
## see -0.484200830 -0.2384674981 0.190613106 -0.221120561
## hear 0.036274324 0.1107669304 -0.268411178 0.104500848
## feel -0.067324930 0.0480237395 0.097249122 0.096217634
## bio 0.130017685 0.2217494004 -0.015307987 0.233391174
## body 0.134333306 0.0747054285 0.032842452 0.245004066
## health -0.062146604 0.0332845838 -0.262544180 0.312726022
## sexual 0.299469688 -0.1405802119 0.094059838 0.027375380
## ingest 0.189885759 0.2880384733 0.050505286 -0.068507886
## drives -0.121576407 -0.0490932193 0.001104717 0.003681573
## affiliation -0.088767971 -0.0290248293 -0.019115834 -0.127655783
## achieve -0.131916443 -0.0808803859 0.154070998 0.115876699
## power -0.008421569 0.3043070729 0.143635196 0.037714920
## reward -0.129738167 -0.3603045145 -0.143429822 0.163664924
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## focuspast 0.149041109 -0.2492357175 -0.136325840 -0.018354555
## focuspresent -0.136073094 0.0252539315 0.143002907 0.033609290
## focusfuture 0.027489424 0.0771531900 -0.002187015 -0.189196394
## relativ -0.068423435 0.1247285106 0.007784703 -0.084893069
## motion 0.227763478 0.0084954771 0.403044194 0.133656226
## space 0.003035212 0.1263375394 -0.108360981 -0.234956726
## time -0.177319436 0.0442839030 -0.013227614 0.017409523
## work 0.177507990 -0.0514819043 -0.010761813 0.136472681
## leisure -0.222033973 -0.1990986553 -0.034057359 0.108056065
## Dim.17 Dim.18 Dim.19 Dim.20
## pronoun 0.111034694 -0.0940626521 0.125883397 -0.120687639
## ppron 0.124840510 -0.0218668421 0.052649836 -0.037840712
## i 0.008719417 0.0683194233 -0.021735803 -0.053277230
## we -0.132254873 -0.1133456605 0.057393693 -0.016506812
## you 0.055107845 -0.0264301705 0.151542424 0.122876209
## shehe 0.190013183 -0.1533940052 -0.049581141 -0.057821225
## they 0.299053970 0.1592974536 -0.099365366 -0.059865648
## ipron 0.016217514 -0.1304576912 0.140989060 -0.150734870
## article 0.013292596 -0.0035530559 0.120734365 0.242049682
## prep -0.026112280 0.0716091172 -0.204363853 -0.193130518
## auxverb -0.061853039 0.2645105426 0.008197801 0.147002497
## adverb 0.104712908 -0.0641916542 -0.384023400 -0.074650590
## conj 0.077631094 -0.2204534067 0.077677018 -0.164815174
## negate 0.008363909 -0.0447961524 -0.111600816 0.002090559
## verb 0.077691120 0.3262718361 0.016534873 0.068259002
## adj -0.183456067 -0.0027490298 0.079060930 -0.005406624
## compare 0.032659043 -0.0603477096 -0.152464927 -0.126568468
## interrog 0.001123104 0.0438893098 -0.010019763 0.340590829
## number -0.309306039 0.0671151492 -0.014765467 -0.052366159
## quant 0.140054409 0.0238917911 0.046493506 0.074956106
## affect 0.035453881 0.0003961866 0.071167164 0.030528608
## posemo 0.003656891 -0.0047676973 0.048491055 0.069394163
## negemo 0.106072316 -0.0026906202 0.050736473 -0.057547169
## anx -0.010362425 -0.1434947331 0.271328903 -0.288847939
## anger -0.159140613 0.1910143477 0.008145744 -0.028242587
## sad 0.127590681 -0.1990922573 0.033124564 0.134704011
## social 0.108716565 -0.0498251339 0.014858499 0.034452885
## family -0.033270599 0.0724705440 0.040222307 0.046806184
## friend -0.001491225 -0.0372383398 -0.174946584 0.179826916
## female -0.107532705 -0.0509310553 -0.218475525 -0.014228757
## male 0.245614248 -0.1851413719 0.082704952 -0.018712105
## cogproc 0.098515433 0.0148233835 0.016001301 0.087562521
## insight -0.000745088 0.2099705031 0.026438508 -0.165335885
## cause 0.192169053 -0.0076191970 -0.030017347 0.119154980
## discrep 0.078069991 0.0742899007 0.210151954 0.016542150
## tentat 0.133105828 -0.0092812512 0.001322918 0.152815987
## certain 0.203892210 0.0674434267 0.295092801 0.065632519
## differ -0.143094145 -0.2601339349 -0.194616708 0.121542339
## percept 0.083358108 -0.0305042320 -0.177016829 0.067633175
## see 0.037842100 -0.0512245396 -0.060015379 -0.133933372
## hear 0.100886713 0.1963689750 -0.222250366 -0.092802546
## feel -0.068401193 -0.1908949706 -0.053716909 0.248949144
## bio -0.001647775 0.0122136785 -0.009117519 0.042626626
## body -0.084655358 -0.1608440469 0.132878984 0.064863630
## health 0.013647167 0.0832437349 0.006184326 -0.058805333
## sexual -0.280536625 0.0952490019 -0.175460120 0.047306282
## ingest 0.112069719 0.2052985246 0.097203298 0.125514466
## drives -0.105038387 0.0919808022 -0.003997628 -0.026573614
## affiliation -0.135038511 -0.1267782457 -0.015301652 0.038871361
## achieve -0.261598756 0.3093839774 0.095527351 -0.141876751
## power 0.082730717 0.1118279708 -0.021203677 0.069313836
## reward 0.045166870 0.0937124145 -0.067741442 -0.081987600
## risk 0.135529141 0.0622166752 -0.040714865 -0.056665013
## focuspast 0.268498231 0.0631349173 -0.142898898 -0.021897789
## focuspresent -0.178151780 0.1547203363 0.079681514 0.035468154
## focusfuture 0.039549307 0.0795535696 0.045783741 0.042821968
## relativ 0.141166119 0.1280349099 0.017199945 0.032269136
## motion 0.382739632 0.0828866057 -0.177460868 -0.079152101
## space 0.127709586 0.1926209293 0.066272258 -0.052157016
## time -0.010025650 0.0093678744 0.020948449 0.090475879
## work -0.081236956 0.0422651705 -0.134923085 0.236370298
## leisure 0.181899314 0.0790522991 0.084027634 0.167793340
## Dim.21 Dim.22 Dim.23 Dim.24
## pronoun -0.126252172 0.030748938 -0.001175296 -0.040724016
## ppron -0.080789706 -0.010232603 0.022797343 0.008850833
## i -0.006694809 -0.077818694 -0.001517662 -0.009167700
## we 0.024311908 0.105711160 -0.103849948 0.070099591
## you -0.079291088 -0.109728820 0.060670275 -0.015609847
## shehe -0.079827133 0.089921332 0.114743858 0.058686589
## they -0.009083689 0.247002382 -0.027578775 -0.144618689
## ipron -0.102102513 0.063958862 -0.032437393 -0.083051824
## article -0.169841152 -0.002927253 -0.005338468 0.015413235
## prep 0.020239337 -0.000294054 0.073816550 0.009259250
## auxverb -0.011004578 0.023809705 -0.022531106 -0.016235113
## adverb -0.114946192 -0.227861116 -0.190699729 0.237145599
## conj -0.007588864 -0.121509950 0.033321429 0.102496521
## negate 0.106934379 0.105693909 0.073029815 -0.200633774
## verb 0.097060546 -0.044083719 -0.011763389 -0.024167608
## adj 0.111878136 0.152194582 -0.159505849 -0.060003247
## compare 0.010547824 0.110069611 -0.213624824 -0.016681940
## interrog -0.034376218 0.048797925 -0.153289681 0.032080651
## number 0.042412999 0.272893937 0.131686720 0.096270209
## quant -0.167279646 0.092882336 0.034359836 0.062547806
## affect 0.056703597 0.121418504 0.102428995 0.134226004
## posemo 0.024710291 0.089297729 0.174466742 0.145643503
## negemo 0.055356963 0.076106676 -0.107930632 0.005124701
## anx 0.043070035 -0.070534090 -0.146713771 0.007660128
## anger 0.103048435 0.088635872 -0.070000956 0.051075742
## sad 0.031731770 -0.003986516 -0.138007692 -0.074727135
## social -0.013302059 0.033499147 -0.021566858 -0.089530847
## family -0.138479131 0.015028011 -0.170752513 -0.188727384
## friend 0.247113807 -0.135760581 0.029791375 -0.114937036
## female -0.253348026 0.105245293 0.049036862 0.116660268
## male 0.026359663 0.050570776 0.062572297 -0.050628629
## cogproc 0.060806737 0.034390862 0.013042615 0.104842521
## insight 0.093848190 -0.099995051 -0.048895210 0.037992774
## cause 0.143935650 0.288479349 -0.132700244 0.035812506
## discrep -0.062596685 0.084877738 0.100845013 0.239510499
## tentat -0.188859973 0.036751897 -0.071421586 -0.073643812
## certain 0.177005485 -0.128487667 -0.008340346 0.240147949
## differ 0.069292612 0.017985242 0.300413370 -0.030437326
## percept 0.064216541 0.026821300 -0.058143361 0.041026094
## see -0.049996116 -0.023253449 -0.135981112 0.010787695
## hear 0.182456618 -0.020897437 0.109265399 -0.017641906
## feel -0.012844600 0.204584148 -0.088350443 0.077087881
## bio -0.028191683 -0.016176687 0.054531156 0.086498442
## body 0.330294816 -0.092624021 0.047914539 0.107029701
## health -0.286113943 0.048530035 0.003450906 -0.104467694
## sexual -0.058073748 -0.035008220 -0.274130706 0.277549898
## ingest -0.191551531 0.050303096 0.076574697 0.085756202
## drives 0.055813282 -0.003508050 -0.042640799 -0.012778988
## affiliation 0.097078846 0.092563853 -0.132453943 -0.002514904
## achieve 0.103313544 0.122274590 0.091392650 -0.047374210
## power -0.016712155 -0.185898575 0.011193259 -0.126652242
## reward -0.061394123 -0.091898095 0.034411695 0.096733935
## risk -0.055193371 0.085019077 0.041740336 0.035330891
## focuspast 0.101569123 0.105057803 0.031054314 0.135056015
## focuspresent -0.061696256 -0.061715497 -0.017256511 -0.117311768
## focusfuture -0.047447619 -0.175119452 -0.013843570 0.122165111
## relativ -0.001273304 0.084935937 -0.005443754 0.045041685
## motion 0.149260340 0.038546833 0.024295168 -0.006660918
## space -0.126652196 0.013891459 -0.025449954 0.029118284
## time 0.064892190 0.101784486 0.006634371 0.077517253
## work -0.103203072 -0.203560199 0.152894477 -0.066832328
## leisure 0.219480947 -0.103105378 -0.165947678 -0.091591140
## Dim.25 Dim.26 Dim.27 Dim.28
## pronoun 0.0029121053 0.0254621288 0.090085965 -0.038700690
## ppron -0.0102190910 -0.0319533325 -0.016508753 0.024662786
## i -0.0895133365 -0.0008352375 0.040620250 0.047760846
## we -0.0434554350 -0.0092639643 -0.017886466 -0.035257316
## you 0.0446044477 -0.0492520116 -0.167172817 -0.024284328
## shehe 0.0980362710 0.0164899447 -0.020686414 -0.003064962
## they 0.2277880911 -0.0144694257 0.233523066 0.003886247
## ipron 0.0213652427 0.0862520983 0.172630585 -0.099615386
## article -0.1561286134 -0.0719829420 -0.017860333 0.162950418
## prep -0.0487200064 -0.0576700424 0.097964567 -0.102878869
## auxverb 0.0831273240 0.1471174939 -0.069811487 0.041405265
## adverb -0.0491709387 0.0288877949 -0.161374274 -0.028658380
## conj 0.0500289093 0.0167630040 0.052932586 0.078887132
## negate -0.1344858118 -0.0668259656 -0.215714242 -0.140581673
## verb -0.0676126691 -0.0057690925 -0.004654314 -0.065682900
## adj 0.1733746908 0.0403110113 -0.178823694 0.100550404
## compare 0.0788168168 -0.0961942237 0.049907812 -0.037615134
## interrog -0.0233160727 -0.0006887323 0.015031134 -0.078879574
## number 0.0372371818 -0.0331142322 -0.089924274 -0.070025388
## quant 0.0622470502 0.0303834245 -0.199841311 0.025672379
## affect -0.0556790979 -0.0277995859 -0.017906718 -0.106618456
## posemo -0.0248225437 -0.0447669647 0.005835106 -0.095750305
## negemo -0.0923369336 0.0626249173 -0.012513810 -0.062577302
## anx -0.0783814339 -0.0627504086 -0.069975015 -0.164659322
## anger 0.0860402758 0.0875428071 -0.064832709 -0.137063686
## sad -0.0242069393 0.1871222268 -0.045299260 0.240871408
## social 0.0389142935 -0.0613977922 -0.028352009 -0.015439980
## family -0.1285076017 0.3040592851 0.045174194 -0.053815565
## friend 0.0283091075 -0.1300113056 0.105187040 0.186759948
## female -0.0614149650 -0.0566713883 0.054346891 0.002476025
## male 0.1096854171 0.0867621170 -0.044465049 -0.014112661
## cogproc -0.0511251635 -0.0216544023 0.038652124 -0.035257701
## insight -0.0012035001 -0.2024999342 0.030136676 0.095609111
## cause 0.0898458244 -0.1411611370 -0.000983682 0.016697059
## discrep 0.1886803401 0.1227274031 0.111109335 0.019379577
## tentat -0.1199852729 0.1732358028 -0.018863764 -0.091957182
## certain -0.1197275863 0.0509612486 0.047692175 -0.034407918
## differ -0.1153931306 0.0612010000 0.005851550 0.006724332
## percept 0.0815615877 0.0460464698 -0.049808837 0.026706384
## see 0.1164480443 0.0174373336 -0.158665755 -0.073700620
## hear 0.0440493379 0.1992026179 -0.025833120 0.057664367
## feel -0.0473362436 -0.0866168085 0.182417605 -0.013830522
## bio 0.0507137855 -0.0730599227 -0.067915003 0.008180091
## body 0.1057779976 0.0803383317 -0.047748230 -0.006087444
## health 0.0178777538 -0.2054554262 -0.127027658 0.066826207
## sexual 0.0238575596 0.0621140990 0.086273137 -0.002797615
## ingest -0.0190779215 -0.0764838027 -0.073999727 0.061583172
## drives 0.0003668356 0.0290622136 0.015653005 -0.005949907
## affiliation -0.0830854994 -0.0184402746 0.013234476 -0.009336280
## achieve -0.1350573946 0.0927556701 -0.023991549 0.122740973
## power 0.2636776207 -0.0088922690 -0.015040225 -0.083171171
## reward 0.0559404018 0.0433070452 0.065646012 0.115524616
## risk -0.1857445436 -0.0025553920 -0.011732350 0.017016664
## focuspast -0.0071789405 0.0311834937 -0.145140522 0.023593763
## focuspresent -0.0447882417 -0.0691595817 0.076330354 -0.009227730
## focusfuture 0.0161472111 -0.0630527106 0.071431026 -0.043807280
## relativ -0.0500436607 0.0040453336 0.003040785 -0.051692055
## motion -0.2332830709 0.0620513817 0.042419769 -0.050995311
## space -0.0149444782 -0.0310555826 -0.001026901 0.035643388
## time 0.0329534946 0.0071308223 0.006060045 -0.068698157
## work 0.1406587104 0.0438556245 0.046925739 -0.288123949
## leisure -0.0484156199 -0.1887782269 -0.011210447 -0.112465874
## Dim.29 Dim.30 Dim.31 Dim.32
## pronoun -0.029086882 -0.001730781 0.1105946597 1.753057e-02
## ppron -0.030281752 -0.061167946 0.0606416477 4.184676e-05
## i 0.015219738 0.011623313 0.0136620123 -2.968189e-02
## we -0.009912722 -0.030623524 0.0129806660 3.603676e-02
## you -0.023895226 -0.055996258 0.0903099581 4.372108e-02
## shehe -0.069219926 -0.029734136 -0.0215007815 1.372113e-02
## they 0.006513732 -0.055428106 -0.0410317158 -7.071327e-02
## ipron -0.009031926 0.082330649 0.1034899002 2.790793e-02
## article 0.138549496 -0.016267424 0.0376229464 -1.741881e-02
## prep -0.194323359 -0.010071865 0.0310651275 8.534363e-03
## auxverb -0.002673140 -0.060123136 0.0353959396 4.261256e-02
## adverb 0.088630014 -0.015808424 0.0961167062 -7.928124e-02
## conj 0.040076041 -0.067046347 0.0634066893 5.086774e-02
## negate -0.004861834 0.033186138 0.0523691192 -1.366353e-01
## verb -0.006218742 -0.008503192 0.0413079810 1.999715e-02
## adj 0.091024287 -0.116554373 -0.0597239975 1.770216e-01
## compare 0.009838293 -0.017377979 0.0611579008 5.521491e-02
## interrog 0.010990178 -0.040131784 -0.1089687321 -1.434404e-01
## number -0.018015868 -0.004057541 0.0051178528 -1.282924e-01
## quant -0.060841730 0.133670817 0.0481905736 -7.623339e-02
## affect 0.045450744 0.050945150 -0.0310752720 4.207034e-02
## posemo 0.046640750 0.055790356 -0.0409447309 2.728934e-02
## negemo 0.034305805 0.030242022 0.0283385130 1.563159e-02
## anx -0.002595830 -0.127607351 -0.2558854285 -7.133389e-02
## anger 0.068887471 0.069242157 0.0585681589 1.064710e-02
## sad -0.204923916 0.088016586 -0.0349224457 7.638404e-03
## social -0.020510641 -0.073102484 -0.0385634733 -4.270089e-02
## family -0.045395103 -0.008345998 -0.0248952848 -4.150689e-02
## friend 0.120122542 0.175266690 -0.0295477470 -6.305552e-02
## female -0.106569585 0.082984499 -0.1099976781 8.035318e-02
## male 0.003304197 -0.073771206 -0.0038172675 -4.628881e-02
## cogproc -0.064340403 -0.077239486 0.0088584765 -1.830467e-02
## insight -0.067761158 -0.125288366 0.0109689615 -7.592528e-02
## cause -0.142624865 0.126045588 0.0390060159 6.499234e-02
## discrep 0.209184526 0.070612574 -0.0718933284 -5.573339e-03
## tentat -0.003106557 -0.047354352 -0.0316826050 -4.200898e-02
## certain -0.110071978 0.022722883 -0.0293758471 2.514661e-02
## differ -0.043691786 -0.208912746 -0.0058583612 7.463287e-02
## percept -0.028386797 0.025383702 -0.0697945471 1.173417e-02
## see -0.063046818 0.225814596 -0.0284588941 5.903514e-02
## hear -0.017301755 -0.084207250 -0.0740779923 1.125555e-01
## feel 0.019280945 -0.091016505 0.0044078415 -1.011677e-01
## bio 0.013285539 0.051340174 -0.0029037356 -2.189523e-02
## body -0.016104677 0.067759982 0.0840157581 -7.583479e-02
## health 0.083146016 0.021684395 -0.1106588236 3.343672e-02
## sexual 0.017859993 -0.099271080 0.0006395364 5.400377e-02
## ingest -0.118802214 -0.094549801 -0.1059946782 1.236894e-01
## drives -0.001195824 -0.020016360 0.0364488683 -4.329493e-02
## affiliation 0.030858349 0.014658543 -0.0134355585 -1.581340e-02
## achieve -0.077413817 0.065980815 -0.0324294272 -8.654386e-02
## power 0.129518144 -0.132393595 0.0027295884 -7.705401e-02
## reward -0.181039130 -0.027171372 0.0225386277 -9.656089e-02
## risk 0.149101145 0.025933615 0.2086007370 1.178869e-01
## focuspast -0.036448275 -0.102226861 -0.0500015891 -7.772681e-02
## focuspresent -0.016731148 0.046651192 -0.0008856056 9.918425e-02
## focusfuture -0.055978968 0.120511871 -0.1227010433 -4.395936e-02
## relativ 0.011149835 -0.053405948 0.1200339568 -2.012317e-02
## motion 0.203234414 0.074963190 -0.1612392425 6.430384e-02
## space -0.012126534 -0.015602533 0.1527143577 -1.137804e-01
## time -0.032207601 -0.086241624 0.1063642031 5.165044e-02
## work -0.079603415 0.077763136 -0.0131906181 6.013954e-02
## leisure -0.099037266 -0.048743048 0.0466084943 1.381113e-01
## Dim.33 Dim.34 Dim.35 Dim.36
## pronoun -0.0166301348 -0.026441062 -0.0047282885 0.019424230
## ppron 0.0501178944 0.008289196 -0.0246637775 0.054907775
## i 0.0352743723 0.026746120 0.0302435452 0.044910830
## we 0.0891961798 0.018790726 0.0082497519 0.008918954
## you -0.0455105369 -0.119875025 -0.0860980908 -0.050879532
## shehe -0.0421952841 0.077629497 -0.0240384280 0.065125564
## they 0.0250265346 0.021916459 -0.0122339554 -0.007204459
## ipron -0.0934779476 -0.055541639 0.0245159287 -0.039611612
## article 0.0239671314 -0.076228101 -0.0286850028 0.075163198
## prep 0.1714908254 -0.021482959 0.1025408939 0.063783604
## auxverb 0.0810019093 0.060755375 -0.0593612005 0.106981029
## adverb 0.0275838269 0.025022906 0.0471143526 -0.024414718
## conj -0.1113762392 -0.086239033 -0.0522727171 0.185445923
## negate -0.0536688042 -0.128656361 0.0064066103 0.034936513
## verb 0.0522713645 0.039668860 -0.0194219981 0.092717404
## adj -0.0802430225 0.057528253 -0.0306508650 -0.066820958
## compare 0.0030303151 -0.110888884 -0.0012239938 0.113027263
## interrog -0.0389830835 0.065935969 0.1548583605 0.105033741
## number -0.0668935478 -0.159102554 0.0729587309 -0.052065778
## quant -0.1043290080 0.118489065 0.0957963469 0.088536411
## affect 0.0454203309 -0.040164056 0.0188781707 -0.003690187
## posemo 0.0778360155 -0.051041890 0.0002182911 0.016811553
## negemo -0.0545279630 0.006438041 0.0402021601 -0.048338734
## anx 0.0220666807 0.030264855 -0.0087696008 0.022202309
## anger -0.0540986763 -0.011890196 -0.0761700252 0.024295787
## sad 0.0134348699 -0.095212728 0.1079914065 -0.001205832
## social -0.0328184203 -0.017322615 -0.0065311901 -0.051193185
## family -0.0318623946 -0.003946720 -0.0416067827 -0.033058110
## friend 0.0422264360 -0.037733972 0.0154875663 -0.067318314
## female -0.1725156336 0.008235058 -0.0144064976 0.009314952
## male 0.0701094895 0.105816786 -0.0007691397 0.022766948
## cogproc -0.0584206037 0.023028325 -0.0199824955 -0.068352301
## insight -0.0953436963 0.087963263 0.0452464467 -0.085389642
## cause 0.0599707391 -0.008765202 -0.1277032659 -0.019974911
## discrep -0.0488311799 -0.027491371 0.1621339174 -0.022748983
## tentat 0.0427306495 -0.060735539 -0.0565862464 -0.106119425
## certain 0.0680403170 -0.128424867 -0.0071329462 0.020469632
## differ -0.0499321417 0.057954203 0.0180503006 0.014496306
## percept -0.0194528453 -0.050278832 -0.0136900757 0.045677355
## see 0.0207470677 -0.007668223 0.0285722438 0.029940106
## hear -0.0392507705 -0.055727133 0.0487341762 0.020437547
## feel -0.0643000815 -0.005411333 -0.0888131606 0.085097180
## bio -0.0004058147 0.051678803 -0.0179313501 -0.016305854
## body -0.0377979907 0.059780063 -0.0376695975 0.003347593
## health 0.0646261687 -0.050032498 0.0049721435 -0.022138844
## sexual 0.0191122462 -0.048887616 -0.0247053102 -0.011727539
## ingest 0.0035960816 -0.047520123 0.0315861119 -0.009915447
## drives -0.0401148249 -0.028234544 0.0045972113 0.013763000
## affiliation -0.0099950254 0.022971258 0.0193150513 -0.005620614
## achieve -0.0561574736 0.015274052 -0.0679051380 0.098962064
## power -0.0288244852 -0.163258585 -0.0030459420 0.059823909
## reward -0.1052980438 -0.105913905 -0.0150255260 -0.085241916
## risk -0.0528005604 0.031490050 -0.0215591733 -0.019551659
## focuspast 0.0126042786 -0.032916620 -0.0859941428 0.002102145
## focuspresent -0.0035518818 -0.014181574 0.0608583114 0.061147977
## focusfuture -0.0647157165 0.047146092 -0.1737528055 -0.022335343
## relativ 0.0147621833 0.038039505 0.0476728295 -0.064650601
## motion -0.0935170052 -0.009805476 -0.0257740528 0.002121599
## space -0.0456232519 0.063091542 -0.0155539840 -0.001960966
## time 0.0877477633 -0.005328619 0.0680362611 -0.083252297
## work -0.0338276478 0.044154794 -0.0375104314 -0.015841171
## leisure -0.1897573208 0.004620675 0.1150767276 0.026888441
## Dim.37 Dim.38 Dim.39 Dim.40
## pronoun 0.013705404 0.0749109939 -3.471863e-03 -0.0193956193
## ppron -0.034531024 0.0460508116 -2.795662e-02 -0.0041195679
## i -0.032083973 0.0705659394 1.123172e-02 0.0308329604
## we -0.021744810 -0.0418254290 7.054398e-03 0.0007011252
## you 0.007379278 -0.0240173538 -3.000400e-02 -0.0621563206
## shehe 0.005548546 -0.0009804645 -5.858932e-03 -0.0100779674
## they 0.039243101 -0.0130986509 -1.072044e-01 -0.0033063665
## ipron 0.068828091 0.0641589380 3.067917e-02 -0.0260778427
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## auxverb 0.083236418 0.0268738961 -3.715605e-02 -0.0675553623
