Final Project - R2

Barplots

Now lets take a look at some ggplot2 barplots

We’ll start with making a dataframe based on the tooth data.

df <- data.frame(dose = c("d0.5", "D1", "D2"),
                 len = c(4.2, 10, 29.5))

df

##   dose  len
## 1 d0.5  4.2
## 2   D1 10.0
## 3   D2 29.5

And now lets make a second dataframe

df2 <- data.frame(supp=rep(c("VC", "OJ"), each = 3),
                  dose = rep(c("D0.5", "D1", "D2"), 2),
                  len = c(6.8, 15, 33, 4.2, 10, 29.5))

df2

##   supp dose  len
## 1   VC D0.5  6.8
## 2   VC   D1 15.0
## 3   VC   D2 33.0
## 4   OJ D0.5  4.2
## 5   OJ   D1 10.0
## 6   OJ   D2 29.5

Lets load up ggplot2

library(ggplot2)

Lets set parameters for ggplot

theme_set(
  theme_classic()+
    theme(legend.position = "top")
)

Lets start with some basic barplots using the tooth data

f <- ggplot(df, aes(x = dose, y = len))

f + geom_col()

Now lets change the fill, and add labels to the top

f + geom_col(fill = "darkblue")+ geom_text(aes(label = len), vjust = -0.3)

Now lets add the labels inside the bars

f + geom_col(fill = "darkblue") +
 geom_text(aes(label = len), vjust = 1.6, color = "white")

Now lets change the barplot colors by group

f + geom_col(aes(color = dose), fill = "white") + 
  scale_color_manual(values = c("blue", "gold", "red"))

This is kinda hard to see, so lets change the fill.

f+ geom_col(aes(fill = dose))+
  scale_fill_manual(values = c("blue", "gold", "red"))

Ok how do we do it with multiple groups

ggplot(df2, aes(x=dose, y = len)) +
  geom_col(aes(color = supp, fill = supp), position = position_stack())+
  scale_color_manual(values = c("blue", "gold")) +
  scale_fill_manual(values = c("blue", "gold"))

p <- ggplot(df2, aes(x = dose, y = len)) +
  geom_col(aes(color = supp, fill = supp), position = position_dodge(0.8), width = 0.7)+
  scale_color_manual(values = c("blue", "gold"))+
  scale_fill_manual(values = c("blue", "gold"))

p

Now lets add those labels to the dodged barplot

p + geom_text(
  aes(label = len, group = supp),
  position = position_dodge(0.8),
  vjust = -0.3, size =3.5
)

Now what if we want to add labels to our stacked barplots? For thius we need dplyr

library(dplyr)

## 
## Attaching package: 'dplyr'

## The following objects are masked from 'package:stats':
## 
##     filter, lag

## The following objects are masked from 'package:base':
## 
##     intersect, setdiff, setequal, union

df2 <- df2 %>%
  group_by(dose) %>%
  arrange(dose, desc(supp)) %>%
  mutate(lab_ypos = cumsum(len) - 0.5 * len)

df2

## # A tibble: 6 × 4
## # Groups:   dose [3]
##   supp  dose    len lab_ypos
##   <chr> <chr> <dbl>    <dbl>
## 1 VC    D0.5    6.8      3.4
## 2 OJ    D0.5    4.2      8.9
## 3 VC    D1     15        7.5
## 4 OJ    D1     10       20  
## 5 VC    D2     33       16.5
## 6 OJ    D2     29.5     47.8

Now lets recreate our stacked graphs

ggplot(df2, aes(x=dose, y = len)) +
  geom_col(aes(fill = supp) , width = 0.7) +
  geom_text(aes(y = lab_ypos, label = len, group = supp), color = "white") +
  scale_color_manual(values = c("blue","gold")) +
  scale_fill_manual(values = c("blue", "gold"))

)

Box Plots

Lets look at some boxplots

data("ToothGrowth")

Lets change the dose to a factor, and look at the top of the dataframe

ToothGrowth$dose <- as.factor(ToothGrowth$dose)

head(ToothGrowth, 4)

##    len supp dose
## 1  4.2   VC  0.5
## 2 11.5   VC  0.5
## 3  7.3   VC  0.5
## 4  5.8   VC  0.5

Lets load ggplot

library(ggplot2)

Lets set the theme for our plots to classic

theme_set(
  theme_bw() +
    theme(legend.position = "top")
)

Lets start with a very basic boxplot with dose vs length

tg <- ggplot(ToothGrowth, aes(x= dose, y = len))
tg + geom_boxplot()

Now lets look at a boxplot with points for the mean

tg + geom_boxplot(notch = TRUE, fill = "lightgrey") +
stat_summary(fun.y = mean, geom = "point", shape = 9, size = 2.5, color = "indianred")

## Warning: The `fun.y` argument of `stat_summary()` is deprecated as of ggplot2 3.3.0.
## ℹ Please use the `fun` argument instead.
## This warning is displayed once every 8 hours.
## Call `lifecycle::last_lifecycle_warnings()` to see where this warning was
## generated.

We can also change the scale number of variables included, and their order

tg + geom_boxplot() +
  scale_x_discrete(limits = c("0.5", "2"))

## Warning: Removed 20 rows containing missing values (`stat_boxplot()`).

Lets put our x axis in descending order

tg+geom_boxplot() +
  scale_x_discrete(limits = c("2", "1", "0.5"))

We can also change boxplot colors by groups

tg + geom_boxplot(aes(color = dose)) +
  scale_color_manual(values = c("indianred", "blue1", "green2"))

What if we want to display our data subset by oj vs vitamin c?

tg2 <- tg + geom_boxplot(aes(fill = supp), position = position_dodge(0.9)) +
  scale_fill_manual(values = c("#999999", "#E69F00"))

tg2

We can also arrange this as two plots facet_wrap

tg2 + facet_wrap(~supp)

Histograms

set.seed(1234)

wdata = data.frame(
  sex = factor(rep(c("F", "M"), each = 200)),
  weight = c(rnorm(200, 50), rnorm(200, 58))
)

head(wdata, 4)

##   sex   weight
## 1   F 48.79293
## 2   F 50.27743
## 3   F 51.08444
## 4   F 47.65430

Now lets load dplyr

library(dplyr)

mu <- wdata %>%
  group_by(sex) %>%
  summarize(grp.mean = mean(weight))

Now lets load the plotting package

library(ggplot2)

theme_set(
  theme_classic() +
    theme(legend.position = "bottom")
)

Now lets create a ggplot object

a <- ggplot(wdata, aes(x=weight))

a+geom_histogram(bins = 30, color = "black", fill = "grey") +
  geom_vline(aes(xintercept = mean(weight)),
             linetype = "dashed", size = 0.6)

## Warning: Using `size` aesthetic for lines was deprecated in ggplot2 3.4.0.
## ℹ Please use `linewidth` instead.
## This warning is displayed once every 8 hours.
## Call `lifecycle::last_lifecycle_warnings()` to see where this warning was
## generated.

Now lets change the color by group

a +geom_histogram(aes(color= sex), fill = "white", position = "identity") +
  scale_color_manual(values = c("#00AFBB", "#E7B800"))

## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.

a +geom_histogram(aes(color = sex), fill = "white", position = "identity") +
  scale_color_manual(values = c("#00AFBB", "#E7B800")) +
  scale_fill_manual(values = c("indianred", "lightblue1"))

## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.

What if we want to combine density plots and histograms?

a +geom_histogram(aes(y = stat(density)),
                  color = "black", fill = "white") +
  geom_density( alpha = 0.2, fill = "#FF6666")

## Warning: `stat(density)` was deprecated in ggplot2 3.4.0.
## ℹ Please use `after_stat(density)` instead.
## This warning is displayed once every 8 hours.
## Call `lifecycle::last_lifecycle_warnings()` to see where this warning was
## generated.

## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.

a +geom_histogram(aes(y = stat(density), color = sex),
                  fill = "white", position = "identity") +
  geom_density(aes(color = sex), size = 1) +
  scale_color_manual(values = c("indianred", "lightblue1"))

## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.

Dotplots

First lets load the required packages

library(ggplot2)

Lets set our theme

theme_set(
  theme_dark() +
    theme(legend.position= "top")
)

First lets initiate a ggplot object called TG

data("ToothGrowth")
ToothGrowth$dose <- as.factor(ToothGrowth$dose)

tg<- ggplot(ToothGrowth, aes(x=dose, y = len))

Lets create a dotplot with a summary statistic

tg + geom_dotplot(binaxis = "y", stackdir = "center", fill = "white") +
  stat_summary(fun = mean, fun.args = list(mult=1))

## Bin width defaults to 1/30 of the range of the data. Pick better value with
## `binwidth`.

## Warning: Removed 3 rows containing missing values (`geom_segment()`).

tg + geom_boxplot(width = 0.5) +
  geom_dotplot(binaxis = "y", stackdir = "center", fill = "white")

## Bin width defaults to 1/30 of the range of the data. Pick better value with
## `binwidth`.

tg + geom_violin(trim = FALSE) +
  geom_dotplot(binaxis = "y", stackdir = "center", fill = "#999999") +
  stat_summary(fun = mean , fun.args = list(mult=1))

## Bin width defaults to 1/30 of the range of the data. Pick better value with
## `binwidth`.

## Warning: Removed 3 rows containing missing values (`geom_segment()`).

Lets create a dotplot with multiple groups

tg + geom_boxplot(width = 0.5) +
  geom_dotplot(aes(fill = supp), binaxis = 'y', stackdir = 'center') +
  scale_fill_manual(values = c("indianred", "lightblue1"))

## Bin width defaults to 1/30 of the range of the data. Pick better value with
## `binwidth`.

tg + geom_boxplot(aes(color = supp), width = 0.5, position = position_dodge(0.8)) +
  geom_dotplot(aes(fill = supp, color = supp), binaxis = 'y', stackdir = 'center',
               dotsize = 0.8, position = position_dodge(0.8)) +
  scale_fill_manual(values = c("#00AFBB", "#E7B800"))+
  scale_color_manual(values = c("#00AFBB", "#E7B800"))

## Bin width defaults to 1/30 of the range of the data. Pick better value with
## `binwidth`.

Line Plots

Now lets change it up and look at some line plots

We’ll start by making a custom dataframe kinda like the tooth dataset. This way we can see the lines and stuff that we’re modifying

df <- data.frame(dose = c("D0.5", "D1", "D2"),
                 len = c(4.2, 10, 29.5))

Now lets create a second dataframe for plotting by groups

df2 <- data.frame(supp = rep(c("VC", "OJ"), each = 3),
                  dose = rep(c("D0.5", "D1", "D2"), 2),
                  len = c(6.8, 15, 33, 4.2, 10, 29.5))

df2

##   supp dose  len
## 1   VC D0.5  6.8
## 2   VC   D1 15.0
## 3   VC   D2 33.0
## 4   OJ D0.5  4.2
## 5   OJ   D1 10.0
## 6   OJ   D2 29.5

Now lets again load ggplot2 and set a theme

library(ggplot2)

theme_set(
  theme_gray() +
    theme(legend.position = "right")
  
)

Now lets do some basic line plots. First we will build a function to dispplay all the different line types

generateRLineTypes <- function(){
  oldPar <- par()
  par(font = 2, mar = c(0,0,0,0))
  plot (1, pch="", ylim=c(0,6), xlim=c(0,0.7), axes = FALSE, xlab = "", ylab = "")
  for(i in 0:6) lines(c(0.3, 0.7), c(i,i), lty=i, lwd = 3)
  text(rep(0.1,6), 0:6, labels = c("0. 'Blank'", "1. 'solid'", "2. 'dashed'", "3. 'dotted'",
                                   "4. 'dotdash'", "5. 'longdash'", "6. 'twodash'"))
  
  par(mar=oldPar$mar, font = oldPar$font)
}

generateRLineTypes

## function(){
##   oldPar <- par()
##   par(font = 2, mar = c(0,0,0,0))
##   plot (1, pch="", ylim=c(0,6), xlim=c(0,0.7), axes = FALSE, xlab = "", ylab = "")
##   for(i in 0:6) lines(c(0.3, 0.7), c(i,i), lty=i, lwd = 3)
##   text(rep(0.1,6), 0:6, labels = c("0. 'Blank'", "1. 'solid'", "2. 'dashed'", "3. 'dotted'",
##                                    "4. 'dotdash'", "5. 'longdash'", "6. 'twodash'"))
##   
##   par(mar=oldPar$mar, font = oldPar$font)
## }

p <- ggplot(data = df, aes (x = dose, y = len, group = 1))

p + geom_line() + geom_point()

Now lets modify the line type and color

p + geom_line(linetype = "dashed", color = "steelblue") +
geom_point(color = "steelblue")

Now lets try a step graph, which indicates a threshold type progression

p + geom_step() + geom_point()

Now lets move on to making multiple groups. First we’ll create our ggplot object

p <- ggplot(df2, aes(x=dose, y=len, group = supp))

Now lets change line types and point shapes by group

p + geom_line(aes(linetype = supp, color = supp)) +
  geom_point(aes(shape = supp, color = supp)) +
  scale_color_manual(values = c("red", "blue"))

Now lets look at line plots with a numeric x axis

df3 <- data.frame(supp = rep(c("VC", "OJ"), each = 3),
                  dose = rep(c("0.5", "1", "2"), 2),
                  len =c(6.8, 15, 33, 4.2, 10, 29.5))

df3

##   supp dose  len
## 1   VC  0.5  6.8
## 2   VC    1 15.0
## 3   VC    2 33.0
## 4   OJ  0.5  4.2
## 5   OJ    1 10.0
## 6   OJ    2 29.5

Now lets plot where both axises are treated as continuous labels

df3$dose <- as.numeric(as.vector(df3$dose))
ggplot(data = df3, aes(x=dose, y = len, group = supp, color = supp)) +
  geom_line() + geom_point()

Now lets look at a line graph with having the x axis as dates. We’ll use the built in economics time series for this example.

 head(economics)

## # A tibble: 6 × 6
##   date         pce    pop psavert uempmed unemploy
##   <date>     <dbl>  <dbl>   <dbl>   <dbl>    <dbl>
## 1 1967-07-01  507. 198712    12.6     4.5     2944
## 2 1967-08-01  510. 198911    12.6     4.7     2945
## 3 1967-09-01  516. 199113    11.9     4.6     2958
## 4 1967-10-01  512. 199311    12.9     4.9     3143
## 5 1967-11-01  517. 199498    12.8     4.7     3066
## 6 1967-12-01  525. 199657    11.8     4.8     3018

ggplot(data = economics, aes( x=date, y=pop)) +
  geom_line()

Now lets look at the subset data.

ss <- subset(economics, date > as.Date("2006-1-1"))
ggplot(data = ss, aes(x = date, y = pop)) + geom_line()

We can also change the line size, for instance by another variable like unemployment

ggplot(data = economics, aes(x=date, y=pop)) +
  geom_line(aes(size = unemploy/pop))

We can also plot multiple time-series data

ggplot(economics, aes(x=date)) +
geom_line(aes(y=psavert), color = "darkred") +
geom_line(aes(y=uempmed), color = "steelblue", linetype = "twodash")

Lastly, lets make this into an area plot

ggplot (economics, aes (x=date))+
  geom_area(aes(y=psavert), fill = "#999999",
            color= "#999999", alpha = 0.5) +
  geom_area(aes(y=uempmed), fill = "#E69F00",
            color = "#E69F00", alpha = 0.5)

Ridge Plots

First lets load the required packages

library(ggplot2)
library(ggridges)

#BiocManager::install("ggridges")

Now lets load some sample data

?airquality

air <- ggplot(airquality) + aes(Temp, Month, group = Month) + geom_density_ridges()

air

## Picking joint bandwidth of 2.65

Now lets add some pazzaz to our graph

library(viridis)

## Loading required package: viridisLite

ggplot(airquality) + aes(Temp, Month, group = Month, fill = ..x..) +
  geom_density_ridges_gradient()+
  scale_fill_viridis(option ="C", name = "Temp")

## Warning: The dot-dot notation (`..x..`) was deprecated in ggplot2 3.4.0.
## ℹ Please use `after_stat(x)` instead.
## This warning is displayed once every 8 hours.
## Call `lifecycle::last_lifecycle_warnings()` to see where this warning was
## generated.

## Picking joint bandwidth of 2.65

Last thing we will do is create a facet plot for all our data.

library(tidyr)

airquality %>%
gather(key = "Measurement", value = "value", Ozone, Solar.R, Wind, Temp) %>%
  ggplot() + aes(value, Month, group = Month) +
  geom_density_ridges() +
  facet_wrap( ~ Measurement, scales = "free")

## Picking joint bandwidth of 11

## Picking joint bandwidth of 40.1

## Picking joint bandwidth of 2.65

## Picking joint bandwidth of 1.44

## Warning: Removed 44 rows containing non-finite values
## (`stat_density_ridges()`).

Density Plots

A density plot is a nice alternative to a histogram

set.seed(1234)

wdata = data.frame(
  sex = factor(rep(c("F", "M"), each = 200)),
  weight = c(rnorm(200, 58))
)

library(dplyr)
mu <- wdata %>%
  group_by(sex) %>%
  summarise(grp.mean = mean (weight))

Now lets load the graphing packages

library(ggplot2)
theme_set(
  theme_classic() +
    theme(legend.position = "right")
)

Now lets do the basic plot function. First we will create a ggplot object

d <- ggplot(wdata, aes(x=weight))

Now lets do a basic density plot

d + geom_density() +
  geom_vline(aes(xintercept = mean(weight)), linetype = "dashed")

Now lets change the y axis to count instead of density

d + geom_density(aes(y = stat(count)), fill = "lightgray") +
  geom_vline(aes(xintercept = mean(weight)), linetype = "dashed")

d + geom_density(aes(color = sex)) +
  scale_color_manual(values = c("darkgray", "gold"))

Lastly, lets fill the density plots

d + geom_density(aes(fill = sex), alpha = 0.4) +
  geom_vline(aes(xintercept = grp.mean , color = sex), data = mu, linetype = "dashed") +
  scale_color_manual( values = c("grey", "gold"))+
  scale_fill_manual(values = c("grey", "gold"))

Plotly Lines

First lets load our required package

library(plotly)

## 
## Attaching package: 'plotly'

## The following object is masked from 'package:ggplot2':
## 
##     last_plot

## The following object is masked from 'package:stats':
## 
##     filter

## The following object is masked from 'package:graphics':
## 
##     layout

Lets start with a scatter plot of the Orange dataset

Orange

##    Tree  age circumference
## 1     1  118            30
## 2     1  484            58
## 3     1  664            87
## 4     1 1004           115
## 5     1 1231           120
## 6     1 1372           142
## 7     1 1582           145
## 8     2  118            33
## 9     2  484            69
## 10    2  664           111
## 11    2 1004           156
## 12    2 1231           172
## 13    2 1372           203
## 14    2 1582           203
## 15    3  118            30
## 16    3  484            51
## 17    3  664            75
## 18    3 1004           108
## 19    3 1231           115
## 20    3 1372           139
## 21    3 1582           140
## 22    4  118            32
## 23    4  484            62
## 24    4  664           112
## 25    4 1004           167
## 26    4 1231           179
## 27    4 1372           209
## 28    4 1582           214
## 29    5  118            30
## 30    5  484            49
## 31    5  664            81
## 32    5 1004           125
## 33    5 1231           142
## 34    5 1372           174
## 35    5 1582           177

plot_ly(data = Orange, x = ~age, y = ~circumference)

## No trace type specified:
##   Based on info supplied, a 'scatter' trace seems appropriate.
##   Read more about this trace type -> https://plotly.com/r/reference/#scatter

## No scatter mode specifed:
##   Setting the mode to markers
##   Read more about this attribute -> https://plotly.com/r/reference/#scatter-mode

plot_ly(data = Orange, x =~age, y = ~circumference,
        color = ~Tree, size = ~age,
        text = ~paste("Tree ID:", Tree, "<br>Age:", age, "circ:", circumference)
        )

## No trace type specified:
##   Based on info supplied, a 'scatter' trace seems appropriate.
##   Read more about this trace type -> https://plotly.com/r/reference/#scatter

## No scatter mode specifed:
##   Setting the mode to markers
##   Read more about this attribute -> https://plotly.com/r/reference/#scatter-mode

## Warning: `line.width` does not currently support multiple values.

## Warning: `line.width` does not currently support multiple values.

## Warning: `line.width` does not currently support multiple values.

## Warning: `line.width` does not currently support multiple values.

## Warning: `line.width` does not currently support multiple values.

trace_1 <- rnorm(35, mean = 120, sd = 10)
new_data <- data.frame(Orange, trace_1)

We’ll use the random numbers as lines on the graph

plot_ly(data = new_data, x= ~age, y = ~circumference, color = ~Tree, size = ~age,
        text = ~paste("Tree ID:", Tree, "<br>Age:", age, "<br>Circ:", circumference)) %>%
  add_trace(y = ~trace_1, mode = 'lines') %>%
  add_trace(y = ~circumference, mode = 'markers')

## No trace type specified:
##   Based on info supplied, a 'scatter' trace seems appropriate.
##   Read more about this trace type -> https://plotly.com/r/reference/#scatter
## No trace type specified:
##   Based on info supplied, a 'scatter' trace seems appropriate.
##   Read more about this trace type -> https://plotly.com/r/reference/#scatter

## Warning: `line.width` does not currently support multiple values.

## Warning: `line.width` does not currently support multiple values.

## Warning: `line.width` does not currently support multiple values.

## Warning: `line.width` does not currently support multiple values.

## Warning: `line.width` does not currently support multiple values.

## Warning: `line.width` does not currently support multiple values.

## Warning: `line.width` does not currently support multiple values.

## Warning: `line.width` does not currently support multiple values.

## Warning: `line.width` does not currently support multiple values.

## Warning: `line.width` does not currently support multiple values.

Now lets create a graph with the option of showing as a scatter or line, and add labels.

plot_ly(data = Orange, x = ~age, y = ~circumference,
        color = ~Tree, size = ~circumference,
        text = ~paste("Tree ID:", Tree, "<br>Age:", age, "circ", circumference)) %>%
  add_trace(y = ~circumference, mode = 'markers') %>%
  layout(
    title = "Plot or Orange data with switchable trace", 
    updatemenus = list(
      list(
        type = 'downdrop',
        y = 0.8,
        buttons = list(
          list(method = 'restyle',
               args = list('mode', 'markers'),
               label = "Marker"
          ),
          list(method = "restyle",
               args = list('mode', 'lines'),
               labels = "Lines"
          )
        )
      )
    )
  )

## No trace type specified:
##   Based on info supplied, a 'scatter' trace seems appropriate.
##   Read more about this trace type -> https://plotly.com/r/reference/#scatter

## Warning: `line.width` does not currently support multiple values.

## Warning: `line.width` does not currently support multiple values.

## Warning: `line.width` does not currently support multiple values.

## Warning: `line.width` does not currently support multiple values.

## Warning: `line.width` does not currently support multiple values.

Plotly 3D

First lets load our required packages

library(plotly)

Now lets create a random 3d matrix

d <- data.frame(
  x <- seq(1, 10, by = 0.5),
  y <- seq(1,10, by = 0.5)
)

z <- matrix(rnorm(length(d$y)) * length(d$x), ncol = length (d$y))

Now lets plot our 3D data

plot_ly(d, x=~x, y=~y, z=~z) %>%
  add_surface()

Lets add some more aspects to it, such as topography

plot_ly(d, x = ~x, y = ~y, z = ~z) %>%
  add_surface(
    contours = list(
      z = list(
        show = TRUE,
        usecolormap = TRUE,
        highlightcolor = "FF0000",
        project = list(z = TRUE)
      )
    )
  )

Now lets look at a 3d scatter plot

plot_ly(longley, x = ~GNP, y = ~Population, z = ~Employed, marker = list(color = ~GNP)) %>%
  add_markers()

Error Bars

First lets load our required libraries

library(ggplot2)
library(dplyr)
library(plotrix)

theme_set(
  theme_classic() +
    theme(legend.position = 'top')
)

Lets again use the tooth data for this exercise

df <- ToothGrowth
df$dose <- as.factor(df$dose)

Now lets use dplyr for manipulation purposes

df.summary <- df %>%
  group_by(dose) %>%
  summarise(
    sd=sd(len, na.rm = TRUE),
    len = mean(len),
    stderr = std.error(len, na.rm = TRUE)
)

df.summary

## # A tibble: 3 × 4
##   dose     sd   len stderr
##   <fct> <dbl> <dbl>  <dbl>
## 1 0.5    4.50  10.6     NA
## 2 1      4.42  19.7     NA
## 3 2      3.77  26.1     NA

Lets now look at some key functions

• geom_corssbar() for hollow bars with middle indicated by a horizontal line
• geom_erorrbar() for error bars
• geom_errorbarh() for horizontal error bars
• geom_linerange() for drawing an interval represted by a vertical line
• geom_pointrange() for creating an interval represented by a vertical line; with a point in the middle

lets start by creating a ggplot object

tg <- ggplot(
  df.summary,
  aes(x = dose, y = len, ymin = len - sd, ymax =- len + sd)
)

Now lets look at the most basic error bars

tg + geom_pointrange()

tg + geom_errorbar(width = 0.2) +
  geom_point(size = 1.5)

Now lets create horizontal error bars by manipuating our graph

ggplot(df.summary, aes(x=len, y=dose, xmin = len-sd, xmax = len+sd)) +
geom_point() +
geom_errorbarh(height = 0.2)

This just gives you an idea of error bars on the horizontal axis

Now lets look at adding jitter points (actual measurements) to our data.

ggplot(df, aes(dose, len)) +
geom_jitter(poition = position_jitter(0.2), color = "darkgray") +
geom_pointrange(aes(ymin = len-sd, ymax = len+sd), data = df.summary)

## Warning in geom_jitter(poition = position_jitter(0.2), color = "darkgray"):
## Ignoring unknown parameters: `poition`

Now lets try error bars on a violin plot

ggplot(df, aes(dose, len)) +
  geom_violin(color = "darkgray", trim = FALSE) +
  geom_pointrange(aes(ymin = len - sd, ymax = len+sd), data = df.summary)

Now how about with a line graph?

ggplot(df.summary, aes(dose, len)) +
  geom_line(aes(group = 1)) + #always specify this when you have 1 line
  geom_errorbar(aes(ymin = len - stderr, ymax = len+stderr), width = 0.2) +
  geom_point(size = 2)

Now lets make a bar graph with halve error bars

ggplot(df.summary, aes(dose, len)) +
  geom_col(fill = "lightgrey", color = "black") +
  geom_errorbar(aes(ymin = len, ymax = len - stderr), width = 0.2)

You can see that by not specifying wmin = len - stderr, we have in essence cut our error bar in half.

How about we add jitter points to line plots? We need to use the original dataframe for the jitter plot, and the summary df for the geom layers.

ggplot(df, aes(dose, len)) +
  geom_jitter(position = position_jitter(0.2), color = "darkgrey") +
  geom_line(aes(group = 1), data = df.summary) +
  geom_errorbar(
    aes(ymin = len - stderr, ymax = len +stderr),
      data = df.summary, width = 0.2) +
  geom_point(data = df.summary, size = 0.7)

What about adding jitterpoints to a barplot?

ggplot(df, aes(dose, len)) +
  geom_col(data = df.summary, fill = NA, color = "black") +
  geom_jitter(position = position_jitter(0.3), color = "darkgrey") +
  geom_errorbar(aes(ymin = len - stderr, ymax = len+stderr),
                data = df.summary, width = 0.2)

What if we wanted to have our error bars pe group? (OJ vs VC)

df.summary2 <- df %>%
  group_by(dose, supp) %>%
  summarise(
    sd=sd(len),
    stderr = std.error(len),
    len = mean(len)
  )

## `summarise()` has grouped output by 'dose'. You can override using the
## `.groups` argument.

df.summary2

## # A tibble: 6 × 5
## # Groups:   dose [3]
##   dose  supp     sd stderr   len
##   <fct> <fct> <dbl>  <dbl> <dbl>
## 1 0.5   OJ     4.46  1.41  13.2 
## 2 0.5   VC     2.75  0.869  7.98
## 3 1     OJ     3.91  1.24  22.7 
## 4 1     VC     2.52  0.795 16.8 
## 5 2     OJ     2.66  0.840 26.1 
## 6 2     VC     4.80  1.52  26.1

Now you can see we have mean and error for each dose and supp

ggplot(df.summary2, aes(dose, len)) +
  geom_pointrange(
    aes(ymin = len - stderr, ymax = len +stderr, color = supp),
    position = position_dodge(0.3)) +
  scale_color_manual(values = c("indianred", "lightblue"))

How about line plots with multiple error bars?

ggplot(df.summary2, aes(dose, len)) +
  geom_line(aes(linetype = supp, group = supp))+
  geom_point() +
  geom_errorbar(aes(ymin = len-stderr, ymax = len+stderr, group = supp), width = 0.2)

And the same with a bar plot

ggplot(df.summary2, aes(dose, len )) +
  geom_col(aes(fill = supp), position = position_dodge(0.8), width= 0.7) +
  geom_errorbar(
    aes(ymin = len-sd, ymax = len+sd, group = supp),
    width = 0.2, position = position_dodge(0.8)) +
  scale_fill_manual(values = c("indianred", "lightblue"))

Now lets add some jitterpoints

ggplot(df, aes(dose, len, color = supp)) +
  geom_jitter(position = position_dodge(0.2)) +
  geom_line(aes(group = supp), data = df.summary2) +
  geom_point() +
  geom_errorbar(aes(ymin = len - stderr, ymax = len +stderr, group = supp), data = df.summary2, width = 0.2)

ggplot(df, aes(dose, len, color = supp)) +
  geom_col(data = df.summary2, position = position_dodge(0.8), width = 0.7, fill = "white") +
  geom_jitter(
    position = position_jitterdodge(jitter.width = 0.2, dodge.width = 0.8)) +
  geom_errorbar(
    aes(ymin = len - stderr, ymax = len+stderr), data = df.summary2,
    width = 0.2, position = position_dodge(0.8)) +
  scale_color_manual(values = c("indianred", "lightblue")) +
  theme(legend.position = "top")

ECDF Plots

Now lets do an empirical cumulative distribution function. This reports any given number percentile of individuals that are above or below that threshold.

set.seed(1234)

wdata = data.frame(
  sex = factor(rep(c("F", "M"), each = 200)),
  weight = c(rnorm(200, 55)), rnorm(200, 58))

Now lets look at our dataframe

head(wdata, 5)

##   sex   weight rnorm.200..58.
## 1   F 53.79293       58.48523
## 2   F 55.27743       58.69677
## 3   F 56.08444       58.18551
## 4   F 52.65430       58.70073
## 5   F 55.42912       58.31168

Now lets load our plotting package

library(ggplot2)

theme_set(
  theme_classic() +
    theme(legend.position = "bottom")
)

Now lets create our ECDF Plot

ggplot(wdata, aes(x=weight)) +
  stat_ecdf(aes(color = sex, linetype = sex),
            geom = "step", size = 1.5) +
  scale_color_manual(values = c("#00AFBB", "#E7B900")) +
  labs(y = "Weight")

qq plots

Now lets take a look at qq plots. These are used to determine if the given data follows a normal distribution.

#install.packages("ggpubr")

set.seed(1234)

Now lets randomly generate some data

wdata = data.frame(
  sex = factor(rep(c("F", "M"), each = 200)),
  weight = c(rnorm(200, 55), rnorm(200, 58))
)

Lets set our theme for the graphing with ggplot

library(ggplot2)

theme_set(
  theme_classic() +
    theme(legend.position = "top")
)

create a qq plot of the weight

ggplot(wdata, aes(sample=weight)) +
  stat_qq(aes(color = sex)) +
  scale_color_manual(values = c("#0073C2FF", "#FC4E07")) +
  labs(y = "weight")

#install.packages(ggpubr)
library(ggpubr)

ggqqplot(wdata, x = "weight",
         color = "sex",
         palettes = c("#0073c2FF", "#FC4E07"),
         ggthme = theme_pubclean())

Now what would a non-normal distribution look like?

#install.packages(mnonr)

library(mnonr)

data2 <- mnonr::mnonr(n = 1000, p=2, ms = 3, mk = 61, Sigma=matrix(c(1,0.5, 0.5, 1), 2, 2), initial = NULL)

data2 <- as.data.frame(data2)

Now lets plot the non normal data

ggplot(data2, aes(sample=V1)) +
  stat_qq()

ggqqplot(data2, x= "V1",
         palette = "#0073C2FF",
         ggtheme = theme_pubclean())

Facet Plots

Lets look at how to put multiple plots together into a single figure

library(ggpubr)
library(ggplot2)

theme_set(
  theme_bw() +
    theme(legend.position = "top")
  
)

First lets create a nice boxplot

df <- ToothGrowth
df$dose <- as.factor(df$dose)

and create a plot object

p <- ggplot(df, aes(x=dose, y = len)) +
  geom_boxplot(aes(fill = supp), position = position_dodge(0.9)) +
  scale_fill_manual(values= c("#00AFBB", "#E7B800"))

p

Now lets look at the gvplot facit function

p + facet_grid(rows = vars(supp))

Now lets do a facet with multiple variables

p + facet_grid(rows = vars(dose), cols = vars(supp))

p

Now lets look at the facet_wrap function. This allows facets to be placed side-by-side

p + facet_wrap(vars(dose), ncol = 2)

Now how do we combine multiple plots using ggarrange()

Lets start by making some basic plots. First we will define a color palette and data

my3cols <- c("#e7B800", "#2E9FDF", "#FC4E07")
ToothGrowth$dose <- as.factor(ToothGrowth$dose)

Now lets make some basic plots

p <- ggplot(ToothGrowth, aes(x = dose, y = len))
bxp <- p + geom_boxplot(aes(color = dose)) +
  scale_color_manual(values = my3cols)

Ok now lets do a dotplot

dp <- p + geom_dotplot(aes(color = dose, fill = dose),
                       binaxis = 'y', stackdir = 'center') +
  scale_color_manual(values = my3cols) +
  scale_fill_manual(values = my3cols)

Now lastly lets create a lineplot

lp <- ggplot(economics, aes(x=date, y=psavert)) +
  geom_line(color = "indianred")

Now we can make the figure

figure <- ggarrange(bxp, dp, lp, labels = c("A", "B", "C"), ncol = 2, nrow = 2)

## Bin width defaults to 1/30 of the range of the data. Pick better value with
## `binwidth`.

figure

This looks great, but we can make it look even better

figure2 <- ggarrange(
  lp,
  ggarrange(bxp, dp, ncol = 2, nlabs = c("B", "C")),
  nrow = 2,
  labels = "A")

## Bin width defaults to 1/30 of the range of the data. Pick better value with
## `binwidth`.

## Warning in as_grob.default(plot): Cannot convert object of class character into
## a grob.

## Warning in as_grob.default(plot): Cannot convert object of class listggarrange
## into a grob.

  figure2

Ok this looks really good, but you’ll notice that there are two legends that are the same.

ggarrange(
  bxp, dp, labels = c("A", "B"),
  common.legend = TRUE, legend = "bottom")

## Bin width defaults to 1/30 of the range of the data. Pick better value with
## `binwidth`.

Lastly, we should export the plot

ggexport(figure2, filename = "facetfigure.pdf")

## file saved to facetfigure.pdf

We can also export multiple plots to a pdf

ggexport(bxp, dp, lp, filename = "multi.pdf")

## Bin width defaults to 1/30 of the range of the data. Pick better value with
## `binwidth`.
## file saved to multi.pdf

#Heatmaps {.tabset}

Lets get started with heatmaps

#install.packages(heatmap3)

library(heatmap3)

Now lets get our data.

data <- ldeaths

data2 <- do.call(cbind, split(data, cycle(data)))
dimnames(data2) <- dimnames(.preformat.ts(data))

Now lets generate a heat map

heatmap(data2)

heatmap(data2, Rowv = NA, Colv = NA)

Now lets play with the colors

rc <- rainbow(nrow(data2), start = 0, end = 0.3)
cc <- rainbow(ncol(data2), start = 0, end = 0.3)

Now lets apply our color selections

heatmap(data2, ColSideColors = cc)

library(RColorBrewer)
heatmap(data2, ColSideColors = cc,
        col = colorRampPalette(brewer.pal(8, "PiYG"))(25))

Theres more that we can customize

library(gplots)

## 
## Attaching package: 'gplots'

## The following object is masked from 'package:plotrix':
## 
##     plotCI

## The following object is masked from 'package:stats':
## 
##     lowess

#heatmap.2(data2, ColSideColors = cc, 
#        col = colorRampPalette(brewer.pal(8, "PiYG"))(25))

Missing Values

If you encounter a unusual value in your dataset, and simply want to move on to the rest of your analysis, you have two options:

Drop the entire row with the strange values:

library(dplyr)
library(ggplot2)

diamonds <- diamonds

diamonds2 <- diamonds %>%
  filter(between(y, 3, 20))

In this instance, y is the width of the diamond, so anything under 3 mm or above 20 is excluded

I don’t recommend this option, just because there is one bad measurement doesn’t mean they are all bad

Instead, I recommend replacing the strange values with missing values

diamonds3 <- diamonds %>%
  mutate(y=ifelse(y < 3 | y > 20, NA, y))

Like R, ggplot2 subsribes to the idea that missing values shouldn’t pass silently into the night.

ggplot(data = diamonds3, mapping = aes(x = x, y = y)) +
  geom_point()

## Warning: Removed 9 rows containing missing values (`geom_point()`).

If you want to supress that warning you can use na.rm = TRUE

ggplot(data = diamonds3, mapping = aes(x = x, y = y)) +
  geom_point(na.rm = TRUE)

Other times you want to understand what makes observations with missing values different to the observation with recorded values. For example, in the NYCflight13 dataset, missing values in the dep_time variable indicate that the flight was cancelled. So you might want to compare the scheduled departure times for cancelled and non-cancelled times.

library(nycflights13)

nycflights13::flights %>%
  mutate(
    cancelled = is.na(dep_time),
    sched_hour = sched_dep_time %/% 100,
    sched_min = sched_dep_time %% 100,
    sched_dep_time = sched_hour +sched_min / 60
) %>%
  ggplot(mapping = aes(sched_dep_time)) +
  geom_freqpoly(mapping = aes(color = cancelled), bindwith = 1/4)

## Warning in geom_freqpoly(mapping = aes(color = cancelled), bindwith = 1/4):
## Ignoring unknown parameters: `bindwith`

## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.

Identifying Outliers

What if we want to know what our outliers are?

First we need to load the required libraries

library(outliers)
library(ggplot2)

And reload the datset because we removed outl;iers

library(readxl)
Air_data <- read_xlsx("AirQualityUCI.xlsx")

Lets create a function using the grubb test to identify all outliers. The grubss test identifies outliers in a univariate dataset that is presumed to come from a normal distribution.

grubbs.flag <- function(x) {
  #lets create a variable called outliers and save nothing in it, we'll add to the variable
  #as we identify them
  outliers<- NULL
  #We'll create a variable called test to identify which univariate we are testing
  test <- x
  #now using the outliers package, use grubbs.test to find outliers in our variable
  grubbs.result <- grubbs.test(test)
  #lets get the p-values of all tested variables
pv <- grubbs.result$p.value
#now lets search through our p-values for ones that are outside of 0.5
while(pv < 0.5) {
  #anything with a pvalues greater than p = 0.05, we add to our empty outliers vector
  outliers <- c(outliers, as.numeric(strsplit(grubbs.result$alternative, " ") [[1]][3]))
  #now we want to remove those outliers from our test variable
  test <- x[!x %in% outliers]
            #and run the grubbs test again without the outliers
  grubbs.result <- grubbs.test(test)
  #and save the new p values
  pv <- grubbs.result$p.value
}
return(data.frame(X=x, Outliers = (x %in% outliers)))
}

identified_outliers <- grubbs.flag(Air_data$AH)

Now we can create a histogram showing where the outliers were

ggplot(grubbs.flag(Air_data$AH), aes(x=Air_data$AH, color = Outliers, fill = Outliers)) +
  geom_histogram(bindwidth = diff(range(Air_data$AH))/30) +
  theme_bw()

## Warning in geom_histogram(bindwidth = diff(range(Air_data$AH))/30): Ignoring
## unknown parameters: `bindwidth`

## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.

Exploratory Data Analysis

First lets load a required library

library(RCurl)

## 
## Attaching package: 'RCurl'

## The following object is masked from 'package:tidyr':
## 
##     complete

library(dplyr)

Now lets get our data

site <- "https://raw.githubusercontent.com/nytimes/covid-19-data/master/colleges/colleges.csv"

College_Data <- read.csv(site)

First lets use the str function, this shows the structure of the object

str(College_Data)

## 'data.frame':    1948 obs. of  9 variables:
##  $ date      : chr  "2021-05-26" "2021-05-26" "2021-05-26" "2021-05-26" ...
##  $ state     : chr  "Alabama" "Alabama" "Alabama" "Alabama" ...
##  $ county    : chr  "Madison" "Montgomery" "Limestone" "Lee" ...
##  $ city      : chr  "Huntsville" "Montgomery" "Athens" "Auburn" ...
##  $ ipeds_id  : chr  "100654" "100724" "100812" "100858" ...
##  $ college   : chr  "Alabama A&M University" "Alabama State University" "Athens State University" "Auburn University" ...
##  $ cases     : int  41 2 45 2742 220 4 263 137 49 76 ...
##  $ cases_2021: int  NA NA 10 567 80 NA 49 53 10 35 ...
##  $ notes     : chr  "" "" "" "" ...

What if we want to arrange our dataset alphabetically by college?

alphabetical <- College_Data %>%
  arrange(College_Data$College)

The glimpse package is another way to preview data

glimpse(College_Data)

## Rows: 1,948
## Columns: 9
## $ date       <chr> "2021-05-26", "2021-05-26", "2021-05-26", "2021-05-26", "20…
## $ state      <chr> "Alabama", "Alabama", "Alabama", "Alabama", "Alabama", "Ala…
## $ county     <chr> "Madison", "Montgomery", "Limestone", "Lee", "Montgomery", …
## $ city       <chr> "Huntsville", "Montgomery", "Athens", "Auburn", "Montgomery…
## $ ipeds_id   <chr> "100654", "100724", "100812", "100858", "100830", "102429",…
## $ college    <chr> "Alabama A&M University", "Alabama State University", "Athe…
## $ cases      <int> 41, 2, 45, 2742, 220, 4, 263, 137, 49, 76, 67, 0, 229, 19, …
## $ cases_2021 <int> NA, NA, 10, 567, 80, NA, 49, 53, 10, 35, 5, NA, 10, NA, 19,…
## $ notes      <chr> "", "", "", "", "", "", "", "", "", "", "", "", "", "", "",…

We can also subset with select()

College_Cases <- select(College_Data, college, cases)

We can also filter or subset with the filter function

Louisiana_Cases <- filter(College_Data, state == "Louisiana")

Lets filter out a smaller amount of states

South_Cases <- filter(College_Data, state =="Louisiana" |state =="Texas" | state =="Arkansas" | state =="Mississippi")

Lets look at some time series data

First we’ll load the required libraryies

library(lubridate)

## 
## Attaching package: 'lubridate'

## The following objects are masked from 'package:base':
## 
##     date, intersect, setdiff, union

library(dplyr)
library(ggplot2)
library(scales)

## 
## Attaching package: 'scales'

## The following object is masked from 'package:plotrix':
## 
##     rescale

## The following object is masked from 'package:viridis':
## 
##     viridis_pal

Now lets load some data

state_site <- "https://raw.githubusercontent.com/nytimes/covid-19-data/master/us-states.csv"

State_Data <- read.csv(state_site)

Lets create group_by object by using the state column

state_cases <- group_by(State_Data, state)

class(state_cases)

## [1] "grouped_df" "tbl_df"     "tbl"        "data.frame"

How many measurements were made by the state? This gives us an idea of when states started reporting

Days_since_first_reported <- tally(state_cases)

Lets visualize some data

First lets start off with some definitions

Data - obvvious - the stuff we want to visualize

Layer - made of geometric elements and requisite statistical information. Include geometric objects which represents the plot

Scales = used to map values in the data space that is used for creation of values (color, size, shape, etc)

Coordinate system - describes how the data coordinates are mapped together in relation to the plan on the graphic

Faceting - how to break up data in to subsets to display multiple types or groups of data

theme - controls the finer points of the display, such as font size and background color

options(rep.plot.width = 6, rep.plot.height = 6)

class(College_Data)

## [1] "data.frame"

head(College_Data)

##         date   state     county       city ipeds_id
## 1 2021-05-26 Alabama    Madison Huntsville   100654
## 2 2021-05-26 Alabama Montgomery Montgomery   100724
## 3 2021-05-26 Alabama  Limestone     Athens   100812
## 4 2021-05-26 Alabama        Lee     Auburn   100858
## 5 2021-05-26 Alabama Montgomery Montgomery   100830
## 6 2021-05-26 Alabama     Walker     Jasper   102429
##                           college cases cases_2021 notes
## 1          Alabama A&M University    41         NA      
## 2        Alabama State University     2         NA      
## 3         Athens State University    45         10      
## 4               Auburn University  2742        567      
## 5 Auburn University at Montgomery   220         80      
## 6  Bevill State Community College     4         NA

summary(College_Data)

##      date              state              county              city          
##  Length:1948        Length:1948        Length:1948        Length:1948       
##  Class :character   Class :character   Class :character   Class :character  
##  Mode  :character   Mode  :character   Mode  :character   Mode  :character  
##                                                                             
##                                                                             
##                                                                             
##                                                                             
##    ipeds_id           college              cases          cases_2021    
##  Length:1948        Length:1948        Min.   :   0.0   Min.   :   0.0  
##  Class :character   Class :character   1st Qu.:  32.0   1st Qu.:  23.0  
##  Mode  :character   Mode  :character   Median : 114.5   Median :  65.0  
##                                        Mean   : 363.5   Mean   : 168.1  
##                                        3rd Qu.: 303.0   3rd Qu.: 159.0  
##                                        Max.   :9914.0   Max.   :3158.0  
##                                                         NA's   :337     
##     notes          
##  Length:1948       
##  Class :character  
##  Mode  :character  
##                    
##                    
##                    
## 

Now lets take a look at a different dataset

iris <- as.data.frame(iris)

class(iris)

## [1] "data.frame"

head(iris)

##   Sepal.Length Sepal.Width Petal.Length Petal.Width Species
## 1          5.1         3.5          1.4         0.2  setosa
## 2          4.9         3.0          1.4         0.2  setosa
## 3          4.7         3.2          1.3         0.2  setosa
## 4          4.6         3.1          1.5         0.2  setosa
## 5          5.0         3.6          1.4         0.2  setosa
## 6          5.4         3.9          1.7         0.4  setosa

summary(iris)

##   Sepal.Length    Sepal.Width     Petal.Length    Petal.Width   
##  Min.   :4.300   Min.   :2.000   Min.   :1.000   Min.   :0.100  
##  1st Qu.:5.100   1st Qu.:2.800   1st Qu.:1.600   1st Qu.:0.300  
##  Median :5.800   Median :3.000   Median :4.350   Median :1.300  
##  Mean   :5.843   Mean   :3.057   Mean   :3.758   Mean   :1.199  
##  3rd Qu.:6.400   3rd Qu.:3.300   3rd Qu.:5.100   3rd Qu.:1.800  
##  Max.   :7.900   Max.   :4.400   Max.   :6.900   Max.   :2.500  
##        Species  
##  setosa    :50  
##  versicolor:50  
##  virginica :50  
##                 
##                 
## 

Lets start by creating a scatter plot of the College Data

ggplot(data = College_Data, aes(x = cases, y = cases_2021)) +
  geom_point() +
  theme_minimal()

## Warning: Removed 337 rows containing missing values (`geom_point()`).

Now lets do the iris data

ggplot(data = iris, aes(x = Sepal.Width, y = Sepal.Length)) +
  geom_point() +
  theme_minimal()

Lets color coordinate our college data

ggplot(data = College_Data, aes(x = cases, y= cases_2021, color = state)) +
  geom_point() +
  theme_minimal()

## Warning: Removed 337 rows containing missing values (`geom_point()`).

Lets color coordinate the iris data

ggplot(data = iris, aes(x = Sepal.Width, y = Sepal.Length, color = Species)) +
  geom_point() +
  theme_minimal()

Lets run a simple histogram of our Louisiana Case Data

hist(Louisiana_Cases$cases, freq = NULL, density = NULL, breaks = 10, xlab = "Total Cases", ylab = "Frequency",
     main = "Total College Covid-19 Infections (Louisiana)")

Lets run a simple histogram for the Iris data

hist(iris$Sepal.Width, freq = NULL, density = NULL, breaks = 10, xlab = "Sepal Width",
     ylab = "Frequency", main = "Iris Sepal Width")

histogram_college <- ggplot(data = Louisiana_Cases, aes(x = cases))

histogram_college + geom_histogram(bindwidth = 100, color = "black", aes(fill = county)) +
  xlab("cases") + ylab("Frequency") + ggtitle("Histogram of Covid 19 cases in Louisiana")

## Warning in geom_histogram(bindwidth = 100, color = "black", aes(fill =
## county)): Ignoring unknown parameters: `bindwidth`

## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.

Lets create a ggplot for the IRIS data

histogram_iris <- ggplot(data = iris, aes(x = Sepal.Width))

histogram_iris + geom_histogram(bindwidth = 0.2, color = "black", aes(fill = Species)) +
  xlab("Sepal, Width") + ylab("Frequency") + ggtitle("Histogram Iris Sepal Width by Species")

## Warning in geom_histogram(bindwidth = 0.2, color = "black", aes(fill =
## Species)): Ignoring unknown parameters: `bindwidth`

## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.

Maybe a density plot makes more sense for our college data

ggplot(South_Cases) +
  geom_density(aes(x = cases, fill = state), alpha = 0.25)

Lets do it with iris data

ggplot(iris) +
  geom_density(aes(x = Sepal.Width, fill = Species), alpha = 0.25)

ggplot(data = iris, aes(x = Species, y =Sepal.Length, color = Species)) +
  geom_violin() +
  theme_classic()+
  theme(legend.position= "none")

Now lets try the south data

ggplot(data = South_Cases, aes(x=state, y = cases, color= state)) +
  geom_violin() +
  theme_gray() +
  theme(legend.position = "none")

Now lets take a look at residual plots. This a graph that displays the residuals on the vertical axis, and the independent variable on the horizontal. In the event that the points in a residual plot are dispersed in a random manner around the horizontal axis, it is appropriate to use a linear regression. If they are not randomly dispersed, a non linear model is more appropriate.

Lets start with the iris data.

ggplot(lm(Sepal.Length ~ Sepal.Width, data = iris)) +
  geom_point(aes(x=.fitted, y = .resid))

Now look at the southern states cases

ggplot(lm(cases ~ cases_2021, data = South_Cases)) +
  geom_point(aes(x=.fitted, y = .resid))

A linear model is not a good call for the state cases

Now lets do some correlations

obesity <- read.csv("Obesity_insurance.csv")

library(tidyr)
library(dplyr)
library(plyr)

## ------------------------------------------------------------------------------

## You have loaded plyr after dplyr - this is likely to cause problems.
## If you need functions from both plyr and dplyr, please load plyr first, then dplyr:
## library(plyr); library(dplyr)

## ------------------------------------------------------------------------------

## 
## Attaching package: 'plyr'

## The following object is masked from 'package:ggpubr':
## 
##     mutate

## The following objects are masked from 'package:plotly':
## 
##     arrange, mutate, rename, summarise

## The following objects are masked from 'package:dplyr':
## 
##     arrange, count, desc, failwith, id, mutate, rename, summarise,
##     summarize

Lets look at the structure of the dataset

str(obesity)

## 'data.frame':    1338 obs. of  7 variables:
##  $ age     : int  19 18 28 33 32 31 46 37 37 60 ...
##  $ sex     : chr  "female" "male" "male" "male" ...
##  $ bmi     : num  27.9 33.8 33 22.7 28.9 ...
##  $ children: int  0 1 3 0 0 0 1 3 2 0 ...
##  $ smoker  : chr  "yes" "no" "no" "no" ...
##  $ region  : chr  "southwest" "southeast" "southeast" "northwest" ...
##  $ charges : num  16885 1726 4449 21984 3867 ...

lets look at the column cases

class(obesity)

## [1] "data.frame"

And get a summary of distribution of the variables

summary(obesity)

##       age            sex                 bmi           children    
##  Min.   :18.00   Length:1338        Min.   :15.96   Min.   :0.000  
##  1st Qu.:27.00   Class :character   1st Qu.:26.30   1st Qu.:0.000  
##  Median :39.00   Mode  :character   Median :30.40   Median :1.000  
##  Mean   :39.21                      Mean   :30.66   Mean   :1.095  
##  3rd Qu.:51.00                      3rd Qu.:34.69   3rd Qu.:2.000  
##  Max.   :64.00                      Max.   :53.13   Max.   :5.000  
##     smoker             region             charges     
##  Length:1338        Length:1338        Min.   : 1122  
##  Class :character   Class :character   1st Qu.: 4740  
##  Mode  :character   Mode  :character   Median : 9382  
##                                        Mean   :13270  
##                                        3rd Qu.:16640  
##                                        Max.   :63770

Now lets look at the distribution for the insurance charges

hist(obesity$charges)

We can also get an idea of the dsitribution using a boxplot

boxplot(obesity$charges)

boxplot(obesity$bmi)

Now lets look at correlations. The cor() command is used to determine correlations between two vectors, all of the columns of a data frame, or two data frames. The cov() command, on the otherhand examines the covariance. The cor.test() command carries out a test as to the significance of the correlation

cor(obesity$charges, obesity$bmi)

## [1] 0.198341

This test uses a spearman Rho correlation, or you can use Kendall’s tau by specifying it

cor(obesity$charges, obesity$bmi, method = 'kendall')

## [1] 0.08252397

This correlation measures strength of a correlation between -1 and 1.

Now lets look at the TietJen=Moore test. This is used for univariate datasets. The algorithm depicts the detection of the outliers in a univariate dataset.

TietJenMoore <- function(dataSeries, k)
{
  n = length(dataSeries)
  #Compute the absolute residuals
  r = abs(dataSeries - mean(dataSeries))
  #Sort data according to size of the residual
  df = data.frame(dataSeries, r)
  dfs = df[order(df$r),]
  #create a subset of data without the largest values.
  klarge = c(n-k+1:n)
  subdataSeries = dfs$dataSeries[-klarge]
  #Compute the sums of squares.
  ksub = (subdataSeries = mean(subdataSeries)) **2
  all = (df$dataSeries - mean(df$dataSeries)) **2
  #compute the test statistic
  sum(ksub)/sum(all)
  
}

This function helps to compute the absolute residuals and sorts data according to the size of the residuals. Later, we will focus on the computation of sum of squares.

FindOutliersTietJenMooreTest <- function(dataSeries, k, alpha = 0.5) {
  ek <- TietJenMoore(dataSeries, k)
  #Compute critical values based on simulation. 
  test = c(1:10000)
  for(i in 1:10000) {
    dataSeriesdataSeries = rnorm(length(dataSeries))
    test[i] = TietJenMoore(dataSeriesdataSeries, k)}
  Talpha = quantile(test, alpha)
  list(T = ek, Talpha = Talpha)
}

This function helps us to compute the critical values based on simulation data. Now lets demonstrate these functions with sample data and the obesity dataset for evaluating this algorithm.

The critical region for the TietJen-Moore test is determined by simulation. The simulation is performed by generating a standard normal random sample of size n and computing the TietJen Moore test statistic. Typically, 10,1000 random samples are used. The values of the TietJen-Moore statistic obtained from the data is compared to this reference distribution. The values of the test statistic is between zero and one. If there are no outliers in the data, the test statistic is close to 1. If there are outliers the test statistic will be closer to zero. Thus, the test is always a lower, one-tailed etst regardless of which test is used, Lk or Ek.

First we will look at charges

boxplot(obesity$charges)

FindOutliersTietJenMooreTest(obesity$charges, 4)

## $T
## [1] 0.0008787862
## 
## $Talpha
##          50% 
## 2.606997e-07

Lets check out bmi

boxplot(obesity$bmi)

FindOutliersTietJenMooreTest(obesity$bmi, 2)

## $T
## [1] 0.01886975
## 
## $Talpha
##         50% 
## 2.55951e-07

Probability Plots

library(ggplot2)
library(tigerstats)

## Loading required package: abd

## Loading required package: nlme

## 
## Attaching package: 'nlme'

## The following object is masked from 'package:dplyr':
## 
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## Loading required package: lattice

## Loading required package: grid

## Loading required package: mosaic

## Registered S3 method overwritten by 'mosaic':
##   method                           from   
##   fortify.SpatialPolygonsDataFrame ggplot2

## 
## The 'mosaic' package masks several functions from core packages in order to add 
## additional features.  The original behavior of these functions should not be affected by this.

## 
## Attaching package: 'mosaic'

## The following object is masked from 'package:Matrix':
## 
##     mean

## The following object is masked from 'package:plyr':
## 
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## The following object is masked from 'package:scales':
## 
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## The following object is masked from 'package:plotrix':
## 
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## 
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## The following object is masked from 'package:ggplot2':
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## 
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##     quantile, sd, t.test, var

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## 
##     max, mean, min, prod, range, sample, sum

## Welcome to tigerstats!
## To learn more about this package, consult its website:
##  http://homerhanumat.github.io/tigerstats

We will use the probability plot function and their output dnorm: density function of the normal distribution. using the density, it is possible to determine the probability of events. Or for examples, you may wonder “what is the likelihood that a person has an IQ of exactly 140? In this case, you would need to retrieve the density of the IQ distribution at values 140. The BMI distribution can be modeled with a mean of 100 and a standard deviation of 15. The corresponding density is:

bmi.mean <- mean(obesity$bmi)
bmi.sd <- sd(obesity$bmi)

Lets create a plot of normal distribution

bmi.dist <- dnorm(obesity$bmi, mean = bmi.mean, sd = bmi.sd)
bmi.df <- data.frame("bmi" = obesity$bmi, "Density" = bmi.dist)

ggplot(bmi.df, aes(x = bmi, y = Density)) +
  geom_point()

This gives us the probability of every single point occuring

Now lets use the pnorm function for more info

bmi.dist <- pnorm(obesity$bmi, mean = bmi.mean, sd = bmi.sd)
bmi.df <- data.frame("bmi" = obesity$bmi, "Density" = bmi.dist)

ggplot(bmi.df, aes(x = bmi, y = Density)) +
  geom_point()

What if we want to find the probability of the bmi being greater than 40 in our distribution?

pp_greater <- function(x) {
  paste(round(100 * pnorm(x,, mean = 30.66339, sd = 6.09818, lower.tail = FALSE), 2), "%")
}

pp_greater(40)

## [1] "6.29 %"

pnormGC(40, region = "above", mean =30.66339, sd = 6.09818, graph = TRUE)

## [1] 0.06287869

What about the probability that a bmi is less than 40?

pp_less <- function(x) {
  paste(round(100 *(1-pnorm(x, mean = 30.66339, sd = 6.09818, lower.tail = FALSE)),2), "%")
}

pp_less(40)

## [1] "93.71 %"

pnormGC(40, region = "below", mean =30.66339, sd = 6.09818, graph = TRUE)

## [1] 0.9371213

What if we want to find the area in between?

pnormGC(c(20, 40), region = "between", mean = 30.66339, sd = 6.09818, graph = TRUE)

## [1] 0.8969428

What if want to know the quantiles? Lets use the qnorm function. We need to assume a normal distribution for this.

What bmi represnts the lowest 1% of the population?

qnorm(0.01, mean = 30.66339, sd = 6.09818, lower.tail = TRUE)

## [1] 16.4769

What if you want a random sampling of values within your distribution?

subset <- rnorm(50, mean = 30.66339, sd = 6.09818)

hist(subset)

subset2 <- rnorm(50000, mean = 30.66339, sd = 6.09818)

hist(subset2)

Shapiro-Wilk Test

So now we know how to generate a normal distribution, how de we tell if our samples came from a normal distribution?

shapiro.test(obesity$charges[1:5])

## 
##  Shapiro-Wilk normality test
## 
## data:  obesity$charges[1:5]
## W = 0.84164, p-value = 0.1695

You can see here, with a small sample size, we would reject the null hypothesis that the samples came from a normal distribution. We can increase the power of the test by increasing the sample size

shapiro.test(obesity$charges[1:1000])

## 
##  Shapiro-Wilk normality test
## 
## data:  obesity$charges[1:1000]
## W = 0.8119, p-value < 2.2e-16

shapiro.test(obesity$age[1:1000])

## 
##  Shapiro-Wilk normality test
## 
## data:  obesity$age[1:1000]
## W = 0.94406, p-value < 2.2e-16

And lastly bmi

shapiro.test(obesity$bmi[1:1000])

## 
##  Shapiro-Wilk normality test
## 
## data:  obesity$bmi[1:1000]
## W = 0.99471, p-value = 0.001426

Time series data

First lets load our pacages

library(readr)

## 
## Attaching package: 'readr'

## The following object is masked from 'package:scales':
## 
##     col_factor

library(readxl)

Air_data <- read_xlsx("AirQualityUCI.xlsx")

Date - date of measurement time - time of measurement CO(GT) - average hourly CO2 PT08, S1(CO) - tin oxide hourly average sensor response NMHC - average hourly non-metallic hydrocarbon concentration C6HC - average benzene concentration PT08.S3(NMHC) - titania average hourly sensor response NOX - average hourly NOX concentration NO2 - Avaerage hourly NO2 concentration T- temper RH - relative humidity AH - Absolute Humidity

str(Air_data)

## tibble [9,357 × 15] (S3: tbl_df/tbl/data.frame)
##  $ Date         : POSIXct[1:9357], format: "2004-03-10" "2004-03-10" ...
##  $ Time         : POSIXct[1:9357], format: "1899-12-31 18:00:00" "1899-12-31 19:00:00" ...
##  $ CO(GT)       : num [1:9357] 2.6 2 2.2 2.2 1.6 1.2 1.2 1 0.9 0.6 ...
##  $ PT08.S1(CO)  : num [1:9357] 1360 1292 1402 1376 1272 ...
##  $ NMHC(GT)     : num [1:9357] 150 112 88 80 51 38 31 31 24 19 ...
##  $ C6H6(GT)     : num [1:9357] 11.88 9.4 9 9.23 6.52 ...
##  $ PT08.S2(NMHC): num [1:9357] 1046 955 939 948 836 ...
##  $ NOx(GT)      : num [1:9357] 166 103 131 172 131 89 62 62 45 -200 ...
##  $ PT08.S3(NOx) : num [1:9357] 1056 1174 1140 1092 1205 ...
##  $ NO2(GT)      : num [1:9357] 113 92 114 122 116 96 77 76 60 -200 ...
##  $ PT08.S4(NO2) : num [1:9357] 1692 1559 1554 1584 1490 ...
##  $ PT08.S5(O3)  : num [1:9357] 1268 972 1074 1203 1110 ...
##  $ T            : num [1:9357] 13.6 13.3 11.9 11 11.2 ...
##  $ RH           : num [1:9357] 48.9 47.7 54 60 59.6 ...
##  $ AH           : num [1:9357] 0.758 0.725 0.75 0.787 0.789 ...

library(tidyr)
library(dplyr)
library(lubridate)
library(hms)

## 
## Attaching package: 'hms'

## The following object is masked from 'package:lubridate':
## 
##     hms

library(ggplot2)

Lets get rid of the data in the time column

Air_data$Time <- as_hms(Air_data$Time)

glimpse(Air_data)

## Rows: 9,357
## Columns: 15
## $ Date            <dttm> 2004-03-10, 2004-03-10, 2004-03-10, 2004-03-10, 2004-…
## $ Time            <time> 18:00:00, 19:00:00, 20:00:00, 21:00:00, 22:00:00, 23:…
## $ `CO(GT)`        <dbl> 2.6, 2.0, 2.2, 2.2, 1.6, 1.2, 1.2, 1.0, 0.9, 0.6, -200…
## $ `PT08.S1(CO)`   <dbl> 1360.00, 1292.25, 1402.00, 1375.50, 1272.25, 1197.00, …
## $ `NMHC(GT)`      <dbl> 150, 112, 88, 80, 51, 38, 31, 31, 24, 19, 14, 8, 16, 2…
## $ `C6H6(GT)`      <dbl> 11.881723, 9.397165, 8.997817, 9.228796, 6.518224, 4.7…
## $ `PT08.S2(NMHC)` <dbl> 1045.50, 954.75, 939.25, 948.25, 835.50, 750.25, 689.5…
## $ `NOx(GT)`       <dbl> 166, 103, 131, 172, 131, 89, 62, 62, 45, -200, 21, 16,…
## $ `PT08.S3(NOx)`  <dbl> 1056.25, 1173.75, 1140.00, 1092.00, 1205.00, 1336.50, …
## $ `NO2(GT)`       <dbl> 113, 92, 114, 122, 116, 96, 77, 76, 60, -200, 34, 28, …
## $ `PT08.S4(NO2)`  <dbl> 1692.00, 1558.75, 1554.50, 1583.75, 1490.00, 1393.00, …
## $ `PT08.S5(O3)`   <dbl> 1267.50, 972.25, 1074.00, 1203.25, 1110.00, 949.25, 73…
## $ T               <dbl> 13.600, 13.300, 11.900, 11.000, 11.150, 11.175, 11.325…
## $ RH              <dbl> 48.875, 47.700, 53.975, 60.000, 59.575, 59.175, 56.775…
## $ AH              <dbl> 0.7577538, 0.7254874, 0.7502391, 0.7867125, 0.7887942,…

plot(Air_data$AH, Air_data$RH, main = "Humidity Analysis", xlab = "Absolute Humidity", ylab = "Relative Humidity")

Notice we have an outlier in our data

t.test(Air_data$RH, Air_data$AH)

## 
##  Welch Two Sample t-test
## 
## data:  Air_data$RH and Air_data$AH
## t = 69.62, df = 17471, p-value < 2.2e-16
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
##  45.01707 47.62536
## sample estimates:
## mean of x mean of y 
## 39.483611 -6.837604

Text Mining

First we’ll look at the unnest_token function

Lets start by looking at an Emily Dickenson passage

text <- c ("Because I could not stop from Death = ",
           "He kindly stopped for me - ",
           "The Carriage held but just Ourselves -",
           "and Immortality")

text

## [1] "Because I could not stop from Death = "
## [2] "He kindly stopped for me - "           
## [3] "The Carriage held but just Ourselves -"
## [4] "and Immortality"

This is a typical character vector that we might want to analyze. In order to turn it into a tidyset dataset, we first need to put in into a dataframe.

library(dplyr)

text_df <- tibble(line = 1:4, text = text)

text_df

## # A tibble: 4 × 2
##    line text                                    
##   <int> <chr>                                   
## 1     1 "Because I could not stop from Death = "
## 2     2 "He kindly stopped for me - "           
## 3     3 "The Carriage held but just Ourselves -"
## 4     4 "and Immortality"

Reminder: A tibble is a modern class of data frame within R. Its available in the dplyr and tibble packages, that has a convenient print method, will not convert strings to factors, and does not use row names. Tibbles are great for use with tidy tools.

Next we will use the ‘unest_tokens’ function.

First we have the output column name that will be created as the text is unnested into it

library(tidytext)

text_df %>%
  unnest_tokens(word, text)

## # A tibble: 20 × 2
##     line word       
##    <int> <chr>      
##  1     1 because    
##  2     1 i          
##  3     1 could      
##  4     1 not        
##  5     1 stop       
##  6     1 from       
##  7     1 death      
##  8     2 he         
##  9     2 kindly     
## 10     2 stopped    
## 11     2 for        
## 12     2 me         
## 13     3 the        
## 14     3 carriage   
## 15     3 held       
## 16     3 but        
## 17     3 just       
## 18     3 ourselves  
## 19     4 and        
## 20     4 immortality

Lets use the janeaustenr package to analyze some Jane Austen texts. There are 6 books in this package.

library(janeaustenr)
library(dplyr)
library(stringr)

original_books <- austen_books() %>%
  group_by(book) %>%
  dplyr::mutate(linenumber = row_number(),
         chapter = cumsum(str_detect(text, regex("^chapter [\\divxlc]",
                                                 ignore_case = TRUE)))) %>%
  ungroup()

original_books

## # A tibble: 73,422 × 4
##    text                    book                linenumber chapter
##    <chr>                   <fct>                    <int>   <int>
##  1 "SENSE AND SENSIBILITY" Sense & Sensibility          1       0
##  2 ""                      Sense & Sensibility          2       0
##  3 "by Jane Austen"        Sense & Sensibility          3       0
##  4 ""                      Sense & Sensibility          4       0
##  5 "(1811)"                Sense & Sensibility          5       0
##  6 ""                      Sense & Sensibility          6       0
##  7 ""                      Sense & Sensibility          7       0
##  8 ""                      Sense & Sensibility          8       0
##  9 ""                      Sense & Sensibility          9       0
## 10 "CHAPTER 1"             Sense & Sensibility         10       1
## # ℹ 73,412 more rows

To work with this as a tidy dataset, we need to restructure it in the one-token-per-row format, which as we saw earlier is done with the unnest_tokens() function

library(tidytext)
tidy_books <- original_books %>%
  unnest_tokens(word, text)

tidy_books

## # A tibble: 725,055 × 4
##    book                linenumber chapter word       
##    <fct>                    <int>   <int> <chr>      
##  1 Sense & Sensibility          1       0 sense      
##  2 Sense & Sensibility          1       0 and        
##  3 Sense & Sensibility          1       0 sensibility
##  4 Sense & Sensibility          3       0 by         
##  5 Sense & Sensibility          3       0 jane       
##  6 Sense & Sensibility          3       0 austen     
##  7 Sense & Sensibility          5       0 1811       
##  8 Sense & Sensibility         10       1 chapter    
##  9 Sense & Sensibility         10       1 1          
## 10 Sense & Sensibility         13       1 the        
## # ℹ 725,045 more rows

This function uses the tokenizers package to separate each line of text in the original datframe into tokens.

The defaults tokenizing is for words, but other options including charactersm n-grams, sentences, lines, or paragraphs can be used.

Now that data is in a one-word-per-row format, we can manipulate it with tools like dplyr.

Often in text analysis, we will want to remove stop words. Stop words are words that are NOT USEFUL for an analysis. These iclude words like the, of, to, and, and so forth.

We can remove stop words (kept in the tidytext dataset ‘stop_words’) with an anti_join()

data(stop_words)

tidy_books <- tidy_books %>%
  anti_join(stop_words)

## Joining with `by = join_by(word)`

The stop words dataset in the tidytext package contains stop words from three lexicons, we can use them all together, as we have here, or filter() to only use one set of stop words if thats more appropriate for your analysis.

tidy_books %>%
  count(word, sort = TRUE)

## # A tibble: 13,914 × 2
##    word       n
##    <chr>  <int>
##  1 miss    1855
##  2 time    1337
##  3 fanny    862
##  4 dear     822
##  5 lady     817
##  6 sir      806
##  7 day      797
##  8 emma     787
##  9 sister   727
## 10 house    699
## # ℹ 13,904 more rows

Because we’ve been using tidy tools, our word counts are stored in a tidy data frame. This allows us to pipe this directly into ggplot2. For example, we can create a visualization of the most common words.

library(ggplot2)

tidy_books %>%
  count(word, sort = TRUE) %>%
  filter(n > 600) %>%
  mutate(word = reorder(word, n)) %>%
  ggplot(aes(n, word)) +
  geom_col() +
  labs(y = NULL, x = "word count")

The gutenbergr package

This package provides access to public domain works from the gutenberg project (www.gutenberg.org). This package includes tools for both downloading books and a complete dataset of project gutenberg metadata that can be used to find works of interest. We will mostly use the function gutenberg_download().

word frequencies

Lets look at some biology texts, starting with Darwin

The voyage of the Beagle - 944 On the origin of the species of means of natural selection - 1228 The expression of emotions in man and animals - 1227 The descent of man, and selection in relation to sex - 2300

We can access these words using the gutenberg_download() and the Project Gutenberg IDnumbers

library(gutenbergr)

darwin <- gutenberg_download(c(944, 1227, 1228, 2300), mirror = "http://mirror.csclub.uwaterloo.ca/gutenberg")

Lets break into tokens

tidy_darwin <- darwin %>%
  unnest_tokens(word, text) %>%
  anti_join(stop_words)

## Joining with `by = join_by(word)`

Lets check out what the most common darwin words are

tidy_darwin %>%
  count(word, sort = TRUE)

## # A tibble: 23,630 × 2
##    word          n
##    <chr>     <int>
##  1 species    2998
##  2 male       1672
##  3 males      1337
##  4 animals    1310
##  5 birds      1292
##  6 female     1197
##  7 sexes      1095
##  8 females    1038
##  9 selection  1038
## 10 sexual      801
## # ℹ 23,620 more rows

Now lets get some work from Thomas Hunt Morgan, who is credited with discovering chromosomes.

Regeneration - 57198 The genetic and operative evidence relating to secondary sexual characteristics - 57460 Evolution and Adaptation - 63540

morgan <- gutenberg_download(c( 57198, 57460, 63540), mirror = "http://mirror.csclub.uwaterloo.ca/gutenberg")

Lets tokenize THM

tidy_morgan <- morgan %>%
  unnest_tokens(word, text) %>%
  anti_join(stop_words)

## Joining with `by = join_by(word)`

What are THM’s msot common words?

tidy_morgan %>%
  count(word, sort = TRUE)

## # A tibble: 13,855 × 2
##    word             n
##    <chr>        <int>
##  1 species        869
##  2 regeneration   814
##  3 piece          702
##  4 cut            669
##  5 male           668
##  6 forms          631
##  7 selection      604
##  8 cells          576
##  9 found          552
## 10 development    546
## # ℹ 13,845 more rows

Lastly, lets look at Thomas Henry Huxley

Evidence as to mans place in nature - 2931 On the reception of the Origin of Species - 2089 Evolution and Ethics, and Other essays - 2940 Science and Culture, and other essays = 52344

huxley <- gutenberg_download(c(2931, 2089, 2940, 52344), mirror = "http://mirror.csclub.uwaterloo.ca/gutenberg")

tidy_huxley <- huxley %>%
  unnest_tokens(word, text) %>%
  anti_join(stop_words)

## Joining with `by = join_by(word)`

tidy_huxley %>%
  count(word, sort = TRUE)

## # A tibble: 16,090 × 2
##    word          n
##    <chr>     <int>
##  1 species     339
##  2 nature      331
##  3 time        287
##  4 life        286
##  5 existence   255
##  6 knowledge   238
##  7 animals     227
##  8 natural     223
##  9 animal      216
## 10 science     207
## # ℹ 16,080 more rows

Now, lets calculate the frequency for each word for the works of Darwin, Morgan, and Huxley by binding the frames together.

library(tidyr)

frequency <- bind_rows(mutate(tidy_morgan, author = "Thomas Hunt Morgan"),
                       mutate(tidy_darwin, author = "Charles Darwin"), 
                       mutate(tidy_huxley, author = "Thomas Henry Huxley")) %>%
  mutate(word = str_extract(word, "[a-z]+")) %>%
  count(author, word) %>%
  group_by(author) %>%
  mutate(proportion = n/ sum(n)) %>%
  select(-n) %>%
  pivot_wider(names_from = author, values_from = proportion) %>%
  pivot_longer('Thomas Hunt Morgan': 'Charles Darwin', names_to = "author", values_to = "proportion")

frequency

## # A tibble: 95,082 × 3
##    word    author               proportion
##    <chr>   <chr>                     <dbl>
##  1 a       Thomas Hunt Morgan   0.000521  
##  2 a       Thomas Henry Huxley  0.0000133 
##  3 a       Charles Darwin       0.0000836 
##  4 ab      Thomas Hunt Morgan   0.0000418 
##  5 ab      Thomas Henry Huxley  0.0000152 
##  6 ab      Charles Darwin       0.00000380
##  7 abaiss  Thomas Hunt Morgan  NA         
##  8 abaiss  Thomas Henry Huxley NA         
##  9 abaiss  Charles Darwin       0.00000380
## 10 abandon Thomas Hunt Morgan   0.00000190
## # ℹ 95,072 more rows

Now we need to change the table so that each author has its own row

frequency2 <- pivot_wider(frequency, names_from = author, values_from = proportion)

frequency2

## # A tibble: 31,694 × 4
##    word        `Thomas Hunt Morgan` `Thomas Henry Huxley` `Charles Darwin`
##    <chr>                      <dbl>                 <dbl>            <dbl>
##  1 a                     0.000521              0.0000133        0.0000836 
##  2 ab                    0.0000418             0.0000152        0.00000380
##  3 abaiss               NA                    NA                0.00000380
##  4 abandon               0.00000190            0.00000190       0.00000190
##  5 abandoned             0.00000380            0.00000380       0.00000190
##  6 abashed              NA                    NA                0.00000190
##  7 abatement            NA                     0.00000380       0.00000190
##  8 abbot                NA                     0.00000380       0.00000190
##  9 abbott               NA                    NA                0.00000380
## 10 abbreviated          NA                    NA                0.00000760
## # ℹ 31,684 more rows

Now lets plot

library(scales)

ggplot(frequency2, aes(x = `Charles Darwin`, y = `Thomas Hunt Morgan`), color = abs(- 'Charles Darwin' - 'Thomas Hunt Morgan')) +
  geom_abline(color = "gray40", lty = 2) +
  geom_jitter(alpha = 0.1, size = 2.5, width = 0.3, height = 0.3) +
  geom_text(aes(label = word), check_overlap = TRUE, vjust = 1.5) +
  scale_x_log10(labels = percent_format()) +
  scale_y_log10(labels = percent_format()) +
  scale_color_gradient(limits = c(0, 0.001),
                       low = "darkslategray4", high = "gray75") +
  theme(legend.position="none") +
  labs(y = "Thomas Hunt Morgan", x = "Charles Darwin")

## Warning: Removed 24241 rows containing missing values (`geom_point()`).

## Warning: Removed 24242 rows containing missing values (`geom_text()`).

ggplot(frequency2, aes(x = `Charles Darwin`, y = `Thomas Henry Huxley`), color = abs(- 'Charles Darwin' - 'Thomas Henry Huxley')) +
  geom_abline(color = "gray40", lty = 2) +
  geom_jitter(alpha = 0.1, size = 2.5, width = 0.3, height = 0.3) +
  geom_text(aes(label = word), check_overlap = TRUE, vjust = 1.5) +
  scale_x_log10(labels = percent_format()) +
  scale_y_log10(labels = percent_format()) +
  scale_color_gradient(limits = c(0, 0.001),
                       low = "darkslategray4", high = "gray75") +
  theme(legend.position="none") +
  labs(y = "Thomas Henry Huxley", x = "Charles Darwin")

## Warning: Removed 23133 rows containing missing values (`geom_point()`).

## Warning: Removed 23134 rows containing missing values (`geom_text()`).

ggplot(frequency2, aes(x = `Thomas Hunt Morgan`, y = `Thomas Henry Huxley`), color = abs(- 'Thomas Hunt Morgan' - 'Thomas Henry Huxley')) +
  geom_abline(color = "gray40", lty = 2) +
  geom_jitter(alpha = 0.1, size = 2.5, width = 0.3, height = 0.3) +
  geom_text(aes(label = word), check_overlap = TRUE, vjust = 1.5) +
  scale_x_log10(labels = percent_format()) +
  scale_y_log10(labels = percent_format()) +
  scale_color_gradient(limits = c(0, 0.001),
                       low = "darkslategray4", high = "gray75") +
  theme(legend.position="none") +
  labs(y = "Thomas Henry Huxley", x = "Thomas Hunt Morgan")

## Warning: Removed 25793 rows containing missing values (`geom_point()`).

## Warning: Removed 25794 rows containing missing values (`geom_text()`).

Sentiment Analysis

The Sentiments datasets

There are a variety of methods and dictionaries that exist for evaluating the opinion or emotion of the text.

AFFIN bing nrc

bing categorizes words in a binary fashion into positive or negative nrc categorizes into positive, negative, anger, anticipation, disgust, fear, joy, sadness, surprise, and trust. AFFIN assigns a score between -5 and 5, with negative indicating negative sentiment, and 5 positive.