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## conj -0.106447334 -0.0223225024 1.024527e-01 0.0239180394
## negate -0.024281638 -0.0997593401 1.043107e-02 0.0643240083
## verb 0.010276657 0.0375123968 -2.154155e-02 0.0232414777
## adj -0.001170993 0.0145897773 -2.962847e-02 0.0303830628
## compare -0.022307403 -0.0102613122 -1.475648e-02 -0.0842270836
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## quant -0.047879307 0.0233097139 -5.197254e-03 0.0313141280
## affect -0.029877506 -0.0297268491 3.113353e-02 0.0211041099
## posemo 0.004714834 -0.0414827447 6.007972e-02 0.0255255687
## negemo -0.046906081 0.0328898526 -5.136402e-02 -0.0250451654
## anx 0.064722936 0.0401955327 1.233097e-02 0.0176670844
## anger 0.090621250 -0.1276768382 1.096052e-01 -0.0311478861
## sad 0.090223481 0.0003644334 6.435867e-02 -0.0521791185
## social 0.057692772 0.0065955930 -1.349058e-02 -0.0114750181
## family -0.053281185 -0.1071806115 5.646559e-03 -0.0270931935
## friend -0.064595465 0.0571869881 1.563733e-02 -0.0488357098
## female 0.090595392 -0.0207436442 -1.017148e-01 0.0386525163
## male -0.037959713 -0.0107179583 5.917467e-02 -0.0082536967
## cogproc -0.016542956 0.0417879677 2.768328e-02 0.0078229002
## insight -0.007277311 -0.1401655241 4.220957e-02 -0.0761551314
## cause 0.045377350 0.0147522934 7.150190e-02 0.1068447534
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## tentat -0.060347730 0.0593522243 2.034721e-02 0.0430438986
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## differ 0.038575486 0.0657105394 2.098766e-02 0.0080477336
## percept -0.032736486 -0.0017756254 4.007203e-02 -0.0405656480
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## sexual -0.037530554 0.0827027330 7.796784e-03 0.0816812075
## ingest -0.056532026 -0.0703593484 -3.440229e-02 -0.0494327610
## drives -0.016280185 0.0261727219 6.918714e-03 0.0141046936
## affiliation 0.018885292 0.0012275019 3.057077e-02 -0.0277752087
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## reward -0.022031869 -0.0633981275 -1.273246e-06 0.1069038240
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## focuspresent -0.002112472 -0.0318033608 -3.802137e-03 0.0764782872
## focusfuture -0.081584873 0.0126021347 3.485371e-02 -0.0360104138
## relativ 0.004193129 0.0361938902 8.398889e-02 0.0274111131
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## work 0.040087214 0.0172360198 5.822931e-02 -0.0615018628
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## Dim.41 Dim.42 Dim.43 Dim.44
## pronoun -0.0129269949 -0.0050398024 0.040222489 2.360006e-02
## ppron 0.0157214860 0.0214249596 0.072445931 6.158711e-03
## i -0.0245170164 0.0643701745 0.062911264 1.137733e-02
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## you 0.0468865057 -0.0348802018 -0.027366500 -1.781808e-02
## shehe -0.0217400199 -0.0080837645 -0.015492765 3.937883e-03
## they 0.0797949638 -0.0504901235 0.030819849 -9.485210e-03
## ipron -0.0434968178 -0.0386741601 -0.029662593 3.086622e-02
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## adverb -0.0454363482 0.0266540333 0.008848703 -3.990494e-02
## conj 0.0855338799 0.0649421733 -0.030917085 1.863982e-02
## negate 0.0127494970 -0.0589272591 -0.044223964 -4.673835e-02
## verb 0.0398566294 0.0097360819 -0.018286161 1.010424e-02
## adj 0.0485413399 0.0657327602 0.034466875 -1.553660e-02
## compare -0.0715675401 -0.0116125214 0.047096529 6.362047e-02
## interrog -0.0121672582 0.0370858442 0.051448536 4.186667e-02
## number 0.0886932705 0.0705200838 0.007671866 3.674131e-02
## quant 0.0221594753 -0.0938170780 0.013171314 -1.843386e-02
## affect 0.0082565093 -0.0047205730 -0.008590591 6.388716e-02
## posemo 0.0043380763 -0.0264069306 -0.024898710 8.262711e-02
## negemo 0.0181682862 0.0293617525 0.036041618 -1.176825e-03
## anx -0.0356079970 -0.0161925548 -0.031663271 2.542645e-02
## anger -0.0374560990 0.0472445845 0.088351738 -2.955202e-02
## sad 0.0269647000 -0.0392062607 -0.005444497 1.885653e-02
## social -0.0004178083 -0.0037231937 0.012882803 -2.572391e-02
## family 0.0720935498 -0.0087241903 -0.023197065 5.296092e-02
## friend -0.0176297578 0.0125360983 -0.045747365 2.507006e-02
## female -0.0417319010 0.0174369544 -0.033088751 2.749368e-02
## male 0.0128227139 0.0122438207 -0.006289595 -2.231365e-02
## cogproc -0.0112368479 0.0207092375 0.028385483 2.813025e-05
## insight 0.0320955341 -0.0163720656 -0.004688066 9.204655e-02
## cause -0.0353980059 0.0280561110 -0.010274305 1.579849e-02
## discrep -0.0248032075 0.0062659491 -0.052478277 -3.363253e-02
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## certain 0.0515933089 0.0002209438 0.047973244 -7.075008e-02
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## percept -0.0018542512 0.0309322776 -0.053383961 -2.506787e-04
## see 0.0203984588 -0.0030068010 0.037143177 3.430389e-02
## hear -0.0248594601 -0.0076730455 0.045244710 2.519386e-02
## feel -0.0024599705 0.0228859610 -0.012507203 -9.556562e-02
## bio 0.0258435330 0.0383231341 0.042299544 3.455760e-03
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## sexual 0.0713215309 -0.1263475736 -0.059995585 -8.171961e-03
## ingest -0.0802250321 0.0408752909 -0.041880591 -1.427015e-02
## drives -0.0036330043 -0.0247810439 0.019178269 -4.889933e-03
## affiliation 0.0471073184 0.0228543480 -0.004800978 1.510733e-02
## achieve -0.0993069649 -0.0497279775 0.010156937 -3.296303e-02
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## focuspast -0.0028397011 -0.0184336418 -0.033997996 3.456078e-02
## focuspresent 0.0016471638 0.0277500309 -0.020034729 -4.024809e-02
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## relativ 0.0027321067 -0.0418744482 0.001959141 -6.277739e-03
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## work 0.0673319984 0.0118369901 0.036745517 6.297525e-03
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## Dim.45 Dim.46 Dim.47 Dim.48
## pronoun 0.002127499 -3.206110e-04 -0.0006606578 -0.0173093355
## ppron 0.007016736 3.422223e-03 0.0359259847 -0.0054421966
## i 0.023968951 -1.004954e-02 0.0185867232 -0.0237983491
## we -0.017453142 3.415176e-02 0.0277245601 0.0369690984
## you -0.012606696 -2.098278e-02 0.0024555753 0.0066657672
## shehe -0.014081046 2.314601e-02 -0.0060946281 -0.0003826831
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## ipron -0.004511741 -7.040083e-03 -0.0490819242 -0.0206157728
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## adverb 0.019233229 1.294685e-02 0.0075144744 -0.0222469277
## conj 0.004551507 -2.310237e-02 -0.0551253775 0.0172261890
## negate 0.036633260 4.652408e-02 -0.0098657590 -0.0089887964
## verb 0.038788001 3.335847e-02 -0.0477345920 -0.0006659178
## adj 0.008050861 3.938629e-02 -0.0390126990 -0.0377915045
## compare 0.075164447 2.539662e-02 0.0446046860 0.0210958262
## interrog -0.026768476 3.027278e-02 -0.0296827588 -0.0012186388
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## affect -0.008067064 2.590388e-02 -0.0032214612 0.0055314683
## posemo -0.009557334 3.498044e-02 -0.0082539777 -0.0039862894
## negemo -0.004015291 1.042726e-02 0.0026187436 0.0583385016
## anx 0.033612398 -3.805601e-02 0.0069406253 -0.0118108659
## anger -0.047054372 -3.530244e-02 0.0160698532 0.0003126679
## sad -0.017067604 4.030826e-02 -0.0075494408 -0.0076742114
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## family 0.038657665 -2.547996e-02 0.0358647370 -0.0237623878
## friend 0.028964415 -4.039227e-02 -0.0022201422 0.0007478902
## female -0.009357104 2.916636e-03 -0.0240205164 0.0301936495
## male 0.016664103 -1.219867e-02 0.0269326707 -0.0093186676
## cogproc 0.014594578 -4.187827e-03 0.0171739332 0.0383814442
## insight -0.002342682 -4.201483e-02 -0.0234840576 0.0003477866
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## discrep 0.018785084 1.147542e-02 0.0187531974 -0.0246978328
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## percept 0.015892714 -1.743104e-02 0.0049540702 0.0175354375
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## bio 0.011892510 -1.967550e-03 -0.0592103456 -0.0179979377
## body 0.021786916 4.657490e-03 0.0257901839 0.0079313896
## health -0.048262670 1.045808e-02 0.0137832097 0.0205662980
## sexual 0.025177689 -1.085719e-02 0.0034475912 -0.0048070437
## ingest 0.082650269 -2.504402e-02 0.0231398556 -0.0071703465
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## focuspresent 0.047365822 -2.779707e-02 0.0144217514 -0.0301621166
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## relativ 0.026594879 -1.031173e-02 -0.0172550714 0.0168455255
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## Dim.49 Dim.50 Dim.51 Dim.52
## pronoun 0.0299169776 0.0140931520 0.0035646008 5.251595e-03
## ppron 0.0268663775 0.0126748791 0.0079269954 3.256721e-03
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## you 0.0080758161 0.0270248688 0.0118051337 -4.831014e-03
## shehe 0.0062329246 0.0098287438 0.0285083998 -6.694415e-03
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## ipron 0.0153527162 0.0032627509 -0.0034539603 5.876800e-03
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## conj 0.0009786621 -0.0050145637 -0.0018042165 2.233696e-03
## negate 0.0084730368 0.0289375703 -0.0041383457 1.405894e-02
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## adj 0.0292076223 0.0179602020 0.0014356666 4.126105e-03
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## anx -0.0021894170 0.0074421322 0.0190796881 -1.024212e-02
## anger -0.0006645311 -0.0257335384 0.0113661025 -1.463760e-02
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## male 0.0082057792 0.0121451290 -0.0231874754 6.723981e-03
## cogproc -0.0060774970 0.0066095273 0.0027945005 -3.552022e-02
## insight 0.0035348634 0.0019385221 -0.0019094624 1.496581e-02
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## discrep -0.0006923167 0.0155224848 -0.0028688109 4.908110e-03
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## feel -0.0131528454 0.0103103422 0.0115828361 7.618650e-03
## bio -0.0408847146 0.0344725991 -0.0253097013 -2.588550e-02
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## sexual -0.0021919451 0.0017803319 -0.0007782349 9.439225e-03
## ingest 0.0040463329 0.0088876877 0.0126801742 1.001598e-02
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## Dim.53 Dim.54 Dim.55 Dim.56
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## i 2.396391e-03 -0.0096243071 -0.0046743414 5.055780e-03
## we 2.111620e-03 -0.0032991985 -0.0115618790 -1.215138e-02
## you -6.348312e-03 0.0068209986 0.0034058701 9.772195e-03
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## prep 1.573659e-02 -0.0085017299 -0.0049429577 -5.629954e-03
## auxverb -2.199800e-02 -0.0190717578 0.0034640592 -3.356586e-03
## adverb 1.256002e-02 -0.0001998094 0.0009114491 -1.653516e-03
## conj 6.612036e-03 -0.0071857560 -0.0030198342 -2.778202e-03
## negate -1.410938e-02 -0.0058604334 -0.0030950957 1.789467e-03
## verb 3.584579e-02 0.0182746869 -0.0092952205 6.171205e-03
## adj 4.145577e-03 -0.0050136106 -0.0055729746 -2.197487e-03
## compare -1.263253e-02 0.0042993373 0.0026481550 6.188766e-03
## interrog -1.262531e-02 -0.0019353040 -0.0015255532 2.002935e-03
## number 4.849092e-03 -0.0011880574 -0.0029182502 -1.636630e-03
## quant 1.065520e-02 0.0022009652 -0.0051664055 -3.468608e-03
## affect 1.133438e-02 0.0040677892 -0.0022681068 -9.294186e-03
## posemo -8.292966e-03 -0.0076433231 0.0052568188 8.729366e-03
## negemo 3.081730e-02 0.0145043698 0.0177159263 4.626079e-03
## anx -1.432967e-02 -0.0035798480 -0.0052024979 -1.661644e-03
## anger -2.799942e-03 0.0038986623 -0.0032570884 4.954355e-05
## sad -5.529652e-03 -0.0010055995 -0.0015901132 2.465277e-03
## social 1.791991e-02 -0.0178795973 -0.0056747052 -1.166628e-02
## family 1.373206e-02 0.0022634354 -0.0010200276 -8.867002e-03
## friend 1.763894e-04 -0.0058272513 -0.0018709749 -7.122517e-03
## female -6.088524e-04 -0.0070467363 -0.0072921679 1.553681e-02
## male 2.373409e-04 -0.0111011928 -0.0118231462 2.281008e-02
## cogproc 1.327754e-04 -0.0286709653 -0.0025618116 -1.187393e-02
## insight -3.322521e-04 0.0042635407 0.0021709925 1.840519e-03
## cause 7.258804e-03 0.0054568656 -0.0010536794 -1.705963e-04
## discrep 2.448084e-03 0.0035903295 -0.0003047161 -1.601996e-05
## tentat -5.562898e-03 0.0059008398 0.0017855846 2.549620e-03
## certain -1.304092e-02 0.0059659509 -0.0005634016 3.068534e-03
## differ 5.630338e-03 0.0151716041 0.0005539770 1.754825e-03
## percept 4.521944e-03 0.0125742131 -0.0242289397 1.188990e-03
## see -4.263011e-03 -0.0127397426 0.0123202759 -3.732385e-03
## hear -3.581168e-03 -0.0079046865 0.0124897093 2.626831e-03
## feel 9.604414e-03 -0.0088373881 0.0131993235 -1.389673e-03
## bio -2.680585e-02 0.0096878902 -0.0049086987 -1.053001e-03
## body 1.487812e-02 -0.0109590061 0.0053701344 -6.693265e-04
## health 1.415059e-02 -0.0045254066 0.0046417119 1.204118e-03
## sexual -2.833688e-03 -0.0013967781 -0.0028855304 -7.093318e-04
## ingest 1.330303e-02 -0.0065316666 -0.0008713510 -1.597877e-03
## drives 1.107796e-02 -0.0154165587 0.0130955126 2.318278e-02
## affiliation -1.933615e-02 0.0196982369 0.0009294023 2.162480e-03
## achieve 1.472297e-03 0.0002702535 -0.0076964393 -5.559551e-03
## power 7.642134e-03 0.0070896039 -0.0053075177 -7.626997e-03
## reward -1.545883e-02 0.0034150859 -0.0071535199 -4.635936e-03
## risk -1.889299e-02 -0.0076430377 -0.0135162790 -2.614415e-03
## focuspast 2.315543e-03 0.0016008051 0.0167651036 -1.069723e-03
## focuspresent -1.469669e-02 0.0085106028 0.0198871726 -3.615684e-03
## focusfuture 9.653293e-03 0.0006141690 -0.0010644405 2.920913e-03
## relativ -1.100068e-02 -0.0134503969 0.0124069592 -4.429293e-03
## motion -5.805102e-03 -0.0034625271 -0.0051094996 -2.791918e-03
## space -1.167701e-02 0.0090991190 -0.0004446617 3.630489e-03
## time 9.749795e-04 0.0060504259 -0.0107226783 2.940028e-03
## work -6.884917e-03 -0.0057548022 -0.0029800099 -2.669153e-03
## leisure -2.955718e-05 -0.0019432141 -0.0029205618 -1.411775e-03
## Dim.57 Dim.58 Dim.59 Dim.60
## pronoun -0.0005889428 -1.549391e-04 -7.153523e-05 -7.304169e-04
## ppron -0.0030355698 -1.190270e-03 -5.190848e-04 3.134662e-04
## i -0.0016804531 -3.920185e-03 -3.840243e-04 2.192756e-04
## we -0.0039498285 1.403682e-02 5.278438e-04 -1.087173e-03
## you 0.0062491587 9.802139e-05 1.946817e-04 8.428805e-04
## shehe -0.0070134823 -8.727434e-03 -7.778702e-04 -6.156949e-04
## they 0.0015328093 4.525543e-04 3.031535e-05 3.240699e-04
## ipron 0.0003792734 -1.164060e-03 6.972884e-05 4.505017e-04
## article 0.0005636594 -2.554278e-03 -2.127488e-04 1.335208e-04
## prep 0.0030118155 -3.132626e-03 -1.091628e-03 -1.765202e-04
## auxverb -0.0052298882 -3.587759e-03 1.188380e-03 -3.703884e-04
## adverb 0.0008478710 1.288702e-03 9.033544e-05 -2.227594e-04
## conj -0.0008834638 9.510607e-04 -1.518437e-04 -2.446221e-04
## negate -0.0055496298 -3.445707e-03 3.799772e-04 -3.335544e-04
## verb 0.0059486381 4.973657e-03 -1.904681e-03 5.128909e-04
## adj -0.0020976698 -8.290752e-04 -8.753264e-04 -4.137285e-04
## compare -0.0026787001 -2.568099e-04 -1.111513e-05 6.227474e-04
## interrog -0.0017409395 -9.195743e-04 2.139671e-04 1.321509e-04
## number -0.0003750205 2.023439e-03 -3.602714e-04 -1.187124e-04
## quant 0.0008345005 1.027379e-03 -5.966434e-04 -5.101957e-04
## affect -0.0014422123 -5.488713e-04 8.380012e-03 5.526325e-03
## posemo 0.0024911867 -6.340191e-04 -7.582780e-03 -4.498491e-03
## negemo 0.0011720921 -2.150217e-03 -3.217624e-03 -1.610665e-03
## anx 0.0010265408 8.790200e-04 -1.161854e-04 -3.999966e-04
## anger 0.0014830933 1.153718e-03 -5.145689e-04 1.056184e-04
## sad 0.0032707862 2.369835e-03 5.249955e-04 2.065828e-04
## social -0.0068842218 -8.546035e-04 -2.825008e-06 -1.287630e-03
## family 0.0004102831 -4.151423e-04 -6.936840e-04 -3.698769e-04
## friend -0.0003751627 3.119195e-03 1.990580e-04 -6.271292e-04
## female 0.0042109530 5.374959e-03 6.978109e-04 7.589153e-04
## male 0.0088668327 5.360046e-03 3.645069e-04 1.132104e-03
## cogproc 0.0172052331 -8.962306e-03 -5.376041e-04 5.165635e-04
## insight -0.0073234950 5.179812e-03 3.405668e-04 -4.111504e-04
## cause -0.0048497976 1.907397e-03 -5.775236e-04 -4.708922e-04
## discrep -0.0030339887 8.490736e-04 -1.851767e-04 -1.498369e-04
## tentat -0.0071565873 5.108014e-03 4.186816e-04 -3.854690e-04
## certain -0.0067732566 2.618873e-03 3.238064e-04 -3.617705e-04
## differ -0.0051263705 4.274894e-03 -2.647397e-04 -3.229170e-04
## percept -0.0083233190 -8.503263e-03 -3.575482e-03 1.105377e-03
## see 0.0040024887 5.478658e-03 1.718590e-03 -9.348885e-04
## hear 0.0054021174 3.886508e-03 1.710679e-03 -2.988998e-04
## feel 0.0032431507 6.712535e-03 2.055538e-03 -9.906430e-04
## bio -0.0030039195 2.709219e-03 -3.110956e-04 1.772382e-04
## body 0.0015468805 -5.911056e-04 7.454800e-04 -1.775484e-04
## health 0.0020693620 -1.030452e-03 8.390428e-04 -1.677534e-04
## sexual -0.0011109991 -1.503484e-03 -1.416483e-04 -2.229508e-04
## ingest 0.0013460006 -2.380609e-03 -7.289729e-04 -3.017306e-04
## drives -0.0155050048 -8.922152e-03 2.228050e-03 7.098333e-04
## affiliation 0.0192927425 -8.040598e-03 -2.463689e-03 1.360706e-03
## achieve 0.0030614043 2.405271e-03 -5.477113e-04 -3.257804e-04
## power 0.0083286157 4.232201e-03 -1.191648e-03 -8.625871e-05
## reward 0.0015190562 6.399580e-04 -1.022942e-03 -1.541130e-04
## risk 0.0021675352 1.941472e-03 -1.160964e-03 -1.578753e-04
## focuspast 0.0068290636 2.746941e-03 1.525609e-03 4.617460e-04
## focuspresent 0.0057518262 2.335801e-03 1.661826e-03 7.156377e-05
## focusfuture 0.0008944817 -3.036185e-03 -7.435139e-04 5.382939e-04
## relativ -0.0048446892 5.499739e-03 -8.172902e-03 4.409861e-03
## motion -0.0018081295 -8.941923e-04 2.514951e-03 -1.437012e-03
## space 0.0020702062 2.242613e-04 6.097275e-03 -2.619958e-03
## time 0.0050398267 -6.648547e-03 6.363148e-03 -3.287189e-03
## work -0.0022536552 1.610300e-03 7.939368e-04 -3.877219e-04
## leisure -0.0010385805 9.865298e-04 -3.161441e-05 -2.591754e-04
## Dim.61 Dim.62
## pronoun -1.207385e-03 -1.938181e-04
## ppron 3.659198e-04 5.045510e-04
## i 7.205844e-04 -4.339756e-04
## we 3.595161e-04 -1.812529e-04
## you 3.629635e-04 -2.159822e-04
## shehe 2.562283e-04 -1.509812e-04
## they 1.320227e-04 -8.210242e-05
## ipron 7.212187e-04 1.137849e-04
## article 3.376710e-06 -1.476006e-06
## prep 8.270460e-06 -9.130726e-07
## auxverb -4.760532e-07 -1.852136e-06
## adverb 1.014910e-05 2.138617e-06
## conj 4.483526e-06 3.707530e-07
## negate -8.124310e-06 -6.057484e-07
## verb -1.845972e-06 2.681188e-06
## adj 5.391791e-06 3.510329e-07
## compare -1.656536e-05 -2.599801e-06
## interrog -9.114883e-06 -1.880473e-06
## number 5.107495e-06 1.497846e-06
## quant 6.210449e-06 6.963737e-07
## affect -5.682326e-05 -1.508335e-05
## posemo 4.955125e-05 1.250710e-05
## negemo 2.387509e-05 5.904031e-06
## anx 4.734491e-06 8.820032e-07
## anger -2.434176e-06 -9.808039e-07
## sad 1.573025e-06 1.181602e-06
## social 9.990309e-06 2.363053e-06
## family 1.240948e-05 1.878674e-06
## friend 1.562183e-05 2.142574e-06
## female -2.536759e-06 -1.305520e-06
## male -6.643805e-06 -1.896486e-06
## cogproc 1.123556e-05 -4.019354e-06
## insight 5.885555e-06 2.836731e-06
## cause 3.756152e-06 7.032703e-07
## discrep 3.506837e-06 1.130764e-06
## tentat 2.045554e-06 1.720163e-06
## certain -6.604691e-06 1.324021e-06
## differ 6.669968e-07 2.116911e-06
## percept -4.749032e-05 -1.160541e-05
## see 2.786995e-05 6.326994e-06
## hear 2.437736e-05 5.540033e-06
## feel 3.380341e-05 9.018245e-06
## bio 7.379716e-06 1.631024e-06
## body -2.426463e-06 -7.472831e-07
## health -3.732600e-06 3.681231e-07
## sexual -2.881674e-06 -3.196134e-07
## ingest 1.249214e-06 3.289395e-08
## drives -3.985207e-05 -7.370113e-06
## affiliation -2.188164e-05 -3.377983e-06
## achieve 8.808689e-06 7.285777e-07
## power 1.543357e-05 2.424539e-06
## reward 2.962431e-06 -5.546746e-07
## risk 1.020607e-06 -6.521279e-09
## focuspast 1.193988e-05 2.263721e-06
## focuspresent 1.628437e-05 2.788630e-06
## focusfuture -7.649372e-06 -2.458039e-06
## relativ -5.333960e-05 -1.537403e-05
## motion 1.619631e-05 3.544395e-06
## space 3.750382e-05 1.116090e-05
## time 3.409154e-05 9.570183e-06
## work 3.355631e-08 3.846584e-07
## leisure 9.219414e-06 9.774391e-07res.var$contrib # Contributions to the PCs## Dim.1 Dim.2 Dim.3 Dim.4 Dim.5
## pronoun 7.197144e+00 0.692100105 6.737711e-01 1.15897144 1.313111e-01
## ppron 4.856633e+00 1.168698218 1.240256e-03 4.43059225 5.554380e-02
## i 6.385473e+00 0.164377175 5.297743e-01 3.20796984 7.518798e-01
## we 2.869748e+00 2.441654939 1.792604e-03 0.53328294 2.506475e-01
## you 1.555037e-02 0.023034343 2.734472e-01 2.25679554 1.923376e+00
## shehe 2.015100e-01 2.057223221 6.718217e+00 3.24630400 3.634700e-01
## they 1.783900e-01 0.026354157 1.254054e-01 2.01585616 5.361421e-03
## ipron 2.335267e+00 0.003446194 1.750051e+00 1.06077786 8.548780e-01
## article 3.758435e+00 0.125168562 1.763979e+00 0.01361398 5.777234e-01
## prep 2.625600e+00 2.254731778 8.713014e-01 0.35825080 3.646947e+00
## auxverb 3.015252e+00 4.314219600 3.126790e-02 1.90031490 8.002635e-01
## adverb 6.447187e-02 0.806853408 2.972697e-03 3.39349304 9.590745e-01
## conj 2.342322e+00 4.523639892 4.439245e-01 0.89519062 1.475390e+00
## negate 4.736426e+00 1.097764311 1.360878e-01 0.18985174 5.312434e-02
## verb 3.928871e+00 3.552755415 3.994839e-04 1.28192741 2.006777e-02
## adj 1.953458e-02 6.486171296 3.131504e-01 0.50904105 4.936840e-02
## compare 3.635091e-01 1.568500018 6.608471e-01 4.74548255 2.183049e+00
## interrog 8.486796e-05 0.654349549 1.590147e+00 0.97354850 1.039993e-01
## number 1.019749e+00 6.313272346 3.286342e-02 0.00635335 3.880237e-01
## quant 1.023580e-02 2.872736865 1.300129e-04 1.41697236 1.736053e-02
## affect 2.039418e+00 3.892660918 4.684854e+00 0.04787510 3.257190e-01
## posemo 1.315998e+00 5.305265620 4.769410e-01 0.27469278 6.551251e-03
## negemo 8.308127e-01 0.242121194 1.175631e+01 0.18458103 1.327565e+00
## anx 2.008635e-01 0.357211107 4.787631e+00 0.98661065 5.087484e-01
## anger 2.602186e+00 0.620983688 6.067180e-01 3.95833854 1.060341e+00
## sad 5.632216e-01 0.415984211 6.213097e+00 0.19117470 7.604117e-01
## social 2.363132e-01 4.206021246 1.945123e+00 0.21739783 2.798552e+00
## family 2.870468e-01 0.217029079 3.321780e+00 4.53952469 1.018669e-01
## friend 1.550682e+00 0.601901546 1.943264e+00 1.72830350 9.853250e-02
## female 1.042462e+00 2.035639735 1.767891e-01 5.09019775 5.692865e-01
## male 7.538318e-02 0.610956966 6.144693e+00 1.40394832 3.203372e-01
## cogproc 3.521628e+00 0.754046539 7.181317e-02 7.16549294 6.238937e-03
## insight 4.766908e+00 0.203563863 5.938752e-01 1.14624893 1.227210e-03
## cause 1.088757e-04 1.191400262 5.401887e-01 2.14519709 8.105232e+00
## discrep 2.695135e-01 0.207317245 1.406010e+00 1.31569039 6.816871e-01
## tentat 1.608838e-01 0.026651943 5.836011e-01 5.17969036 2.586141e+00
## certain 7.269457e-01 1.767492094 1.848733e-04 0.05937488 4.279581e-01
## differ 9.111958e-01 0.403249215 1.262455e-01 3.80745922 3.027167e-01
## percept 4.720547e-01 1.464926495 8.172032e-01 0.12139533 7.692322e+00
## see 1.108267e-01 1.452057455 1.740761e-01 0.03947177 1.727181e+00
## hear 2.560132e-02 1.270667412 3.264033e-03 0.05868568 2.516171e+00
## feel 1.583435e+00 3.454453317 1.585082e+00 0.03609844 1.512335e+00
## bio 1.372042e+00 0.446050559 1.538395e-01 0.25250056 7.562565e+00
## body 1.283760e-03 0.602740969 2.298125e-02 0.24761050 1.119021e+01
## health 3.659071e+00 0.059700814 1.161189e-01 0.25044569 1.510041e+00
## sexual 2.196666e+00 0.008314520 1.255108e+00 1.44588512 3.507508e-01
## ingest 1.518869e+00 0.678034023 9.664383e-04 1.61559497 5.425332e-02
## drives 3.058553e+00 0.003530124 4.462444e+00 0.78007604 1.422303e+00
## affiliation 2.546047e+00 1.251464631 1.038128e-01 1.25164157 2.400901e-01
## achieve 1.780961e+00 1.696749768 1.076961e+00 0.73940330 3.058117e-04
## power 9.608424e-02 1.126088644 3.914537e+00 2.14361532 2.571626e-01
## reward 1.218679e-01 0.234658729 1.343433e+00 0.26075989 1.431138e+00
## risk 2.227610e-04 0.002503408 9.993031e+00 0.77296196 2.756841e+00
## focuspast 9.750589e-03 0.659465115 6.054428e+00 4.06044953 3.897776e+00
## focuspresent 1.367411e+00 4.294934530 3.052254e+00 4.15377416 1.538196e+00
## focusfuture 2.262154e+00 5.430973189 6.567688e-02 2.26308339 1.133047e+00
## relativ 3.828841e+00 0.798624445 1.113117e-01 1.04349375 4.633004e+00
## motion 1.830633e+00 0.214935144 1.850820e-01 0.01661885 1.298607e+00
## space 2.781975e+00 3.625122972 6.065093e-01 1.27134977 3.002879e+00
## time 8.522070e-01 5.823225717 1.106081e-04 0.18345207 1.480684e+00
## work 9.354717e-01 0.906599939 2.713692e+00 0.09364403 8.115353e+00
## leisure 5.621930e-01 0.287630218 8.881919e-01 3.86159926 7.680797e-02
## Dim.6 Dim.7 Dim.8 Dim.9
## pronoun 1.3029052552 0.650900507 0.004353212 4.094258e-03
## ppron 0.0381184541 0.038980339 0.024290795 2.997976e-02
## i 2.4208614722 1.041945892 0.008317394 8.565942e-01
## we 0.7759482459 9.650833723 0.968640581 2.927294e+00
## you 5.5732496168 0.987625711 0.138059093 1.029758e+01
## shehe 0.5826498751 0.036304583 1.530330593 1.884021e-02
## they 0.4210332495 0.150440198 14.216365271 3.475857e-02
## ipron 2.7218733080 2.641349458 0.110534355 1.199523e-01
## article 1.8654339009 0.965491230 0.590059720 1.367220e-01
## prep 0.4624527618 0.218715773 1.049205466 7.867504e-01
## auxverb 0.1169670619 0.739527132 0.251828925 1.041735e+00
## adverb 2.7312387941 0.641739514 1.645186047 9.158793e-04
## conj 0.2307995511 0.535139220 1.241939866 2.752173e-02
## negate 3.9767505937 0.785578163 0.394342105 1.009584e+00
## verb 0.0357249965 0.279676162 0.909223334 2.260253e+00
## adj 0.4422772426 4.805500846 3.728748442 1.168155e+00
## compare 0.0083198868 3.657613224 0.652064159 2.269603e+00
## interrog 2.7483685132 0.042315965 0.738058736 1.986078e+01
## number 0.1660418490 1.150410340 0.007490439 3.659439e-01
## quant 4.3383872665 0.319182441 0.110254358 1.087634e+01
## affect 3.0164915500 1.217505109 2.737905680 2.041558e-03
## posemo 6.7246627838 1.487154229 2.489763405 4.395246e-01
## negemo 2.4807831224 0.010869567 0.486523303 2.173094e+00
## anx 1.2687587250 2.829097031 0.906980455 1.293212e-01
## anger 0.0108458616 0.117440153 2.220387217 1.549749e+00
## sad 3.0514088963 0.756118505 0.068882363 7.390815e-03
## social 8.5912969274 0.442181292 0.032751684 1.145580e+00
## family 0.0434779216 3.511653441 0.221541754 4.190289e-01
## friend 2.1450302008 2.046287058 0.005827460 2.570380e-02
## female 0.0147945307 1.372796580 4.149917774 7.622423e-02
## male 1.2728507953 0.020788096 0.011850594 2.776042e-01
## cogproc 0.2952582067 2.790014750 2.725477924 9.618047e-02
## insight 0.0064509946 2.864486859 2.405340419 3.447632e-01
## cause 0.0002705893 0.194190287 2.005158484 5.128192e+00
## discrep 6.3032048858 0.153675785 1.232803946 1.418488e-02
## tentat 0.0615880640 1.367186797 1.982755455 7.723988e+00
## certain 0.8028763442 0.489522345 6.517513159 1.780508e-01
## differ 1.5870090141 0.100079735 0.101913338 3.462409e+00
## percept 0.4165007618 2.477121602 0.011647160 7.406377e-02
## see 3.0835349329 1.638404831 0.098309772 3.005743e+00
## hear 1.7088856243 4.508919423 0.112017970 1.866744e-01
## feel 0.7627725077 0.664590378 0.022945360 1.517275e+00
## bio 3.6279988494 1.439718872 2.541118576 4.717221e-03
## body 3.0878961094 0.125672217 1.846534563 1.574442e-01
## health 2.3672924138 0.375866234 0.158661530 1.265987e-01
## sexual 0.0441793482 1.123750058 2.440972742 1.477643e+00
## ingest 0.2015303399 2.145680881 3.573402549 5.436415e-05
## drives 0.7333644024 3.583319526 1.141779093 8.245608e-01
## affiliation 1.7134477966 8.346036880 0.672758901 4.665106e+00
## achieve 0.0068520932 0.001116359 1.202796950 3.473808e+00
## power 0.5528853075 0.327591670 9.284189216 1.568663e-04
## reward 0.5858263873 2.648766288 1.116672131 3.890969e-01
## risk 2.1428348575 0.513514062 0.034885041 1.846811e+00
## focuspast 1.2377606104 0.038500870 0.019705007 8.698218e-02
## focuspresent 1.3243288497 0.424159217 0.002223773 4.686764e-01
## focusfuture 0.8544895895 0.904229935 0.964520855 8.269603e-01
## relativ 1.2753599706 6.600121629 2.277188115 6.446226e-02
## motion 0.8837729328 0.812377953 1.515748121 2.249234e-03
## space 0.0175289310 0.027787780 2.010105691 1.694217e+00
## time 2.6352453745 9.854031557 0.419971084 5.706762e-01
## work 1.4224851256 0.162815296 0.035105894 4.572365e-01
## leisure 0.6767655755 0.145588439 9.874152596 7.923655e-01
## Dim.10 Dim.11 Dim.12 Dim.13
## pronoun 1.9550578669 0.0211291238 0.167598678 4.776232e-01
## ppron 0.6585629427 5.8794307263 0.012505134 2.501343e-01
## i 0.2133319067 0.5347935367 0.413026618 1.924472e-01
## we 2.0135235671 0.3226228615 3.061655313 7.659911e-02
## you 1.5568083708 5.4381460581 0.112474852 1.032367e+00
## shehe 5.5767825447 0.7307391583 0.038045109 1.186037e-01
## they 1.2864214768 0.4949578259 0.014204926 2.548482e+00
## ipron 1.5793755422 9.0733462084 0.720908992 2.517896e-01
## article 0.1666205616 2.1877334316 4.995815371 5.841238e-01
## prep 0.0790979681 1.0612810711 0.572439612 6.379044e+00
## auxverb 2.0343649321 0.9512224433 1.450325832 1.071932e+00
## adverb 0.8116792427 0.3406478690 1.095117890 6.301448e+00
## conj 2.5616194738 0.5046471473 0.147665430 1.034672e-01
## negate 1.0947651191 1.1664457799 0.078289749 2.499379e-02
## verb 0.7265688658 1.7788684916 0.678196787 2.916452e-01
## adj 0.2531813891 0.4220468589 0.676751421 2.644132e-01
## compare 1.4131009107 0.1123448562 2.852677919 3.609284e+00
## interrog 0.1356143351 0.2197317307 0.211564855 1.174836e+00
## number 0.4141951822 2.2847881716 3.095248255 1.365960e-01
## quant 0.0581194927 0.9142511002 0.679957129 5.171816e+00
## affect 0.0559007540 0.3459264161 1.054427399 7.283236e-01
## posemo 0.0001012908 0.3139846518 1.042044737 2.036007e+00
## negemo 0.6462625698 0.0881869263 0.026671895 1.429764e+00
## anx 4.9477831951 0.4230445314 0.456139018 1.196566e-01
## anger 1.5663349792 1.3814232901 0.039758362 3.190765e+00
## sad 0.0086703090 0.0209250345 0.363266859 3.576624e+00
## social 0.0250353841 4.0613740181 0.001915188 5.130397e-02
## family 1.2860267001 4.1256027684 1.416959017 4.224874e+00
## friend 0.5270298886 0.0545270321 1.344317221 4.607006e-01
## female 1.2416385966 3.9307214196 0.282387398 6.516653e-01
## male 6.6609483068 5.4251656625 0.154841264 2.625998e-01
## cogproc 4.6751539444 0.1196769238 0.064699660 3.959651e-01
## insight 1.1245649015 0.0055623419 1.284710466 4.843019e-03
## cause 0.0012603314 2.0836560098 0.122265655 5.302163e-03
## discrep 0.0165800560 3.9206697287 0.775268618 1.730824e-01
## tentat 5.3324840671 0.8471027285 0.093054300 7.408958e-01
## certain 5.7869226826 0.0003881808 0.194378505 1.838181e+00
## differ 0.0761209542 0.6875014151 7.246782975 1.755450e+00
## percept 9.3070760565 0.0002035048 5.091849540 7.028591e+00
## see 0.1383471096 3.9566783253 0.089379109 1.436411e+01
## hear 3.2176267157 3.0905829044 10.246865387 8.061694e-02
## feel 7.3571037459 0.0024477168 0.434246473 2.777023e-01
## bio 0.0212875736 2.3394076266 8.160016669 1.035696e+00
## body 0.2253598396 2.3643901032 1.831436592 1.105592e+00
## health 0.0833060824 2.3489527323 3.945664659 2.366260e-01
## sexual 3.1126943607 0.8075028232 0.282257206 5.494566e+00
## ingest 0.2499748416 6.4511928729 6.761261174 2.209085e+00
## drives 0.6060538099 2.2051005776 8.684452749 9.055788e-01
## affiliation 0.5028228766 2.4086411751 3.562083422 4.827700e-01
## achieve 3.1877920826 3.5652324476 1.155645131 1.066168e+00
## power 0.0940826049 0.4554597621 1.377420306 4.345239e-03
## reward 8.5407730834 2.7220267896 8.041898135 1.031248e+00
## risk 0.5830428816 0.8403238592 0.071066729 8.503086e-02
## focuspast 0.6271580612 0.0509628002 0.056160373 1.360943e+00
## focuspresent 0.0096798188 0.0048413179 0.028556318 1.134416e+00
## focusfuture 0.0053278957 1.2653144371 0.121387990 4.629765e-02
## relativ 0.8079692660 0.0131820343 0.004781096 2.868385e-01
## motion 0.6213668728 1.2429060174 2.282639068 3.178307e+00
## space 0.5415456008 0.3670834853 0.066193184 5.644243e-04
## time 0.1784911804 0.3064940758 0.224886086 1.926373e+00
## work 0.1891367533 0.8148790874 0.373210561 1.930472e+00
## leisure 1.2243702840 0.1015799940 0.068283632 3.020414e+00
## Dim.14 Dim.15 Dim.16 Dim.17
## pronoun 1.473360e-02 9.756622e-01 0.219710411 1.028786e+00
## ppron 1.198648e+00 5.398768e+00 2.259800413 1.300525e+00
## i 1.225950e-01 1.856808e+00 0.564936750 6.344283e-03
## we 2.297309e-01 1.765930e-02 0.335707129 1.459590e+00
## you 3.333877e+00 1.633199e+00 0.873312607 2.534163e-01
## shehe 1.755093e+00 5.227301e-04 3.374407911 3.012833e+00
## they 3.480262e+00 7.439128e-02 4.474155484 7.462886e+00
## ipron 1.615455e+00 2.166483e+00 1.510518776 2.194705e-02
## article 2.735099e+00 1.451355e+00 0.437757264 1.474440e-02
## prep 1.259604e+00 5.448960e-01 0.262075795 5.689803e-02
## auxverb 1.460876e-02 8.377796e-01 0.143346660 3.192491e-01
## adverb 4.535301e+00 6.805477e-02 0.339763509 9.149726e-01
## conj 1.915161e+00 2.190025e-01 1.886467012 5.028970e-01
## negate 4.499410e-02 7.127619e-02 2.150858104 5.837491e-03
## verb 4.161233e+00 9.671254e-02 0.004597467 5.036750e-01
## adj 3.835180e-01 2.333301e-02 0.851493677 2.808483e+00
## compare 3.634399e+00 7.549455e-01 0.824158642 8.900503e-02
## interrog 1.085003e-01 3.532935e-01 0.319924726 1.052562e-04
## number 3.060482e-01 8.088193e-01 2.330871930 7.983337e+00
## quant 2.978740e-01 2.575323e+00 0.854384169 1.636821e+00
## affect 9.816417e-01 2.586662e-01 0.368456865 1.048903e-01
## posemo 9.158322e-01 1.518986e+00 0.012187470 1.115917e-03
## negemo 1.765726e-01 1.752775e+00 0.667994773 9.388836e-01
## anx 1.978674e-03 4.639931e+00 0.145225203 8.960463e-03
## anger 2.869326e-03 1.635411e+00 5.796273577 2.113342e+00
## sad 2.473265e+00 5.626086e+00 0.363108463 1.358456e+00
## social 3.216449e+00 5.764182e-04 2.267273130 9.862774e-01
## family 2.004624e-01 1.388897e+00 2.537090038 9.236956e-02
## friend 1.083715e+00 9.998352e+00 3.390596262 1.855642e-04
## female 6.939336e-02 1.392050e+00 1.047096564 9.649144e-01
## male 3.143695e+00 7.784514e-03 6.889813169 5.034018e+00
## cogproc 1.200041e-01 7.231237e-02 0.526574388 8.098716e-01
## insight 5.289094e-02 4.392423e+00 0.186676284 4.632578e-05
## cause 8.498118e-01 6.692759e-03 2.040238052 3.081588e+00
## discrep 1.175564e+01 1.099937e-01 0.912828151 5.085995e-01
## tentat 2.342964e+00 4.566889e-01 0.890360433 1.478433e+00
## certain 2.838093e+00 7.705230e+00 0.001617057 3.469037e+00
## differ 6.722177e-03 8.006386e-01 5.677564046 1.708643e+00
## percept 5.996004e-05 4.829751e-02 0.034279903 5.798336e-01
## see 3.619094e+00 2.730708e+00 4.018326459 1.194973e-01
## hear 7.808393e-01 5.414657e+00 0.897483748 8.493283e-01
## feel 1.467754e-01 7.107897e-01 0.760845216 3.904226e-01
## bio 3.129438e+00 1.761189e-02 4.476677630 2.265705e-04
## body 3.551778e-01 8.106640e-02 4.933254790 5.980212e-01
## health 7.050626e-02 5.180534e+00 8.037389278 1.554149e-02
## sexual 1.257737e+00 6.649335e-01 0.061589586 6.567299e+00
## ingest 5.280104e+00 1.917094e-01 0.385716392 1.048055e+00
## drives 1.533856e-01 9.172157e-05 0.001113919 9.206695e-01
## affiliation 5.361432e-02 2.746352e-02 1.339269422 1.521679e+00
## achieve 4.163206e-01 1.784069e+00 1.103517419 5.710564e+00
## power 5.893395e+00 1.550570e+00 0.116899689 5.711382e-01
## reward 8.261917e+00 1.546140e+00 2.201396078 1.702345e-01
## risk 3.428314e-03 2.220553e+00 1.718187985 1.532756e+00
## focuspast 3.953320e+00 1.396774e+00 0.027686922 6.015760e+00
## focuspresent 4.058817e-02 1.536949e+00 0.092833694 2.648427e+00
## focusfuture 3.788342e-01 3.594788e-04 2.941796814 1.305225e-01
## relativ 9.900860e-01 4.554638e-03 0.592285945 1.662909e+00
## motion 4.593217e-03 1.220886e+01 1.468132843 1.222403e+01
## space 1.015795e+00 8.825019e-01 4.536936788 1.360989e+00
## time 1.248054e-01 1.315021e-02 0.024909252 8.387504e-03
## work 1.686750e-01 8.704437e-03 1.530658858 5.506998e-01
## leisure 2.522773e+00 8.717495e-02 0.959589005 2.761021e+00
## Dim.18 Dim.19 Dim.20 Dim.21
## pronoun 8.706683e-01 1.709455e+00 1.689259e+00 1.879882e+00
## ppron 4.705334e-02 2.990300e-01 1.660692e-01 7.697769e-01
## i 4.593108e-01 5.096500e-02 3.291955e-01 5.286025e-03
## we 1.264236e+00 3.553440e-01 3.160072e-02 6.970933e-02
## you 6.874138e-02 2.477360e+00 1.751081e+00 7.414837e-01
## shehe 2.315448e+00 2.651879e-01 3.877441e-01 7.515431e-01
## they 2.497100e+00 1.065101e+00 4.156482e-01 9.731446e-03
## ipron 1.674780e+00 2.144329e+00 2.635106e+00 1.229492e+00
## article 1.242288e-03 1.572470e+00 6.794846e+00 3.402034e+00
## prep 5.046089e-01 4.505353e+00 4.325859e+00 4.831093e-02
## auxverb 6.885005e+00 7.249624e-03 2.506225e+00 1.428235e-02
## adverb 4.054856e-01 1.590875e+01 6.463043e-01 1.558267e+00
## conj 4.782467e+00 6.508873e-01 3.150395e+00 6.792137e-03
## negate 1.974694e-01 1.343555e+00 5.068685e-04 1.348614e+00
## verb 1.047557e+01 2.949323e-02 5.403690e-01 1.111062e+00
## adj 7.436648e-04 6.742866e-01 3.390182e-03 1.476193e+00
## compare 3.583768e-01 2.507613e+00 1.857897e+00 1.312135e-02
## interrog 1.895552e-01 1.083018e-02 1.345354e+01 1.393699e-01
## number 4.432609e-01 2.351879e-02 3.180329e-01 2.121538e-01
## quant 5.617146e-02 2.331875e-01 6.516053e-01 3.300191e+00
## affect 1.544607e-05 5.463614e-01 1.080898e-01 3.792050e-01
## posemo 2.236844e-03 2.536553e-01 5.584914e-01 7.201261e-02
## negemo 7.123987e-04 2.776906e-01 3.840772e-01 3.614077e-01
## anx 2.026237e+00 7.941688e+00 9.676296e+00 2.187778e-01
## anger 3.590462e+00 7.157843e-03 9.250805e-02 1.252379e+00
## sad 3.900561e+00 1.183644e-01 2.104416e+00 1.187521e-01
## social 2.442954e-01 2.381609e-02 1.376644e-01 2.086847e-02
## family 5.168224e-01 1.745238e-01 2.540838e-01 2.261630e+00
## friend 1.364580e-01 3.301654e+00 3.750421e+00 7.201896e+00
## female 2.552605e-01 5.149040e+00 2.348035e-02 7.569861e+00
## male 3.373069e+00 7.378766e-01 4.060840e-02 8.194690e-02
## cogproc 2.162285e-02 2.762048e-02 8.892156e-01 4.360700e-01
## insight 4.338453e+00 7.540403e-02 3.170333e+00 1.038735e+00
## cause 5.712638e-03 9.719978e-02 1.646626e+00 2.443372e+00
## discrep 5.430976e-01 4.764173e+00 3.173617e-02 4.621208e-01
## tentat 8.476789e-03 1.887932e-04 2.708371e+00 4.206614e+00
## certain 4.476077e-01 9.393726e+00 4.995842e-01 3.695101e+00
## differ 6.659051e+00 4.085836e+00 1.713270e+00 5.662741e-01
## percept 9.156690e-02 3.380258e+00 5.305058e-01 4.863475e-01
## see 2.582108e-01 3.885490e-01 2.080406e+00 2.947986e-01
## hear 3.794583e+00 5.328508e+00 9.988272e-01 3.926197e+00
## feel 3.585975e+00 3.112739e-01 7.187732e+00 1.945781e-02
## bio 1.467950e-02 8.967554e-03 2.107330e-01 9.373350e-02
## body 2.545824e+00 1.904729e+00 4.879475e-01 1.286638e+01
## health 6.819012e-01 4.125774e-03 4.010551e-01 9.654524e+00
## sexual 8.927692e-01 3.321066e+00 2.595423e-01 3.977522e-01
## ingest 4.147534e+00 1.019255e+00 1.827082e+00 4.327371e+00