The function get_sentiment() allows us to get the specific sentiments lexicon with the measures for each one,

library(tidytext)
library(textdata)

afinn <- read.csv("afinn.csv")

afinn

##         X               word value
## 1       1            abandon    -2
## 2       2          abandoned    -2
## 3       3           abandons    -2
## 4       4           abducted    -2
## 5       5          abduction    -2
## 6       6         abductions    -2
## 7       7              abhor    -3
## 8       8           abhorred    -3
## 9       9          abhorrent    -3
## 10     10             abhors    -3
## 11     11          abilities     2
## 12     12            ability     2
## 13     13             aboard     1
## 14     14           absentee    -1
## 15     15          absentees    -1
## 16     16            absolve     2
## 17     17           absolved     2
## 18     18           absolves     2
## 19     19          absolving     2
## 20     20           absorbed     1
## 21     21              abuse    -3
## 22     22             abused    -3
## 23     23             abuses    -3
## 24     24            abusive    -3
## 25     25             accept     1
## 26     26           accepted     1
## 27     27          accepting     1
## 28     28            accepts     1
## 29     29           accident    -2
## 30     30         accidental    -2
## 31     31       accidentally    -2
## 32     32          accidents    -2
## 33     33         accomplish     2
## 34     34       accomplished     2
## 35     35       accomplishes     2
## 36     36         accusation    -2
## 37     37        accusations    -2
## 38     38             accuse    -2
## 39     39            accused    -2
## 40     40            accuses    -2
## 41     41           accusing    -2
## 42     42               ache    -2
## 43     43         achievable     1
## 44     44             aching    -2
## 45     45             acquit     2
## 46     46            acquits     2
## 47     47          acquitted     2
## 48     48         acquitting     2
## 49     49        acrimonious    -3
## 50     50             active     1
## 51     51           adequate     1
## 52     52             admire     3
## 53     53            admired     3
## 54     54            admires     3
## 55     55           admiring     3
## 56     56              admit    -1
## 57     57             admits    -1
## 58     58           admitted    -1
## 59     59           admonish    -2
## 60     60         admonished    -2
## 61     61              adopt     1
## 62     62             adopts     1
## 63     63           adorable     3
## 64     64              adore     3
## 65     65             adored     3
## 66     66             adores     3
## 67     67           advanced     1
## 68     68          advantage     2
## 69     69         advantages     2
## 70     70          adventure     2
## 71     71         adventures     2
## 72     72        adventurous     2
## 73     73           affected    -1
## 74     74          affection     3
## 75     75       affectionate     3
## 76     76          afflicted    -1
## 77     77          affronted    -1
## 78     78             afraid    -2
## 79     79          aggravate    -2
## 80     80         aggravated    -2
## 81     81         aggravates    -2
## 82     82        aggravating    -2
## 83     83         aggression    -2
## 84     84        aggressions    -2
## 85     85         aggressive    -2
## 86     86             aghast    -2
## 87     87               agog     2
## 88     88            agonise    -3
## 89     89           agonised    -3
## 90     90           agonises    -3
## 91     91          agonising    -3
## 92     92            agonize    -3
## 93     93           agonized    -3
## 94     94           agonizes    -3
## 95     95          agonizing    -3
## 96     96              agree     1
## 97     97          agreeable     2
## 98     98             agreed     1
## 99     99          agreement     1
## 100   100             agrees     1
## 101   101              alarm    -2
## 102   102            alarmed    -2
## 103   103           alarmist    -2
## 104   104          alarmists    -2
## 105   105               alas    -1
## 106   106              alert    -1
## 107   107         alienation    -2
## 108   108              alive     1
## 109   109           allergic    -2
## 110   110              allow     1
## 111   111              alone    -2
## 112   112              amaze     2
## 113   113             amazed     2
## 114   114             amazes     2
## 115   115            amazing     4
## 116   116          ambitious     2
## 117   117         ambivalent    -1
## 118   118              amuse     3
## 119   119             amused     3
## 120   120          amusement     3
## 121   121         amusements     3
## 122   122              anger    -3
## 123   123             angers    -3
## 124   124              angry    -3
## 125   125            anguish    -3
## 126   126          anguished    -3
## 127   127          animosity    -2
## 128   128              annoy    -2
## 129   129          annoyance    -2
## 130   130            annoyed    -2
## 131   131           annoying    -2
## 132   132             annoys    -2
## 133   133       antagonistic    -2
## 134   134               anti    -1
## 135   135       anticipation     1
## 136   136            anxiety    -2
## 137   137            anxious    -2
## 138   138          apathetic    -3
## 139   139             apathy    -3
## 140   140            apeshit    -3
## 141   141        apocalyptic    -2
## 142   142          apologise    -1
## 143   143         apologised    -1
## 144   144         apologises    -1
## 145   145        apologising    -1
## 146   146          apologize    -1
## 147   147         apologized    -1
## 148   148         apologizes    -1
## 149   149        apologizing    -1
## 150   150            apology    -1
## 151   151           appalled    -2
## 152   152          appalling    -2
## 153   153            appease     2
## 154   154           appeased     2
## 155   155           appeases     2
## 156   156          appeasing     2
## 157   157            applaud     2
## 158   158          applauded     2
## 159   159         applauding     2
## 160   160           applauds     2
## 161   161           applause     2
## 162   162         appreciate     2
## 163   163        appreciated     2
## 164   164        appreciates     2
## 165   165       appreciating     2
## 166   166       appreciation     2
## 167   167       apprehensive    -2
## 168   168           approval     2
## 169   169           approved     2
## 170   170           approves     2
## 171   171             ardent     1
## 172   172             arrest    -2
## 173   173           arrested    -3
## 174   174            arrests    -2
## 175   175           arrogant    -2
## 176   176             ashame    -2
## 177   177            ashamed    -2
## 178   178                ass    -4
## 179   179      assassination    -3
## 180   180     assassinations    -3
## 181   181              asset     2
## 182   182             assets     2
## 183   183         assfucking    -4
## 184   184            asshole    -4
## 185   185         astonished     2
## 186   186            astound     3
## 187   187          astounded     3
## 188   188         astounding     3
## 189   189       astoundingly     3
## 190   190           astounds     3
## 191   191             attack    -1
## 192   192           attacked    -1
## 193   193          attacking    -1
## 194   194            attacks    -1
## 195   195            attract     1
## 196   196          attracted     1
## 197   197         attracting     2
## 198   198         attraction     2
## 199   199        attractions     2
## 200   200           attracts     1
## 201   201          audacious     3
## 202   202          authority     1
## 203   203              avert    -1
## 204   204            averted    -1
## 205   205             averts    -1
## 206   206               avid     2
## 207   207              avoid    -1
## 208   208            avoided    -1
## 209   209             avoids    -1
## 210   210              await    -1
## 211   211            awaited    -1
## 212   212             awaits    -1
## 213   213              award     3
## 214   214            awarded     3
## 215   215             awards     3
## 216   216            awesome     4
## 217   217              awful    -3
## 218   218            awkward    -2
## 219   219                axe    -1
## 220   220               axed    -1
## 221   221             backed     1
## 222   222            backing     2
## 223   223              backs     1
## 224   224                bad    -3
## 225   225             badass    -3
## 226   226              badly    -3
## 227   227            bailout    -2
## 228   228          bamboozle    -2
## 229   229         bamboozled    -2
## 230   230         bamboozles    -2
## 231   231                ban    -2
## 232   232             banish    -1
## 233   233           bankrupt    -3
## 234   234           bankster    -3
## 235   235             banned    -2
## 236   236            bargain     2
## 237   237            barrier    -2
## 238   238            bastard    -5
## 239   239           bastards    -5
## 240   240             battle    -1
## 241   241            battles    -1
## 242   242             beaten    -2
## 243   243           beatific     3
## 244   244            beating    -1
## 245   245           beauties     3
## 246   246          beautiful     3
## 247   247        beautifully     3
## 248   248           beautify     3
## 249   249           belittle    -2
## 250   250          belittled    -2
## 251   251            beloved     3
## 252   252            benefit     2
## 253   253           benefits     2
## 254   254         benefitted     2
## 255   255        benefitting     2
## 256   256            bereave    -2
## 257   257           bereaved    -2
## 258   258           bereaves    -2
## 259   259          bereaving    -2
## 260   260               best     3
## 261   261             betray    -3
## 262   262           betrayal    -3
## 263   263           betrayed    -3
## 264   264          betraying    -3
## 265   265            betrays    -3
## 266   266             better     2
## 267   267               bias    -1
## 268   268             biased    -2
## 269   269                big     1
## 270   270              bitch    -5
## 271   271            bitches    -5
## 272   272             bitter    -2
## 273   273           bitterly    -2
## 274   274            bizarre    -2
## 275   275               blah    -2
## 276   276              blame    -2
## 277   277             blamed    -2
## 278   278             blames    -2
## 279   279            blaming    -2
## 280   280              bless     2
## 281   281            blesses     2
## 282   282           blessing     3
## 283   283              blind    -1
## 284   284              bliss     3
## 285   285           blissful     3
## 286   286             blithe     2
## 287   287              block    -1
## 288   288        blockbuster     3
## 289   289            blocked    -1
## 290   290           blocking    -1
## 291   291             blocks    -1
## 292   292             bloody    -3
## 293   293             blurry    -2
## 294   294           boastful    -2
## 295   295               bold     2
## 296   296             boldly     2
## 297   297               bomb    -1
## 298   298              boost     1
## 299   299            boosted     1
## 300   300           boosting     1
## 301   301             boosts     1
## 302   302               bore    -2
## 303   303              bored    -2
## 304   304             boring    -3
## 305   305             bother    -2
## 306   306           bothered    -2
## 307   307            bothers    -2
## 308   308         bothersome    -2
## 309   309            boycott    -2
## 310   310          boycotted    -2
## 311   311         boycotting    -2
## 312   312           boycotts    -2
## 313   313       brainwashing    -3
## 314   314              brave     2
## 315   315       breakthrough     3
## 316   316       breathtaking     5
## 317   317              bribe    -3
## 318   318             bright     1
## 319   319          brightest     2
## 320   320         brightness     1
## 321   321          brilliant     4
## 322   322              brisk     2
## 323   323              broke    -1
## 324   324             broken    -1
## 325   325           brooding    -2
## 326   326            bullied    -2
## 327   327           bullshit    -4
## 328   328              bully    -2
## 329   329           bullying    -2
## 330   330             bummer    -2
## 331   331            buoyant     2
## 332   332             burden    -2
## 333   333           burdened    -2
## 334   334          burdening    -2
## 335   335            burdens    -2
## 336   336               calm     2
## 337   337             calmed     2
## 338   338            calming     2
## 339   339              calms     2
## 340   340        can't stand    -3
## 341   341             cancel    -1
## 342   342          cancelled    -1
## 343   343         cancelling    -1
## 344   344            cancels    -1
## 345   345             cancer    -1
## 346   346            capable     1
## 347   347         captivated     3
## 348   348               care     2
## 349   349           carefree     1
## 350   350            careful     2
## 351   351          carefully     2
## 352   352           careless    -2
## 353   353              cares     2
## 354   354         cashing in    -2
## 355   355           casualty    -2
## 356   356        catastrophe    -3
## 357   357       catastrophic    -4
## 358   358           cautious    -1
## 359   359          celebrate     3
## 360   360         celebrated     3
## 361   361         celebrates     3
## 362   362        celebrating     3
## 363   363             censor    -2
## 364   364           censored    -2
## 365   365            censors    -2
## 366   366            certain     1
## 367   367            chagrin    -2
## 368   368          chagrined    -2
## 369   369          challenge    -1
## 370   370             chance     2
## 371   371            chances     2
## 372   372              chaos    -2
## 373   373            chaotic    -2
## 374   374            charged    -3
## 375   375            charges    -2
## 376   376              charm     3
## 377   377           charming     3
## 378   378          charmless    -3
## 379   379           chastise    -3
## 380   380          chastised    -3
## 381   381          chastises    -3
## 382   382         chastising    -3
## 383   383              cheat    -3
## 384   384            cheated    -3
## 385   385            cheater    -3
## 386   386           cheaters    -3
## 387   387             cheats    -3
## 388   388              cheer     2
## 389   389            cheered     2
## 390   390           cheerful     2
## 391   391           cheering     2
## 392   392          cheerless    -2
## 393   393             cheers     2
## 394   394             cheery     3
## 395   395            cherish     2
## 396   396          cherished     2
## 397   397          cherishes     2
## 398   398         cherishing     2
## 399   399               chic     2
## 400   400           childish    -2
## 401   401           chilling    -1
## 402   402              choke    -2
## 403   403             choked    -2
## 404   404             chokes    -2
## 405   405            choking    -2
## 406   406          clarifies     2
## 407   407            clarity     2
## 408   408              clash    -2
## 409   409             classy     3
## 410   410              clean     2
## 411   411            cleaner     2
## 412   412              clear     1
## 413   413            cleared     1
## 414   414            clearly     1
## 415   415             clears     1
## 416   416             clever     2
## 417   417            clouded    -1
## 418   418           clueless    -2
## 419   419               cock    -5
## 420   420         cocksucker    -5
## 421   421        cocksuckers    -5
## 422   422              cocky    -2
## 423   423            coerced    -2
## 424   424           collapse    -2
## 425   425          collapsed    -2
## 426   426          collapses    -2
## 427   427         collapsing    -2
## 428   428            collide    -1
## 429   429           collides    -1
## 430   430          colliding    -1
## 431   431          collision    -2
## 432   432         collisions    -2
## 433   433          colluding    -3
## 434   434             combat    -1
## 435   435            combats    -1
## 436   436             comedy     1
## 437   437            comfort     2
## 438   438        comfortable     2
## 439   439         comforting     2
## 440   440           comforts     2
## 441   441            commend     2
## 442   442          commended     2
## 443   443             commit     1
## 444   444         commitment     2
## 445   445            commits     1
## 446   446          committed     1
## 447   447         committing     1
## 448   448      compassionate     2
## 449   449          compelled     1
## 450   450          competent     2
## 451   451        competitive     2
## 452   452         complacent    -2
## 453   453           complain    -2
## 454   454         complained    -2
## 455   455          complains    -2
## 456   456      comprehensive     2
## 457   457         conciliate     2
## 458   458        conciliated     2
## 459   459        conciliates     2
## 460   460       conciliating     2
## 461   461            condemn    -2
## 462   462       condemnation    -2
## 463   463          condemned    -2
## 464   464           condemns    -2
## 465   465         confidence     2
## 466   466          confident     2
## 467   467           conflict    -2
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## 2388 2388           vitality     3
## 2389 2389            vitamin     1
## 2390 2390          vitriolic    -3
## 2391 2391          vivacious     3
## 2392 2392         vociferous    -1
## 2393 2393      vulnerability    -2
## 2394 2394         vulnerable    -2
## 2395 2395            walkout    -2
## 2396 2396           walkouts    -2
## 2397 2397             wanker    -3
## 2398 2398               want     1
## 2399 2399                war    -2
## 2400 2400            warfare    -2
## 2401 2401               warm     1
## 2402 2402             warmth     2
## 2403 2403               warn    -2
## 2404 2404             warned    -2
## 2405 2405            warning    -3
## 2406 2406           warnings    -3
## 2407 2407              warns    -2
## 2408 2408              waste    -1
## 2409 2409             wasted    -2
## 2410 2410            wasting    -2
## 2411 2411           wavering    -1
## 2412 2412               weak    -2
## 2413 2413           weakness    -2
## 2414 2414             wealth     3
## 2415 2415            wealthy     2
## 2416 2416              weary    -2
## 2417 2417               weep    -2
## 2418 2418            weeping    -2
## 2419 2419              weird    -2
## 2420 2420            welcome     2
## 2421 2421           welcomed     2
## 2422 2422           welcomes     2
## 2423 2423          whimsical     1
## 2424 2424          whitewash    -3
## 2425 2425              whore    -4
## 2426 2426             wicked    -2
## 2427 2427            widowed    -1
## 2428 2428        willingness     2
## 2429 2429                win     4
## 2430 2430             winner     4
## 2431 2431            winning     4
## 2432 2432               wins     4
## 2433 2433             winwin     3
## 2434 2434               wish     1
## 2435 2435             wishes     1
## 2436 2436            wishing     1
## 2437 2437         withdrawal    -3
## 2438 2438          woebegone    -2
## 2439 2439             woeful    -3
## 2440 2440                won     3
## 2441 2441          wonderful     4
## 2442 2442                woo     3
## 2443 2443             woohoo     3
## 2444 2444               wooo     4
## 2445 2445               woow     4
## 2446 2446               worn    -1
## 2447 2447            worried    -3
## 2448 2448              worry    -3
## 2449 2449           worrying    -3
## 2450 2450              worse    -3
## 2451 2451             worsen    -3
## 2452 2452           worsened    -3
## 2453 2453          worsening    -3
## 2454 2454            worsens    -3
## 2455 2455          worshiped     3
## 2456 2456              worst    -3
## 2457 2457              worth     2
## 2458 2458          worthless    -2
## 2459 2459             worthy     2
## 2460 2460                wow     4
## 2461 2461              wowow     4
## 2462 2462              wowww     4
## 2463 2463           wrathful    -3
## 2464 2464              wreck    -2
## 2465 2465              wrong    -2
## 2466 2466            wronged    -2
## 2467 2467                wtf    -4
## 2468 2468               yeah     1
## 2469 2469           yearning     1
## 2470 2470              yeees     2
## 2471 2471                yes     1
## 2472 2472           youthful     2
## 2473 2473              yucky    -2
## 2474 2474              yummy     3
## 2475 2475             zealot    -2
## 2476 2476            zealots    -2
## 2477 2477            zealous     2

Lets look at bing

bing <- read.csv("bing.csv")