## drives 8.325545e-01 1.723953e-03 8.189772e-02 3.673905e-01
## affiliation 1.581641e+00 2.525791e-02 1.752387e-01 1.111481e+00
## achieve 9.419198e+00 9.844103e-01 2.334496e+00 1.258831e+00
## power 1.230606e+00 4.850014e-02 5.571992e-01 3.293956e-02
## reward 8.641966e-01 4.950278e-01 7.795912e-01 4.445355e-01
## risk 3.809184e-01 1.788244e-01 3.723922e-01 3.592747e-01
## focuspast 3.922451e-01 2.202817e+00 5.561233e-02 1.216680e+00
## focuspresent 2.355663e+00 6.849137e-01 1.458975e-01 4.489216e-01
## focusfuture 6.227843e-01 2.261222e-01 2.126688e-01 2.655105e-01
## relativ 1.613151e+00 3.191353e-02 1.207662e-01 1.912128e-04
## motion 6.760628e-01 3.397237e+00 7.266001e-01 2.627494e+00
## space 3.651113e+00 4.737882e-01 3.154976e-01 1.891813e+00
## time 8.635757e-03 4.733958e-02 9.493715e-01 4.966354e-01
## work 1.757857e-01 1.963782e+00 6.479722e+00 1.256140e+00
## leisure 6.149606e-01 7.616667e-01 3.265277e+00 5.681284e+00
## Dim.22 Dim.23 Dim.24 Dim.25
## pronoun 1.263527e-01 2.077195e-04 2.590578e-01 1.459604e-03
## ppron 1.399254e-02 7.815398e-02 1.223669e-02 1.797403e-02
## i 8.092676e-01 3.463641e-04 1.312853e-02 1.379102e+00
## we 1.493365e+00 1.621792e+00 7.675850e-01 3.250193e-01
## you 1.609036e+00 5.535216e-01 3.806211e-02 3.424343e-01
## shehe 1.080562e+00 1.979892e+00 5.379888e-01 1.654225e+00
## they 8.153171e+00 1.143754e-01 3.266964e+00 8.930647e+00
## ipron 5.466706e-01 1.582248e-01 1.077442e+00 7.856635e-02
## article 1.145104e-03 4.285643e-03 3.710933e-02 4.195521e+00
## prep 1.155523e-05 8.193890e-01 1.339205e-02 4.085409e-01
## auxverb 7.575866e-02 7.633921e-02 4.117240e-02 1.189347e+00
## adverb 6.938486e+00 5.468683e+00 8.784674e+00 4.161385e-01
## conj 1.973095e+00 1.669667e-01 1.641020e+00 4.307874e-01
## negate 1.492878e+00 8.020160e-01 6.287870e+00 3.112962e+00
## verb 2.597052e-01 2.080883e-02 9.123529e-02 7.868230e-01
## adj 3.095442e+00 3.825920e+00 5.623996e-01 5.173593e+00
## compare 1.619046e+00 6.862559e+00 4.346990e-02 1.069199e+00
## interrog 3.182196e-01 3.533528e+00 1.607614e-01 9.356894e-02
## number 9.952038e+00 2.607754e+00 1.447703e+00 2.386572e-01
## quant 1.152897e+00 1.775353e-01 6.111104e-01 6.668965e-01
## affect 1.970126e+00 1.577715e+00 2.814290e+00 5.335870e-01
## posemo 1.065627e+00 4.577285e+00 3.313430e+00 1.060507e-01
## negemo 7.740513e-01 1.751750e+00 4.102348e-03 1.467479e+00
## anx 6.648480e-01 3.236864e+00 9.165742e-03 1.057419e+00
## anger 1.049889e+00 7.368695e-01 4.074974e-01 1.274162e+00
## sad 2.123789e-03 2.864107e+00 8.722725e-01 1.008557e-01
## social 1.499656e-01 6.994495e-02 1.252105e+00 2.606389e-01
## family 3.018056e-02 4.384467e+00 5.563721e+00 2.842356e+00
## friend 2.463041e+00 1.334639e-01 2.063552e+00 1.379346e-01
## female 1.480231e+00 3.615996e-01 2.125893e+00 6.491862e-01
## male 3.417618e-01 5.887716e-01 4.003943e-01 2.070707e+00
## cogproc 1.580558e-01 2.558067e-02 1.717000e+00 4.498734e-01
## insight 1.336230e+00 3.595136e-01 2.254745e-01 2.492948e-04
## cause 1.112125e+01 2.648049e+00 2.003387e-01 1.389366e+00
## discrep 9.627463e-01 1.529296e+00 8.960755e+00 6.127371e+00
## tentat 1.805027e-01 7.670817e-01 8.471650e-01 2.477860e+00
## certain 2.206212e+00 1.046046e-02 9.008516e+00 2.467228e+00
## differ 4.322717e-02 1.357129e+01 1.447133e-01 2.291822e+00
## percept 9.613552e-02 5.083735e-01 2.629153e-01 1.144965e+00
## see 7.226017e-02 2.780608e+00 1.817828e-02 2.333916e+00
## hear 5.835933e-02 1.795345e+00 4.861681e-02 3.339640e-01
## feel 5.593301e+00 1.173816e+00 9.282559e-01 3.856634e-01
## bio 3.497063e-02 4.471694e-01 1.168724e+00 4.426627e-01
## body 1.146493e+00 3.452369e-01 1.789386e+00 1.925802e+00
## health 3.147353e-01 1.790807e-03 1.704745e+00 5.501065e-02
## sexual 1.637813e-01 1.130051e+01 1.203310e+01 9.796545e-02
## ingest 3.381534e-01 8.817657e-01 1.148753e+00 6.264451e-02
## drives 1.644583e-03 2.734219e-01 2.550870e-02 2.316134e-05
## affiliation 1.145004e+00 2.638229e+00 9.879579e-04 1.188150e+00
## achieve 1.998006e+00 1.256045e+00 3.505738e-01 3.139479e+00
## power 4.618239e+00 1.884064e-02 2.505655e+00 1.196651e+01
## reward 1.128593e+00 1.780716e-01 1.461683e+00 5.386071e-01
## risk 9.659553e-01 2.619959e-01 1.949866e-01 5.938175e+00
## focuspast 1.474962e+00 1.450195e-01 2.849203e+00 8.870367e-03
## focuspresent 5.089941e-01 4.478047e-02 2.149704e+00 3.452621e-01
## focusfuture 4.098199e+00 2.881900e-02 2.331256e+00 4.487619e-02
## relativ 9.640670e-01 4.456353e-03 3.169018e-01 4.310415e-01
## motion 1.985645e-01 8.876105e-02 6.930486e-03 9.366716e+00
## space 2.578814e-02 9.739948e-02 1.324424e-01 3.843991e-02
## time 1.384482e+00 6.618843e-03 9.386253e-01 1.869063e-01
## work 5.537452e+00 3.515331e+00 6.976999e-01 3.405290e+00
## leisure 1.420649e+00 4.141188e+00 1.310396e+00 4.034520e-01
## Dim.26 Dim.27 Dim.28 Dim.29
## pronoun 1.227866e-01 1.679278e+00 0.325580052 1.998375e-01
## ppron 1.933722e-01 5.639451e-02 0.132222284 2.165931e-01
## i 1.321240e-04 3.414235e-01 0.495866085 5.471382e-02
## we 1.625382e-02 6.619990e-02 0.270220857 2.320965e-02
## you 4.594197e-01 5.782819e+00 0.128195437 1.348668e-01
## shehe 5.149915e-02 8.854798e-02 0.002042070 1.131735e+00
## they 3.965192e-02 1.128412e+01 0.003283078 1.002172e-02
## ipron 1.408968e+00 6.166571e+00 2.157114646 1.926830e-02
## article 9.813430e-01 6.600660e-02 5.772066659 4.534115e+00
## prep 6.298864e-01 1.985849e+00 2.300767533 8.919338e+00
## auxverb 4.099117e+00 1.008468e+00 0.372676085 1.687820e-03
## adverb 1.580485e-01 5.388611e+00 0.178535112 1.855429e+00
## conj 5.321883e-02 5.797683e-01 1.352797246 3.793606e-01
## negate 8.457698e-01 9.628661e+00 4.296133779 5.583196e-03
## verb 6.303426e-03 4.482493e-03 0.937831940 9.134563e-03
## adj 3.077578e-01 6.616958e+00 2.197799258 1.957029e+00
## compare 1.752507e+00 5.154011e-01 0.307571164 2.286242e-02
## interrog 8.983851e-05 4.675109e-02 1.352538064 2.852936e-02
## number 2.076783e-01 1.673255e+00 1.065936741 7.666427e-02
## quant 1.748377e-01 8.263781e+00 0.143269124 8.743508e-01
## affect 1.463654e-01 6.634989e-02 2.471070630 4.879380e-01
## posemo 3.795570e-01 7.045400e-03 1.992969767 5.138232e-01
## negemo 7.427728e-01 3.240316e-02 0.851243977 2.779828e-01
## anx 7.457526e-01 1.013198e+00 5.893767866 1.591604e-03
## anger 1.451452e+00 8.697543e-01 4.083806863 1.120890e+00
## sad 6.631510e+00 4.246103e-01 12.612200933 9.919001e+00
## social 7.139490e-01 1.663321e-01 0.051821959 9.936675e-02
## family 1.750968e+01 4.222689e-01 0.629558629 4.867440e-01
## friend 3.201282e+00 2.289458e+00 7.582071375 3.408252e+00
## female 6.082602e-01 6.111638e-01 0.001332694 2.682558e+00
## male 1.425680e+00 4.091154e-01 0.043295043 2.578781e-03
## cogproc 8.880840e-02 3.091398e-01 0.270226757 9.778003e-01
## insight 7.766251e+00 1.879312e-01 1.987096406 1.084537e+00
## cause 3.773914e+00 2.002247e-04 0.060603865 4.804776e+00
## discrep 2.852625e+00 2.554520e+00 0.081641119 1.033574e+01
## tentat 5.683776e+00 7.363173e-02 1.838195440 2.279509e-03
## certain 4.918603e-01 4.706548e-01 0.257357705 2.861779e+00
## differ 7.093796e-01 7.085168e-03 0.009829210 4.509021e-01
## percept 4.015636e-01 5.133588e-01 0.155042422 1.903336e-01
## see 5.758665e-02 5.209244e+00 1.180762809 9.388776e-01
## hear 7.515394e+00 1.380899e-01 0.722828771 7.070708e-02
## feel 1.420908e+00 6.885599e+00 0.041581246 8.780905e-02
## bio 1.010928e+00 9.544204e-01 0.014545767 4.169087e-02
## body 1.222383e+00 4.717619e-01 0.008055460 6.126136e-02
## health 7.994603e+00 3.338911e+00 0.970764760 1.632922e+00
## sexual 7.307049e-01 1.540137e+00 0.001701360 7.534339e-02
## ingest 1.107900e+00 1.133101e+00 0.824412352 3.333740e+00
## drives 1.599628e-01 5.069950e-02 0.007695568 3.377672e-04
## affiliation 6.440157e-02 3.624280e-02 0.018948207 2.249200e-01
## achieve 1.629456e+00 1.191036e-01 3.274911000 1.415532e+00
## power 1.497569e-02 4.680766e-02 1.503716669 3.962268e+00
## reward 3.552048e-01 8.917127e-01 2.901145050 7.741543e+00
## risk 1.236735e-03 2.848251e-02 0.062946160 5.251031e+00
## focuspast 1.841667e-01 4.358987e+00 0.121008202 3.137882e-01
## focuspresent 9.058710e-01 1.205599e+00 0.018510160 6.612019e-02
## focusfuture 7.529553e-01 1.055801e+00 0.417169895 7.401716e-01
## relativ 3.099348e-03 1.913285e-03 0.580855333 2.936429e-02
## motion 7.292301e-01 3.723444e-01 0.565302455 9.756120e+00
## space 1.826590e-01 2.182054e-04 0.276171165 3.473410e-02
## time 9.630324e-03 7.599061e-03 1.025913047 2.450188e-01
## work 3.642607e-01 4.556491e-01 18.045922909 1.496739e+00
## leisure 6.749405e+00 2.600483e-02 2.749551783 2.316754e+00
## Dim.30 Dim.31 Dim.32 Dim.33
## pronoun 7.415703e-04 3.389325704 9.859078e-02 9.990586e-02
## ppron 9.262234e-01 1.019030021 5.617821e-07 9.073713e-01
## i 3.344474e-02 0.051721884 2.826359e-01 4.494879e-01
## we 2.321551e-01 0.046691620 4.166157e-01 2.874034e+00
## you 7.762220e-01 2.260040769 6.132336e-01 7.482097e-01
## shehe 2.188662e-01 0.128101284 6.039819e-02 6.431722e-01
## they 7.605505e-01 0.466535127 1.604154e+00 2.262564e-01
## ipron 1.677996e+00 2.967843039 2.498616e-01 3.156587e+00
## article 6.550969e-02 0.392238843 9.733766e-02 2.075064e-01
## prep 2.511237e-02 0.267418392 2.336611e-02 1.062383e+01
## auxverb 8.948520e-01 0.347177749 5.825314e-01 2.370227e+00
## adverb 6.186502e-02 2.560016425 2.016439e+00 2.748580e-01
## conj 1.112803e+00 1.114076845 8.300973e-01 4.481099e+00
## negate 2.726349e-01 0.759968395 5.989214e+00 1.040503e+00
## verb 1.789913e-02 0.472838607 1.282863e-01 9.870226e-01
## adj 3.362986e+00 0.988422741 1.005302e+01 2.326023e+00
## compare 7.475952e-02 1.036454238 9.780408e-01 3.317226e-03
## interrog 3.986988e-01 3.290400692 6.600659e+00 5.489740e-01
## number 4.075622e-03 0.007258060 5.280149e+00 1.616471e+00
## quant 4.423247e+00 0.643530571 1.864381e+00 3.931964e+00
## affect 6.425008e-01 0.267593074 5.678012e-01 7.452466e-01
## posemo 7.705241e-01 0.464559167 2.389078e-01 2.188571e+00
## negemo 2.264069e-01 0.222535401 7.838820e-02 1.074083e+00
## anx 4.031061e+00 18.144128093 1.632435e+00 1.759031e-01
## anger 1.186886e+00 0.950535051 3.636696e-02 1.057238e+00
## sad 1.917772e+00 0.337951434 1.871757e-02 6.520282e-02
## social 1.322916e+00 0.412094936 5.849491e-01 3.890763e-01
## family 1.724347e-02 0.171743057 5.526937e-01 3.667383e-01
## friend 7.604431e+00 0.241932233 1.275529e+00 6.441222e-01
## female 1.704755e+00 3.352833814 2.071335e+00 1.075119e+01
## male 1.347230e+00 0.004037850 6.873788e-01 1.775632e+00
## cogproc 1.476885e+00 0.021745183 1.074900e-01 1.232910e+00
## insight 3.885881e+00 0.033340800 1.849341e+00 3.283851e+00
## cause 3.932994e+00 0.421607354 1.355091e+00 1.299207e+00
## discrep 1.234332e+00 1.432261022 9.964950e-03 8.613782e-01
## tentat 5.551211e-01 0.278154927 5.661461e-01 6.595966e-01
## certain 1.278188e-01 0.239125444 2.028630e-01 1.672369e+00
## differ 1.080433e+01 0.009510367 1.786917e+00 9.006578e-01
## percept 1.595063e-01 1.349857673 4.417216e-02 1.366991e-01
## see 1.262327e+01 0.224430063 1.118061e+00 1.554937e-01
## hear 1.755363e+00 1.520629457 4.064225e+00 5.565392e-01
## feel 2.050729e+00 0.005383899 3.283433e+00 1.493559e+00
## bio 6.525032e-01 0.002336464 1.537953e-01 5.949151e-05
## body 1.136618e+00 1.955989383 1.844935e+00 5.161036e-01
## health 1.164026e-01 3.393259628 3.586670e-01 1.508746e+00
## sexual 2.439571e+00 0.000113338 9.356046e-01 1.319541e-01
## ingest 2.213040e+00 3.113243669 4.908053e+00 4.671523e-03
## drives 9.918321e-02 0.368140068 6.013375e-01 5.813119e-01
## affiliation 5.319239e-02 0.050021469 8.022218e-02 3.608837e-02
## achieve 1.077713e+00 0.291422814 2.402795e+00 1.139238e+00
## power 4.339123e+00 0.002064616 1.904735e+00 3.001391e-01
## reward 1.827642e-01 0.140766701 2.991208e+00 4.005346e+00
## risk 1.664923e-01 12.058038577 4.458363e+00 1.007109e+00
## focuspast 2.587009e+00 0.692807542 1.938143e+00 5.738989e-02
## focuspresent 5.387576e-01 0.000217333 3.155946e+00 4.557392e-03
## focusfuture 3.595238e+00 4.171973137 6.199361e-01 1.512930e+00
## relativ 7.060691e-01 3.992576416 1.299083e-01 7.872281e-02
## motion 1.391118e+00 7.204212104 1.326533e+00 3.159225e+00
## space 6.026403e-02 6.462562142 4.153162e+00 7.519204e-01
## time 1.841204e+00 3.134988652 8.558391e-01 2.781452e+00
## work 1.496978e+00 0.048214235 1.160284e+00 4.133739e-01
## leisure 5.881571e-01 0.601970403 6.119309e+00 1.300758e+01
## Dim.34 Dim.35 Dim.36 Dim.37
## pronoun 0.277593119 9.960400e-03 1.837906e-01 1.057469e-01
## ppron 0.027281969 2.710117e-01 1.468599e+00 6.712784e-01
## i 0.284035403 4.075062e-01 9.825118e-01 5.795088e-01
## we 0.140196779 3.032150e-02 3.874926e-02 2.661920e-01
## you 5.705691912 3.302599e+00 1.261020e+00 3.065572e-02
## shehe 2.392789199 2.574429e-01 2.066039e+00 1.733174e-02
## they 0.190717998 6.668108e-02 2.528357e-02 8.669827e-01
## ipron 1.224865154 2.677722e-01 7.643295e-01 2.666952e+00
## article 2.307177980 3.665883e-01 2.751985e+00 1.330869e+01
## prep 0.183247937 4.684498e+00 1.981772e+00 1.095761e+00
## auxverb 1.465616356 1.569908e+00 5.575055e+00 3.900412e+00
## adverb 0.248614453 9.889522e-01 2.903615e-01 6.278592e+00
## conj 2.952967414 1.217360e+00 1.675214e+01 6.379011e+00
## negate 6.572240096 1.828628e-02 5.945587e-01 3.319248e-01
## verb 0.624813384 1.680570e-01 4.187532e+00 5.945488e-02
## adj 1.314054168 4.185567e-01 2.175009e+00 7.719553e-04
## compare 4.882327671 6.674632e-04 6.223032e+00 2.801443e-01
## interrog 1.726218141 1.068411e+01 5.373946e+00 4.683562e+00
## number 10.050905709 2.371502e+00 1.320506e+00 5.171452e-02
## quant 5.574519510 4.088526e+00 3.818382e+00 1.290564e+00
## affect 0.640510151 1.587774e-01 6.633343e-03 5.025421e-01
## posemo 1.034437812 2.122955e-05 1.376738e-01 1.251459e-02
## negemo 0.016457290 7.200583e-01 1.138220e+00 1.238631e+00
## anx 0.363687268 3.426325e-02 2.401220e-01 2.358306e+00
## anger 0.056134377 2.584860e+00 2.875395e-01 4.623213e+00
## sad 3.599489482 5.195738e+00 7.082875e-04 4.582716e+00
## social 0.119145549 1.900437e-02 1.276615e+00 1.873814e+00
## family 0.006184771 7.712535e-01 5.323431e-01 1.598201e+00
## friend 0.565348117 1.068649e-01 2.207507e+00 2.349026e+00
## female 0.026926768 9.246677e-02 4.226655e-02 4.620575e+00
## male 4.445903461 2.635599e-04 2.524906e-01 8.112031e-01
## cogproc 0.210559856 1.778969e-01 2.275841e+00 1.540671e-01
## insight 3.072228819 9.120903e-01 3.551779e+00 2.981437e-02
## cause 0.030505260 7.265623e+00 1.943593e-01 1.159210e+00
## discrep 0.300084599 1.171161e+01 2.520923e-01 1.273233e+00
## tentat 1.464659525 1.426562e+00 5.485616e+00 2.050244e+00
## certain 6.548610215 2.266766e-02 2.041060e-01 8.354808e-02
## differ 1.333585217 1.451569e-01 1.023647e-01 8.377348e-01
## percept 1.003740054 8.349886e-02 1.016336e+00 6.033202e-01
## see 0.023347501 3.637119e-01 4.366588e-01 3.587060e+00
## hear 1.233060234 1.058123e+00 2.034666e-01 1.253417e+00
## feel 0.011626777 3.514176e+00 3.527491e+00 6.318469e-01
## bio 1.060414799 1.432501e-01 1.295158e-01 5.329055e-03
## body 1.418938692 6.321947e-01 5.458848e-03 1.104076e+00
## health 0.993928795 1.101428e-02 2.387511e-01 7.150387e-02
## sexual 0.948961553 2.719252e-01 6.699607e-02 7.929644e-01
## ingest 0.896614994 4.444892e-01 4.789170e-02 1.799173e+00
## drives 0.316528231 9.415812e-03 9.227028e-02 1.492115e-01
## affiliation 0.209517567 1.662113e-01 1.538874e-02 2.007850e-01
## achieve 0.092631659 2.054349e+00 4.770601e+00 1.136811e-03
## power 10.582857585 4.133445e-03 1.743352e+00 2.868618e-02
## reward 4.454068140 1.005838e-01 3.539501e+00 2.732665e-01
## risk 0.393729182 2.070776e-01 1.862099e-01 5.369843e+00
## focuspast 0.430210856 3.294630e+00 2.152588e-03 1.693251e-01
## focuspresent 0.079854569 1.650094e+00 1.821377e+00 2.512267e-03
## focusfuture 0.882556028 1.345032e+01 2.430081e-01 3.747167e+00
## relativ 0.574540435 1.012537e+00 2.036014e+00 9.898292e-03
## motion 0.038175809 2.959609e-01 2.192615e-03 1.656399e+00
## space 1.580495178 1.077835e-01 1.873163e-03 1.471245e+00
## time 0.011274058 2.062290e+00 3.376199e+00 2.157836e+00
## work 0.774117030 6.268635e-01 1.222391e-01 9.046811e-01
## leisure 0.008477383 5.899889e+00 3.521817e-01 9.854666e-01
## Dim.38 Dim.39 Dim.40 Dim.41
## pronoun 3.241263e+00 7.651885e-03 0.3113365857 0.1406296122
## ppron 1.224892e+00 4.961495e-01 0.0140451439 0.2080026203
## i 2.876163e+00 8.008219e-02 0.7867799904 0.5058442942
## we 1.010425e+00 3.159098e-02 0.0004068309 0.2381047619
## you 3.331758e-01 5.714805e-01 3.1973741020 1.8500239762
## shehe 5.552479e-04 2.179115e-02 0.0840560063 0.3977420375
## they 9.910061e-02 7.295728e+00 0.0090474220 5.3583686038
## ipron 2.377593e+00 5.974895e-01 0.5628156701 1.5921962315
## article 9.936442e-01 5.990244e-02 1.1194231871 0.4030412069
## prep 1.616774e+00 6.482492e-02 0.0016795202 2.4407949947
## auxverb 4.171425e-01 8.763998e-01 3.7769611010 0.3142601228
## adverb 3.646825e-03 9.116595e-02 1.5397427202 1.7373545662
## conj 2.878120e-01 6.663313e+00 0.4734498819 6.1568413953
## negate 5.748179e+00 6.907187e-02 3.4242783147 0.1367942133
## verb 8.127796e-01 2.945758e-01 0.4470440646 1.3368502408
## adj 1.229477e-01 5.572646e-01 0.7639869850 1.9829197650
## compare 6.081756e-02 1.382320e-01 5.8711933605 4.3103625578
## interrog 2.589249e-01 5.076803e-01 0.5396288371 0.1245853766
## number 8.589144e+00 1.007612e+00 3.8305501583 6.6200757666
## quant 3.138319e-01 1.714712e-02 0.8115279871 0.4132382988
## affect 5.104121e-01 6.153185e-01 0.3686013629 0.0573686414
## posemo 9.939354e-01 2.291389e+00 0.5392295828 0.0158371124
## negemo 6.248086e-01 1.674793e+00 0.5191234704 0.2777854820
## anx 9.332086e-01 9.652453e-02 0.2583167836 1.0670301961
## anger 9.415587e+00 7.626159e+00 0.8029343064 1.1806650566
## sad 7.671132e-05 2.629403e+00 2.2532860760 0.6118892264
## social 2.512643e-02 1.155326e-01 0.1089756876 0.0001469047
## family 6.635225e+00 2.024002e-02 0.6074957666 4.3739563236
## friend 1.888938e+00 1.552273e-01 1.9737760120 0.2615617970
## female 2.485383e-01 6.567677e+00 1.2364552476 1.4656084428
## male 6.635097e-02 2.222874e+00 0.0563793251 0.1383698669
## cogproc 1.008616e+00 4.864948e-01 0.0506475497 0.1062601989
## insight 1.134764e+01 1.131006e+00 4.7997785497 0.8669036587
## cause 1.257020e-01 3.245476e+00 9.4477688507 1.0544821119
## discrep 9.642863e-01 1.492269e+00 0.1924664804 0.5177228269
## tentat 2.034685e+00 2.628166e-01 1.5333668027 4.3878118829
## certain 3.888812e-01 4.212844e+00 1.4037088585 2.2401050537
## differ 2.493982e+00 2.796220e-01 0.0536006477 0.0813461668
## percept 1.821067e-03 1.019356e+00 1.3618826709 0.0028934685
## see 4.234461e-01 1.478663e+00 0.0450514322 0.3501679018
## hear 2.221859e-02 3.782269e+00 0.6421453994 0.5200738349
## feel 6.070507e-01 6.757798e-01 4.2486516010 0.0050926216
## bio 2.826517e+00 9.133854e-05 0.2478753699 0.5620635070
## body 1.400453e+00 8.473970e+00 3.8643828297 0.0195829797
## health 8.374578e-01 6.401823e+00 0.0261238103 5.6377903508
## sexual 3.950599e+00 3.858995e-02 5.5216281484 4.2807802540
## ingest 2.859347e+00 7.513078e-01 2.0223326500 5.4162838994
## drives 3.956589e-01 3.038743e-02 0.1646456150 0.0111074263
## affiliation 8.702970e-04 5.932750e-01 0.6384656253 1.8674904383
## achieve 4.243976e+00 9.094351e-01 2.0894411283 8.2992918892
## power 6.975377e-01 1.516456e+00 2.1114878940 5.1668669339
## reward 2.321539e+00 1.029125e-09 9.4582183935 0.1750476344
## risk 7.440602e-01 5.889024e+00 1.1557079384 0.1352175543
## focuspast 3.222428e-01 2.974436e-01 1.2404190536 0.0067862036
## focuspresent 5.842103e-01 9.176956e-03 4.8405996227 0.0022832590
## focusfuture 9.173000e-02 7.711542e-01 1.0731960884 0.0282659755
## relativ 7.566477e-01 4.478028e+00 0.6218364849 0.0062816962
## motion 2.332285e-02 6.776886e-03 0.1787430759 3.6701515687
## space 3.413654e+00 4.514339e+00 1.3527031496 1.7819741178
## time 2.388252e-01 9.417004e-01 0.1014093361 3.2059148160
## work 1.715920e-01 2.152417e+00 3.1303968455 3.8152643099
## leisure 2.970413e+00 6.937154e-01 0.0914166073 0.0604457669
## Dim.42 Dim.43 Dim.44 Dim.45
## pronoun 2.319035e-02 1.665985328 7.078631e-01 0.006649167
## ppron 4.191025e-01 5.404571604 4.820618e-02 0.072326725
## i 3.783116e+00 4.075586411 1.645144e-01 0.843969161
## we 1.427908e+00 0.455810375 4.168321e-02 0.447482191
## you 1.110806e+00 0.771208460 4.035014e-01 0.233469976
## shehe 5.966334e-02 0.247167364 1.970828e-02 0.291271733
## they 2.327518e+00 0.978124839 1.143449e-01 0.060875399
## ipron 1.365595e+00 0.906048597 1.210849e+00 0.029903138
## article 2.588400e-01 9.528850385 8.349342e+00 0.569048560
## prep 3.324261e+00 1.196855018 1.665416e-01 7.327786968
## auxverb 1.197786e-01 5.561419474 1.258546e+00 5.903228983
## adverb 6.486436e-01 0.080629236 2.023841e+00 0.543416624
## conj 3.850649e+00 0.984306509 4.415770e-01 0.030432596
## negate 3.170390e+00 2.013949646 2.776321e+00 1.971422140
## verb 8.654634e-02 0.344332781 1.297568e-01 2.210157944
## adj 3.944973e+00 1.223311606 3.067855e-01 0.095216705
## compare 1.231213e-01 2.284078799 5.144187e+00 8.299528829
## interrog 1.255731e+00 2.725707988 2.227716e+00 1.052630093
## number 4.540523e+00 0.060608744 1.715665e+00 0.029385804
## quant 8.036077e+00 0.178645267 4.318727e-01 0.028512874
## affect 2.034556e-02 0.075994008 5.187405e+00 0.095600360
## posemo 6.366725e-01 0.638391321 8.676970e+00 0.134184390
## negemo 7.871259e-01 1.337647945 1.760138e-03 0.023684410
## anx 2.393928e-01 1.032392470 8.216644e-01 1.659691966
## anger 2.037907e+00 8.038286420 1.109935e+00 3.252583587
## sad 1.403431e+00 0.030524520 4.519046e-01 0.427930862
## social 1.265644e-02 0.170904694 8.410022e-01 3.769790119
## family 6.949131e-02 0.554114306 3.564792e+00 2.195329618
## friend 1.434845e-01 2.155090138 7.987924e-01 1.232417955
## female 2.776013e-01 1.127441506 9.607021e-01 0.128620864
## male 1.368719e-01 0.040736027 6.327967e-01 0.407936327
## cogproc 3.915692e-01 0.829709121 1.005704e-06 0.312904338
## insight 2.447300e-01 0.022631889 1.076807e+01 0.008062230
## cause 7.186794e-01 0.108702164 3.172153e-01 0.451013627
## discrep 3.584710e-02 2.835909845 1.437613e+00 0.518387794
## tentat 9.897716e+00 1.172116274 1.461945e+00 4.053264061
## certain 4.457013e-05 2.369907809 6.361755e+00 0.285491468
## differ 1.892414e+00 1.494804053 9.120911e-01 0.015453760
## percept 8.735828e-01 2.934640255 7.986524e-05 0.371043358
## see 8.254479e-03 1.420663988 1.495580e+00 0.088683634
## hear 5.375462e-02 2.107991698 8.067004e-01 0.091853860
## feel 4.782099e-01 0.161084461 1.160717e+01 0.285354884
## bio 1.340918e+00 1.842487949 1.517785e-02 0.207766502
## body 3.283779e-01 0.927424757 3.010855e+00 0.697300570
## health 6.382473e-01 0.354998649 7.318812e-01 3.421773020
## sexual 1.457518e+01 3.706567073 8.487419e-02 0.931237009
## ingest 1.525464e+00 1.806171045 2.588095e-01 10.034992298
## drives 5.606857e-01 0.378749510 3.038987e-02 0.079806848
## affiliation 4.768897e-01 0.023735191 2.900673e-01 0.176717841
## achieve 2.257781e+00 0.106232832 1.380948e+00 0.454302344
## power 9.127677e-01 0.036415165 8.159252e-01 2.835917664
## reward 9.119623e-01 4.804798427 7.065822e-01 0.333871465
## risk 7.172438e-02 1.244810846 2.513636e-01 0.598682566
## focuspast 3.102434e-01 1.190254727 1.518064e+00 0.049246072
## focuspresent 7.030840e-01 0.413333154 2.058798e+00 3.295783334
## focusfuture 3.918326e+00 0.899996562 1.294813e+00 5.194428193
## relativ 1.600953e+00 0.003952434 5.008753e-02 1.039021542
## motion 1.288879e-01 0.467618927 4.212473e-01 0.064779632
## space 3.848480e+00 5.279529628 1.042238e+00 3.094352001
## time 5.524367e+00 2.625567538 7.009340e-02 0.012405887
## work 1.279272e-01 1.390407219 5.040375e-02 10.992445492
## leisure 1.514312e-03 1.150065027 1.860985e-02 6.629170637
## Dim.46 Dim.47 Dim.48 Dim.49
## pronoun 2.131043e-04 0.001008043 1.081116e+00 5.170963645
## ppron 2.428017e-02 2.980871146 1.068710e-01 4.170174947
## i 2.093764e-01 0.797868841 2.043643e+00 0.006320079
## we 2.418029e+00 1.775232209 4.931615e+00 4.903926391
## you 9.127699e-01 0.013926191 1.603289e-01 0.376798259
## shehe 1.110676e+00 0.085786759 5.284331e-04 0.224450099
## they 5.372801e-02 0.038925253 1.684475e-02 1.905128942
## ipron 1.027521e-01 5.563767885 1.533595e+00 1.361778563
## article 5.250798e-01 0.484431172 7.952388e-01 0.409814633
## prep 5.682515e-01 0.373208297 5.211529e+00 0.475889936
## auxverb 1.000280e+00 0.345593292 3.032264e+00 1.145811435
## adverb 3.475071e-01 0.130413652 1.785877e+00 2.205071548
## conj 1.106492e+00 7.018252595 1.070754e+00 0.005533521
## negate 4.487360e+00 0.224795101 2.915510e-01 0.414776590
## verb 2.306999e+00 5.262501976 1.600120e-03 3.376205090
## adj 3.216069e+00 3.515101231 5.153470e+00 4.928655456
## compare 1.337172e+00 4.595013735 1.605848e+00 1.105763322
## interrog 1.899939e+00 2.034859217 5.358724e-03 2.106927985
## number 5.077757e-01 4.428161219 1.023797e+00 0.052044237
## quant 1.137576e+01 0.661621250 1.716137e-01 0.306229129
## affect 1.391120e+00 0.023967992 1.104059e-01 0.332611959
## posemo 2.536797e+00 0.157344811 5.733886e-02 0.002063665
## negemo 2.254112e-01 0.015838417 1.228067e+01 0.009916859
## anx 3.002490e+00 0.111255897 5.033556e-01 0.027694467
## anger 2.583715e+00 0.596416518 3.527588e-04 0.002551330
## sad 3.368397e+00 0.131630160 2.125098e-01 0.274317484
## social 2.019029e+00 1.771557711 1.704170e+00 11.451633035
## family 1.345962e+00 2.970716043 2.037472e+00 0.579316928
## friend 3.382454e+00 0.011383804 2.018307e-03 2.546005698
## female 1.763598e-02 1.332571500 3.289596e+00 0.258094571
## male 3.085038e-01 1.675269507 3.133423e-01 0.389023381
## cogproc 3.635906e-02 0.681185478 5.315621e+00 0.213395645
## insight 3.659658e+00 1.273714568 4.364527e-04 0.072190713
## cause 4.575512e+00 1.377655061 1.882848e+00 0.454918331
## discrep 2.730060e-01 0.812225258 2.201046e+00 0.002769145
## tentat 1.039589e+00 1.357982703 2.874353e-04 0.670103431
## certain 1.574311e-01 0.020535019 9.313593e-02 0.150957252
## differ 2.775308e+00 4.179048297 1.604656e+00 0.089575410
## percept 6.299151e-01 0.056682651 1.109544e+00 4.844569080
## see 2.490962e+00 0.838849005 4.048520e-01 1.416934513
## hear 2.714569e+00 0.744894607 1.083852e+00 0.839129989
## feel 8.914167e-02 0.085216324 1.144621e+00 0.999483168
## bio 8.025772e-03 8.096942098 1.168845e+00 9.657350462
## body 4.497168e-02 1.536153872 2.269917e-01 3.825472965
## health 2.267458e-01 0.438759539 1.526243e+00 2.378673370
## sexual 2.443824e-01 0.027450950 8.338109e-02 0.027758463
## ingest 1.300299e+00 1.236650942 1.855204e-01 0.094593060
## drives 1.955356e+00 0.305283702 9.402033e-01 0.009314742
## affiliation 8.964690e-01 0.251350969 1.264514e+00 0.093639069
## achieve 1.497580e-01 2.304925088 3.075249e-01 3.682028617
## power 1.332256e+00 0.178638786 3.894604e-02 0.417256089
## reward 7.158537e-06 0.015193062 4.987708e-01 0.036562137
## risk 2.870796e-01 0.127641392 8.469067e+00 0.119106976
## focuspast 3.361259e-02 6.055912972 2.586973e+00 7.013055495
## focuspresent 1.601892e+00 0.480354486 3.282729e+00 7.516734414
## focusfuture 7.582568e+00 4.035058562 1.036964e+01 0.414461013
## relativ 2.204439e-01 0.687637197 1.023954e+00 0.468400610
## motion 4.260377e+00 0.184427630 1.301566e+00 0.105396041
## space 4.956411e+00 3.765614700 4.260437e-01 0.014876742
## time 2.186210e+00 6.749464254 2.819527e-01 0.675154468
## work 6.429515e-02 1.377468935 3.549868e-01 3.098065703
## leisure 5.153586e-01 1.587790471 2.865779e-01 0.072579704
## Dim.50 Dim.51 Dim.52 Dim.53
## pronoun 1.233113078 0.108525464 2.551470e-01 5.682347e-02
## ppron 0.997411300 0.536694392 9.812260e-02 2.872113e-01
## i 0.965165445 0.506810000 2.717816e+00 6.573557e-02
## we 0.932562863 0.567878483 3.721709e+00 5.104069e-02
## you 4.534337245 1.190286917 2.159159e-01 4.613193e-01
## shehe 0.599767126 6.941535116 4.146037e-01 6.716260e-01
## they 0.004847215 1.241524866 1.090256e-01 7.487403e-01
## ipron 0.066092848 0.101893039 3.195140e-01 1.075055e+00
## article 4.598139480 0.354303467 7.154524e-05 9.040244e-01
## prep 3.250949800 0.505113154 4.164486e-02 2.834694e+00
## auxverb 0.599989186 2.851950277 4.750018e+00 5.539254e+00
## adverb 1.284572431 0.233349017 1.003090e-01 1.805782e+00
## conj 0.156117987 0.027802712 4.615898e-02 5.004441e-01
## negate 5.198891543 0.146272734 1.828578e+00 2.278774e+00
## verb 0.075791552 10.174821673 1.987552e+00 1.470826e+01
## adj 2.002668485 0.017604229 1.575029e-01 1.967230e-01
## compare 0.656733668 0.282525572 1.526308e-02 1.826693e+00
## interrog 0.442434277 0.540734802 5.124286e-02 1.824607e+00
## number 0.073166029 0.154542942 5.442271e-01 2.691571e-01
## quant 0.057817339 0.142796619 2.112295e-02 1.299595e+00
## affect 0.125766462 0.591317186 7.630333e-01 1.470553e+00
## posemo 0.281844506 0.023706289 3.237668e-01 7.872358e-01
## negemo 3.021007715 11.902287708 1.191896e+00 1.087112e+01
## anx 0.343859788 3.109226669 9.704817e-01 2.350485e+00
## anger 4.111361294 1.103399999 1.982200e+00 8.973937e-02
## sad 2.229852116 0.909850121 2.014573e+00 3.500102e-01
## social 11.488561025 6.279881675 1.903146e+00 3.675841e+00
## family 1.373266556 0.150845563 1.309198e+00 2.158521e+00
## friend 2.506597862 1.270810796 3.065659e-01 3.561475e-04
## female 0.181546904 0.009427814 1.626205e-02 4.243353e-03
## male 0.915779458 4.592157498 4.182740e-01 6.448079e-04
## cogproc 0.271223576 0.066698832 1.167237e+01 2.017996e-04
## insight 0.023330721 0.031140964 2.072088e+00 1.263632e-03
## cause 1.061178236 0.002108236 7.698096e-01 6.031360e-01
## discrep 1.495922581 0.070293261 2.228623e-01 6.860216e-02
## tentat 0.330193270 1.078344565 9.589374e-01 3.542316e-01
## certain 0.844031132 0.018143431 1.607137e+00 1.946712e+00
## differ 1.084398359 0.012749572 2.096122e-01 3.628725e-01
## percept 1.359162208 2.369540552 1.900376e+00 2.340644e-01
## see 0.010025079 1.284966297 9.119975e-01 2.080261e-01
## hear 4.035525901 1.243314069 5.958007e-01 1.468029e-01
## feel 0.659983062 1.145881395 5.369874e-01 1.055910e+00
## bio 7.377932683 5.471216283 6.198994e+00 8.225155e+00
## body 3.160939176 2.010843918 2.491337e+00 2.533850e+00
## health 7.294227439 2.130836126 2.151467e+00 2.292104e+00
## sexual 0.019678345 0.005172866 8.242912e-01 9.191556e-02
## ingest 0.490415515 1.373283764 9.280999e-01 2.025751e+00
## drives 0.036315105 1.936669722 9.616591e+00 1.404768e+00
## affiliation 0.176600546 0.245278343 1.260706e+01 4.279817e+00
## achieve 0.459115372 0.031214341 2.569464e+00 2.481280e-02
## power 0.004623853 0.690576294 7.180374e-02 6.685199e-01
## reward 0.018780490 0.015425443 1.147259e+00 2.735511e+00
## risk 5.477283614 1.140127178 3.144169e-01 4.085890e+00
## focuspast 6.008862566 7.011840860 3.008551e+00 6.137490e-02
## focuspresent 2.998125241 10.868007134 5.786970e+00 2.472430e+00
## focusfuture 0.321515551 2.550970201 1.171213e-01 1.066685e+00
## relativ 0.082529366 0.282567029 5.580026e-01 1.385236e+00
## motion 0.002144843 0.005314299 1.089727e-01 3.857489e-01
## space 0.063102241 0.052288584 7.172431e-02 1.560804e+00
## time 0.060246998 0.021147334 1.706781e-01 1.088118e-02
## work 0.145914724 0.137139991 1.203737e+00 5.426034e-01
## leisure 0.316659625 0.127022324 5.389277e-04 1.000026e-05
## Dim.54 Dim.55 Dim.56 Dim.57
## pronoun 3.204863e-01 0.208254327 3.721866e-01 0.018282277
## ppron 2.346242e-02 0.375293274 2.003328e-01 0.485695938
## i 1.687442e+00 0.552903916 8.491976e-01 0.148845881
## we 1.982927e-01 3.382716843 4.905503e+00 0.822319306
## you 8.475899e-01 0.293538438 3.172610e+00 2.058387433
## shehe 7.536436e+00 6.681737802 1.297377e+01 2.592695003
## they 5.902473e-02 0.190491519 4.443793e-01 0.123839806
## ipron 5.236935e-01 0.055533874 1.752944e-02 0.007582089
## article 4.518222e-01 0.011347250 2.940016e-01 0.016746246
## prep 1.316753e+00 0.618276300 1.053034e+00 0.478124219
## auxverb 6.626303e+00 0.303654294 3.743071e-01 1.441679847
## adverb 7.273135e-04 0.021021983 9.083423e-02 0.037891654
## conj 9.406646e-01 0.230767684 2.564249e-01 0.041139737
## negate 6.256758e-01 0.242413592 1.063849e-01 1.623349541
## verb 6.084008e+00 2.186392843 1.265239e+00 1.865172950
## adj 4.579215e-01 0.785928325 1.604299e-01 0.231930712
## compare 3.367386e-01 0.177458014 1.272450e+00 0.378209296
## interrog 6.823203e-02 0.058892977 1.332803e-01 0.159753865
## number 2.571371e-02 0.215503264 8.898846e-02 0.007413001
## quant 8.825030e-02 0.675438471 3.997080e-01 0.036706017
## affect 3.014441e-01 0.130177462 2.869824e+00 0.109633283
## posemo 1.064276e+00 0.699285988 2.531617e+00 0.327112062
## negemo 3.832548e+00 7.942121720 7.109821e-01 0.072411494
## anx 2.334635e-01 0.684908611 9.172934e-02 0.055543907
## anger 2.768988e-01 0.268452783 8.154676e-05 0.115936710
## sad 1.842213e-02 0.063983042 2.019128e-01 0.563882133
## social 5.823785e+00 0.814883310 4.521657e+00 2.498007448
## family 9.333103e-02 0.026328898 2.612078e+00 0.008872610
## friend 6.186106e-01 0.088581845 1.685387e+00 0.007418621
## female 9.046194e-01 1.345619049 8.019664e+00 0.934640960
## male 2.245066e+00 3.537324704 1.728567e+01 4.144012343
## cogproc 1.497526e+01 0.166074584 4.684047e+00 15.602893188
## insight 3.311545e-01 0.119268420 1.125416e-01 2.826967340
## cause 5.424708e-01 0.028094789 9.668778e-04 1.239741802
## discrep 2.348327e-01 0.002349630 8.526201e-06 0.485190115
## tentat 6.343333e-01 0.080680704 2.159649e-01 2.699578512
## certain 6.484093e-01 0.008032394 3.128198e-01 2.418126807
## differ 4.193270e+00 0.007765909 1.023057e-01 1.385172945
## percept 2.880391e+00 14.855169989 4.696660e-02 3.651548693
## see 2.956727e+00 3.841047462 4.628128e-01 0.844392263
## hear 1.138306e+00 3.947421159 2.292433e-01 1.538197316
## feel 1.422780e+00 4.408716275 6.415904e-02 0.554393685
## bio 1.709812e+00 0.609735609 3.683749e-02 0.475620543
## body 2.187924e+00 0.729758418 1.488362e-02 0.126123946
## health 3.730827e-01 0.545211699 4.816936e-02 0.225713190
## sexual 3.554223e-02 0.210697859 1.671596e-02 0.065059603
## ingest 7.772091e-01 0.019212997 8.482404e-02 0.095493657
## drives 4.329769e+00 4.339641062 1.785515e+01 12.671494116
## affiliation 7.068782e+00 0.021858296 1.553592e-01 19.618777786
## achieve 1.330554e-03 1.498954688 1.026862e+00 0.493998224
## power 9.156591e-01 0.712839410 1.932590e+00 3.656197631
## reward 2.124678e-01 1.294936241 7.140150e-01 0.121627482
## risk 1.064197e+00 4.622991590 2.270814e-01 0.247637451
## focuspast 4.668386e-02 7.112483802 3.801679e-02 2.458138423
## focuspresent 1.319503e+00 10.008175099 4.343237e-01 1.743795365
## focusfuture 6.871723e-03 0.028671577 2.834457e-01 0.042172264
## relativ 3.295794e+00 3.895287459 6.517805e-01 1.237131470
## motion 2.184119e-01 0.660641045 2.589630e-01 0.172322932
## space 1.508303e+00 0.005003434 4.378878e-01 0.225897406
## time 6.669016e-01 2.909479898 2.871675e-01 1.338798491
## work 6.033241e-01 0.224721293 2.366897e-01 0.267706528
## leisure 6.879092e-02 0.215844809 6.621611e-02 0.056854432
## Dim.58 Dim.59 Dim.60 Dim.61
## pronoun 2.258061e-03 1.474722e-03 0.488124644 4.865074e+01
## ppron 1.332613e-01 7.765096e-02 0.089902216 4.468579e+00
## i 1.445529e+00 4.249988e-02 0.043991576 1.732875e+01
## we 1.853324e+01 8.029364e-02 1.081399674 4.313544e+00
## you 9.037644e-04 1.092247e-02 0.650011657 4.396665e+00
## shehe 7.164513e+00 1.743751e-01 0.346832821 2.191047e+00
## they 1.926437e-02 2.648472e-04 0.096087437 5.816940e-01
## ipron 1.274572e-01 1.401184e-03 0.185687236 1.735927e+01
## article 6.136909e-01 1.304381e-02 0.016311248 3.805267e-04
## prep 9.230615e-01 3.434155e-01 0.028508720 2.282742e-03
## auxverb 1.210765e+00 4.069872e-01 0.125517376 7.563253e-06
## adverb 1.562136e-01 2.351725e-03 0.045400550 3.437580e-03
## conj 8.508050e-02 6.644526e-03 0.054749546 6.708677e-04
## negate 1.116787e+00 4.160881e-02 0.101794087 2.202777e-03
## verb 2.326833e+00 1.045478e+00 0.240679497 1.137229e-04
## adj 6.465490e-02 2.208057e-01 0.156610192 9.702052e-04
## compare 6.203504e-03 3.560406e-05 0.354823941 9.157968e-03
## interrog 7.954030e-02 1.319362e-02 0.015978266 2.772680e-03
## number 3.851181e-01 3.740501e-02 0.012893816 8.705895e-04
## quant 9.928297e-02 1.025888e-01 0.238156591 1.287193e-03
## affect 2.833705e-02 2.023762e+01 27.942281182 1.077581e-01
## posemo 3.781100e-02 1.657018e+01 18.514959702 8.194204e-02
## negemo 4.348889e-01 2.983601e+00 2.373555186 1.902337e-02
## anx 7.267936e-02 3.890213e-03 0.146386751 7.480732e-04
## anger 1.252025e-01 7.630575e-02 0.010206299 1.977432e-04
## sad 5.282627e-01 7.942941e-02 0.039046075 8.257879e-05
## social 6.869781e-02 2.299904e-06 1.516950277 3.330852e-03
## family 1.621091e-02 1.386735e-01 0.125170970 5.139308e-03
## friend 9.151634e-01 1.141903e-02 0.359834791 8.144440e-03
## female 2.717465e+00 1.403285e-01 0.526957587 2.147612e-04
## male 2.702406e+00 3.828967e-02 1.172632570 1.473097e-03
## cogproc 7.555324e+00 8.329049e-02 0.244138616 4.212955e-03
## insight 2.523722e+00 3.342526e-02 0.154664488 1.156039e-03
## cause 3.422123e-01 9.611912e-02 0.202876700 4.708515e-04
## discrep 6.781164e-02 9.881957e-03 0.020541241 4.104201e-04
## tentat 2.454244e+00 5.051705e-02 0.135946505 1.396431e-04
## certain 6.451227e-01 3.021630e-02 0.119744459 1.455803e-03
## differ 1.718954e+00 2.019801e-02 0.095404975 1.484722e-05
## percept 6.801187e+00 3.684168e+00 1.117917532 7.526755e-02
## see 2.823332e+00 8.511673e-01 0.799666108 2.592209e-02
## hear 1.420799e+00 8.433491e-01 0.081741080 1.983220e-02
## feel 4.238251e+00 1.217646e+00 0.897890716 3.813454e-02
## bio 6.904017e-01 2.789061e-02 0.028741129 1.817510e-03
## body 3.286576e-02 1.601556e-01 0.028841807 1.964921e-04
## health 9.987784e-02 2.028796e-01 0.025747289 4.649651e-04
## sexual 2.126234e-01 5.782200e-03 0.045478625 2.771324e-04
## ingest 5.330765e-01 1.531415e-01 0.083296709 5.208001e-05
## drives 7.487774e+00 1.430606e+00 0.461000907 5.300285e-02
## affiliation 6.081213e+00 1.749210e+00 1.694016513 1.597928e-02
## achieve 5.441789e-01 8.645171e-02 0.097104393 2.589525e-03
## power 1.684791e+00 4.092292e-01 0.006807615 7.949329e-03
## reward 3.852268e-02 3.015590e-01 0.021730395 2.928829e-04
## risk 3.545488e-01 3.884253e-01 0.022804339 3.476280e-05
## focuspast 7.097609e-01 6.707435e-01 0.195072203 4.757706e-03
## focuspresent 5.131982e-01 7.958687e-01 0.004685711 8.849922e-03
## focusfuture 8.671018e-01 1.593120e-01 0.265111151 1.952761e-03
## relativ 2.845101e+00 1.924965e+01 17.792581296 9.495046e-02
## motion 7.520998e-02 1.822759e+00 1.889338480 8.754467e-03
## space 4.730664e-03 1.071376e+01 6.280261709 4.694059e-02
## time 4.157833e+00 1.166848e+01 9.886406837 3.878740e-02
## work 2.439086e-01 1.816528e-01 0.137540226 3.757905e-08
## leisure 9.154486e-02 2.880317e-04 0.061457763 2.836640e-03
## Dim.62
## pronoun 6.221388e+00
## ppron 4.216077e+01
## i 3.119098e+01
## we 5.440868e+00
## you 7.725637e+00
## shehe 3.775235e+00
## they 1.116376e+00
## ipron 2.144214e+00
## article 3.608067e-04
## prep 1.380731e-04
## auxverb 5.681257e-04
## adverb 7.574685e-04
## conj 2.276501e-05
## negate 6.076913e-05
## verb 1.190565e-03
## adj 2.040771e-05
## compare 1.119383e-03
## interrog 5.856424e-04
## number 3.715634e-04
## quant 8.031252e-05
## affect 3.767856e-02
## posemo 2.590669e-02
## negemo 5.772923e-03
## anx 1.288365e-04
## anger 1.593173e-04
## sad 2.312281e-04
## social 9.247946e-04
## family 5.845226e-04
## friend 7.602741e-04
## female 2.822705e-04
## male 5.956589e-04
## cogproc 2.675537e-03
## insight 1.332707e-03
## cause 8.191116e-05
## discrep 2.117592e-04
## tentat 4.900471e-04
## certain 2.903273e-04
## differ 7.421704e-04
## percept 2.230587e-02
## see 6.629692e-03
## hear 5.083036e-03
## feel 1.346922e-02
## bio 4.405741e-04
## body 9.248447e-05
## health 2.244319e-05
## sexual 1.691798e-05
## ingest 1.791969e-07
## drives 8.995945e-03
## affiliation 1.889789e-03
## achieve 8.791242e-05
## power 9.735471e-04
## reward 5.095362e-05
## risk 7.043104e-09
## focuspast 8.486807e-04
## focuspresent 1.287894e-03
## focusfuture 1.000635e-03
## relativ 3.914479e-02
## motion 2.080572e-03
## space 