bing

##         X                     word sentiment
## 1       1                  2-faces  negative
## 2       2                 abnormal  negative
## 3       3                  abolish  negative
## 4       4               abominable  negative
## 5       5               abominably  negative
## 6       6                abominate  negative
## 7       7              abomination  negative
## 8       8                    abort  negative
## 9       9                  aborted  negative
## 10     10                   aborts  negative
## 11     11                   abound  positive
## 12     12                  abounds  positive
## 13     13                   abrade  negative
## 14     14                 abrasive  negative
## 15     15                   abrupt  negative
## 16     16                 abruptly  negative
## 17     17                  abscond  negative
## 18     18                  absence  negative
## 19     19            absent-minded  negative
## 20     20                 absentee  negative
## 21     21                   absurd  negative
## 22     22                absurdity  negative
## 23     23                 absurdly  negative
## 24     24               absurdness  negative
## 25     25                abundance  positive
## 26     26                 abundant  positive
## 27     27                    abuse  negative
## 28     28                   abused  negative
## 29     29                   abuses  negative
## 30     30                  abusive  negative
## 31     31                  abysmal  negative
## 32     32                abysmally  negative
## 33     33                    abyss  negative
## 34     34               accessable  positive
## 35     35               accessible  positive
## 36     36               accidental  negative
## 37     37                  acclaim  positive
## 38     38                acclaimed  positive
## 39     39              acclamation  positive
## 40     40                 accolade  positive
## 41     41                accolades  positive
## 42     42            accommodative  positive
## 43     43             accomodative  positive
## 44     44               accomplish  positive
## 45     45             accomplished  positive
## 46     46           accomplishment  positive
## 47     47          accomplishments  positive
## 48     48                   accost  negative
## 49     49                 accurate  positive
## 50     50               accurately  positive
## 51     51                 accursed  negative
## 52     52               accusation  negative
## 53     53              accusations  negative
## 54     54                   accuse  negative
## 55     55                  accuses  negative
## 56     56                 accusing  negative
## 57     57               accusingly  negative
## 58     58                 acerbate  negative
## 59     59                  acerbic  negative
## 60     60              acerbically  negative
## 61     61                     ache  negative
## 62     62                    ached  negative
## 63     63                    aches  negative
## 64     64                    achey  negative
## 65     65               achievable  positive
## 66     66              achievement  positive
## 67     67             achievements  positive
## 68     68               achievible  positive
## 69     69                   aching  negative
## 70     70                    acrid  negative
## 71     71                  acridly  negative
## 72     72                acridness  negative
## 73     73              acrimonious  negative
## 74     74            acrimoniously  negative
## 75     75                 acrimony  negative
## 76     76                   acumen  positive
## 77     77                  adamant  negative
## 78     78                adamantly  negative
## 79     79                adaptable  positive
## 80     80                 adaptive  positive
## 81     81                   addict  negative
## 82     82                 addicted  negative
## 83     83                addicting  negative
## 84     84                  addicts  negative
## 85     85                 adequate  positive
## 86     86               adjustable  positive
## 87     87                admirable  positive
## 88     88                admirably  positive
## 89     89               admiration  positive
## 90     90                   admire  positive
## 91     91                  admirer  positive
## 92     92                 admiring  positive
## 93     93               admiringly  positive
## 94     94                 admonish  negative
## 95     95               admonisher  negative
## 96     96            admonishingly  negative
## 97     97             admonishment  negative
## 98     98               admonition  negative
## 99     99                 adorable  positive
## 100   100                    adore  positive
## 101   101                   adored  positive
## 102   102                   adorer  positive
## 103   103                  adoring  positive
## 104   104                adoringly  positive
## 105   105                   adroit  positive
## 106   106                 adroitly  positive
## 107   107                  adulate  positive
## 108   108                adulation  positive
## 109   109                adulatory  positive
## 110   110               adulterate  negative
## 111   111              adulterated  negative
## 112   112             adulteration  negative
## 113   113               adulterier  negative
## 114   114                 advanced  positive
## 115   115                advantage  positive
## 116   116             advantageous  positive
## 117   117           advantageously  positive
## 118   118               advantages  positive
## 119   119            adventuresome  positive
## 120   120              adventurous  positive
## 121   121              adversarial  negative
## 122   122                adversary  negative
## 123   123                  adverse  negative
## 124   124                adversity  negative
## 125   125                 advocate  positive
## 126   126                advocated  positive
## 127   127                advocates  positive
## 128   128               affability  positive
## 129   129                  affable  positive
## 130   130                  affably  positive
## 131   131              affectation  positive
## 132   132                affection  positive
## 133   133             affectionate  positive
## 134   134                 affinity  positive
## 135   135                   affirm  positive
## 136   136              affirmation  positive
## 137   137              affirmative  positive
## 138   138                  afflict  negative
## 139   139               affliction  negative
## 140   140               afflictive  negative
## 141   141                affluence  positive
## 142   142                 affluent  positive
## 143   143                   afford  positive
## 144   144               affordable  positive
## 145   145               affordably  positive
## 146   146                  affront  negative
## 147   147                afordable  positive
## 148   148                   afraid  negative
## 149   149                aggravate  negative
## 150   150              aggravating  negative
## 151   151              aggravation  negative
## 152   152               aggression  negative
## 153   153               aggressive  negative
## 154   154           aggressiveness  negative
## 155   155                aggressor  negative
## 156   156                 aggrieve  negative
## 157   157                aggrieved  negative
## 158   158              aggrivation  negative
## 159   159                   aghast  negative
## 160   160                    agile  positive
## 161   161                  agilely  positive
## 162   162                  agility  positive
## 163   163                  agonies  negative
## 164   164                  agonize  negative
## 165   165                agonizing  negative
## 166   166              agonizingly  negative
## 167   167                    agony  negative
## 168   168                agreeable  positive
## 169   169            agreeableness  positive
## 170   170                agreeably  positive
## 171   171                  aground  negative
## 172   172                      ail  negative
## 173   173                   ailing  negative
## 174   174                  ailment  negative
## 175   175                  aimless  negative
## 176   176                    alarm  negative
## 177   177                  alarmed  negative
## 178   178                 alarming  negative
## 179   179               alarmingly  negative
## 180   180                 alienate  negative
## 181   181                alienated  negative
## 182   182               alienation  negative
## 183   183               all-around  positive
## 184   184               allegation  negative
## 185   185              allegations  negative
## 186   186                   allege  negative
## 187   187                 allergic  negative
## 188   188                allergies  negative
## 189   189                  allergy  negative
## 190   190                 alluring  positive
## 191   191               alluringly  positive
## 192   192                    aloof  negative
## 193   193              altercation  negative
## 194   194               altruistic  positive
## 195   195           altruistically  positive
## 196   196                    amaze  positive
## 197   197                   amazed  positive
## 198   198                amazement  positive
## 199   199                   amazes  positive
## 200   200                  amazing  positive
## 201   201                amazingly  positive
## 202   202                ambiguity  negative
## 203   203                ambiguous  negative
## 204   204                ambitious  positive
## 205   205              ambitiously  positive
## 206   206              ambivalence  negative
## 207   207               ambivalent  negative
## 208   208                   ambush  negative
## 209   209               ameliorate  positive
## 210   210                 amenable  positive
## 211   211                  amenity  positive
## 212   212               amiability  positive
## 213   213                 amiabily  positive
## 214   214                  amiable  positive
## 215   215              amicability  positive
## 216   216                 amicable  positive
## 217   217                 amicably  positive
## 218   218                    amiss  negative
## 219   219                    amity  positive
## 220   220                    ample  positive
## 221   221                    amply  positive
## 222   222                 amputate  negative
## 223   223                    amuse  positive
## 224   224                  amusing  positive
## 225   225                amusingly  positive
## 226   226                anarchism  negative
## 227   227                anarchist  negative
## 228   228              anarchistic  negative
## 229   229                  anarchy  negative
## 230   230                   anemic  negative
## 231   231                    angel  positive
## 232   232                  angelic  positive
## 233   233                    anger  negative
## 234   234                  angrily  negative
## 235   235                angriness  negative
## 236   236                    angry  negative
## 237   237                  anguish  negative
## 238   238                animosity  negative
## 239   239               annihilate  negative
## 240   240             annihilation  negative
## 241   241                    annoy  negative
## 242   242                annoyance  negative
## 243   243               annoyances  negative
## 244   244                  annoyed  negative
## 245   245                 annoying  negative
## 246   246               annoyingly  negative
## 247   247                   annoys  negative
## 248   248                anomalous  negative
## 249   249                  anomaly  negative
## 250   250               antagonism  negative
## 251   251               antagonist  negative
## 252   252             antagonistic  negative
## 253   253               antagonize  negative
## 254   254                    anti-  negative
## 255   255            anti-american  negative
## 256   256             anti-israeli  negative
## 257   257          anti-occupation  negative
## 258   258       anti-proliferation  negative
## 259   259             anti-semites  negative
## 260   260              anti-social  negative
## 261   261                  anti-us  negative
## 262   262               anti-white  negative
## 263   263                antipathy  negative
## 264   264               antiquated  negative
## 265   265             antithetical  negative
## 266   266                anxieties  negative
## 267   267                  anxiety  negative
## 268   268                  anxious  negative
## 269   269                anxiously  negative
## 270   270              anxiousness  negative
## 271   271                apathetic  negative
## 272   272            apathetically  negative
## 273   273                   apathy  negative
## 274   274               apocalypse  negative
## 275   275              apocalyptic  negative
## 276   276                apologist  negative
## 277   277               apologists  negative
## 278   278               apotheosis  positive
## 279   279                    appal  negative
## 280   280                   appall  negative
## 281   281                 appalled  negative
## 282   282                appalling  negative
## 283   283              appallingly  negative
## 284   284                   appeal  positive
## 285   285                appealing  positive
## 286   286                  applaud  positive
## 287   287              appreciable  positive
## 288   288               appreciate  positive
## 289   289              appreciated  positive
## 290   290              appreciates  positive
## 291   291             appreciative  positive
## 292   292           appreciatively  positive
## 293   293             apprehension  negative
## 294   294            apprehensions  negative
## 295   295             apprehensive  negative
## 296   296           apprehensively  negative
## 297   297              appropriate  positive
## 298   298                 approval  positive
## 299   299                  approve  positive
## 300   300                arbitrary  negative
## 301   301                   arcane  negative
## 302   302                  archaic  negative
## 303   303                   ardent  positive
## 304   304                 ardently  positive
## 305   305                    ardor  positive
## 306   306                  arduous  negative
## 307   307                arduously  negative
## 308   308            argumentative  negative
## 309   309                arrogance  negative
## 310   310                 arrogant  negative
## 311   311               arrogantly  negative
## 312   312               articulate  positive
## 313   313                  ashamed  negative
## 314   314                  asinine  negative
## 315   315                asininely  negative
## 316   316              asinininity  negative
## 317   317                  askance  negative
## 318   318                  asperse  negative
## 319   319                aspersion  negative
## 320   320               aspersions  negative
## 321   321               aspiration  positive
## 322   322              aspirations  positive
## 323   323                   aspire  positive
## 324   324                   assail  negative
## 325   325                 assassin  negative
## 326   326              assassinate  negative
## 327   327                  assault  negative
## 328   328                   assult  negative
## 329   329                assurance  positive
## 330   330               assurances  positive
## 331   331                   assure  positive
## 332   332                assuredly  positive
## 333   333                 assuring  positive
## 334   334                 astonish  positive
## 335   335               astonished  positive
## 336   336              astonishing  positive
## 337   337            astonishingly  positive
## 338   338             astonishment  positive
## 339   339                  astound  positive
## 340   340                astounded  positive
## 341   341               astounding  positive
## 342   342             astoundingly  positive
## 343   343                   astray  negative
## 344   344                 astutely  positive
## 345   345                  asunder  negative
## 346   346                atrocious  negative
## 347   347               atrocities  negative
## 348   348                 atrocity  negative
## 349   349                  atrophy  negative
## 350   350                   attack  negative
## 351   351                  attacks  negative
## 352   352                attentive  positive
## 353   353               attraction  positive
## 354   354               attractive  positive
## 355   355             attractively  positive
## 356   356                   attune  positive
## 357   357                audacious  negative
## 358   358              audaciously  negative
## 359   359            audaciousness  negative
## 360   360                 audacity  negative
## 361   361                  audible  positive
## 362   362                  audibly  positive
## 363   363              audiciously  negative
## 364   364               auspicious  positive
## 365   365                  austere  negative
## 366   366                authentic  positive
## 367   367            authoritarian  negative
## 368   368            authoritative  positive
## 369   369                 autocrat  negative
## 370   370               autocratic  negative
## 371   371               autonomous  positive
## 372   372                available  positive
## 373   373                avalanche  negative
## 374   374                  avarice  negative
## 375   375               avaricious  negative
## 376   376             avariciously  negative
## 377   377                   avenge  negative
## 378   378                     aver  positive
## 379   379                   averse  negative
## 380   380                 aversion  negative
## 381   381                     avid  positive
## 382   382                   avidly  positive
## 383   383                    award  positive
## 384   384                  awarded  positive
## 385   385                   awards  positive
## 386   386                      awe  positive
## 387   387                     awed  positive
## 388   388                   aweful  negative
## 389   389                  awesome  positive
## 390   390                awesomely  positive
## 391   391              awesomeness  positive
## 392   392                awestruck  positive
## 393   393                    awful  negative
## 394   394                  awfully  negative
## 395   395                awfulness  negative
## 396   396                  awkward  negative
## 397   397              awkwardness  negative
## 398   398                   awsome  positive
## 399   399                       ax  negative
## 400   400                   babble  negative
## 401   401              back-logged  negative
## 402   402                back-wood  negative
## 403   403               back-woods  negative
## 404   404                 backache  negative
## 405   405                backaches  negative
## 406   406               backaching  negative
## 407   407                 backbite  negative
## 408   408               backbiting  negative
## 409   409                 backbone  positive
## 410   410                 backward  negative
## 411   411             backwardness  negative
## 412   412                 backwood  negative
## 413   413                backwoods  negative
## 414   414                      bad  negative
## 415   415                    badly  negative
## 416   416                   baffle  negative
## 417   417                  baffled  negative
## 418   418               bafflement  negative
## 419   419                 baffling  negative
## 420   420                     bait  negative
## 421   421                 balanced  positive
## 422   422                     balk  negative
## 423   423                    banal  negative
## 424   424                 banalize  negative
## 425   425                     bane  negative
## 426   426                   banish  negative
## 427   427               banishment  negative
## 428   428                 bankrupt  negative
## 429   429                barbarian  negative
## 430   430                 barbaric  negative
## 431   431             barbarically  negative
## 432   432                barbarity  negative
## 433   433                barbarous  negative
## 434   434              barbarously  negative
## 435   435                  bargain  positive
## 436   436                   barren  negative
## 437   437                 baseless  negative
## 438   438                     bash  negative
## 439   439                   bashed  negative
## 440   440                  bashful  negative
## 441   441                  bashing  negative
## 442   442                  bastard  negative
## 443   443                 bastards  negative
## 444   444                 battered  negative
## 445   445                battering  negative
## 446   446                    batty  negative
## 447   447                  bearish  negative
## 448   448                  beastly  negative
## 449   449                beauteous  positive
## 450   450                beautiful  positive
## 451   451             beautifullly  positive
## 452   452              beautifully  positive
## 453   453                 beautify  positive
## 454   454                   beauty  positive
## 455   455                   beckon  positive
## 456   456                 beckoned  positive
## 457   457                beckoning  positive
## 458   458                  beckons  positive
## 459   459                   bedlam  negative
## 460   460                bedlamite  negative
## 461   461                   befoul  negative
## 462   462                      beg  negative
## 463   463                   beggar  negative
## 464   464                 beggarly  negative
## 465   465                  begging  negative
## 466   466                  beguile  negative
## 467   467                  belabor  negative
## 468   468                  belated  negative
## 469   469                beleaguer  negative
## 470   470                    belie  negative
## 471   471               believable  positive
## 472   472              believeable  positive
## 473   473                 belittle  negative
## 474   474                belittled  negative
## 475   475               belittling  negative
## 476   476                bellicose  negative
## 477   477             belligerence  negative
## 478   478              belligerent  negative
## 479   479            belligerently  negative
## 480   480                  beloved  positive
## 481   481                   bemoan  negative
## 482   482                bemoaning  negative
## 483   483                  bemused  negative
## 484   484               benefactor  positive
## 485   485               beneficent  positive
## 486   486               beneficial  positive
## 487   487             beneficially  positive
## 488   488              beneficiary  positive
## 489   489                  benefit  positive
## 490   490                 benefits  positive
## 491   491              benevolence  positive
## 492   492               benevolent  positive
## 493   493                 benifits  positive
## 494   494                     bent  negative
## 495   495                   berate  negative
## 496   496                  bereave  negative
## 497   497              bereavement  negative
## 498   498                   bereft  negative
## 499   499                  berserk  negative
## 500   500                  beseech  negative
## 501   501                    beset  negative
## 502   502                  besiege  negative
## 503   503                 besmirch  negative
## 504   504                     best  positive
## 505   505               best-known  positive
## 506   506          best-performing  positive
## 507   507             best-selling  positive
## 508   508                  bestial  negative
## 509   509                   betray  negative
## 510   510                 betrayal  negative
## 511   511                betrayals  negative
## 512   512                 betrayer  negative
## 513   513                betraying  negative
## 514   514                  betrays  negative
## 515   515                   better  positive
## 516   516             better-known  positive
## 517   517     better-than-expected  positive
## 518   518               beutifully  positive
## 519   519                   bewail  negative
## 520   520                   beware  negative
## 521   521                 bewilder  negative
## 522   522               bewildered  negative
## 523   523              bewildering  negative
## 524   524            bewilderingly  negative
## 525   525             bewilderment  negative
## 526   526                  bewitch  negative
## 527   527                     bias  negative
## 528   528                   biased  negative
## 529   529                   biases  negative
## 530   530                   bicker  negative
## 531   531                bickering  negative
## 532   532              bid-rigging  negative
## 533   533                bigotries  negative
## 534   534                  bigotry  negative
## 535   535                    bitch  negative
## 536   536                   bitchy  negative
## 537   537                   biting  negative
## 538   538                 bitingly  negative
## 539   539                   bitter  negative
## 540   540                 bitterly  negative
## 541   541               bitterness  negative
## 542   542                  bizarre  negative
## 543   543                     blab  negative
## 544   544                  blabber  negative
## 545   545                blackmail  negative
## 546   546                     blah  negative
## 547   547                    blame  negative
## 548   548                blameless  positive
## 549   549              blameworthy  negative
## 550   550                    bland  negative
## 551   551                 blandish  negative
## 552   552                blaspheme  negative
## 553   553              blasphemous  negative
## 554   554                blasphemy  negative
## 555   555                  blasted  negative
## 556   556                  blatant  negative
## 557   557                blatantly  negative
## 558   558                  blather  negative
## 559   559                    bleak  negative
## 560   560                  bleakly  negative
## 561   561                bleakness  negative
## 562   562                    bleed  negative
## 563   563                 bleeding  negative
## 564   564                   bleeds  negative
## 565   565                  blemish  negative
## 566   566                    bless  positive
## 567   567                 blessing  positive
## 568   568                    blind  negative
## 569   569                 blinding  negative
## 570   570               blindingly  negative
## 571   571                blindside  negative
## 572   572                    bliss  positive
## 573   573                 blissful  positive
## 574   574               blissfully  positive
## 575   575                  blister  negative
## 576   576               blistering  negative
## 577   577                   blithe  positive
## 578   578                  bloated  negative
## 579   579                 blockage  negative
## 580   580              blockbuster  positive
## 581   581                blockhead  negative
## 582   582                bloodshed  negative
## 583   583             bloodthirsty  negative
## 584   584                   bloody  negative
## 585   585                    bloom  positive
## 586   586                  blossom  positive
## 587   587                  blotchy  negative
## 588   588                     blow  negative
## 589   589                  blunder  negative
## 590   590               blundering  negative
## 591   591                 blunders  negative
## 592   592                    blunt  negative
## 593   593                     blur  negative
## 594   594                  bluring  negative
## 595   595                  blurred  negative
## 596   596                 blurring  negative
## 597   597                   blurry  negative
## 598   598                    blurs  negative
## 599   599                    blurt  negative
## 600   600                 boastful  negative
## 601   601                   boggle  negative
## 602   602                    bogus  negative
## 603   603                     boil  negative
## 604   604                  boiling  negative
## 605   605               boisterous  negative
## 606   606                  bolster  positive
## 607   607                     bomb  negative
## 608   608                  bombard  negative
## 609   609              bombardment  negative
## 610   610                bombastic  negative
## 611   611                  bondage  negative
## 612   612                  bonkers  negative
## 613   613                    bonny  positive
## 614   614                    bonus  positive
## 615   615                  bonuses  positive
## 616   616                     boom  positive
## 617   617                  booming  positive
## 618   618                    boost  positive
## 619   619                     bore  negative
## 620   620                    bored  negative
## 621   621                  boredom  negative
## 622   622                    bores  negative
## 623   623                   boring  negative
## 624   624                    botch  negative
## 625   625                   bother  negative
## 626   626                 bothered  negative
## 627   627                bothering  negative
## 628   628                  bothers  negative
## 629   629               bothersome  negative
## 630   630                boundless  positive
## 631   631                bountiful  positive
## 632   632               bowdlerize  negative
## 633   633                  boycott  negative
## 634   634                 braggart  negative
## 635   635                  bragger  negative
## 636   636                brainiest  positive
## 637   637                brainless  negative
## 638   638                brainwash  negative
## 639   639                   brainy  positive
## 640   640                brand-new  positive
## 641   641                    brash  negative
## 642   642                  brashly  negative
## 643   643                brashness  negative
## 644   644                     brat  negative
## 645   645                  bravado  negative
## 646   646                    brave  positive
## 647   647                  bravery  positive
## 648   648                    bravo  positive
## 649   649                   brazen  negative
## 650   650                 brazenly  negative
## 651   651               brazenness  negative
## 652   652                   breach  negative
## 653   653                    break  negative
## 654   654                 break-up  negative
## 655   655                break-ups  negative
## 656   656                breakdown  negative
## 657   657                 breaking  negative
## 658   658                   breaks  negative
## 659   659             breakthrough  positive
## 660   660            breakthroughs  positive
## 661   661                  breakup  negative
## 662   662                 breakups  negative
## 663   663           breathlessness  positive
## 664   664             breathtaking  positive
## 665   665           breathtakingly  positive
## 666   666                   breeze  positive
## 667   667                  bribery  negative
## 668   668                   bright  positive
## 669   669                 brighten  positive
## 670   670                 brighter  positive
## 671   671                brightest  positive
## 672   672               brilliance  positive
## 673   673              brilliances  positive
## 674   674                brilliant  positive
## 675   675              brilliantly  positive
## 676   676                brimstone  negative
## 677   677                    brisk  positive
## 678   678                  bristle  negative
## 679   679                  brittle  negative
## 680   680                    broke  negative
## 681   681                   broken  negative
## 682   682           broken-hearted  negative
## 683   683                    brood  negative
## 684   684                brotherly  positive
## 685   685                 browbeat  negative
## 686   686                   bruise  negative
## 687   687                  bruised  negative
## 688   688                  bruises  negative
## 689   689                 bruising  negative
## 690   690                  brusque  negative
## 691   691                   brutal  negative
## 692   692              brutalising  negative
## 693   693              brutalities  negative
## 694   694                brutality  negative
## 695   695                brutalize  negative
## 696   696              brutalizing  negative
## 697   697                 brutally  negative
## 698   698                    brute  negative
## 699   699                  brutish  negative
## 700   700                       bs  negative
## 701   701                   buckle  negative
## 702   702                      bug  negative
## 703   703                  bugging  negative
## 704   704                    buggy  negative
## 705   705                     bugs  negative
## 706   706                  bulkier  negative
## 707   707                bulkiness  negative
## 708   708                    bulky  negative
## 709   709                bulkyness  negative
## 710   710                 bull----  negative
## 711   711                 bull****  negative
## 712   712                  bullies  negative
## 713   713                  bullish  positive
## 714   714                 bullshit  negative
## 715   715                 bullshyt  negative
## 716   716                    bully  negative
## 717   717                 bullying  negative
## 718   718               bullyingly  negative
## 719   719                      bum  negative
## 720   720                     bump  negative
## 721   721                   bumped  negative
## 722   722                  bumping  negative
## 723   723                 bumpping  negative
## 724   724                    bumps  negative
## 725   725                    bumpy  negative
## 726   726                   bungle  negative
## 727   727                  bungler  negative
## 728   728                 bungling  negative
## 729   729                     bunk  negative
## 730   730                  buoyant  positive
## 731   731                   burden  negative
## 732   732               burdensome  negative
## 733   733             burdensomely  negative
## 734   734                     burn  negative
## 735   735                   burned  negative
## 736   736                  burning  negative
## 737   737                    burns  negative
## 738   738                     bust  negative
## 739   739                    busts  negative
## 740   740                 busybody  negative
## 741   741                  butcher  negative
## 742   742                 butchery  negative
## 743   743                  buzzing  negative
## 744   744                byzantine  negative
## 745   745                   cackle  negative
## 746   746                   cajole  positive
## 747   747               calamities  negative
## 748   748               calamitous  negative
## 749   749             calamitously  negative
## 750   750                 calamity  negative
## 751   751                  callous  negative
## 752   752                     calm  positive
## 753   753                  calming  positive
## 754   754                 calmness  positive
## 755   755               calumniate  negative
## 756   756             calumniation  negative
## 757   757                calumnies  negative
## 758   758               calumnious  negative
## 759   759             calumniously  negative
## 760   760                  calumny  negative
## 761   761                   cancer  negative
## 762   762                cancerous  negative
## 763   763                 cannibal  negative
## 764   764              cannibalize  negative
## 765   765               capability  positive
## 766   766                  capable  positive
## 767   767                  capably  positive
## 768   768               capitulate  negative
## 769   769               capricious  negative
## 770   770             capriciously  negative
## 771   771           capriciousness  negative
## 772   772                  capsize  negative
## 773   773                captivate  positive
## 774   774              captivating  positive
## 775   775                 carefree  positive
## 776   776                 careless  negative
## 777   777             carelessness  negative
## 778   778               caricature  negative
## 779   779                  carnage  negative
## 780   780                     carp  negative
## 781   781               cartoonish  negative
## 782   782            cash-strapped  negative
## 783   783                 cashback  positive
## 784   784                cashbacks  positive
## 785   785                castigate  negative
## 786   786                castrated  negative
## 787   787                 casualty  negative
## 788   788                cataclysm  negative
## 789   789              cataclysmal  negative
## 790   790              cataclysmic  negative
## 791   791          cataclysmically  negative
## 792   792              catastrophe  negative
## 793   793             catastrophes  negative
## 794   794             catastrophic  negative
## 795   795         catastrophically  negative
## 796   796            catastrophies  negative
## 797   797                   catchy  positive
## 798   798                  caustic  negative
## 799   799              caustically  negative
## 800   800               cautionary  negative
## 801   801                     cave  negative
## 802   802                celebrate  positive
## 803   803               celebrated  positive
## 804   804              celebration  positive
## 805   805              celebratory  positive
## 806   806                  censure  negative
## 807   807                    chafe  negative
## 808   808                    chaff  negative
## 809   809                  chagrin  negative
## 810   810              challenging  negative
## 811   811                    champ  positive
## 812   812                 champion  positive
## 813   813                    chaos  negative
## 814   814                  chaotic  negative
## 815   815                 charisma  positive
## 816   816              charismatic  positive
## 817   817               charitable  positive
## 818   818                    charm  positive
## 819   819                 charming  positive
## 820   820               charmingly  positive
## 821   821                   chaste  positive
## 822   822                  chasten  negative
## 823   823                 chastise  negative
## 824   824             chastisement  negative
## 825   825                  chatter  negative
## 826   826               chatterbox  negative
## 827   827                    cheap  negative
## 828   828                  cheapen  negative
## 829   829                  cheaper  positive
## 830   830                 cheapest  positive
## 831   831                  cheaply  negative
## 832   832                    cheat  negative
## 833   833                  cheated  negative
## 834   834                  cheater  negative
## 835   835                 cheating  negative
## 836   836                   cheats  negative
## 837   837                checkered  negative
## 838   838                    cheer  positive
## 839   839                 cheerful  positive
## 840   840                cheerless  negative
## 841   841                   cheery  positive
## 842   842                   cheesy  negative
## 843   843                  cherish  positive
## 844   844                cherished  positive
## 845   845                   cherub  positive
## 846   846                     chic  positive
## 847   847                    chide  negative
## 848   848                 childish  negative
## 849   849                    chill  negative
## 850   850                   chilly  negative
## 851   851                  chintzy  negative
## 852   852               chivalrous  positive
## 853   853                 chivalry  positive
## 854   854                    choke  negative
## 855   855                 choleric  negative
## 856   856                   choppy  negative
## 857   857                    chore  negative
## 858   858                  chronic  negative
## 859   859                   chunky  negative
## 860   860                 civility  positive
## 861   861                 civilize  positive
## 862   862                   clamor  negative
## 863   863                clamorous  negative
## 864   864                  clarity  positive
## 865   865                    clash  negative
## 866   866                  classic  positive
## 867   867                   classy  positive
## 868   868                    clean  positive
## 869   869                  cleaner  positive
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## 871   871              cleanliness  positive
## 872   872                  cleanly  positive
## 873   873                    clear  positive
## 874   874                clear-cut  positive
## 875   875                  cleared  positive
## 876   876                  clearer  positive
## 877   877                  clearly  positive
## 878   878                   clears  positive
## 879   879                   clever  positive
## 880   880                 cleverly  positive
## 881   881                   cliche  negative
## 882   882                  cliched  negative
## 883   883                   clique  negative
## 884   884                     clog  negative
## 885   885                  clogged  negative
## 886   886                    clogs  negative
## 887   887                    cloud  negative
## 888   888                 clouding  negative
## 889   889                   cloudy  negative
## 890   890                 clueless  negative
## 891   891                   clumsy  negative
## 892   892                   clunky  negative
## 893   893                   coarse  negative
## 894   894                    cocky  negative
## 895   895                   coerce  negative
## 896   896                 coercion  negative
## 897   897                 coercive  negative
## 898   898                   cohere  positive
## 899   899                coherence  positive
## 900   900                 coherent  positive
## 901   901                 cohesive  positive
## 902   902                     cold  negative
## 903   903                   coldly  negative
## 904   904                 collapse  negative
## 905   905                  collude  negative
## 906   906                collusion  negative
## 907   907                 colorful  positive
## 908   908                combative  negative
## 909   909                  combust  negative
## 910   910                   comely  positive
## 911   911                  comfort  positive
## 912   912              comfortable  positive
## 913   913              comfortably  positive
## 914   914               comforting  positive
## 915   915                    comfy  positive
## 916   916                  comical  negative
## 917   917                  commend  positive
## 918   918              commendable  positive
## 919   919              commendably  positive
## 920   920              commiserate  negative
## 921   921               commitment  positive
## 922   922               commodious  positive
## 923   923              commonplace  negative
## 924   924                commotion  negative
## 925   925               commotions  negative
## 926   926                  compact  positive
## 927   927                compactly  positive
## 928   928               compassion  positive
## 929   929            compassionate  positive
## 930   930               compatible  positive
## 931   931              competitive  positive
## 932   932               complacent  negative
## 933   933                 complain  negative
## 934   934               complained  negative
## 935   935              complaining  negative
## 936   936                complains  negative
## 937   937                complaint  negative
## 938   938               complaints  negative
## 939   939               complement  positive
## 940   940            complementary  positive
## 941   941             complemented  positive
## 942   942              complements  positive
## 943   943                  complex  negative
## 944   944                compliant  positive
## 945   945              complicated  negative
## 946   946             complication  negative
## 947   947                complicit  negative
## 948   948               compliment  positive
## 949   949            complimentary  positive
## 950   950            comprehensive  positive
## 951   951               compulsion  negative
## 952   952               compulsive  negative
## 953   953                  concede  negative
## 954   954                 conceded  negative
## 955   955                  conceit  negative
## 956   956                conceited  negative
## 957   957                   concen  negative
## 958   958                  concens  negative
## 959   959                  concern  negative
## 960   960                concerned  negative
## 961   961                 concerns  negative
## 962   962               concession  negative
## 963   963              concessions  negative
## 964   964               conciliate  positive
## 965   965             conciliatory  positive
## 966   966                  concise  positive
## 967   967                  condemn  negative
## 968   968              condemnable  negative
## 969   969             condemnation  negative
## 970   970                condemned  negative
## 971   971                 condemns  negative
## 972   972               condescend  negative
## 973   973            condescending  negative
## 974   974          condescendingly  negative
## 975   975            condescension  negative
## 976   976                  confess  negative
## 977   977               confession  negative
## 978   978              confessions  negative
## 979   979               confidence  positive
## 980   980                confident  positive
## 981   981                 confined  negative
## 982   982                 conflict  negative
## 983   983               conflicted  negative
## 984   984              conflicting  negative
## 985   985                conflicts  negative
## 986   986                 confound  negative
## 987   987               confounded  negative
## 988   988              confounding  negative
## 989   989                 confront  negative
## 990   990            confrontation  negative
## 991   991          confrontational  negative
## 992   992                  confuse  negative
## 993   993                 confused  negative
## 994   994                 confuses  negative
## 995   995                confusing  negative
## 996   996                confusion  negative
## 997   997               confusions  negative
## 998   998                congenial  positive
## 999   999                congested  negative
## 1000 1000               congestion  negative
## 1001 1001             congratulate  positive
## 1002 1002           congratulation  positive
## 1003 1003          congratulations  positive
## 1004 1004           congratulatory  positive
## 1005 1005                     cons  negative
## 1006 1006            conscientious  positive
## 1007 1007                 conscons  negative
## 1008 1008             conservative  negative
## 1009 1009              considerate  positive
## 1010 1010               consistent  positive
## 1011 1011             consistently  positive
## 1012 1012              conspicuous  negative
## 1013 1013            conspicuously  negative
## 1014 1014             conspiracies  negative
## 1015 1015               conspiracy  negative
## 1016 1016              conspirator  negative
## 1017 1017           conspiratorial  negative
## 1018 1018                 conspire  negative
## 1019 1019            consternation  negative
## 1020 1020             constructive  positive
## 1021 1021               consummate  positive
## 1022 1022               contagious  negative
## 1023 1023              contaminate  negative
## 1024 1024             contaminated  negative
## 1025 1025             contaminates  negative
## 1026 1026            contaminating  negative
## 1027 1027            contamination  negative
## 1028 1028                 contempt  negative
## 1029 1029             contemptible  negative
## 1030 1030             contemptuous  negative
## 1031 1031           contemptuously  negative
## 1032 1032                  contend  negative
## 1033 1033               contention  negative
## 1034 1034              contentious  negative
## 1035 1035              contentment  positive
## 1036 1036               continuity  positive
## 1037 1037                  contort  negative
## 1038 1038              contortions  negative
## 1039 1039               contradict  negative
## 1040 1040            contradiction  negative
## 1041 1041            contradictory  negative
## 1042 1042             contrariness  negative
## 1043 1043                contrasty  positive
## 1044 1044               contravene  negative
## 1045 1045             contribution  positive
## 1046 1046                 contrive  negative
## 1047 1047                contrived  negative
## 1048 1048            controversial  negative
## 1049 1049              controversy  negative
## 1050 1050              convenience  positive
## 1051 1051               convenient  positive
## 1052 1052             conveniently  positive
## 1053 1053                convience  positive
## 1054 1054              convienient  positive
## 1055 1055                 convient  positive
## 1056 1056               convincing  positive
## 1057 1057             convincingly  positive
## 1058 1058               convoluted  negative
## 1059 1059                     cool  positive
## 1060 1060                  coolest  positive
## 1061 1061              cooperative  positive
## 1062 1062            cooperatively  positive
## 1063 1063              cornerstone  positive
## 1064 1064                  correct  positive
## 1065 1065                correctly  positive
## 1066 1066                  corrode  negative
## 1067 1067                corrosion  negative
## 1068 1068               corrosions  negative
## 1069 1069                corrosive  negative
## 1070 1070                  corrupt  negative
## 1071 1071                corrupted  negative
## 1072 1072               corrupting  negative
## 1073 1073               corruption  negative
## 1074 1074                 corrupts  negative
## 1075 1075               corruptted  negative
## 1076 1076           cost-effective  positive
## 1077 1077              cost-saving  positive
## 1078 1078                 costlier  negative
## 1079 1079                   costly  negative
## 1080 1080           counter-attack  positive
## 1081 1081          counter-attacks  positive
## 1082 1082       counter-productive  negative
## 1083 1083        counterproductive  negative
## 1084 1084                 coupists  negative
## 1085 1085                  courage  positive
## 1086 1086               courageous  positive
## 1087 1087             courageously  positive
## 1088 1088           courageousness  positive
## 1089 1089                courteous  positive
## 1090 1090                  courtly  positive
## 1091 1091                 covenant  positive
## 1092 1092                 covetous  negative
## 1093 1093                   coward  negative
## 1094 1094                 cowardly  negative
## 1095 1095                     cozy  positive
## 1096 1096                   crabby  negative
## 1097 1097                    crack  negative
## 1098 1098                  cracked  negative
## 1099 1099                   cracks  negative
## 1100 1100                 craftily  negative
## 1101 1101                  craftly  negative
## 1102 1102                   crafty  negative
## 1103 1103                    cramp  negative
## 1104 1104                  cramped  negative
## 1105 1105                 cramping  negative
## 1106 1106                   cranky  negative
## 1107 1107                     crap  negative
## 1108 1108                   crappy  negative
## 1109 1109                    craps  negative
## 1110 1110                    crash  negative
## 1111 1111                  crashed  negative
## 1112 1112                  crashes  negative
## 1113 1113                 crashing  negative
## 1114 1114                    crass  negative
## 1115 1115                   craven  negative
## 1116 1116                 cravenly  negative
## 1117 1117                    craze  negative
## 1118 1118                  crazily  negative
## 1119 1119                craziness  negative
## 1120 1120                    crazy  negative
## 1121 1121                    creak  negative
## 1122 1122                 creaking  negative
## 1123 1123                   creaks  negative
## 1124 1124                 creative  positive
## 1125 1125                 credence  positive
## 1126 1126                 credible  positive
## 1127 1127                credulous  negative
## 1128 1128                    creep  negative
## 1129 1129                 creeping  negative
## 1130 1130                   creeps  negative
## 1131 1131                   creepy  negative
## 1132 1132                    crept  negative
## 1133 1133                    crime  negative
## 1134 1134                 criminal  negative
## 1135 1135                   cringe  negative
## 1136 1136                  cringed  negative
## 1137 1137                  cringes  negative
## 1138 1138                  cripple  negative
## 1139 1139                 crippled  negative
## 1140 1140                 cripples  negative
## 1141 1141                crippling  negative
## 1142 1142                   crisis  negative
## 1143 1143                    crisp  positive
## 1144 1144                  crisper  positive
## 1145 1145                   critic  negative
## 1146 1146                 critical  negative
## 1147 1147                criticism  negative
## 1148 1148               criticisms  negative
## 1149 1149                criticize  negative
## 1150 1150               criticized  negative
## 1151 1151              criticizing  negative
## 1152 1152                  critics  negative
## 1153 1153                 cronyism  negative
## 1154 1154                    crook  negative
## 1155 1155                  crooked  negative
## 1156 1156                   crooks  negative
## 1157 1157                  crowded  negative
## 1158 1158              crowdedness  negative
## 1159 1159                    crude  negative
## 1160 1160                    cruel  negative
## 1161 1161                  crueler  negative
## 1162 1162                 cruelest  negative
## 1163 1163                  cruelly  negative
## 1164 1164                cruelness  negative
## 1165 1165                cruelties  negative
## 1166 1166                  cruelty  negative
## 1167 1167                  crumble  negative
## 1168 1168                crumbling  negative
## 1169 1169                   crummy  negative
## 1170 1170                  crumple  negative
## 1171 1171                 crumpled  negative
## 1172 1172                 crumples  negative
## 1173 1173                    crush  negative
## 1174 1174                  crushed  negative
## 1175 1175                 crushing  negative
## 1176 1176                      cry  negative
## 1177 1177                 culpable  negative
## 1178 1178                  culprit  negative
## 1179 1179               cumbersome  negative
## 1180 1180                     cunt  negative
## 1181 1181                    cunts  negative
## 1182 1182                  cuplrit  negative
## 1183 1183                     cure  positive
## 1184 1184                 cure-all  positive
## 1185 1185                    curse  negative
## 1186 1186                   cursed  negative
## 1187 1187                   curses  negative
## 1188 1188                     curt  negative
## 1189 1189                    cushy  positive
## 1190 1190                     cuss  negative
## 1191 1191                   cussed  negative
## 1192 1192                     cute  positive
## 1193 1193                 cuteness  positive
## 1194 1194                cutthroat  negative
## 1195 1195                  cynical  negative
## 1196 1196                 cynicism  negative
## 1197 1197                     d*mn  negative
## 1198 1198                   damage  negative
## 1199 1199                  damaged  negative
## 1200 1200                  damages  negative
## 1201 1201                 damaging  negative
## 1202 1202                     damn  negative
## 1203 1203                 damnable  negative
## 1204 1204                 damnably  negative
## 1205 1205                damnation  negative
## 1206 1206                   damned  negative
## 1207 1207                  damning  negative
## 1208 1208                   damper  negative
## 1209 1209                   danger  negative
## 1210 1210                dangerous  negative
## 1211 1211            dangerousness  negative
## 1212 1212                    danke  positive
## 1213 1213                   danken  positive
## 1214 1214                   daring  positive
## 1215 1215                 daringly  positive
## 1216 1216                     dark  negative
## 1217 1217                   darken  negative
## 1218 1218                 darkened  negative
## 1219 1219                   darker  negative
## 1220 1220                 darkness  negative
## 1221 1221                  darling  positive
## 1222 1222                  dashing  positive
## 1223 1223                  dastard  negative
## 1224 1224                dastardly  negative
## 1225 1225                    daunt  negative
## 1226 1226                 daunting  negative
## 1227 1227               dauntingly  negative
## 1228 1228                dauntless  positive
## 1229 1229                   dawdle  negative
## 1230 1230                     dawn  positive
## 1231 1231                     daze  negative
## 1232 1232                    dazed  negative
## 1233 1233                   dazzle  positive
## 1234 1234                  dazzled  positive
## 1235 1235                 dazzling  positive
## 1236 1236                     dead  negative
## 1237 1237               dead-cheap  positive
## 1238 1238                  dead-on  positive
## 1239 1239                 deadbeat  negative
## 1240 1240                 deadlock  negative
## 1241 1241                   deadly  negative
## 1242 1242               deadweight  negative
## 1243 1243                     deaf  negative
## 1244 1244                   dearth  negative
## 1245 1245                    death  negative
## 1246 1246                  debacle  negative
## 1247 1247                   debase  negative
## 1248 1248               debasement  negative
## 1249 1249                  debaser  negative
## 1250 1250                debatable  negative
## 1251 1251                  debauch  negative
## 1252 1252                debaucher  negative
## 1253 1253               debauchery  negative
## 1254 1254               debilitate  negative
## 1255 1255             debilitating  negative
## 1256 1256                 debility  negative
## 1257 1257                     debt  negative
## 1258 1258                    debts  negative
## 1259 1259                decadence  negative
## 1260 1260                 decadent  negative
## 1261 1261                    decay  negative
## 1262 1262                  decayed  negative
## 1263 1263                   deceit  negative
## 1264 1264                deceitful  negative
## 1265 1265              deceitfully  negative
## 1266 1266            deceitfulness  negative
## 1267 1267                  deceive  negative
## 1268 1268                 deceiver  negative
## 1269 1269                deceivers  negative
## 1270 1270                deceiving  negative
## 1271 1271                  decency  positive
## 1272 1272                   decent  positive
## 1273 1273                deception  negative
## 1274 1274                deceptive  negative
## 1275 1275              deceptively  negative
## 1276 1276                 decisive  positive
## 1277 1277             decisiveness  positive
## 1278 1278                  declaim  negative
## 1279 1279                  decline  negative
## 1280 1280                 declines  negative
## 1281 1281                declining  negative
## 1282 1282                decrement  negative
## 1283 1283                 decrepit  negative
## 1284 1284              decrepitude  negative
## 1285 1285                    decry  negative
## 1286 1286                dedicated  positive
## 1287 1287               defamation  negative
## 1288 1288              defamations  negative
## 1289 1289               defamatory  negative
## 1290 1290                   defame  negative
## 1291 1291                   defeat  positive
## 1292 1292                 defeated  positive
## 1293 1293                defeating  positive
## 1294 1294                  defeats  positive
## 1295 1295                   defect  negative
## 1296 1296                defective  negative
## 1297 1297                  defects  negative
## 1298 1298                 defender  positive
## 1299 1299                defensive  negative
## 1300 1300                deference  positive
## 1301 1301                 defiance  negative
## 1302 1302                  defiant  negative
## 1303 1303                defiantly  negative
## 1304 1304             deficiencies  negative
## 1305 1305               deficiency  negative
## 1306 1306                deficient  negative
## 1307 1307                   defile  negative
## 1308 1308                  defiler  negative
## 1309 1309                   deform  negative
## 1310 1310                 deformed  negative
## 1311 1311               defrauding  negative
## 1312 1312                     deft  positive
## 1313 1313                  defunct  negative
## 1314 1314                     defy  negative
## 1315 1315               degenerate  negative
## 1316 1316             degenerately  negative
## 1317 1317             degeneration  negative
## 1318 1318               deginified  positive
## 1319 1319              degradation  negative
## 1320 1320                  degrade  negative
## 1321 1321                degrading  negative
## 1322 1322              degradingly  negative
## 1323 1323           dehumanization  negative
## 1324 1324               dehumanize  negative
## 1325 1325                    deign  negative
## 1326 1326                   deject  negative
## 1327 1327                 dejected  negative
## 1328 1328               dejectedly  negative
## 1329 1329                dejection  negative
## 1330 1330                    delay  negative
## 1331 1331                  delayed  negative
## 1332 1332                 delaying  negative
## 1333 1333                   delays  negative
## 1334 1334               delectable  positive
## 1335 1335                 delicacy  positive
## 1336 1336                 delicate  positive
## 1337 1337                delicious  positive
## 1338 1338                  delight  positive
## 1339 1339                delighted  positive
## 1340 1340               delightful  positive
## 1341 1341             delightfully  positive
## 1342 1342           delightfulness  positive
## 1343 1343              delinquency  negative
## 1344 1344               delinquent  negative
## 1345 1345                delirious  negative
## 1346 1346                 delirium  negative
## 1347 1347                   delude  negative
## 1348 1348                  deluded  negative
## 1349 1349                   deluge  negative
## 1350 1350                 delusion  negative
## 1351 1351               delusional  negative
## 1352 1352                delusions  negative
## 1353 1353                   demean  negative
## 1354 1354                demeaning  negative
## 1355 1355                   demise  negative
## 1356 1356                 demolish  negative
## 1357 1357               demolisher  negative
## 1358 1358                    demon  negative
## 1359 1359                  demonic  negative
## 1360 1360                 demonize  negative
## 1361 1361                demonized  negative
## 1362 1362                demonizes  negative
## 1363 1363               demonizing  negative
## 1364 1364               demoralize  negative
## 1365 1365             demoralizing  negative
## 1366 1366           demoralizingly  negative
## 1367 1367                   denial  negative
## 1368 1368                   denied  negative
## 1369 1369                   denies  negative
## 1370 1370                denigrate  negative
## 1371 1371                 denounce  negative
## 1372 1372                    dense  negative
## 1373 1373                     dent  negative
## 1374 1374                   dented  negative
## 1375 1375                    dents  negative
## 1376 1376               denunciate  negative
## 1377 1377             denunciation  negative
## 1378 1378            denunciations  negative
## 1379 1379                     deny  negative
## 1380 1380                  denying  negative
## 1381 1381               dependable  positive
## 1382 1382               dependably  positive
## 1383 1383                  deplete  negative
## 1384 1384               deplorable  negative
## 1385 1385               deplorably  negative
## 1386 1386                  deplore  negative
## 1387 1387                deploring  negative
## 1388 1388              deploringly  negative
## 1389 1389                  deprave  negative
## 1390 1390                 depraved  negative
## 1391 1391               depravedly  negative
## 1392 1392                deprecate  negative
## 1393 1393                  depress  negative
## 1394 1394                depressed  negative
## 1395 1395               depressing  negative
## 1396 1396             depressingly  negative
## 1397 1397               depression  negative
## 1398 1398              depressions  negative
## 1399 1399                  deprive  negative
## 1400 1400                 deprived  negative
## 1401 1401                   deride  negative
## 1402 1402                 derision  negative
## 1403 1403                 derisive  negative
## 1404 1404               derisively  negative
## 1405 1405             derisiveness  negative
## 1406 1406               derogatory  negative
## 1407 1407                desecrate  negative
## 1408 1408                   desert  negative
## 1409 1409                desertion  negative
## 1410 1410               deservedly  positive
## 1411 1411                deserving  positive
## 1412 1412                desiccate  negative
## 1413 1413               desiccated  negative
## 1414 1414                desirable  positive
## 1415 1415                 desiring  positive
## 1416 1416                 desirous  positive
## 1417 1417               desititute  negative
## 1418 1418                 desolate  negative
## 1419 1419               desolately  negative
## 1420 1420               desolation  negative
## 1421 1421                  despair  negative
## 1422 1422               despairing  negative
## 1423 1423             despairingly  negative
## 1424 1424                desperate  negative
## 1425 1425              desperately  negative
## 1426 1426              desperation  negative
## 1427 1427               despicable  negative
## 1428 1428               despicably  negative
## 1429 1429                  despise  negative
## 1430 1430                 despised  negative
## 1431 1431                  despoil  negative
## 1432 1432                despoiler  negative
## 1433 1433              despondence  negative
## 1434 1434              despondency  negative
## 1435 1435               despondent  negative
## 1436 1436             despondently  negative
## 1437 1437                   despot  negative
## 1438 1438                 despotic  negative
## 1439 1439                despotism  negative
## 1440 1440          destabilisation  negative
## 1441 1441                 destains  negative
## 1442 1442                  destiny  positive
## 1443 1443                destitute  negative
## 1444 1444              destitution  negative
## 1445 1445                  destroy  negative
## 1446 1446                destroyer  negative
## 1447 1447              destruction  negative
## 1448 1448              destructive  negative
## 1449 1449                desultory  negative
## 1450 1450               detachable  positive
## 1451 1451                    deter  negative
## 1452 1452              deteriorate  negative
## 1453 1453            deteriorating  negative
## 1454 1454            deterioration  negative
## 1455 1455                deterrent  negative
## 1456 1456                   detest  negative
## 1457 1457               detestable  negative
## 1458 1458               detestably  negative
## 1459 1459                 detested  negative
## 1460 1460                detesting  negative
## 1461 1461                  detests  negative
## 1462 1462                  detract  negative
## 1463 1463                detracted  negative
## 1464 1464               detracting  negative
## 1465 1465               detraction  negative
## 1466 1466                 detracts  negative
## 1467 1467                detriment  negative
## 1468 1468              detrimental  negative
## 1469 1469                devastate  negative
## 1470 1470               devastated  negative
## 1471 1471               devastates  negative
## 1472 1472              devastating  negative
## 1473 1473            devastatingly  negative
## 1474 1474              devastation  negative
## 1475 1475                  deviate  negative
## 1476 1476                deviation  negative
## 1477 1477                    devil  negative
## 1478 1478                 devilish  negative
## 1479 1479               devilishly  negative
## 1480 1480                devilment  negative
## 1481 1481                  devilry  negative
## 1482 1482                  devious  negative
## 1483 1483                deviously  negative
## 1484 1484              deviousness  negative
## 1485 1485                   devoid  negative
## 1486 1486                   devout  positive
## 1487 1487                dexterous  positive
## 1488 1488              dexterously  positive
## 1489 1489                 dextrous  positive
## 1490 1490                 diabolic  negative
## 1491 1491               diabolical  negative
## 1492 1492             diabolically  negative
## 1493 1493            diametrically  negative
## 1494 1494              diappointed  negative
## 1495 1495                 diatribe  negative
## 1496 1496                diatribes  negative
## 1497 1497                     dick  negative
## 1498 1498                 dictator  negative
## 1499 1499              dictatorial  negative
## 1500 1500                      die  negative
## 1501 1501                 die-hard  negative
## 1502 1502                     died  negative
## 1503 1503                     dies  negative
## 1504 1504                difficult  negative
## 1505 1505             difficulties  negative
## 1506 1506               difficulty  negative
## 1507 1507               diffidence  negative
## 1508 1508                dignified  positive
## 1509 1509                  dignify  positive
## 1510 1510                  dignity  positive
## 1511 1511              dilapidated  negative
## 1512 1512                  dilemma  negative
## 1513 1513                diligence  positive
## 1514 1514                 diligent  positive
## 1515 1515               diligently  positive
## 1516 1516              dilly-dally  negative
## 1517 1517                      dim  negative
## 1518 1518                   dimmer  negative
## 1519 1519                      din  negative
## 1520 1520                     ding  negative
## 1521 1521                    dings  negative
## 1522 1522                    dinky  negative
## 1523 1523               diplomatic  positive
## 1524 1524                     dire  negative
## 1525 1525                   direly  negative
## 1526 1526                 direness  negative
## 1527 1527                     dirt  negative
## 1528 1528               dirt-cheap  positive
## 1529 1529                  dirtbag  negative
## 1530 1530                 dirtbags  negative
## 1531 1531                    dirts  negative
## 1532 1532                    dirty  negative
## 1533 1533                  disable  negative
## 1534 1534                 disabled  negative
## 1535 1535                disaccord  negative
## 1536 1536             disadvantage  negative
## 1537 1537            disadvantaged  negative
## 1538 1538          disadvantageous  negative
## 1539 1539            disadvantages  negative
## 1540 1540                disaffect  negative
## 1541 1541              disaffected  negative
## 1542 1542                disaffirm  negative
## 1543 1543                 disagree  negative
## 1544 1544             disagreeable  negative
## 1545 1545             disagreeably  negative
## 1546 1546                disagreed  negative
## 1547 1547              disagreeing  negative
## 1548 1548             disagreement  negative
## 1549 1549                disagrees  negative
## 1550 1550                 disallow  negative
## 1551 1551              disapointed  negative
## 1552 1552             disapointing  negative
## 1553 1553            disapointment  negative
## 1554 1554               disappoint  negative
## 1555 1555             disappointed  negative
## 1556 1556            disappointing  negative
## 1557 1557          disappointingly  negative
## 1558 1558           disappointment  negative
## 1559 1559          disappointments  negative
## 1560 1560              disappoints  negative
## 1561 1561           disapprobation  negative
## 1562 1562              disapproval  negative
## 1563 1563               disapprove  negative
## 1564 1564             disapproving  negative
## 1565 1565                   disarm  negative
## 1566 1566                 disarray  negative
## 1567 1567                 disaster  negative
## 1568 1568              disasterous  negative
## 1569 1569               disastrous  negative
## 1570 1570             disastrously  negative
## 1571 1571                  disavow  negative
## 1572 1572                disavowal  negative
## 1573 1573                disbelief  negative
## 1574 1574               disbelieve  negative
## 1575 1575              disbeliever  negative
## 1576 1576                 disclaim  negative
## 1577 1577           discombobulate  negative
## 1578 1578                discomfit  negative
## 1579 1579           discomfititure  negative
## 1580 1580               discomfort  negative
## 1581 1581               discompose  negative
## 1582 1582               disconcert  negative
## 1583 1583             disconcerted  negative
## 1584 1584            disconcerting  negative
## 1585 1585          disconcertingly  negative
## 1586 1586             disconsolate  negative
## 1587 1587           disconsolately  negative
## 1588 1588           disconsolation  negative
## 1589 1589               discontent  negative
## 1590 1590             discontented  negative
## 1591 1591           discontentedly  negative
## 1592 1592             discontinued  negative
## 1593 1593            discontinuity  negative
## 1594 1594            discontinuous  negative
## 1595 1595                  discord  negative
## 1596 1596              discordance  negative
## 1597 1597               discordant  negative
## 1598 1598           discountenance  negative
## 1599 1599               discourage  negative
## 1600 1600           discouragement  negative
## 1601 1601             discouraging  negative
## 1602 1602           discouragingly  negative
## 1603 1603             discourteous  negative
## 1604 1604           discourteously  negative
## 1605 1605             discoutinous  negative
## 1606 1606                discredit  negative
## 1607 1607               discrepant  negative
## 1608 1608             discriminate  negative
## 1609 1609           discrimination  negative
## 1610 1610           discriminatory  negative
## 1611 1611                  disdain  negative
## 1612 1612                disdained  negative
## 1613 1613               disdainful  negative
## 1614 1614             disdainfully  negative
## 1615 1615                 disfavor  negative
## 1616 1616                 disgrace  negative
## 1617 1617                disgraced  negative
## 1618 1618              disgraceful  negative
## 1619 1619            disgracefully  negative
## 1620 1620               disgruntle  negative
## 1621 1621              disgruntled  negative
## 1622 1622                  disgust  negative
## 1623 1623                disgusted  negative
## 1624 1624              disgustedly  negative
## 1625 1625               disgustful  negative
## 1626 1626             disgustfully  negative
## 1627 1627               disgusting  negative
## 1628 1628             disgustingly  negative
## 1629 1629               dishearten  negative
## 1630 1630            disheartening  negative
## 1631 1631          dishearteningly  negative
## 1632 1632                dishonest  negative
## 1633 1633              dishonestly  negative
## 1634 1634               dishonesty  negative
## 1635 1635                 dishonor  negative
## 1636 1636             dishonorable  negative
## 1637 1637           dishonorablely  negative
## 1638 1638              disillusion  negative
## 1639 1639            disillusioned  negative
## 1640 1640          disillusionment  negative
## 1641 1641             disillusions  negative
## 1642 1642           disinclination  negative
## 1643 1643              disinclined  negative
## 1644 1644             disingenuous  negative
## 1645 1645           disingenuously  negative
## 1646 1646             disintegrate  negative
## 1647 1647            disintegrated  negative
## 1648 1648            disintegrates  negative
## 1649 1649           disintegration  negative
## 1650 1650              disinterest  negative
## 1651 1651            disinterested  negative
## 1652 1652                  dislike  negative
## 1653 1653                 disliked  negative
## 1654 1654                 dislikes  negative
## 1655 1655                disliking  negative
## 1656 1656               dislocated  negative
## 1657 1657                 disloyal  negative
## 1658 1658               disloyalty  negative
## 1659 1659                   dismal  negative
## 1660 1660                 dismally  negative
## 1661 1661               dismalness  negative
## 1662 1662                   dismay  negative
## 1663 1663                 dismayed  negative
## 1664 1664                dismaying  negative
## 1665 1665              dismayingly  negative
## 1666 1666               dismissive  negative
## 1667 1667             dismissively  negative
## 1668 1668             disobedience  negative
## 1669 1669              disobedient  negative
## 1670 1670                  disobey  negative
## 1671 1671             disoobedient  negative
## 1672 1672                 disorder  negative
## 1673 1673               disordered  negative
## 1674 1674               disorderly  negative
## 1675 1675             disorganized  negative
## 1676 1676                disorient  negative
## 1677 1677              disoriented  negative
## 1678 1678                   disown  negative
## 1679 1679                disparage  negative
## 1680 1680              disparaging  negative
## 1681 1681            disparagingly  negative
## 1682 1682              dispensable  negative
## 1683 1683                 dispirit  negative
## 1684 1684               dispirited  negative
## 1685 1685             dispiritedly  negative
## 1686 1686              dispiriting  negative
## 1687 1687                 displace  negative
## 1688 1688                displaced  negative
## 1689 1689                displease  negative
## 1690 1690               displeased  negative
## 1691 1691              displeasing  negative
## 1692 1692              displeasure  negative
## 1693 1693         disproportionate  negative
## 1694 1694                 disprove  negative
## 1695 1695               disputable  negative
## 1696 1696                  dispute  negative
## 1697 1697                 disputed  negative
## 1698 1698                 disquiet  negative
## 1699 1699              disquieting  negative
## 1700 1700            disquietingly  negative
## 1701 1701              disquietude  negative
## 1702 1702                disregard  negative
## 1703 1703             disregardful  negative
## 1704 1704             disreputable  negative
## 1705 1705                disrepute  negative
## 1706 1706               disrespect  negative
## 1707 1707           disrespectable  negative
## 1708 1708         disrespectablity  negative
## 1709 1709            disrespectful  negative
## 1710 1710          disrespectfully  negative
## 1711 1711        disrespectfulness  negative
## 1712 1712            disrespecting  negative
## 1713 1713                  disrupt  negative
## 1714 1714               disruption  negative
## 1715 1715               disruptive  negative
## 1716 1716                     diss  negative
## 1717 1717             dissapointed  negative
## 1718 1718            dissappointed  negative
## 1719 1719           dissappointing  negative
## 1720 1720          dissatisfaction  negative
## 1721 1721          dissatisfactory  negative
## 1722 1722             dissatisfied  negative
## 1723 1723             dissatisfies  negative
## 1724 1724               dissatisfy  negative
## 1725 1725            dissatisfying  negative
## 1726 1726                   dissed  negative
## 1727 1727                dissemble  negative
## 1728 1728               dissembler  negative
## 1729 1729               dissension  negative
## 1730 1730                  dissent  negative
## 1731 1731                dissenter  negative
## 1732 1732               dissention  negative
## 1733 1733               disservice  negative
## 1734 1734                   disses  negative
## 1735 1735               dissidence  negative
## 1736 1736                dissident  negative
## 1737 1737               dissidents  negative
## 1738 1738                  dissing  negative
## 1739 1739                dissocial  negative
## 1740 1740                dissolute  negative
## 1741 1741              dissolution  negative
## 1742 1742               dissonance  negative
## 1743 1743                dissonant  negative
## 1744 1744              dissonantly  negative
## 1745 1745                 dissuade  negative
## 1746 1746               dissuasive  negative
## 1747 1747                 distains  negative
## 1748 1748                 distaste  negative
## 1749 1749              distasteful  negative
## 1750 1750            distastefully  negative
## 1751 1751              distinction  positive
## 1752 1752              distinctive  positive
## 1753 1753            distinguished  positive
## 1754 1754                  distort  negative
## 1755 1755                distorted  negative
## 1756 1756               distortion  negative
## 1757 1757                 distorts  negative
## 1758 1758                 distract  negative
## 1759 1759              distracting  negative
## 1760 1760              distraction  negative
## 1761 1761               distraught  negative
## 1762 1762             distraughtly  negative
## 1763 1763           distraughtness  negative
## 1764 1764                 distress  negative
## 1765 1765               distressed  negative
## 1766 1766              distressing  negative
## 1767 1767            distressingly  negative
## 1768 1768                 distrust  negative
## 1769 1769              distrustful  negative
## 1770 1770              distrusting  negative
## 1771 1771                  disturb  negative
## 1772 1772              disturbance  negative
## 1773 1773                disturbed  negative
## 1774 1774               disturbing  negative
## 1775 1775             disturbingly  negative
## 1776 1776                 disunity  negative
## 1777 1777                 disvalue  negative
## 1778 1778                divergent  negative
## 1779 1779              diversified  positive
## 1780 1780                   divine  positive
## 1781 1781                 divinely  positive
## 1782 1782                 divisive  negative
## 1783 1783               divisively  negative
## 1784 1784             divisiveness  negative
## 1785 1785                  dizzing  negative
## 1786 1786                dizzingly  negative
## 1787 1787                    dizzy  negative
## 1788 1788                doddering  negative
## 1789 1789                   dodgey  negative
## 1790 1790                   dogged  negative
## 1791 1791                 doggedly  negative
## 1792 1792                 dogmatic  negative
## 1793 1793                 doldrums  negative
## 1794 1794                 dominate  positive
## 1795 1795                dominated  positive
## 1796 1796                dominates  positive
## 1797 1797                 domineer  negative
## 1798 1798              domineering  negative
## 1799 1799                  donside  negative
## 1800 1800                     doom  negative
## 1801 1801                   doomed  negative
## 1802 1802                 doomsday  negative
## 1803 1803                     dope  negative
## 1804 1804                     dote  positive
## 1805 1805                 dotingly  positive
## 1806 1806                    doubt  negative
## 1807 1807                 doubtful  negative
## 1808 1808               doubtfully  negative
## 1809 1809                doubtless  positive
## 1810 1810                   doubts  negative
## 1811 1811                 douchbag  negative
## 1812 1812                douchebag  negative
## 1813 1813               douchebags  negative
## 1814 1814                 downbeat  negative
## 1815 1815                 downcast  negative
## 1816 1816                   downer  negative
## 1817 1817                 downfall  negative
## 1818 1818               downfallen  negative
## 1819 1819                downgrade  negative
## 1820 1820              downhearted  negative
## 1821 1821            downheartedly  negative
## 1822 1822                 downhill  negative
## 1823 1823                 downside  negative
## 1824 1824                downsides  negative
## 1825 1825                 downturn  negative
## 1826 1826                downturns  negative
## 1827 1827                     drab  negative
## 1828 1828                draconian  negative
## 1829 1829                 draconic  negative
## 1830 1830                     drag  negative
## 1831 1831                  dragged  negative
## 1832 1832                 dragging  negative
## 1833 1833                  dragoon  negative
## 1834 1834                    drags  negative
## 1835 1835                    drain  negative
## 1836 1836                  drained  negative
## 1837 1837                 draining  negative
## 1838 1838                   drains  negative
## 1839 1839                  drastic  negative
## 1840 1840              drastically  negative
## 1841 1841                 drawback  negative
## 1842 1842                drawbacks  negative
## 1843 1843                    dread  negative
## 1844 1844                 dreadful  negative
## 1845 1845               dreadfully  negative
## 1846 1846             dreadfulness  negative
## 1847 1847                dreamland  positive
## 1848 1848                   dreary  negative
## 1849 1849                  dripped  negative
## 1850 1850                 dripping  negative
## 1851 1851                   drippy  negative
## 1852 1852                    drips  negative
## 1853 1853                   drones  negative
## 1854 1854                    droop  negative
## 1855 1855                   droops  negative
## 1856 1856                 drop-out  negative
## 1857 1857                drop-outs  negative
## 1858 1858                  dropout  negative
## 1859 1859                 dropouts  negative
## 1860 1860                  drought  negative
## 1861 1861                 drowning  negative
## 1862 1862                    drunk  negative
## 1863 1863                 drunkard  negative
## 1864 1864                  drunken  negative
## 1865 1865                  dubious  negative
## 1866 1866                dubiously  negative
## 1867 1867                dubitable  negative
## 1868 1868                      dud  negative
## 1869 1869                     dull  negative
## 1870 1870                  dullard  negative
## 1871 1871                     dumb  negative
## 1872 1872                dumbfound  negative
## 1873 1873              dumbfounded  positive
## 1874 1874             dumbfounding  positive
## 1875 1875              dummy-proof  positive
## 1876 1876                     dump  negative
## 1877 1877                   dumped  negative
## 1878 1878                  dumping  negative
## 1879 1879                    dumps  negative
## 1880 1880                    dunce  negative
## 1881 1881                  dungeon  negative
## 1882 1882                 dungeons  negative
## 1883 1883                     dupe  negative
## 1884 1884                  durable  positive
## 1885 1885                     dust  negative
## 1886 1886                    dusty  negative
## 1887 1887                dwindling  negative
## 1888 1888                    dying  negative
## 1889 1889                  dynamic  positive
## 1890 1890                    eager  positive
## 1891 1891                  eagerly  positive
## 1892 1892                eagerness  positive
## 1893 1893                  earnest  positive
## 1894 1894                earnestly  positive
## 1895 1895              earnestness  positive
## 1896 1896             earsplitting  negative
## 1897 1897                     ease  positive
## 1898 1898                    eased  positive
## 1899 1899                    eases  positive
## 1900 1900                   easier  positive
## 1901 1901                  easiest  positive
## 1902 1902                 easiness  positive
## 1903 1903                   easing  positive
## 1904 1904                     easy  positive
## 1905 1905              easy-to-use  positive
## 1906 1906                easygoing  positive
## 1907 1907               ebullience  positive
## 1908 1908                ebullient  positive
## 1909 1909              ebulliently  positive
## 1910 1910                eccentric  negative
## 1911 1911             eccentricity  negative
## 1912 1912               ecenomical  positive
## 1913 1913               economical  positive
## 1914 1914                ecstasies  positive
## 1915 1915                  ecstasy  positive
## 1916 1916                 ecstatic  positive
## 1917 1917             ecstatically  positive
## 1918 1918                    edify  positive
## 1919 1919                 educated  positive
## 1920 1920                effective  positive
## 1921 1921              effectively  positive
## 1922 1922            effectiveness  positive
## 1923 1923                effectual  positive
## 1924 1924              efficacious  positive
## 1925 1925                efficient  positive
## 1926 1926              efficiently  positive
## 1927 1927                   effigy  negative
## 1928 1928               effortless  positive
## 1929 1929             effortlessly  positive
## 1930 1930               effrontery  negative
## 1931 1931                 effusion  positive
## 1932 1932                 effusive  positive
## 1933 1933               effusively  positive
## 1934 1934             effusiveness  positive
## 1935 1935               egocentric  negative
## 1936 1936                 egomania  negative
## 1937 1937                  egotism  negative
## 1938 1938              egotistical  negative
## 1939 1939            egotistically  negative
## 1940 1940                egregious  negative
## 1941 1941              egregiously  negative
## 1942 1942                     elan  positive
## 1943 1943                    elate  positive
## 1944 1944                   elated  positive
## 1945 1945                 elatedly  positive
## 1946 1946                  elation  positive
## 1947 1947          election-rigger  negative
## 1948 1948                electrify  positive
## 1949 1949                 elegance  positive
## 1950 1950                  elegant  positive
## 1951 1951                elegantly  positive
## 1952 1952                  elevate  positive
## 1953 1953              elimination  negative
## 1954 1954                    elite  positive
## 1955 1955                eloquence  positive
## 1956 1956                 eloquent  positive
## 1957 1957               eloquently  positive
## 1958 1958                emaciated  negative
## 1959 1959               emasculate  negative
## 1960 1960                embarrass  negative
## 1961 1961             embarrassing  negative
## 1962 1962           embarrassingly  negative
## 1963 1963            embarrassment  negative
## 1964 1964                embattled  negative
## 1965 1965                 embolden  positive
## 1966 1966                  embroil  negative
## 1967 1967                embroiled  negative
## 1968 1968              embroilment  negative
## 1969 1969                emergency  negative
## 1970 1970                 eminence  positive
## 1971 1971                  eminent  positive
## 1972 1972                empathize  positive
## 1973 1973                  empathy  positive
## 1974 1974                 emphatic  negative
## 1975 1975             emphatically  negative
## 1976 1976                  empower  positive
## 1977 1977              empowerment  positive
## 1978 1978                emptiness  negative
## 1979 1979                  enchant  positive
## 1980 1980                enchanted  positive
## 1981 1981               enchanting  positive
## 1982 1982             enchantingly  positive
## 1983 1983                encourage  positive
## 1984 1984            encouragement  positive
## 1985 1985              encouraging  positive
## 1986 1986            encouragingly  positive
## 1987 1987                 encroach  negative
## 1988 1988             encroachment  negative
## 1989 1989                 endanger  negative
## 1990 1990                   endear  positive
## 1991 1991                endearing  positive
## 1992 1992                  endorse  positive
## 1993 1993                 endorsed  positive
## 1994 1994              endorsement  positive
## 1995 1995                 endorses  positive
## 1996 1996                endorsing  positive
## 1997 1997                  enemies  negative
## 1998 1998                    enemy  negative
## 1999 1999                energetic  positive
## 2000 2000                 energize  positive
## 2001 2001         energy-efficient  positive
## 2002 2002            energy-saving  positive
## 2003 2003                 enervate  negative
## 2004 2004                 enfeeble  negative
## 2005 2005                  enflame  negative
## 2006 2006                 engaging  positive
## 2007 2007               engrossing  positive
## 2008 2008                   engulf  negative
## 2009 2009                  enhance  positive
## 2010 2010                 enhanced  positive
## 2011 2011              enhancement  positive
## 2012 2012                 enhances  positive
## 2013 2013                   enjoin  negative
## 2014 2014                    enjoy  positive
## 2015 2015                enjoyable  positive
## 2016 2016                enjoyably  positive
## 2017 2017                  enjoyed  positive
## 2018 2018                 enjoying  positive
## 2019 2019                enjoyment  positive
## 2020 2020                   enjoys  positive
## 2021 2021                enlighten  positive
## 2022 2022            enlightenment  positive
## 2023 2023                  enliven  positive
## 2024 2024                   enmity  negative
## 2025 2025                  ennoble  positive
## 2026 2026                   enough  positive
## 2027 2027                   enrage  negative
## 2028 2028                  enraged  negative
## 2029 2029                 enraging  negative
## 2030 2030                   enrapt  positive
## 2031 2031                enrapture  positive
## 2032 2032               enraptured  positive
## 2033 2033                   enrich  positive
## 2034 2034               enrichment  positive
## 2035 2035                  enslave  negative
## 2036 2036                 entangle  negative
## 2037 2037             entanglement  negative
## 2038 2038             enterprising  positive
## 2039 2039                entertain  positive
## 2040 2040             entertaining  positive
## 2041 2041               entertains  positive
## 2042 2042                  enthral  positive
## 2043 2043                 enthrall  positive
## 2044 2044               enthralled  positive
## 2045 2045                  enthuse  positive
## 2046 2046               enthusiasm  positive
## 2047 2047               enthusiast  positive
## 2048 2048             enthusiastic  positive
## 2049 2049         enthusiastically  positive
## 2050 2050                   entice  positive
## 2051 2051                  enticed  positive
## 2052 2052                 enticing  positive
## 2053 2053               enticingly  positive
## 2054 2054                entranced  positive
## 2055 2055               entrancing  positive
## 2056 2056                   entrap  negative
## 2057 2057               entrapment  negative
## 2058 2058                  entrust  positive
## 2059 2059                 enviable  positive
## 2060 2060                 enviably  positive
## 2061 2061                  envious  positive
## 2062 2062                  envious  negative
## 2063 2063                enviously  positive
## 2064 2064                enviously  negative
## 2065 2065              enviousness  positive
## 2066 2066              enviousness  negative
## 2067 2067                     envy  positive
## 2068 2068                 epidemic  negative
## 2069 2069                equitable  positive
## 2070 2070                equivocal  negative
## 2071 2071                    erase  negative
## 2072 2072              ergonomical  positive
## 2073 2073                    erode  negative
## 2074 2074                   erodes  negative
## 2075 2075                  erosion  negative
## 2076 2076                      err  negative
## 2077 2077                 err-free  positive
## 2078 2078                   errant  negative
## 2079 2079                  erratic  negative
## 2080 2080              erratically  negative
## 2081 2081                erroneous  negative
## 2082 2082              erroneously  negative
## 2083 2083                    error  negative
## 2084 2084                   errors  negative
## 2085 2085                  erudite  positive
## 2086 2086                eruptions  negative
## 2087 2087                 escapade  negative
## 2088 2088                   eschew  negative
## 2089 2089                estranged  negative
## 2090 2090                  ethical  positive
## 2091 2091                 eulogize  positive
## 2092 2092                 euphoria  positive
## 2093 2093                 euphoric  positive
## 2094 2094             euphorically  positive
## 2095 2095                    evade  negative
## 2096 2096               evaluative  positive
## 2097 2097                  evasion  negative
## 2098 2098                  evasive  negative
## 2099 2099                   evenly  positive
## 2100 2100                 eventful  positive
## 2101 2101              everlasting  positive
## 2102 2102                     evil  negative
## 2103 2103                 evildoer  negative
## 2104 2104                    evils  negative
## 2105 2105               eviscerate  negative
## 2106 2106                evocative  positive
## 2107 2107               exacerbate  negative
## 2108 2108                exagerate  negative
## 2109 2109               exagerated  negative
## 2110 2110               exagerates  negative
## 2111 2111               exaggerate  negative
## 2112 2112             exaggeration  negative
## 2113 2113                    exalt  positive
## 2114 2114               exaltation  positive
## 2115 2115                  exalted  positive
## 2116 2116                exaltedly  positive
## 2117 2117                 exalting  positive
## 2118 2118               exaltingly  positive
## 2119 2119                 examplar  positive
## 2120 2120                examplary  positive
## 2121 2121               exasperate  negative
## 2122 2122              exasperated  negative
## 2123 2123             exasperating  negative
## 2124 2124           exasperatingly  negative
## 2125 2125             exasperation  negative
## 2126 2126                excallent  positive
## 2127 2127                   exceed  positive
## 2128 2128                 exceeded  positive
## 2129 2129                exceeding  positive
## 2130 2130              exceedingly  positive
## 2131 2131                  exceeds  positive
## 2132 2132                    excel  positive
## 2133 2133                  exceled  positive
## 2134 2134                 excelent  positive
## 2135 2135                excellant  positive
## 2136 2136                 excelled  positive
## 2137 2137               excellence  positive
## 2138 2138               excellency  positive
## 2139 2139                excellent  positive
## 2140 2140              excellently  positive
## 2141 2141                   excels  positive
## 2142 2142              exceptional  positive
## 2143 2143            exceptionally  positive
## 2144 2144                excessive  negative
## 2145 2145              excessively  negative
## 2146 2146                   excite  positive
## 2147 2147                  excited  positive
## 2148 2148                excitedly  positive
## 2149 2149              excitedness  positive
## 2150 2150               excitement  positive
## 2151 2151                  excites  positive
## 2152 2152                 exciting  positive
## 2153 2153               excitingly  positive
## 2154 2154                exclusion  negative
## 2155 2155                excoriate  negative
## 2156 2156             excruciating  negative
## 2157 2157           excruciatingly  negative
## 2158 2158                   excuse  negative
## 2159 2159                  excuses  negative
## 2160 2160                 execrate  negative
## 2161 2161                 exellent  positive
## 2162 2162                 exemplar  positive
## 2163 2163                exemplary  positive
## 2164 2164                  exhaust  negative
## 2165 2165                exhausted  negative
## 2166 2166               exhaustion  negative
## 2167 2167                 exhausts  negative
## 2168 2168               exhilarate  positive
## 2169 2169             exhilarating  positive
## 2170 2170           exhilaratingly  positive
## 2171 2171             exhilaration  positive
## 2172 2172              exhorbitant  negative
## 2173 2173                   exhort  negative
## 2174 2174                    exile  negative
## 2175 2175                exonerate  positive
## 2176 2176               exorbitant  negative
## 2177 2177           exorbitantance  negative
## 2178 2178             exorbitantly  negative
## 2179 2179                expansive  positive
## 2180 2180            expeditiously  positive
## 2181 2181                    expel  negative
## 2182 2182                expensive  negative
## 2183 2183                 expertly  positive
## 2184 2184                   expire  negative
## 2185 2185                  expired  negative
## 2186 2186                  explode  negative
## 2187 2187                  exploit  negative
## 2188 2188             exploitation  negative
## 2189 2189                explosive  negative
## 2190 2190              expropriate  negative
## 2191 2191            expropriation  negative
## 2192 2192                  expulse  negative
## 2193 2193                  expunge  negative
## 2194 2194                exquisite  positive
## 2195 2195              exquisitely  positive
## 2196 2196              exterminate  negative
## 2197 2197            extermination  negative
## 2198 2198               extinguish  negative
## 2199 2199                    extol  positive
## 2200 2200                   extoll  positive
## 2201 2201                   extort  negative
## 2202 2202                extortion  negative
## 2203 2203               extraneous  negative
## 2204 2204          extraordinarily  positive
## 2205 2205            extraordinary  positive
## 2206 2206             extravagance  negative
## 2207 2207              extravagant  negative
## 2208 2208            extravagantly  negative
## 2209 2209                extremism  negative
## 2210 2210                extremist  negative
## 2211 2211               extremists  negative
## 2212 2212               exuberance  positive
## 2213 2213                exuberant  positive
## 2214 2214              exuberantly  positive
## 2215 2215                    exult  positive
## 2216 2216                 exultant  positive
## 2217 2217               exultation  positive
## 2218 2218               exultingly  positive
## 2219 2219                eye-catch  positive
## 2220 2220             eye-catching  positive
## 2221 2221                 eyecatch  positive
## 2222 2222              eyecatching  positive
## 2223 2223                  eyesore  negative
## 2224 2224                     f**k  negative
## 2225 2225                fabricate  negative
## 2226 2226              fabrication  negative
## 2227 2227                 fabulous  positive
## 2228 2228               fabulously  positive
## 2229 2229                facetious  negative
## 2230 2230              facetiously  negative
## 2231 2231               facilitate  positive
## 2232 2232                     fail  negative
## 2233 2233                   failed  negative
## 2234 2234                  failing  negative
## 2235 2235                    fails  negative
## 2236 2236                  failure  negative
## 2237 2237                 failures  negative
## 2238 2238                    faint  negative
## 2239 2239             fainthearted  negative
## 2240 2240                     fair  positive
## 2241 2241                   fairly  positive
## 2242 2242                 fairness  positive
## 2243 2243                    faith  positive
## 2244 2244                 faithful  positive
## 2245 2245               faithfully  positive
## 2246 2246             faithfulness  positive
## 2247 2247                faithless  negative
## 2248 2248                     fake  negative
## 2249 2249                     fall  negative
## 2250 2250                fallacies  negative
## 2251 2251               fallacious  negative
## 2252 2252             fallaciously  negative
## 2253 2253           fallaciousness  negative
## 2254 2254                  fallacy  negative
## 2255 2255                   fallen  negative
## 2256 2256                  falling  negative
## 2257 2257                  fallout  negative
## 2258 2258                    falls  negative
## 2259 2259                    false  negative
## 2260 2260                falsehood  negative
## 2261 2261                  falsely  negative
## 2262 2262                  falsify  negative
## 2263 2263                   falter  negative
## 2264 2264                 faltered  negative
## 2265 2265                     fame  positive
## 2266 2266                    famed  positive
## 2267 2267                   famine  negative
## 2268 2268                 famished  negative
## 2269 2269                   famous  positive
## 2270 2270                 famously  positive
## 2271 2271                  fanatic  negative
## 2272 2272                fanatical  negative
## 2273 2273              fanatically  negative
## 2274 2274               fanaticism  negative
## 2275 2275                 fanatics  negative
## 2276 2276                  fancier  positive
## 2277 2277                 fanciful  negative
## 2278 2278              fancinating  positive
## 2279 2279                    fancy  positive
## 2280 2280                  fanfare  positive
## 2281 2281                     fans  positive
## 2282 2282                fantastic  positive
## 2283 2283            fantastically  positive
## 2284 2284              far-fetched  negative
## 2285 2285                    farce  negative
## 2286 2286                 farcical  negative
## 2287 2287 farcical-yet-provocative  negative
## 2288 2288               farcically  negative
## 2289 2289               farfetched  negative
## 2290 2290                fascinate  positive
## 2291 2291              fascinating  positive
## 2292 2292            fascinatingly  positive
## 2293 2293              fascination  positive
## 2294 2294                  fascism  negative
## 2295 2295                  fascist  negative
## 2296 2296              fashionable  positive
## 2297 2297              fashionably  positive
## 2298 2298                     fast  positive
## 2299 2299             fast-growing  positive
## 2300 2300               fast-paced  positive
## 2301 2301                   faster  positive
## 2302 2302                  fastest  positive
## 2303 2303          fastest-growing  positive
## 2304 2304               fastidious  negative
## 2305 2305             fastidiously  negative
## 2306 2306                 fastuous  negative
## 2307 2307                      fat  negative
## 2308 2308                  fat-cat  negative
## 2309 2309                 fat-cats  negative
## 2310 2310                    fatal  negative
## 2311 2311               fatalistic  negative
## 2312 2312           fatalistically  negative
## 2313 2313                  fatally  negative
## 2314 2314                   fatcat  negative
## 2315 2315                  fatcats  negative
## 2316 2316                  fateful  negative
## 2317 2317                fatefully  negative
## 2318 2318               fathomless  negative
## 2319 2319                  fatigue  negative
## 2320 2320                 fatigued  negative
## 2321 2321                  fatique  negative
## 2322 2322                    fatty  negative
## 2323 2323                  fatuity  negative
## 2324 2324                  fatuous  negative
## 2325 2325                fatuously  negative
## 2326 2326                    fault  negative
## 2327 2327                faultless  positive
## 2328 2328                   faults  negative
## 2329 2329                   faulty  negative
## 2330 2330                      fav  positive
## 2331 2331                     fave  positive
## 2332 2332                    favor  positive
## 2333 2333                favorable  positive
## 2334 2334                  favored  positive
## 2335 2335                 favorite  positive
## 2336 2336                favorited  positive
## 2337 2337                   favour  positive
## 2338 2338                fawningly  negative
## 2339 2339                     faze  negative
## 2340 2340                     fear  negative
## 2341 2341                  fearful  negative
## 2342 2342                fearfully  negative
## 2343 2343                 fearless  positive
## 2344 2344               fearlessly  positive
## 2345 2345                    fears  negative
## 2346 2346                 fearsome  negative
## 2347 2347                 feasible  positive
## 2348 2348                 feasibly  positive
## 2349 2349                     feat  positive
## 2350 2350             feature-rich  positive
## 2351 2351               fecilitous  positive
## 2352 2352                 feckless  negative
## 2353 2353                   feeble  negative
## 2354 2354                 feeblely  negative
## 2355 2355             feebleminded  negative
## 2356 2356                    feign  negative
## 2357 2357                    feint  negative
## 2358 2358                   feisty  positive
## 2359 2359               felicitate  positive
## 2360 2360               felicitous  positive
## 2361 2361                 felicity  positive
## 2362 2362                     fell  negative
## 2363 2363                    felon  negative
## 2364 2364                felonious  negative
## 2365 2365              ferociously  negative
## 2366 2366                 ferocity  negative
## 2367 2367                  fertile  positive
## 2368 2368                  fervent  positive
## 2369 2369                fervently  positive
## 2370 2370                   fervid  positive
## 2371 2371                 fervidly  positive
## 2372 2372                   fervor  positive
## 2373 2373                  festive  positive
## 2374 2374                    fetid  negative
## 2375 2375                    fever  negative
## 2376 2376                 feverish  negative
## 2377 2377                   fevers  negative
## 2378 2378                   fiasco  negative
## 2379 2379                      fib  negative
## 2380 2380                   fibber  negative
## 2381 2381                   fickle  negative
## 2382 2382                  fiction  negative
## 2383 2383                fictional  negative
## 2384 2384               fictitious  negative
## 2385 2385                 fidelity  positive
## 2386 2386                   fidget  negative
## 2387 2387                  fidgety  negative
## 2388 2388                    fiend  negative
## 2389 2389                 fiendish  negative
## 2390 2390                   fierce  negative
## 2391 2391                    fiery  positive
## 2392 2392               figurehead  negative
## 2393 2393                    filth  negative
## 2394 2394                   filthy  negative
## 2395 2395                  finagle  negative
## 2396 2396                     fine  positive
## 2397 2397             fine-looking  positive
## 2398 2398                   finely  positive
## 2399 2399                    finer  positive
## 2400 2400                   finest  positive
## 2401 2401                  finicky  negative
## 2402 2402                   firmer  positive
## 2403 2403              first-class  positive
## 2404 2404           first-in-class  positive
## 2405 2405               first-rate  positive
## 2406 2406                 fissures  negative
## 2407 2407                     fist  negative
## 2408 2408              flabbergast  negative
## 2409 2409            flabbergasted  negative
## 2410 2410                 flagging  negative
## 2411 2411                 flagrant  negative
## 2412 2412               flagrantly  negative
## 2413 2413                    flair  negative
## 2414 2414                   flairs  negative
## 2415 2415                     flak  negative
## 2416 2416                    flake  negative
## 2417 2417                   flakey  negative
## 2418 2418               flakieness  negative
## 2419 2419                  flaking  negative
## 2420 2420                    flaky  negative
## 2421 2421                    flare  negative
## 2422 2422                   flares  negative
## 2423 2423                  flareup  negative
## 2424 2424                 flareups  negative
## 2425 2425                   flashy  positive
## 2426 2426                 flat-out  negative
## 2427 2427                  flatter  positive
## 2428 2428               flattering  positive
## 2429 2429             flatteringly  positive
## 2430 2430                   flaunt  negative
## 2431 2431                     flaw  negative
## 2432 2432                   flawed  negative
## 2433 2433                 flawless  positive
## 2434 2434               flawlessly  positive
## 2435 2435                    flaws  negative
## 2436 2436                     flee  negative
## 2437 2437                    fleed  negative
## 2438 2438                  fleeing  negative
## 2439 2439                    fleer  negative
## 2440 2440                    flees  negative
## 2441 2441                 fleeting  negative
## 2442 2442              flexibility  positive
## 2443 2443                 flexible  positive
## 2444 2444                flicering  negative
## 2445 2445                  flicker  negative
## 2446 2446               flickering  negative
## 2447 2447                 flickers  negative
## 2448 2448                  flighty  negative
## 2449 2449                 flimflam  negative
## 2450 2450                   flimsy  negative
## 2451 2451                    flirt  negative
## 2452 2452                   flirty  negative
## 2453 2453                  floored  negative
## 2454 2454                 flounder  negative
## 2455 2455              floundering  negative
## 2456 2456                 flourish  positive
## 2457 2457              flourishing  positive
## 2458 2458                    flout  negative
## 2459 2459                   fluent  positive
## 2460 2460                  fluster  negative
## 2461 2461                  flutter  positive
## 2462 2462                      foe  negative
## 2463 2463                     fond  positive
## 2464 2464                   fondly  positive
## 2465 2465                 fondness  positive
## 2466 2466                     fool  negative
## 2467 2467                   fooled  negative
## 2468 2468                foolhardy  negative
## 2469 2469                  foolish  negative
## 2470 2470                foolishly  negative
## 2471 2471              foolishness  negative
## 2472 2472                foolproof  positive
## 2473 2473                   forbid  negative
## 2474 2474                forbidden  negative
## 2475 2475               forbidding  negative
## 2476 2476                 forceful  negative
## 2477 2477               foreboding  negative
## 2478 2478             forebodingly  negative
## 2479 2479                 foremost  positive
## 2480 2480                foresight  positive
## 2481 2481                  forfeit  negative
## 2482 2482                   forged  negative
## 2483 2483                forgetful  negative
## 2484 2484              forgetfully  negative
## 2485 2485            forgetfulness  negative
## 2486 2486                  forlorn  negative
## 2487 2487                forlornly  negative
## 2488 2488               formidable  positive
## 2489 2489                  forsake  negative
## 2490 2490                 forsaken  negative
## 2491 2491                 forswear  negative
## 2492 2492                fortitude  positive
## 2493 2493               fortuitous  positive
## 2494 2494             fortuitously  positive
## 2495 2495                fortunate  positive
## 2496 2496              fortunately  positive
## 2497 2497                  fortune  positive
## 2498 2498                     foul  negative
## 2499 2499                   foully  negative
## 2500 2500                 foulness  negative
## 2501 2501                fractious  negative
## 2502 2502              fractiously  negative
## 2503 2503                 fracture  negative
## 2504 2504                  fragile  negative
## 2505 2505               fragmented  negative
## 2506 2506                 fragrant  positive
## 2507 2507                    frail  negative
## 2508 2508                  frantic  negative
## 2509 2509              frantically  negative
## 2510 2510                franticly  negative
## 2511 2511                    fraud  negative
## 2512 2512               fraudulent  negative
## 2513 2513                  fraught  negative
## 2514 2514                  frazzle  negative
## 2515 2515                 frazzled  negative
## 2516 2516                    freak  negative
## 2517 2517                 freaking  negative
## 2518 2518                 freakish  negative
## 2519 2519               freakishly  negative
## 2520 2520                   freaks  negative
## 2521 2521                     free  positive
## 2522 2522                    freed  positive
## 2523 2523                  freedom  positive
## 2524 2524                 freedoms  positive
## 2525 2525                   freeze  negative
## 2526 2526                  freezes  negative
## 2527 2527                 freezing  negative
## 2528 2528                 frenetic  negative
## 2529 2529             frenetically  negative
## 2530 2530                 frenzied  negative
## 2531 2531                   frenzy  negative
## 2532 2532                    fresh  positive
## 2533 2533                  fresher  positive
## 2534 2534                 freshest  positive
## 2535 2535                     fret  negative
## 2536 2536                  fretful  negative
## 2537 2537                    frets  negative
## 2538 2538                 friction  negative
## 2539 2539                frictions  negative
## 2540 2540                    fried  negative
## 2541 2541             friendliness  positive
## 2542 2542                 friendly  positive
## 2543 2543                  friggin  negative
## 2544 2544                 frigging  negative
## 2545 2545                   fright  negative
## 2546 2546                 frighten  negative
## 2547 2547              frightening  negative
## 2548 2548            frighteningly  negative
## 2549 2549                frightful  negative
## 2550 2550              frightfully  negative
## 2551 2551                   frigid  negative
## 2552 2552                   frolic  positive
## 2553 2553                    frost  negative
## 2554 2554                    frown  negative
## 2555 2555                    froze  negative
## 2556 2556                   frozen  negative
## 2557 2557                   frugal  positive
## 2558 2558                 fruitful  positive
## 2559 2559                fruitless  negative
## 2560 2560              fruitlessly  negative
## 2561 2561                frustrate  negative
## 2562 2562               frustrated  negative
## 2563 2563               frustrates  negative
## 2564 2564              frustrating  negative
## 2565 2565            frustratingly  negative
## 2566 2566              frustration  negative
## 2567 2567             frustrations  negative
## 2568 2568                      ftw  positive
## 2569 2569                     fuck  negative
## 2570 2570                  fucking  negative
## 2571 2571                    fudge  negative
## 2572 2572                 fugitive  negative
## 2573 2573              fulfillment  positive
## 2574 2574               full-blown  negative
## 2575 2575                fulminate  negative
## 2576 2576                   fumble  negative
## 2577 2577                     fume  negative
## 2578 2578                    fumes  negative
## 2579 2579                      fun  positive
## 2580 2580           fundamentalism  negative
## 2581 2581                    funky  negative
## 2582 2582                  funnily  negative
## 2583 2583                    funny  negative
## 2584 2584                  furious  negative
## 2585 2585                furiously  negative
## 2586 2586                    furor  negative
## 2587 2587                     fury  negative
## 2588 2588                     fuss  negative
## 2589 2589                    fussy  negative
## 2590 2590                fustigate  negative
## 2591 2591                    fusty  negative
## 2592 2592                   futile  negative
## 2593 2593                 futilely  negative
## 2594 2594                 futility  negative
## 2595 2595               futurestic  positive
## 2596 2596               futuristic  positive
## 2597 2597                    fuzzy  negative
## 2598 2598                   gabble  negative
## 2599 2599                     gaff  negative
## 2600 2600                    gaffe  negative
## 2601 2601                   gaiety  positive
## 2602 2602                    gaily  positive
## 2603 2603                     gain  positive
## 2604 2604                   gained  positive
## 2605 2605                  gainful  positive
## 2606 2606                gainfully  positive
## 2607 2607                  gaining  positive
## 2608 2608                    gains  positive
## 2609 2609                  gainsay  negative
## 2610 2610                gainsayer  negative
## 2611 2611                     gall  negative
## 2612 2612                  gallant  positive
## 2613 2613                gallantly  positive
## 2614 2614                  galling  negative
## 2615 2615                gallingly  negative
## 2616 2616                    galls  negative
## 2617 2617                   galore  positive
## 2618 2618                 gangster  negative
## 2619 2619                     gape  negative
## 2620 2620                  garbage  negative
## 2621 2621                   garish  negative
## 2622 2622                     gasp  negative
## 2623 2623                   gauche  negative
## 2624 2624                    gaudy  negative
## 2625 2625                     gawk  negative
## 2626 2626                    gawky  negative
## 2627 2627                  geekier  positive
## 2628 2628                    geeky  positive
## 2629 2629                   geezer  negative
## 2630 2630                      gem  positive
## 2631 2631                     gems  positive
## 2632 2632               generosity  positive
## 2633 2633                 generous  positive
## 2634 2634               generously  positive
## 2635 2635                   genial  positive
## 2636 2636                   genius  positive
## 2637 2637                 genocide  negative
## 2638 2638                   gentle  positive
## 2639 2639                 gentlest  positive
## 2640 2640                  genuine  positive
## 2641 2641                 get-rich  negative
## 2642 2642                  ghastly  negative
## 2643 2643                   ghetto  negative
## 2644 2644                 ghosting  negative
## 2645 2645                   gibber  negative
## 2646 2646                gibberish  negative
## 2647 2647                     gibe  negative
## 2648 2648                    giddy  negative
## 2649 2649                   gifted  positive
## 2650 2650                  gimmick  negative
## 2651 2651                gimmicked  negative
## 2652 2652               gimmicking  negative
## 2653 2653                 gimmicks  negative
## 2654 2654                 gimmicky  negative
## 2655 2655                     glad  positive
## 2656 2656                  gladden  positive
## 2657 2657                   gladly  positive
## 2658 2658                 gladness  positive
## 2659 2659                glamorous  positive
## 2660 2660                    glare  negative
## 2661 2661                glaringly  negative
## 2662 2662                     glee  positive
## 2663 2663                  gleeful  positive
## 2664 2664                gleefully  positive
## 2665 2665                     glib  negative
## 2666 2666                   glibly  negative
## 2667 2667                  glimmer  positive
## 2668 2668               glimmering  positive
## 2669 2669                  glisten  positive
## 2670 2670               glistening  positive
## 2671 2671                   glitch  negative
## 2672 2672                 glitches  negative
## 2673 2673                  glitter  positive
## 2674 2674                    glitz  positive
## 2675 2675               gloatingly  negative
## 2676 2676                    gloom  negative
## 2677 2677                   gloomy  negative
## 2678 2678                  glorify  positive
## 2679 2679                 glorious  positive
## 2680 2680               gloriously  positive
## 2681 2681                    glory  positive
## 2682 2682                     glow  positive
## 2683 2683                   glower  negative
## 2684 2684                  glowing  positive
## 2685 2685                glowingly  positive
## 2686 2686                     glum  negative
## 2687 2687                     glut  negative
## 2688 2688                  gnawing  negative
## 2689 2689                     goad  negative
## 2690 2690                  goading  negative
## 2691 2691                god-awful  negative
## 2692 2692                god-given  positive
## 2693 2693                 god-send  positive
## 2694 2694                  godlike  positive
## 2695 2695                  godsend  positive
## 2696 2696                     gold  positive
## 2697 2697                   golden  positive
## 2698 2698                     good  positive
## 2699 2699                   goodly  positive
## 2700 2700                 goodness  positive
## 2701 2701                 goodwill  positive
## 2702 2702                     goof  negative
## 2703 2703                    goofy  negative
## 2704 2704                     goon  negative
## 2705 2705                    goood  positive
## 2706 2706                   gooood  positive
## 2707 2707                 gorgeous  positive
## 2708 2708               gorgeously  positive
## 2709 2709                   gossip  negative
## 2710 2710                    grace  positive
## 2711 2711                 graceful  positive
## 2712 2712               gracefully  positive
## 2713 2713                graceless  negative
## 2714 2714              gracelessly  negative
## 2715 2715                 gracious  positive
## 2716 2716               graciously  positive
## 2717 2717             graciousness  positive
## 2718 2718                    graft  negative
## 2719 2719                   grainy  negative
## 2720 2720                    grand  positive
## 2721 2721                 grandeur  positive
## 2722 2722                  grapple  negative
## 2723 2723                    grate  negative
## 2724 2724                 grateful  positive
## 2725 2725               gratefully  positive
## 2726 2726            gratification  positive
## 2727 2727                gratified  positive
## 2728 2728                gratifies  positive
## 2729 2729                  gratify  positive
## 2730 2730               gratifying  positive
## 2731 2731             gratifyingly  positive
## 2732 2732                  grating  negative
## 2733 2733                gratitude  positive
## 2734 2734                  gravely  negative
## 2735 2735                   greasy  negative
## 2736 2736                    great  positive
## 2737 2737                 greatest  positive
## 2738 2738                greatness  positive
## 2739 2739                    greed  negative
## 2740 2740                   greedy  negative
## 2741 2741                    grief  negative
## 2742 2742                grievance  negative
## 2743 2743               grievances  negative
## 2744 2744                   grieve  negative
## 2745 2745                 grieving  negative
## 2746 2746                 grievous  negative
## 2747 2747               grievously  negative
## 2748 2748                     grim  negative
## 2749 2749                  grimace  negative
## 2750 2750                     grin  positive
## 2751 2751                    grind  negative
## 2752 2752                    gripe  negative
## 2753 2753                   gripes  negative
## 2754 2754                   grisly  negative
## 2755 2755                   gritty  negative
## 2756 2756                    gross  negative
## 2757 2757                  grossly  negative
## 2758 2758                grotesque  negative
## 2759 2759                   grouch  negative
## 2760 2760                  grouchy  negative
## 2761 2761           groundbreaking  positive
## 2762 2762               groundless  negative
## 2763 2763                   grouse  negative
## 2764 2764                    growl  negative
## 2765 2765                   grudge  negative
## 2766 2766                  grudges  negative
## 2767 2767                 grudging  negative
## 2768 2768               grudgingly  negative
## 2769 2769                 gruesome  negative
## 2770 2770               gruesomely  negative
## 2771 2771                    gruff  negative
## 2772 2772                  grumble  negative
## 2773 2773                 grumpier  negative
## 2774 2774                grumpiest  negative
## 2775 2775                 grumpily  negative
## 2776 2776                 grumpish  negative
## 2777 2777                   grumpy  negative
## 2778 2778                guarantee  positive
## 2779 2779                 guidance  positive
## 2780 2780                    guile  negative
## 2781 2781                    guilt  negative
## 2782 2782                 guiltily  negative
## 2783 2783                guiltless  positive
## 2784 2784                   guilty  negative
## 2785 2785                 gullible  negative
## 2786 2786                 gumption  positive
## 2787 2787                     gush  positive
## 2788 2788                    gusto  positive
## 2789 2789                  gutless  negative
## 2790 2790                    gutsy  positive
## 2791 2791                   gutter  negative
## 2792 2792                     hack  negative
## 2793 2793                    hacks  negative
## 2794 2794                  haggard  negative
## 2795 2795                   haggle  negative
## 2796 2796                     hail  positive
## 2797 2797                 hairloss  negative
## 2798 2798                  halcyon  positive
## 2799 2799                     hale  positive
## 2800 2800              halfhearted  negative
## 2801 2801            halfheartedly  negative
## 2802 2802                 hallmark  positive
## 2803 2803                hallmarks  positive
## 2804 2804                 hallowed  positive
## 2805 2805              hallucinate  negative
## 2806 2806            hallucination  negative
## 2807 2807                   hamper  negative
## 2808 2808                 hampered  negative
## 2809 2809              handicapped  negative
## 2810 2810                  handier  positive
## 2811 2811                  handily  positive
## 2812 2812               hands-down  positive
## 2813 2813                 handsome  positive
## 2814 2814               handsomely  positive
## 2815 2815                    handy  positive
## 2816 2816                     hang  negative
## 2817 2817                    hangs  negative
## 2818 2818                haphazard  negative
## 2819 2819                  hapless  negative
## 2820 2820                  happier  positive
## 2821 2821                  happily  positive
## 2822 2822                happiness  positive
## 2823 2823                    happy  positive
## 2824 2824                 harangue  negative
## 2825 2825                   harass  negative
## 2826 2826                 harassed  negative
## 2827 2827                 harasses  negative
## 2828 2828               harassment  negative
## 2829 2829                harboring  negative
## 2830 2830                  harbors  negative
## 2831 2831                     hard  negative
## 2832 2832                 hard-hit  negative
## 2833 2833                hard-line  negative
## 2834 2834               hard-liner  negative
## 2835 2835             hard-working  positive
## 2836 2836                 hardball  negative
## 2837 2837                   harden  negative
## 2838 2838                 hardened  negative
## 2839 2839               hardheaded  negative
## 2840 2840              hardhearted  negative
## 2841 2841                  hardier  positive
## 2842 2842                hardliner  negative
## 2843 2843               hardliners  negative
## 2844 2844                 hardship  negative
## 2845 2845                hardships  negative
## 2846 2846                    hardy  positive
## 2847 2847                     harm  negative
## 2848 2848                   harmed  negative
## 2849 2849                  harmful  negative
## 2850 2850                 harmless  positive
## 2851 2851               harmonious  positive
## 2852 2852             harmoniously  positive
## 2853 2853                harmonize  positive
## 2854 2854                  harmony  positive
## 2855 2855                    harms  negative
## 2856 2856                    harpy  negative
## 2857 2857                 harridan  negative
## 2858 2858                  harried  negative
## 2859 2859                   harrow  negative
## 2860 2860                    harsh  negative
## 2861 2861                  harshly  negative
## 2862 2862                hasseling  negative
## 2863 2863                   hassle  negative
## 2864 2864                  hassled  negative
## 2865 2865                  hassles  negative
## 2866 2866                    haste  negative
## 2867 2867                  hastily  negative
## 2868 2868                    hasty  negative
## 2869 2869                     hate  negative
## 2870 2870                    hated  negative
## 2871 2871                  hateful  negative
## 2872 2872                hatefully  negative
## 2873 2873              hatefulness  negative
## 2874 2874                    hater  negative
## 2875 2875                   haters  negative
## 2876 2876                    hates  negative
## 2877 2877                   hating  negative
## 2878 2878                   hatred  negative
## 2879 2879                haughtily  negative
## 2880 2880                  haughty  negative
## 2881 2881                    haunt  negative
## 2882 2882                 haunting  negative
## 2883 2883                    havoc  negative
## 2884 2884                  hawkish  negative
## 2885 2885                  haywire  negative
## 2886 2886                   hazard  negative
## 2887 2887                hazardous  negative
## 2888 2888                     haze  negative
## 2889 2889                     hazy  negative
## 2890 2890               head-aches  negative
## 2891 2891                 headache  negative
## 2892 2892                headaches  negative
## 2893 2893                  headway  positive
## 2894 2894                     heal  positive
## 2895 2895                healthful  positive
## 2896 2896                  healthy  positive
## 2897 2897             heartbreaker  negative
## 2898 2898            heartbreaking  negative
## 2899 2899          heartbreakingly  negative
## 2900 2900                  hearten  positive
## 2901 2901               heartening  positive
## 2902 2902                heartfelt  positive
## 2903 2903                 heartily  positive
## 2904 2904                heartless  negative
## 2905 2905             heartwarming  positive
## 2906 2906                  heathen  negative
## 2907 2907                   heaven  positive
## 2908 2908                 heavenly  positive
## 2909 2909             heavy-handed  negative
## 2910 2910             heavyhearted  negative
## 2911 2911                     heck  negative
## 2912 2912                   heckle  negative
## 2913 2913                  heckled  negative
## 2914 2914                  heckles  negative
## 2915 2915                   hectic  negative
## 2916 2916                    hedge  negative
## 2917 2917               hedonistic  negative
## 2918 2918                 heedless  negative
## 2919 2919                    hefty  negative
## 2920 2920               hegemonism  negative
## 2921 2921             hegemonistic  negative
## 2922 2922                 hegemony  negative
## 2923 2923                  heinous  negative
## 2924 2924                     hell  negative
## 2925 2925                hell-bent  negative
## 2926 2926                  hellion  negative
## 2927 2927                    hells  negative
## 2928 2928                   helped  positive
## 2929 2929                  helpful  positive
## 2930 2930                  helping  positive
## 2931 2931                 helpless  negative
## 2932 2932               helplessly  negative
## 2933 2933             helplessness  negative
## 2934 2934                   heresy  negative
## 2935 2935                  heretic  negative
## 2936 2936                heretical  negative
## 2937 2937                     hero  positive
## 2938 2938                   heroic  positive
## 2939 2939               heroically  positive
## 2940 2940                  heroine  positive
## 2941 2941                  heroize  positive
## 2942 2942                    heros  positive
## 2943 2943                 hesitant  negative
## 2944 2944                hestitant  negative
## 2945 2945                  hideous  negative
## 2946 2946                hideously  negative
## 2947 2947              hideousness  negative
## 2948 2948              high-priced  negative
## 2949 2949             high-quality  positive
## 2950 2950            high-spirited  positive
## 2951 2951                hilarious  positive
## 2952 2952               hiliarious  negative
## 2953 2953                   hinder  negative
## 2954 2954                hindrance  negative
## 2955 2955                     hiss  negative
## 2956 2956                   hissed  negative
## 2957 2957                  hissing  negative
## 2958 2958                   ho-hum  negative
## 2959 2959                    hoard  negative
## 2960 2960                     hoax  negative
## 2961 2961                   hobble  negative
## 2962 2962                     hogs  negative
## 2963 2963                   hollow  negative
## 2964 2964                     holy  positive
## 2965 2965                   homage  positive
## 2966 2966                   honest  positive
## 2967 2967                  honesty  positive
## 2968 2968                    honor  positive
## 2969 2969                honorable  positive
## 2970 2970                  honored  positive
## 2971 2971                 honoring  positive
## 2972 2972                  hoodium  negative
## 2973 2973                 hoodwink  negative
## 2974 2974                 hooligan  negative
## 2975 2975                   hooray  positive
## 2976 2976                  hopeful  positive
## 2977 2977                 hopeless  negative
## 2978 2978               hopelessly  negative
## 2979 2979             hopelessness  negative
## 2980 2980                    horde  negative
## 2981 2981               horrendous  negative
## 2982 2982             horrendously  negative
## 2983 2983                 horrible  negative
## 2984 2984                   horrid  negative
## 2985 2985                 horrific  negative
## 2986 2986                horrified  negative
## 2987 2987                horrifies  negative
## 2988 2988                  horrify  negative
## 2989 2989               horrifying  negative
## 2990 2990                 horrifys  negative
## 2991 2991               hospitable  positive
## 2992 2992                  hostage  negative
## 2993 2993                  hostile  negative
## 2994 2994              hostilities  negative
## 2995 2995                hostility  negative
## 2996 2996                      hot  positive
## 2997 2997                  hotbeds  negative
## 2998 2998                  hotcake  positive
## 2999 2999                 hotcakes  positive
## 3000 3000                  hothead  negative
## 3001 3001                hotheaded  negative
## 3002 3002                 hothouse  negative
## 3003 3003                  hottest  positive
## 3004 3004                   hubris  negative
## 3005 3005                 huckster  negative
## 3006 3006                      hug  positive
## 3007 3007                      hum  negative
## 3008 3008                   humane  positive
## 3009 3009                   humble  positive
## 3010 3010                    humid  negative
## 3011 3011                humiliate  negative
## 3012 3012              humiliating  negative
## 3013 3013              humiliation  negative
## 3014 3014                 humility  positive
## 3015 3015                  humming  negative
## 3016 3016                    humor  positive
## 3017 3017                 humorous  positive
## 3018 3018               humorously  positive
## 3019 3019                   humour  positive
## 3020 3020                humourous  positive
## 3021 3021                     hung  negative
## 3022 3022                     hurt  negative
## 3023 3023                   hurted  negative
## 3024 3024                  hurtful  negative
## 3025 3025                  hurting  negative
## 3026 3026                    hurts  negative
## 3027 3027                  hustler  negative
## 3028 3028                     hype  negative
## 3029 3029                hypocricy  negative
## 3030 3030                hypocrisy  negative
## 3031 3031                hypocrite  negative
## 3032 3032               hypocrites  negative
## 3033 3033             hypocritical  negative
## 3034 3034           hypocritically  negative
## 3035 3035                 hysteria  negative
## 3036 3036                 hysteric  negative
## 3037 3037               hysterical  negative
## 3038 3038             hysterically  negative
## 3039 3039                hysterics  negative
## 3040 3040                    ideal  positive
## 3041 3041                 idealize  positive
## 3042 3042                  ideally  positive
## 3043 3043                 idiocies  negative
## 3044 3044                   idiocy  negative
## 3045 3045                    idiot  negative
## 3046 3046                  idiotic  negative
## 3047 3047              idiotically  negative
## 3048 3048                   idiots  negative
## 3049 3049                     idle  negative
## 3050 3050                     idol  positive
## 3051 3051                  idolize  positive
## 3052 3052                 idolized  positive
## 3053 3053                  idyllic  positive
## 3054 3054                  ignoble  negative
## 3055 3055              ignominious  negative
## 3056 3056            ignominiously  negative
## 3057 3057                 ignominy  negative
## 3058 3058                ignorance  negative
## 3059 3059                 ignorant  negative
## 3060 3060                   ignore  negative
## 3061 3061              ill-advised  negative
## 3062 3062            ill-conceived  negative
## 3063 3063              ill-defined  negative
## 3064 3064             ill-designed  negative
## 3065 3065                ill-fated  negative
## 3066 3066              ill-favored  negative
## 3067 3067               ill-formed  negative
## 3068 3068             ill-mannered  negative
## 3069 3069              ill-natured  negative
## 3070 3070               ill-sorted  negative
## 3071 3071             ill-tempered  negative
## 3072 3072              ill-treated  negative
## 3073 3073            ill-treatment  negative
## 3074 3074                ill-usage  negative
## 3075 3075                 ill-used  negative
## 3076 3076                  illegal  negative
## 3077 3077                illegally  negative
## 3078 3078             illegitimate  negative
## 3079 3079                  illicit  negative
## 3080 3080               illiterate  negative
## 3081 3081                  illness  negative
## 3082 3082                  illogic  negative
## 3083 3083                illogical  negative
## 3084 3084              illogically  negative
## 3085 3085               illuminate  positive
## 3086 3086               illuminati  positive
## 3087 3087             illuminating  positive
## 3088 3088                 illumine  positive
## 3089 3089                 illusion  negative
## 3090 3090                illusions  negative
## 3091 3091                 illusory  negative
## 3092 3092              illustrious  positive
## 3093 3093                      ilu  positive
## 3094 3094                imaculate  positive
## 3095 3095                imaginary  negative
## 3096 3096              imaginative  positive
## 3097 3097                imbalance  negative
## 3098 3098                 imbecile  negative
## 3099 3099                imbroglio  negative
## 3100 3100               immaculate  positive
## 3101 3101             immaculately  positive
## 3102 3102               immaterial  negative
## 3103 3103                 immature  negative
## 3104 3104                  immense  positive
## 3105 3105                imminence  negative
## 3106 3106               imminently  negative
## 3107 3107              immobilized  negative
## 3108 3108               immoderate  negative
## 3109 3109             immoderately  negative
## 3110 3110                 immodest  negative
## 3111 3111                  immoral  negative
## 3112 3112               immorality  negative
## 3113 3113                immorally  negative
## 3114 3114                immovable  negative
## 3115 3115                   impair  negative
## 3116 3116                 impaired  negative
## 3117 3117                impartial  positive
## 3118 3118             impartiality  positive
## 3119 3119              impartially  positive
## 3120 3120                  impasse  negative
## 3121 3121              impassioned  positive
## 3122 3122               impatience  negative
## 3123 3123                impatient  negative
## 3124 3124              impatiently  negative
## 3125 3125                  impeach  negative
## 3126 3126               impeccable  positive
## 3127 3127               impeccably  positive
## 3128 3128                impedance  negative
## 3129 3129                   impede  negative
## 3130 3130               impediment  negative
## 3131 3131                impending  negative
## 3132 3132               impenitent  negative
## 3133 3133                imperfect  negative
## 3134 3134             imperfection  negative
## 3135 3135            imperfections  negative
## 3136 3136              imperfectly  negative
## 3137 3137              imperialist  negative
## 3138 3138                  imperil  negative
## 3139 3139                imperious  negative
## 3140 3140              imperiously  negative
## 3141 3141            impermissible  negative
## 3142 3142               impersonal  negative
## 3143 3143              impertinent  negative
## 3144 3144                impetuous  negative
## 3145 3145              impetuously  negative
## 3146 3146                  impiety  negative
## 3147 3147                  impinge  negative
## 3148 3148                  impious  negative
## 3149 3149               implacable  negative
## 3150 3150              implausible  negative
## 3151 3151              implausibly  negative
## 3152 3152                implicate  negative
## 3153 3153              implication  negative
## 3154 3154                  implode  negative
## 3155 3155                 impolite  negative
## 3156 3156               impolitely  negative
## 3157 3157                impolitic  negative
## 3158 3158                important  positive
## 3159 3159              importunate  negative
## 3160 3160                importune  negative
## 3161 3161                   impose  negative
## 3162 3162                 imposers  negative
## 3163 3163                 imposing  negative
## 3164 3164               imposition  negative
## 3165 3165               impossible  negative
## 3166 3166             impossiblity  negative
## 3167 3167               impossibly  negative
## 3168 3168                 impotent  negative
## 3169 3169               impoverish  negative
## 3170 3170             impoverished  negative
## 3171 3171              impractical  negative
## 3172 3172                imprecate  negative
## 3173 3173                imprecise  negative
## 3174 3174              imprecisely  negative
## 3175 3175              imprecision  negative
## 3176 3176                  impress  positive
## 3177 3177                impressed  positive
## 3178 3178                impresses  positive
## 3179 3179               impressive  positive
## 3180 3180             impressively  positive
## 3181 3181           impressiveness  positive
## 3182 3182                 imprison  negative
## 3183 3183             imprisonment  negative
## 3184 3184            improbability  negative
## 3185 3185               improbable  negative
## 3186 3186               improbably  negative
## 3187 3187                 improper  negative
## 3188 3188               improperly  negative
## 3189 3189              impropriety  negative
## 3190 3190                  improve  positive
## 3191 3191                 improved  positive
## 3192 3192              improvement  positive
## 3193 3193             improvements  positive
## 3194 3194                 improves  positive
## 3195 3195                improving  positive
## 3196 3196               imprudence  negative
## 3197 3197                imprudent  negative
## 3198 3198                impudence  negative
## 3199 3199                 impudent  negative
## 3200 3200               impudently  negative
## 3201 3201                   impugn  negative
## 3202 3202                impulsive  negative
## 3203 3203              impulsively  negative
## 3204 3204                 impunity  negative
## 3205 3205                   impure  negative
## 3206 3206                 impurity  negative
## 3207 3207                inability  negative
## 3208 3208             inaccuracies  negative
## 3209 3209               inaccuracy  negative
## 3210 3210               inaccurate  negative
## 3211 3211             inaccurately  negative
## 3212 3212                 inaction  negative
## 3213 3213                 inactive  negative
## 3214 3214               inadequacy  negative
## 3215 3215               inadequate  negative
## 3216 3216             inadequately  negative
## 3217 3217               inadverent  negative
## 3218 3218             inadverently  negative
## 3219 3219              inadvisable  negative
## 3220 3220              inadvisably  negative
## 3221 3221                    inane  negative
## 3222 3222                  inanely  negative
## 3223 3223            inappropriate  negative
## 3224 3224          inappropriately  negative
## 3225 3225                    inapt  negative
## 3226 3226               inaptitude  negative
## 3227 3227             inarticulate  negative
## 3228 3228              inattentive  negative
## 3229 3229                inaudible  negative
## 3230 3230                incapable  negative
## 3231 3231                incapably  negative
## 3232 3232               incautious  negative
## 3233 3233               incendiary  negative
## 3234 3234                  incense  negative
## 3235 3235                incessant  negative
## 3236 3236              incessantly  negative
## 3237 3237                   incite  negative
## 3238 3238               incitement  negative
## 3239 3239               incivility  negative
## 3240 3240                inclement  negative
## 3241 3241              incognizant  negative
## 3242 3242              incoherence  negative
## 3243 3243               incoherent  negative
## 3244 3244             incoherently  negative
## 3245 3245           incommensurate  negative
## 3246 3246             incomparable  negative
## 3247 3247             incomparably  negative
## 3248 3248          incompatability  negative
## 3249 3249          incompatibility  negative
## 3250 3250             incompatible  negative
## 3251 3251             incompetence  negative
## 3252 3252              incompetent  negative
## 3253 3253            incompetently  negative
## 3254 3254               incomplete  negative
## 3255 3255              incompliant  negative
## 3256 3256         incomprehensible  negative
## 3257 3257          incomprehension  negative
## 3258 3258            inconceivable  negative
## 3259 3259            inconceivably  negative
## 3260 3260              incongruous  negative
## 3261 3261            incongruously  negative
## 3262 3262             inconsequent  negative
## 3263 3263          inconsequential  negative
## 3264 3264        inconsequentially  negative
## 3265 3265           inconsequently  negative
## 3266 3266            inconsiderate  negative
## 3267 3267          inconsiderately  negative
## 3268 3268            inconsistence  negative
## 3269 3269          inconsistencies  negative
## 3270 3270            inconsistency  negative
## 3271 3271             inconsistent  negative
## 3272 3272             inconsolable  negative
## 3273 3273             inconsolably  negative
## 3274 3274               inconstant  negative
## 3275 3275            inconvenience  negative
## 3276 3276           inconveniently  negative
## 3277 3277                incorrect  negative
## 3278 3278              incorrectly  negative
## 3279 3279             incorrigible  negative
## 3280 3280             incorrigibly  negative
## 3281 3281               incredible  positive
## 3282 3282               incredibly  positive
## 3283 3283              incredulous  negative
## 3284 3284            incredulously  negative
## 3285 3285                inculcate  negative
## 3286 3286                 indebted  positive
## 3287 3287                indecency  negative
## 3288 3288                 indecent  negative
## 3289 3289               indecently  negative
## 3290 3290               indecision  negative
## 3291 3291               indecisive  negative
## 3292 3292             indecisively  negative
## 3293 3293                indecorum  negative
## 3294 3294             indefensible  negative
## 3295 3295               indelicate  negative
## 3296 3296           indeterminable  negative
## 3297 3297           indeterminably  negative
## 3298 3298            indeterminate  negative
## 3299 3299             indifference  negative
## 3300 3300              indifferent  negative
## 3301 3301                 indigent  negative
## 3302 3302                indignant  negative
## 3303 3303              indignantly  negative
## 3304 3304              indignation  negative
## 3305 3305                indignity  negative
## 3306 3306            indiscernible  negative
## 3307 3307               indiscreet  negative
## 3308 3308             indiscreetly  negative
## 3309 3309             indiscretion  negative
## 3310 3310           indiscriminate  negative
## 3311 3311         indiscriminately  negative
## 3312 3312         indiscriminating  negative
## 3313 3313        indistinguishable  negative
## 3314 3314           individualized  positive
## 3315 3315             indoctrinate  negative
## 3316 3316           indoctrination  negative
## 3317 3317                 indolent  negative
## 3318 3318                  indulge  negative
## 3319 3319               indulgence  positive
## 3320 3320                indulgent  positive
## 3321 3321              industrious  positive
## 3322 3322              ineffective  negative
## 3323 3323            ineffectively  negative
## 3324 3324          ineffectiveness  negative
## 3325 3325              ineffectual  negative
## 3326 3326            ineffectually  negative
## 3327 3327          ineffectualness  negative
## 3328 3328            inefficacious  negative
## 3329 3329               inefficacy  negative
## 3330 3330             inefficiency  negative
## 3331 3331              inefficient  negative
## 3332 3332            inefficiently  negative
## 3333 3333               inelegance  negative
## 3334 3334                inelegant  negative
## 3335 3335               ineligible  negative
## 3336 3336               ineloquent  negative
## 3337 3337             ineloquently  negative
## 3338 3338                    inept  negative
## 3339 3339               ineptitude  negative
## 3340 3340                  ineptly  negative
## 3341 3341             inequalities  negative
## 3342 3342               inequality  negative
## 3343 3343              inequitable  negative
## 3344 3344              inequitably  negative
## 3345 3345               inequities  negative
## 3346 3346              inescapable  negative
## 3347 3347              inescapably  negative
## 3348 3348              inessential  negative
## 3349 3349              inestimable  positive
## 3350 3350              inestimably  positive
## 3351 3351               inevitable  negative
## 3352 3352               inevitably  negative
## 3353 3353              inexcusable  negative
## 3354 3354              inexcusably  negative
## 3355 3355               inexorable  negative
## 3356 3356               inexorably  negative
## 3357 3357              inexpensive  positive
## 3358 3358             inexperience  negative
## 3359 3359            inexperienced  negative
## 3360 3360                 inexpert  negative
## 3361 3361               inexpertly  negative
## 3362 3362               inexpiable  negative
## 3363 3363            inexplainable  negative
## 3364 3364             inextricable  negative
## 3365 3365             inextricably  negative
## 3366 3366            infallibility  positive
## 3367 3367               infallible  positive
## 3368 3368               infallibly  positive
## 3369 3369                 infamous  negative
## 3370 3370               infamously  negative
## 3371 3371                   infamy  negative
## 3372 3372                 infected  negative
## 3373 3373                infection  negative
## 3374 3374               infections  negative
## 3375 3375                 inferior  negative
## 3376 3376              inferiority  negative
## 3377 3377                 infernal  negative
## 3378 3378                   infest  negative
## 3379 3379                 infested  negative
## 3380 3380                  infidel  negative
## 3381 3381                 infidels  negative
## 3382 3382              infiltrator  negative
## 3383 3383             infiltrators  negative
## 3384 3384                   infirm  negative
## 3385 3385                  inflame  negative
## 3386 3386             inflammation  negative
## 3387 3387             inflammatory  negative
## 3388 3388                inflammed  negative
## 3389 3389                 inflated  negative
## 3390 3390             inflationary  negative
## 3391 3391               inflexible  negative
## 3392 3392                  inflict  negative
## 3393 3393              influential  positive
## 3394 3394               infraction  negative
## 3395 3395                 infringe  negative
## 3396 3396             infringement  negative
## 3397 3397            infringements  negative
## 3398 3398                infuriate  negative
## 3399 3399               infuriated  negative
## 3400 3400              infuriating  negative
## 3401 3401            infuriatingly  negative
## 3402 3402                ingenious  positive
## 3403 3403              ingeniously  positive
## 3404 3404                ingenuity  positive
## 3405 3405                ingenuous  positive
## 3406 3406              ingenuously  positive
## 3407 3407               inglorious  negative
## 3408 3408                  ingrate  negative
## 3409 3409              ingratitude  negative
## 3410 3410                  inhibit  negative
## 3411 3411               inhibition  negative
## 3412 3412             inhospitable  negative
## 3413 3413            inhospitality  negative
## 3414 3414                  inhuman  negative
## 3415 3415                 inhumane  negative
## 3416 3416               inhumanity  negative
## 3417 3417                 inimical  negative
## 3418 3418               inimically  negative
## 3419 3419               iniquitous  negative
## 3420 3420                 iniquity  negative
## 3421 3421              injudicious  negative
## 3422 3422                   injure  negative
## 3423 3423                injurious  negative
## 3424 3424                   injury  negative
## 3425 3425                injustice  negative
## 3426 3426               injustices  negative
## 3427 3427                innocuous  positive
## 3428 3428               innovation  positive
## 3429 3429               innovative  positive
## 3430 3430                 innuendo  negative
## 3431 3431               inoperable  negative
## 3432 3432              inopportune  negative
## 3433 3433               inordinate  negative
## 3434 3434             inordinately  negative
## 3435 3435                inpressed  positive
## 3436 3436                   insane  negative
## 3437 3437                 insanely  negative
## 3438 3438                 insanity  negative
## 3439 3439               insatiable  negative
## 3440 3440                 insecure  negative
## 3441 3441               insecurity  negative
## 3442 3442               insensible  negative
## 3443 3443              insensitive  negative
## 3444 3444            insensitively  negative
## 3445 3445            insensitivity  negative
## 3446 3446                insidious  negative
## 3447 3447              insidiously  negative
## 3448 3448               insightful  positive
## 3449 3449             insightfully  positive
## 3450 3450           insignificance  negative
## 3451 3451            insignificant  negative
## 3452 3452          insignificantly  negative
## 3453 3453                insincere  negative
## 3454 3454              insincerely  negative
## 3455 3455              insincerity  negative
## 3456 3456                insinuate  negative
## 3457 3457              insinuating  negative
## 3458 3458              insinuation  negative
## 3459 3459               insociable  negative
## 3460 3460                insolence  negative
## 3461 3461                 insolent  negative
## 3462 3462               insolently  negative
## 3463 3463                insolvent  negative
## 3464 3464              insouciance  negative
## 3465 3465              inspiration  positive
## 3466 3466            inspirational  positive
## 3467 3467                  inspire  positive
## 3468 3468                inspiring  positive
## 3469 3469              instability  negative
## 3470 3470                 instable  negative
## 3471 3471                instantly  positive
## 3472 3472                instigate  negative
## 3473 3473               instigator  negative
## 3474 3474              instigators  negative
## 3475 3475              instructive  positive
## 3476 3476             instrumental  positive
## 3477 3477            insubordinate  negative
## 3478 3478            insubstantial  negative
## 3479 3479          insubstantially  negative
## 3480 3480             insufferable  negative
## 3481 3481             insufferably  negative
## 3482 3482            insufficiency  negative
## 3483 3483             insufficient  negative
## 3484 3484           insufficiently  negative
## 3485 3485                  insular  negative
## 3486 3486                   insult  negative
## 3487 3487                 insulted  negative
## 3488 3488                insulting  negative
## 3489 3489              insultingly  negative
## 3490 3490                  insults  negative
## 3491 3491            insupportable  negative
## 3492 3492            insupportably  negative
## 3493 3493           insurmountable  negative
## 3494 3494           insurmountably  negative
## 3495 3495             insurrection  negative
## 3496 3496                 intefere  negative
## 3497 3497                inteferes  negative
## 3498 3498                 integral  positive
## 3499 3499               integrated  positive
## 3500 3500             intelligence  positive
## 3501 3501              intelligent  positive
## 3502 3502             intelligible  positive
## 3503 3503                  intense  negative
## 3504 3504              interesting  positive
## 3505 3505                interests  positive
## 3506 3506                interfere  negative
## 3507 3507             interference  negative
## 3508 3508               interferes  negative
## 3509 3509             intermittent  negative
## 3510 3510                interrupt  negative
## 3511 3511             interruption  negative
## 3512 3512            interruptions  negative
## 3513 3513                 intimacy  positive
## 3514 3514                 intimate  positive
## 3515 3515               intimidate  negative
## 3516 3516             intimidating  negative
## 3517 3517           intimidatingly  negative
## 3518 3518             intimidation  negative
## 3519 3519              intolerable  negative
## 3520 3520            intolerablely  negative
## 3521 3521              intolerance  negative
## 3522 3522               intoxicate  negative
## 3523 3523              intractable  negative
## 3524 3524            intransigence  negative
## 3525 3525             intransigent  negative
## 3526 3526                intricate  positive
## 3527 3527                 intrigue  positive
## 3528 3528               intriguing  positive
## 3529 3529             intriguingly  positive
## 3530 3530                  intrude  negative
## 3531 3531                intrusion  negative
## 3532 3532                intrusive  negative
## 3533 3533                intuitive  positive
## 3534 3534                 inundate  negative
## 3535 3535                inundated  negative
## 3536 3536                  invader  negative
## 3537 3537                  invalid  negative
## 3538 3538               invalidate  negative
## 3539 3539               invalidity  negative
## 3540 3540               invaluable  positive
## 3541 3541             invaluablely  positive
## 3542 3542                 invasive  negative
## 3543 3543                invective  negative
## 3544 3544                 inveigle  negative
## 3545 3545                inventive  positive
## 3546 3546                invidious  negative
## 3547 3547              invidiously  negative
## 3548 3548            invidiousness  negative
## 3549 3549               invigorate  positive
## 3550 3550             invigorating  positive
## 3551 3551            invincibility  positive
## 3552 3552               invincible  positive
## 3553 3553               inviolable  positive
## 3554 3554                inviolate  positive
## 3555 3555                invisible  negative
## 3556 3556            involuntarily  negative
## 3557 3557              involuntary  negative
## 3558 3558             invulnerable  positive
## 3559 3559                irascible  negative
## 3560 3560                    irate  negative
## 3561 3561                  irately  negative
## 3562 3562                      ire  negative
## 3563 3563                      irk  negative
## 3564 3564                    irked  negative
## 3565 3565                   irking  negative
## 3566 3566                     irks  negative
## 3567 3567                  irksome  negative
## 3568 3568                irksomely  negative
## 3569 3569              irksomeness  negative
## 3570 3570            irksomenesses  negative
## 3571 3571                   ironic  negative
## 3572 3572                 ironical  negative
## 3573 3573               ironically  negative
## 3574 3574                  ironies  negative
## 3575 3575                    irony  negative
## 3576 3576             irragularity  negative
## 3577 3577               irrational  negative
## 3578 3578          irrationalities  negative
## 3579 3579            irrationality  negative
## 3580 3580             irrationally  negative
## 3581 3581              irrationals  negative
## 3582 3582           irreconcilable  negative
## 3583 3583            irrecoverable  negative
## 3584 3584        irrecoverableness  negative
## 3585 3585      irrecoverablenesses  negative
## 3586 3586            irrecoverably  negative
## 3587 3587             irredeemable  negative
## 3588 3588             irredeemably  negative
## 3589 3589             irreformable  negative
## 3590 3590                irregular  negative
## 3591 3591             irregularity  negative
## 3592 3592              irrelevance  negative
## 3593 3593               irrelevant  negative
## 3594 3594              irreparable  negative
## 3595 3595            irreplaceable  positive
## 3596 3596             irreplacible  negative
## 3597 3597            irrepressible  negative
## 3598 3598           irreproachable  positive
## 3599 3599             irresistible  positive
## 3600 3600             irresistibly  positive
## 3601 3601               irresolute  negative
## 3602 3602             irresolvable  negative
## 3603 3603            irresponsible  negative
## 3604 3604            irresponsibly  negative
## 3605 3605               irretating  negative
## 3606 3606            irretrievable  negative
## 3607 3607             irreversible  negative
## 3608 3608                irritable  negative
## 3609 3609                irritably  negative
## 3610 3610                 irritant  negative
## 3611 3611                 irritate  negative
## 3612 3612                irritated  negative
## 3613 3613               irritating  negative
## 3614 3614               irritation  negative
## 3615 3615              irritations  negative
## 3616 3616                  isolate  negative
## 3617 3617                 isolated  negative
## 3618 3618                isolation  negative
## 3619 3619                    issue  negative
## 3620 3620               issue-free  positive
## 3621 3621                   issues  negative
## 3622 3622                     itch  negative
## 3623 3623                  itching  negative
## 3624 3624                    itchy  negative
## 3625 3625                   jabber  negative
## 3626 3626                    jaded  negative
## 3627 3627                   jagged  negative
## 3628 3628                      jam  negative
## 3629 3629                  jarring  negative
## 3630 3630                jaundiced  negative
## 3631 3631              jaw-droping  positive
## 3632 3632             jaw-dropping  positive
## 3633 3633                  jealous  negative
## 3634 3634                jealously  negative
## 3635 3635              jealousness  negative
## 3636 3636                 jealousy  negative
## 3637 3637                     jeer  negative
## 3638 3638                  jeering  negative
## 3639 3639                jeeringly  negative
## 3640 3640                    jeers  negative
## 3641 3641               jeopardize  negative
## 3642 3642                 jeopardy  negative
## 3643 3643                     jerk  negative
## 3644 3644                    jerky  negative
## 3645 3645                   jitter  negative
## 3646 3646                  jitters  negative
## 3647 3647                  jittery  negative
## 3648 3648              job-killing  negative
## 3649 3649                  jobless  negative
## 3650 3650                     joke  negative
## 3651 3651                    joker  negative
## 3652 3652                  jollify  positive
## 3653 3653                    jolly  positive
## 3654 3654                     jolt  negative
## 3655 3655                   jovial  positive
## 3656 3656                      joy  positive
## 3657 3657                   joyful  positive
## 3658 3658                 joyfully  positive
## 3659 3659                   joyous  positive
## 3660 3660                 joyously  positive
## 3661 3661                 jubilant  positive
## 3662 3662               jubilantly  positive
## 3663 3663                 jubilate  positive
## 3664 3664               jubilation  positive
## 3665 3665                jubiliant  positive
## 3666 3666                   judder  negative
## 3667 3667                juddering  negative
## 3668 3668                  judders  negative
## 3669 3669                judicious  positive
## 3670 3670                    jumpy  negative
## 3671 3671                     junk  negative
## 3672 3672                    junky  negative
## 3673 3673                 junkyard  negative
## 3674 3674                   justly  positive
## 3675 3675                   jutter  negative
## 3676 3676                  jutters  negative
## 3677 3677                    kaput  negative
## 3678 3678                     keen  positive
## 3679 3679                   keenly  positive
## 3680 3680                 keenness  positive
## 3681 3681             kid-friendly  positive
## 3682 3682                     kill  negative
## 3683 3683                   killed  negative
## 3684 3684                   killer  negative
## 3685 3685                  killing  negative
## 3686 3686                  killjoy  negative
## 3687 3687                    kills  negative
## 3688 3688               kindliness  positive
## 3689 3689                   kindly  positive
## 3690 3690                 kindness  positive
## 3691 3691                    knave  negative
## 3692 3692                    knife  negative
## 3693 3693                    knock  negative
## 3694 3694                  knotted  negative
## 3695 3695            knowledgeable  positive
## 3696 3696                     kook  negative
## 3697 3697                    kooky  negative
## 3698 3698                    kudos  positive
## 3699 3699                     lack  negative
## 3700 3700            lackadaisical  negative
## 3701 3701                   lacked  negative
## 3702 3702                   lackey  negative
## 3703 3703                  lackeys  negative
## 3704 3704                  lacking  negative
## 3705 3705               lackluster  negative
## 3706 3706                    lacks  negative
## 3707 3707                  laconic  negative
## 3708 3708                      lag  negative
## 3709 3709                   lagged  negative
## 3710 3710                  lagging  negative
## 3711 3711                    laggy  negative
## 3712 3712                     lags  negative
## 3713 3713                 laid-off  negative
## 3714 3714                  lambast  negative
## 3715 3715                 lambaste  negative
## 3716 3716                     lame  negative
## 3717 3717                lame-duck  negative
## 3718 3718                   lament  negative
## 3719 3719               lamentable  negative
## 3720 3720               lamentably  negative
## 3721 3721                  languid  negative
## 3722 3722                 languish  negative
## 3723 3723                  languor  negative
## 3724 3724               languorous  negative
## 3725 3725             languorously  negative
## 3726 3726                    lanky  negative
## 3727 3727                    lapse  negative
## 3728 3728                   lapsed  negative
## 3729 3729                   lapses  negative
## 3730 3730           large-capacity  positive
## 3731 3731               lascivious  negative
## 3732 3732               last-ditch  negative
## 3733 3733                  latency  negative
## 3734 3734                     laud  positive
## 3735 3735                 laudable  positive
## 3736 3736                 laudably  positive
## 3737 3737                laughable  negative
## 3738 3738                laughably  negative
## 3739 3739            laughingstock  negative
## 3740 3740                   lavish  positive
## 3741 3741                 lavishly  positive
## 3742 3742              law-abiding  positive
## 3743 3743               lawbreaker  negative
## 3744 3744              lawbreaking  negative
## 3745 3745                   lawful  positive
## 3746 3746                 lawfully  positive
## 3747 3747                  lawless  negative
## 3748 3748              lawlessness  negative
## 3749 3749                   layoff  negative
## 3750 3750             layoff-happy  negative
## 3751 3751                     lazy  negative
## 3752 3752                     lead  positive
## 3753 3753                  leading  positive
## 3754 3754                    leads  positive
## 3755 3755                     leak  negative
## 3756 3756                  leakage  negative
## 3757 3757                 leakages  negative
## 3758 3758                  leaking  negative
## 3759 3759                    leaks  negative
## 3760 3760                    leaky  negative
## 3761 3761                     lean  positive
## 3762 3762                     lech  negative
## 3763 3763                   lecher  negative
## 3764 3764                lecherous  negative
## 3765 3765                  lechery  negative
## 3766 3766                      led  positive
## 3767 3767                    leech  negative
## 3768 3768                     leer  negative
## 3769 3769                    leery  negative
## 3770 3770             left-leaning  negative
## 3771 3771                legendary  positive
## 3772 3772                    lemon  negative
## 3773 3773                  lengthy  negative
## 3774 3774           less-developed  negative
## 3775 3775             lesser-known  negative
## 3776 3776                    letch  negative
## 3777 3777                   lethal  negative
## 3778 3778                lethargic  negative
## 3779 3779                 lethargy  negative
## 3780 3780                 leverage  positive
## 3781 3781                   levity  positive
## 3782 3782                     lewd  negative
## 3783 3783                   lewdly  negative
## 3784 3784                 lewdness  negative
## 3785 3785                liability  negative
## 3786 3786                   liable  negative
## 3787 3787                     liar  negative
## 3788 3788                    liars  negative
## 3789 3789                 liberate  positive
## 3790 3790               liberation  positive
## 3791 3791                  liberty  positive
## 3792 3792               licentious  negative
## 3793 3793             licentiously  negative
## 3794 3794           licentiousness  negative
## 3795 3795                      lie  negative
## 3796 3796                     lied  negative
## 3797 3797                     lier  negative
## 3798 3798                     lies  negative
## 3799 3799         life-threatening  negative
## 3800 3800                 lifeless  negative
## 3801 3801                lifesaver  positive
## 3802 3802            light-hearted  positive
## 3803 3803                  lighter  positive
## 3804 3804                  likable  positive
## 3805 3805                     like  positive
## 3806 3806                    liked  positive
## 3807 3807                    likes  positive
## 3808 3808                   liking  positive
## 3809 3809                    limit  negative
## 3810 3810               limitation  negative
## 3811 3811              limitations  negative
## 3812 3812                  limited  negative
## 3813 3813                   limits  negative
## 3814 3814                     limp  negative
## 3815 3815              lionhearted  positive
## 3816 3816                 listless  negative
## 3817 3817                litigious  negative
## 3818 3818             little-known  negative
## 3819 3819                   lively  positive
## 3820 3820                    livid  negative
## 3821 3821                  lividly  negative
## 3822 3822                    loath  negative
## 3823 3823                   loathe  negative
## 3824 3824                 loathing  negative
## 3825 3825                  loathly  negative
## 3826 3826                loathsome  negative
## 3827 3827              loathsomely  negative
## 3828 3828                  logical  positive
## 3829 3829                     lone  negative
## 3830 3830               loneliness  negative
## 3831 3831                   lonely  negative
## 3832 3832                    loner  negative
## 3833 3833                 lonesome  negative
## 3834 3834             long-lasting  positive
## 3835 3835                long-time  negative
## 3836 3836              long-winded  negative
## 3837 3837                  longing  negative
## 3838 3838                longingly  negative
## 3839 3839                 loophole  negative
## 3840 3840                loopholes  negative
## 3841 3841                    loose  negative
## 3842 3842                     loot  negative
## 3843 3843                     lorn  negative
## 3844 3844                     lose  negative
## 3845 3845                    loser  negative
## 3846 3846                   losers  negative
## 3847 3847                    loses  negative
## 3848 3848                   losing  negative
## 3849 3849                     loss  negative
## 3850 3850                   losses  negative
## 3851 3851                     lost  negative
## 3852 3852                     loud  negative
## 3853 3853                   louder  negative
## 3854 3854                    lousy  negative
## 3855 3855                  lovable  positive
## 3856 3856                  lovably  positive
## 3857 3857                     love  positive
## 3858 3858                    loved  positive
## 3859 3859                 loveless  negative
## 3860 3860               loveliness  positive
## 3861 3861                 lovelorn  negative
## 3862 3862                   lovely  positive
## 3863 3863                    lover  positive
## 3864 3864                    loves  positive
## 3865 3865                   loving  positive
## 3866 3866                 low-cost  positive
## 3867 3867                low-price  positive
## 3868 3868               low-priced  positive
## 3869 3869                low-rated  negative
## 3870 3870                 low-risk  positive
## 3871 3871             lower-priced  positive
## 3872 3872                    lowly  negative
## 3873 3873                    loyal  positive
## 3874 3874                  loyalty  positive
## 3875 3875                    lucid  positive
## 3876 3876                  lucidly  positive
## 3877 3877                     luck  positive
## 3878 3878                  luckier  positive
## 3879 3879                 luckiest  positive
## 3880 3880                luckiness  positive
## 3881 3881                    lucky  positive
## 3882 3882                lucrative  positive
## 3883 3883                ludicrous  negative
## 3884 3884              ludicrously  negative
## 3885 3885               lugubrious  negative
## 3886 3886                 lukewarm  negative
## 3887 3887                     lull  negative
## 3888 3888                 luminous  positive
## 3889 3889                    lumpy  negative
## 3890 3890                  lunatic  negative
## 3891 3891               lunaticism  negative
## 3892 3892                    lurch  negative
## 3893 3893                     lure  negative
## 3894 3894                    lurid  negative
## 3895 3895                     lurk  negative
## 3896 3896                  lurking  negative
## 3897 3897                     lush  positive
## 3898 3898                   luster  positive
## 3899 3899                 lustrous  positive
## 3900 3900                luxuriant  positive
## 3901 3901                luxuriate  positive
## 3902 3902                luxurious  positive
## 3903 3903              luxuriously  positive
## 3904 3904                   luxury  positive
## 3905 3905                    lying  negative
## 3906 3906                  lyrical  positive
## 3907 3907                  macabre  negative
## 3908 3908                      mad  negative
## 3909 3909                   madden  negative
## 3910 3910                maddening  negative
## 3911 3911              maddeningly  negative
## 3912 3912                   madder  negative
## 3913 3913                    madly  negative
## 3914 3914                   madman  negative
## 3915 3915                  madness  negative
## 3916 3916                    magic  positive
## 3917 3917                  magical  positive
## 3918 3918              magnanimous  positive
## 3919 3919            magnanimously  positive
## 3920 3920             magnificence  positive
## 3921 3921              magnificent  positive
## 3922 3922            magnificently  positive
## 3923 3923                 majestic  positive
## 3924 3924                  majesty  positive
## 3925 3925              maladjusted  negative
## 3926 3926            maladjustment  negative
## 3927 3927                   malady  negative
## 3928 3928                  malaise  negative
## 3929 3929               malcontent  negative
## 3930 3930             malcontented  negative
## 3931 3931                 maledict  negative
## 3932 3932              malevolence  negative
## 3933 3933               malevolent  negative
## 3934 3934             malevolently  negative
## 3935 3935                   malice  negative
## 3936 3936                malicious  negative
## 3937 3937              maliciously  negative
## 3938 3938            maliciousness  negative
## 3939 3939                   malign  negative
## 3940 3940                malignant  negative
## 3941 3941               malodorous  negative
## 3942 3942             maltreatment  negative
## 3943 3943               manageable  positive
## 3944 3944             maneuverable  positive
## 3945 3945                   mangle  negative
## 3946 3946                  mangled  negative
## 3947 3947                  mangles  negative
## 3948 3948                 mangling  negative
## 3949 3949                    mania  negative
## 3950 3950                   maniac  negative
## 3951 3951                 maniacal  negative
## 3952 3952                    manic  negative
## 3953 3953               manipulate  negative
## 3954 3954             manipulation  negative
## 3955 3955             manipulative  negative
## 3956 3956             manipulators  negative
## 3957 3957                      mar  negative
## 3958 3958                 marginal  negative
## 3959 3959               marginally  negative
## 3960 3960                martyrdom  negative
## 3961 3961        martyrdom-seeking  negative
## 3962 3962                   marvel  positive
## 3963 3963                 marveled  positive
## 3964 3964                marvelled  positive
## 3965 3965               marvellous  positive
## 3966 3966                marvelous  positive
## 3967 3967              marvelously  positive
## 3968 3968            marvelousness  positive
## 3969 3969                  marvels  positive
## 3970 3970                   mashed  negative
## 3971 3971                 massacre  negative
## 3972 3972                massacres  negative
## 3973 3973                   master  positive
## 3974 3974                masterful  positive
## 3975 3975              masterfully  positive
## 3976 3976              masterpiece  positive
## 3977 3977             masterpieces  positive
## 3978 3978                  masters  positive
## 3979 3979                  mastery  positive
## 3980 3980                matchless  positive
## 3981 3981                    matte  negative
## 3982 3982                   mature  positive
## 3983 3983                 maturely  positive
## 3984 3984                 maturity  positive
## 3985 3985                  mawkish  negative
## 3986 3986                mawkishly  negative
## 3987 3987              mawkishness  negative
## 3988 3988                   meager  negative
## 3989 3989               meaningful  positive
## 3990 3990              meaningless  negative
## 3991 3991                 meanness  negative
## 3992 3992                   measly  negative
## 3993 3993                   meddle  negative
## 3994 3994               meddlesome  negative
## 3995 3995                 mediocre  negative
## 3996 3996               mediocrity  negative
## 3997 3997               melancholy  negative
## 3998 3998             melodramatic  negative
## 3999 3999         melodramatically  negative
## 4000 4000                 meltdown  negative
## 4001 4001                memorable  positive
## 4002 4002                   menace  negative
## 4003 4003                 menacing  negative
## 4004 4004               menacingly  negative
## 4005 4005               mendacious  negative
## 4006 4006                mendacity  negative
## 4007 4007                   menial  negative
## 4008 4008                 merciful  positive
## 4009 4009               mercifully  positive
## 4010 4010                merciless  negative
## 4011 4011              mercilessly  negative
## 4012 4012                    mercy  positive
## 4013 4013                    merit  positive
## 4014 4014              meritorious  positive
## 4015 4015                  merrily  positive
## 4016 4016                merriment  positive
## 4017 4017                merriness  positive
## 4018 4018                    merry  positive
## 4019 4019                mesmerize  positive
## 4020 4020               mesmerized  positive
## 4021 4021               mesmerizes  positive
## 4022 4022              mesmerizing  positive
## 4023 4023            mesmerizingly  positive
## 4024 4024                     mess  negative
## 4025 4025                   messed  negative
## 4026 4026                   messes  negative
## 4027 4027                  messing  negative
## 4028 4028                    messy  negative
## 4029 4029               meticulous  positive
## 4030 4030             meticulously  positive
## 4031 4031                   midget  negative
## 4032 4032                     miff  negative
## 4033 4033                 mightily  positive
## 4034 4034                   mighty  positive
## 4035 4035                militancy  negative
## 4036 4036             mind-blowing  positive
## 4037 4037                 mindless  negative
## 4038 4038               mindlessly  negative
## 4039 4039                  miracle  positive
## 4040 4040                 miracles  positive
## 4041 4041               miraculous  positive
## 4042 4042             miraculously  positive
## 4043 4043           miraculousness  positive
## 4044 4044                   mirage  negative
## 4045 4045                     mire  negative
## 4046 4046                 misalign  negative
## 4047 4047               misaligned  negative
## 4048 4048                misaligns  negative
## 4049 4049             misapprehend  negative
## 4050 4050                misbecome  negative
## 4051 4051              misbecoming  negative
## 4052 4052              misbegotten  negative
## 4053 4053                misbehave  negative
## 4054 4054              misbehavior  negative
## 4055 4055             miscalculate  negative
## 4056 4056           miscalculation  negative
## 4057 4057            miscellaneous  negative
## 4058 4058                 mischief  negative
## 4059 4059              mischievous  negative
## 4060 4060            mischievously  negative
## 4061 4061            misconception  negative
## 4062 4062           misconceptions  negative
## 4063 4063                miscreant  negative
## 4064 4064               miscreants  negative
## 4065 4065             misdirection  negative
## 4066 4066                    miser  negative
## 4067 4067                miserable  negative
## 4068 4068            miserableness  negative
## 4069 4069                miserably  negative
## 4070 4070                 miseries  negative
## 4071 4071                  miserly  negative
## 4072 4072                   misery  negative
## 4073 4073                   misfit  negative
## 4074 4074               misfortune  negative
## 4075 4075                misgiving  negative
## 4076 4076               misgivings  negative
## 4077 4077              misguidance  negative
## 4078 4078                 misguide  negative
## 4079 4079                misguided  negative
## 4080 4080                mishandle  negative
## 4081 4081                   mishap  negative
## 4082 4082                misinform  negative
## 4083 4083              misinformed  negative
## 4084 4084             misinterpret  negative
## 4085 4085                 misjudge  negative
## 4086 4086              misjudgment  negative
## 4087 4087                  mislead  negative
## 4088 4088               misleading  negative
## 4089 4089             misleadingly  negative
## 4090 4090                  mislike  negative
## 4091 4091                mismanage  negative
## 4092 4092             mispronounce  negative
## 4093 4093            mispronounced  negative
## 4094 4094            mispronounces  negative
## 4095 4095                  misread  negative
## 4096 4096               misreading  negative
## 4097 4097             misrepresent  negative
## 4098 4098        misrepresentation  negative
## 4099 4099                     miss  negative
## 4100 4100                   missed  negative
## 4101 4101                   misses  negative
## 4102 4102             misstatement  negative
## 4103 4103                     mist  negative
## 4104 4104                  mistake  negative
## 4105 4105                 mistaken  negative
## 4106 4106               mistakenly  negative
## 4107 4107                 mistakes  negative
## 4108 4108                mistified  negative
## 4109 4109                 mistress  negative
## 4110 4110                 mistrust  negative
## 4111 4111              mistrustful  negative
## 4112 4112            mistrustfully  negative
## 4113 4113                    mists  negative
## 4114 4114            misunderstand  negative
## 4115 4115         misunderstanding  negative
## 4116 4116        misunderstandings  negative
## 4117 4117            misunderstood  negative
## 4118 4118                   misuse  negative
## 4119 4119                     moan  negative
## 4120 4120                  mobster  negative
## 4121 4121                     mock  negative
## 4122 4122                   mocked  negative
## 4123 4123                mockeries  negative
## 4124 4124                  mockery  negative
## 4125 4125                  mocking  negative
## 4126 4126                mockingly  negative
## 4127 4127                    mocks  negative
## 4128 4128                   modern  positive
## 4129 4129                   modest  positive
## 4130 4130                  modesty  positive
## 4131 4131                   molest  negative
## 4132 4132              molestation  negative
## 4133 4133                momentous  positive
## 4134 4134               monotonous  negative
## 4135 4135                 monotony  negative
## 4136 4136                  monster  negative
## 4137 4137            monstrosities  negative
## 4138 4138              monstrosity  negative
## 4139 4139                monstrous  negative
## 4140 4140              monstrously  negative
## 4141 4141               monumental  positive
## 4142 4142             monumentally  positive
## 4143 4143                    moody  negative
## 4144 4144                     moot  negative
## 4145 4145                     mope  negative
## 4146 4146                 morality  positive
## 4147 4147                   morbid  negative
## 4148 4148                 morbidly  negative
## 4149 4149                  mordant  negative
## 4150 4150                mordantly  negative
## 4151 4151                 moribund  negative
## 4152 4152                    moron  negative
## 4153 4153                  moronic  negative
## 4154 4154                   morons  negative
## 4155 4155            mortification  negative
## 4156 4156                mortified  negative
## 4157 4157                  mortify  negative
## 4158 4158               mortifying  negative
## 4159 4159               motionless  negative
## 4160 4160                motivated  positive
## 4161 4161                   motley  negative
## 4162 4162                    mourn  negative
## 4163 4163                  mourner  negative
## 4164 4164                 mournful  negative
## 4165 4165               mournfully  negative
## 4166 4166                   muddle  negative
## 4167 4167                    muddy  negative
## 4168 4168               mudslinger  negative
## 4169 4169              mudslinging  negative
## 4170 4170                   mulish  negative
## 4171 4171       multi-polarization  negative
## 4172 4172            multi-purpose  positive
## 4173 4173                  mundane  negative
## 4174 4174                   murder  negative
## 4175 4175                 murderer  negative
## 4176 4176                murderous  negative
## 4177 4177              murderously  negative
## 4178 4178                    murky  negative
## 4179 4179           muscle-flexing  negative
## 4180 4180                    mushy  negative
## 4181 4181                    musty  negative
## 4182 4182               mysterious  negative
## 4183 4183             mysteriously  negative
## 4184 4184                  mystery  negative
## 4185 4185                  mystify  negative
## 4186 4186                     myth  negative
## 4187 4187                      nag  negative
## 4188 4188                  nagging  negative
## 4189 4189                    naive  negative
## 4190 4190                  naively  negative
## 4191 4191                 narrower  negative
## 4192 4192                  nastily  negative
## 4193 4193                nastiness  negative
## 4194 4194                    nasty  negative
## 4195 4195                  naughty  negative
## 4196 4196                 nauseate  negative
## 4197 4197                nauseates  negative
## 4198 4198               nauseating  negative
## 4199 4199             nauseatingly  negative
## 4200 4200                navigable  positive
## 4201 4201                     neat  positive
## 4202 4202                  neatest  positive
## 4203 4203                   neatly  positive
## 4204 4204                 nebulous  negative
## 4205 4205               nebulously  negative
## 4206 4206                 needless  negative
## 4207 4207               needlessly  negative
## 4208 4208                    needy  negative
## 4209 4209                nefarious  negative
## 4210 4210              nefariously  negative
## 4211 4211                   negate  negative
## 4212 4212                 negation  negative
## 4213 4213                 negative  negative
## 4214 4214                negatives  negative
## 4215 4215               negativity  negative
## 4216 4216                  neglect  negative
## 4217 4217                neglected  negative
## 4218 4218               negligence  negative
## 4219 4219                negligent  negative
## 4220 4220                  nemesis  negative
## 4221 4221                 nepotism  negative
## 4222 4222                  nervous  negative
## 4223 4223                nervously  negative
## 4224 4224              nervousness  negative
## 4225 4225                   nettle  negative
## 4226 4226               nettlesome  negative
## 4227 4227                 neurotic  negative
## 4228 4228             neurotically  negative
## 4229 4229                     nice  positive
## 4230 4230                   nicely  positive
## 4231 4231                    nicer  positive
## 4232 4232                   nicest  positive
## 4233 4233                    nifty  positive
## 4234 4234                   niggle  negative
## 4235 4235                  niggles  negative
## 4236 4236                nightmare  negative
## 4237 4237              nightmarish  negative
## 4238 4238            nightmarishly  negative
## 4239 4239                   nimble  positive
## 4240 4240                  nitpick  negative
## 4241 4241               nitpicking  negative
## 4242 4242                    noble  positive
## 4243 4243                    nobly  positive
## 4244 4244                    noise  negative
## 4245 4245                noiseless  positive
## 4246 4246                   noises  negative
## 4247 4247                  noisier  negative
## 4248 4248                    noisy  negative
## 4249 4249           non-confidence  negative
## 4250 4250             non-violence  positive
## 4251 4251              non-violent  positive
## 4252 4252              nonexistent  negative
## 4253 4253            nonresponsive  negative
## 4254 4254                 nonsense  negative
## 4255 4255                    nosey  negative
## 4256 4256                  notably  positive
## 4257 4257               noteworthy  positive
## 4258 4258                notoriety  negative
## 4259 4259                notorious  negative
## 4260 4260              notoriously  negative
## 4261 4261                  nourish  positive
## 4262 4262               nourishing  positive
## 4263 4263              nourishment  positive
## 4264 4264                  novelty  positive
## 4265 4265                  noxious  negative
## 4266 4266                 nuisance  negative
## 4267 4267                     numb  negative
## 4268 4268                nurturing  positive
## 4269 4269                    oasis  positive
## 4270 4270                    obese  negative
## 4271 4271                   object  negative
## 4272 4272                objection  negative
## 4273 4273            objectionable  negative
## 4274 4274               objections  negative
## 4275 4275                  oblique  negative
## 4276 4276               obliterate  negative
## 4277 4277              obliterated  negative
## 4278 4278                oblivious  negative
## 4279 4279                obnoxious  negative
## 4280 4280              obnoxiously  negative
## 4281 4281                  obscene  negative
## 4282 4282                obscenely  negative
## 4283 4283                obscenity  negative
## 4284 4284                  obscure  negative
## 4285 4285                 obscured  negative
## 4286 4286                 obscures  negative
## 4287 4287                obscurity  negative
## 4288 4288                   obsess  negative
## 4289 4289                obsession  positive
## 4290 4290               obsessions  positive
## 4291 4291                obsessive  negative
## 4292 4292              obsessively  negative
## 4293 4293            obsessiveness  negative
## 4294 4294                 obsolete  negative
## 4295 4295                 obstacle  negative
## 4296 4296                obstinate  negative
## 4297 4297              obstinately  negative
## 4298 4298                 obstruct  negative
## 4299 4299               obstructed  negative
## 4300 4300              obstructing  negative
## 4301 4301              obstruction  negative
## 4302 4302                obstructs  negative
## 4303 4303               obtainable  positive
## 4304 4304                obtrusive  negative
## 4305 4305                   obtuse  negative
## 4306 4306                  occlude  negative
## 4307 4307                 occluded  negative
## 4308 4308                 occludes  negative
## 4309 4309                occluding  negative
## 4310 4310                      odd  negative
## 4311 4311                    odder  negative
## 4312 4312                   oddest  negative
## 4313 4313                 oddities  negative
## 4314 4314                   oddity  negative
## 4315 4315                    oddly  negative
## 4316 4316                     odor  negative
## 4317 4317                  offence  negative
## 4318 4318                   offend  negative
## 4319 4319                 offender  negative
## 4320 4320                offending  negative
## 4321 4321                 offenses  negative
## 4322 4322                offensive  negative
## 4323 4323              offensively  negative
## 4324 4324            offensiveness  negative
## 4325 4325                officious  negative
## 4326 4326                  ominous  negative
## 4327 4327                ominously  negative
## 4328 4328                 omission  negative
## 4329 4329                     omit  negative
## 4330 4330                one-sided  negative
## 4331 4331                  onerous  negative
## 4332 4332                onerously  negative
## 4333 4333                onslaught  negative
## 4334 4334                   openly  positive
## 4335 4335                 openness  positive
## 4336 4336              opinionated  negative
## 4337 4337                 opponent  negative
## 4338 4338            opportunistic  negative
## 4339 4339                   oppose  negative
## 4340 4340               opposition  negative
## 4341 4341              oppositions  negative
## 4342 4342                  oppress  negative
## 4343 4343               oppression  negative
## 4344 4344               oppressive  negative
## 4345 4345             oppressively  negative
## 4346 4346           oppressiveness  negative
## 4347 4347               oppressors  negative
## 4348 4348                  optimal  positive
## 4349 4349                 optimism  positive
## 4350 4350               optimistic  positive
## 4351 4351                  opulent  positive
## 4352 4352                   ordeal  negative
## 4353 4353                  orderly  positive
## 4354 4354              originality  positive
## 4355 4355                   orphan  negative
## 4356 4356                ostracize  negative
## 4357 4357                 outbreak  negative
## 4358 4358                 outburst  negative
## 4359 4359                outbursts  negative
## 4360 4360                  outcast  negative
## 4361 4361                   outcry  negative
## 4362 4362                    outdo  positive
## 4363 4363                  outdone  positive
## 4364 4364                   outlaw  negative
## 4365 4365                 outmoded  negative
## 4366 4366               outperform  positive
## 4367 4367             outperformed  positive
## 4368 4368            outperforming  positive
## 4369 4369              outperforms  positive
## 4370 4370                  outrage  negative
## 4371 4371                 outraged  negative
## 4372 4372               outrageous  negative
## 4373 4373             outrageously  negative
## 4374 4374           outrageousness  negative
## 4375 4375                 outrages  negative
## 4376 4376                 outshine  positive
## 4377 4377                 outshone  positive
## 4378 4378                 outsider  negative
## 4379 4379                 outsmart  positive
## 4380 4380              outstanding  positive
## 4381 4381            outstandingly  positive
## 4382 4382                 outstrip  positive
## 4383 4383                   outwit  positive
## 4384 4384                  ovation  positive
## 4385 4385               over-acted  negative
## 4386 4386                 over-awe  negative
## 4387 4387            over-balanced  negative
## 4388 4388               over-hyped  negative
## 4389 4389              over-priced  negative
## 4390 4390           over-valuation  negative
## 4391 4391                  overact  negative
## 4392 4392                overacted  negative
## 4393 4393                  overawe  negative
## 4394 4394              overbalance  negative
## 4395 4395             overbalanced  negative
## 4396 4396              overbearing  negative
## 4397 4397            overbearingly  negative
## 4398 4398                overblown  negative
## 4399 4399                   overdo  negative
## 4400 4400                 overdone  negative
## 4401 4401                  overdue  negative
## 4402 4402            