2.062988e-02
## time 1.516837e-02
## work 2.450468e-05
## leisure 1.582260e-04res.var$cos2 # Quality of representation ## Dim.1 Dim.2 Dim.3 Dim.4
## pronoun 6.409605e-01 0.0419341693 3.244941e-02 0.0496260329
## ppron 4.325202e-01 0.0708111277 5.973183e-05 0.1897136627
## i 5.686750e-01 0.0099595712 2.551439e-02 0.1373621570
## we 2.555729e-01 0.1479392517 8.633340e-05 0.0228346581
## you 1.384879e-03 0.0013956450 1.316945e-02 0.0966337963
## shehe 1.794601e-02 0.1246466317 3.235552e-01 0.1390035884
## they 1.588699e-02 0.0015967917 6.039635e-03 0.0863170056
## ipron 2.079733e-01 0.0002088040 8.428398e-02 0.0454214789
## article 3.347173e-01 0.0075839313 8.495476e-02 0.0005829374
## prep 2.338297e-01 0.1366136249 4.196264e-02 0.0153399516
## auxverb 2.685312e-01 0.2613974682 1.505890e-03 0.0813696409
## adverb 5.741711e-03 0.0488870428 1.431677e-04 0.1453060806
## conj 2.086017e-01 0.2740861904 2.137979e-02 0.0383311939
## negate 4.218148e-01 0.0665132604 6.554106e-03 0.0081292676
## verb 3.498959e-01 0.2152605470 1.923950e-05 0.0548908883
## adj 1.739703e-03 0.3929954690 1.508160e-02 0.0217966441
## compare 3.237325e-02 0.0950350171 3.182698e-02 0.2031969601
## interrog 7.558138e-06 0.0396468727 7.658290e-02 0.0416864024
## number 9.081642e-02 0.3825195656 1.582731e-03 0.0002720443
## quant 9.115760e-04 0.1740583960 6.261533e-06 0.0606733820
## affect 1.816257e-01 0.2358553349 2.256267e-01 0.0020499655
## posemo 1.171997e-01 0.3214446945 2.296990e-02 0.0117620785
## negemo 7.399020e-02 0.0146700615 5.661941e-01 0.0079035806
## anx 1.788843e-02 0.0216433301 2.305765e-01 0.0422457112
## anger 2.317445e-01 0.0376252437 2.922007e-02 0.1694922171
## sad 5.015918e-02 0.0252043775 2.992282e-01 0.0081859151
## social 2.104549e-02 0.2548417575 9.367884e-02 0.0093087640
## family 2.556371e-02 0.0131497367 1.599798e-01 0.1943780444
## friend 1.381000e-01 0.0364690616 9.358928e-02 0.0740042794
## female 9.283916e-02 0.1233388938 8.514320e-03 0.2179573305
## male 6.713446e-03 0.0370177272 2.959338e-01 0.0601157052
## cogproc 3.136278e-01 0.0456874880 3.458585e-03 0.3068194578
## insight 4.245295e-01 0.0123338827 2.860155e-02 0.0490812673
## cause 9.696214e-06 0.0721866389 2.601596e-02 0.0918552588
## discrep 2.400223e-02 0.0125612991 6.771468e-02 0.0563365863
## tentat 1.432793e-02 0.0016148345 2.810674e-02 0.2217893170
## certain 6.474006e-02 0.1070918964 8.903660e-06 0.0025423747
## differ 8.114893e-02 0.0244327674 6.080093e-03 0.1630317108
## percept 4.204007e-02 0.0887595237 3.935723e-02 0.0051980304
## see 9.869958e-03 0.0879797919 8.383660e-03 0.0016901429
## hear 2.279992e-03 0.0769894153 1.571987e-04 0.0025128640
## feel 1.410170e-01 0.2093044478 7.633896e-02 0.0015457003
## bio 1.221908e-01 0.0270260899 7.409047e-03 0.0108118291
## body 1.143286e-04 0.0365199220 1.106797e-03 0.0106024416
## health 3.258682e-01 0.0036172572 5.592390e-03 0.0107238414
## sexual 1.956298e-01 0.0005037746 6.044712e-02 0.0619113984
## ingest 1.352668e-01 0.0410819090 4.654452e-05 0.0691782095
## drives 2.723875e-01 0.0002138893 2.149152e-01 0.0334020996
## affiliation 2.267449e-01 0.0758259237 4.999717e-03 0.0535940781
## achieve 1.586082e-01 0.1028056368 5.186739e-02 0.0316605323
## power 8.557034e-03 0.0682294245 1.885275e-01 0.0917875289
## reward 1.085326e-02 0.0142179127 6.470089e-02 0.0111654856
## risk 1.983856e-05 0.0001516808 4.812731e-01 0.0330974815
## focuspast 8.683642e-04 0.0399568236 2.915866e-01 0.1738645106
## focuspresent 1.217784e-01 0.2602289907 1.469992e-01 0.1778605806
## focusfuture 2.014621e-01 0.3290612841 3.163056e-03 0.0969030359
## relativ 3.409875e-01 0.0483884520 5.360870e-03 0.0446813904
## motion 1.630318e-01 0.0130228657 8.913711e-03 0.0007116028
## space 2.477561e-01 0.2196452788 2.921002e-02 0.0544379641
## time 7.589552e-02 0.3528277650 5.326982e-06 0.0078552396
## work 8.331088e-02 0.0549306597 1.306938e-01 0.0040097465
## leisure 5.006757e-02 0.0174274417 4.277610e-02 0.1653499347
## Dim.5 Dim.6 Dim.7 Dim.8
## pronoun 4.421469e-03 4.154547e-02 1.715857e-02 1.016959e-04
## ppron 1.870255e-03 1.215475e-03 1.027572e-03 5.674600e-04
## i 2.531708e-02 7.719350e-02 2.746703e-02 1.943036e-04
## we 8.439730e-03 2.474250e-02 2.544083e-01 2.262852e-02
## you 6.476337e-02 1.777130e-01 2.603508e-02 3.225214e-03
## shehe 1.223866e-02 1.857883e-02 9.570353e-04 3.575022e-02
## they 1.805282e-04 1.342540e-02 3.965796e-03 3.321101e-01
## ipron 2.878520e-02 8.679180e-02 6.962935e-02 2.582205e-03
## article 1.945293e-02 5.948270e-02 2.545158e-02 1.378445e-02
## prep 1.227989e-01 1.474613e-02 5.765628e-03 2.451061e-02
## auxverb 2.694624e-02 3.729704e-03 1.949488e-02 5.883003e-03
## adverb 3.229368e-02 8.709044e-02 1.691707e-02 3.843337e-02
## conj 4.967891e-02 7.359457e-03 1.410695e-02 2.901310e-02
## negate 1.788787e-03 1.268058e-01 2.070885e-02 9.212270e-03
## verb 6.757162e-04 1.139155e-03 7.372622e-03 2.124047e-02
## adj 1.662318e-03 1.410280e-02 1.266792e-01 8.710771e-02
## compare 7.350698e-02 2.652945e-04 9.641937e-02 1.523294e-02
## interrog 3.501834e-03 8.763665e-02 1.115503e-03 1.724187e-02
## number 1.306542e-02 5.294542e-03 3.032629e-02 1.749850e-04
## quant 5.845588e-04 1.383372e-01 8.414058e-03 2.575664e-03
## affect 1.096752e-02 9.618623e-02 3.209499e-02 6.396052e-02
## posemo 2.205918e-04 2.144279e-01 3.920329e-02 5.816364e-02
## negemo 4.470139e-02 7.910421e-02 2.865357e-04 1.136572e-02
## anx 1.713043e-02 4.045664e-02 7.457862e-02 2.118807e-02
## anger 3.570350e-02 3.458397e-04 3.095873e-03 5.187071e-02
## sad 2.560436e-02 9.729964e-02 1.993225e-02 1.609169e-03
## social 9.423203e-02 2.739489e-01 1.165646e-02 7.651157e-04
## family 3.430033e-03 1.386371e-03 9.257168e-02 5.175462e-03
## friend 3.317758e-03 6.839813e-02 5.394275e-02 1.361359e-04
## female 1.916885e-02 4.717501e-04 3.618867e-02 9.694669e-02
## male 1.078630e-02 4.058713e-02 5.480008e-04 2.768430e-04
## cogproc 2.100757e-04 9.414837e-03 7.354836e-02 6.367019e-02
## insight 4.132227e-05 2.057015e-04 7.551154e-02 5.619142e-02
## cause 2.729170e-01 8.628225e-06 5.119105e-03 4.684273e-02
## discrep 2.295357e-02 2.009890e-01 4.051090e-03 2.879967e-02
## tentat 8.707979e-02 1.963846e-03 3.604079e-02 4.631937e-02
## certain 1.441008e-02 2.560115e-02 1.290444e-02 1.522563e-01
## differ 1.019299e-02 5.060462e-02 2.638230e-03 2.380809e-03
## percept 2.590136e-01 1.328087e-02 6.530010e-02 2.720906e-04
## see 5.815715e-02 9.832403e-02 4.319045e-02 2.296625e-03
## hear 8.472379e-02 5.449088e-02 1.188609e-01 2.616864e-03
## feel 5.092291e-02 2.432237e-02 1.751945e-02 5.360291e-04
## bio 2.546445e-01 1.156852e-01 3.795283e-02 5.936335e-02
## body 3.767936e-01 9.846310e-02 3.312880e-03 4.313710e-02
## health 5.084565e-02 7.548536e-02 9.908315e-03 3.706510e-03
## sexual 1.181038e-02 1.408738e-03 2.962349e-02 5.702384e-02
## ingest 1.826802e-03 6.426156e-03 5.656289e-02 8.347865e-02
## drives 4.789136e-02 2.338464e-02 9.446089e-02 2.667323e-02
## affiliation 8.084245e-03 5.463635e-02 2.200122e-01 1.571640e-02
## achieve 1.029720e-05 2.184913e-04 2.942864e-05 2.809867e-02
## power 8.659104e-03 1.762974e-02 8.635736e-03 2.168890e-01
## reward 4.818888e-02 1.868012e-02 6.982487e-02 2.608670e-02
## risk 9.282754e-02 6.832813e-02 1.353689e-02 8.149533e-04
## focuspast 1.312448e-01 3.946821e-02 1.014932e-03 4.603309e-04
## focuspresent 5.179370e-02 4.222860e-02 1.118138e-02 5.194982e-05
## focusfuture 3.815164e-02 2.724693e-02 2.383666e-02 2.253228e-02
## relativ 1.560012e-01 4.066714e-02 1.739877e-01 5.319764e-02
## motion 4.372633e-02 2.818068e-02 2.141532e-02 3.540956e-02
## space 1.011121e-01 5.589414e-04 7.325214e-04 4.695830e-02
## time 4.985717e-02 8.402952e-02 2.597649e-01 9.810991e-03
## work 2.732578e-01 4.535849e-02 4.292020e-03 8.201127e-04
## leisure 2.586256e-03 2.157988e-02 3.837898e-03 2.306712e-01
## Dim.9 Dim.10 Dim.11 Dim.12
## pronoun 9.171782e-05 3.936558e-02 3.926664e-04 3.065882e-03
## ppron 6.715937e-04 1.326033e-02 1.092641e-01 2.287564e-04
## i 1.918906e-02 4.295491e-03 9.938672e-03 7.555495e-03
## we 6.557600e-02 4.054280e-02 5.995665e-03 5.600686e-02
## you 2.306820e-01 3.134673e-02 1.010632e-01 2.057502e-03
## shehe 4.220503e-04 1.122899e-01 1.358015e-02 6.959591e-04
## they 7.786467e-04 2.590242e-02 9.198360e-03 2.598507e-04
## ipron 2.687121e-03 3.180112e-02 1.686202e-01 1.318759e-02
## article 3.062788e-03 3.354947e-03 4.065712e-02 9.138844e-02
## prep 1.762445e-02 1.592657e-03 1.972298e-02 1.047164e-02
## auxverb 2.333650e-02 4.096245e-02 1.767764e-02 2.653081e-02
## adverb 2.051714e-05 1.634336e-02 6.330644e-03 2.003299e-02
## conj 6.165300e-04 5.157885e-02 9.378428e-03 2.701243e-03
## negate 2.261627e-02 2.204337e-02 2.167738e-02 1.432154e-03
## verb 5.063322e-02 1.462965e-02 3.305872e-02 1.240625e-02
## adj 2.616851e-02 5.097871e-03 7.843373e-03 1.237981e-02
## compare 5.084269e-02 2.845314e-02 2.087831e-03 5.218403e-02
## interrog 4.449126e-01 2.730629e-03 4.083523e-03 3.870156e-03
## number 8.197720e-03 8.339924e-03 4.246080e-02 5.662137e-02
## quant 2.436470e-01 1.170251e-03 1.699056e-02 1.243845e-02
## affect 4.573412e-05 1.125576e-03 6.428741e-03 1.928864e-02
## posemo 9.846043e-03 2.039516e-06 5.835131e-03 1.906212e-02
## negemo 4.868073e-02 1.301266e-02 1.638877e-03 4.879089e-04
## anx 2.896998e-03 9.962485e-02 7.861914e-03 8.344150e-03
## anger 3.471682e-02 3.153855e-02 2.567255e-02 7.272997e-04
## sad 1.655659e-04 1.745788e-04 3.888735e-04 6.645240e-03
## social 2.566280e-02 5.040937e-04 7.547710e-02 3.503454e-05
## family 9.386907e-03 2.589447e-02 7.667073e-02 2.592043e-02
## friend 5.758055e-04 1.061188e-02 1.013337e-03 2.459159e-02
## female 1.707543e-03 2.500070e-02 7.304903e-02 5.165712e-03
## male 6.218770e-03 1.341199e-01 1.008220e-01 2.832511e-03
## cogproc 2.154594e-03 9.413539e-02 2.224091e-03 1.183551e-03
## insight 7.723237e-03 2.264340e-02 1.033713e-04 2.350121e-02
## cause 1.148796e-01 2.537709e-05 3.872293e-02 2.236605e-03
## discrep 3.177636e-04 3.338436e-04 7.286223e-02 1.418199e-02
## tentat 1.730295e-01 1.073709e-01 1.574267e-02 1.702242e-03
## certain 3.988618e-03 1.165211e-01 7.214003e-06 3.555766e-03
## differ 7.756341e-02 1.532714e-03 1.277661e-02 1.325654e-01
## percept 1.659145e-03 1.874003e-01 3.781959e-06 9.314519e-02
## see 6.733337e-02 2.785654e-03 7.353142e-02 1.635012e-03
## hear 4.181799e-03 6.478772e-02 5.743579e-02 1.874459e-01
## feel 3.398935e-02 1.481371e-01 4.548868e-05 7.943670e-03
## bio 1.056732e-04 4.286306e-04 4.347585e-02 1.492712e-01
## body 3.526997e-03 4.537677e-03 4.394013e-02 3.350247e-02
## health 2.836010e-03 1.677389e-03 4.365324e-02 7.217804e-02
## sexual 3.310154e-02 6.267488e-02 1.500674e-02 5.163331e-03
## ingest 1.217843e-06 5.033306e-03 1.198898e-01 1.236837e-01
## drives 1.847146e-02 1.220305e-02 4.097987e-02 1.588647e-01
## affiliation 1.045057e-01 1.012446e-02 4.476250e-02 6.516119e-02
## achieve 7.781876e-02 6.418699e-02 6.625674e-02 2.114021e-02
## power 3.514051e-06 1.894377e-03 8.464323e-03 2.519715e-02
## reward 8.716383e-03 1.719706e-01 5.058650e-02 1.471104e-01
## risk 4.137147e-02 1.173971e-02 1.561669e-02 1.300024e-03
## focuspast 1.948538e-03 1.262798e-02 9.470992e-04 1.027342e-03
## focuspresent 1.049909e-02 1.949056e-04 8.997168e-05 5.223807e-04
## focusfuture 1.852521e-02 1.072785e-04 2.351477e-02 2.220550e-03
## relativ 1.444056e-03 1.626866e-02 2.449766e-04 8.746059e-05
## motion 5.038639e-05 1.251138e-02 2.309833e-02 4.175631e-02
## space 3.795313e-02 1.090416e-02 6.821927e-03 1.210872e-03
## time 1.278404e-02 3.593965e-03 5.695925e-03 4.113841e-03
## work 1.024282e-02 3.808316e-03 1.514382e-02 6.827140e-03
## leisure 1.775023e-02 2.465300e-02 1.887776e-03 1.249112e-03
## Dim.13 Dim.14 Dim.15 Dim.16
## pronoun 7.795747e-03 2.315088e-04 1.298164e-02 2.673398e-03
## ppron 4.082682e-03 1.883433e-02 7.183314e-02 2.749686e-02
## i 3.141115e-03 1.926332e-03 2.470570e-02 6.874053e-03
## we 1.250248e-03 3.609757e-03 2.349652e-04 4.084826e-03
## you 1.685025e-02 5.238514e-02 2.173048e-02 1.062632e-02
## shehe 1.935845e-03 2.757775e-02 6.955169e-06 4.105921e-02
## they 4.159623e-02 5.468529e-02 9.898109e-04 5.444075e-02
## ipron 4.109700e-03 2.538362e-02 2.882607e-02 1.837973e-02
## article 9.534047e-03 4.297656e-02 1.931097e-02 5.326555e-03
## prep 1.041185e-01 1.979214e-02 7.250097e-03 3.188893e-03
## auxverb 1.749604e-02 2.295472e-04 1.114705e-02 1.744217e-03
## adverb 1.028520e-01 7.126310e-02 9.055007e-04 4.134184e-03
## conj 1.688788e-03 3.009288e-02 2.913931e-03 2.295420e-02
## negate 4.079477e-04 7.069914e-04 9.483633e-04 2.617127e-02
## verb 4.760222e-03 6.538537e-02 1.286806e-03 5.594118e-05
## adj 4.315742e-03 6.026210e-03 3.104567e-04 1.036083e-02
## compare 5.891059e-02 5.710724e-02 1.004490e-02 1.002822e-02
## interrog 1.917562e-02 1.704864e-03 4.700736e-03 3.892789e-03
## number 2.229514e-03 4.808929e-03 1.076172e-02 2.836165e-02
## quant 8.441419e-02 4.680488e-03 3.426588e-02 1.039600e-02
## affect 1.188767e-02 1.542452e-02 3.441675e-03 4.483319e-03
## posemo 3.323163e-02 1.439045e-02 2.021082e-02 1.482950e-04
## negemo 2.333655e-02 2.774482e-03 2.332150e-02 8.128045e-03
## anx 1.953031e-03 3.109086e-05 6.173646e-02 1.767075e-03
## anger 5.207954e-02 4.508566e-05 2.175991e-02 7.052806e-02
## sad 5.837753e-02 3.886237e-02 7.485771e-02 4.418241e-03
## social 8.373815e-04 5.054000e-02 7.669516e-06 2.758779e-02
## family 6.895824e-02 3.149862e-03 1.847992e-02 3.087087e-02
## friend 7.519537e-03 1.702840e-02 1.330328e-01 4.125619e-02
## female 1.063646e-02 1.090377e-03 1.852188e-02 1.274089e-02
## male 4.286144e-03 4.939682e-02 1.035766e-04 8.383406e-02
## cogproc 6.462927e-03 1.885622e-03 9.621500e-04 6.407266e-03
## insight 7.904757e-05 8.310742e-04 5.844326e-02 2.271445e-03
## cause 8.654169e-05 1.335308e-02 8.905030e-05 2.482526e-02
## discrep 2.825044e-03 1.847161e-01 1.463517e-03 1.110714e-02
## tentat 1.209287e-02 3.681495e-02 6.076460e-03 1.083375e-02
## certain 3.000273e-02 4.459491e-02 1.025217e-01 1.967607e-05
## differ 2.865239e-02 1.056254e-04 1.065287e-02 6.908362e-02
## percept 1.147204e-01 9.421509e-07 6.426211e-04 4.171119e-04
## see 2.344504e-01 5.686675e-02 3.633336e-02 4.889430e-02
## hear 1.315827e-03 1.226931e-02 7.204456e-02 1.092043e-02
## feel 4.532646e-03 2.306280e-03 9.457392e-03 9.257833e-03
## bio 1.690460e-02 4.917280e-02 2.343345e-04 5.447144e-02
## body 1.804544e-02 5.580901e-03 1.078627e-03 6.002699e-02
## health 3.862200e-03 1.107864e-03 6.892945e-02 9.779756e-02
## sexual 8.968209e-02 1.976280e-02 8.847253e-03 7.494114e-04
## ingest 3.605660e-02 8.296616e-02 2.550784e-03 4.693330e-03
## drives 1.478082e-02 2.410144e-03 1.220399e-06 1.355398e-05
## affiliation 7.879753e-03 8.424407e-04 3.654151e-04 1.629600e-02
## achieve 1.740195e-02 6.541637e-03 2.373787e-02 1.342741e-02
## power 7.092283e-05 9.260279e-02 2.063107e-02 1.422415e-03
## reward 1.683199e-02 1.298193e-01 2.057211e-02 2.678621e-02
## risk 1.387871e-03 5.386903e-05 2.954550e-02 2.090661e-02
## focuspast 2.221325e-02 6.211844e-02 1.858473e-02 3.368897e-04
## focuspresent 1.851589e-02 6.377611e-04 2.044983e-02 1.129584e-03
## focusfuture 7.556684e-04 5.952615e-03 4.783034e-06 3.579528e-02
## relativ 4.681766e-03 1.555720e-02 6.060160e-05 7.206833e-03
## motion 5.187620e-02 7.217313e-05 1.624446e-01 1.786399e-02
## space 9.212511e-06 1.596117e-02 1.174210e-02 5.520466e-02
## time 3.144218e-02 1.961064e-03 1.749698e-04 3.030915e-04
## work 3.150909e-02 2.650386e-03 1.158166e-04 1.862479e-02
## leisure 4.929908e-02 3.964027e-02 1.159904e-03 1.167611e-02
## Dim.17 Dim.18 Dim.19 Dim.20
## pronoun 1.232870e-02 8.847783e-03 1.584663e-02 1.456551e-02
## ppron 1.558515e-02 4.781588e-04 2.772005e-03 1.431919e-03
## i 7.602823e-05 4.667544e-03 4.724451e-04 2.838463e-03
## we 1.749135e-02 1.284724e-02 3.294036e-03 2.724749e-04
## you 3.036875e-03 6.985539e-04 2.296511e-02 1.509856e-02
## shehe 3.610501e-02 2.352972e-02 2.458289e-03 3.343294e-03
## they 8.943328e-02 2.537568e-02 9.873476e-03 3.583896e-03
## ipron 2.630078e-04 1.701921e-02 1.987791e-02 2.272100e-02
## article 1.766931e-04 1.262421e-05 1.457679e-02 5.858805e-02
## prep 6.818512e-04 5.127866e-03 4.176458e-02 3.729940e-02
## auxverb 3.825798e-03 6.996583e-02 6.720395e-05 2.160973e-02
## adverb 1.096479e-02 4.120568e-03 1.474740e-01 5.572711e-03
## conj 6.026587e-03 4.859970e-02 6.033719e-03 2.716404e-02
## negate 6.995498e-05 2.006695e-03 1.245474e-02 4.370436e-06
## verb 6.035910e-03 1.064533e-01 2.734020e-04 4.659291e-03
## adj 3.365613e-02 7.557165e-06 6.250631e-03 2.923159e-05
## compare 1.066613e-03 3.641846e-03 2.324555e-02 1.601958e-02
## interrog 1.261362e-06 1.926272e-03 1.003956e-04 1.160021e-01
## number 9.567023e-02 4.504443e-03 2.180190e-04 2.742215e-03
## quant 1.961524e-02 5.708177e-04 2.161646e-03 5.618418e-03
## affect 1.256978e-03 1.569638e-07 5.064765e-03 9.319959e-04
## posemo 1.337285e-05 2.273094e-05 2.351382e-03 4.815550e-03
## negemo 1.125134e-02 7.239437e-06 2.574190e-03 3.311677e-03
## anx 1.073799e-04 2.059074e-02 7.361937e-02 8.343313e-02
## anger 2.532573e-02 3.648648e-02 6.635314e-05 7.976437e-04
## sad 1.627938e-02 3.963773e-02 1.097237e-03 1.814517e-02
## social 1.181929e-02 2.482544e-03 2.207750e-04 1.187001e-03
## family 1.106933e-03 5.251980e-03 1.617834e-03 2.190819e-03
## friend 2.223753e-06 1.386694e-03 3.060631e-02 3.233772e-02
## female 1.156328e-02 2.593972e-03 4.773156e-02 2.024575e-04
## male 6.032636e-02 3.427733e-02 6.840109e-03 3.501429e-04
## cogproc 9.705290e-03 2.197327e-04 2.560416e-04 7.667195e-03
## insight 5.551561e-07 4.408761e-02 6.989947e-04 2.733595e-02
## cause 3.692895e-02 5.805216e-05 9.010411e-04 1.419791e-02
## discrep 6.094923e-03 5.518989e-03 4.416384e-02 2.736427e-04
## tentat 1.771716e-02 8.614162e-05 1.750111e-06 2.335273e-02
## certain 4.157203e-02 4.548616e-03 8.707976e-02 4.307628e-03
## differ 2.047593e-02 6.766966e-02 3.787566e-02 1.477254e-02
## percept 6.948574e-03 9.305082e-04 3.133496e-02 4.574246e-03
## see 1.432025e-03 2.623953e-03 3.601846e-03 1.793815e-02
## hear 1.017813e-02 3.856077e-02 4.939523e-02 8.612312e-03
## feel 4.678723e-03 3.644089e-02 2.885506e-03 6.197568e-02
## bio 2.715162e-06 1.491739e-04 8.312915e-05 1.817029e-03
## body 7.166530e-03 2.587081e-02 1.765682e-02 4.207290e-03
## health 1.862452e-04 6.929519e-03 3.824589e-05 3.458067e-03
## sexual 7.870080e-02 9.072372e-03 3.078625e-02 2.237884e-03
## ingest 1.255962e-02 4.214748e-02 9.448481e-03 1.575388e-02
## drives 1.103306e-02 8.460468e-03 1.598103e-05 7.061570e-04
## affiliation 1.823540e-02 1.607272e-02 2.341406e-04 1.510983e-03
## achieve 6.843391e-02 9.571845e-02 9.125475e-03 2.012901e-02
## power 6.844372e-03 1.250550e-02 4.495959e-04 4.804408e-03
## reward 2.040046e-03 8.782017e-03 4.588903e-03 6.721967e-03
## risk 1.836815e-02 3.870915e-03 1.657700e-03 3.210924e-03
## focuspast 7.209130e-02 3.986018e-03 2.042010e-02 4.795132e-04
## focuspresent 3.173806e-02 2.393838e-02 6.349144e-03 1.257990e-03
## focusfuture 1.564148e-03 6.328770e-03 2.096151e-03 1.833721e-03
## relativ 1.992787e-02 1.639294e-02 2.958381e-04 1.041297e-03
## motion 1.464896e-01 6.870189e-03 3.149236e-02 6.265055e-03
## space 1.630974e-02 3.710282e-02 4.392012e-03 2.720354e-03
## time 1.005137e-04 8.775707e-05 4.388375e-04 8.185885e-03
## work 6.599443e-03 1.786345e-03 1.820424e-02 5.587092e-02
## leisure 3.308736e-02 6.249266e-03 7.060643e-03 2.815461e-02
## Dim.21 Dim.22 Dim.23 Dim.24
## pronoun 1.593961e-02 9.454972e-04 1.381321e-06 1.658445e-03
## ppron 6.526977e-03 1.047062e-04 5.197188e-04 7.833724e-05
## i 4.482047e-05 6.055749e-03 2.303299e-06 8.404672e-05
## we 5.910689e-04 1.117485e-02 1.078481e-02 4.913953e-03
## you 6.287077e-03 1.204041e-02 3.680882e-03 2.436673e-04
## shehe 6.372371e-03 8.085846e-03 1.316615e-02 3.444116e-03
## they 8.251341e-05 6.101018e-02 7.605889e-04 2.091457e-02
## ipron 1.042492e-02 4.090736e-03 1.052184e-03 6.897606e-03
## article 2.884602e-02 8.568811e-06 2.849924e-05 2.375678e-04
## prep 4.096308e-04 8.646777e-08 5.448883e-03 8.573371e-05
## auxverb 1.211007e-04 5.669021e-04 