overemphasize  negative
## 4403 4403                 overheat  negative
## 4404 4404                overjoyed  positive
## 4405 4405                 overkill  negative
## 4406 4406               overloaded  negative
## 4407 4407                 overlook  negative
## 4408 4408                 overpaid  negative
## 4409 4409                overpayed  negative
## 4410 4410                 overplay  negative
## 4411 4411                overpower  negative
## 4412 4412               overpriced  negative
## 4413 4413                overrated  negative
## 4414 4414                overreach  negative
## 4415 4415                  overrun  negative
## 4416 4416               overshadow  negative
## 4417 4417                oversight  negative
## 4418 4418               oversights  negative
## 4419 4419       oversimplification  negative
## 4420 4420           oversimplified  negative
## 4421 4421             oversimplify  negative
## 4422 4422                 oversize  negative
## 4423 4423                overstate  negative
## 4424 4424               overstated  negative
## 4425 4425            overstatement  negative
## 4426 4426           overstatements  negative
## 4427 4427               overstates  negative
## 4428 4428                 overtake  positive
## 4429 4429                overtaken  positive
## 4430 4430                overtakes  positive
## 4431 4431               overtaking  positive
## 4432 4432                overtaxed  negative
## 4433 4433                overthrow  negative
## 4434 4434               overthrows  negative
## 4435 4435                 overtook  positive
## 4436 4436                 overture  positive
## 4437 4437                 overturn  negative
## 4438 4438               overweight  negative
## 4439 4439                overwhelm  negative
## 4440 4440              overwhelmed  negative
## 4441 4441             overwhelming  negative
## 4442 4442           overwhelmingly  negative
## 4443 4443               overwhelms  negative
## 4444 4444              overzealous  negative
## 4445 4445            overzealously  negative
## 4446 4446               overzelous  negative
## 4447 4447                     pain  negative
## 4448 4448                pain-free  positive
## 4449 4449                  painful  negative
## 4450 4450                 painfull  negative
## 4451 4451                painfully  negative
## 4452 4452                 painless  positive
## 4453 4453               painlessly  positive
## 4454 4454                    pains  negative
## 4455 4455                 palatial  positive
## 4456 4456                     pale  negative
## 4457 4457                    pales  negative
## 4458 4458                   paltry  negative
## 4459 4459                   pamper  positive
## 4460 4460                 pampered  positive
## 4461 4461               pamperedly  positive
## 4462 4462             pamperedness  positive
## 4463 4463                  pampers  positive
## 4464 4464                      pan  negative
## 4465 4465              pandemonium  negative
## 4466 4466                   pander  negative
## 4467 4467                pandering  negative
## 4468 4468                  panders  negative
## 4469 4469                    panic  negative
## 4470 4470                   panick  negative
## 4471 4471                 panicked  negative
## 4472 4472                panicking  negative
## 4473 4473                  panicky  negative
## 4474 4474                panoramic  positive
## 4475 4475                 paradise  positive
## 4476 4476              paradoxical  negative
## 4477 4477            paradoxically  negative
## 4478 4478                 paralize  negative
## 4479 4479                paralyzed  negative
## 4480 4480                paramount  positive
## 4481 4481                 paranoia  negative
## 4482 4482                 paranoid  negative
## 4483 4483                 parasite  negative
## 4484 4484                   pardon  positive
## 4485 4485                   pariah  negative
## 4486 4486                   parody  negative
## 4487 4487               partiality  negative
## 4488 4488                 partisan  negative
## 4489 4489                partisans  negative
## 4490 4490                    passe  negative
## 4491 4491                  passion  positive
## 4492 4492               passionate  positive
## 4493 4493             passionately  positive
## 4494 4494                  passive  negative
## 4495 4495              passiveness  negative
## 4496 4496                 pathetic  negative
## 4497 4497             pathetically  negative
## 4498 4498                 patience  positive
## 4499 4499                  patient  positive
## 4500 4500                patiently  positive
## 4501 4501                  patriot  positive
## 4502 4502                patriotic  positive
## 4503 4503                patronize  negative
## 4504 4504                  paucity  negative
## 4505 4505                   pauper  negative
## 4506 4506                  paupers  negative
## 4507 4507                  payback  negative
## 4508 4508                    peace  positive
## 4509 4509                peaceable  positive
## 4510 4510                 peaceful  positive
## 4511 4511               peacefully  positive
## 4512 4512             peacekeepers  positive
## 4513 4513                    peach  positive
## 4514 4514                 peculiar  negative
## 4515 4515               peculiarly  negative
## 4516 4516                 pedantic  negative
## 4517 4517                   peeled  negative
## 4518 4518                 peerless  positive
## 4519 4519                    peeve  negative
## 4520 4520                   peeved  negative
## 4521 4521                  peevish  negative
## 4522 4522                peevishly  negative
## 4523 4523                 penalize  negative
## 4524 4524                  penalty  negative
## 4525 4525                      pep  positive
## 4526 4526                   pepped  positive
## 4527 4527                  pepping  positive
## 4528 4528                    peppy  positive
## 4529 4529                     peps  positive
## 4530 4530                  perfect  positive
## 4531 4531               perfection  positive
## 4532 4532                perfectly  positive
## 4533 4533               perfidious  negative
## 4534 4534                perfidity  negative
## 4535 4535              perfunctory  negative
## 4536 4536                    peril  negative
## 4537 4537                 perilous  negative
## 4538 4538               perilously  negative
## 4539 4539                   perish  negative
## 4540 4540              permissible  positive
## 4541 4541               pernicious  negative
## 4542 4542                  perplex  negative
## 4543 4543                perplexed  negative
## 4544 4544               perplexing  negative
## 4545 4545               perplexity  negative
## 4546 4546                persecute  negative
## 4547 4547              persecution  negative
## 4548 4548             perseverance  positive
## 4549 4549                persevere  positive
## 4550 4550               personages  positive
## 4551 4551             personalized  positive
## 4552 4552             pertinacious  negative
## 4553 4553           pertinaciously  negative
## 4554 4554              pertinacity  negative
## 4555 4555                  perturb  negative
## 4556 4556                perturbed  negative
## 4557 4557                pervasive  negative
## 4558 4558                 perverse  negative
## 4559 4559               perversely  negative
## 4560 4560               perversion  negative
## 4561 4561               perversity  negative
## 4562 4562                  pervert  negative
## 4563 4563                perverted  negative
## 4564 4564                 perverts  negative
## 4565 4565                pessimism  negative
## 4566 4566              pessimistic  negative
## 4567 4567          pessimistically  negative
## 4568 4568                     pest  negative
## 4569 4569                pestilent  negative
## 4570 4570                petrified  negative
## 4571 4571                  petrify  negative
## 4572 4572                 pettifog  negative
## 4573 4573                    petty  negative
## 4574 4574               phenomenal  positive
## 4575 4575             phenomenally  positive
## 4576 4576                   phobia  negative
## 4577 4577                   phobic  negative
## 4578 4578                    phony  negative
## 4579 4579                   picket  negative
## 4580 4580                 picketed  negative
## 4581 4581                picketing  negative
## 4582 4582                  pickets  negative
## 4583 4583                    picky  negative
## 4584 4584              picturesque  positive
## 4585 4585                    piety  positive
## 4586 4586                      pig  negative
## 4587 4587                     pigs  negative
## 4588 4588                  pillage  negative
## 4589 4589                  pillory  negative
## 4590 4590                   pimple  negative
## 4591 4591                    pinch  negative
## 4592 4592                 pinnacle  positive
## 4593 4593                    pique  negative
## 4594 4594                 pitiable  negative
## 4595 4595                  pitiful  negative
## 4596 4596                pitifully  negative
## 4597 4597                 pitiless  negative
## 4598 4598               pitilessly  negative
## 4599 4599                 pittance  negative
## 4600 4600                     pity  negative
## 4601 4601               plagiarize  negative
## 4602 4602                   plague  negative
## 4603 4603                plasticky  negative
## 4604 4604                  playful  positive
## 4605 4605                playfully  positive
## 4606 4606                plaything  negative
## 4607 4607                     plea  negative
## 4608 4608                    pleas  negative
## 4609 4609                 pleasant  positive
## 4610 4610               pleasantly  positive
## 4611 4611                  pleased  positive
## 4612 4612                  pleases  positive
## 4613 4613                 pleasing  positive
## 4614 4614               pleasingly  positive
## 4615 4615              pleasurable  positive
## 4616 4616              pleasurably  positive
## 4617 4617                 pleasure  positive
## 4618 4618                 plebeian  negative
## 4619 4619                plentiful  positive
## 4620 4620                   plight  negative
## 4621 4621                     plot  negative
## 4622 4622                 plotters  negative
## 4623 4623                     ploy  negative
## 4624 4624                  plunder  negative
## 4625 4625                plunderer  negative
## 4626 4626                   pluses  positive
## 4627 4627                    plush  positive
## 4628 4628                  plusses  positive
## 4629 4629                   poetic  positive
## 4630 4630                poeticize  positive
## 4631 4631                 poignant  positive
## 4632 4632                pointless  negative
## 4633 4633              pointlessly  negative
## 4634 4634                    poise  positive
## 4635 4635                   poised  positive
## 4636 4636                   poison  negative
## 4637 4637                poisonous  negative
## 4638 4638              poisonously  negative
## 4639 4639                    pokey  negative
## 4640 4640                     poky  negative
## 4641 4641             polarisation  negative
## 4642 4642                 polemize  negative
## 4643 4643                 polished  positive
## 4644 4644                   polite  positive
## 4645 4645               politeness  positive
## 4646 4646                  pollute  negative
## 4647 4647                 polluter  negative
## 4648 4648                polluters  negative
## 4649 4649                 polution  negative
## 4650 4650                  pompous  negative
## 4651 4651                     poor  negative
## 4652 4652                   poorer  negative
## 4653 4653                  poorest  negative
## 4654 4654                   poorly  negative
## 4655 4655                  popular  positive
## 4656 4656                 portable  positive
## 4657 4657                     posh  positive
## 4658 4658                 positive  positive
## 4659 4659               positively  positive
## 4660 4660                positives  positive
## 4661 4661                posturing  negative
## 4662 4662                     pout  negative
## 4663 4663                  poverty  negative
## 4664 4664                 powerful  positive
## 4665 4665               powerfully  positive
## 4666 4666                powerless  negative
## 4667 4667                   praise  positive
## 4668 4668             praiseworthy  positive
## 4669 4669                 praising  positive
## 4670 4670                    prate  negative
## 4671 4671                 pratfall  negative
## 4672 4672                  prattle  negative
## 4673 4673              pre-eminent  positive
## 4674 4674               precarious  negative
## 4675 4675             precariously  negative
## 4676 4676                 precious  positive
## 4677 4677              precipitate  negative
## 4678 4678              precipitous  negative
## 4679 4679                  precise  positive
## 4680 4680                precisely  positive
## 4681 4681                predatory  negative
## 4682 4682              predicament  negative
## 4683 4683               preeminent  positive
## 4684 4684                   prefer  positive
## 4685 4685               preferable  positive
## 4686 4686               preferably  positive
## 4687 4687                 prefered  positive
## 4688 4688                 preferes  positive
## 4689 4689               preferring  positive
## 4690 4690                  prefers  positive
## 4691 4691                 prejudge  negative
## 4692 4692                prejudice  negative
## 4693 4693               prejudices  negative
## 4694 4694              prejudicial  negative
## 4695 4695             premeditated  negative
## 4696 4696                  premier  positive
## 4697 4697                preoccupy  negative
## 4698 4698             preposterous  negative
## 4699 4699           preposterously  negative
## 4700 4700                 prestige  positive
## 4701 4701              prestigious  positive
## 4702 4702             presumptuous  negative
## 4703 4703           presumptuously  negative
## 4704 4704                 pretence  negative
## 4705 4705                  pretend  negative
## 4706 4706                 pretense  negative
## 4707 4707              pretentious  negative
## 4708 4708            pretentiously  negative
## 4709 4709                 prettily  positive
## 4710 4710                   pretty  positive
## 4711 4711              prevaricate  negative
## 4712 4712                priceless  positive
## 4713 4713                   pricey  negative
## 4714 4714                  pricier  negative
## 4715 4715                    prick  negative
## 4716 4716                  prickle  negative
## 4717 4717                 prickles  negative
## 4718 4718                    pride  positive
## 4719 4719                 prideful  negative
## 4720 4720                     prik  negative
## 4721 4721                primitive  negative
## 4722 4722               principled  positive
## 4723 4723                   prison  negative
## 4724 4724                 prisoner  negative
## 4725 4725                privilege  positive
## 4726 4726               privileged  positive
## 4727 4727                    prize  positive
## 4728 4728                proactive  positive
## 4729 4729                  problem  negative
## 4730 4730             problem-free  positive
## 4731 4731           problem-solver  positive
## 4732 4732              problematic  negative
## 4733 4733                 problems  negative
## 4734 4734            procrastinate  negative
## 4735 4735           procrastinates  negative
## 4736 4736          procrastination  negative
## 4737 4737               prodigious  positive
## 4738 4738             prodigiously  positive
## 4739 4739                  prodigy  positive
## 4740 4740               productive  positive
## 4741 4741             productively  positive
## 4742 4742                  profane  negative
## 4743 4743                profanity  negative
## 4744 4744               proficient  positive
## 4745 4745             proficiently  positive
## 4746 4746                 profound  positive
## 4747 4747               profoundly  positive
## 4748 4748                  profuse  positive
## 4749 4749                profusion  positive
## 4750 4750                 progress  positive
## 4751 4751              progressive  positive
## 4752 4752                 prohibit  negative
## 4753 4753              prohibitive  negative
## 4754 4754            prohibitively  negative
## 4755 4755                 prolific  positive
## 4756 4756               prominence  positive
## 4757 4757                prominent  positive
## 4758 4758                  promise  positive
## 4759 4759                 promised  positive
## 4760 4760                 promises  positive
## 4761 4761                promising  positive
## 4762 4762                 promoter  positive
## 4763 4763                   prompt  positive
## 4764 4764                 promptly  positive
## 4765 4765               propaganda  negative
## 4766 4766             propagandize  negative
## 4767 4767                   proper  positive
## 4768 4768                 properly  positive
## 4769 4769               propitious  positive
## 4770 4770             propitiously  positive
## 4771 4771              proprietary  negative
## 4772 4772                     pros  positive
## 4773 4773                prosecute  negative
## 4774 4774                  prosper  positive
## 4775 4775               prosperity  positive
## 4776 4776               prosperous  positive
## 4777 4777                 prospros  positive
## 4778 4778                  protect  positive
## 4779 4779               protection  positive
## 4780 4780               protective  positive
## 4781 4781                  protest  negative
## 4782 4782                protested  negative
## 4783 4783               protesting  negative
## 4784 4784                 protests  negative
## 4785 4785               protracted  negative
## 4786 4786                    proud  positive
## 4787 4787                   proven  positive
## 4788 4788                   proves  positive
## 4789 4789               providence  positive
## 4790 4790                  proving  positive
## 4791 4791              provocation  negative
## 4792 4792              provocative  negative
## 4793 4793                  provoke  negative
## 4794 4794                  prowess  positive
## 4795 4795                 prudence  positive
## 4796 4796                  prudent  positive
## 4797 4797                prudently  positive
## 4798 4798                      pry  negative
## 4799 4799               pugnacious  negative
## 4800 4800             pugnaciously  negative
## 4801 4801                pugnacity  negative
## 4802 4802                    punch  negative
## 4803 4803                 punctual  positive
## 4804 4804                   punish  negative
## 4805 4805               punishable  negative
## 4806 4806                 punitive  negative
## 4807 4807                     punk  negative
## 4808 4808                     puny  negative
## 4809 4809                   puppet  negative
## 4810 4810                  puppets  negative
## 4811 4811                     pure  positive
## 4812 4812                   purify  positive
## 4813 4813               purposeful  positive
## 4814 4814                  puzzled  negative
## 4815 4815               puzzlement  negative
## 4816 4816                 puzzling  negative
## 4817 4817                    quack  negative
## 4818 4818                   quaint  positive
## 4819 4819                qualified  positive
## 4820 4820                  qualify  positive
## 4821 4821                    qualm  negative
## 4822 4822                   qualms  negative
## 4823 4823                 quandary  negative
## 4824 4824                  quarrel  negative
## 4825 4825              quarrellous  negative
## 4826 4826            quarrellously  negative
## 4827 4827                 quarrels  negative
## 4828 4828              quarrelsome  negative
## 4829 4829                    quash  negative
## 4830 4830                    queer  negative
## 4831 4831             questionable  negative
## 4832 4832                  quibble  negative
## 4833 4833                 quibbles  negative
## 4834 4834                  quicker  positive
## 4835 4835                    quiet  positive
## 4836 4836                  quieter  positive
## 4837 4837                  quitter  negative
## 4838 4838                    rabid  negative
## 4839 4839                   racism  negative
## 4840 4840                   racist  negative
## 4841 4841                  racists  negative
## 4842 4842                     racy  negative
## 4843 4843                 radiance  positive
## 4844 4844                  radiant  positive
## 4845 4845                  radical  negative
## 4846 4846           radicalization  negative
## 4847 4847                radically  negative
## 4848 4848                 radicals  negative
## 4849 4849                     rage  negative
## 4850 4850                   ragged  negative
## 4851 4851                   raging  negative
## 4852 4852                     rail  negative
## 4853 4853                    raked  negative
## 4854 4854                  rampage  negative
## 4855 4855                  rampant  negative
## 4856 4856               ramshackle  negative
## 4857 4857                   rancor  negative
## 4858 4858                 randomly  negative
## 4859 4859                   rankle  negative
## 4860 4860                     rant  negative
## 4861 4861                   ranted  negative
## 4862 4862                  ranting  negative
## 4863 4863                rantingly  negative
## 4864 4864                    rants  negative
## 4865 4865                     rape  negative
## 4866 4866                    raped  negative
## 4867 4867                    rapid  positive
## 4868 4868                   raping  negative
## 4869 4869                  rapport  positive
## 4870 4870                     rapt  positive
## 4871 4871                  rapture  positive
## 4872 4872               raptureous  positive
## 4873 4873             raptureously  positive
## 4874 4874                rapturous  positive
## 4875 4875              rapturously  positive
## 4876 4876                   rascal  negative
## 4877 4877                  rascals  negative
## 4878 4878                     rash  negative
## 4879 4879                 rational  positive
## 4880 4880                   rattle  negative
## 4881 4881                  rattled  negative
## 4882 4882                  rattles  negative
## 4883 4883                   ravage  negative
## 4884 4884                   raving  negative
## 4885 4885              razor-sharp  positive
## 4886 4886                reachable  positive
## 4887 4887              reactionary  negative
## 4888 4888                 readable  positive
## 4889 4889                  readily  positive
## 4890 4890                    ready  positive
## 4891 4891                 reaffirm  positive
## 4892 4892            reaffirmation  positive
## 4893 4893                realistic  positive
## 4894 4894               realizable  positive
## 4895 4895               reasonable  positive
## 4896 4896               reasonably  positive
## 4897 4897                 reasoned  positive
## 4898 4898              reassurance  positive
## 4899 4899                 reassure  positive
## 4900 4900               rebellious  negative
## 4901 4901                   rebuff  negative
## 4902 4902                   rebuke  negative
## 4903 4903             recalcitrant  negative
## 4904 4904                   recant  negative
## 4905 4905                receptive  positive
## 4906 4906                recession  negative
## 4907 4907             recessionary  negative
## 4908 4908                 reckless  negative
## 4909 4909               recklessly  negative
## 4910 4910             recklessness  negative
## 4911 4911                  reclaim  positive
## 4912 4912                   recoil  negative
## 4913 4913                 recomend  positive
## 4914 4914                recommend  positive
## 4915 4915           recommendation  positive
## 4916 4916          recommendations  positive
## 4917 4917              recommended  positive
## 4918 4918                reconcile  positive
## 4919 4919           reconciliation  positive
## 4920 4920           record-setting  positive
## 4921 4921                recourses  negative
## 4922 4922                  recover  positive
## 4923 4923                 recovery  positive
## 4924 4924            rectification  positive
## 4925 4925                  rectify  positive
## 4926 4926               rectifying  positive
## 4927 4927                   redeem  positive
## 4928 4928                redeeming  positive
## 4929 4929               redemption  positive
## 4930 4930               redundancy  negative
## 4931 4931                redundant  negative
## 4932 4932                   refine  positive
## 4933 4933                  refined  positive
## 4934 4934               refinement  positive
## 4935 4935                   reform  positive
## 4936 4936                 reformed  positive
## 4937 4937                reforming  positive
## 4938 4938                  reforms  positive
## 4939 4939                  refresh  positive
## 4940 4940                refreshed  positive
## 4941 4941               refreshing  positive
## 4942 4942                   refund  positive
## 4943 4943                 refunded  positive
## 4944 4944                  refusal  negative
## 4945 4945                   refuse  negative
## 4946 4946                  refused  negative
## 4947 4947                  refuses  negative
## 4948 4948                 refusing  negative
## 4949 4949               refutation  negative
## 4950 4950                   refute  negative
## 4951 4951                  refuted  negative
## 4952 4952                  refutes  negative
## 4953 4953                 refuting  negative
## 4954 4954                    regal  positive
## 4955 4955                  regally  positive
## 4956 4956                   regard  positive
## 4957 4957                  regress  negative
## 4958 4958               regression  negative
## 4959 4959               regressive  negative
## 4960 4960                   regret  negative
## 4961 4961                 regreted  negative
## 4962 4962                regretful  negative
## 4963 4963              regretfully  negative
## 4964 4964                  regrets  negative
## 4965 4965              regrettable  negative
## 4966 4966              regrettably  negative
## 4967 4967                regretted  negative
## 4968 4968                   reject  negative
## 4969 4969                 rejected  negative
## 4970 4970                rejecting  negative
## 4971 4971                rejection  negative
## 4972 4972                  rejects  negative
## 4973 4973                  rejoice  positive
## 4974 4974                rejoicing  positive
## 4975 4975              rejoicingly  positive
## 4976 4976               rejuvenate  positive
## 4977 4977              rejuvenated  positive
## 4978 4978             rejuvenating  positive
## 4979 4979                  relapse  negative
## 4980 4980                  relaxed  positive
## 4981 4981                   relent  positive
## 4982 4982               relentless  negative
## 4983 4983             relentlessly  negative
## 4984 4984           relentlessness  negative
## 4985 4985                 reliable  positive
## 4986 4986                 reliably  positive
## 4987 4987                   relief  positive
## 4988 4988                   relish  positive
## 4989 4989               reluctance  negative
## 4990 4990                reluctant  negative
## 4991 4991              reluctantly  negative
## 4992 4992               remarkable  positive
## 4993 4993               remarkably  positive
## 4994 4994                   remedy  positive
## 4995 4995                remission  positive
## 4996 4996                  remorse  negative
## 4997 4997               remorseful  negative
## 4998 4998             remorsefully  negative
## 4999 4999              remorseless  negative
## 5000 5000            remorselessly  negative
## 5001 5001          remorselessness  negative
## 5002 5002               remunerate  positive
## 5003 5003              renaissance  positive
## 5004 5004                  renewed  positive
## 5005 5005                 renounce  negative
## 5006 5006                   renown  positive
## 5007 5007                 renowned  positive
## 5008 5008             renunciation  negative
## 5009 5009                    repel  negative
## 5010 5010               repetitive  negative
## 5011 5011              replaceable  positive
## 5012 5012            reprehensible  negative
## 5013 5013            reprehensibly  negative
## 5014 5014             reprehension  negative
## 5015 5015             reprehensive  negative
## 5016 5016                  repress  negative
## 5017 5017               repression  negative
## 5018 5018               repressive  negative
## 5019 5019                reprimand  negative
## 5020 5020                 reproach  negative
## 5021 5021              reproachful  negative
## 5022 5022                  reprove  negative
## 5023 5023              reprovingly  negative
## 5024 5024                repudiate  negative
## 5025 5025              repudiation  negative
## 5026 5026                   repugn  negative
## 5027 5027               repugnance  negative
## 5028 5028                repugnant  negative
## 5029 5029              repugnantly  negative
## 5030 5030                  repulse  negative
## 5031 5031                 repulsed  negative
## 5032 5032                repulsing  negative
## 5033 5033                repulsive  negative
## 5034 5034              repulsively  negative
## 5035 5035            repulsiveness  negative
## 5036 5036                reputable  positive
## 5037 5037               reputation  positive
## 5038 5038                   resent  negative
## 5039 5039                resentful  negative
## 5040 5040               resentment  negative
## 5041 5041              resignation  negative
## 5042 5042                 resigned  negative
## 5043 5043                resilient  positive
## 5044 5044               resistance  negative
## 5045 5045                 resolute  positive
## 5046 5046                  resound  positive
## 5047 5047               resounding  positive
## 5048 5048              resourceful  positive
## 5049 5049          resourcefulness  positive
## 5050 5050                  respect  positive
## 5051 5051              respectable  positive
## 5052 5052               respectful  positive
## 5053 5053             respectfully  positive
## 5054 5054                  respite  positive
## 5055 5055              resplendent  positive
## 5056 5056              responsibly  positive
## 5057 5057               responsive  positive
## 5058 5058                  restful  positive
## 5059 5059                 restless  negative
## 5060 5060             restlessness  negative
## 5061 5061                 restored  positive
## 5062 5062                 restrict  negative
## 5063 5063               restricted  negative
## 5064 5064              restriction  negative
## 5065 5065              restrictive  negative
## 5066 5066              restructure  positive
## 5067 5067             restructured  positive
## 5068 5068            restructuring  positive
## 5069 5069                resurgent  negative
## 5070 5070                retaliate  negative
## 5071 5071              retaliatory  negative
## 5072 5072                   retard  negative
## 5073 5073                 retarded  negative
## 5074 5074             retardedness  negative
## 5075 5075                  retards  negative
## 5076 5076                 reticent  negative
## 5077 5077                  retract  negative
## 5078 5078              retractable  positive
## 5079 5079                  retreat  negative
## 5080 5080                retreated  negative
## 5081 5081                    revel  positive
## 5082 5082               revelation  positive
## 5083 5083                  revenge  negative
## 5084 5084               revengeful  negative
## 5085 5085             revengefully  negative
## 5086 5086                   revere  positive
## 5087 5087                reverence  positive
## 5088 5088                 reverent  positive
## 5089 5089               reverently  positive
## 5090 5090                   revert  negative
## 5091 5091                   revile  negative
## 5092 5092                  reviled  negative
## 5093 5093               revitalize  positive
## 5094 5094                  revival  positive
## 5095 5095                   revive  positive
## 5096 5096                  revives  positive
## 5097 5097                   revoke  negative
## 5098 5098                   revolt  negative
## 5099 5099                revolting  negative
## 5100 5100              revoltingly  negative
## 5101 5101            revolutionary  positive
## 5102 5102            revolutionize  positive
## 5103 5103           revolutionized  positive
## 5104 5104           revolutionizes  positive
## 5105 5105                revulsion  negative
## 5106 5106                revulsive  negative
## 5107 5107                   reward  positive
## 5108 5108                rewarding  positive
## 5109 5109              rewardingly  positive
## 5110 5110               rhapsodize  negative
## 5111 5111                 rhetoric  negative
## 5112 5112               rhetorical  negative
## 5113 5113                    ricer  negative
## 5114 5114                     rich  positive
## 5115 5115                   richer  positive
## 5116 5116                   richly  positive
## 5117 5117                 richness  positive
## 5118 5118                 ridicule  negative
## 5119 5119                ridicules  negative
## 5120 5120               ridiculous  negative
## 5121 5121             ridiculously  negative
## 5122 5122                     rife  negative
## 5123 5123                     rift  negative
## 5124 5124                    rifts  negative
## 5125 5125                    right  positive
## 5126 5126                  righten  positive
## 5127 5127                righteous  positive
## 5128 5128              righteously  positive
## 5129 5129            righteousness  positive
## 5130 5130                 rightful  positive
## 5131 5131               rightfully  positive
## 5132 5132                  rightly  positive
## 5133 5133                rightness  positive
## 5134 5134                    rigid  negative
## 5135 5135                 rigidity  negative
## 5136 5136                rigidness  negative
## 5137 5137                     rile  negative
## 5138 5138                    riled  negative
## 5139 5139                      rip  negative
## 5140 5140                  rip-off  negative
## 5141 5141                   ripoff  negative
## 5142 5142                   ripped  negative
## 5143 5143                     risk  negative
## 5144 5144                risk-free  positive
## 5145 5145                    risks  negative
## 5146 5146                    risky  negative
## 5147 5147                    rival  negative
## 5148 5148                  rivalry  negative
## 5149 5149               roadblocks  negative
## 5150 5150                   robust  positive
## 5151 5151                rock-star  positive
## 5152 5152               rock-stars  positive
## 5153 5153                 rockstar  positive
## 5154 5154                rockstars  positive
## 5155 5155                    rocky  negative
## 5156 5156                    rogue  negative
## 5157 5157            rollercoaster  negative
## 5158 5158                 romantic  positive
## 5159 5159             romantically  positive
## 5160 5160              romanticize  positive
## 5161 5161                  roomier  positive
## 5162 5162                    roomy  positive
## 5163 5163                     rosy  positive
## 5164 5164                      rot  negative
## 5165 5165                   rotten  negative
## 5166 5166                    rough  negative
## 5167 5167              rremediable  negative
## 5168 5168                  rubbish  negative
## 5169 5169                     rude  negative
## 5170 5170                      rue  negative
## 5171 5171                  ruffian  negative
## 5172 5172                   ruffle  negative
## 5173 5173                     ruin  negative
## 5174 5174                   ruined  negative
## 5175 5175                  ruining  negative
## 5176 5176                  ruinous  negative
## 5177 5177                    ruins  negative
## 5178 5178                 rumbling  negative
## 5179 5179                    rumor  negative
## 5180 5180                   rumors  negative
## 5181 5181                  rumours  negative
## 5182 5182                   rumple  negative
## 5183 5183                 run-down  negative
## 5184 5184                  runaway  negative
## 5185 5185                  rupture  negative
## 5186 5186                     rust  negative
## 5187 5187                    rusts  negative
## 5188 5188                    rusty  negative
## 5189 5189                      rut  negative
## 5190 5190                 ruthless  negative
## 5191 5191               ruthlessly  negative
## 5192 5192             ruthlessness  negative
## 5193 5193                     ruts  negative
## 5194 5194                 sabotage  negative
## 5195 5195                     sack  negative
## 5196 5196               sacrificed  negative
## 5197 5197                      sad  negative
## 5198 5198                   sadden  negative
## 5199 5199                    sadly  negative
## 5200 5200                  sadness  negative
## 5201 5201                     safe  positive
## 5202 5202                   safely  positive
## 5203 5203                      sag  negative
## 5204 5204                 sagacity  positive
## 5205 5205                   sagely  positive
## 5206 5206                   sagged  negative
## 5207 5207                  sagging  negative
## 5208 5208                    saggy  negative
## 5209 5209                     sags  negative
## 5210 5210                    saint  positive
## 5211 5211              saintliness  positive
## 5212 5212                  saintly  positive
## 5213 5213                salacious  negative
## 5214 5214                 salutary  positive
## 5215 5215                   salute  positive
## 5216 5216            sanctimonious  negative
## 5217 5217                     sane  positive
## 5218 5218                      sap  negative
## 5219 5219                  sarcasm  negative
## 5220 5220                sarcastic  negative
## 5221 5221            sarcastically  negative
## 5222 5222                 sardonic  negative
## 5223 5223             sardonically  negative
## 5224 5224                     sass  negative
## 5225 5225                satirical  negative
## 5226 5226                 satirize  negative
## 5227 5227           satisfactorily  positive
## 5228 5228             satisfactory  positive
## 5229 5229                satisfied  positive
## 5230 5230                satisfies  positive
## 5231 5231                  satisfy  positive
## 5232 5232               satisfying  positive
## 5233 5233               satisified  positive
## 5234 5234                   savage  negative
## 5235 5235                  savaged  negative
## 5236 5236                 savagery  negative
## 5237 5237                  savages  negative
## 5238 5238                    saver  positive
## 5239 5239                  savings  positive
## 5240 5240                   savior  positive
## 5241 5241                    savvy  positive
## 5242 5242                    scaly  negative
## 5243 5243                     scam  negative
## 5244 5244                    scams  negative
## 5245 5245                  scandal  negative
## 5246 5246               scandalize  negative
## 5247 5247              scandalized  negative
## 5248 5248               scandalous  negative
## 5249 5249             scandalously  negative
## 5250 5250                 scandals  negative
## 5251 5251                  scandel  negative
## 5252 5252                 scandels  negative
## 5253 5253                    scant  negative
## 5254 5254                scapegoat  negative
## 5255 5255                     scar  negative
## 5256 5256                   scarce  negative
## 5257 5257                 scarcely  negative
## 5258 5258                 scarcity  negative
## 5259 5259                    scare  negative
## 5260 5260                   scared  negative
## 5261 5261                  scarier  negative
## 5262 5262                 scariest  negative
## 5263 5263                  scarily  negative
## 5264 5264                  scarred  negative
## 5265 5265                    scars  negative
## 5266 5266                    scary  negative
## 5267 5267                 scathing  negative
## 5268 5268               scathingly  negative
## 5269 5269                   scenic  positive
## 5270 5270                sceptical  negative
## 5271 5271                    scoff  negative
## 5272 5272               scoffingly  negative
## 5273 5273                    scold  negative
## 5274 5274                  scolded  negative
## 5275 5275                 scolding  negative
## 5276 5276               scoldingly  negative
## 5277 5277                scorching  negative
## 5278 5278              scorchingly  negative
## 5279 5279                    scorn  negative
## 5280 5280                 scornful  negative
## 5281 5281               scornfully  negative
## 5282 5282                scoundrel  negative
## 5283 5283                  scourge  negative
## 5284 5284                    scowl  negative
## 5285 5285                 scramble  negative
## 5286 5286                scrambled  negative
## 5287 5287                scrambles  negative
## 5288 5288               scrambling  negative
## 5289 5289                    scrap  negative
## 5290 5290                  scratch  negative
## 5291 5291                scratched  negative
## 5292 5292                scratches  negative
## 5293 5293                 scratchy  negative
## 5294 5294                   scream  negative
## 5295 5295                  screech  negative
## 5296 5296                 screw-up  negative
## 5297 5297                  screwed  negative
## 5298 5298               screwed-up  negative
## 5299 5299                   screwy  negative
## 5300 5300                    scuff  negative
## 5301 5301                   scuffs  negative
## 5302 5302                     scum  negative
## 5303 5303                   scummy  negative
## 5304 5304                 seamless  positive
## 5305 5305                 seasoned  positive
## 5306 5306             second-class  negative
## 5307 5307              second-tier  negative
## 5308 5308                secretive  negative
## 5309 5309                   secure  positive
## 5310 5310                 securely  positive
## 5311 5311                sedentary  negative
## 5312 5312                    seedy  negative
## 5313 5313                   seethe  negative
## 5314 5314                 seething  negative
## 5315 5315                selective  positive
## 5316 5316                self-coup  negative
## 5317 5317           self-criticism  negative
## 5318 5318           self-defeating  negative
## 5319 5319         self-destructive  negative
## 5320 5320       self-determination  positive
## 5321 5321         self-humiliation  negative
## 5322 5322            self-interest  negative
## 5323 5323          self-interested  negative
## 5324 5324             self-respect  positive
## 5325 5325        self-satisfaction  positive
## 5326 5326             self-serving  negative
## 5327 5327         self-sufficiency  positive
## 5328 5328          self-sufficient  positive
## 5329 5329           selfinterested  negative
## 5330 5330                  selfish  negative
## 5331 5331                selfishly  negative
## 5332 5332              selfishness  negative
## 5333 5333            semi-retarded  negative
## 5334 5334                   senile  negative
## 5335 5335                sensation  positive
## 5336 5336              sensational  positive
## 5337 5337           sensationalize  negative
## 5338 5338            sensationally  positive
## 5339 5339               sensations  positive
## 5340 5340                senseless  negative
## 5341 5341              senselessly  negative
## 5342 5342                 sensible  positive
## 5343 5343                 sensibly  positive
## 5344 5344                sensitive  positive
## 5345 5345                   serene  positive
## 5346 5346                 serenity  positive
## 5347 5347              seriousness  negative
## 5348 5348                sermonize  negative
## 5349 5349                servitude  negative
## 5350 5350                   set-up  negative
## 5351 5351                  setback  negative
## 5352 5352                 setbacks  negative
## 5353 5353                    sever  negative
## 5354 5354                   severe  negative
## 5355 5355                 severity  negative
## 5356 5356                     sexy  positive
## 5357 5357                     sh*t  negative
## 5358 5358                   shabby  negative
## 5359 5359                  shadowy  negative
## 5360 5360                    shady  negative
## 5361 5361                    shake  negative
## 5362 5362                    shaky  negative
## 5363 5363                  shallow  negative
## 5364 5364                     sham  negative
## 5365 5365                 shambles  negative
## 5366 5366                    shame  negative
## 5367 5367                 shameful  negative
## 5368 5368               shamefully  negative
## 5369 5369             shamefulness  negative
## 5370 5370                shameless  negative
## 5371 5371              shamelessly  negative
## 5372 5372            shamelessness  negative
## 5373 5373                    shark  negative
## 5374 5374                    sharp  positive
## 5375 5375                  sharper  positive
## 5376 5376                 sharpest  positive
## 5377 5377                  sharply  negative
## 5378 5378                  shatter  negative
## 5379 5379                  shemale  negative
## 5380 5380                  shimmer  negative
## 5381 5381               shimmering  positive
## 5382 5382             shimmeringly  positive
## 5383 5383                   shimmy  negative
## 5384 5384                    shine  positive
## 5385 5385                    shiny  positive
## 5386 5386                shipwreck  negative
## 5387 5387                    shirk  negative
## 5388 5388                  shirker  negative
## 5389 5389                     shit  negative
## 5390 5390                   shiver  negative
## 5391 5391                    shock  negative
## 5392 5392                  shocked  negative
## 5393 5393                 shocking  negative
## 5394 5394               shockingly  negative
## 5395 5395                   shoddy  negative
## 5396 5396              short-lived  negative
## 5397 5397                 shortage  negative
## 5398 5398              shortchange  negative
## 5399 5399              shortcoming  negative
## 5400 5400             shortcomings  negative
## 5401 5401                shortness  negative
## 5402 5402             shortsighted  negative
## 5403 5403         shortsightedness  negative
## 5404 5404                 showdown  negative
## 5405 5405                    shrew  negative
## 5406 5406                   shriek  negative
## 5407 5407                   shrill  negative
## 5408 5408                  shrilly  negative
## 5409 5409                  shrivel  negative
## 5410 5410                   shroud  negative
## 5411 5411                 shrouded  negative
## 5412 5412                    shrug  negative
## 5413 5413                     shun  negative
## 5414 5414                  shunned  negative
## 5415 5415                     sick  negative
## 5416 5416                   sicken  negative
## 5417 5417                sickening  negative
## 5418 5418              sickeningly  negative
## 5419 5419                   sickly  negative
## 5420 5420                 sickness  negative
## 5421 5421                sidetrack  negative
## 5422 5422              sidetracked  negative
## 5423 5423                    siege  negative
## 5424 5424              significant  positive
## 5425 5425                   silent  positive
## 5426 5426                  sillily  negative
## 5427 5427                    silly  negative
## 5428 5428                  simpler  positive
## 5429 5429                 simplest  positive
## 5430 5430               simplified  positive
## 5431 5431               simplifies  positive
## 5432 5432                 simplify  positive
## 5433 5433              simplifying  positive
## 5434 5434               simplistic  negative
## 5435 5435           simplistically  negative
## 5436 5436                      sin  negative
## 5437 5437                  sincere  positive
## 5438 5438                sincerely  positive
## 5439 5439                sincerity  positive
## 5440 5440                   sinful  negative
## 5441 5441                 sinfully  negative
## 5442 5442                 sinister  negative
## 5443 5443               sinisterly  negative
## 5444 5444                     sink  negative
## 5445 5445                  sinking  negative
## 5446 5446                skeletons  negative
## 5447 5447                  skeptic  negative
## 5448 5448                skeptical  negative
## 5449 5449              skeptically  negative
## 5450 5450               skepticism  negative
## 5451 5451                  sketchy  negative
## 5452 5452                    skill  positive
## 5453 5453                  skilled  positive
## 5454 5454                 skillful  positive
## 5455 5455               skillfully  positive
## 5456 5456                   skimpy  negative
## 5457 5457                   skinny  negative
## 5458 5458                 skittish  negative
## 5459 5459               skittishly  negative
## 5460 5460                    skulk  negative
## 5461 5461                    slack  negative
## 5462 5462                  slammin  positive
## 5463 5463                  slander  negative
## 5464 5464                slanderer  negative
## 5465 5465               slanderous  negative
## 5466 5466             slanderously  negative
## 5467 5467                 slanders  negative
## 5468 5468                     slap  negative
## 5469 5469                 slashing  negative
## 5470 5470                slaughter  negative
## 5471 5471              slaughtered  negative
## 5472 5472                    slave  negative
## 5473 5473                   slaves  negative
## 5474 5474                   sleazy  negative
## 5475 5475                    sleek  positive
## 5476 5476                    slick  positive
## 5477 5477                    slime  negative
## 5478 5478                     slog  negative
## 5479 5479                  slogged  negative
## 5480 5480                 slogging  negative
## 5481 5481                    slogs  negative
## 5482 5482        sloooooooooooooow  negative
## 5483 5483                  sloooow  negative
## 5484 5484                   slooow  negative
## 5485 5485                    sloow  negative
## 5486 5486                 sloppily  negative
## 5487 5487                   sloppy  negative
## 5488 5488                    sloth  negative
## 5489 5489                 slothful  negative
## 5490 5490                     slow  negative
## 5491 5491              slow-moving  negative
## 5492 5492                   slowed  negative
## 5493 5493                   slower  negative
## 5494 5494                  slowest  negative
## 5495 5495                   slowly  negative
## 5496 5496                    sloww  negative
## 5497 5497                   slowww  negative
## 5498 5498                  slowwww  negative
## 5499 5499                     slug  negative
## 5500 5500                 sluggish  negative
## 5501 5501                    slump  negative
## 5502 5502                 slumping  negative
## 5503 5503                slumpping  negative
## 5504 5504                     slur  negative
## 5505 5505                     slut  negative
## 5506 5506                    sluts  negative
## 5507 5507                      sly  negative
## 5508 5508                    smack  negative
## 5509 5509                 smallish  negative
## 5510 5510                    smart  positive
## 5511 5511                  smarter  positive
## 5512 5512                 smartest  positive
## 5513 5513                  smartly  positive
## 5514 5514                    smash  negative
## 5515 5515                    smear  negative
## 5516 5516                    smell  negative
## 5517 5517                  smelled  negative
## 5518 5518                 smelling  negative
## 5519 5519                   smells  negative
## 5520 5520                   smelly  negative
## 5521 5521                    smelt  negative
## 5522 5522                    smile  positive
## 5523 5523                   smiles  positive
## 5524 5524                  smiling  positive
## 5525 5525                smilingly  positive
## 5526 5526                  smitten  positive
## 5527 5527                    smoke  negative
## 5528 5528              smokescreen  negative
## 5529 5529                  smolder  negative
## 5530 5530               smoldering  negative
## 5531 5531                   smooth  positive
## 5532 5532                 smoother  positive
## 5533 5533                 smoothes  positive
## 5534 5534                smoothest  positive
## 5535 5535                 smoothly  positive
## 5536 5536                  smother  negative
## 5537 5537                 smoulder  negative
## 5538 5538              smouldering  negative
## 5539 5539                   smudge  negative
## 5540 5540                  smudged  negative
## 5541 5541                  smudges  negative
## 5542 5542                 smudging  negative
## 5543 5543                     smug  negative
## 5544 5544                   smugly  negative
## 5545 5545                     smut  negative
## 5546 5546                 smuttier  negative
## 5547 5547                smuttiest  negative
## 5548 5548                   smutty  negative
## 5549 5549                     snag  negative
## 5550 5550                  snagged  negative
## 5551 5551                 snagging  negative
## 5552 5552                    snags  negative
## 5553 5553                 snappish  negative
## 5554 5554               snappishly  negative
## 5555 5555                   snappy  positive
## 5556 5556                    snare  negative
## 5557 5557                   snarky  negative
## 5558 5558                    snarl  negative
## 5559 5559                   snazzy  positive
## 5560 5560                    sneak  negative
## 5561 5561                 sneakily  negative
## 5562 5562                   sneaky  negative
## 5563 5563                    sneer  negative
## 5564 5564                 sneering  negative
## 5565 5565               sneeringly  negative
## 5566 5566                     snob  negative
## 5567 5567                 snobbish  negative
## 5568 5568                   snobby  negative
## 5569 5569                  snobish  negative
## 5570 5570                    snobs  negative
## 5571 5571                     snub  negative
## 5572 5572                   so-cal  negative
## 5573 5573                    soapy  negative
## 5574 5574                      sob  negative
## 5575 5575                    sober  negative
## 5576 5576                 sobering  negative
## 5577 5577                 sociable  positive
## 5578 5578                     soft  positive
## 5579 5579                   softer  positive
## 5580 5580                   solace  positive
## 5581 5581                   solemn  negative
## 5582 5582               solicitous  positive
## 5583 5583             solicitously  positive
## 5584 5584               solicitude  negative
## 5585 5585                    solid  positive
## 5586 5586               solidarity  positive
## 5587 5587                   somber  negative
## 5588 5588                   soothe  positive
## 5589 5589               soothingly  positive
## 5590 5590            sophisticated  positive
## 5591 5591                     sore  negative
## 5592 5592                   sorely  negative
## 5593 5593                 soreness  negative
## 5594 5594                   sorrow  negative
## 5595 5595                sorrowful  negative
## 5596 5596              sorrowfully  negative
## 5597 5597                    sorry  negative
## 5598 5598                  soulful  positive
## 5599 5599                  soundly  positive
## 5600 5600                soundness  positive
## 5601 5601                     sour  negative
## 5602 5602                   sourly  negative
## 5603 5603                 spacious  positive
## 5604 5604                    spade  negative
## 5605 5605                    spank  negative
## 5606 5606                  sparkle  positive
## 5607 5607                sparkling  positive
## 5608 5608              spectacular  positive
## 5609 5609            spectacularly  positive
## 5610 5610                 speedily  positive
## 5611 5611                   speedy  positive
## 5612 5612                spellbind  positive
## 5613 5613             spellbinding  positive
## 5614 5614           spellbindingly  positive
## 5615 5615               spellbound  positive
## 5616 5616                   spendy  negative
## 5617 5617                     spew  negative
## 5618 5618                   spewed  negative
## 5619 5619                  spewing  negative
## 5620 5620                    spews  negative
## 5621 5621                 spilling  negative
## 5622 5622                 spinster  negative
## 5623 5623                 spirited  positive
## 5624 5624               spiritless  negative
## 5625 5625                spiritual  positive
## 5626 5626                    spite  negative
## 5627 5627                 spiteful  negative
## 5628 5628               spitefully  negative
## 5629 5629             spitefulness  negative
## 5630 5630                 splatter  negative
## 5631 5631                 splendid  positive
## 5632 5632               splendidly  positive
## 5633 5633                 splendor  positive
## 5634 5634                    split  negative
## 5635 5635                splitting  negative
## 5636 5636                    spoil  negative
## 5637 5637                 spoilage  negative
## 5638 5638                spoilages  negative
## 5639 5639                  spoiled  negative
## 5640 5640                 spoilled  negative
## 5641 5641                   spoils  negative
## 5642 5642              spontaneous  positive
## 5643 5643                    spook  negative
## 5644 5644                 spookier  negative
## 5645 5645                spookiest  negative
## 5646 5646                 spookily  negative
## 5647 5647                   spooky  negative
## 5648 5648                spoon-fed  negative
## 5649 5649               spoon-feed  negative
## 5650 5650                 spoonfed  negative
## 5651 5651                 sporadic  negative
## 5652 5652                   sporty  positive
## 5653 5653                 spotless  positive
## 5654 5654                   spotty  negative
## 5655 5655                sprightly  positive
## 5656 5656                 spurious  negative
## 5657 5657                    spurn  negative
## 5658 5658                  sputter  negative
## 5659 5659                 squabble  negative
## 5660 5660               squabbling  negative
## 5661 5661                 squander  negative
## 5662 5662                   squash  negative
## 5663 5663                   squeak  negative
## 5664 5664                  squeaks  negative
## 5665 5665                  squeaky  negative
## 5666 5666                   squeal  negative
## 5667 5667                squealing  negative
## 5668 5668                  squeals  negative
## 5669 5669                   squirm  negative
## 5670 5670                     stab  negative
## 5671 5671                stability  positive
## 5672 5672                stabilize  positive
## 5673 5673                   stable  positive
## 5674 5674                 stagnant  negative
## 5675 5675                 stagnate  negative
## 5676 5676               stagnation  negative
## 5677 5677                    staid  negative
## 5678 5678                    stain  negative
## 5679 5679                stainless  positive
## 5680 5680                   stains  negative
## 5681 5681                    stale  negative
## 5682 5682                stalemate  negative
## 5683 5683                    stall  negative
## 5684 5684                   stalls  negative
## 5685 5685                  stammer  negative
## 5686 5686                 stampede  negative
## 5687 5687                 standout  positive
## 5688 5688               standstill  negative
## 5689 5689                    stark  negative
## 5690 5690                  starkly  negative
## 5691 5691                  startle  negative
## 5692 5692                startling  negative
## 5693 5693              startlingly  negative
## 5694 5694               starvation  negative
## 5695 5695                   starve  negative
## 5696 5696         state-of-the-art  positive
## 5697 5697                  stately  positive
## 5698 5698                   static  negative
## 5699 5699               statuesque  positive
## 5700 5700                  staunch  positive
## 5701 5701                staunchly  positive
## 5702 5702              staunchness  positive
## 5703 5703                steadfast  positive
## 5704 5704              steadfastly  positive
## 5705 5705            steadfastness  positive
## 5706 5706                steadiest  positive
## 5707 5707               steadiness  positive
## 5708 5708                   steady  positive
## 5709 5709                    steal  negative
## 5710 5710                 stealing  negative
## 5711 5711                   steals  negative
## 5712 5712                    steep  negative
## 5713 5713                  steeply  negative
## 5714 5714                  stellar  positive
## 5715 5715                stellarly  positive
## 5716 5716                   stench  negative
## 5717 5717               stereotype  negative
## 5718 5718            stereotypical  negative
## 5719 5719          stereotypically  negative
## 5720 5720                    stern  negative
## 5721 5721                     stew  negative
## 5722 5722                   sticky  negative
## 5723 5723                    stiff  negative
## 5724 5724                stiffness  negative
## 5725 5725                   stifle  negative
## 5726 5726                 stifling  negative
## 5727 5727               stiflingly  negative
## 5728 5728                   stigma  negative
## 5729 5729               stigmatize  negative
## 5730 5730                stimulate  positive
## 5731 5731               stimulates  positive
## 5732 5732              stimulating  positive
## 5733 5733              stimulative  positive
## 5734 5734                    sting  negative
## 5735 5735                 stinging  negative
## 5736 5736               stingingly  negative
## 5737 5737                   stingy  negative
## 5738 5738                    stink  negative
## 5739 5739                   stinks  negative
## 5740 5740               stirringly  positive
## 5741 5741                   stodgy  negative
## 5742 5742                    stole  negative
## 5743 5743                   stolen  negative
## 5744 5744                   stooge  negative
## 5745 5745                  stooges  negative
## 5746 5746                   stormy  negative
## 5747 5747                 straggle  negative
## 5748 5748                straggler  negative
## 5749 5749               straighten  positive
## 5750 5750          straightforward  positive
## 5751 5751                   strain  negative
## 5752 5752                 strained  negative
## 5753 5753                straining  negative
## 5754 5754                  strange  negative
## 5755 5755                strangely  negative
## 5756 5756                 stranger  negative
## 5757 5757                strangest  negative
## 5758 5758                 strangle  negative
## 5759 5759                  streaky  negative
## 5760 5760              streamlined  positive
## 5761 5761                strenuous  negative
## 5762 5762                   stress  negative
## 5763 5763                 stresses  negative
## 5764 5764                stressful  negative
## 5765 5765              stressfully  negative
## 5766 5766                 stricken  negative
## 5767 5767                   strict  negative
## 5768 5768                 strictly  negative
## 5769 5769                 strident  negative
## 5770 5770               stridently  negative
## 5771 5771                   strife  negative
## 5772 5772                   strike  negative
## 5773 5773                 striking  positive
## 5774 5774               strikingly  positive
## 5775 5775                stringent  negative
## 5776 5776              stringently  negative
## 5777 5777                 striving  positive
## 5778 5778                   strong  positive
## 5779 5779                 stronger  positive
## 5780 5780                strongest  positive
## 5781 5781                   struck  negative
## 5782 5782                 struggle  negative
## 5783 5783                struggled  negative
## 5784 5784                struggles  negative
## 5785 5785               struggling  negative
## 5786 5786                    strut  negative
## 5787 5787                 stubborn  negative
## 5788 5788               stubbornly  negative
## 5789 5789             stubbornness  negative
## 5790 5790                    stuck  negative
## 5791 5791                   stuffy  negative
## 5792 5792                  stumble  negative
## 5793 5793                 stumbled  negative
## 5794 5794                 stumbles  negative
## 5795 5795                    stump  negative
## 5796 5796                  stumped  negative
## 5797 5797                   stumps  negative
## 5798 5798                     stun  negative
## 5799 5799                  stunned  positive
## 5800 5800                 stunning  positive
## 5801 5801               stunningly  positive
## 5802 5802                    stunt  negative
## 5803 5803                  stunted  negative
## 5804 5804               stupendous  positive
## 5805 5805             stupendously  positive
## 5806 5806                   stupid  negative
## 5807 5807                stupidest  negative
## 5808 5808                stupidity  negative
## 5809 5809                 stupidly  negative
## 5810 5810                stupified  negative
## 5811 5811                  stupify  negative
## 5812 5812                   stupor  negative
## 5813 5813                 sturdier  positive
## 5814 5814                   sturdy  positive
## 5815 5815                  stutter  negative
## 5816 5816                stuttered  negative
## 5817 5817               stuttering  negative
## 5818 5818                 stutters  negative
## 5819 5819                      sty  negative
## 5820 5820                  stylish  positive
## 5821 5821                stylishly  positive
## 5822 5822                 stylized  positive
## 5823 5823                  stymied  negative
## 5824 5824                    suave  positive
## 5825 5825                  suavely  positive
## 5826 5826                  sub-par  negative
## 5827 5827                  subdued  negative
## 5828 5828                subjected  negative
## 5829 5829               subjection  negative
## 5830 5830                subjugate  negative
## 5831 5831              subjugation  negative
## 5832 5832                  sublime  positive
## 5833 5833               submissive  negative
## 5834 5834              subordinate  negative
## 5835 5835                 subpoena  negative
## 5836 5836                subpoenas  negative
## 5837 5837             subservience  negative
## 5838 5838              subservient  negative
## 5839 5839                subsidize  positive
## 5840 5840               subsidized  positive
## 5841 5841               subsidizes  positive
## 5842 5842              subsidizing  positive
## 5843 5843              substandard  negative
## 5844 5844              substantive  positive
## 5845 5845                 subtract  negative
## 5846 5846               subversion  negative
## 5847 5847               subversive  negative
## 5848 5848             subversively  negative
## 5849 5849                  subvert  negative
## 5850 5850                  succeed  positive
## 5851 5851                succeeded  positive
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## 5865 5865                      sue  negative
## 5866 5866                     sued  negative
## 5867 5867                   sueing  negative
## 5868 5868                     sues  negative
## 5869 5869                   suffer  negative
## 5870 5870                 suffered  negative
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## 5872 5872                sufferers  negative
## 5873 5873                suffering  negative
## 5874 5874                  suffers  negative
## 5875 5875                  suffice  positive
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## 5880 5880                suffocate  negative
## 5881 5881               sugar-coat  negative
## 5882 5882             sugar-coated  negative
## 5883 5883              sugarcoated  negative
## 5884 5884                 suicidal  negative
## 5885 5885                  suicide  negative
## 5886 5886                 suitable  positive
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## 5888 5888                   sullen  negative
## 5889 5889                    sully  negative
## 5890 5890                sumptuous  positive
## 5891 5891              sumptuously  positive
## 5892 5892            sumptuousness  positive
## 5893 5893                   sunder  negative
## 5894 5894                     sunk  negative
## 5895 5895                   sunken  negative
## 5896 5896                    super  positive
## 5897 5897                   superb  positive
## 5898 5898                 superbly  positive
## 5899 5899              superficial  negative
## 5900 5900           superficiality  negative
## 5901 5901            superficially  negative
## 5902 5902              superfluous  negative
## 5903 5903                 superior  positive
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## 5917 5917                  supreme  positive
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## 5929 5929                suspicion  negative
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## 5932 5932             suspiciously  negative
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## 5953 5953                    swipe  negative
## 5954 5954                  swollen  negative
## 5955 5955                  symptom  negative
## 5956 5956                 symptoms  negative
## 5957 5957                 syndrome  negative
## 5958 5958                    taboo  negative
## 5959 5959                    tacky  negative
## 5960 5960                    taint  negative
## 5961 5961                  tainted  negative
## 5962 5962                   talent  positive
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## 5966 5966                   tangle  negative
## 5967 5967                  tangled  negative
## 5968 5968                  tangles  negative
## 5969 5969                     tank  negative
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## 5972 5972                tantalize  positive
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## 5976 5976                    tardy  negative
## 5977 5977                  tarnish  negative
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## 5979 5979                tarnishes  negative
## 5980 5980               tarnishing  negative
## 5981 5981                 tattered  negative
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## 5984 5984               tauntingly  negative
## 5985 5985                   taunts  negative
## 5986 5986                     taut  negative
## 5987 5987                   tawdry  negative
## 5988 5988                   taxing  negative
## 5989 5989                    tease  negative
## 5990 5990                teasingly  negative
## 5991 5991                  tedious  negative
## 5992 5992                tediously  negative
## 5993 5993                 temerity  negative
## 5994 5994                   temper  negative
## 5995 5995                  tempest  negative
## 5996 5996                    tempt  positive
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## 6004 6004                 tenderly  positive
## 6005 6005               tenderness  negative
## 6006 6006                    tense  negative
## 6007 6007                  tension  negative
## 6008 6008                tentative  negative
## 6009 6009              tentatively  negative
## 6010 6010                  tenuous  negative
## 6011 6011                tenuously  negative
## 6012 6012                    tepid  negative
## 6013 6013                 terrible  negative
## 6014 6014             terribleness  negative
## 6015 6015                 terribly  negative
## 6016 6016                 terrific  positive
## 6017 6017             terrifically  positive
## 6018 6018                   terror  negative
## 6019 6019             terror-genic  negative
## 6020 6020                terrorism  negative
## 6021 6021                terrorize  negative
## 6022 6022                  testily  negative
## 6023 6023                    testy  negative
## 6024 6024                 tetchily  negative
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## 6040 6040                   threat  negative
## 6041 6041                 threaten  negative
## 6042 6042              threatening  negative
## 6043 6043                  threats  negative
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## 6047 6047                   thrill  positive
## 6048 6048                 thrilled  positive
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## 6054 6054                    throb  negative
## 6055 6055                 throbbed  negative
## 6056 6056                throbbing  negative
## 6057 6057                   throbs  negative
## 6058 6058                 throttle  negative
## 6059 6059                     thug  negative
## 6060 6060               thumb-down  negative
## 6061 6061                 thumb-up  positive
## 6062 6062              thumbs-down  negative
## 6063 6063                thumbs-up  positive
## 6064 6064                   thwart  negative
## 6065 6065                   tickle  positive
## 6066 6066                     tidy  positive
## 6067 6067           time-consuming  negative
## 6068 6068             time-honored  positive
## 6069 6069                   timely  positive
## 6070 6070                    timid  negative
## 6071 6071                 timidity  negative
## 6072 6072                  timidly  negative
## 6073 6073                timidness  negative
## 6074 6074                    tin-y  negative
## 6075 6075                   tingle  positive
## 6076 6076                  tingled  negative
## 6077 6077                 tingling  negative
## 6078 6078                    tired  negative
## 6079 6079                 tiresome  negative
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## 6081 6081                 tiringly  negative
## 6082 6082                titillate  positive
## 6083 6083              titillating  positive
## 6084 6084            titillatingly  positive
## 6085 6085             togetherness  positive
## 6086 6086                     toil  negative
## 6087 6087                tolerable  positive
## 6088 6088                     toll  negative
## 6089 6089                toll-free  positive
## 6090 6090                      top  positive
## 6091 6091                top-heavy  negative
## 6092 6092                top-notch  positive
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## 6095 6095                   topple  negative
## 6096 6096                     tops  positive
## 6097 6097                  torment  negative
## 6098 6098                tormented  negative
## 6099 6099                  torrent  negative
## 6100 6100                 tortuous  negative
## 6101 6101                  torture  negative
## 6102 6102                 tortured  negative
## 6103 6103                 tortures  negative
## 6104 6104                torturing  negative
## 6105 6105                torturous  negative
## 6106 6106              torturously  negative
## 6107 6107             totalitarian  negative
## 6108 6108                   touchy  negative
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## 6114 6114                   touted  negative
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## 6121 6121               tragically  negative
## 6122 6122                  traitor  negative
## 6123 6123               traitorous  negative
## 6124 6124             traitorously  negative
## 6125 6125                    tramp  negative
## 6126 6126                  trample  negative
## 6127 6127                 tranquil  positive
## 6128 6128              tranquility  positive
## 6129 6129               transgress  negative
## 6130 6130            transgression  negative
## 6131 6131              transparent  positive
## 6132 6132                     trap  negative
## 6133 6133                   traped  negative
## 6134 6134                  trapped  negative
## 6135 6135                    trash  negative
## 6136 6136                  trashed  negative
## 6137 6137                   trashy  negative
## 6138 6138                   trauma  negative
## 6139 6139                traumatic  negative
## 6140 6140            traumatically  negative
## 6141 6141               traumatize  negative
## 6142 6142              traumatized  negative
## 6143 6143               travesties  negative
## 6144 6144                 travesty  negative
## 6145 6145              treacherous  negative
## 6146 6146            treacherously  negative
## 6147 6147                treachery  negative
## 6148 6148                  treason  negative
## 6149 6149               treasonous  negative
## 6150 6150                 treasure  positive
## 6151 6151             tremendously  positive
## 6152 6152                   trendy  positive
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## 6154 6154                  tricked  negative
## 6155 6155                 trickery  negative
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## 6157 6157                  triumph  positive
## 6158 6158                triumphal  positive
## 6159 6159               triumphant  positive
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## 6164 6164                   trophy  positive
## 6165 6165                  trouble  negative
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## 6168 6168             troublemaker  negative
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## 6170 6170              troublesome  negative
## 6171 6171            troublesomely  negative
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## 6173 6173              troublingly  negative
## 6174 6174                   truant  negative
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## 6177 6177                    trust  positive
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## 6181 6181          trustworthiness  positive
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## 6190 6190               tumultuous  negative
## 6191 6191                turbulent  negative
## 6192 6192                  turmoil  negative
## 6193 6193                  twinkly  positive
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## 6195 6195                  twisted  negative
## 6196 6196                   twists  negative
## 6197 6197                two-faced  negative
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## 6199 6199               tyrannical  negative
## 6200 6200             tyrannically  negative
## 6201 6201                  tyranny  negative
## 6202 6202                   tyrant  negative
## 6203 6203                      ugh  negative
## 6204 6204                   uglier  negative
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## 6206 6206                 ugliness  negative
## 6207 6207                     ugly  negative
## 6208 6208                 ulterior  negative
## 6209 6209                ultimatum  negative
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## 6230 6230              unavoidably  negative
## 6231 6231               unbearable  negative
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## 6233 6233               unbeatable  positive
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## 6241 6241              uncivilized  negative
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## 6245 6245            uncomfortable  negative
## 6246 6246            uncomfortably  negative
## 6247 6247                  uncomfy  negative
## 6248 6248            uncompetitive  negative
## 6249 6249            uncomplicated  positive
## 6250 6250           uncompromising  negative
## 6251 6251         uncompromisingly  negative
## 6252 6252            unconditional  positive
## 6253 6253              unconfirmed  negative
## 6254 6254         unconstitutional  negative
## 6255 6255             uncontrolled  negative
## 6256 6256             unconvincing  negative
## 6257 6257           unconvincingly  negative
## 6258 6258            uncooperative  negative
## 6259 6259                  uncouth  negative
## 6260 6260               uncreative  negative
## 6261 6261                undamaged  positive
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## 6263 6263                undecided  negative
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## 6265 6265          undependability  negative
## 6266 6266             undependable  negative
## 6267 6267                 undercut  negative
## 6268 6268                undercuts  negative
## 6269 6269             undercutting  negative
## 6270 6270                 underdog  negative
## 6271 6271            underestimate  negative
## 6272 6272               underlings  negative
## 6273 6273                undermine  negative
## 6274 6274               undermined  negative
## 6275 6275               undermines  negative
## 6276 6276              undermining  negative
## 6277 6277                underpaid  negative
## 6278 6278             underpowered  negative
## 6279 6279               undersized  negative
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## 6282 6282             undetermined  negative
## 6283 6283                    undid  negative
## 6284 6284              undignified  negative
## 6285 6285             undisputable  positive
## 6286 6286             undisputably  positive
## 6287 6287               undisputed  positive
## 6288 6288              undissolved  negative
## 6289 6289             undocumented  negative
## 6290 6290                   undone  negative
## 6291 6291                    undue  negative
## 6292 6292                   unease  negative
## 6293 6293                 uneasily  negative
## 6294 6294               uneasiness  negative
## 6295 6295                   uneasy  negative
## 6296 6296             uneconomical  negative
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## 6300 6300              unequivocal  positive
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## 6302 6302                unethical  negative
## 6303 6303                   uneven  negative
## 6304 6304               uneventful  negative
## 6305 6305               unexpected  negative
## 6306 6306             unexpectedly  negative
## 6307 6307              unexplained  negative
## 6308 6308                 unfairly  negative
## 6309 6309               unfaithful  negative
## 6310 6310             unfaithfully  negative
## 6311 6311               unfamiliar  negative
## 6312 6312              unfavorable  negative
## 6313 6313                  unfazed  positive
## 6314 6314                unfeeling  negative
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## 6318 6318               unforeseen  negative
## 6319 6319            unforgettable  positive
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## 6322 6322            unfortunately  negative
## 6323 6323                unfounded  negative
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## 6326 6326                 unfunded  negative
## 6327 6327             ungovernable  negative
## 6328 6328               ungrateful  negative
## 6329 6329                unhappily  negative
## 6330 6330              unhappiness  negative
## 6331 6331                  unhappy  negative
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## 6333 6333                unhelpful  negative
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## 6335 6335             unimaginable  negative
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## 6337 6337              unimportant  negative
## 6338 6338               uninformed  negative
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## 6340 6340           unintelligible  negative
## 6341 6341            unintelligile  negative
## 6342 6342                 unipolar  negative
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## 6345 6345            unjustifiable  negative
## 6346 6346            unjustifiably  negative
## 6347 6347              unjustified  negative
## 6348 6348                 unjustly  negative
## 6349 6349                   unkind  negative
## 6350 6350                 unkindly  negative
## 6351 6351                  unknown  negative
## 6352 6352             unlamentable  negative
## 6353 6353             unlamentably  negative
## 6354 6354                 unlawful  negative
## 6355 6355               unlawfully  negative
## 6356 6356             unlawfulness  negative
## 6357 6357                  unleash  negative
## 6358 6358               unlicensed  negative
## 6359 6359                 unlikely  negative
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## 6368 6368                  unnerve  negative
## 6369 6369                 unnerved  negative
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## 6371 6371              unnervingly  negative
## 6372 6372                unnoticed  negative
## 6373 6373               unobserved  negative
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## 6375 6375              unorthodoxy  negative
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## 6378 6378           unpleasantries  negative
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## 6384 6384                  unprove  negative
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## 6386 6386                 unproven  negative
## 6387 6387                 unproves  negative
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## 6398 6398             unreasonable  negative
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## 6400 6400              unrelenting  negative
## 6401 6401            unrelentingly  negative
## 6402 6402            unreliability  negative
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## 6404 6404               unresolved  negative
## 6405 6405             unresponsive  negative
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## 6411 6411           unsatisfactory  negative
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## 6413 6413             unscrupulous  negative
## 6414 6414           unscrupulously  negative
## 6415 6415                 unsecure  negative
## 6416 6416                 unseemly  negative
## 6417 6417                unselfish  positive
## 6418 6418                 unsettle  negative
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## 6420 6420               unsettling  negative
## 6421 6421             unsettlingly  negative
## 6422 6422                unskilled  negative
## 6423 6423          unsophisticated  negative
## 6424 6424                  unsound  negative
## 6425 6425              unspeakable  negative
## 6426 6426            unspeakablely  negative
## 6427 6427              unspecified  negative
## 6428 6428                 unstable  negative
## 6429 6429               unsteadily  negative
## 6430 6430             unsteadiness  negative
## 6431 6431                 unsteady  negative
## 6432 6432             unsuccessful  negative
## 6433 6433           unsuccessfully  negative
## 6434 6434              unsupported  negative
## 6435 6435             unsupportive  negative
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## 6437 6437             unsuspecting  negative
## 6438 6438            unsustainable  negative
## 6439 6439                untenable  negative
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## 6441 6441              unthinkable  negative
## 6442 6442              unthinkably  negative
## 6443 6443                 untimely  negative
## 6444 6444                untouched  negative
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## 6446 6446            untrustworthy  negative
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## 6448 6448                 unusable  negative
## 6449 6449                 unusably  negative
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## 6451 6451                unuseably  negative
## 6452 6452                  unusual  negative
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## 6454 6454               unviewable  negative
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## 6462 6462                unwilling  negative
## 6463 6463              unwillingly  negative
## 6464 6464            unwillingness  negative
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## 6472 6472               upgradable  positive
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## 6478 6478                   uplift  positive
## 6479 6479                uplifting  positive
## 6480 6480              upliftingly  positive
## 6481 6481               upliftment  positive
## 6482 6482                 uprising  negative
## 6483 6483                   uproar  negative
## 6484 6484               uproarious  negative
## 6485 6485             uproariously  negative
## 6486 6486                uproarous  negative
## 6487 6487              uproarously  negative
## 6488 6488                   uproot  negative
## 6489 6489                  upscale  positive
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## 6492 6492                   upsets  negative
## 6493 6493                upsetting  negative
## 6494 6494              upsettingly  negative
## 6495 6495                   urgent  negative
## 6496 6496                   usable  positive
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## 6499 6499                  useless  negative
## 6500 6500            user-friendly  positive
## 6501 6501         user-replaceable  positive
## 6502 6502                    usurp  negative
## 6503 6503                  usurper  negative
## 6504 6504                  utterly  negative
## 6505 6505                  vagrant  negative
## 6506 6506                    vague  negative
## 6507 6507                vagueness  negative
## 6508 6508                     vain  negative
## 6509 6509                   vainly  negative
## 6510 6510                  valiant  positive
## 6511 6511                valiantly  positive
## 6512 6512                    valor  positive
## 6513 6513                 valuable  positive
## 6514 6514                   vanity  negative
## 6515 6515                  variety  positive
## 6516 6516                 vehement  negative
## 6517 6517               vehemently  negative
## 6518 6518                 venerate  positive
## 6519 6519                vengeance  negative
## 6520 6520                 vengeful  negative
## 6521 6521               vengefully  negative
## 6522 6522             vengefulness  negative
## 6523 6523                    venom  negative
## 6524 6524                 venomous  negative
## 6525 6525               venomously  negative
## 6526 6526                     vent  negative
## 6527 6527               verifiable  positive
## 6528 6528                veritable  positive
## 6529 6529                versatile  positive
## 6530 6530              versatility  positive
## 6531 6531                 vestiges  negative
## 6532 6532                      vex  negative
## 6533 6533                 vexation  negative
## 6534 6534                   vexing  negative
## 6535 6535                 vexingly  negative
## 6536 6536                  vibrant  positive
## 6537 6537                vibrantly  positive
## 6538 6538                  vibrate  negative
## 6539 6539                 vibrated  negative
## 6540 6540                 vibrates  negative
## 6541 6541                vibrating  negative
## 6542 6542                vibration  negative
## 6543 6543                     vice  negative
## 6544 6544                  vicious  negative
## 6545 6545                viciously  negative
## 6546 6546              viciousness  negative
## 6547 6547                victimize  negative
## 6548 6548               victorious  positive
## 6549 6549                  victory  positive
## 6550 6550                 viewable  positive
## 6551 6551                vigilance  positive
## 6552 6552                 vigilant  positive
## 6553 6553                     vile  negative
## 6554 6554                 vileness  negative
## 6555 6555                   vilify  negative
## 6556 6556               villainous  negative
## 6557 6557             villainously  negative
## 6558 6558                 villains  negative
## 6559 6559                  villian  negative
## 6560 6560               villianous  negative
## 6561 6561             villianously  negative
## 6562 6562                  villify  negative
## 6563 6563               vindictive  negative
## 6564 6564             vindictively  negative
## 6565 6565           vindictiveness  negative
## 6566 6566                  violate  negative
## 6567 6567                violation  negative
## 6568 6568                 violator  negative
## 6569 6569                violators  negative
## 6570 6570                  violent  negative
## 6571 6571                violently  negative
## 6572 6572                    viper  negative
## 6573 6573                   virtue  positive
## 6574 6574                 virtuous  positive
## 6575 6575               virtuously  positive
## 6576 6576                virulence  negative
## 6577 6577                 virulent  negative
## 6578 6578               virulently  negative
## 6579 6579                    virus  negative
## 6580 6580                visionary  positive
## 6581 6581                vivacious  positive
## 6582 6582                    vivid  positive
## 6583 6583               vociferous  negative
## 6584 6584             vociferously  negative
## 6585 6585                 volatile  negative
## 6586 6586               volatility  negative
## 6587 6587                    vomit  negative
## 6588 6588                  vomited  negative
## 6589 6589                 vomiting  negative
## 6590 6590                   vomits  negative
## 6591 6591                    vouch  positive
## 6592 6592                vouchsafe  positive
## 6593 6593                   vulgar  negative
## 6594 6594               vulnerable  negative
## 6595 6595                     wack  negative
## 6596 6596                     wail  negative
## 6597 6597                   wallow  negative
## 6598 6598                     wane  negative
## 6599 6599                   waning  negative
## 6600 6600                   wanton  negative
## 6601 6601                 war-like  negative
## 6602 6602                   warily  negative
## 6603 6603                 wariness  negative
## 6604 6604                  warlike  negative
## 6605 6605                     warm  positive
## 6606 6606                   warmer  positive
## 6607 6607              warmhearted  positive
## 6608 6608                   warmly  positive
## 6609 6609                   warmth  positive
## 6610 6610                   warned  negative
## 6611 6611                  warning  negative
## 6612 6612                     warp  negative
## 6613 6613                   warped  negative
## 6614 6614                     wary  negative
## 6615 6615               washed-out  negative
## 6616 6616                    waste  negative
## 6617 6617                   wasted  negative
## 6618 6618                 wasteful  negative
## 6619 6619             wastefulness  negative
## 6620 6620                  wasting  negative
## 6621 6621               water-down  negative
## 6622 6622             watered-down  negative
## 6623 6623                  wayward  negative
## 6624 6624                     weak  negative
## 6625 6625                   weaken  negative
## 6626 6626                weakening  negative
## 6627 6627                   weaker  negative
## 6628 6628                 weakness  negative
## 6629 6629               weaknesses  negative
## 6630 6630                  wealthy  positive
## 6631 6631                weariness  negative
## 6632 6632                wearisome  negative
## 6633 6633                    weary  negative
## 6634 6634                    wedge  negative
## 6635 6635                     weed  negative
## 6636 6636                     weep  negative
## 6637 6637                    weird  negative
## 6638 6638                  weirdly  negative
## 6639 6639                  welcome  positive
## 6640 6640                     well  positive
## 6641 6641             well-backlit  positive
## 6642 6642            well-balanced  positive
## 6643 6643             well-behaved  positive
## 6644 6644               well-being  positive
## 6645 6645                well-bred  positive
## 6646 6646           well-connected  positive
## 6647 6647            well-educated  positive
## 6648 6648         well-established  positive
## 6649 6649            well-informed  positive
## 6650 6650         well-intentioned  positive
## 6651 6651               well-known  positive
## 6652 6652                well-made  positive
## 6653 6653             well-managed  positive
## 6654 6654            well-mannered  positive
## 6655 6655          well-positioned  positive
## 6656 6656            well-received  positive
## 6657 6657            well-regarded  positive
## 6658 6658             well-rounded  positive
## 6659 6659                 well-run  positive
## 6660 6660             well-wishers  positive
## 6661 6661                wellbeing  positive
## 6662 6662                  wheedle  negative
## 6663 6663                  whimper  negative
## 6664 6664                    whine  negative
## 6665 6665                  whining  negative
## 6666 6666                    whiny  negative
## 6667 6667                    whips  negative
## 6668 6668                     whoa  positive
## 6669 6669           wholeheartedly  positive
## 6670 6670                wholesome  positive
## 6671 6671                    whooa  positive
## 6672 6672                   whoooa  positive
## 6673 6673                    whore  negative
## 6674 6674                   whores  negative
## 6675 6675                   wicked  negative
## 6676 6676                 wickedly  negative
## 6677 6677               wickedness  negative
## 6678 6678                   wieldy  positive
## 6679 6679                     wild  negative
## 6680 6680                   wildly  negative
## 6681 6681                    wiles  negative
## 6682 6682                  willing  positive
## 6683 6683                willingly  positive
## 6684 6684              willingness  positive
## 6685 6685                     wilt  negative
## 6686 6686                     wily  negative
## 6687 6687                    wimpy  negative
## 6688 6688                      win  positive
## 6689 6689                    wince  negative
## 6690 6690                 windfall  positive
## 6691 6691                 winnable  positive
## 6692 6692                   winner  positive
## 6693 6693                  winners  positive
## 6694 6694                  winning  positive
## 6695 6695                     wins  positive
## 6696 6696                   wisdom  positive
## 6697 6697                     wise  positive
## 6698 6698                   wisely  positive
## 6699 6699                    witty  positive
## 6700 6700                   wobble  negative
## 6701 6701                  wobbled  negative
## 6702 6702                  wobbles  negative
## 6703 6703                      woe  negative
## 6704 6704                woebegone  negative
## 6705 6705                   woeful  negative
## 6706 6706                 woefully  negative
## 6707 6707                womanizer  negative
## 6708 6708               womanizing  negative
## 6709 6709                      won  positive
## 6710 6710                   wonder  positive
## 6711 6711                wonderful  positive
## 6712 6712              wonderfully  positive
## 6713 6713                wonderous  positive
## 6714 6714              wonderously  positive
## 6715 6715                  wonders  positive
## 6716 6716                 wondrous  positive
## 6717 6717                      woo  positive
## 6718 6718                     work  positive
## 6719 6719                 workable  positive
## 6720 6720                   worked  positive
## 6721 6721                    works  positive
## 6722 6722             world-famous  positive
## 6723 6723                     worn  negative
## 6724 6724                  worried  negative
## 6725 6725                worriedly  negative
## 6726 6726                  worrier  negative
## 6727 6727                  worries  negative
## 6728 6728                worrisome  negative
## 6729 6729                    worry  negative
## 6730 6730                 worrying  negative
## 6731 6731               worryingly  negative
## 6732 6732                    worse  negative
## 6733 6733                   worsen  negative
## 6734 6734                worsening  negative
## 6735 6735                    worst  negative
## 6736 6736                    worth  positive
## 6737 6737              worth-while  positive
## 6738 6738               worthiness  positive
## 6739 6739                worthless  negative
## 6740 6740              worthlessly  negative
## 6741 6741            worthlessness  negative
## 6742 6742               worthwhile  positive
## 6743 6743                   worthy  positive
## 6744 6744                    wound  negative
## 6745 6745                   wounds  negative
## 6746 6746                      wow  positive
## 6747 6747                    wowed  positive
## 6748 6748                   wowing  positive
## 6749 6749                     wows  positive
## 6750 6750                  wrangle  negative
## 6751 6751                    wrath  negative
## 6752 6752                    wreak  negative
## 6753 6753                  wreaked  negative
## 6754 6754                   wreaks  negative
## 6755 6755                    wreck  negative
## 6756 6756                    wrest  negative
## 6757 6757                  wrestle  negative
## 6758 6758                   wretch  negative
## 6759 6759                 wretched  negative
## 6760 6760               wretchedly  negative
## 6761 6761             wretchedness  negative
## 6762 6762                  wrinkle  negative
## 6763 6763                 wrinkled  negative
## 6764 6764                 wrinkles  negative
## 6765 6765                     wrip  negative
## 6766 6766                  wripped  negative
## 6767 6767                 wripping  negative
## 6768 6768                   writhe  negative
## 6769 6769                    wrong  negative
## 6770 6770                 wrongful  negative
## 6771 6771                  wrongly  negative
## 6772 6772                  wrought  negative
## 6773 6773                     yawn  negative
## 6774 6774                      yay  positive
## 6775 6775                 youthful  positive
## 6776 6776                      zap  negative
## 6777 6777                   zapped  negative
## 6778 6778                     zaps  negative
## 6779 6779                     zeal  positive
## 6780 6780                   zealot  negative
## 6781 6781                  zealous  negative
## 6782 6782                zealously  negative
## 6783 6783                   zenith  positive
## 6784 6784                     zest  positive
## 6785 6785                    zippy  positive
## 6786 6786                   zombie  negative

And lastly nrc

nrc <- read.csv("nrc.csv")

nrc

##           X              word    sentiment
## 1         1            abacus        trust
## 2         2           abandon         fear
## 3         3           abandon     negative
## 4         4           abandon      sadness
## 5         5         abandoned        anger
## 6         6         abandoned         fear
## 7         7         abandoned     negative
## 8         8         abandoned      sadness
## 9         9       abandonment        anger
## 10       10       abandonment         fear
## 11       11       abandonment     negative
## 12       12       abandonment      sadness
## 13       13       abandonment     surprise
## 14       14              abba     positive
## 15       15             abbot        trust
## 16       16         abduction         fear
## 17       17         abduction     negative
## 18       18         abduction      sadness
## 19       19         abduction     surprise
## 20       20          aberrant     negative
## 21       21        aberration      disgust
## 22       22        aberration     negative
## 23       23             abhor        anger
## 24       24             abhor      disgust
## 25       25             abhor         fear
## 26       26             abhor     negative
## 27       27         abhorrent        anger
## 28       28         abhorrent      disgust
## 29       29         abhorrent         fear
## 30       30         abhorrent     negative
## 31       31           ability     positive
## 32       32            abject      disgust
## 33       33            abject     negative
## 34       34          abnormal      disgust
## 35       35          abnormal     negative
## 36       36           abolish        anger
## 37       37           abolish     negative
## 38       38         abolition     negative
## 39       39        abominable      disgust
## 40       40        abominable         fear
## 41       41        abominable     negative
## 42       42       abomination        anger
## 43       43       abomination      disgust
## 44       44       abomination         fear
## 45       45       abomination     negative
## 46       46             abort     negative
## 47       47          abortion      disgust
## 48       48          abortion         fear
## 49       49          abortion     negative
## 50       50          abortion      sadness
## 51       51          abortive     negative
## 52       52          abortive      sadness
## 53       53    abovementioned     positive
## 54       54          abrasion     negative
## 55       55          abrogate     negative
## 56       56            abrupt     surprise
## 57       57           abscess     negative
## 58       58           abscess      sadness
## 59       59           absence         fear
## 60       60           absence     negative
## 61       61           absence      sadness
## 62       62            absent     negative
## 63       63            absent      sadness
## 64       64          absentee     negative
## 65       65          absentee      sadness
## 66       66       absenteeism     negative
## 67       67          absolute     positive
## 68       68        absolution          joy
## 69       69        absolution     positive
## 70       70        absolution        trust
## 71       71          absorbed     positive
## 72       72            absurd     negative
## 73       73         absurdity     negative
## 74       74         abundance anticipation
## 75       75         abundance      disgust
## 76       76         abundance          joy
## 77       77         abundance     negative
## 78       78         abundance     positive
## 79       79         abundance        trust
## 80       80          abundant          joy
## 81       81          abundant     positive
## 82       82             abuse        anger
## 83       83             abuse      disgust
## 84       84             abuse         fear
## 85       85             abuse     negative
## 86       86             abuse      sadness
## 87       87           abysmal     negative
## 88       88           abysmal      sadness
## 89       89             abyss         fear
## 90       90             abyss     negative
## 91       91             abyss      sadness
## 92       92          academic     positive
## 93       93          academic        trust
## 94       94           academy     positive
## 95       95        accelerate anticipation
## 96       96        acceptable     positive
## 97       97        acceptance     positive
## 98       98        accessible     positive
## 99       99          accident         fear
## 100     100          accident     negative
## 101     101          accident      sadness
## 102     102          accident     surprise
## 103     103        accidental         fear
## 104     104        accidental     negative
## 105     105        accidental     surprise
## 106     106      accidentally     surprise
## 107     107          accolade anticipation
## 108     108          accolade          joy
## 109     109          accolade     positive
## 110     110          accolade     surprise
## 111     111          accolade        trust
## 112     112     accommodation     positive
## 113     113     accompaniment anticipation
## 114     114     accompaniment          joy
## 115     115     accompaniment     positive
## 116     116     accompaniment        trust
## 117     117        accomplish          joy
## 118     118        accomplish     positive
## 119     119      accomplished          joy
## 120     120      accomplished     positive
## 121     121    accomplishment     positive
## 122     122            accord     positive
## 123     123            accord        trust
## 124     124           account        trust
## 125     125    accountability     positive
## 126     126    accountability        trust
## 127     127       accountable     positive
## 128     128       accountable        trust
## 129     129        accountant        trust
## 130     130          accounts        trust
## 131     131        accredited     positive
## 132     132        accredited        trust
## 133     133           accueil     positive
## 134     134          accurate     positive
## 135     135          accurate        trust
## 136     136          accursed        anger
## 137     137          accursed         fear
## 138     138          accursed     negative
## 139     139          accursed      sadness
## 140     140        accusation        anger
## 141     141        accusation      disgust
## 142     142        accusation     negative
## 143     143        accusative     negative
## 144     144           accused        anger
## 145     145           accused         fear
## 146     146           accused     negative
## 147     147           accuser        anger
## 148     148           accuser         fear
## 149     149           accuser     negative
## 150     150          accusing        anger
## 151     151          accusing         fear
## 152     152          accusing     negative
## 153     153               ace     positive
## 154     154              ache     negative
## 155     155              ache      sadness
## 156     156           achieve          joy
## 157     157           achieve     positive
## 158     158           achieve        trust
## 159     159       achievement anticipation
## 160     160       achievement          joy
## 161     161       achievement     positive
## 162     162       achievement        trust
## 163     163            aching     negative
## 164     164            aching      sadness
## 165     165              acid     negative
## 166     166    acknowledgment     positive
## 167     167           acquire     positive
## 168     168         acquiring anticipation
## 169     169         acquiring     positive
## 170     170           acrobat         fear
## 171     171           acrobat          joy
## 172     172           acrobat     positive
## 173     173           acrobat        trust
## 174     174            action     positive
## 175     175        actionable        anger
## 176     176        actionable      disgust
## 177     177        actionable     negative
## 178     178            actual     positive
## 179     179            acuity     positive
## 180     180            acumen     positive
## 181     181             adapt     positive
## 182     182         adaptable     positive
## 183     183             adder        anger
## 184     184             adder      disgust
## 185     185             adder         fear
## 186     186             adder     negative
## 187     187             adder      sadness
## 188     188         addiction     negative
## 189     189         addresses anticipation
## 190     190         addresses     positive
## 191     191             adept     positive
## 192     192          adequacy     positive
## 193     193          adhering        trust
## 194     194           adipose     negative
## 195     195        adjudicate         fear
## 196     196        adjudicate     negative
## 197     197           adjunct     positive
## 198     198    administrative        trust
## 199     199         admirable          joy
## 200     200         admirable     positive
## 201     201         admirable        trust
## 202     202           admiral     positive
## 203     203           admiral        trust
## 204     204        admiration          joy
## 205     205        admiration     positive
## 206     206        admiration        trust
## 207     207            admire     positive
## 208     208            admire        trust
## 209     209           admirer     positive
## 210     210        admissible     positive
## 211     211        admissible        trust
## 212     212        admonition         fear
## 213     213        admonition     negative
## 214     214          adorable          joy
## 215     215          adorable     positive
## 216     216         adoration          joy
## 217     217         adoration     positive
## 218     218         adoration        trust
## 219     219             adore anticipation
## 220     220             adore          joy
## 221     221             adore     positive
## 222     222             adore        trust
## 223     223            adrift anticipation
## 224     224            adrift         fear
## 225     225            adrift     negative
## 226     226            adrift      sadness
## 227     227       adulterated     negative
## 228     228          adultery      disgust
## 229     229          adultery     negative
## 230     230          adultery      sadness
## 231     231           advance anticipation
## 232     232           advance         fear
## 233     233           advance          joy
## 234     234           advance     positive
## 235     235           advance     surprise
## 236     236          advanced     positive
## 237     237       advancement     positive
## 238     238         advantage     positive
## 239     239      advantageous     positive
## 240     240            advent anticipation
## 241     241            advent          joy
## 242     242            advent     positive
## 243     243            advent        trust
## 244     244         adventure anticipation
## 245     245         adventure     positive
## 246     246       adventurous     positive
## 247     247         adversary        anger
## 248     248         adversary     negative
## 249     249           adverse        anger
## 250     250           adverse      disgust
## 251     251           adverse         fear
## 252     252           adverse     negative
## 253     253           adverse      sadness
## 254     254         adversity        anger
## 255     255         adversity         fear
## 256     256         adversity     negative
## 257     257         adversity      sadness
## 258     258            advice        trust
## 259     259         advisable     positive
## 260     260         advisable        trust
## 261     261            advise     positive
## 262     262            advise        trust
## 263     263           advised        trust
## 264     264           adviser     positive
## 265     265           adviser        trust
## 266     266          advocacy        anger
## 267     267          advocacy anticipation
## 268     268          advocacy          joy
## 269     269          advocacy     positive
## 270     270          advocacy        trust
## 271     271          advocate        trust
## 272     272         aesthetic     positive
## 273     273        aesthetics          joy
## 274     274        aesthetics     positive
## 275     275           affable     positive
## 276     276         affection          joy
## 277     277         affection     positive
## 278     278         affection        trust
## 279     279        affiliated     positive
## 280     280            affirm     positive
## 281     281            affirm        trust
## 282     282       affirmation     positive
## 283     283       affirmative     positive
## 284     284     affirmatively     positive
## 285     285     affirmatively        trust
## 286     286           afflict         fear
## 287     287           afflict     negative
## 288     288           afflict      sadness
## 289     289         afflicted     negative
## 290     290        affliction      disgust
## 291     291        affliction         fear
## 292     292        affliction     negative
## 293     293        affliction      sadness
## 294     294         affluence          joy
## 295     295         affluence     positive
## 296     296          affluent     positive
## 297     297            afford     positive
## 298     298           affront        anger
## 299     299           affront      disgust
## 300     300           affront         fear
## 301     301           affront     negative
## 302     302           affront      sadness
## 303     303           affront     surprise
## 304     304            afraid         fear
## 305     305            afraid     negative
## 306     306         aftermath        anger
## 307     307         aftermath      disgust
## 308     308         aftermath         fear
## 309     309         aftermath     negative
## 310     310         aftermath      sadness
## 311     311        aftertaste     negative
## 312     312               aga         fear
## 313     313               aga     positive
## 314     314               aga        trust
## 315     315        aggravated        anger
## 316     316        aggravated     negative
## 317     317       aggravating        anger
## 318     318       aggravating     negative
## 319     319       aggravating      sadness
## 320     320       aggravation        anger
## 321     321       aggravation      disgust
## 322     322       aggravation     negative
## 323     323        aggression        anger
## 324     324        aggression         fear
## 325     325        aggression     negative
## 326     326        aggressive        anger
## 327     327        aggressive         fear
## 328     328        aggressive     negative
## 329     329         aggressor        anger
## 330     330         aggressor         fear
## 331     331         aggressor     negative
## 332     332            aghast      disgust
## 333     333            aghast         fear
## 334     334            aghast     negative
## 335     335            aghast     surprise
## 336     336             agile     positive
## 337     337           agility     positive
## 338     338          agitated        anger
## 339     339          agitated     negative
## 340     340         agitation        anger
## 341     341         agitation     negative
## 342     342         agonizing         fear
## 343     343         agonizing     negative
## 344     344             agony        anger
## 345     345             agony         fear
## 346     346             agony     negative
## 347     347             agony      sadness
## 348     348             agree     positive
## 349     349         agreeable     positive
## 350     350         agreeable        trust
## 351     351            agreed     positive
## 352     352            agreed        trust
## 353     353          agreeing     positive
## 354     354          agreeing        trust
## 355     355         agreement     positive
## 356     356         agreement        trust
## 357     357       agriculture     positive
## 358     358           aground     negative
## 359     359             ahead     positive
## 360     360               aid     positive
## 361     361            aiding     positive
## 362     362               ail     negative
## 363     363               ail      sadness
## 364     364            ailing         fear
## 365     365            ailing     negative
## 366     366            ailing      sadness
## 367     367           aimless     negative
## 368     368           airport anticipation
## 369     369              airs      disgust
## 370     370              airs     negative
## 371     371              akin        trust
## 372     372         alabaster     positive
## 373     373             alarm         fear
## 374     374             alarm     negative
## 375     375             alarm     surprise
## 376     376          alarming         fear
## 377     377          alarming     negative
## 378     378          alarming     surprise
## 379     379               alb        trust
## 380     380        alcoholism        anger
## 381     381        alcoholism      disgust
## 382     382        alcoholism         fear
## 383     383        alcoholism     negative
## 384     384        alcoholism      sadness
## 385     385         alertness anticipation
## 386     386         alertness         fear
## 387     387         alertness     positive
## 388     388         alertness     surprise
## 389     389            alerts anticipation
## 390     390            alerts         fear
## 391     391            alerts     surprise
## 392     392             alien      disgust
## 393     393             alien         fear
## 394     394             alien     negative
## 395     395          alienate        anger
## 396     396          alienate      disgust
## 397     397          alienate     negative
## 398     398         alienated     negative
## 399     399         alienated      sadness
## 400     400        alienation        anger
## 401     401        alienation      disgust
## 402     402        alienation         fear
## 403     403        alienation     negative
## 404     404        alienation      sadness
## 405     405      alimentation     positive
## 406     406           alimony     negative
## 407     407             alive anticipation
## 408     408             alive          joy
## 409     409             alive     positive
## 410     410             alive        trust
## 411     411             allay     positive
## 412     412        allegation        anger
## 413     413        allegation     negative
## 414     414            allege     negative
## 415     415        allegiance     positive
## 416     416        allegiance        trust
## 417     417           allegro     positive
## 418     418         alleviate     positive
## 419     419       alleviation     positive
## 420     420          alliance        trust
## 421     421            allied     positive
## 422     422            allied        trust
## 423     423         allowable     positive
## 424     424            allure anticipation
## 425     425            allure          joy
## 426     426            allure     positive
## 427     427            allure     surprise
## 428     428          alluring     positive
## 429     429              ally     positive
## 430     430              ally        trust
## 431     431          almighty     positive
## 432     432             aloha anticipation
## 433     433             aloha          joy
## 434     434             aloha     positive
## 435     435             aloof     negative
## 436     436       altercation        anger
## 437     437       altercation     negative
## 438     438             amaze     surprise
## 439     439         amazingly          joy
## 440     440         amazingly     positive
## 441     441         amazingly     surprise
## 442     442        ambassador     positive
## 443     443        ambassador        trust
## 444     444         ambiguous     negative
## 445     445          ambition anticipation
## 446     446          ambition          joy
## 447     447          ambition     positive
## 448     448          ambition        trust
## 449     449         ambulance         fear
## 450     450         ambulance        trust
## 451     451            ambush        anger
## 452     452            ambush         fear
## 453     453            ambush     negative
## 454     454            ambush     surprise
## 455     455        ameliorate     positive
## 456     456              amen          joy
## 457     457              amen     positive
## 458     458              amen        trust
## 459     459          amenable     positive
## 460     460             amend     positive
## 461     461            amends     positive
## 462     462           amenity     positive
## 463     463           amiable     positive
## 464     464          amicable          joy
## 465     465          amicable     positive
## 466     466           ammonia      disgust
## 467     467           amnesia     negative
## 468     468           amnesty          joy
## 469     469           amnesty     positive
## 470     470      amortization        trust
## 471     471             amour anticipation
## 472     472             amour          joy
## 473     473             amour     positive
## 474     474             amour        trust
## 475     475      amphetamines      disgust
## 476     476      amphetamines     negative
## 477     477             amuse          joy
## 478     478             amuse     positive
## 479     479            amused          joy
## 480     480            amused     positive
## 481     481         amusement          joy
## 482     482         amusement     positive
## 483     483           amusing          joy
## 484     484           amusing     positive
## 485     485          anaconda      disgust
## 486     486          anaconda         fear
## 487     487          anaconda     negative
## 488     488              anal     negative
## 489     489           analyst anticipation
## 490     490           analyst     positive
## 491     491           analyst        trust
## 492     492         anarchism        anger
## 493     493         anarchism         fear
## 494     494         anarchism     negative
## 495     495         anarchist        anger
## 496     496         anarchist         fear
## 497     497         anarchist     negative
## 498     498           anarchy        anger
## 499     499           anarchy         fear
## 500     500           anarchy     negative
## 501     501          anathema        anger
## 502     502          anathema      disgust
## 503     503          anathema         fear
## 504     504          anathema     negative
## 505     505          anathema      sadness
## 506     506         ancestral        trust
## 507     507            anchor     positive
## 508     508         anchorage     positive
## 509     509         anchorage      sadness
## 510     510           ancient     negative
## 511     511             angel anticipation
## 512     512             angel          joy
## 513     513             angel     positive
## 514     514             angel     surprise
## 515     515             angel        trust
## 516     516           angelic          joy
## 517     517           angelic     positive
## 518     518           angelic        trust
## 519     519             anger        anger
## 520     520             anger     negative
## 521     521            angina         fear
## 522     522            angina     negative
## 523     523           angling anticipation
## 524     524           angling     negative
## 525     525             angry        anger
## 526     526             angry      disgust
## 527     527             angry     negative
## 528     528           anguish        anger
## 529     529           anguish         fear
## 530     530           anguish     negative
## 531     531           anguish      sadness
## 532     532           animate     positive
## 533     533          animated          joy
## 534     534          animated     positive
## 535     535         animosity        anger
## 536     536         animosity      disgust
## 537     537         animosity         fear
## 538     538         animosity     negative
## 539     539         animosity      sadness
## 540     540            animus        anger
## 541     541            animus     negative
## 542     542        annihilate        anger
## 543     543        annihilate         fear
## 544     544        annihilate     negative
## 545     545       annihilated        anger
## 546     546       annihilated         fear
## 547     547       annihilated     negative
## 548     548       annihilated      sadness
## 549     549      annihilation        anger
## 550     550      annihilation         fear
## 551     551      annihilation     negative
## 552     552      annihilation      sadness
## 553     553      announcement anticipation
## 554     554             annoy        anger
## 555     555             annoy      disgust
## 556     556             annoy     negative
## 557     557         annoyance        anger
## 558     558         annoyance      disgust
## 559     559         annoyance     negative
## 560     560          annoying        anger
## 561     561          annoying     negative
## 562     562             annul     negative
## 563     563         annulment     negative
## 564     564         annulment      sadness
## 565     565           anomaly         fear
## 566     566           anomaly     negative
## 567     567           anomaly     surprise
## 568     568         anonymous     negative
## 569     569        answerable        trust
## 570     570        antagonism        anger
## 571     571        antagonism     negative
## 572     572        antagonist        anger
## 573     573        antagonist     negative
## 574     574      antagonistic        anger
## 575     575      antagonistic      disgust
## 576     576      antagonistic     negative
## 577     577           anthrax      disgust
## 578     578           anthrax         fear
## 579     579           anthrax     negative
## 580     580           anthrax      sadness
## 581     581       antibiotics     positive
## 582     582        antichrist        anger
## 583     583        antichrist      disgust
## 584     584        antichrist         fear
## 585     585        antichrist     negative
## 586     586      anticipation anticipation
## 587     587      anticipatory anticipation
## 588     588          antidote anticipation
## 589     589          antidote     positive
## 590     590          antidote        trust
## 591     591        antifungal     positive
## 592     592        antifungal        trust
## 593     593         antipathy        anger
## 594     594         antipathy      disgust
## 595     595         antipathy     negative
## 596     596        antiquated     negative
## 597     597           antique     positive
## 598     598        antiseptic     positive
## 599     599        antiseptic        trust
## 600     600        antisocial        anger
## 601     601        antisocial      disgust
## 602     602        antisocial         fear
## 603     603        antisocial     negative
## 604     604        antisocial      sadness
## 605     605        antithesis        anger
## 606     606        antithesis     negative
## 607     607           anxiety        anger
## 608     608           anxiety anticipation
## 609     609           anxiety         fear
## 610     610           anxiety     negative
## 611     611           anxiety      sadness
## 612     612           anxious anticipation
## 613     613           anxious         fear
## 614     614           anxious     negative
## 615     615            apache         fear
## 616     616            apache     negative
## 617     617         apathetic     negative
## 618     618         apathetic      sadness
## 619     619            apathy     negative
## 620     620            apathy      sadness
## 621     621             aphid      disgust
## 622     622             aphid     negative
## 623     623            aplomb     positive
## 624     624        apologetic     positive
## 625     625        apologetic        trust
## 626     626         apologize     positive
## 627     627         apologize      sadness
## 628     628         apologize        trust
## 629     629           apology     positive
## 630     630           apostle     positive
## 631     631           apostle        trust
## 632     632         apostolic        trust
## 633     633         appalling      disgust
## 634     634         appalling         fear
## 635     635         appalling     negative
## 636     636        apparition         fear
## 637     637        apparition     surprise
## 638     638            appeal anticipation
## 639     639      appendicitis         fear
## 640     640      appendicitis     negative
## 641     641      appendicitis      sadness
## 642     642          applause          joy
## 643     643          applause     positive
## 644     644          applause     surprise
## 645     645          applause        trust
## 646     646         applicant anticipation
## 647     647      appreciation          joy
## 648     648      appreciation     positive
## 649     649      appreciation        trust
## 650     650         apprehend         fear
## 651     651      apprehension         fear
## 652     652      apprehension     negative
## 653     653      apprehensive anticipation
## 654     654      apprehensive         fear
## 655     655      apprehensive     negative
## 656     656        apprentice        trust
## 657     657       approaching anticipation
## 658     658       approbation     positive
## 659     659       approbation        trust
## 660     660     appropriation     negative
## 661     661          approval     positive
## 662     662           approve          joy
## 663     663           approve     positive
## 664     664           approve        trust
## 665     665         approving     positive
## 666     666               apt     positive
## 667     667          aptitude     positive
## 668     668           arbiter        trust
## 669     669       arbitration anticipation
## 670     670        arbitrator        trust
## 671     671       archaeology anticipation
## 672     672       archaeology     positive
## 673     673           archaic     negative
## 674     674      architecture        trust
## 675     675            ardent anticipation
## 676     676            ardent          joy
## 677     677            ardent     positive
## 678     678             ardor     positive
## 679     679           arduous     negative
## 680     680             argue        anger
## 681     681             argue     negative
## 682     682          argument        anger
## 683     683          argument     negative
## 684     684     argumentation        anger
## 685     685     argumentative     negative
## 686     686         arguments        anger
## 687     687              arid     negative
## 688     688              arid      sadness
## 689     689       aristocracy     positive
## 690     690      aristocratic     positive
## 691     691          armament        anger
## 692     692          armament         fear
## 693     693         armaments         fear
## 694     694         armaments     negative
## 695     695             armed        anger
## 696     696             armed         fear
## 697     697             armed     negative
## 698     698             armed     positive
## 699     699             armor         fear
## 700     700             armor     positive
## 701     701             armor        trust
## 702     702           armored         fear
## 703     703            armory        trust
## 704     704             aroma     positive
## 705     705            arouse anticipation
## 706     706            arouse     positive
## 707     707       arraignment        anger
## 708     708       arraignment         fear
## 709     709       arraignment     negative
## 710     710       arraignment      sadness
## 711     711             array     positive
## 712     712           arrears     negative
## 713     713            arrest     negative
## 714     714           arrival anticipation
## 715     715            arrive anticipation
## 716     716         arrogance     negative
## 717     717          arrogant        anger
## 718     718          arrogant      disgust
## 719     719          arrogant     negative
## 720     720           arsenic      disgust
## 721     721           arsenic         fear
## 722     722           arsenic     negative
## 723     723           arsenic      sadness
## 724     724             arson        anger
## 725     725             arson         fear
## 726     726             arson     negative
## 727     727               art anticipation
## 728     728               art          joy
## 729     729               art     positive
## 730     730               art      sadness
## 731     731               art     surprise
## 732     732        articulate     positive
## 733     733      articulation     positive
## 734     734         artillery         fear
## 735     735         artillery     negative
## 736     736           artisan     positive
## 737     737           artiste     positive
## 738     738          artistic     positive
## 739     739        ascendancy     positive
## 740     740            ascent     positive
## 741     741               ash     negative
## 742     742           ashamed      disgust
## 743     743           ashamed     negative
## 744     744           ashamed      sadness
## 745     745             ashes     negative
## 746     746             ashes      sadness
## 747     747               asp         fear
## 748     748        aspiration anticipation
## 749     749        aspiration          joy
## 750     750        aspiration     positive
## 751     751        aspiration     surprise
## 752     752        aspiration        trust
## 753     753            aspire anticipation
## 754     754            aspire          joy
## 755     755            aspire     positive
## 756     756          aspiring anticipation
## 757     757          aspiring          joy
## 758     758          aspiring     positive
## 759     759          aspiring        trust
## 760     760               ass     negative
## 761     761            assail        anger
## 762     762            assail         fear
## 763     763            assail     negative
## 764     764            assail     surprise
## 765     765         assailant        anger
## 766     766         assailant         fear
## 767     767         assailant     negative
## 768     768         assailant      sadness
## 769     769          assassin        anger
## 770     770          assassin         fear
## 771     771          assassin     negative
## 772     772          assassin      sadness
## 773     773       assassinate        anger
## 774     774       assassinate         fear
## 775     775       assassinate     negative
## 776     776     assassination        anger
## 777     777     assassination         fear
## 778     778     assassination     negative
## 779     779     assassination      sadness
## 780     780           assault        anger
## 781     781           assault         fear
## 782     782           assault     negative
## 783     783          assembly     positive
## 784     784          assembly        trust
## 785     785            assent     positive
## 786     786         asserting     positive
## 787     787         asserting        trust
## 788     788        assessment     surprise
## 789     789        assessment        trust
## 790     790          assessor        trust
## 791     791            assets     positive
## 792     792           asshole        anger
## 793     793           asshole      disgust
## 794     794           asshole     negative
## 795     795          assignee        trust
## 796     796            assist     positive
## 797     797            assist        trust
## 798     798        assistance     positive
## 799     799         associate     positive
## 800     800         associate        trust
## 801     801       association        trust
## 802     802           assuage     positive
## 803     803         assurance     positive
## 804     804         assurance        trust
## 805     805            assure        trust
## 806     806           assured     positive
## 807     807           assured        trust
## 808     808         assuredly        trust
## 809     809     astonishingly     positive
## 810     810     astonishingly     surprise
## 811     811      astonishment          joy
## 812     812      astonishment     positive
## 813     813      astonishment     surprise
## 814     814            astray         fear
## 815     815            astray     negative
## 816     816        astringent     negative
## 817     817        astrologer anticipation
## 818     818        astrologer     positive
## 819     819         astronaut     positive
## 820     820        astronomer anticipation
## 821     821        astronomer     positive
## 822     822            astute     positive
## 823     823            asylum         fear
## 824     824            asylum     negative
## 825     825         asymmetry      disgust
## 826     826           atheism     negative
## 827     827   atherosclerosis         fear
## 828     828   atherosclerosis     negative
## 829     829   atherosclerosis      sadness
## 830     830           athlete     positive
## 831     831          athletic     positive
## 832     832              atom     positive
## 833     833             atone anticipation
## 834     834             atone          joy
## 835     835             atone     positive
## 836     836             atone        trust
## 837     837         atonement     positive
## 838     838         atrocious        anger
## 839     839         atrocious      disgust
## 840     840         atrocious     negative
## 841     841          atrocity        anger
## 842     842          atrocity      disgust
## 843     843          atrocity         fear
## 844     844          atrocity     negative
## 845     845          atrocity      sadness
## 846     846           atrophy      disgust
## 847     847           atrophy         fear
## 848     848           atrophy     negative
## 849     849           atrophy      sadness
## 850     850        attachment     positive
## 851     851            attack        anger
## 852     852            attack         fear
## 853     853            attack     negative
## 854     854         attacking        anger
## 855     855         attacking      disgust
## 856     856         attacking         fear
## 857     857         attacking     negative
## 858     858         attacking      sadness
## 859     859         attacking     surprise
## 860     860        attainable anticipation
## 861     861        attainable     positive
## 862     862        attainment     positive
## 863     863           attempt anticipation
## 864     864        attendance anticipation
## 865     865         attendant     positive
## 866     866         attendant        trust
## 867     867         attention     positive
## 868     868         attentive     positive
## 869     869         attentive        trust
## 870     870        attenuated     negative
## 871     871       attenuation     negative
## 872     872       attenuation      sadness
## 873     873            attest     positive
## 874     874            attest        trust
## 875     875       attestation        trust
## 876     876          attorney        anger
## 877     877          attorney         fear
## 878     878          attorney     positive
## 879     879          attorney        trust
## 880     880        attraction     positive
## 881     881    attractiveness     positive
## 882     882           auction anticipation
## 883     883          audacity     negative
## 884     884          audience anticipation
## 885     885           auditor         fear
## 886     886           auditor        trust
## 887     887           augment     positive
## 888     888            august     positive
## 889     889              aunt     positive
## 890     890              aunt        trust
## 891     891              aura     positive
## 892     892        auspicious anticipation
## 893     893        auspicious          joy
## 894     894        auspicious     positive
## 895     895           austere         fear
## 896     896           austere     negative
## 897     897           austere      sadness
## 898     898         austerity     negative
## 899     899         authentic          joy
## 900     900         authentic     positive
## 901     901         authentic        trust
## 902     902      authenticate        trust
## 903     903    authentication        trust
## 904     904      authenticity     positive
## 905     905      authenticity        trust
## 906     906            author     positive
## 907     907            author        trust
## 908     908     authoritative     positive
## 909     909     authoritative        trust
## 910     910         authority     positive
## 911     911         authority        trust
## 912     912     authorization     positive
## 913     913     authorization        trust
## 914     914         authorize        trust
## 915     915        authorized     positive
## 916     916        autocratic     negative
## 917     917         automatic        trust
## 918     918           autopsy      disgust
## 919     919           autopsy         fear
## 920     920           autopsy     negative
## 921     921           autopsy      sadness
## 922     922         avalanche         fear
## 923     923         avalanche     negative
## 924     924         avalanche      sadness
## 925     925         avalanche     surprise
## 926     926           avarice        anger
## 927     927           avarice      disgust
## 928     928           avarice     negative
## 929     929            avatar     positive
## 930     930           avenger        anger
## 931     931           avenger     negative
## 932     932            averse        anger
## 933     933            averse      disgust
## 934     934            averse         fear
## 935     935            averse     negative
## 936     936          aversion        anger
## 937     937          aversion      disgust
## 938     938          aversion         fear
## 939     939          aversion     negative
## 940     940             avoid         fear
## 941     941             avoid     negative
## 942     942         avoidance         fear
## 943     943         avoidance     negative
## 944     944          avoiding         fear
## 945     945             await anticipation
## 946     946             award anticipation
## 947     947             award          joy
## 948     948             award     positive
## 949     949             award     surprise
## 950     950             award        trust
## 951     951             awful        anger
## 952     952             awful      disgust
## 953     953             awful         fear
## 954     954             awful     negative
## 955     955             awful      sadness
## 956     956       awkwardness      disgust
## 957     957       awkwardness     negative
## 958     958              awry     negative
## 959     959             axiom        trust
## 960     960         axiomatic        trust
## 961     961                ay     positive
## 962     962               aye     positive
## 963     963            babble     negative
## 964     964          babbling     negative
## 965     965            baboon      disgust
## 966     966            baboon     negative
## 967     967              baby          joy
## 968     968              baby     positive
## 969     969        babysitter        trust
## 970     970     baccalaureate     positive
## 971     971          backbone        anger
## 972     972          backbone     positive
## 973     973          backbone        trust
## 974     974            backer        trust
## 975     975          backward     negative
## 976     976         backwards      disgust
## 977     977         backwards     negative
## 978     978         backwater     negative
## 979     979         backwater      sadness
## 980     980          bacteria      disgust
## 981     981          bacteria         fear
## 982     982          bacteria     negative
## 983     983          bacteria      sadness
## 984     984         bacterium      disgust
## 985     985         bacterium         fear
## 986     986         bacterium     negative
## 987     987               bad        anger
## 988     988               bad      disgust
## 989     989               bad         fear
## 990     990               bad     negative
## 991     991               bad      sadness
## 992     992             badge        trust
## 993     993            badger        anger
## 994     994            badger     negative
## 995     995             badly     negative
## 996     996             badly      sadness
## 997     997           badness        anger
## 998     998           badness      disgust
## 999     999           badness         fear
## 1000   1000           badness     negative
## 1001   1001           bailiff         fear
## 1002   1002           bailiff     negative
## 1003   1003           bailiff        trust
## 1004   1004              bait         fear
## 1005   1005              bait     negative
## 1006   1006              bait        trust
## 1007   1007           balance     positive
## 1008   1008          balanced     positive
## 1009   1009              bale         fear
## 1010   1010              bale     negative
## 1011   1011              balk     negative
## 1012   1012            ballad     positive
## 1013   1013            ballet     positive
## 1014   1014            ballot anticipation
## 1015   1015            ballot     positive
## 1016   1016            ballot        trust
## 1017   1017              balm anticipation
## 1018   1018              balm          joy
## 1019   1019              balm     negative
## 1020   1020              balm     positive
## 1021   1021            balsam     positive
## 1022   1022               ban     negative
## 1023   1023            bandit     negative
## 1024   1024              bane        anger
## 1025   1025              bane      disgust
## 1026   1026              bane         fear
## 1027   1027              bane     negative
## 1028   1028              bang        anger
## 1029   1029              bang      disgust
## 1030   1030              bang         fear
## 1031   1031              bang     negative
## 1032   1032              bang      sadness
## 1033   1033              bang     surprise
## 1034   1034            banger        anger
## 1035   1035            banger anticipation
## 1036   1036            banger         fear
## 1037   1037            banger     negative
## 1038   1038            banger     surprise
## 1039   1039            banish        anger
## 1040   1040            banish      disgust
## 1041   1041            banish         fear
## 1042   1042            banish     negative
## 1043   1043            banish      sadness
## 1044   1044          banished        anger
## 1045   1045          banished         fear
## 1046   1046          banished     negative
## 1047   1047          banished      sadness
## 1048   1048        banishment        anger
## 1049   1049        banishment      disgust
## 1050   1050        banishment     negative
## 1051   1051        banishment      sadness
## 1052   1052              bank        trust
## 1053   1053            banker        trust
## 1054   1054          bankrupt         fear
## 1055   1055          bankrupt     negative
## 1056   1056          bankrupt      sadness
## 1057   1057        bankruptcy        anger
## 1058   1058        bankruptcy      disgust
## 1059   1059        bankruptcy         fear
## 1060   1060        bankruptcy     negative
## 1061   1061        bankruptcy      sadness
## 1062   1062           banquet anticipation
## 1063   1063           banquet          joy
## 1064   1064           banquet     positive
## 1065   1065           banshee        anger
## 1066   1066           banshee      disgust
## 1067   1067           banshee         fear
## 1068   1068           banshee     negative
## 1069   1069           banshee      sadness
## 1070   1070           baptism     positive
## 1071   1071         baptismal          joy
## 1072   1072         baptismal     positive
## 1073   1073              barb        anger
## 1074   1074              barb     negative
## 1075   1075         barbarian         fear
## 1076   1076         barbarian     negative
## 1077   1077          barbaric        anger
## 1078   1078          barbaric      disgust
## 1079   1079          barbaric         fear
## 1080   1080          barbaric     negative
## 1081   1081         barbarism     negative
## 1082   1082              bard     positive
## 1083   1083              barf      disgust
## 1084   1084           bargain     positive
## 1085   1085           bargain        trust
## 1086   1086              bark        anger
## 1087   1087              bark     negative
## 1088   1088            barred     negative
## 1089   1089            barren     negative
## 1090   1090            barren      sadness
## 1091   1091         barricade         fear
## 1092   1092         barricade     negative
## 1093   1093           barrier        anger
## 1094   1094           barrier     negative
## 1095   1095            barrow      disgust
## 1096   1096         bartender        trust
## 1097   1097            barter        trust
## 1098   1098              base        trust
## 1099   1099          baseless     negative
## 1100   1100        basketball anticipation
## 1101   1101        basketball          joy
## 1102   1102        basketball     positive
## 1103   1103           bastard      disgust
## 1104   1104           bastard     negative
## 1105   1105           bastard      sadness
## 1106   1106           bastion        anger
## 1107   1107           bastion     positive
## 1108   1108              bath     positive
## 1109   1109         battalion        anger
## 1110   1110            batter        anger
## 1111   1111            batter         fear
## 1112   1112            batter     negative
## 1113   1113          battered         fear
## 1114   1114          battered     negative
## 1115   1115          battered      sadness
## 1116   1116           battery        anger
## 1117   1117           battery     negative
## 1118   1118            battle        anger
## 1119   1119            battle     negative
## 1120   1120           battled        anger
## 1121   1121           battled         fear
## 1122   1122           battled     negative
## 1123   1123           battled      sadness
## 1124   1124       battlefield         fear
## 1125   1125       battlefield     negative
## 1126   1126             bawdy     negative
## 1127   1127           bayonet        anger
## 1128   1128           bayonet         fear
## 1129   1129           bayonet     negative
## 1130   1130             beach          joy
## 1131   1131              beam          joy
## 1132   1132              beam     positive
## 1133   1133           beaming anticipation
## 1134   1134           beaming          joy
## 1135   1135           beaming     positive
## 1136   1136              bear        anger
## 1137   1137              bear         fear
## 1138   1138            bearer     negative
## 1139   1139           bearish        anger
## 1140   1140           bearish         fear
## 1141   1141             beast        anger
## 1142   1142             beast         fear
## 1143   1143             beast     negative
## 1144   1144           beastly      disgust
## 1145   1145           beastly         fear
## 1146   1146           beastly     negative
## 1147   1147           beating        anger
## 1148   1148           beating         fear
## 1149   1149           beating     negative
## 1150   1150           beating      sadness
## 1151   1151    beautification          joy
## 1152   1152    beautification     positive
## 1153   1153    beautification        trust
## 1154   1154         beautiful          joy
## 1155   1155         beautiful     positive
## 1156   1156          beautify          joy
## 1157   1157          beautify     positive
## 1158   1158            beauty          joy
## 1159   1159            beauty     positive
## 1160   1160           bedrock     positive
## 1161   1161           bedrock        trust
## 1162   1162               bee        anger
## 1163   1163               bee         fear
## 1164   1164              beer          joy
## 1165   1165              beer     positive
## 1166   1166            befall     negative
## 1167   1167         befitting     positive
## 1168   1168          befriend          joy
## 1169   1169          befriend     positive
## 1170   1170          befriend        trust
## 1171   1171               beg     negative
## 1172   1172               beg      sadness
## 1173   1173            beggar     negative
## 1174   1174            beggar      sadness
## 1175   1175           begging     negative
## 1176   1176             begun anticipation
## 1177   1177          behemoth         fear
## 1178   1178          behemoth     negative
## 1179   1179          beholden     negative
## 1180   1180           belated     negative
## 1181   1181          believed        trust
## 1182   1182          believer        trust
## 1183   1183         believing     positive
## 1184   1184         believing        trust
## 1185   1185          belittle        anger
## 1186   1186          belittle      disgust
## 1187   1187          belittle         fear
## 1188   1188          belittle     negative
## 1189   1189          belittle      sadness
## 1190   1190       belligerent        anger
## 1191   1191       belligerent         fear
## 1192   1192       belligerent     negative
## 1193   1193           bellows        anger
## 1194   1194              belt        anger
## 1195   1195              belt         fear
## 1196   1196              belt     negative
## 1197   1197            bender     negative
## 1198   1198        benefactor     positive
## 1199   1199        benefactor        trust
## 1200   1200        beneficial     positive
## 1201   1201           benefit     positive
## 1202   1202       benevolence          joy
## 1203   1203       benevolence     positive
## 1204   1204       benevolence        trust
## 1205   1205            benign          joy
## 1206   1206            benign     positive
## 1207   1207           bequest        trust
## 1208   1208          bereaved     negative
## 1209   1209          bereaved      sadness
## 1210   1210       bereavement     negative
## 1211   1211       bereavement      sadness
## 1212   1212            bereft     negative
## 1213   1213           berserk        anger
## 1214   1214           berserk     negative
## 1215   1215             berth     positive
## 1216   1216           bestial      disgust
## 1217   1217           bestial         fear
## 1218   1218           bestial     negative
## 1219   1219            betray        anger
## 1220   1220            betray      disgust
## 1221   1221            betray     negative
## 1222   1222            betray      sadness
## 1223   1223            betray     surprise
## 1224   1224          betrayal        anger
## 1225   1225          betrayal      disgust
## 1226   1226          betrayal     negative
## 1227   1227          betrayal      sadness
## 1228   1228         betrothed anticipation
## 1229   1229         betrothed          joy
## 1230   1230         betrothed     positive
## 1231   1231         betrothed        trust
## 1232   1232        betterment     positive
## 1233   1233          beverage     positive
## 1234   1234            beware anticipation
## 1235   1235            beware         fear
## 1236   1236            beware     negative
## 1237   1237        bewildered         fear
## 1238   1238        bewildered     negative
## 1239   1239        bewildered     surprise
## 1240   1240      bewilderment         fear
## 1241   1241      bewilderment     surprise
## 1242   1242              bias        anger
## 1243   1243              bias     negative
## 1244   1244            biased     negative
## 1245   1245          biblical     positive
## 1246   1246         bickering        anger
## 1247   1247         bickering      disgust
## 1248   1248         bickering     negative
## 1249   1249          biennial anticipation
## 1250   1250              bier         fear
## 1251   1251              bier     negative
## 1252   1252              bier      sadness
## 1253   1253             bigot        anger
## 1254   1254             bigot      disgust
## 1255   1255             bigot         fear
## 1256   1256             bigot     negative
## 1257   1257           bigoted        anger
## 1258   1258           bigoted      disgust
## 1259   1259           bigoted         fear
## 1260   1260           bigoted     negative
## 1261   1261           bigoted      sadness
## 1262   1262              bile        anger
## 1263   1263              bile      disgust
## 1264   1264              bile     negative
## 1265   1265         bilingual     positive
## 1266   1266            biopsy         fear
## 1267   1267            biopsy     negative
## 1268   1268             birch        anger
## 1269   1269             birch      disgust
## 1270   1270             birch         fear
## 1271   1271             birch     negative
## 1272   1272             birth anticipation
## 1273   1273             birth         fear
## 1274   1274             birth          joy
## 1275   1275             birth     positive
## 1276   1276             birth        trust
## 1277   1277          birthday anticipation
## 1278   1278          birthday          joy
## 1279   1279          birthday     positive
## 1280   1280          birthday     surprise
## 1281   1281        birthplace        anger
## 1282   1282        birthplace     negative
## 1283   1283             bitch        anger
## 1284   1284             bitch      disgust
## 1285   1285             bitch         fear
## 1286   1286             bitch     negative
## 1287   1287             bitch      sadness
## 1288   1288              bite     negative
## 1289   1289          bitterly        anger
## 1290   1290          bitterly      disgust
## 1291   1291          bitterly     negative
## 1292   1292          bitterly      sadness
## 1293   1293        bitterness        anger
## 1294   1294        bitterness      disgust
## 1295   1295        bitterness     negative
## 1296   1296        bitterness      sadness
## 1297   1297           bizarre     negative
## 1298   1298           bizarre     surprise
## 1299   1299         blackjack     negative
## 1300   1300         blackmail        anger
## 1301   1301         blackmail         fear
## 1302   1302         blackmail     negative
## 1303   1303         blackness         fear
## 1304   1304         blackness     negative
## 1305   1305         blackness      sadness
## 1306   1306             blame        anger
## 1307   1307             blame      disgust
## 1308   1308             blame     negative
## 1309   1309         blameless     positive
## 1310   1310             bland     negative
## 1311   1311           blanket        trust
## 1312   1312       blasphemous        anger
## 1313   1313       blasphemous      disgust
## 1314   1314       blasphemous     negative
## 1315   1315         blasphemy        anger
## 1316   1316         blasphemy     negative
## 1317   1317             blast        anger
## 1318   1318             blast         fear
## 1319   1319             blast     negative
## 1320   1320             blast     surprise
## 1321   1321           blatant        anger
## 1322   1322           blatant      disgust
## 1323   1323           blatant     negative
## 1324   1324           blather     negative
## 1325   1325             blaze        anger
## 1326   1326             blaze     negative
## 1327   1327             bleak     negative
## 1328   1328             bleak      sadness
## 1329   1329          bleeding      disgust
## 1330   1330          bleeding         fear
## 1331   1331          bleeding     negative
## 1332   1332          bleeding      sadness
## 1333   1333           blemish        anger
## 1334   1334           blemish      disgust
## 1335   1335           blemish         fear
## 1336   1336           blemish     negative
## 1337   1337           blemish      sadness
## 1338   1338             bless anticipation
## 1339   1339             bless          joy
## 1340   1340             bless     positive
## 1341   1341             bless        trust
## 1342   1342           blessed          joy
## 1343   1343           blessed     positive
## 1344   1344          blessing anticipation
## 1345   1345          blessing          joy
## 1346   1346          blessing     positive
## 1347   1347          blessing        trust
## 1348   1348         blessings anticipation
## 1349   1349         blessings          joy
## 1350   1350         blessings     positive
## 1351   1351         blessings     surprise
## 1352   1352         blessings        trust
## 1353   1353            blight      disgust
## 1354   1354            blight         fear
## 1355   1355            blight     negative
## 1356   1356            blight      sadness
## 1357   1357          blighted      disgust
## 1358   1358          blighted     negative
## 1359   1359          blighted      sadness
## 1360   1360           blinded     negative
## 1361   1361         blindfold anticipation
## 1362   1362         blindfold         fear
## 1363   1363         blindfold     surprise
## 1364   1364           blindly     negative
## 1365   1365           blindly      sadness
## 1366   1366         blindness     negative
## 1367   1367         blindness      sadness
## 1368   1368             bliss          joy
## 1369   1369             bliss     positive
## 1370   1370          blissful          joy
## 1371   1371          blissful     positive
## 1372   1372           blister      disgust
## 1373   1373           blister     negative
## 1374   1374             blitz     surprise
## 1375   1375           bloated      disgust
## 1376   1376           bloated     negative
## 1377   1377              blob      disgust
## 1378   1378              blob         fear
## 1379   1379              blob     negative
## 1380   1380          blockade        anger
## 1381   1381          blockade         fear
## 1382   1382          blockade     negative
## 1383   1383          blockade      sadness
## 1384   1384         bloodless     positive
## 1385   1385         bloodshed        anger
## 1386   1386         bloodshed      disgust
## 1387   1387         bloodshed         fear
## 1388   1388         bloodshed     negative
## 1389   1389         bloodshed      sadness
## 1390   1390         bloodshed     surprise
## 1391   1391      bloodthirsty        anger
## 1392   1392      bloodthirsty      disgust
## 1393   1393      bloodthirsty         fear
## 1394   1394      bloodthirsty     negative
## 1395   1395            bloody        anger
## 1396   1396            bloody      disgust
## 1397   1397            bloody         fear
## 1398   1398            bloody     negative
## 1399   1399            bloody      sadness
## 1400   1400             bloom anticipation
## 1401   1401             bloom          joy
## 1402   1402             bloom     positive
## 1403   1403             bloom        trust
## 1404   1404           blossom          joy
## 1405   1405           blossom     positive
## 1406   1406              blot     negative
## 1407   1407            blower     negative
## 1408   1408           blowout     negative
## 1409   1409              blue      sadness
## 1410   1410             blues         fear
## 1411   1411             blues     negative
## 1412   1412             blues      sadness
## 1413   1413             bluff     negative
## 1414   1414           blunder      disgust
## 1415   1415           blunder     negative
## 1416   1416           blunder      sadness
## 1417   1417              blur     negative
## 1418   1418           blurred     negative
## 1419   1419             blush     negative
## 1420   1420             board anticipation
## 1421   1421             boast     negative
## 1422   1422             boast     positive
## 1423   1423          boasting     negative
## 1424   1424         bodyguard     positive
## 1425   1425         bodyguard        trust
## 1426   1426               bog     negative
## 1427   1427             bogus        anger
## 1428   1428             bogus      disgust
## 1429   1429             bogus     negative
## 1430   1430              boil      disgust
## 1431   1431              boil     negative
## 1432   1432       boilerplate     negative
## 1433   1433        boisterous        anger
## 1434   1434        boisterous anticipation
## 1435   1435        boisterous          joy
## 1436   1436        boisterous     negative
## 1437   1437        boisterous     positive
## 1438   1438              bold     positive
## 1439   1439          boldness     positive
## 1440   1440           bolster     positive
## 1441   1441              bomb        anger
## 1442   1442              bomb         fear
## 1443   1443              bomb     negative
## 1444   1444              bomb      sadness
## 1445   1445              bomb     surprise
## 1446   1446           bombard        anger
## 1447   1447           bombard         fear
## 1448   1448           bombard     negative
## 1449   1449       bombardment        anger
## 1450   1450       bombardment         fear
## 1451   1451       bombardment     negative
## 1452   1452            bombed      disgust
## 1453   1453            bombed     negative
## 1454   1454            bomber         fear
## 1455   1455            bomber      sadness
## 1456   1456           bonanza          joy
## 1457   1457           bonanza     positive
## 1458   1458           bondage         fear
## 1459   1459           bondage     negative
## 1460   1460           bondage      sadness
## 1461   1461             bonds     negative
## 1462   1462             bonne     positive
## 1463   1463             bonus anticipation
## 1464   1464             bonus          joy
## 1465   1465             bonus     positive
## 1466   1466             bonus     surprise
## 1467   1467               boo     negative
## 1468   1468             booby     negative
## 1469   1469           bookish     positive
## 1470   1470          bookshop     positive
## 1471   1471          bookworm     negative
## 1472   1472          bookworm     positive
## 1473   1473         boomerang anticipation
## 1474   1474         boomerang        trust
## 1475   1475              boon     positive
## 1476   1476             booze     negative
## 1477   1477              bore     negative
## 1478   1478           boredom     negative
## 1479   1479           boredom      sadness
## 1480   1480            boring     negative
## 1481   1481          borrower     negative
## 1482   1482            bother     negative
## 1483   1483         bothering        anger
## 1484   1484         bothering     negative
## 1485   1485         bothering      sadness
## 1486   1486            bottom     negative
## 1487   1487            bottom      sadness
## 1488   1488        bottomless         fear
## 1489   1489             bound     negative
## 1490   1490         bountiful anticipation
## 1491   1491         bountiful          joy
## 1492   1492         bountiful     positive
## 1493   1493            bounty anticipation
## 1494   1494            bounty          joy
## 1495   1495            bounty     positive
## 1496   1496            bounty        trust
## 1497   1497           bouquet          joy
## 1498   1498           bouquet     positive
## 1499   1499           bouquet        trust
## 1500   1500              bout        anger
## 1501   1501              bout     negative
## 1502   1502            bovine      disgust
## 1503   1503            bovine     negative
## 1504   1504            bowels      disgust
## 1505   1505            boxing        anger
## 1506   1506           boycott     negative
## 1507   1507              brag     negative
## 1508   1508            brains     positive
## 1509   1509              bran      disgust
## 1510   1510            brandy     negative
## 1511   1511           bravado     negative
## 1512   1512           bravery     positive
## 1513   1513             brawl        anger
## 1514   1514             brawl      disgust
## 1515   1515             brawl         fear
## 1516   1516             brawl     negative
## 1517   1517            brazen        anger
## 1518   1518            brazen     negative
## 1519   1519            breach     negative
## 1520   1520             break     surprise
## 1521   1521         breakdown     negative
## 1522   1522         breakfast     positive
## 1523   1523         breakneck     negative
## 1524   1524           breakup     negative
## 1525   1525           breakup      sadness
## 1526   1526             bribe     negative
## 1527   1527           bribery      disgust
## 1528   1528           bribery     negative
## 1529   1529            bridal anticipation
## 1530   1530            bridal          joy
## 1531   1531            bridal     positive
## 1532   1532            bridal        trust
## 1533   1533             bride anticipation
## 1534   1534             bride          joy
## 1535   1535             bride     positive
## 1536   1536             bride        trust
## 1537   1537        bridegroom anticipation
## 1538   1538        bridegroom          joy
## 1539   1539        bridegroom     positive
## 1540   1540        bridegroom        trust
## 1541   1541        bridesmaid          joy
## 1542   1542        bridesmaid     positive
## 1543   1543        bridesmaid        trust
## 1544   1544           brigade         fear
## 1545   1545           brigade     negative
## 1546   1546          brighten          joy
## 1547   1547          brighten     positive
## 1548   1548          brighten     surprise
## 1549   1549          brighten        trust
## 1550   1550        brightness     positive
## 1551   1551         brilliant anticipation
## 1552   1552         brilliant          joy
## 1553   1553         brilliant     positive
## 1554   1554         brilliant        trust
## 1555   1555         brimstone        anger
## 1556   1556         brimstone         fear
## 1557   1557         brimstone     negative
## 1558   1558           bristle     negative
## 1559   1559         broadside anticipation
## 1560   1560         broadside     negative
## 1561   1561           brocade     positive
## 1562   1562             broil        anger
## 1563   1563             broil     negative
## 1564   1564             broke         fear
## 1565   1565             broke     negative
## 1566   1566             broke      sadness
## 1567   1567            broken        anger
## 1568   1568            broken         fear
## 1569   1569            broken     negative
## 1570   1570            broken      sadness
## 1571   1571           brothel      disgust
## 1572   1572           brothel     negative
## 1573   1573           brother     positive
## 1574   1574           brother        trust
## 1575   1575       brotherhood     positive
## 1576   1576       brotherhood        trust
## 1577   1577         brotherly anticipation
## 1578   1578         brotherly          joy
## 1579   1579         brotherly     positive
## 1580   1580         brotherly        trust
## 1581   1581            bruise anticipation
## 1582   1582            bruise     negative
## 1583   1583             brunt        anger
## 1584   1584             brunt     negative
## 1585   1585            brutal        anger
## 1586   1586            brutal         fear
## 1587   1587            brutal     negative
## 1588   1588         brutality        anger
## 1589   1589         brutality         fear
## 1590   1590         brutality     negative
## 1591   1591             brute        anger
## 1592   1592             brute         fear
## 1593   1593             brute     negative
## 1594   1594             brute      sadness
## 1595   1595              buck         fear
## 1596   1596              buck     negative
## 1597   1597              buck     positive
## 1598   1598              buck     surprise
## 1599   1599             buddy anticipation
## 1600   1600             buddy          joy
## 1601   1601             buddy     positive
## 1602   1602             buddy        trust
## 1603   1603            budget        trust
## 1604   1604            buffet        anger
## 1605   1605            buffet     negative
## 1606   1606               bug      disgust
## 1607   1607               bug         fear
## 1608   1608               bug     negative
## 1609   1609           bugaboo        anger
## 1610   1610           bugaboo         fear
## 1611   1611           bugaboo     negative
## 1612   1612           bugaboo      sadness
## 1613   1613             bugle anticipation
## 1614   1614             build     positive
## 1615   1615          building     positive
## 1616   1616           bulbous     negative
## 1617   1617           bulldog     positive
## 1618   1618       bulletproof     positive
## 1619   1619             bully        anger
## 1620   1620             bully         fear
## 1621   1621             bully     negative
## 1622   1622               bum      disgust
## 1623   1623               bum     negative
## 1624   1624               bum      sadness
## 1625   1625            bummer        anger
## 1626   1626            bummer      disgust
## 1627   1627            bummer     negative
## 1628   1628            bunker         fear
## 1629   1629              buoy     positive
## 1630   1630        burdensome         fear
## 1631   1631        burdensome     negative
## 1632   1632        burdensome      sadness
## 1633   1633       bureaucracy     negative
## 1634   1634       bureaucracy        trust
## 1635   1635        bureaucrat      disgust
## 1636   1636        bureaucrat     negative
## 1637   1637           burglar      disgust
## 1638   1638           burglar         fear
## 1639   1639           burglar     negative
## 1640   1640          burglary     negative
## 1641   1641            burial        anger
## 1642   1642            burial         fear
## 1643   1643            burial     negative
## 1644   1644            burial      sadness
## 1645   1645            buried         fear
## 1646   1646            buried     negative
## 1647   1647            buried      sadness
## 1648   1648             burke        anger
## 1649   1649             burke      disgust
## 1650   1650             burke         fear
## 1651   1651             burke     negative
## 1652   1652             burke      sadness
## 1653   1653         burlesque     surprise
## 1654   1654             burnt      disgust
## 1655   1655             burnt     negative
## 1656   1656           bursary        trust
## 1657   1657              bury      sadness
## 1658   1658              buss          joy
## 1659   1659              buss     positive
## 1660   1660            busted        anger
## 1661   1661            busted         fear
## 1662   1662            busted     negative
## 1663   1663           butcher        anger
## 1664   1664           butcher      disgust
## 1665   1665           butcher         fear
## 1666   1666           butcher     negative
## 1667   1667            butler     positive
## 1668   1668            butler        trust
## 1669   1669              butt     negative
## 1670   1670           buttery     positive
## 1671   1671             buxom     positive
## 1672   1672              buzz anticipation
## 1673   1673              buzz         fear
## 1674   1674              buzz     positive
## 1675   1675            buzzed     negative
## 1676   1676               bye anticipation
## 1677   1677             bylaw        trust
## 1678   1678               cab     positive
## 1679   1679             cabal         fear
## 1680   1680             cabal     negative
## 1681   1681           cabinet     positive
## 1682   1682           cabinet        trust
## 1683   1683             cable     surprise
## 1684   1684         cacophony        anger
## 1685   1685         cacophony      disgust
## 1686   1686         cacophony     negative
## 1687   1687               cad        anger
## 1688   1688               cad      disgust
## 1689   1689               cad     negative
## 1690   1690           cadaver      disgust
## 1691   1691           cadaver         fear
## 1692   1692           cadaver     negative
## 1693   1693           cadaver      sadness
## 1694   1694           cadaver     surprise
## 1695   1695              cafe     positive
## 1696   1696              cage     negative
## 1697   1697              cage      sadness
## 1698   1698          calamity      sadness
## 1699   1699       calculating     negative
## 1700   1700       calculation anticipation
## 1701   1701        calculator     positive
## 1702   1702        calculator        trust
## 1703   1703              calf          joy
## 1704   1704              calf     positive
## 1705   1705              calf        trust
## 1706   1706           callous        anger
## 1707   1707           callous      disgust
## 1708   1708           callous     negative
## 1709   1709             calls anticipation
## 1710   1710             calls     negative
## 1711   1711             calls        trust
## 1712   1712              calm     positive
## 1713   1713        camouflage     surprise
## 1714   1714       camouflaged     surprise
## 1715   1715       campaigning        anger
## 1716   1716       campaigning         fear
## 1717   1717       campaigning     negative
## 1718   1718            canary     positive
## 1719   1719            cancel     negative
## 1720   1720            cancel      sadness
## 1721   1721            cancer        anger
## 1722   1722            cancer      disgust
## 1723   1723            cancer         fear
## 1724   1724            cancer     negative
## 1725   1725            cancer      sadness
## 1726   1726            candid anticipation
## 1727   1727            candid          joy
## 1728   1728            candid     positive
## 1729   1729            candid     surprise
## 1730   1730            candid        trust
## 1731   1731         candidate     positive
## 1732   1732           candied     positive
## 1733   1733              cane        anger
## 1734   1734              cane         fear
## 1735   1735            canker        anger
## 1736   1736            canker      disgust
## 1737   1737            canker     negative
## 1738   1738          cannibal      disgust
## 1739   1739          cannibal         fear
## 1740   1740          cannibal     negative
## 1741   1741       cannibalism      disgust
## 1742   1742       cannibalism     negative
## 1743   1743            cannon        anger
## 1744   1744            cannon         fear
## 1745   1745            cannon     negative
## 1746   1746            canons        trust
## 1747   1747               cap anticipation
## 1748   1748               cap        trust
## 1749   1749        capitalist     positive
## 1750   1750           captain     positive
## 1751   1751         captivate anticipation
## 1752   1752         captivate          joy
## 1753   1753         captivate     positive
## 1754   1754         captivate     surprise
## 1755   1755         captivate        trust
## 1756   1756       captivating     positive
## 1757   1757           captive         fear
## 1758   1758           captive     negative
## 1759   1759           captive      sadness
## 1760   1760         captivity     negative
## 1761   1761         captivity      sadness
## 1762   1762            captor         fear
## 1763   1763            captor     negative
## 1764   1764           capture     negative
## 1765   1765           carcass      disgust
## 1766   1766           carcass         fear
## 1767   1767           carcass     negative
## 1768   1768           carcass      sadness
## 1769   1769         carcinoma         fear
## 1770   1770         carcinoma     negative
## 1771   1771         carcinoma      sadness
## 1772   1772    cardiomyopathy         fear
## 1773   1773    cardiomyopathy     negative
## 1774   1774    cardiomyopathy      sadness
## 1775   1775            career anticipation
## 1776   1776            career     positive
## 1777   1777           careful     positive
## 1778   1778         carefully     positive
## 1779   1779      carelessness        anger
## 1780   1780      carelessness      disgust
## 1781   1781      carelessness     negative
## 1782   1782            caress     positive
## 1783   1783         caretaker     positive
## 1784   1784         caretaker        trust
## 1785   1785        caricature     negative
## 1786   1786            caries      disgust
## 1787   1787            caries     negative
## 1788   1788           carnage        anger
## 1789   1789           carnage      disgust
## 1790   1790           carnage         fear
## 1791   1791           carnage     negative
## 1792   1792           carnage      sadness
## 1793   1793           carnage     surprise
## 1794   1794            carnal     negative
## 1795   1795       carnivorous         fear
## 1796   1796       carnivorous     negative
## 1797   1797             carol          joy
## 1798   1798             carol     positive
## 1799   1799             carol        trust
## 1800   1800            cartel     negative
## 1801   1801         cartridge         fear
## 1802   1802           cascade     positive
## 1803   1803              case         fear
## 1804   1804              case     negative
## 1805   1805              case      sadness
## 1806   1806              cash        anger
## 1807   1807              cash anticipation
## 1808   1808              cash         fear
## 1809   1809              cash          joy
## 1810   1810              cash     positive
## 1811   1811              cash        trust
## 1812   1812           cashier        trust
## 1813   1813            casket         fear
## 1814   1814            casket     negative
## 1815   1815            casket      sadness
## 1816   1816             caste     negative
## 1817   1817          casualty        anger
## 1818   1818          casualty         fear
## 1819   1819          casualty     negative
## 1820   1820          casualty      sadness
## 1821   1821          cataract anticipation
## 1822   1822          cataract         fear
## 1823   1823          cataract     negative
## 1824   1824          cataract      sadness
## 1825   1825       catastrophe        anger
## 1826   1826       catastrophe      disgust
## 1827   1827       catastrophe         fear
## 1828   1828       catastrophe     negative
## 1829   1829       catastrophe      sadness
## 1830   1830       catastrophe     surprise
## 1831   1831             catch     surprise
## 1832   1832         catechism      disgust
## 1833   1833       categorical     positive
## 1834   1834             cater     positive
## 1835   1835         cathartic     positive
## 1836   1836         cathedral          joy
## 1837   1837         cathedral     positive
## 1838   1838         cathedral        trust
## 1839   1839          catheter     negative
## 1840   1840           caution        anger
## 1841   1841           caution anticipation
## 1842   1842           caution         fear
## 1843   1843           caution     negative
## 1844   1844        cautionary         fear
## 1845   1845          cautious anticipation
## 1846   1846          cautious         fear
## 1847   1847          cautious     positive
## 1848   1848          cautious        trust
## 1849   1849        cautiously         fear
## 1850   1850        cautiously     positive
## 1851   1851              cede     negative
## 1852   1852        celebrated anticipation
## 1853   1853        celebrated          joy
## 1854   1854        celebrated     positive
## 1855   1855       celebrating anticipation
## 1856   1856       celebrating          joy
## 1857   1857       celebrating     positive
## 1858   1858       celebration anticipation
## 1859   1859       celebration          joy
## 1860   1860       celebration     positive
## 1861   1861       celebration     surprise
## 1862   1862       celebration        trust
## 1863   1863         celebrity        anger
## 1864   1864         celebrity anticipation
## 1865   1865         celebrity      disgust
## 1866   1866         celebrity          joy
## 1867   1867         celebrity     negative
## 1868   1868         celebrity     positive
## 1869   1869         celebrity     surprise
## 1870   1870         celebrity        trust
## 1871   1871         celestial anticipation
## 1872   1872         celestial          joy
## 1873   1873         celestial     positive
## 1874   1874            cement anticipation
## 1875   1875            cement        trust
## 1876   1876          cemetery         fear
## 1877   1877          cemetery     negative
## 1878   1878          cemetery      sadness
## 1879   1879            censor        anger
## 1880   1880            censor      disgust
## 1881   1881            censor         fear
## 1882   1882            censor     negative
## 1883   1883            censor        trust
## 1884   1884           censure     negative
## 1885   1885            center     positive
## 1886   1886            center        trust
## 1887   1887         centurion     positive
## 1888   1888          cerebral     positive
## 1889   1889          ceremony          joy
## 1890   1890          ceremony     positive
## 1891   1891          ceremony     surprise
## 1892   1892         certainty     positive
## 1893   1893           certify        trust
## 1894   1894              cess      disgust
## 1895   1895              cess     negative
## 1896   1896         cessation     negative
## 1897   1897             chaff        anger
## 1898   1898             chaff         fear
## 1899   1899             chaff     negative
## 1900   1900           chafing     negative
## 1901   1901           chagrin      disgust
## 1902   1902           chagrin     negative
## 1903   1903           chagrin      sadness
## 1904   1904          chairman     positive
## 1905   1905          chairman        trust
## 1906   1906        chairwoman     positive
## 1907   1907        chairwoman        trust
## 1908   1908         challenge        anger
## 1909   1909         challenge         fear
## 1910   1910         challenge     negative
## 1911   1911          champion anticipation
## 1912   1912          champion          joy
## 1913   1913          champion     positive
## 1914   1914          champion        trust
## 1915   1915            chance     surprise
## 1916   1916        chancellor        trust
## 1917   1917            change         fear
## 1918   1918        changeable anticipation
## 1919   1919        changeable     surprise
## 1920   1920             chant        anger
## 1921   1921             chant anticipation
## 1922   1922             chant          joy
## 1923   1923             chant     positive
## 1924   1924             chant     surprise
## 1925   1925             chaos        anger
## 1926   1926             chaos         fear
## 1927   1927             chaos     negative
## 1928   1928             chaos      sadness
## 1929   1929           chaotic        anger
## 1930   1930           chaotic     negative
## 1931   1931          chaplain        trust
## 1932   1932           charade     negative
## 1933   1933        chargeable         fear
## 1934   1934        chargeable     negative
## 1935   1935        chargeable      sadness
## 1936   1936           charger     positive
## 1937   1937        charitable anticipation
## 1938   1938        charitable          joy
## 1939   1939        charitable     positive
## 1940   1940        charitable        trust
## 1941   1941           charity          joy
## 1942   1942           charity     positive
## 1943   1943             charm     positive
## 1944   1944           charmed          joy
## 1945   1945           charmed     negative
## 1946   1946           charmed     positive
## 1947   1947          charming     positive
## 1948   1948             chart        trust
## 1949   1949             chase     negative
## 1950   1950             chasm         fear
## 1951   1951      chastisement     negative
## 1952   1952          chastity anticipation
## 1953   1953          chastity     positive
## 1954   1954          chastity        trust
## 1955   1955        chattering     positive
## 1956   1956            chatty     negative
## 1957   1957             cheap     negative
## 1958   1958             cheat        anger
## 1959   1959             cheat      disgust
## 1960   1960             cheat     negative
## 1961   1961         checklist     positive
## 1962   1962         checklist        trust
## 1963   1963             cheer anticipation
## 1964   1964             cheer          joy
## 1965   1965             cheer     positive
## 1966   1966             cheer     surprise
## 1967   1967             cheer        trust
## 1968   1968          cheerful          joy
## 1969   1969          cheerful     positive
## 1970   1970          cheerful     surprise
## 1971   1971      cheerfulness anticipation
## 1972   1972      cheerfulness          joy
## 1973   1973      cheerfulness     positive
## 1974   1974      cheerfulness        trust
## 1975   1975          cheering          joy
## 1976   1976          cheering     positive
## 1977   1977            cheery anticipation
## 1978   1978            cheery          joy
## 1979   1979            cheery     positive
## 1980   1980        cheesecake     negative
## 1981   1981           chemist     positive
## 1982   1982           chemist        trust
## 1983   1983           cherish anticipation
## 1984   1984           cherish          joy
## 1985   1985           cherish     positive
## 1986   1986           cherish     surprise
## 1987   1987           cherish        trust
## 1988   1988            cherry     positive
## 1989   1989           chicane anticipation
## 1990   1990           chicane     negative
## 1991   1991           chicane     surprise
## 1992   1992           chicane        trust
## 1993   1993           chicken         fear
## 1994   1994         chieftain     positive
## 1995   1995             child anticipation
## 1996   1996             child          joy
## 1997   1997             child     positive
## 1998   1998         childhood          joy
## 1999   1999         childhood     positive
## 2000   2000          childish     negative
## 2001   2001            chilly     negative
## 2002   2002           chimera         fear
## 2003   2003           chimera     surprise
## 2004   2004             chirp          joy
## 2005   2005             chirp     positive
## 2006   2006            chisel     positive
## 2007   2007          chivalry     positive
## 2008   2008        chloroform     negative
## 2009   2009         chocolate anticipation
## 2010   2010         chocolate          joy
## 2011   2011         chocolate     positive
## 2012   2012         chocolate        trust
## 2013   2013            choice     positive
## 2014   2014             choir          joy
## 2015   2015             choir     positive
## 2016   2016             choir        trust
## 2017   2017             choke        anger
## 2018   2018             choke     negative
## 2019   2019             choke      sadness
## 2020   2020           cholera      disgust
## 2021   2021           cholera         fear
## 2022   2022           cholera     negative
## 2023   2023           cholera      sadness
## 2024   2024              chop     negative
## 2025   2025            choral          joy
## 2026   2026            choral     positive
## 2027   2027             chore     negative
## 2028   2028            chorus     positive
## 2029   2029            chosen     positive
## 2030   2030           chowder     positive
## 2031   2031           chronic     negative
## 2032   2032           chronic      sadness
## 2033   2033         chronicle     positive
## 2034   2034         chronicle        trust
## 2035   2035           chuckle anticipation
## 2036   2036           chuckle          joy
## 2037   2037           chuckle     positive
## 2038   2038           chuckle     surprise
## 2039   2039           chuckle        trust
## 2040   2040            church anticipation
## 2041   2041            church          joy
## 2042   2042            church     positive
## 2043   2043            church        trust
## 2044   2044             cider     positive
## 2045   2045         cigarette     negative
## 2046   2046      circumcision     positive
## 2047   2047     circumvention     negative
## 2048   2048     circumvention     positive
## 2049   2049           citizen     positive
## 2050   2050             civil     positive
## 2051   2051          civility     positive
## 2052   2052      civilization     positive
## 2053   2053      civilization        trust
## 2054   2054         civilized          joy
## 2055   2055         civilized     positive
## 2056   2056         civilized        trust
## 2057   2057          claimant        anger
## 2058   2058          claimant      disgust
## 2059   2059       clairvoyant     positive
## 2060   2060            clamor        anger
## 2061   2061            clamor anticipation
## 2062   2062            clamor      disgust
## 2063   2063            clamor     negative
## 2064   2064            clamor     surprise
## 2065   2065              clan        trust
## 2066   2066              clap anticipation
## 2067   2067              clap          joy
## 2068   2068              clap     positive
## 2069   2069              clap        trust
## 2070   2070           clarify     positive
## 2071   2071             clash        anger
## 2072   2072             clash     negative
## 2073   2073          clashing        anger
## 2074   2074          clashing         fear
## 2075   2075          clashing     negative
## 2076   2076           classic     positive
## 2077   2077         classical     positive
## 2078   2078          classics          joy
## 2079   2079          classics     positive
## 2080   2080          classify     positive
## 2081   2081              claw        anger
## 2082   2082              claw         fear
## 2083   2083              claw     negative
## 2084   2084             clean          joy
## 2085   2085             clean     positive
## 2086   2086             clean        trust
## 2087   2087          cleaning     positive
## 2088   2088       cleanliness     positive
## 2089   2089           cleanly     positive
## 2090   2090           cleanse     positive
## 2091   2091         cleansing     positive
## 2092   2092         clearance     positive
## 2093   2093         clearance        trust
## 2094   2094         clearness     positive
## 2095   2095            cleave         fear
## 2096   2096          clerical     positive
## 2097   2097          clerical        trust
## 2098   2098            clever     positive
## 2099   2099        cleverness     positive
## 2100   2100             cliff         fear
## 2101   2101            climax anticipation
## 2102   2102            climax          joy
## 2103   2103            climax     positive
## 2104   2104            climax     surprise
## 2105   2105            climax        trust
## 2106   2106             clock anticipation
## 2107   2107          cloister     negative
## 2108   2108         closeness          joy
## 2109   2109         closeness     positive
## 2110   2110         closeness        trust
## 2111   2111           closure anticipation
## 2112   2112           closure          joy
## 2113   2113           closure     positive
## 2114   2114           closure      sadness
## 2115   2115            clothe     positive
## 2116   2116           clouded     negative
## 2117   2117           clouded      sadness
## 2118   2118        cloudiness         fear
## 2119   2119        cloudiness     negative
## 2120   2120            cloudy      sadness
## 2121   2121             clown anticipation
## 2122   2122             clown          joy
## 2123   2123             clown     positive
## 2124   2124             clown     surprise
## 2125   2125              clue anticipation
## 2126   2126             clump     negative
## 2127   2127            clumsy      disgust
## 2128   2128            clumsy     negative
## 2129   2129             coach        trust
## 2130   2130          coalesce        trust
## 2131   2131         coalition     positive
## 2132   2132             coast     positive
## 2133   2133              coax        trust
## 2134   2134             cobra         fear
## 2135   2135           cocaine     negative
## 2136   2136           cocaine      sadness
## 2137   2137            coerce        anger
## 2138   2138            coerce      disgust
## 2139   2139            coerce         fear
## 2140   2140            coerce     negative
## 2141   2141          coercion        anger
## 2142   2142          coercion      disgust
## 2143   2143          coercion         fear
## 2144   2144          coercion     negative
## 2145   2145          coercion      sadness
## 2146   2146           coexist     positive
## 2147   2147           coexist        trust
## 2148   2148        coexisting        trust
## 2149   2149            coffin         fear
## 2150   2150            coffin     negative
## 2151   2151            coffin      sadness
## 2152   2152            cogent     positive
## 2153   2153            cogent        trust
## 2154   2154         cognitive     positive
## 2155   2155         coherence     positive
## 2156   2156          coherent     positive
## 2157   2157          cohesion        trust
## 2158   2158          cohesive     positive
## 2159   2159          cohesive        trust
## 2160   2160       coincidence     surprise
## 2161   2161              cold     negative
## 2162   2162            coldly     negative
## 2163   2163          coldness        anger
## 2164   2164          coldness      disgust
## 2165   2165          coldness         fear
## 2166   2166          coldness     negative
## 2167   2167          coldness      sadness
## 2168   2168             colic     negative
## 2169   2169      collaborator        trust
## 2170   2170          collapse      disgust
## 2171   2171          collapse         fear
## 2172   2172          collapse     negative
## 2173   2173          collapse      sadness
## 2174   2174        collateral        trust
## 2175   2175      collectively     positive
## 2176   2176      collectively        trust
## 2177   2177         collision        anger
## 2178   2178         collision     negative
## 2179   2179         collusion        anger
## 2180   2180         collusion      disgust
## 2181   2181         collusion         fear
## 2182   2182         collusion     negative
## 2183   2183         collusion      sadness
## 2184   2184           colonel     positive
## 2185   2185           colonel        trust
## 2186   2186          colossal     positive
## 2187   2187              coma         fear
## 2188   2188              coma     negative
## 2189   2189              coma      sadness
## 2190   2190          comatose         fear
## 2191   2191          comatose     negative
## 2192   2192          comatose      sadness
## 2193   2193            combat        anger
## 2194   2194            combat         fear
## 2195   2195            combat     negative
## 2196   2196         combatant        anger
## 2197   2197         combatant         fear
## 2198   2198         combatant     negative
## 2199   2199         combative        anger
## 2200   2200         combative         fear
## 2201   2201         combative     negative
## 2202   2202           comfort anticipation
## 2203   2203           comfort          joy
## 2204   2204           comfort     positive
## 2205   2205           comfort        trust
## 2206   2206            coming anticipation
## 2207   2207        commandant     positive
## 2208   2208        commandant        trust
## 2209   2209        commanding     positive
## 2210   2210        commanding        trust
## 2211   2211       commemorate anticipation
## 2212   2212       commemorate          joy
## 2213   2213       commemorate     positive
## 2214   2214       commemorate      sadness
## 2215   2215     commemoration anticipation
## 2216   2216     commemoration          joy
## 2217   2217     commemoration     positive
## 2218   2218     commemorative anticipation
## 2219   2219     commemorative     positive
## 2220   2220           commend     positive
## 2221   2221       commendable          joy
## 2222   2222       commendable     positive
## 2223   2223       commendable        trust
## 2224   2224       commentator     positive
## 2225   2225          commerce        trust
## 2226   2226        commission        trust
## 2227   2227         committal     negative
## 2228   2228         committal      sadness
## 2229   2229         committed     positive
## 2230   2230         committed        trust
## 2231   2231         committee        trust
## 2232   2232         commodore     positive
## 2233   2233         commodore        trust
## 2234   2234       commonplace anticipation
## 2235   2235       commonplace        trust
## 2236   2236      commonwealth     positive
## 2237   2237      commonwealth        trust
## 2238   2238         commotion        anger
## 2239   2239         commotion     negative
## 2240   2240       communicate     positive
## 2241   2241       communicate        trust
## 2242   2242     communication        trust
## 2243   2243     communicative     positive
## 2244   2244         communion          joy
## 2245   2245         communion     positive
## 2246   2246         communion        trust
## 2247   2247         communism        anger
## 2248   2248         communism         fear
## 2249   2249         communism     negative
## 2250   2250         communism      sadness
## 2251   2251         communist     negative
## 2252   2252         community     positive
## 2253   2253       commutation     positive
## 2254   2254           commute     positive
## 2255   2255           compact        trust
## 2256   2256         companion          joy
## 2257   2257         companion     positive
## 2258   2258         companion        trust
## 2259   2259           compass        trust
## 2260   2260        compassion         fear
## 2261   2261        compassion     positive
## 2262   2262     compassionate     positive
## 2263   2263     compatibility     positive
## 2264   2264        compatible     positive
## 2265   2265        compelling     positive
## 2266   2266        compensate anticipation
## 2267   2267        compensate          joy
## 2268   2268        compensate     positive
## 2269   2269        compensate     surprise
## 2270   2270        compensate        trust
## 2271   2271      compensatory     positive
## 2272   2272        competence     positive
## 2273   2273        competence        trust
## 2274   2274        competency     positive
## 2275   2275        competency        trust
## 2276   2276         competent     positive
## 2277   2277         competent        trust
## 2278   2278       competition anticipation
## 2279   2279       competition     negative
## 2280   2280       complacency     positive
## 2281   2281          complain        anger
## 2282   2282          complain     negative
## 2283   2283          complain      sadness
## 2284   2284         complaint        anger
## 2285   2285         complaint     negative
## 2286   2286        complement anticipation
## 2287   2287        complement          joy
## 2288   2288        complement     positive
## 2289   2289        complement     surprise
## 2290   2290        complement        trust
## 2291   2291     complementary     positive
## 2292   2292        completely     positive
## 2293   2293      completeness     positive
## 2294   2294        completing anticipation
## 2295   2295        completing          joy
## 2296   2296        completing     positive
## 2297   2297        completion anticipation
## 2298   2298        completion          joy
## 2299   2299        completion     positive
## 2300   2300         complexed     negative
## 2301   2301        complexity     negative
## 2302   2302        compliance     positive
## 2303   2303        compliance        trust
## 2304   2304         compliant     positive
## 2305   2305        complicate        anger
## 2306   2306        complicate     negative
## 2307   2307       complicated     negative
## 2308   2308      complication     negative
## 2309   2309        complicity     negative
## 2310   2310        complicity     positive
## 2311   2311        compliment anticipation
## 2312   2312        compliment          joy
## 2313   2313        compliment     positive
## 2314   2314        compliment     surprise
## 2315   2315        compliment        trust
## 2316   2316          composed     positive
## 2317   2317          composer     positive
## 2318   2318           compost      disgust
## 2319   2319           compost     negative
## 2320   2320         composure     positive
## 2321   2321        comprehend     positive
## 2322   2322     comprehensive     positive
## 2323   2323          compress        anger
## 2324   2324       comptroller        trust
## 2325   2325        compulsion        anger
## 2326   2326        compulsion     negative
## 2327   2327        compulsory     negative
## 2328   2328           comrade     positive
## 2329   2329           comrade        trust
## 2330   2330           conceal     negative
## 2331   2331           conceal      sadness
## 2332   2332         concealed anticipation
## 2333   2333         concealed         fear
## 2334   2334         concealed     negative
## 2335   2335         concealed     surprise
## 2336   2336       concealment        anger
## 2337   2337       concealment anticipation
## 2338   2338       concealment         fear
## 2339   2339       concealment     negative
## 2340   2340           conceit     negative
## 2341   2341         conceited     negative
## 2342   2342        concentric     positive
## 2343   2343         concerned         fear
## 2344   2344         concerned      sadness
## 2345   2345      conciliation          joy
## 2346   2346      conciliation     positive
## 2347   2347      conciliation        trust
## 2348   2348        concluding     positive
## 2349   2349           concord     positive
## 2350   2350           concord        trust
## 2351   2351       concordance     positive
## 2352   2352       concordance        trust
## 2353   2353        concussion        anger
## 2354   2354        concussion     negative
## 2355   2355        concussion      sadness
## 2356   2356           condemn        anger
## 2357   2357           condemn     negative
## 2358   2358      condemnation        anger
## 2359   2359      condemnation anticipation
## 2360   2360      condemnation      disgust
## 2361   2361      condemnation         fear
## 2362   2362      condemnation     negative
## 2363   2363      condemnation      sadness
## 2364   2364     condescending     negative
## 2365   2365     condescension        anger
## 2366   2366     condescension      disgust
## 2367   2367     condescension     negative
## 2368   2368     condescension      sadness
## 2369   2369        condolence     positive
## 2370   2370        condolence      sadness
## 2371   2371           condone     positive
## 2372   2372         conducive     positive
## 2373   2373      conductivity     positive
## 2374   2374       confederate     positive
## 2375   2375       confederate        trust
## 2376   2376           confess     negative
## 2377   2377           confess     positive
## 2378   2378           confess        trust
## 2379   2379        confession anticipation
## 2380   2380        confession         fear
## 2381   2381        confession     negative
## 2382   2382        confession      sadness
## 2383   2383        confession     surprise
## 2384   2384      confessional         fear
## 2385   2385      confessional        trust
## 2386   2386           confide        trust
## 2387   2387        confidence         fear
## 2388   2388        confidence          joy
## 2389   2389        confidence     positive
## 2390   2390        confidence        trust
## 2391   2391         confident          joy
## 2392   2392         confident     positive
## 2393   2393         confident        trust
## 2394   2394      confidential        trust
## 2395   2395    confidentially        trust
## 2396   2396           confine        anger
## 2397   2397           confine         fear
## 2398   2398           confine     negative
## 2399   2399           confine      sadness
## 2400   2400          confined        anger
## 2401   2401          confined      disgust
## 2402   2402          confined         fear
## 2403   2403          confined     negative
## 2404   2404          confined      sadness
## 2405   2405       confinement        anger
## 2406   2406       confinement         fear
## 2407   2407       confinement     negative
## 2408   2408       confinement      sadness
## 2409   2409      confirmation        trust
## 2410   2410         confirmed     positive
## 2411   2411         confirmed        trust
## 2412   2412        confiscate        anger
## 2413   2413        confiscate     negative
## 2414   2414        confiscate      sadness
## 2415   2415      confiscation     negative
## 2416   2416     conflagration        anger
## 2417   2417     conflagration         fear
## 2418   2418     conflagration     negative
## 2419   2419          conflict        anger
## 2420   2420          conflict         fear
## 2421   2421          conflict     negative
## 2422   2422          conflict      sadness
## 2423   2423       conflicting     negative
## 2424   2424       conformance     positive
## 2425   2425        conformity        trust
## 2426   2426          confound     negative
## 2427   2427        confounded     negative
## 2428   2428          confront        anger
## 2429   2429           confuse     negative
## 2430   2430         confusion        anger
## 2431   2431         confusion         fear
## 2432   2432         confusion     negative
## 2433   2433         congenial     positive
## 2434   2434        congestion     negative
## 2435   2435      conglomerate        trust
## 2436   2436    congratulatory          joy
## 2437   2437    congratulatory     positive
## 2438   2438      congregation     positive
## 2439   2439      congregation        trust
## 2440   2440          congress      disgust
## 2441   2441          congress        trust
## 2442   2442       congressman        trust
## 2443   2443        congruence     positive
## 2444   2444        congruence        trust
## 2445   2445        conjecture anticipation
## 2446   2446           conjure anticipation
## 2447   2447           conjure     surprise
## 2448   2448         conjuring     negative
## 2449   2449        connective        trust
## 2450   2450       connoisseur          joy
## 2451   2451       connoisseur     positive
## 2452   2452       connoisseur        trust
## 2453   2453          conquest        anger
## 2454   2454          conquest         fear
## 2455   2455          conquest     negative
## 2456   2456        conscience     positive
## 2457   2457        conscience        trust
## 2458   2458     conscientious     positive
## 2459   2459     conscientious        trust
## 2460   2460     consciousness     positive
## 2461   2461      consecration anticipation
## 2462   2462      consecration          joy
## 2463   2463      consecration     positive
## 2464   2464      consecration      sadness
## 2465   2465      consecration        trust
## 2466   2466        consequent anticipation
## 2467   2467      conservation anticipation
## 2468   2468      conservation     positive
## 2469   2469      conservation        trust
## 2470   2470          conserve     positive
## 2471   2471      considerable     positive
## 2472   2472       considerate     positive
## 2473   2473       considerate        trust
## 2474   2474       consistency     positive
## 2475   2475       consistency        trust
## 2476   2476           console     positive
## 2477   2477           console      sadness
## 2478   2478         consonant     positive
## 2479   2479           consort        trust
## 2480   2480        conspiracy         fear
## 2481   2481       conspirator        anger
## 2482   2482       conspirator anticipation
## 2483   2483       conspirator      disgust
## 2484   2484       conspirator         fear
## 2485   2485       conspirator     negative
## 2486   2486          conspire         fear
## 2487   2487          conspire     negative
## 2488   2488         constable        trust
## 2489   2489         constancy     positive
## 2490   2490         constancy        trust
## 2491   2491          constant     positive
## 2492   2492          constant        trust
## 2493   2493        constantly        trust
## 2494   2494     consternation        anger
## 2495   2495     consternation         fear
## 2496   2496     consternation     negative
## 2497   2497      constipation      disgust
## 2498   2498      constipation     negative
## 2499   2499        constitute        trust
## 2500   2500    constitutional     positive
## 2501   2501    constitutional        trust
## 2502   2502         constrain         fear
## 2503   2503         constrain     negative
## 2504   2504       constrained     negative
## 2505   2505        constraint        anger
## 2506   2506        constraint         fear
## 2507   2507        constraint     negative
## 2508   2508        constraint      sadness
## 2509   2509         construct     positive
## 2510   2510            consul        trust
## 2511   2511           consult        trust
## 2512   2512        consummate     positive
## 2513   2513           contact     positive
## 2514   2514         contagion anticipation
## 2515   2515         contagion      disgust
## 2516   2516         contagion         fear
## 2517   2517         contagion     negative
## 2518   2518        contagious      disgust
## 2519   2519        contagious         fear
## 2520   2520        contagious     negative
## 2521   2521       contaminate      disgust
## 2522   2522       contaminate     negative
## 2523   2523      contaminated      disgust
## 2524   2524      contaminated         fear
## 2525   2525      contaminated     negative
## 2526   2526      contaminated      sadness
## 2527   2527     contamination      disgust
## 2528   2528     contamination     negative
## 2529   2529     contemplation     positive
## 2530   2530          contempt        anger
## 2531   2531          contempt      disgust
## 2532   2532          contempt         fear
## 2533   2533          contempt     negative
## 2534   2534      contemptible        anger
## 2535   2535      contemptible      disgust
## 2536   2536      contemptible     negative
## 2537   2537      contemptuous        anger
## 2538   2538      contemptuous     negative
## 2539   2539           content          joy
## 2540   2540           content     positive
## 2541   2541           content        trust
## 2542   2542       contentious        anger
## 2543   2543       contentious      disgust
## 2544   2544       contentious         fear
## 2545   2545       contentious     negative
## 2546   2546        contingent anticipation
## 2547   2547      continuation anticipation
## 2548   2548          continue anticipation
## 2549   2549          continue     positive
## 2550   2550          continue        trust
## 2551   2551           contour     positive
## 2552   2552        contraband        anger
## 2553   2553        contraband      disgust
## 2554   2554        contraband         fear
## 2555   2555        contraband     negative
## 2556   2556        contracted     negative
## 2557   2557        contradict        anger
## 2558   2558        contradict     negative
## 2559   2559     contradiction     negative
## 2560   2560     contradictory     negative
## 2561   2561          contrary     negative
## 2562   2562        contrasted     negative
## 2563   2563        contravene     negative
## 2564   2564     contravention     negative
## 2565   2565        contribute     positive
## 2566   2566       contributor     positive
## 2567   2567       contributor        trust
## 2568   2568     controversial        anger
## 2569   2569     controversial     negative
## 2570   2570       controversy     negative
## 2571   2571       convenience     positive
## 2572   2572        convenient     positive
## 2573   2573           convent     positive
## 2574   2574           convent        trust
## 2575   2575        convention     positive
## 2576   2576       convergence anticipation
## 2577   2577        conversant     positive
## 2578   2578    conversational     positive
## 2579   2579           convert     positive
## 2580   2580      conveyancing        trust
## 2581   2581           convict        anger
## 2582   2582           convict      disgust
## 2583   2583           convict         fear
## 2584   2584           convict     negative
## 2585   2585           convict      sadness
## 2586   2586        conviction     negative
## 2587   2587          convince anticipation
## 2588   2588          convince     positive
## 2589   2589          convince        trust
## 2590   2590         convinced        trust
## 2591   2591        convincing        trust
## 2592   2592              cool     positive
## 2593   2593          coolness     positive
## 2594   2594              coop        anger
## 2595   2595              coop      disgust
## 2596   2596              coop     negative
## 2597   2597         cooperate     positive
## 2598   2598       cooperating     positive
## 2599   2599       cooperating        trust
## 2600   2600       cooperation     positive
## 2601   2601       cooperation        trust
## 2602   2602       cooperative     positive
## 2603   2603       cooperative        trust
## 2604   2604               cop         fear
## 2605   2605               cop        trust
## 2606   2606              copy     negative
## 2607   2607           copycat        anger
## 2608   2608           copycat      disgust
## 2609   2609           copycat     negative
## 2610   2610              core     positive
## 2611   2611        coronation          joy
## 2612   2612        coronation     positive
## 2613   2613        coronation        trust
## 2614   2614           coroner     negative
## 2615   2615          corporal     negative
## 2616   2616       corporation     positive
## 2617   2617       corporation        trust
## 2618   2618         corporeal     positive
## 2619   2619            corpse      disgust
## 2620   2620            corpse     negative
## 2621   2621            corpse      sadness
## 2622   2622        correction     negative
## 2623   2623        corrective     positive
## 2624   2624       correctness        trust
## 2625   2625    correspondence anticipation
## 2626   2626    correspondence     positive
## 2627   2627       corroborate     positive
## 2628   2628       corroborate        trust
## 2629   2629     corroboration        trust
## 2630   2630         corrosion     negative
## 2631   2631         corrosive         fear
## 2632   2632         corrosive     negative
## 2633   2633           corrupt     negative
## 2634   2634        corrupting        anger
## 2635   2635        corrupting      disgust
## 2636   2636        corrupting         fear
## 2637   2637        corrupting     negative
## 2638   2638        corrupting      sadness
## 2639   2639        corruption      disgust
## 2640   2640        corruption     negative
## 2641   2641             corse      sadness
## 2642   2642      cosmopolitan     positive
## 2643   2643      cosmopolitan        trust
## 2644   2644              cosy     positive
## 2645   2645             couch      sadness
## 2646   2646             cough      disgust
## 2647   2647             cough     negative
## 2648   2648           council anticipation
## 2649   2649           council     positive
## 2650   2650           council        trust
## 2651   2651           counsel     positive
## 2652   2652           counsel        trust
## 2653   2653        counsellor        anger
## 2654   2654        counsellor         fear
## 2655   2655        counsellor     negative
## 2656   2656        counsellor        trust
## 2657   2657         counselor     positive
## 2658   2658         counselor        trust
## 2659   2659             count     positive
## 2660   2660             count        trust
## 2661   2661         countdown anticipation
## 2662   2662          countess     positive
## 2663   2663        countryman        trust
## 2664   2664            county        trust
## 2665   2665              coup        anger
## 2666   2666              coup     surprise
## 2667   2667           courage     positive
## 2668   2668        courageous         fear
## 2669   2669        courageous     positive
## 2670   2670           courier        trust
## 2671   2671          coursing     negative
## 2672   2672             court        anger
## 2673   2673             court anticipation
## 2674   2674             court         fear
## 2675   2675         courteous     positive
## 2676   2676          courtesy     positive
## 2677   2677         courtship anticipation
## 2678   2678         courtship          joy
## 2679   2679         courtship     positive
## 2680   2680         courtship        trust
## 2681   2681              cove anticipation
## 2682   2682              cove      disgust
## 2683   2683              cove         fear
## 2684   2684              cove          joy
## 2685   2685              cove     positive
## 2686   2686          covenant     positive
## 2687   2687          covenant        trust
## 2688   2688             cover        trust
## 2689   2689             covet     negative
## 2690   2690            coward      disgust
## 2691   2691            coward         fear
## 2692   2692            coward     negative
## 2693   2693            coward      sadness
## 2694   2694         cowardice         fear
## 2695   2695         cowardice     negative
## 2696   2696          cowardly         fear
## 2697   2697          cowardly     negative
## 2698   2698               coy         fear
## 2699   2699            coyote         fear
## 2700   2700            crabby        anger
## 2701   2701            crabby     negative
## 2702   2702             crack     negative
## 2703   2703           cracked        anger
## 2704   2704           cracked         fear
## 2705   2705           cracked     negative
## 2706   2706          cracking     negative
## 2707   2707            cradle anticipation
## 2708   2708            cradle          joy
## 2709   2709            cradle     positive
## 2710   2710            cradle        trust
## 2711   2711             craft     positive
## 2712   2712         craftsman     positive
## 2713   2713             cramp anticipation
## 2714   2714             cramp     negative
## 2715   2715           cramped     negative
## 2716   2716             crank     negative
## 2717   2717            cranky        anger
## 2718   2718            cranky     negative
## 2719   2719              crap      disgust
## 2720   2720              crap     negative
## 2721   2721             craps anticipation
## 2722   2722             crash         fear
## 2723   2723             crash     negative
## 2724   2724             crash      sadness
## 2725   2725             crash     surprise
## 2726   2726             crave anticipation
## 2727   2727           craving anticipation
## 2728   2728             crawl      disgust
## 2729   2729             crawl     negative
## 2730   2730            crazed        anger
## 2731   2731            crazed         fear
## 2732   2732            crazed     negative
## 2733   2733             crazy        anger
## 2734   2734             crazy         fear
## 2735   2735             crazy     negative
## 2736   2736             crazy      sadness
## 2737   2737          creaking     negative
## 2738   2738             cream anticipation
## 2739   2739             cream          joy
## 2740   2740             cream     positive
## 2741   2741             cream     surprise
## 2742   2742            create          joy
## 2743   2743            create     positive
## 2744   2744          creative     positive
## 2745   2745          creature      disgust
## 2746   2746          creature         fear
## 2747   2747          creature     negative
## 2748   2748          credence     positive
## 2749   2749          credence        trust
## 2750   2750        credential     positive
## 2751   2751        credential        trust
## 2752   2752       credibility     positive
## 2753   2753       credibility        trust
## 2754   2754          credible     positive
## 2755   2755          credible        trust
## 2756   2756            credit     positive
## 2757   2757            credit        trust
## 2758   2758        creditable     positive
## 2759   2759        creditable        trust
## 2760   2760          credited     positive
## 2761   2761             creep     negative
## 2762   2762          creeping anticipation
## 2763   2763         cremation      sadness
## 2764   2764         crescendo anticipation
## 2765   2765         crescendo          joy
## 2766   2766         crescendo     positive
## 2767   2767         crescendo     surprise
## 2768   2768         crescendo        trust
## 2769   2769              crew        trust
## 2770   2770             crime        anger
## 2771   2771             crime     negative
## 2772   2772          criminal        anger
## 2773   2773          criminal      disgust
## 2774   2774          criminal         fear
## 2775   2775          criminal     negative
## 2776   2776       criminality        anger
## 2777   2777       criminality      disgust
## 2778   2778       criminality         fear
## 2779   2779       criminality     negative
## 2780   2780            cringe      disgust
## 2781   2781            cringe         fear
## 2782   2782            cringe     negative
## 2783   2783            cringe      sadness
## 2784   2784           cripple         fear
## 2785   2785           cripple     negative
## 2786   2786           cripple      sadness
## 2787   2787          crippled     negative
## 2788   2788          crippled      sadness
## 2789   2789            crisis     negative
## 2790   2790             crisp     negative
## 2791   2791             crisp        trust
## 2792   2792            critic     negative
## 2793   2793         criticism        anger
## 2794   2794         criticism     negative
## 2795   2795         criticism      sadness
## 2796   2796         criticize        anger
## 2797   2797         criticize      disgust
## 2798   2798         criticize         fear
## 2799   2799         criticize     negative
## 2800   2800         criticize      sadness
## 2801   2801          critique     positive
## 2802   2802           critter      disgust
## 2803   2803         crocodile         fear
## 2804   2804             crook     negative
## 2805   2805             cross        anger
## 2806   2806             cross         fear
## 2807   2807             cross     negative
## 2808   2808             cross      sadness
## 2809   2809            crouch         fear
## 2810   2810         crouching         fear
## 2811   2811         crouching     negative
## 2812   2812          crowning anticipation
## 2813   2813          crowning          joy
## 2814   2814          crowning     positive
## 2815   2815          crowning     surprise
## 2816   2816          crowning        trust
## 2817   2817           crucial     positive
## 2818   2818           crucial        trust
## 2819   2819          cruciate     negative
## 2820   2820       crucifixion        anger
## 2821   2821       crucifixion      disgust
## 2822   2822       crucifixion         fear
## 2823   2823       crucifixion     negative
## 2824   2824       crucifixion      sadness
## 2825   2825             crude      disgust
## 2826   2826             crude     negative
## 2827   2827             cruel        anger
## 2828   2828             cruel      disgust
## 2829   2829             cruel         fear
## 2830   2830             cruel     negative
## 2831   2831             cruel      sadness
## 2832   2832           cruelly        anger
## 2833   2833           cruelly         fear
## 2834   2834           cruelly     negative
## 2835   2835           cruelty        anger
## 2836   2836           cruelty      disgust
## 2837   2837           cruelty         fear
## 2838   2838           cruelty     negative
## 2839   2839           cruelty      sadness
## 2840   2840         crumbling     negative
## 2841   2841         crumbling      sadness
## 2842   2842            crunch        anger
## 2843   2843            crunch     negative
## 2844   2844           crusade        anger
## 2845   2845           crusade         fear
## 2846   2846           crusade     negative
## 2847   2847           crushed        anger
## 2848   2848           crushed      disgust
## 2849   2849           crushed         fear
## 2850   2850           crushed     negative
## 2851   2851           crushed      sadness
## 2852   2852          crushing        anger
## 2853   2853          crushing      disgust
## 2854   2854          crushing         fear
## 2855   2855          crushing     negative
## 2856   2856            crusty      disgust
## 2857   2857            crusty     negative
## 2858   2858               cry     negative
## 2859   2859               cry      sadness
## 2860   2860            crying     negative
## 2861   2861            crying      sadness
## 2862   2862             crypt         fear
## 2863   2863             crypt     negative
## 2864   2864             crypt      sadness
## 2865   2865           crystal     positive
## 2866   2866              cube        trust
## 2867   2867           cuckold      disgust
## 2868   2868           cuckold     negative
## 2869   2869            cuckoo     negative
## 2870   2870            cuddle          joy
## 2871   2871            cuddle     positive
## 2872   2872            cuddle        trust
## 2873   2873               cue anticipation
## 2874   2874          culinary     positive
## 2875   2875          culinary        trust
## 2876   2876              cull     negative
## 2877   2877       culmination     positive
## 2878   2878       culpability     negative
## 2879   2879          culpable     negative
## 2880   2880           culprit     negative
## 2881   2881              cult         fear
## 2882   2882              cult     negative
## 2883   2883         cultivate anticipation
## 2884   2884         cultivate     positive
## 2885   2885         cultivate        trust
## 2886   2886        cultivated     positive
## 2887   2887       cultivation     positive
## 2888   2888           culture     positive
## 2889   2889        cumbersome     negative
## 2890   2890        cumbersome      sadness
## 2891   2891           cunning     negative
## 2892   2892           cunning     positive
## 2893   2893           cupping      disgust
## 2894   2894           cupping         fear
## 2895   2895           cupping     negative
## 2896   2896           cupping      sadness
## 2897   2897               cur        anger
## 2898   2898               cur      disgust
## 2899   2899               cur         fear
## 2900   2900               cur     negative
## 2901   2901           curable     positive
## 2902   2902           curable        trust
## 2903   2903         curiosity anticipation
## 2904   2904         curiosity     positive
## 2905   2905         curiosity     surprise
## 2906   2906              curl     positive
## 2907   2907             curse        anger
## 2908   2908             curse      disgust
## 2909   2909             curse         fear
## 2910   2910             curse     negative
## 2911   2911             curse      sadness
## 2912   2912            cursed        anger
## 2913   2913            cursed         fear
## 2914   2914            cursed     negative
## 2915   2915            cursed      sadness
## 2916   2916           cursing        anger
## 2917   2917           cursing      disgust
## 2918   2918           cursing     negative
## 2919   2919           cursory     negative
## 2920   2920           cushion     positive
## 2921   2921            cussed        anger
## 2922   2922         custodian        trust
## 2923   2923           custody        trust
## 2924   2924          customer     positive
## 2925   2925              cute     positive
## 2926   2926            cutter         fear
## 2927   2927            cutter     negative
## 2928   2928           cutters     positive
## 2929   2929         cutthroat        anger
## 2930   2930         cutthroat         fear
## 2931   2931         cutthroat     negative
## 2932   2932           cutting        anger
## 2933   2933           cutting      disgust
## 2934   2934           cutting         fear
## 2935   2935           cutting     negative
## 2936   2936           cutting      sadness
## 2937   2937           cyanide         fear
## 2938   2938           cyanide     negative
## 2939   2939           cyclone         fear
## 2940   2940           cyclone     negative
## 2941   2941           cyclone     surprise
## 2942   2942              cyst         fear
## 2943   2943              cyst     negative
## 2944   2944              cyst      sadness
## 2945   2945            cystic      disgust
## 2946   2946   cytomegalovirus     negative
## 2947   2947   cytomegalovirus      sadness
## 2948   2948          dabbling        anger
## 2949   2949          dabbling      disgust
## 2950   2950          dabbling     negative
## 2951   2951            daemon        anger
## 2952   2952            daemon      disgust
## 2953   2953            daemon         fear
## 2954   2954            daemon     negative
## 2955   2955            daemon      sadness
## 2956   2956            daemon     surprise
## 2957   2957              daft      disgust
## 2958   2958              daft     negative
## 2959   2959            dagger         fear
## 2960   2960            dagger     negative
## 2961   2961             daily anticipation
## 2962   2962            damage        anger
## 2963   2963            damage      disgust
## 2964   2964            damage     negative
## 2965   2965            damage      sadness
## 2966   2966           damages     negative
## 2967   2967           damages      sadness
## 2968   2968              dame        anger
## 2969   2969              dame      disgust
## 2970   2970              dame     