5.076507e-04 2.635789e-04
## adverb 1.321263e-02 5.192069e-02 3.636639e-02 5.623803e-02
## conj 5.759086e-05 1.476467e-02 1.110318e-03 1.050554e-02
## negate 1.143496e-02 1.117120e-02 5.333354e-03 4.025391e-02
## verb 9.420750e-03 1.943374e-03 1.383773e-04 5.840733e-04
## adj 1.251672e-02 2.316319e-02 2.544212e-02 3.600390e-03
## compare 1.112566e-04 1.211532e-02 4.563557e-02 2.782871e-04
## interrog 1.181724e-03 2.381237e-03 2.349773e-02 1.029168e-03
## number 1.798862e-03 7.447110e-02 1.734139e-02 9.267953e-03
## quant 2.798248e-02 8.627128e-03 1.180598e-03 3.912228e-03
## affect 3.215298e-03 1.474245e-02 1.049170e-02 1.801662e-02
## posemo 6.105985e-04 7.974084e-03 3.043864e-02 2.121203e-02
## negemo 3.064393e-03 5.792226e-03 1.164902e-02 2.626256e-05
## anx 1.855028e-03 4.975058e-03 2.152493e-02 5.867757e-05
## anger 1.061898e-02 7.856318e-03 4.900134e-03 2.608731e-03
## sad 1.006905e-03 1.589231e-05 1.904612e-02 5.584145e-03
## social 1.769448e-04 1.122193e-03 4.651293e-04 8.015773e-03
## family 1.917647e-02 2.258411e-04 2.915642e-02 3.561803e-02
## friend 6.106523e-02 1.843094e-02 8.875261e-04 1.321052e-02
## female 6.418522e-02 1.107657e-02 2.404614e-03 1.360962e-02
## male 6.948318e-04 2.557403e-03 3.915292e-03 2.563258e-03
## cogproc 3.697459e-03 1.182731e-03 1.701098e-04 1.099195e-02
## insight 8.807483e-03 9.999010e-03 2.390742e-03 1.443451e-03
## cause 2.071747e-02 8.322033e-02 1.760935e-02 1.282536e-03
## discrep 3.918345e-03 7.204230e-03 1.016972e-02 5.736528e-02
## tentat 3.566809e-02 1.350702e-03 5.101043e-03 5.423411e-03
## certain 3.133094e-02 1.650908e-02 6.956138e-05 5.767104e-02
## differ 4.801466e-03 3.234689e-04 9.024819e-02 9.264308e-04
## percept 4.123764e-03 7.193821e-04 3.380650e-03 1.683140e-03
## see 2.499612e-03 5.407229e-04 1.849086e-02 1.163744e-04
## hear 3.329042e-02 4.367029e-04 1.193893e-02 3.112368e-04
## feel 1.649838e-04 4.185467e-02 7.805801e-03 5.942541e-03
## bio 7.947710e-04 2.616852e-04 2.973647e-03 7.481980e-03
## body 1.090947e-01 8.579209e-03 2.295803e-03 1.145536e-02
## health 8.186119e-02 2.355164e-03 1.190875e-05 1.091350e-02
## sexual 3.372560e-03 1.225575e-03 7.514764e-02 7.703395e-02
## ingest 3.669199e-02 2.530401e-03 5.863684e-03 7.354126e-03
## drives 3.115122e-03 1.230641e-05 1.818238e-03 1.633025e-04
## affiliation 9.424302e-03 8.568067e-03 1.754405e-02 6.324743e-06
## achieve 1.067369e-02 1.495108e-02 8.352617e-03 2.244316e-03
## power 2.792961e-04 3.455828e-02 1.252890e-04 1.604079e-02
## reward 3.769238e-03 8.445260e-03 1.184165e-03 9.357454e-03
## risk 3.046308e-03 7.228243e-03 1.742256e-03 1.248272e-03
## focuspast 1.031629e-02 1.103714e-02 9.643704e-04 1.824013e-02
## focuspresent 3.806428e-03 3.808803e-03 2.977872e-04 1.376205e-02
## focusfuture 2.251277e-03 3.066682e-02 1.916444e-04 1.492431e-02
## relativ 1.621303e-06 7.214113e-03 2.963445e-05 2.028753e-03
## motion 2.227865e-02 1.485858e-03 5.902552e-04 4.436783e-05
## space 1.604078e-02 1.929726e-04 6.477002e-04 8.478744e-04
## time 4.210996e-03 1.036008e-02 4.401487e-05 6.008925e-03
## work 1.065087e-02 4.143675e-02 2.337672e-02 4.466560e-03
## leisure 4.817189e-02 1.063072e-02 2.753863e-02 8.388937e-03
## Dim.25 Dim.26 Dim.27 Dim.28
## pronoun 8.480357e-06 6.483200e-04 8.115481e-03 1.497743e-03
## ppron 1.044298e-04 1.021015e-03 2.725389e-04 6.082530e-04
## i 8.012637e-03 6.976218e-07 1.650005e-03 2.281098e-03
## we 1.888375e-03 8.582103e-05 3.199257e-04 1.243078e-03
## you 1.989557e-03 2.425761e-03 2.794675e-02 5.897286e-04
## shehe 9.611110e-03 2.719183e-04 4.279277e-04 9.393995e-06
## they 5.188741e-02 2.093643e-04 5.453302e-02 1.510291e-05
## ipron 4.564736e-04 7.439424e-03 2.980132e-02 9.923225e-03
## article 2.437614e-02 5.181544e-03 3.189915e-04 2.655284e-02
## prep 2.373639e-03 3.325834e-03 9.597056e-03 1.058406e-02
## auxverb 6.910152e-03 2.164356e-02 4.873644e-03 1.714396e-03
## adverb 2.417781e-03 8.345047e-04 2.604166e-02 8.213027e-04
## conj 2.502892e-03 2.809983e-04 2.801859e-03 6.223180e-03
## negate 1.808643e-02 4.465710e-03 4.653263e-02 1.976321e-02
## verb 4.571473e-03 3.328243e-05 2.166264e-05 4.314243e-03
## adj 3.005878e-02 1.624978e-03 3.197791e-02 1.011038e-02
## compare 6.212091e-03 9.253329e-03 2.490790e-03 1.414898e-03
## interrog 5.436392e-04 4.743521e-07 2.259350e-04 6.221987e-03
## number 1.386608e-03 1.096552e-03 8.086375e-03 4.903555e-03
## quant 3.874695e-03 9.231525e-04 3.993655e-02 6.590710e-04
## affect 3.100162e-03 7.728170e-04 3.206505e-04 1.136750e-02
## posemo 6.161587e-04 2.004081e-03 3.404846e-05 9.168121e-03
## negemo 8.526109e-03 3.921880e-03 1.565954e-04 3.915919e-03
## anx 6.143649e-03 3.937614e-03 4.896503e-03 2.711269e-02
## anger 7.402929e-03 7.663743e-03 4.203280e-03 1.878645e-02
## sad 5.859759e-04 3.501473e-02 2.052023e-03 5.801904e-02
## social 1.514322e-03 3.769689e-03 8.038364e-04 2.383930e-04
## family 1.651420e-02 9.245205e-02 2.040708e-03 2.896115e-03
## friend 8.014056e-04 1.690294e-02 1.106431e-02 3.487928e-02
## female 3.771798e-03 3.211646e-03 2.953585e-03 6.130701e-06
## male 1.203089e-02 7.527665e-03 1.977141e-03 1.991672e-04
## cogproc 2.613782e-03 4.689131e-04 1.493987e-03 1.243105e-03
## insight 1.448412e-06 4.100622e-02 9.082193e-04 9.141102e-03
## cause 8.072272e-03 1.992647e-02 9.676302e-07 2.787918e-04
## discrep 3.560027e-02 1.506202e-02 1.234528e-02 3.755680e-04
## tentat 1.439647e-02 3.001064e-02 3.558416e-04 8.456123e-03
## certain 1.433469e-02 2.597049e-03 2.274544e-03 1.183905e-03
## differ 1.331557e-02 3.745562e-03 3.424064e-05 4.521663e-05
## percept 6.652293e-03 2.120277e-03 2.480920e-03 7.132309e-04
## see 1.356015e-02 3.040606e-04 2.517482e-02 5.431781e-03
## hear 1.940344e-03 3.968168e-02 6.673501e-04 3.325179e-03
## feel 2.240720e-03 7.502472e-03 3.327618e-02 1.912833e-04
## bio 2.571888e-03 5.337752e-03 4.612448e-03 6.691389e-05
## body 1.118898e-02 6.454248e-03 2.279894e-03 3.705698e-05
## health 3.196141e-04 4.221193e-02 1.613603e-02 4.465742e-03
## sexual 5.691831e-04 3.858161e-03 7.443054e-03 7.826649e-06
## ingest 3.639671e-04 5.849772e-03 5.475960e-03 3.792487e-03
## drives 1.345683e-07 8.446123e-04 2.450166e-04 3.540139e-05
## affiliation 6.903200e-03 3.400437e-04 1.751514e-04 8.716612e-05
## achieve 1.824050e-02 8.603614e-03 5.755944e-04 1.506535e-02
## power 6.952589e-02 7.907245e-05 2.262084e-04 6.917444e-03
## reward 3.129329e-03 1.875500e-03 4.309399e-03 1.334594e-02
## risk 3.450104e-02 6.530028e-06 1.376480e-04 2.895669e-04
## focuspast 5.153719e-05 9.724103e-04 2.106577e-02 5.566657e-04
## focuspresent 2.005987e-03 4.783048e-03 5.826323e-03 8.515101e-05
## focusfuture 2.607324e-04 3.975644e-03 5.102391e-03 1.919078e-03
## relativ 2.504368e-03 1.636472e-05 9.246375e-06 2.672069e-03
## motion 5.442099e-02 3.850374e-03 1.799437e-03 2.600522e-03
## space 2.233374e-04 9.644492e-04 1.054526e-06 1.270451e-03
## time 1.085933e-03 5.084863e-05 3.672415e-05 4.719437e-03
## work 1.978487e-02 1.923316e-03 2.202025e-03 8.301541e-02
## leisure 2.344072e-03 3.563722e-02 1.256741e-04 1.264857e-02
## Dim.29 Dim.30 Dim.31 Dim.32
## pronoun 8.460467e-04 2.995604e-06 1.223118e-02 3.073209e-04
## ppron 9.169845e-04 3.741518e-03 3.677409e-03 1.751152e-09
## i 2.316404e-04 1.351014e-04 1.866506e-04 8.810146e-04
## we 9.826207e-05 9.378002e-04 1.684977e-04 1.298648e-03
## you 5.709818e-04 3.135581e-03 8.155889e-03 1.911533e-03
## shehe 4.791398e-03 8.841189e-04 4.622836e-04 1.882694e-04
## they 4.242870e-05 3.072275e-03 1.683602e-03 5.000367e-03
## ipron 8.157569e-05 6.778336e-03 1.071016e-02 7.788527e-04
## article 1.919596e-02 2.646291e-04 1.415486e-03 3.034148e-04
## prep 3.776157e-02 1.014425e-04 9.650421e-04 7.283535e-05
## auxverb 7.145677e-06 3.614792e-03 1.252873e-03 1.815830e-03
## adverb 7.855279e-03 2.499063e-04 9.238421e-03 6.285515e-03
## conj 1.606089e-03 4.495213e-03 4.020408e-03 2.587527e-03
## negate 2.363743e-05 1.101320e-03 2.742525e-03 1.866920e-02
## verb 3.867276e-05 7.230428e-05 1.706349e-03 3.998859e-04
## adj 8.285421e-03 1.358492e-02 3.566956e-03 3.133665e-02
## compare 9.679201e-05 3.019941e-04 3.740289e-03 3.048687e-03
## interrog 1.207840e-04 1.610560e-03 1.187418e-02 2.057516e-02
## number 3.245715e-04 1.646364e-05 2.619242e-05 1.645895e-02
## quant 3.701716e-03 1.786789e-02 2.322331e-03 5.811530e-03
## affect 2.065770e-03 2.595408e-03 9.656725e-04 1.769914e-03
## posemo 2.175360e-03 3.112564e-03 1.676471e-03 7.447083e-04
## negemo 1.176888e-03 9.145799e-04 8.030713e-04 2.443467e-04
## anx 6.738334e-06 1.628364e-02 6.547735e-02 5.088523e-03
## anger 4.745484e-03 4.794476e-03 3.430229e-03 1.133608e-04
## sad 4.199381e-02 7.746919e-03 1.219577e-03 5.834521e-05
## social 4.206864e-04 5.343973e-03 1.487141e-03 1.823366e-03
## family 2.060715e-03 6.965569e-05 6.197752e-04 1.722822e-03
## friend 1.442942e-02 3.071841e-02 8.730694e-04 3.975998e-03
## female 1.135708e-02 6.886427e-03 1.209949e-02 6.456634e-03
## male 1.091772e-05 5.442191e-03 1.457153e-05 2.142654e-03
## cogproc 4.139687e-03 5.965938e-03 7.847261e-05 3.350611e-04
## insight 4.591574e-03 1.569717e-02 1.203181e-04 5.764649e-03
## cause 2.034185e-02 1.588749e-02 1.521469e-03 4.224004e-03
## discrep 4.375817e-02 4.986136e-03 5.168651e-03 3.106211e-05
## tentat 9.650697e-06 2.242435e-03 1.003787e-03 1.764755e-03
## certain 1.211584e-02 5.163294e-04 8.629404e-04 6.323518e-04
## differ 1.908972e-03 4.364454e-02 3.432040e-05 5.570066e-03
## percept 8.058102e-04 6.443323e-04 4.871279e-03 1.376907e-04
## see 3.974901e-03 5.099223e-02 8.099087e-04 3.485148e-03
## hear 2.993507e-04 7.090861e-03 5.487549e-03 1.266874e-02
## feel 3.717548e-04 8.284004e-03 1.942907e-05 1.023491e-02
## bio 1.765056e-04 2.635813e-03 8.431681e-06 4.794010e-04
## body 2.593606e-04 4.591415e-03 7.058648e-03 5.750915e-03
## health 6.913260e-03 4.702130e-04 1.224538e-02 1.118014e-03
## sexual 3.189793e-04 9.854747e-03 4.090068e-07 2.916407e-03
## ingest 1.411397e-02 8.939665e-03 1.123487e-02 1.529907e-02
## drives 1.429996e-06 4.006547e-04 1.328520e-03 1.874451e-03
## affiliation 9.522377e-04 2.148729e-04 1.805142e-04 2.500635e-04
## achieve 5.992899e-03 4.353468e-03 1.051668e-03 7.489840e-03
## power 1.677495e-02 1.752806e-02 7.450653e-06 5.937321e-03
## reward 3.277517e-02 7.382835e-04 5.079897e-04 9.324005e-03
## risk 2.223115e-02 6.725524e-04 4.351427e-02 1.389733e-02
## focuspast 1.328477e-03 1.045033e-02 2.500159e-03 6.041456e-03
## focuspresent 2.799313e-04 2.176334e-03 7.842972e-07 9.837516e-03
## focusfuture 3.133645e-03 1.452311e-02 1.505555e-02 1.932425e-03
## relativ 1.243188e-04 2.852195e-03 1.440815e-02 4.049420e-04
## motion 4.130423e-02 5.619480e-03 2.599809e-02 4.134984e-03
## space 1.470528e-04 2.434390e-04 2.332168e-02 1.294597e-02
## time 1.037330e-03 7.437618e-03 1.131334e-02 2.667767e-03
## work 6.336704e-03 6.047105e-03 1.739924e-04 3.616765e-03
## leisure 9.808380e-03 2.375885e-03 2.172352e-03 1.907472e-02
## Dim.33 Dim.34 Dim.35 Dim.36
## pronoun 2.765614e-04 6.991298e-04 2.235671e-05 3.773007e-04
## ppron 2.511803e-03 6.871077e-05 6.083019e-04 3.014864e-03
## i 1.244281e-03 7.153549e-04 9.146720e-04 2.016983e-03
## we 7.955958e-03 3.530914e-04 6.805841e-05 7.954774e-05
## you 2.071209e-03 1.437002e-02 7.412881e-03 2.588727e-03
## shehe 1.780442e-03 6.026339e-03 5.778460e-04 4.241339e-03
## they 6.263274e-04 4.803312e-04 1.496697e-04 5.190423e-05
## ipron 8.738127e-03 3.084874e-03 6.010308e-04 1.569080e-03
## article 5.744234e-04 5.810723e-03 8.228294e-04 5.649506e-03
## prep 2.940910e-02 4.615175e-04 1.051463e-02 4.068348e-03
## auxverb 6.561309e-03 3.691216e-03 3.523752e-03 1.144494e-02
## adverb 7.608675e-04 6.261458e-04 2.219762e-03 5.960784e-04
## conj 1.240467e-02 7.437171e-03 2.732437e-03 3.439019e-02
## negate 2.880341e-03 1.655246e-02 4.104465e-05 1.220560e-03
## verb 2.732296e-03 1.573618e-03 3.772140e-04 8.596517e-03
## adj 6.438943e-03 3.309500e-03 9.394755e-04 4.465040e-03
## compare 9.182810e-06 1.229634e-02 1.498161e-06 1.277516e-02
## interrog 1.519681e-03 4.347552e-03 2.398111e-02 1.103209e-02
## number 4.474747e-03 2.531362e-02 5.322976e-03 2.710845e-03
## quant 1.088454e-02 1.403966e-02 9.176940e-03 7.838696e-03
## affect 2.063006e-03 1.613151e-03 3.563853e-04 1.361748e-05
## posemo 6.058445e-03 2.605275e-03 4.765099e-08 2.826283e-04
## negemo 2.973299e-03 4.144837e-05 1.616214e-03 2.336633e-03
## anx 4.869384e-04 9.159615e-04 7.690590e-05 4.929425e-04
## anger 2.926667e-03 1.413768e-04 5.801873e-03 5.902852e-04
## sad 1.804957e-04 9.065464e-03 1.166214e-02 1.454032e-06
## social 1.077049e-03 3.000730e-04 4.265644e-05 2.620742e-03
## family 1.015212e-03 1.557660e-05 1.731124e-03 1.092839e-03
## friend 1.783072e-03 1.423853e-03 2.398647e-04 4.531755e-03
## female 2.976164e-02 6.781618e-05 2.075472e-04 8.676833e-05
## male 4.915341e-03 1.119719e-02 5.915758e-07 5.183339e-04
## cogproc 3.412967e-03 5.303037e-04 3.993001e-04 4.672037e-03
## insight 9.090420e-03 7.737536e-03 2.047241e-03 7.291391e-03
## cause 3.596490e-03 7.682876e-05 1.630812e-02 3.989971e-04
## discrep 2.384484e-03 7.557755e-04 2.628741e-02 5.175162e-04
## tentat 1.825908e-03 3.688806e-03 3.202003e-03 1.126133e-02
## certain 4.629485e-03 1.649295e-02 5.087892e-05 4.190058e-04
## differ 2.493219e-03 3.358690e-03 3.258134e-04 2.101429e-04
## percept 3.784132e-04 2.527961e-03 1.874182e-04 2.086421e-03
## see 4.304408e-04 5.880165e-05 8.163731e-04 8.964100e-04
## hear 1.540623e-03 3.105513e-03 2.375020e-03 4.176933e-04
## feel 4.134500e-03 2.928252e-05 7.887778e-03 7.241530e-03
## bio 1.646856e-07 2.670699e-03 3.215333e-04 2.658809e-04
## body 1.428688e-03 3.573656e-03 1.418999e-03 1.120638e-05
## health 4.176542e-03 2.503251e-03 2.472221e-05 4.901284e-04
## sexual 3.652780e-04 2.389999e-03 6.103524e-04 1.375352e-04
## ingest 1.293180e-05 2.258162e-03 9.976825e-04 9.831609e-05
## drives 1.609199e-03 7.971895e-04 2.113435e-05 1.894202e-04
## affiliation 9.990053e-05 5.276787e-04 3.730712e-04 3.159130e-05
## achieve 3.153662e-03 2.332967e-04 4.611108e-03 9.793490e-03
## power 8.308509e-04 2.665337e-02 9.277763e-06 3.578900e-03
## reward 1.108768e-02 1.121776e-02 2.257664e-04 7.266184e-03
## risk 2.787899e-03 9.916233e-04 4.647980e-04 3.822674e-04
## focuspast 1.588678e-04 1.083504e-03 7.394993e-03 4.419014e-06
## focuspresent 1.261586e-05 2.011170e-04 3.703734e-03 3.739075e-03
## focusfuture 4.188124e-03 2.222754e-03 3.019004e-02 4.988675e-04
## relativ 2.179221e-04 1.447004e-03 2.272699e-03 4.179700e-03
## motion 8.745430e-03 9.614736e-05 6.643018e-04 4.501184e-06
## space 2.081481e-03 3.980543e-03 2.419264e-04 3.845386e-06
## time 7.699670e-03 2.839418e-05 4.628933e-03 6.930945e-03
## work 1.144310e-03 1.949646e-03 1.407032e-03 2.509427e-04
## leisure 3.600784e-02 2.135064e-05 1.324265e-02 7.229883e-04
## Dim.37 Dim.38 Dim.39 Dim.40
## pronoun 1.878381e-04 5.611657e-03 1.205384e-05 3.761900e-04
## ppron 1.192392e-03 2.120677e-03 7.815727e-04 1.697084e-05
## i 1.029381e-03 4.979552e-03 1.261516e-04 9.506714e-04
## we 4.728368e-04 1.749367e-03 4.976453e-05 4.915765e-07
## you 5.445375e-05 5.768333e-04 9.002399e-04 3.863408e-03
## shehe 3.078637e-05 9.613106e-07 3.432709e-05 1.015654e-04
## they 1.540021e-03 1.715747e-04 1.149279e-02 1.093206e-05
## ipron 4.737306e-03 4.116369e-03 9.412112e-04 6.800539e-04
## article 2.364023e-02 1.720314e-03 9.436291e-05 1.352606e-03
## prep 1.946400e-03 2.799149e-03 1.021172e-04 2.029375e-06
## auxverb 6.928301e-03 7.222063e-04 1.380572e-03 4.563727e-03
## adverb 1.115266e-02 6.313813e-06 1.436116e-04 1.860481e-03
## conj 1.133104e-02 4.982941e-04 1.049656e-02 5.720726e-04
## negate 5.895979e-04 9.951926e-03 1.088073e-04 4.137578e-03
## verb 1.056097e-04 1.407180e-03 4.640383e-04 5.401663e-04
## adj 1.371224e-06 2.128616e-04 8.778460e-04 9.231305e-04
## compare 4.976203e-04 1.052945e-04 2.177536e-04 7.094202e-03
## interrog 8.319409e-03 4.482813e-04 7.997369e-04 6.520371e-04
## number 9.186049e-05 1.487054e-02 1.587268e-03 4.628479e-03
## quant 2.292428e-03 5.433428e-04 2.701145e-05 9.805746e-04
## affect 8.926654e-04 8.836856e-04 9.692969e-04 4.453835e-04
## posemo 2.222966e-05 1.720818e-03 3.609572e-03 6.515547e-04
## negemo 2.200180e-03 1.081742e-03 2.638262e-03 6.272603e-04
## anx 4.189058e-03 1.615681e-03 1.520528e-04 3.121259e-04
## anger 8.212211e-03 1.630138e-02 1.201331e-02 9.701908e-04
## sad 8.140277e-03 1.328117e-07 4.142038e-03 2.722660e-03
## social 3.328456e-03 4.350185e-05 1.819958e-04 1.316760e-04
## family 2.838885e-03 1.148768e-02 3.188363e-05 7.340411e-04
## friend 4.172574e-03 3.270352e-03 2.445260e-04 2.384927e-03
## female 8.207525e-03 4.302988e-04 1.034591e-02 1.494017e-03
## male 1.440940e-03 1.148746e-04 3.501641e-03 6.812351e-05
## cogproc 2.736694e-04 1.746234e-03 7.663640e-04 6.119777e-05
## insight 5.295925e-05 1.964637e-02 1.781647e-03 5.799604e-03
## cause 2.059104e-03 2.176302e-04 5.112522e-03 1.141580e-02
## discrep 2.261643e-03 1.669486e-03 2.350736e-03 2.325585e-04
## tentat 3.641849e-03 3.522687e-03 4.140089e-04 1.852777e-03
## certain 1.484064e-04 6.732770e-04 6.636394e-03 1.696111e-03
## differ 1.488068e-03 4.317875e-03 4.404820e-04 6.476602e-05
## percept 1.071677e-03 3.152845e-06 1.605768e-03 1.645572e-03
## see 6.371694e-03 7.331198e-04 2.329304e-03 5.443594e-05
## hear 2.226444e-03 3.846745e-05 5.958120e-03 7.759085e-04
## feel 1.122349e-03 1.050998e-03 1.064540e-03 5.133674e-03
## bio 9.465998e-06 4.893599e-03 1.438835e-07 2.995094e-04
## body 1.961170e-03 2.424630e-03 1.334885e-02 4.669359e-03
## health 1.270123e-04 1.449906e-03 1.008464e-02 3.156557e-05
## sexual 1.408542e-03 6.839742e-03 6.078984e-05 6.671820e-03
## ingest 3.195870e-03 4.950438e-03 1.183518e-03 2.443598e-03
## drives 2.650444e-04 6.850114e-04 4.786861e-05 1.989424e-04
## affiliation 3.566542e-04 1.506761e-06 9.345723e-04 7.714622e-04
## achieve 2.019317e-06 7.347672e-03 1.432612e-03 2.524685e-03
## power 5.095525e-05 1.207660e-03 2.388838e-03 2.551325e-03
## reward 4.854033e-04 4.019323e-03 1.621156e-12 1.142843e-02
## risk 9.538450e-03 1.288205e-03 9.276843e-03 1.396450e-03
## focuspast 3.007721e-04 5.579046e-04 4.685560e-04 1.498807e-03
## focuspresent 4.462540e-06 1.011454e-03 1.445624e-05 5.848928e-03
## focusfuture 6.656092e-03 1.588138e-04 1.214781e-03 1.296750e-03
## relativ 1.758233e-05 1.309998e-03 7.054133e-03 7.513691e-04
## motion 2.942262e-03 4.037928e-05 1.067547e-05 2.159764e-04
## space 2.613372e-03 5.910120e-03 7.111333e-03 1.634480e-03
## time 3.832964e-03 4.134824e-04 1.483439e-03 1.225336e-04
## work 1.606985e-03 2.970804e-04 3.390652e-03 3.782479e-03
## leisure 1.750484e-03 5.142729e-03 1.092794e-03 1.104593e-04
## Dim.41 Dim.42 Dim.43 Dim.44
## pronoun 1.671072e-04 2.539961e-05 1.617849e-03 5.569628e-04
## ppron 2.471651e-04 4.590289e-04 5.248413e-03 3.792973e-05
## i 6.010841e-04 4.143519e-03 3.957827e-03 1.294437e-04
## we 2.829349e-04 1.563939e-03 4.426403e-04 3.279730e-05
## you 2.198344e-03 1.216628e-03 7.489253e-04 3.174841e-04
## shehe 4.726285e-04 6.534725e-05 2.400258e-04 1.550692e-05
## they 6.367236e-03 2.549253e-03 9.498631e-04 8.996921e-05
## ipron 1.891973e-03 1.495691e-03 8.798694e-04 9.527233e-04
## article 4.789254e-04 2.834988e-04 9.253526e-03 6.569453e-03
## prep 2.900345e-03 3.640951e-03 1.162273e-03 1.310387e-04
## auxverb 3.734287e-04 1.311895e-04 5.400729e-03 9.902526e-04
## adverb 2.064462e-03 7.104375e-04 7.829955e-05 1.592404e-03
## conj 7.316045e-03 4.217486e-03 9.558661e-04 3.474429e-04
## negate 1.625497e-04 3.472422e-03 1.955759e-03 2.184473e-03
## verb 1.588551e-03 9.479129e-05 3.343837e-04 1.020956e-04
## adj 2.356262e-03 4.320796e-03 1.187965e-03 2.413858e-04
## compare 5.121913e-03 1.348507e-04 2.218083e-03 4.047564e-03
## interrog 1.480422e-04 1.375360e-03 2.646952e-03 1.752818e-03
## number 7.866496e-03 4.973082e-03 5.885753e-05 1.349924e-03
## quant 4.910423e-04 8.801644e-03 1.734835e-04 3.398073e-04
## affect 6.816995e-05 2.228381e-05 7.379825e-05 4.081569e-03
## posemo 1.881891e-05 6.973260e-04 6.199458e-04 6.827239e-03
## negemo 3.300866e-04 8.621125e-04 1.298998e-03 1.384917e-06
## anx 