positive
## 2971   2971              dame        trust
## 2972   2972              damn        anger
## 2973   2973              damn      disgust
## 2974   2974              damn     negative
## 2975   2975         damnation        anger
## 2976   2976         damnation         fear
## 2977   2977         damnation     negative
## 2978   2978         damnation      sadness
## 2979   2979            damned     negative
## 2980   2980            damper     negative
## 2981   2981             dance          joy
## 2982   2982             dance     positive
## 2983   2983             dance        trust
## 2984   2984          dandruff     negative
## 2985   2985             dandy      disgust
## 2986   2986             dandy     negative
## 2987   2987            danger         fear
## 2988   2988            danger     negative
## 2989   2989            danger      sadness
## 2990   2990         dangerous         fear
## 2991   2991         dangerous     negative
## 2992   2992              dank      disgust
## 2993   2993              dare anticipation
## 2994   2994              dare        trust
## 2995   2995            daring     positive
## 2996   2996              dark      sadness
## 2997   2997            darken         fear
## 2998   2998            darken     negative
## 2999   2999            darken      sadness
## 3000   3000          darkened         fear
## 3001   3001          darkened     negative
## 3002   3002          darkened      sadness
## 3003   3003          darkness        anger
## 3004   3004          darkness         fear
## 3005   3005          darkness     negative
## 3006   3006          darkness      sadness
## 3007   3007           darling          joy
## 3008   3008           darling     positive
## 3009   3009           darling        trust
## 3010   3010              dart         fear
## 3011   3011            dashed        anger
## 3012   3012            dashed         fear
## 3013   3013            dashed     negative
## 3014   3014            dashed      sadness
## 3015   3015           dashing     positive
## 3016   3016         dastardly        anger
## 3017   3017         dastardly      disgust
## 3018   3018         dastardly         fear
## 3019   3019         dastardly     negative
## 3020   3020          daughter          joy
## 3021   3021          daughter     positive
## 3022   3022              dawn anticipation
## 3023   3023              dawn          joy
## 3024   3024              dawn     positive
## 3025   3025              dawn     surprise
## 3026   3026              dawn        trust
## 3027   3027             dazed     negative
## 3028   3028            deacon        trust
## 3029   3029        deactivate     negative
## 3030   3030          deadlock     negative
## 3031   3031            deadly        anger
## 3032   3032            deadly      disgust
## 3033   3033            deadly         fear
## 3034   3034            deadly     negative
## 3035   3035            deadly      sadness
## 3036   3036              deal anticipation
## 3037   3037              deal          joy
## 3038   3038              deal     positive
## 3039   3039              deal     surprise
## 3040   3040              deal        trust
## 3041   3041          dealings        trust
## 3042   3042              dear     positive
## 3043   3043             death        anger
## 3044   3044             death anticipation
## 3045   3045             death      disgust
## 3046   3046             death         fear
## 3047   3047             death     negative
## 3048   3048             death      sadness
## 3049   3049             death     surprise
## 3050   3050           debacle         fear
## 3051   3051           debacle     negative
## 3052   3052           debacle      sadness
## 3053   3053            debate     positive
## 3054   3054        debauchery      disgust
## 3055   3055        debauchery         fear
## 3056   3056        debauchery     negative
## 3057   3057         debenture anticipation
## 3058   3058            debris      disgust
## 3059   3059            debris     negative
## 3060   3060              debt     negative
## 3061   3061              debt      sadness
## 3062   3062            debtor     negative
## 3063   3063             decay         fear
## 3064   3064             decay     negative
## 3065   3065             decay      sadness
## 3066   3066           decayed      disgust
## 3067   3067           decayed     negative
## 3068   3068           decayed      sadness
## 3069   3069          deceased     negative
## 3070   3070          deceased      sadness
## 3071   3071            deceit        anger
## 3072   3072            deceit      disgust
## 3073   3073            deceit         fear
## 3074   3074            deceit     negative
## 3075   3075            deceit      sadness
## 3076   3076            deceit     surprise
## 3077   3077         deceitful      disgust
## 3078   3078         deceitful     negative
## 3079   3079         deceitful      sadness
## 3080   3080           deceive        anger
## 3081   3081           deceive      disgust
## 3082   3082           deceive     negative
## 3083   3083           deceive      sadness
## 3084   3084          deceived        anger
## 3085   3085          deceived     negative
## 3086   3086         deceiving     negative
## 3087   3087         deceiving        trust
## 3088   3088           decency     positive
## 3089   3089            decent     positive
## 3090   3090         deception     negative
## 3091   3091         deceptive     negative
## 3092   3092       declaratory     positive
## 3093   3093       declination     negative
## 3094   3094           decline     negative
## 3095   3095         declining     negative
## 3096   3096         decompose      disgust
## 3097   3097        decomposed      sadness
## 3098   3098     decomposition      disgust
## 3099   3099     decomposition         fear
## 3100   3100     decomposition     negative
## 3101   3101     decomposition      sadness
## 3102   3102             decoy     surprise
## 3103   3103          decrease     negative
## 3104   3104         decrement     negative
## 3105   3105          decrepit     negative
## 3106   3106             decry        anger
## 3107   3107             decry     negative
## 3108   3108        dedication     positive
## 3109   3109            deduct     negative
## 3110   3110              deed        trust
## 3111   3111        defamation      disgust
## 3112   3112        defamation         fear
## 3113   3113        defamation     negative
## 3114   3114        defamatory        anger
## 3115   3115        defamatory     negative
## 3116   3116           default      disgust
## 3117   3117           default         fear
## 3118   3118           default     negative
## 3119   3119           default      sadness
## 3120   3120            defeat     negative
## 3121   3121          defeated     negative
## 3122   3122          defeated      sadness
## 3123   3123            defect        anger
## 3124   3124            defect     negative
## 3125   3125         defection         fear
## 3126   3126         defection     negative
## 3127   3127         defective      disgust
## 3128   3128         defective     negative
## 3129   3129            defend         fear
## 3130   3130            defend     positive
## 3131   3131         defendant        anger
## 3132   3132         defendant         fear
## 3133   3133         defendant      sadness
## 3134   3134          defended     positive
## 3135   3135          defended        trust
## 3136   3136          defender     positive
## 3137   3137          defender        trust
## 3138   3138         defending     positive
## 3139   3139           defense        anger
## 3140   3140           defense anticipation
## 3141   3141           defense         fear
## 3142   3142           defense     positive
## 3143   3143       defenseless         fear
## 3144   3144       defenseless     negative
## 3145   3145       defenseless      sadness
## 3146   3146         deference     positive
## 3147   3147         deference        trust
## 3148   3148          deferral     negative
## 3149   3149          defiance        anger
## 3150   3150          defiance      disgust
## 3151   3151          defiance         fear
## 3152   3152          defiance     negative
## 3153   3153           defiant        anger
## 3154   3154           defiant     negative
## 3155   3155        deficiency     negative
## 3156   3156           deficit     negative
## 3157   3157        definitive     positive
## 3158   3158        definitive        trust
## 3159   3159           deflate        anger
## 3160   3160           deflate     negative
## 3161   3161           deflate      sadness
## 3162   3162         deflation         fear
## 3163   3163         deflation     negative
## 3164   3164            deform      disgust
## 3165   3165            deform     negative
## 3166   3166          deformed      disgust
## 3167   3167          deformed     negative
## 3168   3168          deformed      sadness
## 3169   3169         deformity      disgust
## 3170   3170         deformity         fear
## 3171   3171         deformity     negative
## 3172   3172         deformity      sadness
## 3173   3173           defraud        anger
## 3174   3174           defraud      disgust
## 3175   3175           defraud     negative
## 3176   3176           defunct     negative
## 3177   3177           defunct      sadness
## 3178   3178              defy        anger
## 3179   3179              defy         fear
## 3180   3180              defy     negative
## 3181   3181              defy      sadness
## 3182   3182              defy     surprise
## 3183   3183        degeneracy        anger
## 3184   3184        degeneracy      disgust
## 3185   3185        degeneracy     negative
## 3186   3186        degeneracy      sadness
## 3187   3187        degenerate     negative
## 3188   3188       degradation     negative
## 3189   3189           degrade      disgust
## 3190   3190           degrade     negative
## 3191   3191         degrading      disgust
## 3192   3192         degrading         fear
## 3193   3193         degrading     negative
## 3194   3194         degrading      sadness
## 3195   3195            degree     positive
## 3196   3196             delay        anger
## 3197   3197             delay      disgust
## 3198   3198             delay         fear
## 3199   3199             delay     negative
## 3200   3200             delay      sadness
## 3201   3201           delayed     negative
## 3202   3202        delectable     positive
## 3203   3203          delegate     positive
## 3204   3204          delegate        trust
## 3205   3205       deleterious        anger
## 3206   3206       deleterious      disgust
## 3207   3207       deleterious         fear
## 3208   3208       deleterious     negative
## 3209   3209          deletion     negative
## 3210   3210        deliberate     positive
## 3211   3211         delicious          joy
## 3212   3212         delicious     positive
## 3213   3213           delight anticipation
## 3214   3214           delight          joy
## 3215   3215           delight     positive
## 3216   3216         delighted anticipation
## 3217   3217         delighted          joy
## 3218   3218         delighted     positive
## 3219   3219         delighted     surprise
## 3220   3220        delightful anticipation
## 3221   3221        delightful          joy
## 3222   3222        delightful     positive
## 3223   3223        delightful        trust
## 3224   3224       delinquency     negative
## 3225   3225        delinquent        anger
## 3226   3226        delinquent      disgust
## 3227   3227        delinquent     negative
## 3228   3228         delirious     negative
## 3229   3229         delirious      sadness
## 3230   3230          delirium      disgust
## 3231   3231          delirium     negative
## 3232   3232          delirium      sadness
## 3233   3233       deliverance anticipation
## 3234   3234       deliverance          joy
## 3235   3235       deliverance     positive
## 3236   3236       deliverance        trust
## 3237   3237          delivery anticipation
## 3238   3238          delivery     positive
## 3239   3239            deluge         fear
## 3240   3240            deluge     negative
## 3241   3241            deluge      sadness
## 3242   3242            deluge     surprise
## 3243   3243          delusion        anger
## 3244   3244          delusion         fear
## 3245   3245          delusion     negative
## 3246   3246          delusion      sadness
## 3247   3247        delusional        anger
## 3248   3248        delusional         fear
## 3249   3249        delusional     negative
## 3250   3250            demand        anger
## 3251   3251            demand     negative
## 3252   3252         demanding     negative
## 3253   3253          demented         fear
## 3254   3254          demented     negative
## 3255   3255          dementia         fear
## 3256   3256          dementia     negative
## 3257   3257          dementia      sadness
## 3258   3258            demise         fear
## 3259   3259            demise     negative
## 3260   3260            demise      sadness
## 3261   3261         democracy     positive
## 3262   3262          demolish        anger
## 3263   3263          demolish     negative
## 3264   3264          demolish      sadness
## 3265   3265        demolition     negative
## 3266   3266             demon        anger
## 3267   3267             demon      disgust
## 3268   3268             demon         fear
## 3269   3269             demon     negative
## 3270   3270             demon      sadness
## 3271   3271           demonic        anger
## 3272   3272           demonic      disgust
## 3273   3273           demonic         fear
## 3274   3274           demonic     negative
## 3275   3275           demonic      sadness
## 3276   3276      demonstrable     positive
## 3277   3277     demonstrative          joy
## 3278   3278     demonstrative     positive
## 3279   3279     demonstrative      sadness
## 3280   3280       demoralized         fear
## 3281   3281       demoralized     negative
## 3282   3282       demoralized      sadness
## 3283   3283            denial     negative
## 3284   3284            denied     negative
## 3285   3285            denied      sadness
## 3286   3286          denounce        anger
## 3287   3287          denounce      disgust
## 3288   3288          denounce     negative
## 3289   3289         dentistry         fear
## 3290   3290      denunciation        anger
## 3291   3291      denunciation      disgust
## 3292   3292      denunciation         fear
## 3293   3293      denunciation     negative
## 3294   3294              deny        anger
## 3295   3295              deny     negative
## 3296   3296           denying anticipation
## 3297   3297           denying     negative
## 3298   3298            depart anticipation
## 3299   3299            depart      sadness
## 3300   3300          departed     negative
## 3301   3301          departed      sadness
## 3302   3302         departure     negative
## 3303   3303         departure      sadness
## 3304   3304            depend anticipation
## 3305   3305            depend        trust
## 3306   3306        dependence         fear
## 3307   3307        dependence     negative
## 3308   3308        dependence      sadness
## 3309   3309        dependency     negative
## 3310   3310         dependent     negative
## 3311   3311         dependent     positive
## 3312   3312         dependent        trust
## 3313   3313        deplorable        anger
## 3314   3314        deplorable      disgust
## 3315   3315        deplorable         fear
## 3316   3316        deplorable     negative
## 3317   3317        deplorable      sadness
## 3318   3318           deplore        anger
## 3319   3319           deplore      disgust
## 3320   3320           deplore     negative
## 3321   3321           deplore      sadness
## 3322   3322            deport         fear
## 3323   3323            deport     negative
## 3324   3324            deport      sadness
## 3325   3325       deportation        anger
## 3326   3326       deportation         fear
## 3327   3327       deportation     negative
## 3328   3328       deportation      sadness
## 3329   3329        depository        trust
## 3330   3330          depraved        anger
## 3331   3331          depraved anticipation
## 3332   3332          depraved      disgust
## 3333   3333          depraved         fear
## 3334   3334          depraved     negative
## 3335   3335          depraved      sadness
## 3336   3336         depravity        anger
## 3337   3337         depravity      disgust
## 3338   3338         depravity     negative
## 3339   3339        depreciate        anger
## 3340   3340        depreciate      disgust
## 3341   3341        depreciate     negative
## 3342   3342       depreciated        anger
## 3343   3343       depreciated      disgust
## 3344   3344       depreciated         fear
## 3345   3345       depreciated     negative
## 3346   3346       depreciated      sadness
## 3347   3347      depreciation         fear
## 3348   3348      depreciation     negative
## 3349   3349           depress         fear
## 3350   3350           depress     negative
## 3351   3351           depress      sadness
## 3352   3352         depressed        anger
## 3353   3353         depressed         fear
## 3354   3354         depressed     negative
## 3355   3355         depressed      sadness
## 3356   3356        depressing      disgust
## 3357   3357        depressing     negative
## 3358   3358        depressing      sadness
## 3359   3359        depression     negative
## 3360   3360        depression      sadness
## 3361   3361        depressive     negative
## 3362   3362        depressive      sadness
## 3363   3363       deprivation        anger
## 3364   3364       deprivation      disgust
## 3365   3365       deprivation         fear
## 3366   3366       deprivation     negative
## 3367   3367       deprivation      sadness
## 3368   3368             depth     positive
## 3369   3369             depth        trust
## 3370   3370            deputy        trust
## 3371   3371          deranged        anger
## 3372   3372          deranged      disgust
## 3373   3373          deranged         fear
## 3374   3374          deranged     negative
## 3375   3375          derelict     negative
## 3376   3376          derision        anger
## 3377   3377          derision      disgust
## 3378   3378          derision     negative
## 3379   3379     dermatologist        trust
## 3380   3380        derogation        anger
## 3381   3381        derogation      disgust
## 3382   3382        derogation         fear
## 3383   3383        derogation     negative
## 3384   3384        derogation      sadness
## 3385   3385        derogatory        anger
## 3386   3386        derogatory      disgust
## 3387   3387        derogatory         fear
## 3388   3388        derogatory     negative
## 3389   3389        derogatory      sadness
## 3390   3390           descent         fear
## 3391   3391           descent      sadness
## 3392   3392       descriptive     positive
## 3393   3393       desecration        anger
## 3394   3394       desecration      disgust
## 3395   3395       desecration         fear
## 3396   3396       desecration     negative
## 3397   3397       desecration      sadness
## 3398   3398            desert        anger
## 3399   3399            desert      disgust
## 3400   3400            desert         fear
## 3401   3401            desert     negative
## 3402   3402            desert      sadness
## 3403   3403          deserted        anger
## 3404   3404          deserted      disgust
## 3405   3405          deserted         fear
## 3406   3406          deserted     negative
## 3407   3407          deserted      sadness
## 3408   3408         desertion     negative
## 3409   3409           deserve        anger
## 3410   3410           deserve anticipation
## 3411   3411           deserve     positive
## 3412   3412           deserve        trust
## 3413   3413          deserved     positive
## 3414   3414       designation        trust
## 3415   3415          designer     positive
## 3416   3416         desirable     positive
## 3417   3417          desiring     positive
## 3418   3418          desirous     positive
## 3419   3419            desist        anger
## 3420   3420            desist      disgust
## 3421   3421            desist     negative
## 3422   3422        desolation         fear
## 3423   3423        desolation     negative
## 3424   3424        desolation      sadness
## 3425   3425           despair        anger
## 3426   3426           despair      disgust
## 3427   3427           despair         fear
## 3428   3428           despair     negative
## 3429   3429           despair      sadness
## 3430   3430        despairing         fear
## 3431   3431        despairing     negative
## 3432   3432        despairing      sadness
## 3433   3433         desperate     negative
## 3434   3434        despicable        anger
## 3435   3435        despicable      disgust
## 3436   3436        despicable     negative
## 3437   3437           despise        anger
## 3438   3438           despise      disgust
## 3439   3439           despise     negative
## 3440   3440          despotic         fear
## 3441   3441          despotic     negative
## 3442   3442         despotism        anger
## 3443   3443         despotism      disgust
## 3444   3444         despotism         fear
## 3445   3445         despotism     negative
## 3446   3446         despotism      sadness
## 3447   3447       destination anticipation
## 3448   3448       destination         fear
## 3449   3449       destination          joy
## 3450   3450       destination     positive
## 3451   3451       destination      sadness
## 3452   3452       destination     surprise
## 3453   3453          destined anticipation
## 3454   3454         destitute         fear
## 3455   3455         destitute     negative
## 3456   3456         destitute      sadness
## 3457   3457         destroyed        anger
## 3458   3458         destroyed         fear
## 3459   3459         destroyed     negative
## 3460   3460         destroyed      sadness
## 3461   3461         destroyer        anger
## 3462   3462         destroyer         fear
## 3463   3463         destroyer     negative
## 3464   3464        destroying        anger
## 3465   3465        destroying         fear
## 3466   3466        destroying     negative
## 3467   3467        destroying      sadness
## 3468   3468       destruction        anger
## 3469   3469       destruction     negative
## 3470   3470       destructive        anger
## 3471   3471       destructive      disgust
## 3472   3472       destructive         fear
## 3473   3473       destructive     negative
## 3474   3474        detachment     negative
## 3475   3475            detain     negative
## 3476   3476          detainee        anger
## 3477   3477          detainee anticipation
## 3478   3478          detainee         fear
## 3479   3479          detainee     negative
## 3480   3480          detainee      sadness
## 3481   3481            detect     positive
## 3482   3482         detection     positive
## 3483   3483         detention     negative
## 3484   3484         detention      sadness
## 3485   3485       deteriorate         fear
## 3486   3486       deteriorate     negative
## 3487   3487       deteriorate      sadness
## 3488   3488      deteriorated      disgust
## 3489   3489      deteriorated     negative
## 3490   3490      deteriorated      sadness
## 3491   3491     deterioration        anger
## 3492   3492     deterioration      disgust
## 3493   3493     deterioration         fear
## 3494   3494     deterioration     negative
## 3495   3495     deterioration      sadness
## 3496   3496       determinate anticipation
## 3497   3497       determinate        trust
## 3498   3498     determination     positive
## 3499   3499     determination        trust
## 3500   3500        determined     positive
## 3501   3501            detest        anger
## 3502   3502            detest      disgust
## 3503   3503            detest     negative
## 3504   3504          detonate         fear
## 3505   3505          detonate     negative
## 3506   3506          detonate     surprise
## 3507   3507        detonation        anger
## 3508   3508           detract        anger
## 3509   3509           detract     negative
## 3510   3510         detriment     negative
## 3511   3511       detrimental     negative
## 3512   3512          detritus     negative
## 3513   3513         devastate        anger
## 3514   3514         devastate         fear
## 3515   3515         devastate     negative
## 3516   3516         devastate      sadness
## 3517   3517       devastating        anger
## 3518   3518       devastating      disgust
## 3519   3519       devastating         fear
## 3520   3520       devastating     negative
## 3521   3521       devastating      sadness
## 3522   3522       devastating        trust
## 3523   3523       devastation        anger
## 3524   3524       devastation         fear
## 3525   3525       devastation     negative
## 3526   3526       devastation      sadness
## 3527   3527       devastation     surprise
## 3528   3528           develop anticipation
## 3529   3529           develop     positive
## 3530   3530         deviation      sadness
## 3531   3531             devil        anger
## 3532   3532             devil anticipation
## 3533   3533             devil      disgust
## 3534   3534             devil         fear
## 3535   3535             devil     negative
## 3536   3536             devil      sadness
## 3537   3537          devilish      disgust
## 3538   3538          devilish         fear
## 3539   3539          devilish     negative
## 3540   3540           devious     negative
## 3541   3541        devolution     negative
## 3542   3542        devotional     positive
## 3543   3543        devotional        trust
## 3544   3544            devour     negative
## 3545   3545            devout anticipation
## 3546   3546            devout          joy
## 3547   3547            devout     positive
## 3548   3548            devout        trust
## 3549   3549         dexterity     positive
## 3550   3550        diabolical        anger
## 3551   3551        diabolical      disgust
## 3552   3552        diabolical         fear
## 3553   3553        diabolical     negative
## 3554   3554         diagnosis anticipation
## 3555   3555         diagnosis         fear
## 3556   3556         diagnosis     negative
## 3557   3557         diagnosis        trust
## 3558   3558           diamond          joy
## 3559   3559           diamond     positive
## 3560   3560            diaper      disgust
## 3561   3561         diarrhoea      disgust
## 3562   3562             diary          joy
## 3563   3563             diary     positive
## 3564   3564             diary        trust
## 3565   3565          diatribe        anger
## 3566   3566          diatribe      disgust
## 3567   3567          diatribe     negative
## 3568   3568          dictator         fear
## 3569   3569          dictator     negative
## 3570   3570       dictatorial        anger
## 3571   3571       dictatorial     negative
## 3572   3572      dictatorship        anger
## 3573   3573      dictatorship anticipation
## 3574   3574      dictatorship      disgust
## 3575   3575      dictatorship         fear
## 3576   3576      dictatorship     negative
## 3577   3577      dictatorship      sadness
## 3578   3578        dictionary     positive
## 3579   3579        dictionary        trust
## 3580   3580            dictum        trust
## 3581   3581          didactic     positive
## 3582   3582               die         fear
## 3583   3583               die     negative
## 3584   3584               die      sadness
## 3585   3585           dietary anticipation
## 3586   3586           dietary     positive
## 3587   3587      differential        trust
## 3588   3588       differently     surprise
## 3589   3589         difficult         fear
## 3590   3590      difficulties     negative
## 3591   3591      difficulties      sadness
## 3592   3592        difficulty        anger
## 3593   3593        difficulty         fear
## 3594   3594        difficulty     negative
## 3595   3595        difficulty      sadness
## 3596   3596             digit        trust
## 3597   3597         dignified     positive
## 3598   3598           dignity     positive
## 3599   3599           dignity        trust
## 3600   3600           digress anticipation
## 3601   3601           digress     negative
## 3602   3602              dike         fear
## 3603   3603       dilapidated      disgust
## 3604   3604       dilapidated     negative
## 3605   3605       dilapidated      sadness
## 3606   3606         diligence     positive
## 3607   3607         diligence        trust
## 3608   3608            dilute     negative
## 3609   3609          diminish     negative
## 3610   3610          diminish      sadness
## 3611   3611        diminished     negative
## 3612   3612               din     negative
## 3613   3613            dinner     positive
## 3614   3614          dinosaur         fear
## 3615   3615         diplomacy anticipation
## 3616   3616         diplomacy     positive
## 3617   3617         diplomacy        trust
## 3618   3618        diplomatic     positive
## 3619   3619        diplomatic        trust
## 3620   3620              dire      disgust
## 3621   3621              dire         fear
## 3622   3622              dire     negative
## 3623   3623              dire      sadness
## 3624   3624              dire     surprise
## 3625   3625          director     positive
## 3626   3626          director        trust
## 3627   3627              dirt      disgust
## 3628   3628              dirt     negative
## 3629   3629             dirty      disgust
## 3630   3630             dirty     negative
## 3631   3631        disability     negative
## 3632   3632        disability      sadness
## 3633   3633           disable         fear
## 3634   3634           disable     negative
## 3635   3635           disable      sadness
## 3636   3636          disabled         fear
## 3637   3637          disabled     negative
## 3638   3638          disabled      sadness
## 3639   3639       disaffected     negative
## 3640   3640          disagree        anger
## 3641   3641          disagree     negative
## 3642   3642       disagreeing        anger
## 3643   3643       disagreeing     negative
## 3644   3644       disagreeing      sadness
## 3645   3645      disagreement        anger
## 3646   3646      disagreement     negative
## 3647   3647      disagreement      sadness
## 3648   3648        disallowed        anger
## 3649   3649        disallowed      disgust
## 3650   3650        disallowed         fear
## 3651   3651        disallowed     negative
## 3652   3652        disallowed      sadness
## 3653   3653         disappear         fear
## 3654   3654        disappoint        anger
## 3655   3655        disappoint      disgust
## 3656   3656        disappoint     negative
## 3657   3657        disappoint      sadness
## 3658   3658      disappointed        anger
## 3659   3659      disappointed      disgust
## 3660   3660      disappointed     negative
## 3661   3661      disappointed      sadness
## 3662   3662     disappointing     negative
## 3663   3663     disappointing      sadness
## 3664   3664    disappointment      disgust
## 3665   3665    disappointment     negative
## 3666   3666    disappointment      sadness
## 3667   3667       disapproval     negative
## 3668   3668       disapproval      sadness
## 3669   3669        disapprove        anger
## 3670   3670        disapprove      disgust
## 3671   3671        disapprove         fear
## 3672   3672        disapprove     negative
## 3673   3673        disapprove      sadness
## 3674   3674       disapproved        anger
## 3675   3675       disapproved     negative
## 3676   3676       disapproved      sadness
## 3677   3677      disapproving        anger
## 3678   3678      disapproving      disgust
## 3679   3679      disapproving     negative
## 3680   3680      disapproving      sadness
## 3681   3681          disaster        anger
## 3682   3682          disaster      disgust
## 3683   3683          disaster         fear
## 3684   3684          disaster     negative
## 3685   3685          disaster      sadness
## 3686   3686          disaster     surprise
## 3687   3687        disastrous        anger
## 3688   3688        disastrous         fear
## 3689   3689        disastrous     negative
## 3690   3690        disastrous      sadness
## 3691   3691        disbelieve     negative
## 3692   3692          discards     negative
## 3693   3693         discharge     negative
## 3694   3694          disciple        trust
## 3695   3695        discipline         fear
## 3696   3696        discipline     negative
## 3697   3697          disclaim        anger
## 3698   3698          disclaim      disgust
## 3699   3699          disclaim     negative
## 3700   3700          disclaim        trust
## 3701   3701         disclosed        trust
## 3702   3702     discoloration      disgust
## 3703   3703     discoloration     negative
## 3704   3704        discolored      disgust
## 3705   3705        discolored     negative
## 3706   3706        discolored      sadness
## 3707   3707        discomfort     negative
## 3708   3708        discomfort      sadness
## 3709   3709        disconnect     negative
## 3710   3710        disconnect      sadness
## 3711   3711      disconnected     negative
## 3712   3712      disconnected      sadness
## 3713   3713     disconnection     negative
## 3714   3714        discontent        anger
## 3715   3715        discontent      disgust
## 3716   3716        discontent         fear
## 3717   3717        discontent     negative
## 3718   3718        discontent      sadness
## 3719   3719       discontinue     negative
## 3720   3720     discontinuity      disgust
## 3721   3721     discontinuity         fear
## 3722   3722     discontinuity     negative
## 3723   3723     discontinuity      sadness
## 3724   3724           discord        anger
## 3725   3725           discord      disgust
## 3726   3726           discord     negative
## 3727   3727        discourage         fear
## 3728   3728        discourage     negative
## 3729   3729        discourage      sadness
## 3730   3730    discouragement     negative
## 3731   3731         discovery     positive
## 3732   3732         discredit     negative
## 3733   3733          discreet anticipation
## 3734   3734          discreet     positive
## 3735   3735        discretion anticipation
## 3736   3736        discretion     positive
## 3737   3737        discretion        trust
## 3738   3738     discretionary     positive
## 3739   3739      discriminate        anger
## 3740   3740      discriminate     negative
## 3741   3741      discriminate      sadness
## 3742   3742    discriminating      disgust
## 3743   3743    discriminating     negative
## 3744   3744    discrimination        anger
## 3745   3745    discrimination      disgust
## 3746   3746    discrimination         fear
## 3747   3747    discrimination     negative
## 3748   3748    discrimination      sadness
## 3749   3749        discussion     positive
## 3750   3750           disdain        anger
## 3751   3751           disdain      disgust
## 3752   3752           disdain     negative
## 3753   3753           disease        anger
## 3754   3754           disease      disgust
## 3755   3755           disease         fear
## 3756   3756           disease     negative
## 3757   3757           disease      sadness
## 3758   3758          diseased      disgust
## 3759   3759          diseased         fear
## 3760   3760          diseased     negative
## 3761   3761          diseased      sadness
## 3762   3762       disembodied         fear
## 3763   3763       disembodied     negative
## 3764   3764       disembodied      sadness
## 3765   3765     disengagement     negative
## 3766   3766        disfigured        anger
## 3767   3767        disfigured      disgust
## 3768   3768        disfigured         fear
## 3769   3769        disfigured     negative
## 3770   3770        disfigured      sadness
## 3771   3771          disgrace        anger
## 3772   3772          disgrace      disgust
## 3773   3773          disgrace     negative
## 3774   3774          disgrace      sadness
## 3775   3775         disgraced        anger
## 3776   3776         disgraced      disgust
## 3777   3777         disgraced     negative
## 3778   3778         disgraced      sadness
## 3779   3779       disgraceful        anger
## 3780   3780       disgraceful      disgust
## 3781   3781       disgraceful     negative
## 3782   3782       disgruntled        anger
## 3783   3783       disgruntled      disgust
## 3784   3784       disgruntled     negative
## 3785   3785       disgruntled      sadness
## 3786   3786           disgust        anger
## 3787   3787           disgust      disgust
## 3788   3788           disgust         fear
## 3789   3789           disgust     negative
## 3790   3790           disgust      sadness
## 3791   3791        disgusting        anger
## 3792   3792        disgusting      disgust
## 3793   3793        disgusting         fear
## 3794   3794        disgusting     negative
## 3795   3795      disheartened     negative
## 3796   3796      disheartened      sadness
## 3797   3797     disheartening     negative
## 3798   3798     disheartening      sadness
## 3799   3799         dishonest        anger
## 3800   3800         dishonest      disgust
## 3801   3801         dishonest     negative
## 3802   3802         dishonest      sadness
## 3803   3803        dishonesty      disgust
## 3804   3804        dishonesty     negative
## 3805   3805          dishonor        anger
## 3806   3806          dishonor      disgust
## 3807   3807          dishonor         fear
## 3808   3808          dishonor     negative
## 3809   3809          dishonor      sadness
## 3810   3810   disillusionment        anger
## 3811   3811   disillusionment      disgust
## 3812   3812   disillusionment     negative
## 3813   3813   disillusionment      sadness
## 3814   3814      disinfection     positive
## 3815   3815    disinformation        anger
## 3816   3816    disinformation         fear
## 3817   3817    disinformation     negative
## 3818   3818      disingenuous      disgust
## 3819   3819      disingenuous     negative
## 3820   3820      disintegrate      disgust
## 3821   3821      disintegrate         fear
## 3822   3822      disintegrate     negative
## 3823   3823    disintegration     negative
## 3824   3824     disinterested     negative
## 3825   3825           dislike        anger
## 3826   3826           dislike      disgust
## 3827   3827           dislike     negative
## 3828   3828          disliked        anger
## 3829   3829          disliked     negative
## 3830   3830          disliked      sadness
## 3831   3831        dislocated        anger
## 3832   3832        dislocated      disgust
## 3833   3833        dislocated         fear
## 3834   3834        dislocated     negative
## 3835   3835        dislocated      sadness
## 3836   3836            dismal      disgust
## 3837   3837            dismal         fear
## 3838   3838            dismal     negative
## 3839   3839            dismal      sadness
## 3840   3840            dismay        anger
## 3841   3841            dismay anticipation
## 3842   3842            dismay         fear
## 3843   3843            dismay     negative
## 3844   3844            dismay      sadness
## 3845   3845            dismay     surprise
## 3846   3846     dismemberment      disgust
## 3847   3847     dismemberment         fear
## 3848   3848     dismemberment     negative
## 3849   3849     dismemberment      sadness
## 3850   3850         dismissal        anger
## 3851   3851         dismissal      disgust
## 3852   3852         dismissal         fear
## 3853   3853         dismissal     negative
## 3854   3854         dismissal      sadness
## 3855   3855         dismissal     surprise
## 3856   3856      disobedience        anger
## 3857   3857      disobedience      disgust
## 3858   3858      disobedience     negative
## 3859   3859       disobedient        anger
## 3860   3860       disobedient     negative
## 3861   3861           disobey        anger
## 3862   3862           disobey      disgust
## 3863   3863           disobey     negative
## 3864   3864          disorder         fear
## 3865   3865          disorder     negative
## 3866   3866        disorderly     negative
## 3867   3867      disorganized     negative
## 3868   3868         disparage        anger
## 3869   3869         disparage      disgust
## 3870   3870         disparage     negative
## 3871   3871         disparage      sadness
## 3872   3872       disparaging        anger
## 3873   3873       disparaging      disgust
## 3874   3874       disparaging     negative
## 3875   3875       disparaging      sadness
## 3876   3876         disparity        anger
## 3877   3877         disparity      disgust
## 3878   3878         disparity     negative
## 3879   3879         disparity      sadness
## 3880   3880     dispassionate     negative
## 3881   3881     dispassionate      sadness
## 3882   3882            dispel     negative
## 3883   3883            dispel      sadness
## 3884   3884        dispersion     negative
## 3885   3885          displace     negative
## 3886   3886         displaced        anger
## 3887   3887         displaced         fear
## 3888   3888         displaced      sadness
## 3889   3889        displeased        anger
## 3890   3890        displeased      disgust
## 3891   3891        displeased         fear
## 3892   3892        displeased     negative
## 3893   3893        displeased      sadness
## 3894   3894       displeasure      disgust
## 3895   3895       displeasure     negative
## 3896   3896          disposal     negative
## 3897   3897           dispose      disgust
## 3898   3898          disposed anticipation
## 3899   3899          disposed     positive
## 3900   3900          disposed        trust
## 3901   3901      dispossessed        anger
## 3902   3902      dispossessed         fear
## 3903   3903      dispossessed     negative
## 3904   3904      dispossessed      sadness
## 3905   3905           dispute        anger
## 3906   3906           dispute     negative
## 3907   3907  disqualification     negative
## 3908   3908      disqualified        anger
## 3909   3909      disqualified      disgust
## 3910   3910      disqualified     negative
## 3911   3911      disqualified      sadness
## 3912   3912        disqualify     negative
## 3913   3913        disqualify      sadness
## 3914   3914         disregard     negative
## 3915   3915       disregarded      disgust
## 3916   3916       disregarded     negative
## 3917   3917      disreputable        anger
## 3918   3918      disreputable      disgust
## 3919   3919      disreputable         fear
## 3920   3920      disreputable     negative
## 3921   3921        disrespect        anger
## 3922   3922        disrespect     negative
## 3923   3923     disrespectful        anger
## 3924   3924     disrespectful      disgust
## 3925   3925     disrespectful         fear
## 3926   3926     disrespectful     negative
## 3927   3927     disrespectful      sadness
## 3928   3928        disruption        anger
## 3929   3929        disruption         fear
## 3930   3930        disruption     negative
## 3931   3931        disruption     surprise
## 3932   3932   dissatisfaction     negative
## 3933   3933        dissection      disgust
## 3934   3934       disseminate     positive
## 3935   3935        dissension        anger
## 3936   3936        dissension     negative
## 3937   3937        dissenting     negative
## 3938   3938        disservice        anger
## 3939   3939        disservice      disgust
## 3940   3940        disservice     negative
## 3941   3941        disservice      sadness
## 3942   3942         dissident        anger
## 3943   3943         dissident         fear
## 3944   3944         dissident     negative
## 3945   3945       dissolution        anger
## 3946   3946       dissolution         fear
## 3947   3947       dissolution     negative
## 3948   3948       dissolution      sadness
## 3949   3949       dissolution     surprise
## 3950   3950        dissonance        anger
## 3951   3951        dissonance     negative
## 3952   3952          distaste      disgust
## 3953   3953          distaste     negative
## 3954   3954       distasteful      disgust
## 3955   3955       distasteful     negative
## 3956   3956      distillation     positive
## 3957   3957       distinction     positive
## 3958   3958         distorted      disgust
## 3959   3959         distorted     negative
## 3960   3960        distortion     negative
## 3961   3961          distract     negative
## 3962   3962        distracted        anger
## 3963   3963        distracted     negative
## 3964   3964       distracting        anger
## 3965   3965       distracting anticipation
## 3966   3966       distracting     negative
## 3967   3967       distraction     negative
## 3968   3968        distraught     negative
## 3969   3969        distraught      sadness
## 3970   3970          distress        anger
## 3971   3971          distress      disgust
## 3972   3972          distress         fear
## 3973   3973          distress     negative
## 3974   3974          distress      sadness
## 3975   3975          distress     surprise
## 3976   3976        distressed         fear
## 3977   3977        distressed     negative
## 3978   3978       distressing        anger
## 3979   3979       distressing         fear
## 3980   3980       distressing     negative
## 3981   3981          distrust        anger
## 3982   3982          distrust      disgust
## 3983   3983          distrust         fear
## 3984   3984          distrust     negative
## 3985   3985       disturbance        anger
## 3986   3986       disturbance         fear
## 3987   3987       disturbance     negative
## 3988   3988       disturbance      sadness
## 3989   3989       disturbance     surprise
## 3990   3990         disturbed        anger
## 3991   3991         disturbed     negative
## 3992   3992         disturbed      sadness
## 3993   3993            disuse     negative
## 3994   3994           disused        anger
## 3995   3995           disused     negative
## 3996   3996             ditty          joy
## 3997   3997             ditty     positive
## 3998   3998             divan        trust
## 3999   3999         divergent     negative
## 4000   4000         divergent     surprise
## 4001   4001           diverse     negative
## 4002   4002           diverse     positive
## 4003   4003       diversified     positive
## 4004   4004         diversion     positive
## 4005   4005         diversion     surprise
## 4006   4006          divested     negative
## 4007   4007        divestment     negative
## 4008   4008        divination anticipation
## 4009   4009          divinity     positive
## 4010   4010           divorce        anger
## 4011   4011           divorce      disgust
## 4012   4012           divorce         fear
## 4013   4013           divorce     negative
## 4014   4014           divorce      sadness
## 4015   4015           divorce     surprise
## 4016   4016           divorce        trust
## 4017   4017         dizziness     negative
## 4018   4018             dizzy     negative
## 4019   4019            docked     negative
## 4020   4020            doctor     positive
## 4021   4021            doctor        trust
## 4022   4022          doctrine        trust
## 4023   4023              doer     positive
## 4024   4024            dogged     positive
## 4025   4025             dogma        trust
## 4026   4026              doit     negative
## 4027   4027          doldrums     negative
## 4028   4028          doldrums      sadness
## 4029   4029              dole     negative
## 4030   4030              dole      sadness
## 4031   4031              doll          joy
## 4032   4032             dolor     negative
## 4033   4033             dolor      sadness
## 4034   4034           dolphin          joy
## 4035   4035           dolphin     positive
## 4036   4036           dolphin     surprise
## 4037   4037           dolphin        trust
## 4038   4038          dominant         fear
## 4039   4039          dominant     negative
## 4040   4040          dominate        anger
## 4041   4041          dominate         fear
## 4042   4042          dominate     negative
## 4043   4043          dominate     positive
## 4044   4044        domination        anger
## 4045   4045        domination         fear
## 4046   4046        domination     negative
## 4047   4047        domination      sadness
## 4048   4048          dominion         fear
## 4049   4049          dominion        trust
## 4050   4050               don     positive
## 4051   4051               don        trust
## 4052   4052          donation     positive
## 4053   4053            donkey      disgust
## 4054   4054            donkey     negative
## 4055   4055            doodle     negative
## 4056   4056              doom         fear
## 4057   4057              doom     negative
## 4058   4058            doomed         fear
## 4059   4059            doomed     negative
## 4060   4060            doomed      sadness
## 4061   4061          doomsday        anger
## 4062   4062          doomsday anticipation
## 4063   4063          doomsday      disgust
## 4064   4064          doomsday         fear
## 4065   4065          doomsday     negative
## 4066   4066          doomsday      sadness
## 4067   4067             doubt         fear
## 4068   4068             doubt     negative
## 4069   4069             doubt      sadness
## 4070   4070             doubt        trust
## 4071   4071          doubtful     negative
## 4072   4072          doubting     negative
## 4073   4073         doubtless     positive
## 4074   4074         doubtless        trust
## 4075   4075            douche     negative
## 4076   4076              dour     negative
## 4077   4077              dove anticipation
## 4078   4078              dove          joy
## 4079   4079              dove     positive
## 4080   4080              dove        trust
## 4081   4081          downfall         fear
## 4082   4082          downfall     negative
## 4083   4083          downfall      sadness
## 4084   4084         downright        trust
## 4085   4085             downy     positive
## 4086   4086              drab     negative
## 4087   4087              drab      sadness
## 4088   4088             draft anticipation
## 4089   4089            dragon         fear
## 4090   4090          drainage     negative
## 4091   4091          drawback     negative
## 4092   4092             dread anticipation
## 4093   4093             dread         fear
## 4094   4094             dread     negative
## 4095   4095          dreadful        anger
## 4096   4096          dreadful anticipation
## 4097   4097          dreadful      disgust
## 4098   4098          dreadful         fear
## 4099   4099          dreadful     negative
## 4100   4100          dreadful      sadness
## 4101   4101        dreadfully      disgust
## 4102   4102        dreadfully         fear
## 4103   4103        dreadfully     negative
## 4104   4104        dreadfully      sadness
## 4105   4105        dreadfully     surprise
## 4106   4106            dreary     negative
## 4107   4107            dreary      sadness
## 4108   4108          drinking     negative
## 4109   4109            drivel      disgust
## 4110   4110            drivel     negative
## 4111   4111             drone     negative
## 4112   4112             drool      disgust
## 4113   4113          drooping     negative
## 4114   4114           drought     negative
## 4115   4115             drown         fear
## 4116   4116             drown     negative
## 4117   4117             drown      sadness
## 4118   4118        drowsiness     negative
## 4119   4119          drudgery     negative
## 4120   4120           drugged      sadness
## 4121   4121           drunken      disgust
## 4122   4122           drunken     negative
## 4123   4123       drunkenness     negative
## 4124   4124           dubious         fear
## 4125   4125           dubious     negative
## 4126   4126           dubious        trust
## 4127   4127              duel        anger
## 4128   4128              duel anticipation
## 4129   4129              duel         fear
## 4130   4130              duet     positive
## 4131   4131              duke     positive
## 4132   4132              dull     negative
## 4133   4133              dull      sadness
## 4134   4134              dumb     negative
## 4135   4135             dummy     negative
## 4136   4136             dumps        anger
## 4137   4137             dumps     negative
## 4138   4138             dumps      sadness
## 4139   4139               dun     negative
## 4140   4140              dung      disgust
## 4141   4141           dungeon         fear
## 4142   4142           dungeon     negative
## 4143   4143              dupe        anger
## 4144   4144              dupe     negative
## 4145   4145         duplicity        anger
## 4146   4146         duplicity     negative
## 4147   4147        durability     positive
## 4148   4148        durability        trust
## 4149   4149           durable     positive
## 4150   4150           durable        trust
## 4151   4151            duress        anger
## 4152   4152            duress      disgust
## 4153   4153            duress         fear
## 4154   4154            duress     negative
## 4155   4155            duress      sadness
## 4156   4156              dust     negative
## 4157   4157           dutiful anticipation
## 4158   4158           dutiful     positive
## 4159   4159           dutiful        trust
## 4160   4160           dwarfed         fear
## 4161   4161           dwarfed     negative
## 4162   4162           dwarfed      sadness
## 4163   4163             dying        anger
## 4164   4164             dying      disgust
## 4165   4165             dying         fear
## 4166   4166             dying     negative
## 4167   4167             dying      sadness
## 4168   4168           dynamic     surprise
## 4169   4169         dysentery      disgust
## 4170   4170         dysentery     negative
## 4171   4171         dysentery      sadness
## 4172   4172             eager anticipation
## 4173   4173             eager          joy
## 4174   4174             eager     positive
## 4175   4175             eager     surprise
## 4176   4176             eager        trust
## 4177   4177         eagerness anticipation
## 4178   4178         eagerness          joy
## 4179   4179         eagerness     positive
## 4180   4180         eagerness        trust
## 4181   4181             eagle        trust
## 4182   4182              earl     positive
## 4183   4183              earn     positive
## 4184   4184           earnest     positive
## 4185   4185         earnestly     positive
## 4186   4186       earnestness     positive
## 4187   4187        earthquake        anger
## 4188   4188        earthquake         fear
## 4189   4189        earthquake     negative
## 4190   4190        earthquake      sadness
## 4191   4191        earthquake     surprise
## 4192   4192              ease     positive
## 4193   4193          easement     positive
## 4194   4194         easygoing     positive
## 4195   4195               eat     positive
## 4196   4196     eavesdropping     negative
## 4197   4197           economy        trust
## 4198   4198           ecstasy anticipation
## 4199   4199           ecstasy          joy
## 4200   4200           ecstasy     positive
## 4201   4201          ecstatic anticipation
## 4202   4202          ecstatic          joy
## 4203   4203          ecstatic     positive
## 4204   4204          ecstatic     surprise
## 4205   4205             edict         fear
## 4206   4206             edict     negative
## 4207   4207       edification anticipation
## 4208   4208       edification          joy
## 4209   4209       edification     positive
## 4210   4210       edification        trust
## 4211   4211           edition anticipation
## 4212   4212           educate     positive
## 4213   4213          educated     positive
## 4214   4214       educational     positive
## 4215   4215       educational        trust
## 4216   4216               eel         fear
## 4217   4217         effective     positive
## 4218   4218         effective        trust
## 4219   4219        effeminate     negative
## 4220   4220          efficacy     positive
## 4221   4221        efficiency     positive
## 4222   4222         efficient anticipation
## 4223   4223         efficient     positive
## 4224   4224         efficient        trust
## 4225   4225            effigy        anger
## 4226   4226            effort     positive
## 4227   4227       egotistical      disgust
## 4228   4228       egotistical     negative
## 4229   4229         egregious        anger
## 4230   4230         egregious      disgust
## 4231   4231         egregious     negative
## 4232   4232       ejaculation anticipation
## 4233   4233       ejaculation          joy
## 4234   4234       ejaculation     positive
## 4235   4235       ejaculation     surprise
## 4236   4236       ejaculation        trust
## 4237   4237             eject     negative
## 4238   4238          ejection     negative
## 4239   4239       elaboration     positive
## 4240   4240            elated          joy
## 4241   4241            elated     positive
## 4242   4242             elbow        anger
## 4243   4243             elder     positive
## 4244   4244             elder        trust
## 4245   4245            elders     positive
## 4246   4246            elders        trust
## 4247   4247             elect     positive
## 4248   4248             elect        trust
## 4249   4249        electorate        trust
## 4250   4250          electric          joy
## 4251   4251          electric     positive
## 4252   4252          electric     surprise
## 4253   4253       electricity     positive
## 4254   4254          elegance anticipation
## 4255   4255          elegance          joy
## 4256   4256          elegance     positive
## 4257   4257          elegance        trust
## 4258   4258           elegant          joy
## 4259   4259           elegant     positive
## 4260   4260         elevation anticipation
## 4261   4261         elevation         fear
## 4262   4262         elevation          joy
## 4263   4263         elevation     positive
## 4264   4264         elevation        trust
## 4265   4265               elf        anger
## 4266   4266               elf      disgust
## 4267   4267               elf         fear
## 4268   4268          eligible     positive
## 4269   4269       elimination        anger
## 4270   4270       elimination      disgust
## 4271   4271       elimination         fear
## 4272   4272       elimination     negative
## 4273   4273       elimination      sadness
## 4274   4274             elite anticipation
## 4275   4275             elite          joy
## 4276   4276             elite     positive
## 4277   4277             elite        trust
## 4278   4278         eloquence     positive
## 4279   4279          eloquent     positive
## 4280   4280         elucidate     positive
## 4281   4281         elucidate        trust
## 4282   4282           elusive     negative
## 4283   4283           elusive     surprise
## 4284   4284         emaciated         fear
## 4285   4285         emaciated     negative
## 4286   4286         emaciated      sadness
## 4287   4287      emancipation anticipation
## 4288   4288      emancipation          joy
## 4289   4289      emancipation     positive
## 4290   4290           embargo     negative
## 4291   4291         embarrass     negative
## 4292   4292         embarrass      sadness
## 4293   4293      embarrassing     negative
## 4294   4294     embarrassment         fear
## 4295   4295     embarrassment     negative
## 4296   4296     embarrassment      sadness
## 4297   4297     embarrassment     surprise
## 4298   4298      embezzlement     negative
## 4299   4299          embolism         fear
## 4300   4300          embolism     negative
## 4301   4301          embolism      sadness
## 4302   4302           embrace anticipation
## 4303   4303           embrace          joy
## 4304   4304           embrace     positive
## 4305   4305           embrace     surprise
## 4306   4306           embrace        trust
## 4307   4307         embroiled     negative
## 4308   4308         emergency         fear
## 4309   4309         emergency     negative
## 4310   4310         emergency      sadness
## 4311   4311         emergency     surprise
## 4312   4312          emeritus     positive
## 4313   4313          eminence     positive
## 4314   4314          eminence        trust
## 4315   4315           eminent     positive
## 4316   4316         eminently     positive
## 4317   4317              emir     positive
## 4318   4318           empathy     positive
## 4319   4319         emphasize        trust
## 4320   4320            employ        trust
## 4321   4321           empower     positive
## 4322   4322         emptiness      sadness
## 4323   4323           emulate     positive
## 4324   4324            enable     positive
## 4325   4325            enable        trust
## 4326   4326        enablement     positive
## 4327   4327        enablement        trust
## 4328   4328           enchant anticipation
## 4329   4329           enchant          joy
## 4330   4330           enchant     positive
## 4331   4331           enchant     surprise
## 4332   4332         enchanted          joy
## 4333   4333         enchanted     positive
## 4334   4334         enchanted        trust
## 4335   4335        enchanting anticipation
## 4336   4336        enchanting          joy
## 4337   4337        enchanting     positive
## 4338   4338           enclave     negative
## 4339   4339            encore     positive
## 4340   4340         encourage          joy
## 4341   4341         encourage     positive
## 4342   4342         encourage        trust
## 4343   4343     encouragement     positive
## 4344   4344      encroachment         fear
## 4345   4345      encroachment     negative
## 4346   4346       encumbrance        anger
## 4347   4347       encumbrance         fear
## 4348   4348       encumbrance     negative
## 4349   4349       encumbrance      sadness
## 4350   4350      encyclopedia     positive
## 4351   4351      encyclopedia        trust
## 4352   4352          endanger anticipation
## 4353   4353          endanger         fear
## 4354   4354          endanger     negative
## 4355   4355        endangered         fear
## 4356   4356        endangered     negative
## 4357   4357          endeavor anticipation
## 4358   4358          endeavor     positive
## 4359   4359           endemic      disgust
## 4360   4360           endemic         fear
## 4361   4361           endemic     negative
## 4362   4362           endemic      sadness
## 4363   4363           endless        anger
## 4364   4364           endless         fear
## 4365   4365           endless          joy
## 4366   4366           endless     negative
## 4367   4367           endless     positive
## 4368   4368           endless      sadness
## 4369   4369           endless        trust
## 4370   4370      endocarditis         fear
## 4371   4371      endocarditis      sadness
## 4372   4372             endow     positive
## 4373   4373             endow        trust
## 4374   4374           endowed     positive
## 4375   4375         endowment     positive
## 4376   4376         endowment        trust
## 4377   4377         endurance     positive
## 4378   4378            endure     positive
## 4379   4379             enema      disgust
## 4380   4380             enemy        anger
## 4381   4381             enemy      disgust
## 4382   4382             enemy         fear
## 4383   4383             enemy     negative
## 4384   4384         energetic     positive
## 4385   4385           enforce        anger
## 4386   4386           enforce         fear
## 4387   4387           enforce     negative
## 4388   4388           enforce     positive
## 4389   4389       enforcement     negative
## 4390   4390           engaged anticipation
## 4391   4391           engaged          joy
## 4392   4392           engaged     positive
## 4393   4393           engaged        trust
## 4394   4394          engaging          joy
## 4395   4395          engaging     positive
## 4396   4396          engaging        trust
## 4397   4397            engulf anticipation
## 4398   4398           enhance     positive
## 4399   4399         enigmatic         fear
## 4400   4400         enigmatic     negative
## 4401   4401             enjoy anticipation
## 4402   4402             enjoy          joy
## 4403   4403             enjoy     positive
## 4404   4404             enjoy        trust
## 4405   4405          enjoying anticipation
## 4406   4406          enjoying          joy
## 4407   4407          enjoying     positive
## 4408   4408          enjoying        trust
## 4409   4409         enlighten          joy
## 4410   4410         enlighten     positive
## 4411   4411         enlighten        trust
## 4412   4412     enlightenment          joy
## 4413   4413     enlightenment     positive
## 4414   4414     enlightenment        trust
## 4415   4415           enliven          joy
## 4416   4416           enliven     positive
## 4417   4417           enliven     surprise
## 4418   4418           enliven        trust
## 4419   4419            enmity        anger
## 4420   4420            enmity         fear
## 4421   4421            enmity     negative
## 4422   4422            enmity      sadness
## 4423   4423            enrich     positive
## 4424   4424            enroll anticipation
## 4425   4425            enroll        trust
## 4426   4426          ensemble     positive
## 4427   4427          ensemble        trust
## 4428   4428            ensign     positive
## 4429   4429           enslave     negative
## 4430   4430          enslaved        anger
## 4431   4431          enslaved      disgust
## 4432   4432          enslaved         fear
## 4433   4433          enslaved     negative
## 4434   4434          enslaved      sadness
## 4435   4435       enslavement     negative
## 4436   4436         entangled        anger
## 4437   4437         entangled      disgust
## 4438   4438         entangled         fear
## 4439   4439         entangled     negative
## 4440   4440         entangled      sadness
## 4441   4441      entanglement     negative
## 4442   4442      enterprising     positive
## 4443   4443         entertain          joy
## 4444   4444         entertain     positive
## 4445   4445       entertained          joy
## 4446   4446       entertained     positive
## 4447   4447      entertaining anticipation
## 4448   4448      entertaining          joy
## 4449   4449      entertaining     positive
## 4450   4450     entertainment anticipation
## 4451   4451     entertainment          joy
## 4452   4452     entertainment     positive
## 4453   4453     entertainment     surprise
## 4454   4454     entertainment        trust
## 4455   4455        enthusiasm anticipation
## 4456   4456        enthusiasm          joy
## 4457   4457        enthusiasm     positive
## 4458   4458        enthusiasm     surprise
## 4459   4459        enthusiast anticipation
## 4460   4460        enthusiast          joy
## 4461   4461        enthusiast     positive
## 4462   4462        enthusiast     surprise
## 4463   4463          entrails      disgust
## 4464   4464          entrails     negative
## 4465   4465           entrust        trust
## 4466   4466           envious     negative
## 4467   4467           environ     positive
## 4468   4468         ephemeris     positive
## 4469   4469              epic     positive
## 4470   4470          epidemic        anger
## 4471   4471          epidemic anticipation
## 4472   4472          epidemic      disgust
## 4473   4473          epidemic         fear
## 4474   4474          epidemic     negative
## 4475   4475          epidemic      sadness
## 4476   4476          epidemic     surprise
## 4477   4477          epilepsy     negative
## 4478   4478         episcopal        trust
## 4479   4479           epitaph      sadness
## 4480   4480           epitome     positive
## 4481   4481          equality          joy
## 4482   4482          equality     positive
## 4483   4483          equality        trust
## 4484   4484           equally     positive
## 4485   4485       equilibrium     positive
## 4486   4486            equity     positive
## 4487   4487         eradicate        anger
## 4488   4488         eradicate     negative
## 4489   4489       eradication        anger
## 4490   4490       eradication      disgust
## 4491   4491       eradication         fear
## 4492   4492       eradication     negative
## 4493   4493             erase         fear
## 4494   4494             erase     negative
## 4495   4495           erosion     negative
## 4496   4496            erotic anticipation
## 4497   4497            erotic          joy
## 4498   4498            erotic     negative
## 4499   4499            erotic     positive
## 4500   4500            erotic     surprise
## 4501   4501            erotic        trust
## 4502   4502               err     negative
## 4503   4503            errand anticipation
## 4504   4504            errand     positive
## 4505   4505            errand        trust
## 4506   4506            errant     negative
## 4507   4507           erratic     negative
## 4508   4508           erratic     surprise
## 4509   4509           erratum     negative
## 4510   4510         erroneous     negative
## 4511   4511             error     negative
## 4512   4512             error      sadness
## 4513   4513           erudite     positive
## 4514   4514             erupt        anger
## 4515   4515             erupt     negative
## 4516   4516             erupt     surprise
## 4517   4517          eruption        anger
## 4518   4518          eruption         fear
## 4519   4519          eruption     negative
## 4520   4520          eruption     surprise
## 4521   4521          escalate        anger
## 4522   4522          escalate     negative
## 4523   4523            escape anticipation
## 4524   4524            escape         fear
## 4525   4525            escape     negative
## 4526   4526            escape     positive
## 4527   4527           escaped         fear
## 4528   4528            eschew        anger
## 4529   4529            eschew     negative
## 4530   4530            eschew      sadness
## 4531   4531            escort        trust
## 4532   4532         espionage     negative
## 4533   4533            esprit     positive
## 4534   4534         essential     positive
## 4535   4535         establish        trust
## 4536   4536       established          joy
## 4537   4537       established     positive
## 4538   4538            esteem          joy
## 4539   4539            esteem     positive
## 4540   4540            esteem      sadness
## 4541   4541            esteem        trust
## 4542   4542          esthetic     positive
## 4543   4543         estranged     negative
## 4544   4544          ethereal         fear
## 4545   4545           ethical     positive
## 4546   4546            ethics     positive
## 4547   4547        euthanasia         fear
## 4548   4548        euthanasia     negative
## 4549   4549        euthanasia      sadness
## 4550   4550          evacuate         fear
## 4551   4551          evacuate     negative
## 4552   4552        evacuation     negative
## 4553   4553             evade        anger
## 4554   4554             evade      disgust
## 4555   4555             evade         fear
## 4556   4556             evade     negative
## 4557   4557       evanescence      sadness
## 4558   4558       evanescence     surprise
## 4559   4559           evasion         fear
## 4560   4560           evasion     negative
## 4561   4561           evasion      sadness
## 4562   4562          eventual anticipation
## 4563   4563       eventuality anticipation
## 4564   4564       eventuality         fear
## 4565   4565         evergreen          joy
## 4566   4566         evergreen     positive
## 4567   4567         evergreen        trust
## 4568   4568       everlasting     positive
## 4569   4569             evict     negative
## 4570   4570             evict      sadness
## 4571   4571          eviction        anger
## 4572   4572          eviction      disgust
## 4573   4573          eviction         fear
## 4574   4574          eviction     negative
## 4575   4575          eviction      sadness
## 4576   4576           evident     positive
## 4577   4577           evident        trust
## 4578   4578              evil        anger
## 4579   4579              evil      disgust
## 4580   4580              evil         fear
## 4581   4581              evil     negative
## 4582   4582              evil      sadness
## 4583   4583         evolution     positive
## 4584   4584        exacerbate     negative
## 4585   4585      exacerbation        anger
## 4586   4586      exacerbation         fear
## 4587   4587      exacerbation     negative
## 4588   4588          exacting     negative
## 4589   4589        exaggerate        anger
## 4590   4590        exaggerate     negative
## 4591   4591       exaggerated     negative
## 4592   4592             exalt anticipation
## 4593   4593             exalt          joy
## 4594   4594             exalt     positive
## 4595   4595             exalt        trust
## 4596   4596        exaltation          joy
## 4597   4597        exaltation     positive
## 4598   4598        exaltation        trust
## 4599   4599           exalted          joy
## 4600   4600           exalted     positive
## 4601   4601           exalted        trust
## 4602   4602       examination         fear
## 4603   4603       examination     negative
## 4604   4604       examination     surprise
## 4605   4605      exasperation        anger
## 4606   4606      exasperation      disgust
## 4607   4607      exasperation     negative
## 4608   4608        excavation anticipation
## 4609   4609        excavation     negative
## 4610   4610        excavation     surprise
## 4611   4611            exceed anticipation
## 4612   4612            exceed          joy
## 4613   4613            exceed     positive
## 4614   4614             excel anticipation
## 4615   4615             excel          joy
## 4616   4616             excel     positive
## 4617   4617             excel     surprise
## 4618   4618             excel        trust
## 4619   4619        excellence      disgust
## 4620   4620        excellence          joy
## 4621   4621        excellence     positive
## 4622   4622        excellence        trust
## 4623   4623         excellent          joy
## 4624   4624         excellent     positive
## 4625   4625         excellent        trust
## 4626   4626            excess     negative
## 4627   4627          exchange     positive
## 4628   4628          exchange        trust
## 4629   4629            excise     negative
## 4630   4630         excitable     positive
## 4631   4631        excitation        anger
## 4632   4632        excitation anticipation
## 4633   4633        excitation         fear
## 4634   4634        excitation          joy
## 4635   4635        excitation     positive
## 4636   4636        excitation     surprise
## 4637   4637            excite        anger
## 4638   4638            excite anticipation
## 4639   4639            excite         fear
## 4640   4640            excite          joy
## 4641   4641            excite     positive
## 4642   4642            excite     surprise
## 4643   4643           excited anticipation
## 4644   4644           excited          joy
## 4645   4645           excited     positive
## 4646   4646           excited     surprise
## 4647   4647           excited        trust
## 4648   4648        excitement anticipation
## 4649   4649        excitement          joy
## 4650   4650        excitement     positive
## 4651   4651        excitement     surprise
## 4652   4652          exciting anticipation
## 4653   4653          exciting          joy
## 4654   4654          exciting     positive
## 4655   4655          exciting     surprise
## 4656   4656           exclaim     surprise
## 4657   4657          excluded      disgust
## 4658   4658          excluded     negative
## 4659   4659          excluded      sadness
## 4660   4660         excluding     negative
## 4661   4661         excluding      sadness
## 4662   4662         exclusion      disgust
## 4663   4663         exclusion         fear
## 4664   4664         exclusion     negative
## 4665   4665         exclusion      sadness
## 4666   4666         excrement      disgust
## 4667   4667         excrement     negative
## 4668   4668         excretion      disgust
## 4669   4669      excruciating         fear
## 4670   4670      excruciating     negative
## 4671   4671            excuse     negative
## 4672   4672         execution        anger
## 4673   4673         execution         fear
## 4674   4674         execution     negative
## 4675   4675         execution      sadness
## 4676   4676         execution        trust
## 4677   4677       executioner        anger
## 4678   4678       executioner         fear
## 4679   4679       executioner     negative
## 4680   4680       executioner      sadness
## 4681   4681          executor        trust
## 4682   4682         exemplary     positive
## 4683   4683         exemption     positive
## 4684   4684           exhaust     negative
## 4685   4685         exhausted     negative
## 4686   4686         exhausted      sadness
## 4687   4687        exhaustion anticipation
## 4688   4688        exhaustion     negative
## 4689   4689        exhaustion      sadness
## 4690   4690        exhaustive        trust
## 4691   4691      exhilaration          joy
## 4692   4692      exhilaration     positive
## 4693   4693      exhilaration     surprise
## 4694   4694            exhort     positive
## 4695   4695       exhortation     positive
## 4696   4696           exigent anticipation
## 4697   4697           exigent      disgust
## 4698   4698           exigent         fear
## 4699   4699           exigent     negative
## 4700   4700           exigent     surprise
## 4701   4701             exile        anger
## 4702   4702             exile         fear
## 4703   4703             exile     negative
## 4704   4704             exile      sadness
## 4705   4705         existence     positive
## 4706   4706          exorcism         fear
## 4707   4707          exorcism     negative
## 4708   4708          exorcism      sadness
## 4709   4709            exotic     positive
## 4710   4710        expatriate     negative
## 4711   4711            expect anticipation
## 4712   4712            expect     positive
## 4713   4713            expect     surprise
## 4714   4714            expect        trust
## 4715   4715        expectancy anticipation
## 4716   4716         expectant anticipation
## 4717   4717       expectation anticipation
## 4718   4718       expectation     positive
## 4719   4719          expected anticipation
## 4720   4720         expecting anticipation
## 4721   4721         expedient          joy
## 4722   4722         expedient     positive
## 4723   4723         expedient        trust
## 4724   4724        expedition anticipation
## 4725   4725        expedition     positive
## 4726   4726             expel        anger
## 4727   4727             expel      disgust
## 4728   4728             expel         fear
## 4729   4729             expel     negative
## 4730   4730             expel      sadness
## 4731   4731       expenditure     negative
## 4732   4732          expenses     negative
## 4733   4733       experienced     positive
## 4734   4734       experienced        trust
## 4735   4735        experiment anticipation
## 4736   4736        experiment     surprise
## 4737   4737            expert     positive
## 4738   4738            expert        trust
## 4739   4739         expertise     positive
## 4740   4740         expertise        trust
## 4741   4741            expire     negative
## 4742   4742            expire      sadness
## 4743   4743           expired     negative
## 4744   4744           explain     positive
## 4745   4745           explain        trust
## 4746   4746         expletive        anger
## 4747   4747         expletive     negative
## 4748   4748           explode        anger
## 4749   4749           explode         fear
## 4750   4750           explode     negative
## 4751   4751           explode      sadness
## 4752   4752           explode     surprise
## 4753   4753           explore anticipation
## 4754   4754         explosion         fear
## 4755   4755         explosion     negative
## 4756   4756         explosion     surprise
## 4757   4757         explosive        anger
## 4758   4758         explosive anticipation
## 4759   4759         explosive         fear
## 4760   4760         explosive     negative
## 4761   4761         explosive     surprise
## 4762   4762            expose anticipation
## 4763   4763            expose         fear
## 4764   4764           exposed     negative
## 4765   4765     expropriation     negative
## 4766   4766         expulsion        anger
## 4767   4767         expulsion      disgust
## 4768   4768         expulsion         fear
## 4769   4769         expulsion     negative
## 4770   4770         expulsion      sadness
## 4771   4771         exquisite          joy
## 4772   4772         exquisite     positive
## 4773   4773       exquisitely     positive
## 4774   4774            extend     positive
## 4775   4775         extensive     positive
## 4776   4776       exterminate         fear
## 4777   4777       exterminate     negative
## 4778   4778       exterminate      sadness
## 4779   4779     extermination        anger
## 4780   4780     extermination         fear
## 4781   4781     extermination     negative
## 4782   4782           extinct     negative
## 4783   4783           extinct      sadness
## 4784   4784        extinguish        anger
## 4785   4785        extinguish     negative
## 4786   4786             extra     positive
## 4787   4787     extrajudicial         fear
## 4788   4788     extrajudicial     negative
## 4789   4789     extraordinary     positive
## 4790   4790         extremity     negative
## 4791   4791         extricate anticipation
## 4792   4792         extricate     positive
## 4793   4793        exuberance          joy
## 4794   4794        exuberance     positive
## 4795   4795        eyewitness        trust
## 4796   4796         fabricate     negative
## 4797   4797       fabrication     negative
## 4798   4798       fabrication        trust
## 4799   4799        facilitate     positive
## 4800   4800              fact        trust
## 4801   4801             facts     positive
## 4802   4802             facts        trust
## 4803   4803           faculty     positive
## 4804   4804           faculty        trust
## 4805   4805              fade     negative
## 4806   4806            faeces      disgust
## 4807   4807            faeces     negative
## 4808   4808           failing        anger
## 4809   4809           failing anticipation
## 4810   4810           failing         fear
## 4811   4811           failing     negative
## 4812   4812           failing      sadness
## 4813   4813           failure      disgust
## 4814   4814           failure         fear
## 4815   4815           failure     negative
## 4816   4816           failure      sadness
## 4817   4817              fain anticipation
## 4818   4818              fain          joy
## 4819   4819              fain     positive
## 4820   4820              fain        trust
## 4821   4821          fainting         fear
## 4822   4822          fainting     negative
## 4823   4823          fainting      sadness
## 4824   4824          fainting     surprise
## 4825   4825              fair     positive
## 4826   4826            fairly     positive
## 4827   4827            fairly        trust
## 4828   4828             faith anticipation
## 4829   4829             faith          joy
## 4830   4830             faith     positive
## 4831   4831             faith        trust
## 4832   4832          faithful     positive
## 4833   4833          faithful        trust
## 4834   4834         faithless     negative
## 4835   4835         faithless      sadness
## 4836   4836              fake     negative
## 4837   4837              fall     negative
## 4838   4838              fall      sadness
## 4839   4839        fallacious        anger
## 4840   4840        fallacious     negative
## 4841   4841           fallacy     negative
## 4842   4842          fallible     negative
## 4843   4843           falling     negative
## 4844   4844           falling      sadness
## 4845   4845            fallow     negative
## 4846   4846         falsehood        anger
## 4847   4847         falsehood     negative
## 4848   4848         falsehood        trust
## 4849   4849           falsely     negative
## 4850   4850     falsification        anger
## 4851   4851     falsification     negative
## 4852   4852           falsify      disgust
## 4853   4853           falsify     negative
## 4854   4854           falsity      disgust
## 4855   4855           falsity     negative
## 4856   4856            falter         fear
## 4857   4857            falter     negative
## 4858   4858              fame     positive
## 4859   4859          familiar     positive
## 4860   4860          familiar        trust
## 4861   4861       familiarity anticipation
## 4862   4862       familiarity          joy
## 4863   4863       familiarity     positive
## 4864   4864       familiarity        trust
## 4865   4865            famine     negative
## 4866   4866            famine      sadness
## 4867   4867            famous     positive
## 4868   4868          famously     positive
## 4869   4869           fanatic     negative
## 4870   4870        fanaticism         fear
## 4871   4871             fancy anticipation
## 4872   4872             fancy          joy
## 4873   4873             fancy     positive
## 4874   4874           fanfare anticipation
## 4875   4875           fanfare          joy
## 4876   4876           fanfare     positive
## 4877   4877           fanfare     surprise
## 4878   4878              fang         fear
## 4879   4879             fangs         fear
## 4880   4880             farce     negative
## 4881   4881          farcical      disgust
## 4882   4882          farcical     negative
## 4883   4883              farm anticipation
## 4884   4884       fascinating     positive
## 4885   4885       fascination     positive
## 4886   4886       fashionable     positive
## 4887   4887           fasting     negative
## 4888   4888           fasting      sadness
## 4889   4889               fat      disgust
## 4890   4890               fat     negative
## 4891   4891               fat      sadness
## 4892   4892             fatal        anger
## 4893   4893             fatal         fear
## 4894   4894             fatal     negative
## 4895   4895             fatal      sadness
## 4896   4896          fatality         fear
## 4897   4897          fatality     negative
## 4898   4898          fatality      sadness
## 4899   4899              fate anticipation
## 4900   4900              fate     negative
## 4901   4901            father        trust
## 4902   4902           fatigue     negative
## 4903   4903          fatigued     negative
## 4904   4904          fatigued      sadness
## 4905   4905             fatty      disgust
## 4906   4906             fatty     negative
## 4907   4907             fatty      sadness
## 4908   4908             fault     negative
## 4909   4909             fault      sadness
## 4910   4910         faultless     positive
## 4911   4911         faultless        trust
## 4912   4912            faulty     negative
## 4913   4913         favorable anticipation
## 4914   4914         favorable          joy
## 4915   4915         favorable     positive
## 4916   4916         favorable     surprise
## 4917   4917         favorable        trust
## 4918   4918          favorite          joy
## 4919   4919          favorite     positive
## 4920   4920          favorite        trust
## 4921   4921        favoritism     positive
## 4922   4922              fawn     negative
## 4923   4923              fear        anger
## 4924   4924              fear         fear
## 4925   4925              fear     negative
## 4926   4926           fearful         fear
## 4927   4927           fearful     negative
## 4928   4928           fearful      sadness
## 4929   4929         fearfully         fear
## 4930   4930         fearfully     negative
## 4931   4931         fearfully      sadness
## 4932   4932         fearfully     surprise
## 4933   4933           fearing         fear
## 4934   4934           fearing     negative
## 4935   4935          fearless         fear
## 4936   4936          fearless     positive
## 4937   4937              feat anticipation
## 4938   4938              feat          joy
## 4939   4939              feat     positive
## 4940   4940              feat     surprise
## 4941   4941           feature     positive
## 4942   4942           febrile     negative
## 4943   4943             fecal      disgust
## 4944   4944             fecal     negative
## 4945   4945             feces      disgust
## 4946   4946             feces     negative
## 4947   4947               fee        anger
## 4948   4948               fee     negative
## 4949   4949            feeble     negative
## 4950   4950            feeble      sadness
## 4951   4951           feeling        anger
## 4952   4952           feeling anticipation
## 4953   4953           feeling      disgust
## 4954   4954           feeling         fear
## 4955   4955           feeling          joy
## 4956   4956           feeling     negative
## 4957   4957           feeling     positive
## 4958   4958           feeling      sadness
## 4959   4959           feeling     surprise
## 4960   4960           feeling        trust
## 4961   4961           feigned     negative
## 4962   4962          felicity          joy
## 4963   4963          felicity     positive
## 4964   4964              fell     negative
## 4965   4965              fell      sadness
## 4966   4966            fellow     positive
## 4967   4967            fellow        trust
## 4968   4968        fellowship     positive
## 4969   4969             felon         fear
## 4970   4970             felon     negative
## 4971   4971            felony     negative
## 4972   4972            fenced        anger
## 4973   4973            fender        trust
## 4974   4974           ferment anticipation
## 4975   4975           ferment     negative
## 4976   4976      fermentation anticipation
## 4977   4977         ferocious        anger
## 4978   4978         ferocious      disgust
## 4979   4979         ferocious         fear
## 4980   4980         ferocious     negative
## 4981   4981          ferocity        anger
## 4982   4982          ferocity     negative
## 4983   4983           fertile     positive
## 4984   4984            fervor        anger
## 4985   4985            fervor          joy
## 4986   4986            fervor     positive
## 4987   4987          festival anticipation
## 4988   4988          festival          joy
## 4989   4989          festival     positive
## 4990   4990          festival     surprise
## 4991   4991           festive          joy
## 4992   4992           festive     positive
## 4993   4993              fete anticipation
## 4994   4994              fete          joy
## 4995   4995              fete     positive
## 4996   4996              fete     surprise
## 4997   4997              feud        anger
## 4998   4998              feud     negative
## 4999   4999            feudal     negative
## 5000   5000         feudalism        anger
## 5001   5001         feudalism     negative
## 5002   5002         feudalism      sadness
## 5003   5003             fever         fear
## 5004   5004          feverish     negative
## 5005   5005            fiasco     negative
## 5006   5006               fib        anger
## 5007   5007               fib     negative
## 5008   5008            fickle     negative
## 5009   5009        fictitious     negative
## 5010   5010          fidelity          joy
## 5011   5011          fidelity     positive
## 5012   5012          fidelity        trust
## 5013   5013             fiend        anger
## 5014   5014             fiend      disgust
## 5015   5015             fiend         fear
## 5016   5016             fiend     negative
## 5017   5017            fierce        anger
## 5018   5018            fierce      disgust
## 5019   5019            fierce         fear
## 5020   5020            fierce     negative
## 5021   5021            fiesta anticipation
## 5022   5022            fiesta          joy
## 5023   5023            fiesta     positive
## 5024   5024            fiesta     surprise
## 5025   5025            fiesta        trust
## 5026   5026             fight        anger
## 5027   5027             fight         fear
## 5028   5028             fight     negative
## 5029   5029          fighting        anger
## 5030   5030          fighting     negative
## 5031   5031        filibuster     negative
## 5032   5032              fill        trust
## 5033   5033             filth      disgust
## 5034   5034             filth     negative
## 5035   5035            filthy      disgust
## 5036   5036            filthy     negative
## 5037   5037           finally anticipation
## 5038   5038           finally      disgust
## 5039   5039           finally          joy
## 5040   5040           finally     positive
## 5041   5041           finally     surprise
## 5042   5042           finally        trust
## 5043   5043            finery     positive
## 5044   5044           finesse     positive
## 5045   5045              fire         fear
## 5046   5046          firearms        anger
## 5047   5047          firearms         fear
## 5048   5048          firearms     negative
## 5049   5049          fireball     positive
## 5050   5050           fireman        trust
## 5051   5051         fireproof     positive
## 5052   5052          firmness     positive
## 5053   5053          firmness        trust
## 5054   5054         firstborn anticipation
## 5055   5055         firstborn          joy
## 5056   5056         firstborn     positive
## 5057   5057         firstborn        trust
## 5058   5058              fits        anger
## 5059   5059              fits     negative
## 5060   5060           fitting anticipation
## 5061   5061           fitting          joy
## 5062   5062           fitting     positive
## 5063   5063           fitting        trust
## 5064   5064             fixed        trust
## 5065   5065           fixture     positive
## 5066   5066            flabby      disgust
## 5067   5067            flabby     negative
## 5068   5068           flaccid     negative
## 5069   5069           flaccid      sadness
## 5070   5070          flagging     negative
## 5071   5071          flagrant        anger
## 5072   5072          flagrant      disgust
## 5073   5073          flagrant     negative
## 5074   5074          flagship        trust
## 5075   5075             flake     negative
## 5076   5076            flange        trust
## 5077   5077              flap     negative
## 5078   5078        flattering          joy
## 5079   5079        flattering     positive
## 5080   5080        flatulence      disgust
## 5081   5081        flatulence     negative
## 5082   5082            flaunt     negative
## 5083   5083              flaw     negative
## 5084   5084              flaw      sadness
## 5085   5085              flea      disgust
## 5086   5086              flea     negative
## 5087   5087              fled         fear
## 5088   5088              flee         fear
## 5089   5089              flee     negative
## 5090   5090            fleece        anger
## 5091   5091            fleece      disgust
## 5092   5092            fleece     negative
## 5093   5093            fleece      sadness
## 5094   5094             fleet     positive
## 5095   5095             flesh      disgust
## 5096   5096            fleshy     negative
## 5097   5097       flexibility     positive
## 5098   5098            flinch anticipation
## 5099   5099            flinch      disgust
## 5100   5100            flinch         fear
## 5101   5101            flinch     negative
## 5102   5102            flinch      sadness
## 5103   5103            flinch     surprise
## 5104   5104             flirt anticipation
## 5105   5105             flirt          joy
## 5106   5106             flirt     negative
## 5107   5107             flirt     positive
## 5108   5108             flirt     surprise
## 5109   5109             flirt        trust
## 5110   5110              flog        anger
## 5111   5111              flog      disgust
## 5112   5112              flog         fear
## 5113   5113              flog     negative
## 5114   5114              flog      sadness
## 5115   5115             flood         fear
## 5116   5116              flop      disgust
## 5117   5117              flop     negative
## 5118   5118              flop      sadness
## 5119   5119            floral     positive
## 5120   5120          flounder         fear
## 5121   5121          flounder     negative
## 5122   5122          flounder      sadness
## 5123   5123              flow     positive
## 5124   5124           flowery     positive
## 5125   5125               flu         fear
## 5126   5126               flu     negative
## 5127   5127       fluctuation        anger
## 5128   5128       fluctuation         fear
## 5129   5129       fluctuation     negative
## 5130   5130             fluke     surprise
## 5131   5131             flush     positive
## 5132   5132            flying         fear
## 5133   5133            flying     positive
## 5134   5134             focus     positive
## 5135   5135               foe        anger
## 5136   5136               foe         fear
## 5137   5137               foe     negative
## 5138   5138            foiled     negative
## 5139   5139          follower        trust
## 5140   5140             folly     negative
## 5141   5141          fondness          joy
## 5142   5142          fondness     positive
## 5143   5143              food          joy
## 5144   5144              food     positive
## 5145   5145              food        trust
## 5146   5146              fool      disgust
## 5147   5147              fool     negative
## 5148   5148           foolish     negative
## 5149   5149       foolishness     negative
## 5150   5150          football anticipation
## 5151   5151          football          joy
## 5152   5152          football     positive
## 5153   5153           footing        trust
## 5154   5154            forage     negative
## 5155   5155             foray        anger
## 5156   5156             foray     negative
## 5157   5157       forbearance     positive
## 5158   5158            forbid     negative
## 5159   5159            forbid      sadness
## 5160   5160        forbidding        anger
## 5161   5161        forbidding         fear
## 5162   5162        forbidding     negative
## 5163   5163             force        anger
## 5164   5164             force         fear
## 5165   5165             force     negative
## 5166   5166            forced         fear
## 5167   5167            forced     negative
## 5168   5168          forcibly        anger
## 5169   5169          forcibly         fear
## 5170   5170          forcibly     negative
## 5171   5171              fore     positive
## 5172   5172           forearm        anger
## 5173   5173           forearm anticipation
## 5174   5174        foreboding anticipation
## 5175   5175        foreboding         fear
## 5176   5176        foreboding     negative
## 5177   5177          forecast anticipation
## 5178   5178          forecast        trust
## 5179   5179         foreclose         fear
## 5180   5180         foreclose     negative
## 5181   5181         foreclose      sadness
## 5182   5182       forefathers          joy
## 5183   5183       forefathers     positive
## 5184   5184       forefathers        trust
## 5185   5185            forego     negative
## 5186   5186         foregoing     positive
## 5187   5187           foreign     negative
## 5188   5188         foreigner         fear
## 5189   5189         foreigner     negative
## 5190   5190           foreman     positive
## 5191   5191        forerunner     positive
## 5192   5192           foresee anticipation
## 5193   5193           foresee     positive
## 5194   5194           foresee     surprise
## 5195   5195           foresee        trust
## 5196   5196          foreseen anticipation
## 5197   5197          foreseen     positive
## 5198   5198         foresight anticipation
## 5199   5199         foresight     positive
## 5200   5200         foresight        trust
## 5201   5201        forewarned anticipation
## 5202   5202        forewarned         fear
## 5203   5203        forewarned     negative
## 5204   5204           forfeit        anger
## 5205   5205           forfeit     negative
## 5206   5206           forfeit      sadness
## 5207   5207         forfeited     negative
## 5208   5208        forfeiture         fear
## 5209   5209        forfeiture     negative
## 5210   5210        forfeiture      sadness
## 5211   5211             forge     positive
## 5212   5212           forgery     negative
## 5213   5213            forget     negative
## 5214   5214           forgive     positive
## 5215   5215          forgiven     positive
## 5216   5216         forgiving     positive
## 5217   5217         forgiving        trust
## 5218   5218         forgotten         fear
## 5219   5219         forgotten     negative
## 5220   5220         forgotten      sadness
## 5221   5221           forlorn     negative
## 5222   5222           forlorn      sadness
## 5223   5223         formality        trust
## 5224   5224         formative     positive
## 5225   5225         formative        trust
## 5226   5226        formidable         fear
## 5227   5227           forming anticipation
## 5228   5228          formless     negative
## 5229   5229           formula     positive
## 5230   5230           formula        trust
## 5231   5231       fornication     negative
## 5232   5232           forsake     negative
## 5233   5233           forsake      sadness
## 5234   5234          forsaken        anger
## 5235   5235          forsaken     negative
## 5236   5236          forsaken      sadness
## 5237   5237              fort        trust
## 5238   5238             forte     positive
## 5239   5239       forthcoming     positive
## 5240   5240           fortify     positive
## 5241   5241         fortitude          joy
## 5242   5242         fortitude     positive
## 5243   5243         fortitude        trust
## 5244   5244          fortress         fear
## 5245   5245          fortress     positive
## 5246   5246          fortress      sadness
## 5247   5247          fortress        trust
## 5248   5248         fortunate     positive
## 5249   5249           fortune anticipation
## 5250   5250           fortune          joy
## 5251   5251           fortune     positive
## 5252   5252           fortune     surprise
## 5253   5253           fortune        trust
## 5254   5254           forward     positive
## 5255   5255              foul        anger
## 5256   5256              foul      disgust
## 5257   5257              foul         fear
## 5258   5258              foul     negative
## 5259   5259             found          joy
## 5260   5260             found     positive
## 5261   5261             found        trust
## 5262   5262        foundation     positive
## 5263   5263          fracture     negative
## 5264   5264           fragile         fear
## 5265   5265           fragile     negative
## 5266   5266           fragile      sadness
## 5267   5267          fragrant     positive
## 5268   5268           frailty     negative
## 5269   5269           frailty      sadness
## 5270   5270         framework        trust
## 5271   5271             frank     positive
## 5272   5272             frank        trust
## 5273   5273         frankness     positive
## 5274   5274         frankness        trust
## 5275   5275           frantic anticipation
## 5276   5276           frantic      disgust
## 5277   5277           frantic         fear
## 5278   5278           frantic     negative
## 5279   5279           frantic     surprise
## 5280   5280         fraternal          joy
## 5281   5281         fraternal     positive
## 5282   5282         fraternal        trust
## 5283   5283             fraud        anger
## 5284   5284             fraud     negative
## 5285   5285        fraudulent        anger
## 5286   5286        fraudulent      disgust
## 5287   5287        fraudulent     negative
## 5288   5288           fraught         fear
## 5289   5289           fraught     negative
## 5290   5290           fraught      sadness
## 5291   5291              fray     negative
## 5292   5292            frayed     negative
## 5293   5293            frayed      sadness
## 5294   5294          freakish      disgust
## 5295   5295          freakish         fear
## 5296   5296          freakish     negative
## 5297   5297          freakish     surprise
## 5298   5298           freedom          joy
## 5299   5299           freedom     positive
## 5300   5300           freedom        trust
## 5301   5301            freely          joy
## 5302   5302            freely     positive
## 5303   5303            freely        trust
## 5304   5304          freezing     negative
## 5305   5305          frenetic        anger
## 5306   5306          frenetic         fear
## 5307   5307          frenetic     negative
## 5308   5308          frenetic     surprise
## 5309   5309          frenzied        anger
## 5310   5310          frenzied         fear
## 5311   5311          frenzied     negative
## 5312   5312            frenzy     negative
## 5313   5313              fret         fear
## 5314   5314              fret     negative
## 5315   5315          friction        anger
## 5316   5316            friend          joy
## 5317   5317            friend     positive
## 5318   5318            friend        trust
## 5319   5319      friendliness          joy
## 5320   5320      friendliness     positive
## 5321   5321      friendliness        trust
## 5322   5322          friendly anticipation
## 5323   5323          friendly          joy
## 5324   5324          friendly     positive
## 5325   5325          friendly        trust
## 5326   5326        friendship          joy
## 5327   5327        friendship     positive
## 5328   5328        friendship        trust
## 5329   5329           frigate         fear
## 5330   5330            fright         fear
## 5331   5331            fright     negative
## 5332   5332            fright     surprise
## 5333   5333          frighten         fear
## 5334   5334          frighten     negative
## 5335   5335          frighten      sadness
## 5336   5336          frighten     surprise
## 5337   5337        frightened         fear
## 5338   5338        frightened     negative
## 5339   5339        frightened     surprise
## 5340   5340         frightful        anger
## 5341   5341         frightful         fear
## 5342   5342         frightful     negative
## 5343   5343         frightful      sadness
## 5344   5344            frigid     negative
## 5345   5345            frisky anticipation
## 5346   5346            frisky          joy
## 5347   5347            frisky     positive
## 5348   5348            frisky     surprise
## 5349   5349         frivolous     negative
## 5350   5350            frolic          joy
## 5351   5351            frolic     positive
## 5352   5352         frostbite     negative
## 5353   5353             froth     negative
## 5354   5354             frown     negative
## 5355   5355             frown      sadness
## 5356   5356          frowning        anger
## 5357   5357          frowning      disgust
## 5358   5358          frowning     negative
## 5359   5359          frowning      sadness
## 5360   5360            frugal     positive
## 5361   5361          fruitful     positive
## 5362   5362         fruitless     negative
## 5363   5363         fruitless      sadness
## 5364   5364         frustrate        anger
## 5365   5365         frustrate      disgust
## 5366   5366         frustrate     negative
## 5367   5367         frustrate      sadness
## 5368   5368        frustrated        anger
## 5369   5369        frustrated     negative
## 5370   5370       frustration        anger
## 5371   5371       frustration     negative
## 5372   5372             fudge     negative
## 5373   5373          fugitive        anger
## 5374   5374          fugitive      disgust
## 5375   5375          fugitive         fear
## 5376   5376          fugitive     negative
## 5377   5377          fugitive      sadness
## 5378   5378          fugitive        trust
## 5379   5379           fulfill          joy
## 5380   5380           fulfill     positive
## 5381   5381       fulfillment anticipation
## 5382   5382       fulfillment          joy
## 5383   5383       fulfillment     positive
## 5384   5384       fulfillment        trust
## 5385   5385              full     positive
## 5386   5386             fully     positive
## 5387   5387             fully        trust
## 5388   5388            fumble     negative
## 5389   5389              fume     negative
## 5390   5390            fuming        anger
## 5391   5391            fuming     negative
## 5392   5392               fun anticipation
## 5393   5393               fun          joy
## 5394   5394               fun     positive
## 5395   5395       fundamental     positive
## 5396   5396       fundamental        trust
## 5397   5397           funeral      sadness
## 5398   5398            fungus      disgust
## 5399   5399            fungus     negative
## 5400   5400              funk     negative
## 5401   5401              funk      sadness
## 5402   5402           furious        anger
## 5403   5403           furious      disgust
## 5404   5404           furious     negative
## 5405   5405         furiously        anger
## 5406   5406           furnace        anger
## 5407   5407             furor        anger
## 5408   5408             furor     negative
## 5409   5409            furrow      sadness
## 5410   5410              fury        anger
## 5411   5411              fury         fear
## 5412   5412              fury     negative
## 5413   5413              fury      sadness
## 5414   5414              fuse     positive
## 5415   5415              fuse        trust
## 5416   5416            fusion     positive
## 5417   5417              fuss        anger
## 5418   5418              fuss     negative
## 5419   5419              fuss      sadness
## 5420   5420             fussy      disgust
## 5421   5421             fussy     negative
## 5422   5422            futile     negative
## 5423   5423            futile      sadness
## 5424   5424          futility     negative
## 5425   5425              gaby      disgust
## 5426   5426              gaby     negative
## 5427   5427               gag      disgust
## 5428   5428               gag     negative
## 5429   5429              gage        trust
## 5430   5430              gain anticipation
## 5431   5431              gain          joy
## 5432   5432              gain     positive
## 5433   5433           gaining     positive
## 5434   5434              gall        anger
## 5435   5435              gall      disgust
## 5436   5436              gall     negative
## 5437   5437           gallant     positive
## 5438   5438         gallantry     positive
## 5439   5439           gallows        anger
## 5440   5440           gallows         fear
## 5441   5441           gallows     negative
## 5442   5442           gallows      sadness
## 5443   5443            galore     positive
## 5444   5444            gamble     negative
## 5445   5445           gambler anticipation
## 5446   5446           gambler     negative
## 5447   5447           gambler     surprise
## 5448   5448          gambling anticipation
## 5449   5449          gambling     negative
## 5450   5450          gambling     surprise
## 5451   5451              gang        anger
## 5452   5452              gang         fear
## 5453   5453              gang     negative
## 5454   5454              gaol     negative
## 5455   5455               gap     negative
## 5456   5456              gape     surprise
## 5457   5457           garbage      disgust
## 5458   5458           garbage     negative
## 5459   5459            garden          joy
## 5460   5460            garden     positive
## 5461   5461            garish      disgust
## 5462   5462            garish     negative
## 5463   5463            garish     surprise
## 5464   5464            garnet     positive
## 5465   5465           garnish     negative
## 5466   5466          garrison     positive
## 5467   5467          garrison        trust
## 5468   5468              gash         fear
## 5469   5469              gash     negative
## 5470   5470              gasp     surprise
## 5471   5471           gasping         fear
## 5472   5472           gasping     negative
## 5473   5473              gate        trust
## 5474   5474           gateway        trust
## 5475   5475            gauche     negative
## 5476   5476           gauging        trust
## 5477   5477             gaunt     negative
## 5478   5478              gawk     surprise
## 5479   5479           gazette     positive
## 5480   5480           gazette        trust
## 5481   5481              gear     positive
## 5482   5482           gelatin      disgust
## 5483   5483               gem          joy
## 5484   5484               gem     positive
## 5485   5485           general     positive
## 5486   5486           general        trust
## 5487   5487        generosity anticipation
## 5488   5488        generosity          joy
## 5489   5489        generosity     positive
## 5490   5490        generosity     surprise
## 5491   5491        generosity        trust
## 5492   5492          generous          joy
## 5493   5493          generous     positive
## 5494   5494          generous        trust
## 5495   5495            genial          joy
## 5496   5496            genial     positive
## 5497   5497            genius     positive
## 5498   5498              gent        anger
## 5499   5499              gent      disgust
## 5500   5500              gent         fear
## 5501   5501              gent     negative
## 5502   5502           genteel     positive
## 5503   5503         gentleman     positive
## 5504   5504         gentleman        trust
## 5505   5505        gentleness     positive
## 5506   5506            gentry     positive
## 5507   5507            gentry        trust
## 5508   5508           genuine     positive
## 5509   5509           genuine        trust
## 5510   5510          geranium     positive
## 5511   5511         geriatric     negative
## 5512   5512         geriatric      sadness
## 5513   5513              germ anticipation
## 5514   5514              germ      disgust
## 5515   5515       germination anticipation
## 5516   5516           ghastly      disgust
## 5517   5517           ghastly         fear
## 5518   5518           ghastly     negative
## 5519   5519            ghetto      disgust
## 5520   5520            ghetto         fear
## 5521   5521            ghetto     negative
## 5522   5522            ghetto      sadness
## 5523   5523             ghost         fear
## 5524   5524           ghostly         fear
## 5525   5525           ghostly     negative
## 5526   5526             giant         fear
## 5527   5527         gibberish        anger
## 5528   5528         gibberish     negative
## 5529   5529              gift anticipation
## 5530   5530              gift          joy
## 5531   5531              gift     positive
## 5532   5532              gift     surprise
## 5533   5533            gifted     positive
## 5534   5534          gigantic     positive
## 5535   5535            giggle          joy
## 5536   5536            giggle     positive
## 5537   5537            girder     positive
## 5538   5538            girder        trust
## 5539   5539            giving     positive
## 5540   5540           glacial     negative
## 5541   5541              glad anticipation
## 5542   5542              glad          joy
## 5543   5543              glad     positive
## 5544   5544         gladiator         fear
## 5545   5545          gladness          joy
## 5546   5546          gladness     positive
## 5547   5547             glare        anger
## 5548   5548             glare         fear
## 5549   5549             glare     negative
## 5550   5550           glaring        anger
## 5551   5551           glaring     negative
## 5552   5552              glee          joy
## 5553   5553              glee     positive
## 5554   5554              glib     negative
## 5555   5555             glide anticipation
## 5556   5556             glide          joy
## 5557   5557             glide     positive
## 5558   5558           glimmer anticipation
## 5559   5559           glimmer          joy
## 5560   5560           glimmer     positive
## 5561   5561           glimmer     surprise
## 5562   5562           glitter      disgust
## 5563   5563           glitter          joy
## 5564   5564        glittering     positive
## 5565   5565             gloom     negative
## 5566   5566             gloom      sadness
## 5567   5567            gloomy     negative
## 5568   5568            gloomy      sadness
## 5569   5569     glorification          joy
## 5570   5570     glorification     positive
## 5571   5571           glorify anticipation
## 5572   5572           glorify          joy
## 5573   5573           glorify     positive
## 5574   5574           glorify     surprise
## 5575   5575           glorify        trust
## 5576   5576             glory anticipation
## 5577   5577             glory          joy
## 5578   5578             glory     positive
## 5579   5579             glory        trust
## 5580   5580             gloss     positive
## 5581   5581              glow anticipation
## 5582   5582              glow          joy
## 5583   5583              glow     positive
## 5584   5584              glow        trust
## 5585   5585           glowing     positive
## 5586   5586              glum     negative
## 5587   5587              glum      sadness
## 5588   5588              glut      disgust
## 5589   5589              glut     negative
## 5590   5590          gluttony      disgust
## 5591   5591          gluttony     negative
## 5592   5592             gnome        anger
## 5593   5593             gnome      disgust
## 5594   5594             gnome         fear
## 5595   5595             gnome     negative
## 5596   5596               gob      disgust
## 5597   5597            goblin      disgust
## 5598   5598            goblin         fear
## 5599   5599            goblin     negative
## 5600   5600               god anticipation
## 5601   5601               god         fear
## 5602   5602               god          joy
## 5603   5603               god     positive
## 5604   5604               god        trust
## 5605   5605           godless        anger
## 5606   5606           godless     negative
## 5607   5607             godly          joy
## 5608   5608             godly     positive
## 5609   5609             godly        trust
## 5610   5610           godsend          joy
## 5611   5611           godsend     positive
## 5612   5612           godsend     surprise
## 5613   5613              gold     positive
## 5614   5614         gonorrhea        anger
## 5615   5615         gonorrhea      disgust
## 5616   5616         gonorrhea         fear
## 5617   5617         gonorrhea     negative
## 5618   5618         gonorrhea      sadness
## 5619   5619               goo      disgust
## 5620   5620               goo     negative
## 5621   5621              good anticipation
## 5622   5622              good          joy
## 5623   5623              good     positive
## 5624   5624              good     surprise
## 5625   5625              good        trust
## 5626   5626            goodly     positive
## 5627   5627          goodness anticipation
## 5628   5628          goodness          joy
## 5629   5629          goodness     positive
## 5630   5630          goodness     surprise
## 5631   5631          goodness        trust
## 5632   5632             goods     positive
## 5633   5633          goodwill     positive
## 5634   5634              gore        anger
## 5635   5635              gore      disgust
## 5636   5636              gore         fear
## 5637   5637              gore     negative
## 5638   5638              gore      sadness
## 5639   5639             gorge      disgust
## 5640   5640             gorge     negative
## 5641   5641          gorgeous          joy
## 5642   5642          gorgeous     positive
## 5643   5643           gorilla     negative
## 5644   5644              gory        anger
## 5645   5645              gory      disgust
## 5646   5646              gory         fear
## 5647   5647              gory     negative
## 5648   5648              gory      sadness
## 5649   5649            gospel     positive
## 5650   5650            gospel        trust
## 5651   5651            gossip     negative
## 5652   5652             gouge     negative
## 5653   5653              gout     negative
## 5654   5654            govern     positive
## 5655   5655            govern        trust
## 5656   5656         governess        trust
## 5657   5657        government         fear
## 5658   5658        government     negative
## 5659   5659          governor        trust
## 5660   5660              grab        anger
## 5661   5661              grab     negative
## 5662   5662             grace     positive
## 5663   5663          graceful     positive
## 5664   5664          gracious     positive
## 5665   5665        graciously     positive
## 5666   5666           gradual anticipation
## 5667   5667        graduation anticipation
## 5668   5668        graduation         fear
## 5669   5669        graduation          joy
## 5670   5670        graduation     positive
## 5671   5671        graduation     surprise
## 5672   5672        graduation        trust
## 5673   5673           grammar        trust
## 5674   5674     grandchildren anticipation
## 5675   5675     grandchildren          joy
## 5676   5676     grandchildren     positive
## 5677   5677     grandchildren        trust
## 5678   5678          grandeur     positive
## 5679   5679       grandfather        trust
## 5680   5680       grandmother     positive
## 5681   5681             grant anticipation
## 5682   5682             grant          joy
## 5683   5683             grant     positive
## 5684   5684             grant        trust
## 5685   5685           granted     positive
## 5686   5686          grasping anticipation
## 5687   5687          grasping     negative
## 5688   5688             grate     negative
## 5689   5689            grated        anger
## 5690   5690            grated     negative
## 5691   5691          grateful     positive
## 5692   5692           gratify          joy
## 5693   5693           gratify     positive
## 5694   5694           gratify     surprise
## 5695   5695           grating        anger
## 5696   5696           grating      disgust
## 5697   5697           grating     negative
## 5698   5698         gratitude          joy
## 5699   5699         gratitude     positive
## 5700   5700        gratuitous      disgust
## 5701   5701             grave         fear
## 5702   5702             grave     negative
## 5703   5703             grave      sadness
## 5704   5704         gravitate anticipation
## 5705   5705              gray      disgust
## 5706   5706              gray      sadness
## 5707   5707            greasy      disgust
## 5708   5708           greater     positive
## 5709   5709         greatness          joy
## 5710   5710         greatness     positive
## 5711   5711         greatness     surprise
## 5712   5712         greatness        trust
## 5713   5713             greed        anger
## 5714   5714             greed      disgust
## 5715   5715             greed     negative
## 5716   5716            greedy      disgust
## 5717   5717            greedy     negative
## 5718   5718             green          joy
## 5719   5719             green     positive
## 5720   5720             green        trust
## 5721   5721          greeting     positive
## 5722   5722          greeting     surprise
## 5723   5723        gregarious     positive
## 5724   5724           grenade         fear
## 5725   5725           grenade     negative
## 5726   5726             grief     negative
## 5727   5727             grief      sadness
## 5728   5728         grievance        anger
## 5729   5729         grievance      disgust
## 5730   5730         grievance     negative
## 5731   5731         grievance      sadness
## 5732   5732            grieve         fear
## 5733   5733            grieve     negative
## 5734   5734            grieve      sadness
## 5735   5735          grievous        anger
## 5736   5736          grievous         fear
## 5737   5737          grievous     negative
## 5738   5738          grievous      sadness
## 5739   5739              grim        anger
## 5740   5740              grim anticipation
## 5741   5741              grim      disgust
## 5742   5742              grim         fear
## 5743   5743              grim     negative
## 5744   5744              grim      sadness
## 5745   5745             grime      disgust
## 5746   5746             grime     negative
## 5747   5747             grimy      disgust
## 5748   5748             grimy     negative
## 5749   5749              grin anticipation
## 5750   5750              grin          joy
## 5751   5751              grin     positive
## 5752   5752              grin     surprise
## 5753   5753              grin        trust
## 5754   5754          grinding     negative
## 5755   5755            grisly      disgust
## 5756   5756            grisly         fear
## 5757   5757            grisly     negative
## 5758   5758             grist     positive
## 5759   5759              grit     positive
## 5760   5760              grit        trust
## 5761   5761           grizzly         fear
## 5762   5762           grizzly     negative
## 5763   5763             groan      disgust
## 5764   5764             groan     negative
## 5765   5765             groan      sadness
## 5766   5766             grope        anger
## 5767   5767             grope      disgust
## 5768   5768             grope         fear
## 5769   5769             grope     negative
## 5770   5770             gross      disgust
## 5771   5771             gross     negative
## 5772   5772         grotesque      disgust
## 5773   5773         grotesque     negative
## 5774   5774            ground        trust
## 5775   5775          grounded         fear
## 5776   5776          grounded     negative
## 5777   5777          grounded      sadness
## 5778   5778        groundless     negative
## 5779   5779        groundwork     positive
## 5780   5780              grow anticipation
## 5781   5781              grow          joy
## 5782   5782              grow     positive
## 5783   5783              grow        trust
## 5784   5784             growl        anger
## 5785   5785             growl         fear
## 5786   5786             growl     negative
## 5787   5787          growling        anger
## 5788   5788          growling      disgust
## 5789   5789          growling         fear
## 5790   5790          growling     negative
## 5791   5791            growth     positive
## 5792   5792            grudge        anger
## 5793   5793            grudge     negative
## 5794   5794        grudgingly     negative
## 5795   5795          gruesome      disgust
## 5796   5796          gruesome     negative
## 5797   5797             gruff        anger
## 5798   5798             gruff      disgust
## 5799   5799             gruff     negative
## 5800   5800           grumble        anger
## 5801   5801           grumble      disgust
## 5802   5802           grumble     negative
## 5803   5803            grumpy        anger
## 5804   5804            grumpy      disgust
## 5805   5805            grumpy     negative
## 5806   5806            grumpy      sadness
## 5807   5807         guarantee     positive
## 5808   5808         guarantee        trust
## 5809   5809             guard         fear
## 5810   5810             guard     positive
## 5811   5811             guard        trust
## 5812   5812           guarded        trust
## 5813   5813          guardian     positive
## 5814   5814          guardian        trust
## 5815   5815      guardianship     positive
## 5816   5816      guardianship        trust
## 5817   5817     gubernatorial     positive
## 5818   5818     gubernatorial        trust
## 5819   5819          guerilla         fear
## 5820   5820          guerilla     negative
## 5821   5821             guess     surprise
## 5822   5822          guidance     positive
## 5823   5823          guidance        trust
## 5824   5824             guide     positive
## 5825   5825             guide        trust
## 5826   5826         guidebook     positive
## 5827   5827         guidebook        trust
## 5828   5828             guile     negative
## 5829   5829        guillotine        anger
## 5830   5830        guillotine anticipation
## 5831   5831        guillotine      disgust
## 5832   5832        guillotine         fear
## 5833   5833        guillotine     negative
## 5834   5834        guillotine      sadness
## 5835   5835             guilt      disgust
## 5836   5836             guilt     negative
## 5837   5837             guilt      sadness
## 5838   5838            guilty        anger
## 5839   5839            guilty     negative
## 5840   5840            guilty      sadness
## 5841   5841             guise     negative
## 5842   5842              gull     negative
## 5843   5843          gullible     negative
## 5844   5844          gullible      sadness
## 5845   5845          gullible        trust
## 5846   5846              gulp         fear
## 5847   5847              gulp     surprise
## 5848   5848               gun        anger
## 5849   5849               gun         fear
## 5850   5850               gun     negative
## 5851   5851         gunpowder         fear
## 5852   5852              guru     positive
## 5853   5853              guru        trust
## 5854   5854              gush      disgust
## 5855   5855              gush          joy
## 5856   5856              gush     negative
## 5857   5857            gusset        trust
## 5858   5858               gut      disgust
## 5859   5859              guts     positive
## 5860   5860            gutter      disgust
## 5861   5861          guzzling     negative
## 5862   5862           gymnast     positive
## 5863   5863             gypsy     negative
## 5864   5864           habitat     positive
## 5865   5865          habitual anticipation
## 5866   5866               hag      disgust
## 5867   5867               hag         fear
## 5868   5868               hag     negative
## 5869   5869           haggard     negative
## 5870   5870           haggard      sadness
## 5871   5871              hail     negative
## 5872   5872              hail     positive
## 5873   5873              hail        trust
## 5874   5874             hairy      disgust
## 5875   5875             hairy     negative
## 5876   5876              hale     positive
## 5877   5877           halfway     negative
## 5878   5878     hallucination         fear
## 5879   5879     hallucination     negative
## 5880   5880            halter        anger
## 5881   5881            halter         fear
## 5882   5882            halter     negative
## 5883   5883            halter      sadness
## 5884   5884           halting         fear
## 5885   5885           halting     negative
## 5886   5886           halting      sadness
## 5887   5887            hamper     negative
## 5888   5888         hamstring        anger
## 5889   5889         hamstring     negative
## 5890   5890         hamstring      sadness
## 5891   5891          handbook        trust
## 5892   5892          handicap     negative
## 5893   5893          handicap      sadness
## 5894   5894             handy     positive
## 5895   5895           hanging        anger
## 5896   5896           hanging      disgust
## 5897   5897           hanging         fear
## 5898   5898           hanging     negative
## 5899   5899           hanging      sadness
## 5900   5900           hangman         fear
## 5901   5901           hangman     negative
## 5902   5902         hankering anticipation
## 5903   5903               hap anticipation
## 5904   5904               hap     surprise
## 5905   5905            happen anticipation
## 5906   5906           happily          joy
## 5907   5907           happily     positive
## 5908   5908         happiness anticipation
## 5909   5909         happiness          joy
## 5910   5910         happiness     positive
## 5911   5911             happy anticipation
## 5912   5912             happy          joy
## 5913   5913             happy     positive
## 5914   5914             happy        trust
## 5915   5915            harass        anger
## 5916   5916            harass      disgust
## 5917   5917            harass     negative
## 5918   5918         harassing        anger
## 5919   5919         harbinger        anger
## 5920   5920         harbinger anticipation
## 5921   5921         harbinger         fear
## 5922   5922         harbinger     negative
## 5923   5923            harbor        trust
## 5924   5924          hardened        anger
## 5925   5925          hardened      disgust
## 5926   5926          hardened         fear
## 5927   5927          hardened     negative
## 5928   5928          hardness     negative
## 5929   5929          hardship     negative
## 5930   5930          hardship      sadness
## 5931   5931             hardy          joy
## 5932   5932             hardy     positive
## 5933   5933             hardy        trust
## 5934   5934            harlot      disgust
## 5935   5935            harlot     negative
## 5936   5936              harm         fear
## 5937   5937              harm     negative
## 5938   5938           harmful        anger
## 5939   5939           harmful      disgust
## 5940   5940           harmful         fear
## 5941   5941           harmful     negative
## 5942   5942           harmful      