1.267929e-03 2.621988e-04 1.002563e-03 6.465043e-04
## anger 1.402959e-03 2.232051e-03 7.806030e-03 8.733220e-04
## sad 7.270950e-04 1.537131e-03 2.964255e-05 3.555689e-04
## social 1.745638e-07 1.386217e-05 1.659666e-04 6.617198e-04
## family 5.197480e-03 7.611150e-05 5.381038e-04 2.804859e-03
## friend 3.108084e-04 1.571538e-04 2.092821e-03 6.285081e-04
## female 1.741552e-03 3.040474e-04 1.094865e-03 7.559024e-04
## male 1.644220e-04 1.499111e-04 3.955901e-05 4.978989e-04
## cogproc 1.262668e-04 4.288725e-04 8.057357e-04 7.913107e-10
## insight 1.030123e-03 2.680445e-04 2.197797e-05 8.472567e-03
## cause 1.253019e-03 7.871454e-04 1.055613e-04 2.495923e-04
## discrep 6.151991e-04 3.926212e-05 2.753970e-03 1.131147e-03
## tentat 5.213944e-03 1.084063e-02 1.138249e-03 1.150292e-03
## certain 2.661870e-03 4.881616e-08 2.301432e-03 5.005574e-03
## differ 9.666193e-05 2.072697e-03 1.451613e-03 7.176541e-04
## percept 3.438247e-06 9.568058e-04 2.849847e-03 6.283980e-08
## see 4.160971e-04 9.040852e-06 1.379616e-03 1.176757e-03
## hear 6.179928e-04 5.887563e-05 2.047084e-03 6.347303e-04
## feel 6.051455e-06 5.237672e-04 1.564301e-04 9.132788e-03
## bio 6.678882e-04 1.468663e-03 1.789251e-03 1.194228e-05
## body 2.327004e-05 3.596613e-04 9.006279e-04 2.369010e-03
## health 6.699267e-03 6.990508e-04 3.447414e-04 5.758609e-04
## sexual 5.086761e-03 1.596371e-02 3.599470e-03 6.678095e-05
## ingest 6.436056e-03 1.670789e-03 1.753984e-03 2.036373e-04
## drives 1.319872e-05 6.141001e-04 3.678060e-04 2.391144e-05
## affiliation 2.219099e-03 5.223212e-04 2.304939e-05 2.282316e-04
## achieve 9.861873e-03 2.472872e-03 1.031634e-04 1.086561e-03
## power 6.139679e-03 9.997238e-04 3.536299e-05 6.419886e-04
## reward 2.080054e-04 9.988417e-04 4.665969e-03 5.559550e-04
## risk 1.606762e-04 7.855730e-05 1.208844e-03 1.977786e-04
## focuspast 8.063902e-06 3.397991e-04 1.155864e-03 1.194447e-03
## focuspresent 2.713148e-06 7.700642e-04 4.013904e-04 1.619909e-03
## focusfuture 3.358786e-05 4.291611e-03 8.739922e-04 1.018788e-03
## relativ 7.464407e-06 1.753469e-03 3.838233e-06 3.941001e-05
## motion 4.361164e-03 1.411666e-04 4.541076e-04 3.314470e-04
## space 2.117482e-03 4.215111e-03 5.126984e-03 8.200569e-04
## time 3.809521e-03 6.050653e-03 2.549705e-03 5.515109e-05
## work 4.533598e-03 1.401143e-04 1.350233e-03 3.965883e-05
## leisure 7.182643e-05 1.658575e-06 1.116835e-03 1.464266e-05
## Dim.45 Dim.46 Dim.47 Dim.48
## pronoun 4.526252e-06 1.027914e-07 4.364687e-07 2.996131e-04
## ppron 4.923459e-05 1.171161e-05 1.290676e-03 2.961750e-05
## i 5.745106e-04 1.009933e-04 3.454663e-04 5.663614e-04
## we 3.046122e-04 1.166343e-03 7.686512e-04 1.366714e-03
## you 1.589288e-04 4.402771e-04 6.029850e-06 4.443245e-05
## shehe 1.982759e-04 5.357377e-04 3.714449e-05 1.464464e-07
## they 4.143939e-05 2.591586e-05 1.685410e-05 4.668240e-06
## ipron 2.035580e-05 4.956277e-05 2.409035e-03 4.250101e-04
## article 3.873654e-04 2.532737e-04 2.097521e-04 2.203871e-04
## prep 4.988205e-03 2.740977e-04 1.615941e-04 1.444288e-03
## auxverb 4.018474e-03 4.824878e-04 1.496372e-04 8.403411e-04
## adverb 3.699171e-04 1.676210e-04 5.646732e-05 4.949258e-04
## conj 2.071622e-05 5.337195e-04 3.038807e-03 2.967416e-04
## negate 1.341996e-03 2.164490e-03 9.733320e-05 8.079846e-05
## verb 1.504509e-03 1.112787e-03 2.278591e-03 4.434465e-07
## adj 6.481636e-05 1.551280e-03 1.521991e-03 1.428198e-03
## compare 5.649694e-03 6.449885e-04 1.989578e-03 4.450339e-04
## interrog 7.165513e-04 9.164410e-04 8.810662e-04 1.485081e-06
## number 2.000364e-05 2.449270e-04 1.917333e-03 2.837283e-04
## quant 1.940942e-05 5.487132e-03 2.864729e-04 4.755986e-05
## affect 6.507752e-05 6.710108e-04 1.037781e-05 3.059714e-05
## posemo 9.134263e-05 1.223631e-03 6.812815e-05 1.589050e-05
## negemo 1.612256e-05 1.087277e-04 6.857818e-06 3.403381e-03
## anx 1.129793e-03 1.448260e-03 4.817228e-05 1.394966e-04
## anger 2.214114e-03 1.246262e-03 2.582402e-04 9.776119e-08
## sad 2.913031e-04 1.624756e-03 5.699406e-05 5.889352e-05
## social 2.566189e-03 9.738840e-04 7.670602e-04 4.722821e-04
## family 1.494415e-03 6.492285e-04 1.286279e-03 5.646511e-04
## friend 8.389373e-04 1.631536e-03 4.929031e-06 5.593398e-07
## female 8.755540e-05 8.506765e-06 5.769852e-04 9.116565e-04
## male 2.776923e-04 1.488077e-04 7.253688e-04 8.683757e-05
## cogproc 2.130017e-04 1.753790e-05 2.949440e-04 1.473135e-03
## insight 5.488159e-06 1.765246e-03 5.515010e-04 1.209555e-07
## cause 3.070161e-04 2.207011e-03 5.965058e-04 5.217997e-04
## discrep 3.528794e-04 1.316852e-04 3.516824e-04 6.099829e-04
## tentat 2.759157e-03 5.014489e-04 5.879879e-04 7.965786e-08
## certain 1.943411e-04 7.593731e-05 8.891382e-06 2.581106e-05
## differ 1.051976e-05 1.338678e-03 1.809471e-03 4.447034e-04
## percept 2.525784e-04 3.038413e-04 2.454281e-05 3.074916e-04
## see 6.036914e-05 1.201522e-03 3.632101e-04 1.121979e-04
## hear 6.252719e-05 1.309380e-03 3.225292e-04 3.003715e-04
## feel 1.942481e-04 4.299773e-05 3.689750e-05 3.172124e-04
## bio 1.414318e-04 3.871253e-06 3.505865e-03 3.239258e-04
## body 4.746697e-04 2.169221e-05 6.651336e-04 6.290694e-05
## health 2.329285e-03 1.093714e-04 1.899769e-04 4.229726e-04
## sexual 6.339160e-04 1.178785e-04 1.188589e-05 2.310767e-05
## ingest 6.831067e-03 6.272028e-04 5.354529e-04 5.141387e-05
## drives 5.432649e-05 9.431713e-04 1.321837e-04 2.605616e-04
## affiliation 1.202962e-04 4.324143e-04 1.088315e-04 3.504390e-04
## achieve 3.092548e-04 7.223619e-05 9.980010e-04 8.522537e-05
## power 1.930479e-03 6.426173e-04 7.734815e-05 1.079324e-05
## reward 2.272745e-04 3.452940e-09 6.578388e-06 1.382260e-04
## risk 4.075380e-04 1.384736e-04 5.526697e-05 2.347060e-03
## focuspast 3.352302e-05 1.621313e-05 2.622127e-03 7.169362e-04
## focuspresent 2.243521e-03 7.726770e-04 2.079869e-04 9.097533e-04
## focusfuture 3.535975e-03 3.657473e-03 1.747125e-03 2.873771e-03
## relativ 7.072876e-04 1.063317e-04 2.977375e-04 2.837717e-04
## motion 4.409709e-05 2.055005e-03 7.985464e-05 3.607073e-04
## space 2.106402e-03 2.390738e-03 1.630460e-03 1.180709e-04
## time 8.444994e-06 1.054524e-03 2.922426e-03 7.813845e-05
## work 7.482829e-03 3.101294e-05 5.964252e-04 9.837863e-05
## leisure 4.512640e-03 2.485847e-04 6.874915e-04 7.942025e-05
## Dim.49 Dim.50 Dim.51 Dim.52
## pronoun 8.950256e-04 1.986169e-04 1.270638e-05 2.757925e-05
## ppron 7.218022e-04 1.606526e-04 6.283726e-05 1.060623e-05
## i 1.093922e-06 1.554587e-04 5.933833e-05 2.937732e-04
## we 8.488049e-04 1.502075e-04 6.648835e-05 4.022855e-04
## you 6.521880e-05 7.303435e-04 1.393612e-04 2.333870e-05
## shehe 3.884935e-05 9.660420e-05 8.127289e-04 4.481519e-05
## they 3.297527e-04 7.807386e-07 1.453602e-04 1.178475e-05
## ipron 2.357059e-04 1.064554e-05 1.192984e-05 3.453678e-05
## article 7.093350e-05 7.406201e-04 4.148256e-05 7.733441e-09
## prep 8.237027e-05 5.236289e-04 5.913966e-05 4.501460e-06
## auxverb 1.983248e-04 9.663997e-05 3.339121e-04 5.134372e-04
## adverb 3.816688e-04 2.069055e-04 2.732097e-05 1.084256e-05
## conj 9.577795e-07 2.514585e-05 3.255197e-06 4.989399e-06
## negate 7.179235e-05 8.373830e-04 1.712591e-05 1.976539e-04
## verb 5.843765e-04 1.220771e-05 1.191289e-03 2.148377e-04
## adj 8.530852e-04 3.225689e-04 2.061138e-06 1.702474e-05
## compare 1.913930e-04 1.057798e-04 3.307866e-05 1.649811e-06
## interrog 3.646814e-04 7.126268e-05 6.331032e-05 5.538923e-06
## number 9.008170e-06 1.178482e-05 1.809420e-05 5.882639e-05
## quant 5.300422e-05 9.312611e-06 1.671891e-05 2.283214e-06
## affect 5.757074e-05 2.025714e-05 6.923260e-05 8.247750e-05
## posemo 3.571932e-07 4.539656e-05 2.775580e-06 3.499648e-05
## negemo 1.716477e-06 4.865923e-04 1.393544e-03 1.288340e-04
## anx 4.793547e-06 5.538533e-05 3.640345e-04 1.049009e-04
## anger 4.416015e-07 6.622150e-04 1.291883e-04 2.142592e-04
## sad 4.748074e-05 3.591612e-04 1.065271e-04 2.177584e-04
## social 1.982127e-03 1.850457e-03 7.352611e-04 2.057142e-04
## family 1.002721e-04 2.211914e-04 1.766130e-05 1.415133e-04
## friend 4.406800e-04 4.037365e-04 1.487891e-04 3.313720e-05
## female 4.467276e-05 2.924167e-05 1.103827e-06 1.757792e-06
## male 6.733481e-05 1.475042e-04 5.376590e-04 4.521192e-05
## cogproc 3.693597e-05 4.368585e-05 7.809233e-06 1.261686e-03
## insight 1.249526e-05 3.757868e-06 3.646047e-06 2.239754e-04
## cause 7.874036e-05 1.709235e-04 2.468365e-07 8.320997e-05
## discrep 4.793024e-07 2.409475e-04 8.230076e-06 2.408955e-05
## tentat 1.159861e-04 5.318407e-05 1.262547e-04 1.036531e-04
## certain 2.612871e-05 1.359477e-04 2.124269e-06 1.737180e-04
## differ 1.550432e-05 1.746635e-04 1.492745e-06 2.265732e-05
## percept 8.385310e-04 2.189196e-04 2.774306e-04 2.054147e-04
## see 2.452527e-04 1.614735e-06 1.504464e-04 9.857929e-05
## hear 1.452423e-04 6.500002e-04 1.455697e-04 6.440106e-05
## feel 1.729973e-04 1.063032e-04 1.341621e-04 5.804383e-05
## bio 1.671560e-03 1.188360e-03 6.405810e-04 6.700593e-04
## body 6.621389e-04 5.091310e-04 2.354336e-04 2.692927e-04
## health 4.117170e-04 1.174878e-03 2.494826e-04 2.325555e-04
## sexual 4.804624e-06 3.169582e-06 6.056495e-07 8.909896e-05
## ingest 1.637281e-05 7.899099e-05 1.607868e-04 1.003198e-04
## drives 1.612259e-06 5.849257e-06 2.267492e-04 1.039473e-03
## affiliation 1.620769e-05 2.844497e-05 2.871768e-05 1.362717e-03
## achieve 6.373106e-04 7.394949e-05 3.654638e-06 2.777376e-04
## power 7.222152e-05 7.447618e-07 8.085406e-05 7.761382e-06
## reward 6.328423e-06 3.024964e-06 1.806042e-06 1.240091e-04
## risk 2.061585e-05 8.822235e-04 1.334884e-04 3.398583e-05
## focuspast 1.213867e-03 9.678446e-04 8.209604e-04 3.251992e-04
## focuspresent 1.301048e-03 4.829066e-04 1.272448e-03 6.255229e-04
## focusfuture 7.173773e-05 5.178636e-05 2.986727e-04 1.265983e-05
## relativ 8.107396e-05 1.329297e-05 3.308351e-05 6.031541e-05
## motion 1.824266e-05 3.454688e-07 6.222088e-07 1.177904e-05
## space 2.574968e-06 1.016385e-05 6.122052e-06 7.752796e-06
## time 1.168603e-04 9.703955e-06 2.475972e-06 1.844887e-05
## work 5.362343e-04 2.350241e-05 1.605663e-05 1.301139e-04
## leisure 1.256259e-05 5.100421e-05 1.487203e-05 5.825357e-08
## Dim.53 Dim.54 Dim.55 Dim.56
## pronoun 4.964125e-06 1.759218e-05 8.229723e-06 1.120284e-05
## ppron 2.509092e-05 1.287902e-06 1.483071e-05 6.030030e-06
## i 5.742690e-06 9.262729e-05 2.184947e-05 2.556091e-05
## we 4.458938e-06 1.088471e-05 1.336770e-04 1.476560e-04
## you 4.030107e-05 4.652602e-05 1.159995e-05 9.549579e-05
## shehe 5.867356e-05 4.136911e-04 2.640466e-04 3.905113e-04
## they 6.541030e-05 3.239993e-06 7.527779e-06 1.337585e-05
## ipron 9.391728e-05 2.874665e-05 2.194569e-06 5.276373e-07
## article 7.897599e-05 2.480149e-05 4.484168e-07 8.849468e-06
## prep 2.476402e-04 7.227941e-05 2.443283e-05 3.169638e-05
## auxverb 4.839118e-04 3.637319e-04 1.199971e-05 1.126667e-05
## adverb 1.577540e-04 3.992379e-08 8.307395e-07 2.734117e-06
## conj 4.371903e-05 5.163509e-05 9.119398e-06 7.718406e-06
## negate 1.990747e-04 3.434468e-05 9.579617e-06 3.202193e-06
## verb 1.284921e-03 3.339642e-04 8.640112e-05 3.808377e-05
## adj 1.718581e-05 2.513629e-05 3.105805e-05 4.828950e-06
## compare 1.595807e-04 1.848430e-05 7.012725e-06 3.830082e-05
## interrog 1.593985e-04 3.745402e-06 2.327312e-06 4.011748e-06
## number 2.351369e-05 1.411480e-06 8.516184e-06 2.678559e-06
## quant 1.135332e-04 4.844248e-06 2.669175e-05 1.203124e-05
## affect 1.284682e-04 1.654691e-05 5.144308e-06 8.638190e-05
## posemo 6.877329e-05 5.842039e-05 2.763414e-05 7.620183e-05
## negemo 9.497059e-04 2.103767e-04 3.138540e-04 2.140061e-05
## anx 2.053394e-04 1.281531e-05 2.706598e-05 2.761060e-06
## anger 7.839673e-06 1.519957e-05 1.060863e-05 2.454563e-09
## sad 3.057705e-05 1.011230e-06 2.528460e-06 6.077589e-06
## social 3.211232e-04 3.196800e-04 3.220228e-05 1.361022e-04
## family 1.885694e-04 5.123140e-06 1.040456e-06 7.862373e-05
## friend 3.111321e-08 3.395686e-05 3.500547e-06 5.073025e-05
## female 3.707013e-07 4.965649e-05 5.317571e-05 2.413924e-04
## male 5.633071e-08 1.232365e-04 1.397868e-04 5.202998e-04
## cogproc 1.762931e-08 8.220242e-04 6.562879e-06 1.409901e-04
## insight 1.103915e-07 1.817778e-05 4.713209e-06 3.387510e-06
## cause 5.269024e-05 2.977738e-05 1.110240e-06 2.910309e-08
## discrep 5.993117e-06 1.289047e-05 9.285188e-08 2.566393e-10
## tentat 3.094584e-05 3.481991e-05 3.188312e-06 6.500560e-06
## certain 1.700657e-04 3.559257e-05 3.174214e-07 9.415898e-06
## differ 3.170071e-05 2.301776e-04 3.068905e-07 3.079410e-06
## percept 2.044798e-05 1.581108e-04 5.870415e-04 1.413698e-06
## see 1.817326e-05 1.623010e-04 1.517892e-04 1.393070e-05
## hear 1.282477e-05 6.248407e-05 1.559928e-04 6.900240e-06
## feel 9.224476e-05 7.809943e-05 1.742221e-04 1.931192e-06
## bio 7.185534e-04 9.385522e-05 2.409532e-05 1.108811e-06
## body 2.213583e-04 1.200998e-04 2.883834e-05 4.479979e-07
## health 2.002393e-04 2.047931e-05 2.154549e-05 1.449901e-06
## sexual 8.029786e-06 1.950989e-06 8.326286e-06 5.031516e-07
## ingest 1.769705e-04 4.266267e-05 7.592526e-07 2.553210e-06
## drives 1.227212e-04 2.376703e-04 1.714924e-04 5.374412e-04
## affiliation 3.738868e-04 3.880205e-04 8.637886e-07 4.676321e-06
## achieve 2.167658e-06 7.303697e-08 5.923518e-05 3.090860e-05
## power 5.840221e-05 5.026248e-05 2.816974e-05 5.817108e-05
## reward 2.389755e-04 1.166281e-05 5.117285e-05 2.149190e-05
## risk 3.569452e-04 5.841603e-05 1.826898e-04 6.835165e-06
## focuspast 5.361740e-06 2.562577e-06 2.810687e-04 1.144308e-06
## focuspresent 2.159927e-04 7.243036e-05 3.954996e-04 1.307317e-05
## focusfuture 9.318606e-05 3.772036e-07 1.133034e-06 8.531734e-06
## relativ 1.210149e-04 1.809132e-04 1.539326e-04 1.961864e-05
## motion 3.369921e-05 1.198909e-05 2.610699e-05 7.794805e-06
## space 1.363525e-04 8.279397e-05 1.977240e-07 1.318045e-05
## time 9.505850e-07 3.660765e-05 1.149758e-04 8.643763e-06
## work 4.740209e-05 3.311775e-05 8.880459e-06 7.124375e-06
## leisure 8.736271e-10 3.776081e-06 8.529681e-06 1.993109e-06
## Dim.57 Dim.58 Dim.59 Dim.60
## pronoun 3.468536e-07 2.400613e-08 5.117289e-09 5.335089e-07
## ppron 9.214684e-06 1.416742e-06 2.694490e-07 9.826103e-08
## i 2.823923e-06 1.536785e-05 1.474747e-07 4.808177e-08
## we 1.560114e-05 1.970324e-04 2.786191e-07 1.181945e-06
## you 3.905198e-05 9.608193e-09 3.790098e-08 7.104476e-07
## shehe 4.918893e-05 7.616810e-05 6.050821e-07 3.790802e-07
## they 2.349504e-06 2.048054e-07 9.190204e-10 1.050213e-07
## ipron 1.438483e-07 1.355036e-06 4.862111e-09 2.029518e-07
## article 3.177119e-07 6.524334e-06 4.526205e-08 1.782781e-08
## prep 9.071033e-06 9.813345e-06 1.191653e-06 3.115937e-08
## auxverb 2.735173e-05 1.287201e-05 1.412246e-06 1.371876e-07
## adverb 7.188852e-07 1.660754e-06 8.160492e-09 4.962174e-08
## conj 7.805083e-07 9.045165e-07 2.305652e-08 5.983998e-08
## negate 3.079839e-05 1.187290e-05 1.443827e-07 1.112586e-07
## verb 3.538630e-05 2.473727e-05 3.627810e-06 2.630571e-07
## adj 4.400219e-06 6.873657e-07 7.661962e-07 1.711713e-07
## compare 7.175434e-06 6.595132e-08 1.235462e-10 3.878143e-07
## interrog 3.030870e-06 8.456169e-07 4.578191e-08 1.746387e-08
## number 1.406404e-07 4.094307e-06 1.297955e-07 1.409264e-08
## quant 6.963912e-07 1.055507e-06 3.559834e-07 2.602996e-07
## affect 2.079976e-06 3.012598e-07 7.022460e-05 3.054026e-05
## posemo 6.206011e-06 4.019802e-07 5.749855e-05 2.023642e-05
## negemo 1.373800e-06 4.623435e-06 1.035310e-05 2.594241e-06
## anx 1.053786e-06 7.726762e-07 1.349905e-08 1.599973e-07
## anger 2.199566e-06 1.331065e-06 2.647811e-07 1.115525e-08
## sad 1.069804e-05 5.616120e-06 2.756202e-07 4.267645e-08
## social 4.739251e-05 7.303471e-07 7.980671e-12 1.657991e-06
## family 1.683323e-07 1.723431e-07 4.811975e-07 1.368090e-07
## friend 1.407470e-07 9.729378e-06 3.962407e-08 3.932910e-07
## female 1.773213e-05 2.889019e-05 4.869401e-07 5.759524e-07
## male 7.862072e-05 2.873009e-05 1.328652e-07 1.281660e-06
## cogproc 2.960200e-04 8.032293e-05 2.890182e-07 2.668378e-07
## insight 5.363358e-05 2.683045e-05 1.159857e-07 1.690447e-07
## cause 2.352054e-05 3.638162e-06 3.335336e-07 2.217395e-07
## discrep 9.205088e-06 7.209260e-07 3.429041e-08 2.245110e-08
## tentat 5.121674e-05 2.609181e-05 1.752943e-07 1.485864e-07
## certain 4.587700e-05 6.858494e-06 1.048506e-07 1.308779e-07
## differ 2.627967e-05 1.827472e-05 7.008713e-08 1.042754e-07
## percept 6.927764e-05 7.230548e-05 1.278407e-05 1.221858e-06
## see 1.601992e-05 3.001569e-05 2.953552e-06 8.740164e-07
## hear 2.918287e-05 1.510494e-05 2.926423e-06 8.934110e-08
## feel 1.051803e-05 4.505813e-05 4.225236e-06 9.813736e-07
## bio 9.023533e-06 7.339869e-06 9.678046e-08 3.141338e-08
## body 2.392839e-06 3.494058e-07 5.557404e-07 3.152342e-08
## health 4.282259e-06 1.061832e-06 7.039928e-07 2.814119e-08
## sexual 1.234319e-06 2.260463e-06 2.006425e-08 4.970708e-08
## ingest 1.811718e-06 5.667297e-06 5.314015e-07 9.104136e-08
## drives 2.404052e-04 7.960479e-05 4.964206e-06 5.038633e-07
## affiliation 3.722099e-04 6.465121e-05 6.069763e-06 1.851521e-06
## achieve 9.372196e-06 5.785330e-06 2.999876e-07 1.061328e-07
## power 6.936584e-05 1.791152e-05 1.420026e-06 7.440565e-09
## reward 2.307532e-06 4.095462e-07 1.046411e-06 2.375082e-08
## risk 4.698209e-06 3.769315e-06 1.347837e-06 2.492461e-08
## focuspast 4.663611e-05 7.545682e-06 2.327482e-06 2.132094e-07
## focuspresent 3.308350e-05 5.455965e-06 2.761666e-06 5.121373e-09
## focusfuture 8.000975e-07 9.218421e-06 5.528129e-07 2.897603e-07
## relativ 2.347101e-05 3.024713e-05 6.679632e-05 1.944688e-05
## motion 3.269332e-06 7.995800e-07 6.324978e-06 2.065003e-06
## space 4.285754e-06 5.029312e-08 3.717676e-05 6.864180e-06
## time 2.539985e-05 4.420317e-05 4.048965e-05 1.080561e-05
## work 5.078962e-06 2.593066e-06 6.303356e-07 1.503283e-07
## leisure 1.078649e-06 9.732411e-07 9.994708e-10 6.717190e-08
## Dim.61 Dim.62
## pronoun 1.457780e-06 3.756547e-08
## ppron 1.338973e-07 2.545717e-07
## i 5.192419e-07 1.883348e-07
## we 1.292518e-07 3.285260e-08
## you 1.317425e-07 4.664830e-08
## shehe 6.565293e-08 2.279531e-08
## they 1.742999e-08 6.740807e-09
## ipron 5.201564e-07 1.294701e-08
## article 1.140217e-11 2.178593e-12
## prep 6.840051e-11 8.337016e-13
## auxverb 2.266267e-13 3.430409e-12
## adverb 1.030043e-10 4.573683e-12
## conj 2.010200e-11 1.374578e-13
## negate 6.600441e-11 3.669311e-13
## verb 3.407613e-12 7.188769e-12
## adj 2.907141e-11 1.232241e-13
## compare 2.744110e-10 6.758965e-12
## interrog 8.308110e-11 3.536177e-12
## number 2.608650e-11 2.243544e-12
## quant 3.856968e-11 4.849364e-13
## affect 3.228883e-09 2.275075e-10
## posemo 2.455326e-09 1.564276e-10
## negemo 5.700199e-10 3.485759e-11
## anx 2.241540e-11 7.779296e-13
## anger 5.925213e-12 9.619762e-13
## sad 2.474406e-12 1.396182e-12
## social 9.980627e-11 5.584018e-12
## family 1.539952e-10 3.529416e-12
## friend 2.440415e-10 4.590624e-12
## female 6.435145e-12 1.704382e-12
## male 4.414014e-11 3.596658e-12
## cogproc 1.262378e-10 1.615521e-11
## insight 3.463976e-11 8.047041e-12
## cause 1.410868e-11 4.945892e-13
## discrep 1.229790e-11 1.278627e-12
## tentat 4.184291e-12 2.958961e-12
## certain 4.362194e-11 1.753030e-12
## differ 4.448848e-13 4.481311e-12
## percept 2.255331e-09 1.346855e-10
## see 7.767344e-10 4.003086e-11
## hear 5.942557e-10 3.069197e-11
## feel 1.142671e-09 8.132874e-11
## bio 5.446021e-11 2.660238e-12
## body 5.887725e-12 5.584320e-13
## health 1.393230e-11 1.355146e-13
## sexual 8.304045e-12 1.021527e-13
## ingest 1.560535e-12 1.082012e-15
## drives 1.588187e-09 5.431857e-11
## affiliation 4.788062e-10 1.141077e-11
## achieve 7.759300e-11 5.308255e-13
## power 2.381952e-10 5.878391e-12
## reward 8.775998e-12 3.076639e-13
## risk 1.041639e-12 4.252709e-17
## focuspast 1.425608e-10 5.124433e-12
## focuspresent 2.651807e-10 7.776456e-12
## focusfuture 5.851289e-11 6.041954e-12
## relativ 2.845113e-09 2.363608e-10
## motion 2.623204e-10 1.256274e-11
## space 1.406536e-09 1.245656e-10
## time 1.162233e-09 9.158841e-11
## work 1.126026e-15 1.479621e-13
## leisure 8.499759e-11 9.553872e-13