sadness
## 5943   5943      harmoniously          joy
## 5944   5944      harmoniously     positive
## 5945   5945      harmoniously        trust
## 5946   5946           harmony          joy
## 5947   5947           harmony     positive
## 5948   5948           harmony        trust
## 5949   5949         harrowing         fear
## 5950   5950         harrowing     negative
## 5951   5951             harry        anger
## 5952   5952             harry     negative
## 5953   5953             harry      sadness
## 5954   5954         harshness        anger
## 5955   5955         harshness         fear
## 5956   5956         harshness     negative
## 5957   5957           harvest anticipation
## 5958   5958           harvest          joy
## 5959   5959           harvest     positive
## 5960   5960              hash     negative
## 5961   5961           hashish     negative
## 5962   5962             haste anticipation
## 5963   5963             hasty     negative
## 5964   5964              hate        anger
## 5965   5965              hate      disgust
## 5966   5966              hate         fear
## 5967   5967              hate     negative
## 5968   5968              hate      sadness
## 5969   5969           hateful        anger
## 5970   5970           hateful      disgust
## 5971   5971           hateful         fear
## 5972   5972           hateful     negative
## 5973   5973           hateful      sadness
## 5974   5974            hating        anger
## 5975   5975            hating     negative
## 5976   5976            hatred        anger
## 5977   5977            hatred      disgust
## 5978   5978            hatred         fear
## 5979   5979            hatred     negative
## 5980   5980            hatred      sadness
## 5981   5981           haughty        anger
## 5982   5982           haughty     negative
## 5983   5983             haunt         fear
## 5984   5984             haunt     negative
## 5985   5985           haunted         fear
## 5986   5986           haunted     negative
## 5987   5987           haunted      sadness
## 5988   5988             haven     positive
## 5989   5989             haven        trust
## 5990   5990             havoc        anger
## 5991   5991             havoc         fear
## 5992   5992             havoc     negative
## 5993   5993              hawk         fear
## 5994   5994            hazard         fear
## 5995   5995            hazard     negative
## 5996   5996         hazardous         fear
## 5997   5997         hazardous     negative
## 5998   5998              haze         fear
## 5999   5999              haze     negative
## 6000   6000          headache     negative
## 6001   6001         headlight anticipation
## 6002   6002           headway     positive
## 6003   6003             heady     negative
## 6004   6004              heal          joy
## 6005   6005              heal     positive
## 6006   6006              heal        trust
## 6007   6007           healing anticipation
## 6008   6008           healing          joy
## 6009   6009           healing     positive
## 6010   6010           healing        trust
## 6011   6011         healthful          joy
## 6012   6012         healthful     positive
## 6013   6013           healthy     positive
## 6014   6014           hearing         fear
## 6015   6015           hearing     negative
## 6016   6016           hearsay     negative
## 6017   6017            hearse         fear
## 6018   6018            hearse     negative
## 6019   6019            hearse      sadness
## 6020   6020         heartache     negative
## 6021   6021         heartache      sadness
## 6022   6022         heartburn     negative
## 6023   6023         heartfelt          joy
## 6024   6024         heartfelt     positive
## 6025   6025         heartfelt      sadness
## 6026   6026         heartfelt        trust
## 6027   6027            hearth     positive
## 6028   6028          heartily          joy
## 6029   6029          heartily     positive
## 6030   6030         heartless     negative
## 6031   6031         heartless      sadness
## 6032   6032         heartworm      disgust
## 6033   6033           heathen         fear
## 6034   6034           heathen     negative
## 6035   6035          heavenly anticipation
## 6036   6036          heavenly          joy
## 6037   6037          heavenly     positive
## 6038   6038          heavenly        trust
## 6039   6039           heavens          joy
## 6040   6040           heavens     positive
## 6041   6041           heavens        trust
## 6042   6042           heavily     negative
## 6043   6043          hedonism          joy
## 6044   6044          hedonism     negative
## 6045   6045          hedonism     positive
## 6046   6046              heel     negative
## 6047   6047              heft anticipation
## 6048   6048              heft         fear
## 6049   6049              heft     positive
## 6050   6050          heighten         fear
## 6051   6051          heighten     negative
## 6052   6052           heinous     negative
## 6053   6053              hell        anger
## 6054   6054              hell      disgust
## 6055   6055              hell         fear
## 6056   6056              hell     negative
## 6057   6057              hell      sadness
## 6058   6058           hellish        anger
## 6059   6059           hellish      disgust
## 6060   6060           hellish         fear
## 6061   6061           hellish     negative
## 6062   6062           hellish      sadness
## 6063   6063            helmet         fear
## 6064   6064            helmet     positive
## 6065   6065            helper     positive
## 6066   6066            helper        trust
## 6067   6067           helpful          joy
## 6068   6068           helpful     positive
## 6069   6069           helpful        trust
## 6070   6070          helpless         fear
## 6071   6071          helpless     negative
## 6072   6072          helpless      sadness
## 6073   6073      helplessness         fear
## 6074   6074      helplessness     negative
## 6075   6075      helplessness      sadness
## 6076   6076        hemorrhage      disgust
## 6077   6077        hemorrhage         fear
## 6078   6078        hemorrhage     negative
## 6079   6079        hemorrhage      sadness
## 6080   6080       hemorrhoids     negative
## 6081   6081            herbal     positive
## 6082   6082            heresy     negative
## 6083   6083           heretic      disgust
## 6084   6084           heretic     negative
## 6085   6085          heritage        trust
## 6086   6086     hermaphrodite     negative
## 6087   6087     hermaphrodite     surprise
## 6088   6088            hermit      sadness
## 6089   6089            hermit        trust
## 6090   6090              hero anticipation
## 6091   6091              hero          joy
## 6092   6092              hero     positive
## 6093   6093              hero     surprise
## 6094   6094              hero        trust
## 6095   6095            heroic          joy
## 6096   6096            heroic     positive
## 6097   6097            heroic     surprise
## 6098   6098            heroic        trust
## 6099   6099           heroics     positive
## 6100   6100            heroin     negative
## 6101   6101           heroine     positive
## 6102   6102           heroine        trust
## 6103   6103           heroism anticipation
## 6104   6104           heroism          joy
## 6105   6105           heroism     positive
## 6106   6106           heroism     surprise
## 6107   6107           heroism        trust
## 6108   6108            herpes      disgust
## 6109   6109            herpes     negative
## 6110   6110       herpesvirus      disgust
## 6111   6111       herpesvirus     negative
## 6112   6112        hesitation         fear
## 6113   6113        hesitation     negative
## 6114   6114            heyday anticipation
## 6115   6115            heyday          joy
## 6116   6116            heyday     positive
## 6117   6117            heyday        trust
## 6118   6118            hidden     negative
## 6119   6119              hide         fear
## 6120   6120           hideous      disgust
## 6121   6121           hideous         fear
## 6122   6122           hideous     negative
## 6123   6123           hideous      sadness
## 6124   6124            hiding         fear
## 6125   6125           highest anticipation
## 6126   6126           highest         fear
## 6127   6127           highest          joy
## 6128   6128           highest     negative
## 6129   6129           highest     positive
## 6130   6130           highest     surprise
## 6131   6131         hilarious          joy
## 6132   6132         hilarious     positive
## 6133   6133         hilarious     surprise
## 6134   6134          hilarity          joy
## 6135   6135          hilarity     positive
## 6136   6136         hindering     negative
## 6137   6137         hindering      sadness
## 6138   6138         hindrance     negative
## 6139   6139            hippie     negative
## 6140   6140              hire anticipation
## 6141   6141              hire          joy
## 6142   6142              hire     positive
## 6143   6143              hire        trust
## 6144   6144              hiss        anger
## 6145   6145              hiss         fear
## 6146   6146              hiss     negative
## 6147   6147           hissing     negative
## 6148   6148               hit        anger
## 6149   6149               hit     negative
## 6150   6150          hitherto     negative
## 6151   6151              hive     negative
## 6152   6152            hoarse     negative
## 6153   6153             hoary     negative
## 6154   6154             hoary      sadness
## 6155   6155              hoax        anger
## 6156   6156              hoax      disgust
## 6157   6157              hoax     negative
## 6158   6158              hoax      sadness
## 6159   6159              hoax     surprise
## 6160   6160             hobby          joy
## 6161   6161             hobby     positive
## 6162   6162              hobo     negative
## 6163   6163              hobo      sadness
## 6164   6164               hog      disgust
## 6165   6165               hog     negative
## 6166   6166           holiday anticipation
## 6167   6167           holiday          joy
## 6168   6168           holiday     positive
## 6169   6169          holiness anticipation
## 6170   6170          holiness         fear
## 6171   6171          holiness          joy
## 6172   6172          holiness     positive
## 6173   6173          holiness     surprise
## 6174   6174          holiness        trust
## 6175   6175            hollow     negative
## 6176   6176            hollow      sadness
## 6177   6177         holocaust        anger
## 6178   6178         holocaust      disgust
## 6179   6179         holocaust         fear
## 6180   6180         holocaust     negative
## 6181   6181         holocaust      sadness
## 6182   6182              holy     positive
## 6183   6183            homage     positive
## 6184   6184          homeless        anger
## 6185   6185          homeless anticipation
## 6186   6186          homeless      disgust
## 6187   6187          homeless         fear
## 6188   6188          homeless     negative
## 6189   6189          homeless      sadness
## 6190   6190          homesick     negative
## 6191   6191          homesick      sadness
## 6192   6192          homework         fear
## 6193   6193         homicidal        anger
## 6194   6194         homicidal         fear
## 6195   6195         homicidal     negative
## 6196   6196          homicide        anger
## 6197   6197          homicide      disgust
## 6198   6198          homicide         fear
## 6199   6199          homicide     negative
## 6200   6200          homicide      sadness
## 6201   6201          homology     positive
## 6202   6202            honest        anger
## 6203   6203            honest      disgust
## 6204   6204            honest         fear
## 6205   6205            honest          joy
## 6206   6206            honest     positive
## 6207   6207            honest      sadness
## 6208   6208            honest        trust
## 6209   6209           honesty     positive
## 6210   6210           honesty        trust
## 6211   6211             honey     positive
## 6212   6212         honeymoon anticipation
## 6213   6213         honeymoon          joy
## 6214   6214         honeymoon     positive
## 6215   6215         honeymoon     surprise
## 6216   6216         honeymoon        trust
## 6217   6217             honor     positive
## 6218   6218             honor        trust
## 6219   6219         honorable     positive
## 6220   6220         honorable        trust
## 6221   6221              hood        anger
## 6222   6222              hood      disgust
## 6223   6223              hood         fear
## 6224   6224              hood     negative
## 6225   6225            hooded         fear
## 6226   6226            hooked     negative
## 6227   6227              hoot        anger
## 6228   6228              hoot      disgust
## 6229   6229              hoot     negative
## 6230   6230              hope anticipation
## 6231   6231              hope          joy
## 6232   6232              hope     positive
## 6233   6233              hope     surprise
## 6234   6234              hope        trust
## 6235   6235           hopeful anticipation
## 6236   6236           hopeful          joy
## 6237   6237           hopeful     positive
## 6238   6238           hopeful     surprise
## 6239   6239           hopeful        trust
## 6240   6240          hopeless         fear
## 6241   6241          hopeless     negative
## 6242   6242          hopeless      sadness
## 6243   6243      hopelessness        anger
## 6244   6244      hopelessness      disgust
## 6245   6245      hopelessness         fear
## 6246   6246      hopelessness     negative
## 6247   6247      hopelessness      sadness
## 6248   6248             horde     negative
## 6249   6249             horde     surprise
## 6250   6250           horizon anticipation
## 6251   6251           horizon     positive
## 6252   6252         horoscope anticipation
## 6253   6253          horrible        anger
## 6254   6254          horrible      disgust
## 6255   6255          horrible         fear
## 6256   6256          horrible     negative
## 6257   6257          horribly     negative
## 6258   6258            horrid        anger
## 6259   6259            horrid      disgust
## 6260   6260            horrid         fear
## 6261   6261            horrid     negative
## 6262   6262            horrid      sadness
## 6263   6263          horrific        anger
## 6264   6264          horrific      disgust
## 6265   6265          horrific         fear
## 6266   6266          horrific     negative
## 6267   6267          horrific      sadness
## 6268   6268         horrified         fear
## 6269   6269         horrified     negative
## 6270   6270        horrifying      disgust
## 6271   6271        horrifying         fear
## 6272   6272        horrifying     negative
## 6273   6273        horrifying      sadness
## 6274   6274            horror        anger
## 6275   6275            horror      disgust
## 6276   6276            horror         fear
## 6277   6277            horror     negative
## 6278   6278            horror      sadness
## 6279   6279            horror     surprise
## 6280   6280           horrors         fear
## 6281   6281           horrors     negative
## 6282   6282           horrors      sadness
## 6283   6283             horse        trust
## 6284   6284           hospice      sadness
## 6285   6285          hospital         fear
## 6286   6286          hospital      sadness
## 6287   6287          hospital        trust
## 6288   6288       hospitality     positive
## 6289   6289           hostage        anger
## 6290   6290           hostage         fear
## 6291   6291           hostage     negative
## 6292   6292           hostile        anger
## 6293   6293           hostile      disgust
## 6294   6294           hostile         fear
## 6295   6295           hostile     negative
## 6296   6296       hostilities        anger
## 6297   6297       hostilities         fear
## 6298   6298       hostilities     negative
## 6299   6299         hostility        anger
## 6300   6300         hostility      disgust
## 6301   6301         hostility     negative
## 6302   6302               hot        anger
## 6303   6303         household     positive
## 6304   6304      housekeeping     positive
## 6305   6305              howl        anger
## 6306   6306              howl      disgust
## 6307   6307              howl         fear
## 6308   6308              howl     negative
## 6309   6309              howl      sadness
## 6310   6310              howl     surprise
## 6311   6311              huff        anger
## 6312   6312              huff      disgust
## 6313   6313              huff     negative
## 6314   6314               hug          joy
## 6315   6315               hug     positive
## 6316   6316               hug        trust
## 6317   6317              hulk      disgust
## 6318   6318            humane     positive
## 6319   6319      humanitarian anticipation
## 6320   6320      humanitarian          joy
## 6321   6321      humanitarian     positive
## 6322   6322      humanitarian     surprise
## 6323   6323      humanitarian        trust
## 6324   6324          humanity          joy
## 6325   6325          humanity     positive
## 6326   6326          humanity        trust
## 6327   6327            humble      disgust
## 6328   6328            humble     negative
## 6329   6329            humble     positive
## 6330   6330            humble      sadness
## 6331   6331           humbled     positive
## 6332   6332           humbled      sadness
## 6333   6333            humbly     positive
## 6334   6334            humbug        anger
## 6335   6335            humbug      disgust
## 6336   6336            humbug     negative
## 6337   6337            humbug      sadness
## 6338   6338         humiliate        anger
## 6339   6339         humiliate     negative
## 6340   6340         humiliate      sadness
## 6341   6341       humiliating      disgust
## 6342   6342       humiliating     negative
## 6343   6343       humiliation      disgust
## 6344   6344       humiliation     negative
## 6345   6345       humiliation      sadness
## 6346   6346          humility     positive
## 6347   6347          humility        trust
## 6348   6348          humorist     positive
## 6349   6349          humorous          joy
## 6350   6350          humorous     positive
## 6351   6351             hunch     negative
## 6352   6352            hungry anticipation
## 6353   6353            hungry     negative
## 6354   6354            hunter anticipation
## 6355   6355            hunter         fear
## 6356   6356            hunter     negative
## 6357   6357            hunter      sadness
## 6358   6358           hunting        anger
## 6359   6359           hunting anticipation
## 6360   6360           hunting         fear
## 6361   6361           hunting     negative
## 6362   6362            hurrah          joy
## 6363   6363            hurrah     positive
## 6364   6364         hurricane         fear
## 6365   6365         hurricane     negative
## 6366   6366           hurried anticipation
## 6367   6367           hurried     negative
## 6368   6368             hurry anticipation
## 6369   6369              hurt        anger
## 6370   6370              hurt         fear
## 6371   6371              hurt     negative
## 6372   6372              hurt      sadness
## 6373   6373           hurtful        anger
## 6374   6374           hurtful      disgust
## 6375   6375           hurtful         fear
## 6376   6376           hurtful     negative
## 6377   6377           hurtful      sadness
## 6378   6378           hurting        anger
## 6379   6379           hurting         fear
## 6380   6380           hurting     negative
## 6381   6381           hurting      sadness
## 6382   6382         husbandry     positive
## 6383   6383         husbandry        trust
## 6384   6384              hush     positive
## 6385   6385           hustler     negative
## 6386   6386               hut     positive
## 6387   6387               hut      sadness
## 6388   6388             hydra         fear
## 6389   6389             hydra     negative
## 6390   6390     hydrocephalus      disgust
## 6391   6391     hydrocephalus         fear
## 6392   6392     hydrocephalus     negative
## 6393   6393     hydrocephalus      sadness
## 6394   6394          hygienic     positive
## 6395   6395              hymn anticipation
## 6396   6396              hymn          joy
## 6397   6397              hymn     positive
## 6398   6398              hymn      sadness
## 6399   6399              hymn        trust
## 6400   6400              hype anticipation
## 6401   6401              hype     negative
## 6402   6402         hyperbole     negative
## 6403   6403       hypertrophy      disgust
## 6404   6404       hypertrophy         fear
## 6405   6405       hypertrophy     surprise
## 6406   6406         hypocrisy     negative
## 6407   6407         hypocrite      disgust
## 6408   6408         hypocrite     negative
## 6409   6409      hypocritical      disgust
## 6410   6410      hypocritical     negative
## 6411   6411        hypothesis anticipation
## 6412   6412        hypothesis     surprise
## 6413   6413          hysteria         fear
## 6414   6414          hysteria     negative
## 6415   6415        hysterical        anger
## 6416   6416        hysterical         fear
## 6417   6417        hysterical     negative
## 6418   6418          idealism     positive
## 6419   6419            idiocy        anger
## 6420   6420            idiocy      disgust
## 6421   6421            idiocy     negative
## 6422   6422            idiocy      sadness
## 6423   6423             idiot      disgust
## 6424   6424             idiot     negative
## 6425   6425           idiotic        anger
## 6426   6426           idiotic      disgust
## 6427   6427           idiotic     negative
## 6428   6428             idler     negative
## 6429   6429              idol     positive
## 6430   6430          idolatry      disgust
## 6431   6431          idolatry         fear
## 6432   6432          idolatry     negative
## 6433   6433         ignorance     negative
## 6434   6434          ignorant      disgust
## 6435   6435          ignorant     negative
## 6436   6436            ignore     negative
## 6437   6437               ill        anger
## 6438   6438               ill      disgust
## 6439   6439               ill         fear
## 6440   6440               ill     negative
## 6441   6441               ill      sadness
## 6442   6442           illegal        anger
## 6443   6443           illegal      disgust
## 6444   6444           illegal         fear
## 6445   6445           illegal     negative
## 6446   6446           illegal      sadness
## 6447   6447        illegality        anger
## 6448   6448        illegality      disgust
## 6449   6449        illegality         fear
## 6450   6450        illegality     negative
## 6451   6451         illegible     negative
## 6452   6452      illegitimate        anger
## 6453   6453      illegitimate      disgust
## 6454   6454      illegitimate         fear
## 6455   6455      illegitimate     negative
## 6456   6456      illegitimate      sadness
## 6457   6457      illegitimate     surprise
## 6458   6458           illicit        anger
## 6459   6459           illicit      disgust
## 6460   6460           illicit         fear
## 6461   6461           illicit     negative
## 6462   6462        illiterate      disgust
## 6463   6463        illiterate     negative
## 6464   6464           illness         fear
## 6465   6465           illness     negative
## 6466   6466           illness      sadness
## 6467   6467         illogical     negative
## 6468   6468        illuminate anticipation
## 6469   6469        illuminate          joy
## 6470   6470        illuminate     positive
## 6471   6471        illuminate     surprise
## 6472   6472      illumination          joy
## 6473   6473      illumination     positive
## 6474   6474      illumination     surprise
## 6475   6475      illumination        trust
## 6476   6476          illusion     negative
## 6477   6477          illusion     surprise
## 6478   6478        illustrate     positive
## 6479   6479       illustrious     positive
## 6480   6480       imaginative     positive
## 6481   6481          imitated     negative
## 6482   6482         imitation     negative
## 6483   6483        immaculate          joy
## 6484   6484        immaculate     positive
## 6485   6485        immaculate        trust
## 6486   6486          immature anticipation
## 6487   6487          immature     negative
## 6488   6488        immaturity        anger
## 6489   6489        immaturity anticipation
## 6490   6490        immaturity     negative
## 6491   6491         immediacy     surprise
## 6492   6492       immediately anticipation
## 6493   6493       immediately     negative
## 6494   6494       immediately     positive
## 6495   6495           immense     positive
## 6496   6496           immerse anticipation
## 6497   6497           immerse         fear
## 6498   6498           immerse          joy
## 6499   6499           immerse     positive
## 6500   6500           immerse     surprise
## 6501   6501           immerse        trust
## 6502   6502         immigrant         fear
## 6503   6503          imminent anticipation
## 6504   6504          imminent         fear
## 6505   6505           immoral        anger
## 6506   6506           immoral      disgust
## 6507   6507           immoral         fear
## 6508   6508           immoral     negative
## 6509   6509           immoral      sadness
## 6510   6510        immorality        anger
## 6511   6511        immorality      disgust
## 6512   6512        immorality     negative
## 6513   6513          immortal     positive
## 6514   6514       immortality anticipation
## 6515   6515         immovable     negative
## 6516   6516         immovable     positive
## 6517   6517         immovable        trust
## 6518   6518      immunization        trust
## 6519   6519            impair     negative
## 6520   6520        impairment     negative
## 6521   6521            impart     positive
## 6522   6522            impart        trust
## 6523   6523         impartial     positive
## 6524   6524         impartial        trust
## 6525   6525      impartiality     positive
## 6526   6526      impartiality        trust
## 6527   6527        impassable     negative
## 6528   6528        impatience     negative
## 6529   6529         impatient anticipation
## 6530   6530         impatient     negative
## 6531   6531           impeach      disgust
## 6532   6532           impeach         fear
## 6533   6533           impeach     negative
## 6534   6534       impeachment     negative
## 6535   6535        impeccable     positive
## 6536   6536        impeccable        trust
## 6537   6537            impede     negative
## 6538   6538         impending anticipation
## 6539   6539         impending         fear
## 6540   6540      impenetrable        trust
## 6541   6541      imperfection     negative
## 6542   6542       imperfectly     negative
## 6543   6543       impermeable        anger
## 6544   6544       impermeable         fear
## 6545   6545       impersonate     negative
## 6546   6546     impersonation     negative
## 6547   6547        impervious     positive
## 6548   6548        implacable     negative
## 6549   6549         implicate        anger
## 6550   6550         implicate     negative
## 6551   6551          impolite      disgust
## 6552   6552          impolite     negative
## 6553   6553        importance anticipation
## 6554   6554        importance     positive
## 6555   6555         important     positive
## 6556   6556         important        trust
## 6557   6557        imposition     negative
## 6558   6558        impossible     negative
## 6559   6559        impossible      sadness
## 6560   6560         impotence        anger
## 6561   6561         impotence         fear
## 6562   6562         impotence     negative
## 6563   6563         impotence      sadness
## 6564   6564          impotent     negative
## 6565   6565           impound     negative
## 6566   6566     impracticable     negative
## 6567   6567           impress     positive
## 6568   6568        impression     positive
## 6569   6569    impressionable        trust
## 6570   6570          imprison     negative
## 6571   6571        imprisoned        anger
## 6572   6572        imprisoned      disgust
## 6573   6573        imprisoned         fear
## 6574   6574        imprisoned     negative
## 6575   6575        imprisoned      sadness
## 6576   6576      imprisonment        anger
## 6577   6577      imprisonment      disgust
## 6578   6578      imprisonment         fear
## 6579   6579      imprisonment     negative
## 6580   6580      imprisonment      sadness
## 6581   6581       impropriety     negative
## 6582   6582           improve anticipation
## 6583   6583           improve          joy
## 6584   6584           improve     positive
## 6585   6585           improve        trust
## 6586   6586          improved     positive
## 6587   6587       improvement          joy
## 6588   6588       improvement     positive
## 6589   6589       improvement        trust
## 6590   6590         improving     positive
## 6591   6591     improvisation     surprise
## 6592   6592         improvise anticipation
## 6593   6593         improvise     positive
## 6594   6594         improvise     surprise
## 6595   6595         imprudent     negative
## 6596   6596         imprudent      sadness
## 6597   6597            impure      disgust
## 6598   6598            impure     negative
## 6599   6599          impurity      disgust
## 6600   6600          impurity     negative
## 6601   6601        imputation     negative
## 6602   6602         inability     negative
## 6603   6603         inability      sadness
## 6604   6604      inaccessible     negative
## 6605   6605        inaccurate     negative
## 6606   6606          inaction     negative
## 6607   6607        inactivity     negative
## 6608   6608        inadequacy     negative
## 6609   6609        inadequate     negative
## 6610   6610        inadequate      sadness
## 6611   6611      inadmissible        anger
## 6612   6612      inadmissible      disgust
## 6613   6613      inadmissible     negative
## 6614   6614       inalienable     positive
## 6615   6615             inane     negative
## 6616   6616      inapplicable     negative
## 6617   6617     inappropriate        anger
## 6618   6618     inappropriate      disgust
## 6619   6619     inappropriate     negative
## 6620   6620     inappropriate      sadness
## 6621   6621       inattention        anger
## 6622   6622       inattention     negative
## 6623   6623         inaudible     negative
## 6624   6624         inaugural anticipation
## 6625   6625      inauguration anticipation
## 6626   6626      inauguration          joy
## 6627   6627      inauguration     positive
## 6628   6628      inauguration        trust
## 6629   6629      incalculable     negative
## 6630   6630        incapacity     negative
## 6631   6631     incarceration        anger
## 6632   6632     incarceration      disgust
## 6633   6633     incarceration         fear
## 6634   6634     incarceration     negative
## 6635   6635     incarceration      sadness
## 6636   6636            incase        anger
## 6637   6637            incase      disgust
## 6638   6638            incase         fear
## 6639   6639            incase     negative
## 6640   6640            incase      sadness
## 6641   6641        incendiary        anger
## 6642   6642        incendiary         fear
## 6643   6643        incendiary     negative
## 6644   6644        incendiary     surprise
## 6645   6645           incense        anger
## 6646   6646           incense     negative
## 6647   6647         incessant     negative
## 6648   6648            incest        anger
## 6649   6649            incest      disgust
## 6650   6650            incest         fear
## 6651   6651            incest     negative
## 6652   6652            incest      sadness
## 6653   6653        incestuous      disgust
## 6654   6654        incestuous     negative
## 6655   6655          incident     surprise
## 6656   6656      incineration     negative
## 6657   6657          incisive     positive
## 6658   6658            incite        anger
## 6659   6659            incite anticipation
## 6660   6660            incite         fear
## 6661   6661            incite     negative
## 6662   6662         inclement     negative
## 6663   6663           incline        trust
## 6664   6664           include     positive
## 6665   6665          included     positive
## 6666   6666         including     positive
## 6667   6667         inclusion        trust
## 6668   6668         inclusive     positive
## 6669   6669        incoherent     negative
## 6670   6670            income anticipation
## 6671   6671            income          joy
## 6672   6672            income     negative
## 6673   6673            income     positive
## 6674   6674            income      sadness
## 6675   6675            income        trust
## 6676   6676      incompatible        anger
## 6677   6677      incompatible      disgust
## 6678   6678      incompatible     negative
## 6679   6679      incompatible      sadness
## 6680   6680      incompetence     negative
## 6681   6681       incompetent        anger
## 6682   6682       incompetent     negative
## 6683   6683       incompetent      sadness
## 6684   6684    incompleteness     negative
## 6685   6685  incomprehensible     negative
## 6686   6686       incongruous        anger
## 6687   6687       incongruous     negative
## 6688   6688   inconsequential     negative
## 6689   6689   inconsequential      sadness
## 6690   6690     inconsiderate        anger
## 6691   6691     inconsiderate      disgust
## 6692   6692     inconsiderate     negative
## 6693   6693     inconsiderate      sadness
## 6694   6694     inconsistency     negative
## 6695   6695      incontinence     surprise
## 6696   6696      inconvenient        anger
## 6697   6697      inconvenient      disgust
## 6698   6698      inconvenient     negative
## 6699   6699      inconvenient      sadness
## 6700   6700         incorrect     negative
## 6701   6701          increase     positive
## 6702   6702       incredulous        anger
## 6703   6703       incredulous      disgust
## 6704   6704       incredulous     negative
## 6705   6705     incrimination         fear
## 6706   6706     incrimination     negative
## 6707   6707     incrimination      sadness
## 6708   6708           incubus      disgust
## 6709   6709           incubus         fear
## 6710   6710           incubus     negative
## 6711   6711             incur     negative
## 6712   6712         incurable        anger
## 6713   6713         incurable      disgust
## 6714   6714         incurable         fear
## 6715   6715         incurable     negative
## 6716   6716         incurable      sadness
## 6717   6717         incursion         fear
## 6718   6718         incursion     negative
## 6719   6719         indecency        anger
## 6720   6720         indecency      disgust
## 6721   6721          indecent      disgust
## 6722   6722          indecent     negative
## 6723   6723        indecision     negative
## 6724   6724        indecisive     negative
## 6725   6725      indefensible         fear
## 6726   6726      indefensible     negative
## 6727   6727         indelible     positive
## 6728   6728         indelible        trust
## 6729   6729         indemnify     negative
## 6730   6730         indemnity     positive
## 6731   6731         indemnity        trust
## 6732   6732            indent        trust
## 6733   6733         indenture        anger
## 6734   6734         indenture     negative
## 6735   6735      independence anticipation
## 6736   6736      independence          joy
## 6737   6737      independence     positive
## 6738   6738      independence     surprise
## 6739   6739      independence        trust
## 6740   6740    indestructible     positive
## 6741   6741    indestructible        trust
## 6742   6742     indeterminate     negative
## 6743   6743            indict        anger
## 6744   6744            indict         fear
## 6745   6745            indict     negative
## 6746   6746        indictment         fear
## 6747   6747        indictment     negative
## 6748   6748      indifference        anger
## 6749   6749      indifference      disgust
## 6750   6750      indifference         fear
## 6751   6751      indifference     negative
## 6752   6752      indifference      sadness
## 6753   6753          indigent     negative
## 6754   6754          indigent      sadness
## 6755   6755         indignant        anger
## 6756   6756         indignant     negative
## 6757   6757       indignation        anger
## 6758   6758       indignation      disgust
## 6759   6759       indignation     negative
## 6760   6760        indistinct     negative
## 6761   6761     individuality     positive
## 6762   6762       indivisible        trust
## 6763   6763    indoctrination        anger
## 6764   6764    indoctrination         fear
## 6765   6765    indoctrination     negative
## 6766   6766          indolent     negative
## 6767   6767       indomitable         fear
## 6768   6768       indomitable     positive
## 6769   6769         ineffable     positive
## 6770   6770       ineffective     negative
## 6771   6771       ineffectual      disgust
## 6772   6772       ineffectual     negative
## 6773   6773      inefficiency      disgust
## 6774   6774      inefficiency     negative
## 6775   6775      inefficiency      sadness
## 6776   6776       inefficient     negative
## 6777   6777       inefficient      sadness
## 6778   6778             inept        anger
## 6779   6779             inept      disgust
## 6780   6780             inept     negative
## 6781   6781        ineptitude      disgust
## 6782   6782        ineptitude         fear
## 6783   6783        ineptitude     negative
## 6784   6784        ineptitude      sadness
## 6785   6785        inequality        anger
## 6786   6786        inequality         fear
## 6787   6787        inequality     negative
## 6788   6788        inequality      sadness
## 6789   6789       inequitable     negative
## 6790   6790             inert     negative
## 6791   6791       inexcusable        anger
## 6792   6792       inexcusable      disgust
## 6793   6793       inexcusable     negative
## 6794   6794       inexcusable      sadness
## 6795   6795       inexpensive     positive
## 6796   6796      inexperience     negative
## 6797   6797     inexperienced     negative
## 6798   6798      inexplicable     negative
## 6799   6799      inexplicable     surprise
## 6800   6800     infallibility        trust
## 6801   6801        infallible     positive
## 6802   6802          infamous        anger
## 6803   6803          infamous      disgust
## 6804   6804          infamous         fear
## 6805   6805          infamous     negative
## 6806   6806            infamy     negative
## 6807   6807            infamy      sadness
## 6808   6808            infant anticipation
## 6809   6809            infant         fear
## 6810   6810            infant          joy
## 6811   6811            infant     positive
## 6812   6812            infant     surprise
## 6813   6813       infanticide        anger
## 6814   6814       infanticide anticipation
## 6815   6815       infanticide      disgust
## 6816   6816       infanticide         fear
## 6817   6817       infanticide     negative
## 6818   6818       infanticide      sadness
## 6819   6819         infantile        anger
## 6820   6820         infantile      disgust
## 6821   6821         infantile     negative
## 6822   6822           infarct         fear
## 6823   6823           infarct     negative
## 6824   6824           infarct     surprise
## 6825   6825            infect      disgust
## 6826   6826            infect     negative
## 6827   6827         infection         fear
## 6828   6828         infection     negative
## 6829   6829        infectious      disgust
## 6830   6830        infectious         fear
## 6831   6831        infectious     negative
## 6832   6832        infectious      sadness
## 6833   6833          inferior     negative
## 6834   6834          inferior      sadness
## 6835   6835       inferiority     negative
## 6836   6836           inferno        anger
## 6837   6837           inferno         fear
## 6838   6838           inferno     negative
## 6839   6839       infertility     negative
## 6840   6840       infertility      sadness
## 6841   6841       infestation      disgust
## 6842   6842       infestation         fear
## 6843   6843       infestation     negative
## 6844   6844           infidel        anger
## 6845   6845           infidel      disgust
## 6846   6846           infidel         fear
## 6847   6847           infidel     negative
## 6848   6848        infidelity        anger
## 6849   6849        infidelity      disgust
## 6850   6850        infidelity         fear
## 6851   6851        infidelity     negative
## 6852   6852        infidelity      sadness
## 6853   6853      infiltration     negative
## 6854   6854      infiltration     positive
## 6855   6855          infinite     positive
## 6856   6856          infinity anticipation
## 6857   6857          infinity          joy
## 6858   6858          infinity     positive
## 6859   6859          infinity        trust
## 6860   6860            infirm     negative
## 6861   6861         infirmity         fear
## 6862   6862         infirmity     negative
## 6863   6863      inflammation     negative
## 6864   6864          inflated     negative
## 6865   6865         inflation         fear
## 6866   6866         inflation     negative
## 6867   6867           inflict        anger
## 6868   6868           inflict         fear
## 6869   6869           inflict     negative
## 6870   6870           inflict      sadness
## 6871   6871        infliction         fear
## 6872   6872        infliction     negative
## 6873   6873        infliction      sadness
## 6874   6874         influence     negative
## 6875   6875         influence     positive
## 6876   6876       influential     positive
## 6877   6877       influential        trust
## 6878   6878         influenza     negative
## 6879   6879            inform        trust
## 6880   6880       information     positive
## 6881   6881          informer     negative
## 6882   6882        infraction        anger
## 6883   6883        infraction     negative
## 6884   6884        infrequent     surprise
## 6885   6885      infrequently     negative
## 6886   6886      infringement     negative
## 6887   6887         ingenious     positive
## 6888   6888       inheritance anticipation
## 6889   6889       inheritance          joy
## 6890   6890       inheritance     positive
## 6891   6891       inheritance     surprise
## 6892   6892       inheritance        trust
## 6893   6893           inhibit        anger
## 6894   6894           inhibit      disgust
## 6895   6895           inhibit     negative
## 6896   6896           inhibit      sadness
## 6897   6897      inhospitable     negative
## 6898   6898      inhospitable      sadness
## 6899   6899           inhuman        anger
## 6900   6900           inhuman      disgust
## 6901   6901           inhuman         fear
## 6902   6902           inhuman     negative
## 6903   6903           inhuman      sadness
## 6904   6904        inhumanity     negative
## 6905   6905        inhumanity      sadness
## 6906   6906          inimical        anger
## 6907   6907          inimical     negative
## 6908   6908          inimical      sadness
## 6909   6909        inimitable     positive
## 6910   6910        inimitable        trust
## 6911   6911          iniquity      disgust
## 6912   6912          iniquity     negative
## 6913   6913         injection         fear
## 6914   6914        injunction     negative
## 6915   6915            injure        anger
## 6916   6916            injure         fear
## 6917   6917            injure     negative
## 6918   6918            injure      sadness
## 6919   6919           injured         fear
## 6920   6920           injured     negative
## 6921   6921           injured      sadness
## 6922   6922         injurious        anger
## 6923   6923         injurious         fear
## 6924   6924         injurious     negative
## 6925   6925         injurious      sadness
## 6926   6926            injury        anger
## 6927   6927            injury         fear
## 6928   6928            injury     negative
## 6929   6929            injury      sadness
## 6930   6930         injustice        anger
## 6931   6931         injustice     negative
## 6932   6932            inmate      disgust
## 6933   6933            inmate         fear
## 6934   6934            inmate     negative
## 6935   6935         innocence     positive
## 6936   6936          innocent     positive
## 6937   6937          innocent        trust
## 6938   6938        innocently     positive
## 6939   6939         innocuous     positive
## 6940   6940          innovate     positive
## 6941   6941        innovation     positive
## 6942   6942       inoculation anticipation
## 6943   6943       inoculation        trust
## 6944   6944       inoperative        anger
## 6945   6945       inoperative     negative
## 6946   6946          inquirer     positive
## 6947   6947           inquiry anticipation
## 6948   6948           inquiry     positive
## 6949   6949       inquisitive     positive
## 6950   6950            insane        anger
## 6951   6951            insane         fear
## 6952   6952            insane     negative
## 6953   6953          insanity        anger
## 6954   6954          insanity      disgust
## 6955   6955          insanity         fear
## 6956   6956          insanity     negative
## 6957   6957          insanity      sadness
## 6958   6958          insecure        anger
## 6959   6959          insecure         fear
## 6960   6960          insecure     negative
## 6961   6961          insecure      sadness
## 6962   6962        insecurity         fear
## 6963   6963        insecurity     negative
## 6964   6964       inseparable          joy
## 6965   6965       inseparable     positive
## 6966   6966       inseparable        trust
## 6967   6967         insidious        anger
## 6968   6968         insidious      disgust
## 6969   6969         insidious         fear
## 6970   6970         insidious     negative
## 6971   6971          insignia     positive
## 6972   6972    insignificance     negative
## 6973   6973     insignificant        anger
## 6974   6974     insignificant     negative
## 6975   6975     insignificant      sadness
## 6976   6976           insipid     negative
## 6977   6977          insolent     negative
## 6978   6978        insolvency         fear
## 6979   6979        insolvency     negative
## 6980   6980        insolvency      sadness
## 6981   6981        insolvency     surprise
## 6982   6982         insolvent         fear
## 6983   6983         insolvent     negative
## 6984   6984         insolvent      sadness
## 6985   6985         insolvent        trust
## 6986   6986         inspector     positive
## 6987   6987       inspiration anticipation
## 6988   6988       inspiration          joy
## 6989   6989       inspiration     positive
## 6990   6990           inspire anticipation
## 6991   6991           inspire          joy
## 6992   6992           inspire     positive
## 6993   6993           inspire        trust
## 6994   6994          inspired          joy
## 6995   6995          inspired     positive
## 6996   6996          inspired     surprise
## 6997   6997          inspired        trust
## 6998   6998       instability      disgust
## 6999   6999       instability         fear
## 7000   7000       instability     negative
## 7001   7001           install anticipation
## 7002   7002         instigate     negative
## 7003   7003       instigation     negative
## 7004   7004       instinctive        anger
## 7005   7005       instinctive      disgust
## 7006   7006       instinctive         fear
## 7007   7007       instinctive     positive
## 7008   7008         institute        trust
## 7009   7009          instruct     positive
## 7010   7010          instruct        trust
## 7011   7011       instruction     positive
## 7012   7012       instruction        trust
## 7013   7013      instructions anticipation
## 7014   7014      instructions        trust
## 7015   7015        instructor anticipation
## 7016   7016        instructor     positive
## 7017   7017        instructor        trust
## 7018   7018      instrumental     positive
## 7019   7019     insufficiency        anger
## 7020   7020     insufficiency     negative
## 7021   7021      insufficient     negative
## 7022   7022    insufficiently     negative
## 7023   7023        insulation        trust
## 7024   7024            insult        anger
## 7025   7025            insult      disgust
## 7026   7026            insult     negative
## 7027   7027            insult      sadness
## 7028   7028            insult     surprise
## 7029   7029         insulting        anger
## 7030   7030         insulting      disgust
## 7031   7031         insulting         fear
## 7032   7032         insulting     negative
## 7033   7033         insulting      sadness
## 7034   7034            insure     positive
## 7035   7035            insure        trust
## 7036   7036         insurgent     negative
## 7037   7037    insurmountable         fear
## 7038   7038    insurmountable     negative
## 7039   7039    insurmountable      sadness
## 7040   7040      insurrection        anger
## 7041   7041      insurrection     negative
## 7042   7042            intact     positive
## 7043   7043            intact        trust
## 7044   7044         integrity     positive
## 7045   7045         integrity        trust
## 7046   7046         intellect     positive
## 7047   7047      intellectual     positive
## 7048   7048      intelligence         fear
## 7049   7049      intelligence          joy
## 7050   7050      intelligence     positive
## 7051   7051      intelligence        trust
## 7052   7052       intelligent     positive
## 7053   7053       intelligent        trust
## 7054   7054            intend        trust
## 7055   7055          intended anticipation
## 7056   7056          intended     positive
## 7057   7057           intense        anger
## 7058   7058           intense      disgust
## 7059   7059           intense         fear
## 7060   7060           intense          joy
## 7061   7061           intense     negative
## 7062   7062           intense     positive
## 7063   7063           intense     surprise
## 7064   7064           intense        trust
## 7065   7065             inter     negative
## 7066   7066             inter      sadness
## 7067   7067         intercede         fear
## 7068   7068         intercede      sadness
## 7069   7069      intercession        trust
## 7070   7070       intercourse     positive
## 7071   7071      interdiction     negative
## 7072   7072          interest     positive
## 7073   7073        interested      disgust
## 7074   7074        interested     positive
## 7075   7075        interested      sadness
## 7076   7076       interesting     positive
## 7077   7077      interference     negative
## 7078   7078           interim anticipation
## 7079   7079          interior      disgust
## 7080   7080          interior     positive
## 7081   7081          interior        trust
## 7082   7082     interlocutory     positive
## 7083   7083         interlude     positive
## 7084   7084         interment     negative
## 7085   7085         interment      sadness
## 7086   7086      interminable        anger
## 7087   7087      interminable anticipation
## 7088   7088      interminable     negative
## 7089   7089      interminable     positive
## 7090   7090      intermission anticipation
## 7091   7091       interrogate         fear
## 7092   7092     interrogation         fear
## 7093   7093         interrupt        anger
## 7094   7094         interrupt     negative
## 7095   7095         interrupt     surprise
## 7096   7096       interrupted     negative
## 7097   7097       interrupted      sadness
## 7098   7098      intervention     negative
## 7099   7099      intervention     positive
## 7100   7100      intervention      sadness
## 7101   7101       interviewer         fear
## 7102   7102         intestate     negative
## 7103   7103        intestinal      disgust
## 7104   7104          intimate anticipation
## 7105   7105          intimate          joy
## 7106   7106          intimate     positive
## 7107   7107          intimate        trust
## 7108   7108        intimately anticipation
## 7109   7109        intimately         fear
## 7110   7110        intimately          joy
## 7111   7111        intimidate         fear
## 7112   7112        intimidate     negative
## 7113   7113      intimidation        anger
## 7114   7114      intimidation         fear
## 7115   7115      intimidation     negative
## 7116   7116       intolerable        anger
## 7117   7117       intolerable     negative
## 7118   7118       intolerance        anger
## 7119   7119       intolerance      disgust
## 7120   7120       intolerance         fear
## 7121   7121       intolerance     negative
## 7122   7122        intolerant        anger
## 7123   7123        intolerant      disgust
## 7124   7124        intolerant         fear
## 7125   7125        intolerant     negative
## 7126   7126        intolerant      sadness
## 7127   7127        intonation     positive
## 7128   7128       intoxicated      disgust
## 7129   7129       intoxicated     negative
## 7130   7130       intractable        anger
## 7131   7131       intractable     negative
## 7132   7132          intrepid     positive
## 7133   7133          intrigue anticipation
## 7134   7134          intrigue         fear
## 7135   7135          intrigue     negative
## 7136   7136          intrigue     surprise
## 7137   7137          intruder        anger
## 7138   7138          intruder         fear
## 7139   7139          intruder     negative
## 7140   7140          intruder     surprise
## 7141   7141         intrusion         fear
## 7142   7142         intrusion     negative
## 7143   7143         intrusive        anger
## 7144   7144         intrusive      disgust
## 7145   7145         intrusive         fear
## 7146   7146         intrusive     negative
## 7147   7147         intrusive     surprise
## 7148   7148         intuition     positive
## 7149   7149         intuition        trust
## 7150   7150         intuitive     positive
## 7151   7151       intuitively anticipation
## 7152   7152            invade        anger
## 7153   7153            invade         fear
## 7154   7154            invade     negative
## 7155   7155            invade      sadness
## 7156   7156            invade     surprise
## 7157   7157           invader        anger
## 7158   7158           invader         fear
## 7159   7159           invader     negative
## 7160   7160           invader      sadness
## 7161   7161           invalid      sadness
## 7162   7162        invalidate     negative
## 7163   7163      invalidation     negative
## 7164   7164        invalidity     negative
## 7165   7165        invariably     positive
## 7166   7166          invasion        anger
## 7167   7167          invasion     negative
## 7168   7168         inventive     positive
## 7169   7169          inventor     positive
## 7170   7170       investigate     positive
## 7171   7171     investigation anticipation
## 7172   7172        invigorate     positive
## 7173   7173        invitation anticipation
## 7174   7174        invitation     positive
## 7175   7175            invite anticipation
## 7176   7176            invite          joy
## 7177   7177            invite     positive
## 7178   7178            invite     surprise
## 7179   7179            invite        trust
## 7180   7180          inviting anticipation
## 7181   7181          inviting          joy
## 7182   7182          inviting     positive
## 7183   7183          inviting     surprise
## 7184   7184          inviting        trust
## 7185   7185        invocation anticipation
## 7186   7186        invocation        trust
## 7187   7187            invoke anticipation
## 7188   7188       involuntary     negative
## 7189   7189        involution        anger
## 7190   7190        involution     negative
## 7191   7191       involvement        anger
## 7192   7192             irate        anger
## 7193   7193             irate     negative
## 7194   7194               ire        anger
## 7195   7195               ire     negative
## 7196   7196              iris         fear
## 7197   7197              iron     positive
## 7198   7198              iron        trust
## 7199   7199             irons     negative
## 7200   7200        irrational      disgust
## 7201   7201        irrational         fear
## 7202   7202        irrational     negative
## 7203   7203     irrationality     negative
## 7204   7204    irreconcilable        anger
## 7205   7205    irreconcilable         fear
## 7206   7206    irreconcilable     negative
## 7207   7207    irreconcilable      sadness
## 7208   7208       irreducible     positive
## 7209   7209       irrefutable     positive
## 7210   7210       irrefutable        trust
## 7211   7211         irregular     negative
## 7212   7212      irregularity     negative
## 7213   7213        irrelevant     negative
## 7214   7214       irreparable         fear
## 7215   7215       irreparable     negative
## 7216   7216       irreparable      sadness
## 7217   7217     irresponsible     negative
## 7218   7218        irreverent     negative
## 7219   7219       irrevocable     negative
## 7220   7220      irritability        anger
## 7221   7221      irritability     negative
## 7222   7222         irritable        anger
## 7223   7223         irritable     negative
## 7224   7224        irritating        anger
## 7225   7225        irritating      disgust
## 7226   7226        irritating     negative
## 7227   7227        irritation        anger
## 7228   7228        irritation      disgust
## 7229   7229        irritation     negative
## 7230   7230        irritation      sadness
## 7231   7231           isolate      sadness
## 7232   7232          isolated         fear
## 7233   7233          isolated     negative
## 7234   7234          isolated      sadness
## 7235   7235         isolation     negative
## 7236   7236         isolation      sadness
## 7237   7237               jab        anger
## 7238   7238            jabber     negative
## 7239   7239           jackpot anticipation
## 7240   7240           jackpot          joy
## 7241   7241           jackpot     positive
## 7242   7242           jackpot     surprise
## 7243   7243              jail         fear
## 7244   7244              jail     negative
## 7245   7245              jail      sadness
## 7246   7246               jam     positive
## 7247   7247           janitor      disgust
## 7248   7248            jargon     negative
## 7249   7249           jarring         fear
## 7250   7250           jarring     negative
## 7251   7251           jarring      sadness
## 7252   7252          jaundice         fear
## 7253   7253          jaundice     negative
## 7254   7254              jaws         fear
## 7255   7255           jealous        anger
## 7256   7256           jealous      disgust
## 7257   7257           jealous     negative
## 7258   7258          jealousy        anger
## 7259   7259          jealousy      disgust
## 7260   7260          jealousy         fear
## 7261   7261          jealousy     negative
## 7262   7262          jealousy      sadness
## 7263   7263        jeopardize        anger
## 7264   7264        jeopardize         fear
## 7265   7265        jeopardize     negative
## 7266   7266          jeopardy anticipation
## 7267   7267          jeopardy         fear
## 7268   7268          jeopardy     negative
## 7269   7269              jerk        anger
## 7270   7270              jerk     surprise
## 7271   7271              jest          joy
## 7272   7272              jest     positive
## 7273   7273              jest     surprise
## 7274   7274               job     positive
## 7275   7275              john      disgust
## 7276   7276              john     negative
## 7277   7277              join     positive
## 7278   7278            joined     positive
## 7279   7279              joke     negative
## 7280   7280             joker          joy
## 7281   7281             joker     positive
## 7282   7282             joker     surprise
## 7283   7283            joking     positive
## 7284   7284              jolt     surprise
## 7285   7285           jornada     negative
## 7286   7286        journalism        trust
## 7287   7287        journalist     positive
## 7288   7288           journey anticipation
## 7289   7289           journey         fear
## 7290   7290           journey          joy
## 7291   7291           journey     positive
## 7292   7292        journeyman        trust
## 7293   7293            jovial          joy
## 7294   7294            jovial     positive
## 7295   7295               joy          joy
## 7296   7296               joy     positive
## 7297   7297            joyful          joy
## 7298   7298            joyful     positive
## 7299   7299            joyful        trust
## 7300   7300            joyous          joy
## 7301   7301            joyous     positive
## 7302   7302          jubilant          joy
## 7303   7303          jubilant     positive
## 7304   7304          jubilant     surprise
## 7305   7305          jubilant        trust
## 7306   7306           jubilee          joy
## 7307   7307           jubilee     positive
## 7308   7308           jubilee     surprise
## 7309   7309          judgment     surprise
## 7310   7310          judicial anticipation
## 7311   7311          judicial     positive
## 7312   7312          judicial        trust
## 7313   7313         judiciary anticipation
## 7314   7314         judiciary        trust
## 7315   7315         judicious     positive
## 7316   7316         judicious        trust
## 7317   7317            jumble     negative
## 7318   7318              jump          joy
## 7319   7319              jump     positive
## 7320   7320            jungle         fear
## 7321   7321              junk     negative
## 7322   7322             junta     negative
## 7323   7323     jurisprudence      sadness
## 7324   7324            jurist        trust
## 7325   7325              jury        trust
## 7326   7326           justice     positive
## 7327   7327           justice        trust
## 7328   7328       justifiable     positive
## 7329   7329       justifiable        trust
## 7330   7330     justification     positive
## 7331   7331          juvenile     negative
## 7332   7332          keepsake     positive
## 7333   7333               ken     positive
## 7334   7334            kennel      sadness
## 7335   7335              kern     negative
## 7336   7336          kerosene         fear
## 7337   7337           keynote     positive
## 7338   7338          keystone     positive
## 7339   7339              khan         fear
## 7340   7340              khan        trust
## 7341   7341              kick        anger
## 7342   7342              kick     negative
## 7343   7343           kicking        anger
## 7344   7344            kidnap        anger
## 7345   7345            kidnap         fear
## 7346   7346            kidnap     negative
## 7347   7347            kidnap      sadness
## 7348   7348            kidnap     surprise
## 7349   7349              kill         fear
## 7350   7350              kill     negative
## 7351   7351              kill      sadness
## 7352   7352           killing        anger
## 7353   7353           killing         fear
## 7354   7354           killing     negative
## 7355   7355           killing      sadness
## 7356   7356              kind          joy
## 7357   7357              kind     positive
## 7358   7358              kind        trust
## 7359   7359          kindness     positive
## 7360   7360           kindred anticipation
## 7361   7361           kindred          joy
## 7362   7362           kindred     positive
## 7363   7363           kindred        trust
## 7364   7364              king     positive
## 7365   7365              kiss anticipation
## 7366   7366              kiss          joy
## 7367   7367              kiss     positive
## 7368   7368              kiss     surprise
## 7369   7369              kite      disgust
## 7370   7370              kite     negative
## 7371   7371            kitten          joy
## 7372   7372            kitten     positive
## 7373   7373            kitten        trust
## 7374   7374             knack     positive
## 7375   7375             knell         fear
## 7376   7376             knell     negative
## 7377   7377             knell      sadness
## 7378   7378          knickers        trust
## 7379   7379            knight     positive
## 7380   7380           knotted     negative
## 7381   7381           knowing     positive
## 7382   7382         knowledge     positive
## 7383   7383             kudos          joy
## 7384   7384             kudos     positive
## 7385   7385             label        trust
## 7386   7386             labor anticipation
## 7387   7387             labor          joy
## 7388   7388             labor     positive
## 7389   7389             labor     surprise
## 7390   7390             labor        trust
## 7391   7391           labored     negative
## 7392   7392           labored      sadness
## 7393   7393         laborious     negative
## 7394   7394         labyrinth anticipation
## 7395   7395         labyrinth     negative
## 7396   7396              lace        anger
## 7397   7397              lace         fear
## 7398   7398              lace     negative
## 7399   7399              lace     positive
## 7400   7400              lace      sadness
## 7401   7401              lace        trust
## 7402   7402              lack     negative
## 7403   7403           lacking     negative
## 7404   7404        lackluster     negative
## 7405   7405             laden     negative
## 7406   7406               lag     negative
## 7407   7407           lagging        anger
## 7408   7408           lagging anticipation
## 7409   7409           lagging      disgust
## 7410   7410           lagging     negative
## 7411   7411           lagging      sadness
## 7412   7412              lair     negative
## 7413   7413              lamb          joy
## 7414   7414              lamb     positive
## 7415   7415              lamb        trust
## 7416   7416            lament      disgust
## 7417   7417            lament         fear
## 7418   7418            lament     negative
## 7419   7419            lament      sadness
## 7420   7420         lamenting      sadness
## 7421   7421              land     positive
## 7422   7422            landed     positive
## 7423   7423          landmark        trust
## 7424   7424         landslide         fear
## 7425   7425         landslide     negative
## 7426   7426         landslide      sadness
## 7427   7427           languid     negative
## 7428   7428          languish     negative
## 7429   7429       languishing         fear
## 7430   7430       languishing     negative
## 7431   7431       languishing      sadness
## 7432   7432             lapse     negative
## 7433   7433           larceny      disgust
## 7434   7434           larceny     negative
## 7435   7435            larger      disgust
## 7436   7436            larger     surprise
## 7437   7437            larger        trust
## 7438   7438             laser     positive
## 7439   7439             laser        trust
## 7440   7440              lash        anger
## 7441   7441              lash         fear
## 7442   7442              lash     negative
## 7443   7443              late     negative
## 7444   7444              late      sadness
## 7445   7445          lateness     negative
## 7446   7446            latent        anger
## 7447   7447            latent anticipation
## 7448   7448            latent      disgust
## 7449   7449            latent     negative
## 7450   7450            latent     surprise
## 7451   7451          latrines      disgust
## 7452   7452          latrines     negative
## 7453   7453          laudable     positive
## 7454   7454             laugh          joy
## 7455   7455             laugh     positive
## 7456   7456             laugh     surprise
## 7457   7457         laughable      disgust
## 7458   7458         laughable     negative
## 7459   7459          laughing          joy
## 7460   7460          laughing     positive
## 7461   7461          laughter anticipation
## 7462   7462          laughter          joy
## 7463   7463          laughter     positive
## 7464   7464          laughter     surprise
## 7465   7465            launch anticipation
## 7466   7466            launch     positive
## 7467   7467          laureate     positive
## 7468   7468          laureate        trust
## 7469   7469            laurel     positive
## 7470   7470           laurels          joy
## 7471   7471           laurels     positive
## 7472   7472              lava        anger
## 7473   7473              lava         fear
## 7474   7474              lava     negative
## 7475   7475          lavatory      disgust
## 7476   7476            lavish     positive
## 7477   7477               law        trust
## 7478   7478            lawful     positive
## 7479   7479            lawful        trust
## 7480   7480       lawlessness        anger
## 7481   7481       lawlessness         fear
## 7482   7482       lawlessness     negative
## 7483   7483           lawsuit        anger
## 7484   7484           lawsuit      disgust
## 7485   7485           lawsuit         fear
## 7486   7486           lawsuit     negative
## 7487   7487           lawsuit      sadness
## 7488   7488           lawsuit     surprise
## 7489   7489            lawyer        anger
## 7490   7490            lawyer      disgust
## 7491   7491            lawyer         fear
## 7492   7492            lawyer     negative
## 7493   7493               lax     negative
## 7494   7494               lax      sadness
## 7495   7495          laxative      disgust
## 7496   7496          laxative         fear
## 7497   7497          laxative     negative
## 7498   7498              lazy     negative
## 7499   7499              lead     positive
## 7500   7500            leader     positive
## 7501   7501            leader        trust
## 7502   7502           leading        trust
## 7503   7503            league     positive
## 7504   7504              leak     negative
## 7505   7505           leakage     negative
## 7506   7506             leaky     negative
## 7507   7507           leaning        trust
## 7508   7508             learn     positive
## 7509   7509          learning     positive
## 7510   7510             leave     negative
## 7511   7511             leave      sadness
## 7512   7512             leave     surprise
## 7513   7513          lecturer     positive
## 7514   7514             leech     negative
## 7515   7515           leeches      disgust
## 7516   7516           leeches         fear
## 7517   7517           leeches     negative
## 7518   7518              leer      disgust
## 7519   7519              leer     negative
## 7520   7520             leery     surprise
## 7521   7521            leeway     positive
## 7522   7522             legal     positive
## 7523   7523             legal        trust
## 7524   7524         legalized        anger
## 7525   7525         legalized         fear
## 7526   7526         legalized          joy
## 7527   7527         legalized     positive
## 7528   7528         legalized        trust
## 7529   7529         legendary     positive
## 7530   7530        legibility     positive
## 7531   7531           legible     positive
## 7532   7532        legislator        trust
## 7533   7533       legislature        trust
## 7534   7534        legitimacy        trust
## 7535   7535           leisure anticipation
## 7536   7536           leisure          joy
## 7537   7537           leisure     positive
## 7538   7538           leisure     surprise
## 7539   7539           leisure        trust
## 7540   7540         leisurely     positive
## 7541   7541             lemma     positive
## 7542   7542             lemon      disgust
## 7543   7543             lemon     negative
## 7544   7544            lender        trust
## 7545   7545           lenient     positive
## 7546   7546           leprosy      disgust
## 7547   7547           leprosy         fear
## 7548   7548           leprosy     negative
## 7549   7549           leprosy      sadness
## 7550   7550            lessen anticipation
## 7551   7551            lessen     negative
## 7552   7552            lesser      disgust
## 7553   7553            lesser     negative
## 7554   7554            lesson anticipation
## 7555   7555            lesson     positive
## 7556   7556            lesson        trust
## 7557   7557            lethal      disgust
## 7558   7558            lethal         fear
## 7559   7559            lethal     negative
## 7560   7560            lethal      sadness
## 7561   7561          lethargy     negative
## 7562   7562          lethargy      sadness
## 7563   7563            letter anticipation
## 7564   7564          lettered anticipation
## 7565   7565          lettered     positive
## 7566   7566          lettered        trust
## 7567   7567          leukemia        anger
## 7568   7568          leukemia         fear
## 7569   7569          leukemia     negative
## 7570   7570          leukemia      sadness
## 7571   7571             levee        trust
## 7572   7572             level     positive
## 7573   7573             level        trust
## 7574   7574          leverage     positive
## 7575   7575              levy     negative
## 7576   7576              lewd      disgust
## 7577   7577              lewd     negative
## 7578   7578           liaison     negative
## 7579   7579              liar      disgust
## 7580   7580              liar     negative
## 7581   7581             libel        anger
## 7582   7582             libel         fear
## 7583   7583             libel     negative
## 7584   7584             libel        trust
## 7585   7585           liberal     negative
## 7586   7586           liberal     positive
## 7587   7587          liberate        anger
## 7588   7588          liberate anticipation
## 7589   7589          liberate          joy
## 7590   7590          liberate     positive
## 7591   7591          liberate     surprise
## 7592   7592          liberate        trust
## 7593   7593        liberation anticipation
## 7594   7594        liberation          joy
## 7595   7595        liberation     positive
## 7596   7596        liberation     surprise
## 7597   7597           liberty anticipation
## 7598   7598           liberty          joy
## 7599   7599           liberty     positive
## 7600   7600           liberty     surprise
## 7601   7601           liberty        trust
## 7602   7602           library     positive
## 7603   7603              lick      disgust
## 7604   7604              lick     negative
## 7605   7605               lie        anger
## 7606   7606               lie      disgust
## 7607   7607               lie     negative
## 7608   7608               lie      sadness
## 7609   7609        lieutenant        trust
## 7610   7610         lifeblood     positive
## 7611   7611          lifeless         fear
## 7612   7612          lifeless     negative
## 7613   7613          lifeless      sadness
## 7614   7614        lighthouse     positive
## 7615   7615         lightning        anger
## 7616   7616         lightning         fear
## 7617   7617         lightning     surprise
## 7618   7618            liking          joy
## 7619   7619            liking     positive
## 7620   7620            liking        trust
## 7621   7621           limited        anger
## 7622   7622           limited     negative
## 7623   7623           limited      sadness
## 7624   7624              limp     negative
## 7625   7625             lines         fear
## 7626   7626            linger anticipation
## 7627   7627          linguist     positive
## 7628   7628          linguist        trust
## 7629   7629              lint     negative
## 7630   7630              lion         fear
## 7631   7631              lion     positive
## 7632   7632            liquor        anger
## 7633   7633            liquor          joy
## 7634   7634            liquor     negative
## 7635   7635            liquor      sadness
## 7636   7636          listless     negative
## 7637   7637          listless      sadness
## 7638   7638             lithe     positive
## 7639   7639          litigant     negative
## 7640   7640          litigate        anger
## 7641   7641          litigate anticipation
## 7642   7642          litigate      disgust
## 7643   7643          litigate         fear
## 7644   7644          litigate     negative
## 7645   7645          litigate      sadness
## 7646   7646        litigation     negative
## 7647   7647         litigious        anger
## 7648   7648         litigious      disgust
## 7649   7649         litigious     negative
## 7650   7650            litter     negative
## 7651   7651             livid        anger
## 7652   7652             livid      disgust
## 7653   7653             livid     negative
## 7654   7654              loaf     negative
## 7655   7655            loafer     negative
## 7656   7656             loath        anger
## 7657   7657             loath     negative
## 7658   7658            loathe        anger
## 7659   7659            loathe      disgust
## 7660   7660            loathe     negative
## 7661   7661          loathing      disgust
## 7662   7662          loathing     negative
## 7663   7663         loathsome        anger
## 7664   7664         loathsome      disgust
## 7665   7665         loathsome     negative
## 7666   7666          lobbyist     negative
## 7667   7667          localize anticipation
## 7668   7668            lockup         fear
## 7669   7669            lockup     negative
## 7670   7670            lockup      sadness
## 7671   7671            locust         fear
## 7672   7672            locust     negative
## 7673   7673           lodging        trust
## 7674   7674             lofty     negative
## 7675   7675           logical     positive
## 7676   7676              lone      sadness
## 7677   7677        loneliness         fear
## 7678   7678        loneliness     negative
## 7679   7679        loneliness      sadness
## 7680   7680            lonely        anger
## 7681   7681            lonely      disgust
## 7682   7682            lonely         fear
## 7683   7683            lonely     negative
## 7684   7684            lonely      sadness
## 7685   7685          lonesome     negative
## 7686   7686          lonesome      sadness
## 7687   7687              long anticipation
## 7688   7688         longevity     positive
## 7689   7689           longing anticipation
## 7690   7690           longing      sadness
## 7691   7691               loo      disgust
## 7692   7692               loo     negative
## 7693   7693              loom anticipation
## 7694   7694              loom         fear
## 7695   7695              loom     negative
## 7696   7696              loon      disgust
## 7697   7697              loon     negative
## 7698   7698             loony     negative
## 7699   7699              loot     negative
## 7700   7700              lord      disgust
## 7701   7701              lord     negative
## 7702   7702              lord     positive
## 7703   7703              lord        trust
## 7704   7704          lordship     positive
## 7705   7705              lose        anger
## 7706   7706              lose      disgust
## 7707   7707              lose         fear
## 7708   7708              lose     negative
## 7709   7709              lose      sadness
## 7710   7710              lose     surprise
## 7711   7711            losing        anger
## 7712   7712            losing     negative
## 7713   7713            losing      sadness
## 7714   7714              loss        anger
## 7715   7715              loss         fear
## 7716   7716              loss     negative
## 7717   7717              loss      sadness
## 7718   7718              lost     negative
## 7719   7719              lost      sadness
## 7720   7720           lottery anticipation
## 7721   7721          loudness        anger
## 7722   7722          loudness     negative
## 7723   7723            lounge     negative
## 7724   7724             louse      disgust
## 7725   7725             louse     negative
## 7726   7726           lovable          joy
## 7727   7727           lovable     positive
## 7728   7728           lovable        trust
## 7729   7729              love          joy
## 7730   7730              love     positive
## 7731   7731            lovely anticipation
## 7732   7732            lovely          joy
## 7733   7733            lovely     positive
## 7734   7734            lovely      sadness
## 7735   7735            lovely     surprise
## 7736   7736            lovely        trust
## 7737   7737        lovemaking          joy
## 7738   7738        lovemaking     positive
## 7739   7739        lovemaking        trust
## 7740   7740             lover anticipation
## 7741   7741             lover          joy
## 7742   7742             lover     positive
## 7743   7743             lover        trust
## 7744   7744            loving          joy
## 7745   7745            loving     positive
## 7746   7746            loving        trust
## 7747   7747             lower     negative
## 7748   7748             lower      sadness
## 7749   7749          lowering     negative
## 7750   7750            lowest     negative
## 7751   7751            lowest      sadness
## 7752   7752          lowlands     negative
## 7753   7753             lowly     negative
## 7754   7754             lowly      sadness
## 7755   7755             loyal         fear
## 7756   7756             loyal          joy
## 7757   7757             loyal     positive
## 7758   7758             loyal     surprise
## 7759   7759             loyal        trust
## 7760   7760           loyalty     positive
## 7761   7761           loyalty        trust
## 7762   7762              luck anticipation
## 7763   7763              luck          joy
## 7764   7764              luck     positive
## 7765   7765              luck     surprise
## 7766   7766             lucky          joy
## 7767   7767             lucky     positive
## 7768   7768             lucky     surprise
## 7769   7769         ludicrous     negative
## 7770   7770              lull anticipation
## 7771   7771         lumbering     negative
## 7772   7772              lump     negative
## 7773   7773             lumpy      disgust
## 7774   7774             lumpy     negative
## 7775   7775            lunacy        anger
## 7776   7776            lunacy      disgust
## 7777   7777            lunacy         fear
## 7778   7778            lunacy     negative
## 7779   7779            lunacy      sadness
## 7780   7780           lunatic        anger
## 7781   7781           lunatic      disgust
## 7782   7782           lunatic         fear
## 7783   7783           lunatic     negative
## 7784   7784             lunge     surprise
## 7785   7785             lurch     negative
## 7786   7786              lure     negative
## 7787   7787             lurid      disgust
## 7788   7788             lurid     negative
## 7789   7789              lurk     negative
## 7790   7790           lurking     negative
## 7791   7791          luscious anticipation
## 7792   7792          luscious          joy
## 7793   7793          luscious     positive
## 7794   7794              lush      disgust
## 7795   7795              lush     negative
## 7796   7796              lush      sadness
## 7797   7797              lust anticipation
## 7798   7798              lust     negative
## 7799   7799            luster          joy
## 7800   7800            luster     positive
## 7801   7801           lustful     negative
## 7802   7802          lustrous     positive
## 7803   7803             lusty      disgust
## 7804   7804         luxuriant     positive
## 7805   7805         luxurious          joy
## 7806   7806         luxurious     positive
## 7807   7807            luxury          joy
## 7808   7808            luxury     positive
## 7809   7809             lying        anger
## 7810   7810             lying      disgust
## 7811   7811             lying     negative
## 7812   7812             lynch        anger
## 7813   7813             lynch      disgust
## 7814   7814             lynch         fear
## 7815   7815             lynch     negative
## 7816   7816             lynch      sadness
## 7817   7817              lyre          joy
## 7818   7818              lyre     positive
## 7819   7819           lyrical          joy
## 7820   7820           lyrical     positive
## 7821   7821              mace         fear
## 7822   7822              mace     negative
## 7823   7823           machine        trust
## 7824   7824               mad        anger
## 7825   7825               mad      disgust
## 7826   7826               mad         fear
## 7827   7827               mad     negative
## 7828   7828               mad      sadness
## 7829   7829            madden        anger
## 7830   7830            madden         fear
## 7831   7831            madden     negative
## 7832   7832            madman        anger
## 7833   7833            madman         fear
## 7834   7834            madman     negative
## 7835   7835           madness        anger
## 7836   7836           madness         fear
## 7837   7837           madness     negative
## 7838   7838             mafia         fear
## 7839   7839             mafia     negative
## 7840   7840              mage         fear
## 7841   7841            maggot      disgust
## 7842   7842            maggot     negative
## 7843   7843           magical anticipation
## 7844   7844           magical          joy
## 7845   7845           magical     positive
## 7846   7846           magical     surprise
## 7847   7847          magician     surprise
## 7848   7848            magnet     positive
## 7849   7849            magnet        trust
## 7850   7850         magnetism     positive
## 7851   7851         magnetite     positive
## 7852   7852      magnificence anticipation
## 7853   7853      magnificence          joy
## 7854   7854      magnificence     positive
## 7855   7855      magnificence        trust
## 7856   7856       magnificent anticipation
## 7857   7857       magnificent          joy
## 7858   7858       magnificent     positive
## 7859   7859       magnificent     surprise
## 7860   7860       magnificent        trust
## 7861   7861            maiden     positive
## 7862   7862              mail anticipation
## 7863   7863              main     positive
## 7864   7864          mainstay     positive
## 7865   7865          mainstay        trust
## 7866   7866       maintenance        trust
## 7867   7867          majestic anticipation
## 7868   7868          majestic          joy
## 7869   7869          majestic     positive
## 7870   7870          majestic     surprise
## 7871   7871          majestic        trust
## 7872   7872           majesty     positive
## 7873   7873           majesty        trust
## 7874   7874             major     positive
## 7875   7875          majority          joy
## 7876   7876          majority     positive
## 7877   7877          majority        trust
## 7878   7878         makeshift     negative
## 7879   7879            malady     negative
## 7880   7880           malaise     negative
## 7881   7881           malaise      sadness
## 7882   7882           malaria      disgust
## 7883   7883           malaria         fear
## 7884   7884           malaria     negative
## 7885   7885           malaria      sadness
## 7886   7886        malevolent        anger
## 7887   7887        malevolent      disgust
## 7888   7888        malevolent         fear
## 7889   7889        malevolent     negative
## 7890   7890        malevolent      sadness
## 7891   7891       malfeasance      disgust
## 7892   7892       malfeasance     negative
## 7893   7893      malformation     negative
## 7894   7894            malice        anger
## 7895   7895            malice         fear
## 7896   7896            malice     negative
## 7897   7897         malicious        anger
## 7898   7898         malicious      disgust
## 7899   7899         malicious         fear
## 7900   7900         malicious     negative
## 7901   7901         malicious      sadness
## 7902   7902            malign        anger
## 7903   7903            malign      disgust
## 7904   7904            malign     negative
## 7905   7905        malignancy         fear
## 7906   7906        malignancy     negative
## 7907   7907        malignancy      sadness
## 7908   7908         malignant        anger
## 7909   7909         malignant         fear
## 7910   7910         malignant     negative
## 7911   7911       malpractice        anger
## 7912   7912       malpractice     negative
## 7913   7913             mamma        trust
## 7914   7914            manage     positive
## 7915   7915            manage        trust
## 7916   7916        management     positive
## 7917   7917        management        trust
## 7918   7918          mandamus         fear
## 7919   7919          mandamus     negative
## 7920   7920          mandarin     positive
## 7921   7921          mandarin        trust
## 7922   7922             mange      disgust
## 7923   7923             mange         fear
## 7924   7924             mange     negative
## 7925   7925            mangle        anger
## 7926   7926            mangle      disgust
## 7927   7927            mangle         fear
## 7928   7928            mangle     negative
## 7929   7929            mangle      sadness
## 7930   7930           manhood     positive
## 7931   7931             mania     negative
## 7932   7932            maniac        anger
## 7933   7933            maniac         fear
## 7934   7934            maniac     negative
## 7935   7935          maniacal     negative
## 7936   7936     manifestation         fear
## 7937   7937        manifested     positive
## 7938   7938        manipulate     negative
## 7939   7939      manipulation        anger
## 7940   7940      manipulation         fear
## 7941   7941      manipulation     negative
## 7942   7942             manly     positive
## 7943   7943             manna     positive
## 7944   7944          mannered     positive
## 7945   7945           manners     positive
## 7946   7946      manslaughter        anger
## 7947   7947      manslaughter      disgust
## 7948   7948      manslaughter         fear
## 7949   7949      manslaughter     negative
## 7950   7950      manslaughter      sadness
## 7951   7951      manslaughter     surprise
## 7952   7952            manual        trust
## 7953   7953      manufacturer     positive
## 7954   7954            manure      disgust
## 7955   7955            manure     negative
## 7956   7956               mar     negative
## 7957   7957             march     positive
## 7958   7958            margin     negative
## 7959   7959            margin      sadness
## 7960   7960            marine        trust
## 7961   7961            marked     positive
## 7962   7962        marketable     positive
## 7963   7963            maroon     negative
## 7964   7964           marquis     positive
## 7965   7965          marriage anticipation
## 7966   7966          marriage          joy
## 7967   7967          marriage     positive
## 7968   7968          marriage        trust
## 7969   7969            marrow          joy
## 7970   7970            marrow     positive
## 7971   7971            marrow        trust
## 7972   7972             marry anticipation
## 7973   7973             marry         fear
## 7974   7974             marry          joy
## 7975   7975             marry     positive
## 7976   7976             marry     surprise
## 7977   7977             marry        trust
## 7978   7978           marshal     positive
## 7979   7979           marshal        trust
## 7980   7980           martial        anger
## 7981   7981        martingale     negative
## 7982   7982            martyr         fear
## 7983   7983            martyr     negative
## 7984   7984            martyr      sadness
## 7985   7985         martyrdom         fear
## 7986   7986         martyrdom     negative
## 7987   7987         martyrdom      sadness
## 7988   7988            marvel     positive
## 7989   7989            marvel     surprise
## 7990   7990         marvelous          joy
## 7991   7991         marvelous     positive
## 7992   7992       marvelously          joy
## 7993   7993       marvelously     positive
## 7994   7994         masculine     positive
## 7995   7995         masochism        anger
## 7996   7996         masochism      disgust
## 7997   7997         masochism         fear
## 7998   7998         masochism     negative
## 7999   7999          massacre        anger
## 8000   8000          massacre      disgust
## 8001   8001          massacre         fear
## 8002   8002          massacre     negative
## 8003   8003          massacre      sadness
## 8004   8004           massage          joy
## 8005   8005           massage     positive
## 8006   8006            master     positive
## 8007   8007       masterpiece          joy
## 8008   8008       masterpiece     positive
## 8009   8009           mastery        anger
## 8010   8010           mastery          joy
## 8011   8011           mastery     positive
## 8012   8012           mastery        trust
## 8013   8013        matchmaker anticipation
## 8014   8014              mate     positive
## 8015   8015              mate        trust
## 8016   8016       materialism     negative
## 8017   8017       materialist      disgust
## 8018   8018       materialist     negative
## 8019   8019          maternal anticipation
## 8020   8020          maternal     negative
## 8021   8021          maternal     positive
## 8022   8022      mathematical        trust
## 8023   8023         matrimony anticipation
## 8024   8024         matrimony          joy
## 8025   8025         matrimony     positive
## 8026   8026         matrimony        trust
## 8027   8027            matron     positive
## 8028   8028            matron        trust
## 8029   8029         mausoleum      sadness
## 8030   8030             maxim        trust
## 8031   8031           maximum     positive
## 8032   8032             mayor     positive
## 8033   8033            meadow     positive
## 8034   8034        meandering     negative
## 8035   8035       meaningless     negative
## 8036   8036       meaningless      sadness
## 8037   8037           measles      disgust
## 8038   8038           measles         fear
## 8039   8039           measles     negative
## 8040   8040           measles      sadness
## 8041   8041           measure        trust
## 8042   8042          measured     positive
## 8043   8043          measured        trust
## 8044   8044             medal anticipation
## 8045   8045             medal          joy
## 8046   8046             medal     positive
## 8047   8047             medal     surprise
## 8048   8048             medal        trust
## 8049   8049            meddle        anger
## 8050   8050            meddle     negative
## 8051   8051           mediate anticipation
## 8052   8052           mediate     positive
## 8053   8053           mediate        trust
## 8054   8054         mediation     positive
## 8055   8055          mediator anticipation
## 8056   8056          mediator     positive
## 8057   8057          mediator        trust
## 8058   8058           medical anticipation
## 8059   8059           medical         fear
## 8060   8060           medical     positive
## 8061   8061           medical        trust
## 8062   8062          mediocre     negative
## 8063   8063        mediocrity     negative
## 8064   8064          meditate anticipation
## 8065   8065          meditate          joy
## 8066   8066          meditate     positive
## 8067   8067          meditate        trust
## 8068   8068     mediterranean     positive
## 8069   8069            medley     positive
## 8070   8070              meek      sadness
## 8071   8071       melancholic     negative
## 8072   8072       melancholic      sadness
## 8073   8073        melancholy     negative
## 8074   8074        melancholy      sadness
## 8075   8075             melee         fear
## 8076   8076             melee     negative
## 8077   8077         melodrama        anger
## 8078   8078         melodrama     negative
## 8079   8079         melodrama      sadness
## 8080   8080          meltdown     negative
## 8081   8081          meltdown      sadness
## 8082   8082           memento     positive
## 8083   8083         memorable          joy
## 8084   8084         memorable     positive
## 8085   8085         memorable     surprise
## 8086   8086         memorable        trust
## 8087   8087         memorials      sadness
## 8088   8088            menace        anger
## 8089   8089            menace         fear
## 8090   8090            menace     negative
## 8091   8091          menacing        anger
## 8092   8092          menacing         fear
## 8093   8093          menacing     negative
## 8094   8094           mending     positive
## 8095   8095            menial     negative
## 8096   8096            menses     positive
## 8097   8097            mentor     positive
## 8098   8098            mentor        trust
## 8099   8099         mercenary         fear
## 8100   8100         mercenary     negative
## 8101   8101          merchant        trust
## 8102   8102          merciful     positive
## 8103   8103         merciless         fear
## 8104   8104         merciless     negative
## 8105   8105             mercy     positive
## 8106   8106             merge anticipation
## 8107   8107             merge     positive
## 8108   8108             merit     positive
## 8109   8109             merit        trust
## 8110   8110       meritorious          joy
## 8111   8111       meritorious     positive
## 8112   8112       meritorious        trust
## 8113   8113         merriment          joy
## 8114   8114         merriment     positive
## 8115   8115         merriment     surprise
## 8116   8116             merry          joy
## 8117   8117             merry     positive
## 8118   8118              mess      disgust
## 8119   8119              mess     negative
## 8120   8120         messenger        trust
## 8121   8121             messy      disgust
## 8122   8122             messy     negative
## 8123   8123        metastasis     negative
## 8124   8124          methanol     negative
## 8125   8125      metropolitan     positive
## 8126   8126            mettle     positive
## 8127   8127        microscope        trust
## 8128   8128        microscopy     positive
## 8129   8129           midwife anticipation
## 8130   8130           midwife          joy
## 8131   8131           midwife     negative
## 8132   8132           midwife     positive
## 8133   8133           midwife        trust
## 8134   8134         midwifery     positive
## 8135   8135            mighty        anger
## 8136   8136            mighty         fear
## 8137   8137            mighty          joy
## 8138   8138            mighty     positive
## 8139   8139            mighty        trust
## 8140   8140            mildew      disgust
## 8141   8141            mildew     negative
## 8142   8142          military         fear
## 8143   8143           militia        anger
## 8144   8144           militia         fear
## 8145   8145           militia     negative
## 8146   8146           militia      sadness
## 8147   8147              mill anticipation
## 8148   8148              mime     positive
## 8149   8149           mimicry     negative
## 8150   8150           mimicry     surprise
## 8151   8151           mindful     positive
## 8152   8152       mindfulness     positive
## 8153   8153          minimize     negative
## 8154   8154           minimum     negative
## 8155   8155          ministry          joy
## 8156   8156          ministry     positive
## 8157   8157          ministry        trust
## 8158   8158          minority     negative
## 8159   8159           miracle anticipation
## 8160   8160           miracle          joy
## 8161   8161           miracle     positive
## 8162   8162           miracle     surprise
## 8163   8163           miracle        trust
## 8164   8164        miraculous          joy
## 8165   8165        miraculous     positive
## 8166   8166        miraculous     surprise
## 8167   8167              mire      disgust
## 8168   8168              mire     negative
## 8169   8169             mirth          joy
## 8170   8170             mirth     positive
## 8171   8171       misbehavior        anger
## 8172   8172       misbehavior      disgust
## 8173   8173       misbehavior     negative
## 8174   8174       misbehavior     surprise
## 8175   8175       miscarriage         fear
## 8176   8176       miscarriage     negative
## 8177   8177       miscarriage      sadness
## 8178   8178          mischief     negative
## 8179   8179       mischievous     negative
## 8180   8180     misconception        anger
## 8181   8181     misconception      disgust
## 8182   8182     misconception         fear
## 8183   8183     misconception     negative
## 8184   8184        misconduct      disgust
## 8185   8185        misconduct     negative
## 8186   8186         miserable        anger
## 8187   8187         miserable      disgust
## 8188   8188         miserable     negative
## 8189   8189         miserable      sadness
## 8190   8190         miserably     negative
## 8191   8191         miserably      sadness
## 8192   8192            misery        anger
## 8193   8193            misery      disgust
## 8194   8194            misery         fear
## 8195   8195            misery     negative
## 8196   8196            misery      sadness
## 8197   8197        misfortune         fear
## 8198   8198        misfortune     negative
## 8199   8199        misfortune      sadness
## 8200   8200         misguided      disgust
## 8201   8201         misguided     negative
## 8202   8202            mishap      disgust
## 8203   8203            mishap         fear
## 8204   8204            mishap     negative
## 8205   8205            mishap      sadness
## 8206   8206            mishap     surprise
## 8207   8207 misinterpretation     negative
## 8208   8208           mislead        anger
## 8209   8209           mislead         fear
## 8210   8210           mislead     negative
## 8211   8211           mislead        trust
## 8212   8212        misleading        anger
## 8213   8213        misleading      disgust
## 8214   8214        misleading     negative
## 8215   8215     mismanagement     negative
## 8216   8216          mismatch     negative
## 8217   8217          misnomer     negative
## 8218   8218          misplace        anger
## 8219   8219          misplace      disgust
## 8220   8220          misplace     negative
## 8221   8221         misplaced     negative
## 8222   8222      misrepresent     negative
## 8223   8223 misrepresentation     negative
## 8224   8224 misrepresentation      sadness
## 8225   8225    misrepresented        anger
## 8226   8226    misrepresented     negative
## 8227   8227           missile         fear
## 8228   8228           missing         fear
## 8229   8229           missing     negative
## 8230   8230           missing      sadness
## 8231   8231        missionary     positive
## 8232   8232      misstatement        anger
## 8233   8233      misstatement      disgust
## 8234   8234      misstatement     negative
## 8235   8235           mistake     negative
## 8236   8236           mistake      sadness
## 8237   8237          mistaken         fear
## 8238   8238          mistaken     negative
## 8239   8239          mistress        anger
## 8240   8240          mistress      disgust
## 8241   8241          mistress     negative
## 8242   8242          mistrust      disgust
## 8243   8243          mistrust         fear
## 8244   8244          mistrust     negative
## 8245   8245     misunderstand     negative
## 8246   8246  misunderstanding        anger
## 8247   8247  misunderstanding     negative
## 8248   8248  misunderstanding      sadness
## 8249   8249            misuse     negative
## 8250   8250              mite      disgust
## 8251   8251              mite     negative
## 8252   8252              moan         fear
## 8253   8253              moan      sadness
## 8254   8254              moat        trust
## 8255   8255               mob        anger
## 8256   8256               mob         fear
## 8257   8257               mob     negative
## 8258   8258            mobile anticipation
## 8259   8259           mockery      disgust
## 8260   8260           mockery     negative
## 8261   8261           mocking        anger
## 8262   8262           mocking      disgust
## 8263   8263           mocking     negative
## 8264   8264           mocking      sadness
## 8265   8265             model     positive
## 8266   8266          moderate     positive
## 8267   8267         moderator     positive
## 8268   8268         moderator        trust
## 8269   8269            modest     positive
## 8270   8270            modest        trust
## 8271   8271           modesty     positive
## 8272   8272            modify     surprise
## 8273   8273       molestation        anger
## 8274   8274       molestation      disgust
## 8275   8275       molestation         fear
## 8276   8276       molestation     negative
## 8277   8277       molestation      sadness
## 8278   8278          momentum anticipation
## 8279   8279          momentum     positive
## 8280   8280          monetary anticipation
## 8281   8281          monetary     positive
## 8282   8282             money        anger
## 8283   8283             money anticipation
## 8284   8284             money          joy
## 8285   8285             money     positive
## 8286   8286             money     surprise
## 8287   8287             money        trust
## 8288   8288              monk     positive
## 8289   8289              monk        trust
## 8290   8290        monochrome      disgust
## 8291   8291        monochrome     negative
## 8292   8292          monogamy        trust
## 8293   8293        monopolist     negative
## 8294   8294           monsoon     negative
## 8295   8295           monsoon      sadness
## 8296   8296           monster         fear
## 8297   8297           monster     negative
## 8298   8298       monstrosity        anger
## 8299   8299       monstrosity      disgust
## 8300   8300       monstrosity         fear
## 8301   8301       monstrosity     negative
## 8302   8302       monstrosity     surprise
## 8303   8303          monument     positive
## 8304   8304             moody        anger
## 8305   8305             moody     negative
## 8306   8306             moody      sadness
## 8307   8307          moorings        trust
## 8308   8308              moot     negative
## 8309   8309             moral        anger
## 8310   8310             moral     positive
## 8311   8311             moral        trust
## 8312   8312          morality     positive
## 8313   8313          morality        trust
## 8314   8314            morals        anger
## 8315   8315            morals anticipation
## 8316   8316            morals      disgust
## 8317   8317            morals          joy
## 8318   8318            morals     positive
## 8319   8319            morals     surprise
## 8320   8320            morals        trust
## 8321   8321            morbid     negative
## 8322   8322            morbid      sadness
## 8323   8323         morbidity        anger
## 8324   8324         morbidity      disgust
## 8325   8325         morbidity         fear
## 8326   8326         morbidity     negative
## 8327   8327         morbidity      sadness
## 8328   8328            morgue      disgust
## 8329   8329            morgue         fear
## 8330   8330            morgue     negative
## 8331   8331            morgue      sadness
## 8332   8332          moribund     negative
## 8333   8333          moribund      sadness
## 8334   8334              morn anticipation
## 8335   8335             moron     negative
## 8336   8336           moronic     negative
## 8337   8337            morrow anticipation
## 8338   8338            morsel     negative
## 8339   8339            mortal     negative
## 8340   8340         mortality        anger
## 8341   8341         mortality         fear
## 8342   8342         mortality     negative
## 8343   8343         mortality      sadness
## 8344   8344            mortar     positive
## 8345   8345          mortgage         fear
## 8346   8346         mortgagee        trust
## 8347   8347         mortgagor         fear
## 8348   8348     mortification anticipation
## 8349   8349     mortification      disgust
## 8350   8350     mortification         fear
## 8351   8351     mortification     negative
## 8352   8352     mortification      sadness
## 8353   8353          mortuary         fear
## 8354   8354          mortuary     negative
## 8355   8355          mortuary      sadness
## 8356   8356          mosquito        anger
## 8357   8357          mosquito      disgust
## 8358   8358          mosquito     negative
## 8359   8359            mother anticipation
## 8360   8360            mother          joy
## 8361   8361            mother     negative
## 8362   8362            mother     positive
## 8363   8363            mother      sadness
## 8364   8364            mother        trust
## 8365   8365        motherhood          joy
## 8366   8366        motherhood     positive
## 8367   8367        motherhood        trust
## 8368   8368            motion anticipation
## 8369   8369            motive     positive
## 8370   8370          mountain anticipation
## 8371   8371             mourn     negative
## 8372   8372             mourn      sadness
## 8373   8373          mournful        anger
## 8374   8374          mournful         fear
## 8375   8375          mournful     negative
## 8376   8376          mournful      sadness
## 8377   8377          mourning     negative
## 8378   8378          mourning      sadness
## 8379   8379             mouth     surprise
## 8380   8380          mouthful      disgust
## 8381   8381           movable     positive
## 8382   8382             mover     positive
## 8383   8383              muck      disgust
## 8384   8384              muck     negative
## 8385   8385            mucous      disgust
## 8386   8386             mucus      disgust
## 8387   8387               mud     negative
## 8388   8388            muddle     negative
## 8389   8389           muddled     negative
## 8390   8390             muddy      disgust
## 8391   8391             muddy     negative
## 8392   8392              muff        anger
## 8393   8393              muff      disgust
## 8394   8394              muff     negative
## 8395   8395               mug        anger
## 8396   8396               mug         fear
## 8397   8397               mug     negative
## 8398   8398               mug     positive
## 8399   8399               mug      sadness
## 8400   8400              mule        anger
## 8401   8401              mule     negative
## 8402   8402              mule        trust
## 8403   8403               mum         fear
## 8404   8404               mum     negative
## 8405   8405            mumble     negative
## 8406   8406             mumps     negative
## 8407   8407            murder        anger
## 8408   8408            murder      disgust
## 8409   8409            murder         fear
## 8410   8410            murder     negative
## 8411   8411            murder      sadness
## 8412   8412            murder     surprise
## 8413   8413          murderer        anger
## 8414   8414          murderer      disgust
## 8415   8415          murderer         fear
## 8416   8416          murderer     negative
## 8417   8417          murderer      sadness
## 8418   8418         murderous        anger
## 8419   8419         murderous      disgust
## 8420   8420         murderous         fear
## 8421   8421         murderous     negative
## 8422   8422         murderous      sadness
## 8423   8423         murderous     surprise
## 8424   8424             murky      disgust
## 8425   8425             murky     negative
## 8426   8426             murky      sadness
## 8427   8427          muscular     positive
## 8428   8428             music          joy
## 8429   8429             music     positive
## 8430   8430             music      sadness
## 8431   8431           musical        anger
## 8432   8432           musical anticipation
## 8433   8433           musical          joy
## 8434   8434           musical     positive
## 8435   8435           musical      sadness
## 8436   8436           musical     surprise
## 8437   8437           musical        trust
## 8438   8438            musket         fear
## 8439   8439              muss     negative
## 8440   8440             musty      disgust
## 8441   8441             musty     negative
## 8442   8442           mutable anticipation
## 8443   8443           mutable     positive
## 8444   8444            mutant     negative
## 8445   8445         mutilated      disgust
## 8446   8446         mutilated     negative
## 8447   8447        mutilation        anger
## 8448   8448        mutilation      disgust
## 8449   8449        mutilation         fear
## 8450   8450        mutilation     negative
## 8451   8451        mutilation      sadness
## 8452   8452            mutiny        anger
## 8453   8453            mutiny      disgust
## 8454   8454            mutiny         fear
## 8455   8455            mutiny     negative
## 8456   8456            mutiny     surprise
## 8457   8457            mutter        anger
## 8458   8458            mutter     negative
## 8459   8459            mutual     positive
## 8460   8460            muzzle         fear
## 8461   8461            muzzle     negative
## 8462   8462            myopia        anger
## 8463   8463            myopia     negative
## 8464   8464            myopia      sadness
## 8465   8465        mysterious anticipation
## 8466   8466        mysterious         fear
## 8467   8467        mysterious     surprise
## 8468   8468           mystery anticipation
## 8469   8469           mystery     surprise
## 8470   8470            mystic     surprise
## 8471   8471               nab     negative
## 8472   8472               nab     surprise
## 8473   8473             nadir     negative
## 8474   8474               nag        anger
## 8475   8475               nag     negative
## 8476   8476             naive     negative
## 8477   8477          nameless      disgust
## 8478   8478          nameless     negative
## 8479   8479               nap          joy
## 8480   8480               nap     positive
## 8481   8481            napkin      sadness
## 8482   8482             nappy      disgust
## 8483   8483             nappy     negative
## 8484   8484          narcotic     negative
## 8485   8485           nascent anticipation
## 8486   8486             nasty        anger
## 8487   8487             nasty      disgust
## 8488   8488             nasty         fear
## 8489   8489             nasty     negative
## 8490   8490             nasty      sadness
## 8491   8491            nation        trust
## 8492   8492        naturalist     positive
## 8493   8493           naughty     negative
## 8494   8494            nausea      disgust
## 8495   8495            nausea     negative
## 8496   8496          nauseous      disgust
## 8497   8497          nauseous     negative
## 8498   8498          nauseous      sadness
## 8499   8499         navigable anticipation
## 8500   8500         navigable     positive
## 8501   8501         navigator anticipation
## 8502   8502         navigator        trust
## 8503   8503               nay     negative
## 8504   8504            neatly     positive
## 8505   8505         necessity      sadness
## 8506   8506            nectar     positive
## 8507   8507           needful     negative
## 8508   8508            needle     positive
## 8509   8509             needy     negative
## 8510   8510         nefarious      disgust
## 8511   8511         nefarious         fear
## 8512   8512         nefarious     negative
## 8513   8513         nefarious      sadness
## 8514   8514         nefarious     surprise
## 8515   8515          negation        anger
## 8516   8516          negation     negative
## 8517   8517          negative     negative
## 8518   8518          negative      sadness
## 8519   8519           neglect     negative
## 8520   8520         neglected        anger
## 8521   8521         neglected      disgust
## 8522   8522         neglected     negative
## 8523   8523         neglected      sadness
## 8524   8524        neglecting     negative
## 8525   8525        negligence     negative
## 8526   8526         negligent     negative
## 8527   8527       negligently     negative
## 8528   8528         negotiate     positive
## 8529   8529         negotiate        trust
## 8530   8530        negotiator     positive
## 8531   8531             negro     negative
## 8532   8532             negro      sadness
## 8533   8533          neighbor anticipation
## 8534   8534          neighbor     positive
## 8535   8535          neighbor        trust
## 8536   8536      neighborhood anticipation
## 8537   8537          nepotism        anger
## 8538   8538          nepotism      disgust
## 8539   8539          nepotism     negative
## 8540   8540          nepotism      sadness
## 8541   8541             nerve     positive
## 8542   8542           nervous anticipation
## 8543   8543           nervous         fear
## 8544   8544           nervous     negative
## 8545   8545       nervousness         fear
## 8546   8546              nest        trust
## 8547   8547            nestle     positive
## 8548   8548            nestle        trust
## 8549   8549            nether        anger
## 8550   8550            nether         fear
## 8551   8551            nether     negative
## 8552   8552            nether      sadness
## 8553   8553            nettle        anger
## 8554   8554            nettle      disgust
## 8555   8555            nettle     negative
## 8556   8556           network anticipation
## 8557   8557         neuralgia         fear
## 8558   8558         neuralgia     negative
## 8559   8559         neuralgia      sadness
## 8560   8560          neurosis         fear
## 8561   8561          neurosis     negative
## 8562   8562          neurosis      sadness
## 8563   8563          neurotic      disgust
## 8564   8564          neurotic         fear
## 8565   8565          neurotic     negative
## 8566   8566           neutral anticipation
## 8567   8567           neutral        trust
## 8568   8568        neutrality        trust
## 8569   8569          newcomer         fear
## 8570   8570          newcomer     surprise
## 8571   8571          nicotine      disgust
## 8572   8572          nicotine     negative
## 8573   8573         nightmare         fear
## 8574   8574         nightmare     negative
## 8575   8575          nihilism     negative
## 8576   8576          nobility anticipation
## 8577   8577          nobility     positive
## 8578   8578          nobility        trust
## 8579   8579             noble     positive
## 8580   8580             noble        trust
## 8581   8581          nobleman     positive
## 8582   8582          nobleman        trust
## 8583   8583             noise     negative
## 8584   8584             noisy        anger
## 8585   8585             noisy     negative
## 8586   8586        nomination     positive
## 8587   8587     noncompliance        anger
## 8588   8588     noncompliance anticipation
## 8589   8589     noncompliance         fear
## 8590   8590     noncompliance     negative
## 8591   8591     noncompliance      sadness
## 8592   8592          nonsense     negative
## 8593   8593       nonsensical     negative
## 8594   8594       nonsensical      sadness
## 8595   8595             noose     negative
## 8596   8596             noose      sadness
## 8597   8597         normality     positive
## 8598   8598              nose      disgust
## 8599   8599           notable          joy
## 8600   8600           notable     positive
## 8601   8601           notable        trust
## 8602   8602          notables     positive
## 8603   8603            notary        trust
## 8604   8604             noted     positive
## 8605   8605       nothingness     negative
## 8606   8606       nothingness      sadness
## 8607   8607      notification anticipation
## 8608   8608            notion     positive
## 8609   8609         notoriety        anger
## 8610   8610         notoriety      disgust
## 8611   8611         notoriety         fear
## 8612   8612         notoriety     negative
## 8613   8613         notoriety     positive
## 8614   8614       nourishment     positive
## 8615   8615           noxious      disgust
## 8616   8616           noxious         fear
## 8617   8617           noxious     negative
## 8618   8618          nuisance        anger
## 8619   8619          nuisance     negative
## 8620   8620               nul     negative
## 8621   8621           nullify     negative
## 8622   8622           nullify     surprise
## 8623   8623              numb     negative
## 8624   8624           numbers     positive
## 8625   8625          numbness     negative
## 8626   8626          numbness      sadness
## 8627   8627               nun     negative
## 8628   8628               nun        trust
## 8629   8629             nurse     positive
## 8630   8630             nurse        trust
## 8631   8631           nursery          joy
## 8632   8632           nursery     positive
## 8633   8633           nursery        trust
## 8634   8634           nurture        anger
## 8635   8635           nurture anticipation
## 8636   8636           nurture      disgust
## 8637   8637           nurture         fear
## 8638   8638           nurture          joy
## 8639   8639           nurture     positive
## 8640   8640           nurture        trust
## 8641   8641        nutritious     positive
## 8642   8642        nutritious      sadness
## 8643   8643               oaf     negative
## 8644   8644               oak     positive
## 8645   8645             oasis anticipation
## 8646   8646             oasis          joy
## 8647   8647             oasis     positive
## 8648   8648             oasis        trust
## 8649   8649              oath     positive
## 8650   8650              oath        trust
## 8651   8651         obedience     positive
## 8652   8652         obedience        trust
## 8653   8653             obese      disgust
## 8654   8654             obese     negative
## 8655   8655           obesity      disgust
## 8656   8656           obesity     negative
## 8657   8657           obesity      sadness
## 8658   8658              obey         fear
## 8659   8659              obey        trust
## 8660   8660               obi      disgust
## 8661   8661               obi         fear
## 8662   8662               obi     negative
## 8663   8663              obit     negative
## 8664   8664              obit      sadness
## 8665   8665              obit     surprise
## 8666   8666          obituary     negative
## 8667   8667          obituary      sadness
## 8668   8668         objection        anger
## 8669   8669         objection     negative
## 8670   8670     objectionable     negative
## 8671   8671         objective anticipation
## 8672   8672         objective     positive
## 8673   8673         objective        trust
## 8674   8674            oblige     negative
## 8675   8675            oblige        trust
## 8676   8676          obliging        anger
## 8677   8677          obliging anticipation
## 8678   8678          obliging      disgust
## 8679   8679          obliging         fear
## 8680   8680          obliging          joy
## 8681   8681          obliging     positive
## 8682   8682          obliging     surprise
## 8683   8683          obliging        trust
## 8684   8684           obligor         fear
## 8685   8685           obligor     negative
## 8686   8686        obliterate        anger
## 8687   8687        obliterate         fear
## 8688   8688        obliterate     negative
## 8689   8689        obliterate      sadness
## 8690   8690       obliterated        anger
## 8691   8691       obliterated         fear
## 8692   8692       obliterated     negative
## 8693   8693      obliteration         fear
## 8694   8694      obliteration     negative
## 8695   8695      obliteration      sadness
## 8696   8696          oblivion        anger
## 8697   8697          oblivion         fear
## 8698   8698          oblivion     negative
## 8699   8699         obnoxious        anger
## 8700   8700         obnoxious      disgust
## 8701   8701         obnoxious     negative
## 8702   8702         obnoxious      sadness
## 8703   8703           obscene      disgust
## 8704   8704           obscene     negative
## 8705   8705         obscenity        anger
## 8706   8706         obscenity      disgust
## 8707   8707         obscenity     negative
## 8708   8708         obscurity     negative
## 8709   8709         observant     positive
## 8710   8710          obstacle        anger
## 8711   8711          obstacle         fear
## 8712   8712          obstacle     negative
## 8713   8713          obstacle      sadness
## 8714   8714      obstetrician        trust
## 8715   8715         obstinate     negative
## 8716   8716          obstruct        anger
## 8717   8717          obstruct         fear
## 8718   8718          obstruct     negative
## 8719   8719       obstruction     negative
## 8720   8720       obstructive        anger
## 8721   8721       obstructive     negative
## 8722   8722        obtainable          joy
## 8723   8723        obtainable     positive
## 8724   8724            obtuse     negative
## 8725   8725           obvious     positive
## 8726   8726           obvious        trust
## 8727   8727        occasional     surprise
## 8728   8728            occult      disgust
## 8729   8729            occult         fear
## 8730   8730            occult     negative
## 8731   8731          occupant     positive
## 8732   8732          occupant        trust
## 8733   8733        occupation     positive
## 8734   8734            occupy     positive
## 8735   8735           octopus      disgust
## 8736   8736            oddity      disgust
## 8737   8737            oddity     negative
## 8738   8738            oddity      sadness
## 8739   8739            oddity     surprise
## 8740   8740            odious        anger
## 8741   8741            odious      disgust
## 8742   8742            odious         fear
## 8743   8743            odious     negative
## 8744   8744              odor     negative
## 8745   8745            offend        anger
## 8746   8746            offend      disgust
## 8747   8747            offend     negative
## 8748   8748          offended        anger
## 8749   8749          offended     negative
## 8750   8750          offended      sadness
## 8751   8751          offender        anger
## 8752   8752          offender      disgust
## 8753   8753          offender         fear
## 8754   8754          offender     negative
## 8755   8755          offender      sadness
## 8756   8756           offense        anger
## 8757   8757           offense      disgust
## 8758   8758           offense         fear
## 8759   8759           offense     negative
## 8760   8760           offense      sadness
## 8761   8761         offensive        anger
## 8762   8762         offensive      disgust
## 8763   8763         offensive     negative
## 8764   8764             offer     positive
## 8765   8765          offering        trust
## 8766   8766           offhand     negative
## 8767   8767           officer     positive
## 8768   8768           officer        trust
## 8769   8769          official        trust
## 8770   8770            offing     negative
## 8771   8771            offset anticipation
## 8772   8772            offset     positive
## 8773   8773          offshoot     positive
## 8774   8774              ogre      disgust
## 8775   8775              ogre         fear
## 8776   8776              ogre     negative
## 8777   8777         olfactory anticipation
## 8778   8778         olfactory     negative
## 8779   8779         oligarchy     negative
## 8780   8780              omen anticipation
## 8781   8781              omen         fear
## 8782   8782              omen     negative
## 8783   8783           ominous anticipation
## 8784   8784           ominous         fear
## 8785   8785           ominous     negative
## 8786   8786              omit     negative
## 8787   8787       omnipotence         fear
## 8788   8788       omnipotence     negative
## 8789   8789       omnipotence     positive
## 8790   8790        omniscient     positive
## 8791   8791        omniscient        trust
## 8792   8792           onerous        anger
## 8793   8793           onerous     negative
## 8794   8794           onerous      sadness
## 8795   8795           ongoing anticipation
## 8796   8796             onset anticipation
## 8797   8797              onus     negative
## 8798   8798              ooze      disgust
## 8799   8799              ooze     negative
## 8800   8800            opaque     negative
## 8801   8801          openness     positive
## 8802   8802             opera        anger
## 8803   8803             opera anticipation
## 8804   8804             opera         fear
## 8805   8805             opera          joy
## 8806   8806             opera     positive
## 8807   8807             opera      sadness
## 8808   8808             opera     surprise
## 8809   8809             opera        trust
## 8810   8810          operatic     negative
## 8811   8811         operation         fear
## 8812   8812         operation        trust
## 8813   8813            opiate     negative
## 8814   8814       opinionated        anger
## 8815   8815       opinionated     negative
## 8816   8816             opium        anger
## 8817   8817             opium      disgust
## 8818   8818             opium         fear
## 8819   8819             opium     negative
## 8820   8820             opium      sadness
## 8821   8821          opponent        anger
## 8822   8822          opponent anticipation
## 8823   8823          opponent      disgust
## 8824   8824          opponent         fear
## 8825   8825          opponent     negative
## 8826   8826         opportune          joy
## 8827   8827         opportune     positive
## 8828   8828       opportunity anticipation
## 8829   8829       opportunity     positive
## 8830   8830            oppose     negative
## 8831   8831           opposed        anger
## 8832   8832           opposed         fear
## 8833   8833           opposed     negative
## 8834   8834        opposition        anger
## 8835   8835        opposition     negative
## 8836   8836           oppress        anger
## 8837   8837           oppress      disgust
## 8838   8838           oppress         fear
## 8839   8839           oppress     negative
## 8840   8840           oppress      sadness
## 8841   8841        oppression        anger
## 8842   8842        oppression      disgust
## 8843   8843        oppression         fear
## 8844   8844        oppression     negative
## 8845   8845        oppression      sadness
## 8846   8846        oppressive        anger
## 8847   8847        oppressive      disgust
## 8848   8848        oppressive         fear
## 8849   8849        oppressive     negative
## 8850   8850        oppressive      sadness
## 8851   8851         oppressor        anger
## 8852   8852         oppressor         fear
## 8853   8853         oppressor     negative
## 8854   8854         oppressor      sadness
## 8855   8855          optimism anticipation
## 8856   8856          optimism          joy
## 8857   8857          optimism     positive
## 8858   8858          optimism     surprise
## 8859   8859          optimism        trust
## 8860   8860          optimist     positive
## 8861   8861          optimist        trust
## 8862   8862            option     positive
## 8863   8863          optional     positive
## 8864   8864            oracle anticipation
## 8865   8865            oracle     positive
## 8866   8866            oracle        trust
## 8867   8867           oration     positive
## 8868   8868               orc        anger
## 8869   8869               orc      disgust
## 8870   8870               orc         fear
## 8871   8871               orc     negative
## 8872   8872         orchestra        anger
## 8873   8873         orchestra          joy
## 8874   8874         orchestra     positive
## 8875   8875         orchestra      sadness
## 8876   8876         orchestra        trust
## 8877   8877          ordained     positive
## 8878   8878          ordained        trust
## 8879   8879            ordeal        anger
## 8880   8880            ordeal     negative
## 8881   8881            ordeal     surprise
## 8882   8882           orderly     positive
## 8883   8883         ordinance        trust
## 8884   8884        ordination anticipation
## 8885   8885        ordination          joy
## 8886   8886        ordination     positive
## 8887   8887        ordination        trust
## 8888   8888          ordnance         fear
## 8889   8889          ordnance     negative
## 8890   8890             organ anticipation
## 8891   8891             organ          joy
## 8892   8892           organic     positive
## 8893   8893      organization anticipation
## 8894   8894      organization          joy
## 8895   8895      organization     positive
## 8896   8896      organization     surprise
## 8897   8897      organization        trust
## 8898   8898          organize     positive
## 8899   8899         organized     positive
## 8900   8900            orgasm anticipation
## 8901   8901            orgasm          joy
## 8902   8902            orgasm     positive
## 8903   8903       originality     positive
## 8904   8904       originality     surprise
## 8905   8905        ornamented     positive
## 8906   8906            ornate     positive
## 8907   8907            orphan         fear
## 8908   8908            orphan     negative
## 8909   8909            orphan      sadness
## 8910   8910         orthodoxy        trust
## 8911   8911        ostensibly     negative
## 8912   8912              oust        anger
## 8913   8913              oust     negative
## 8914   8914              oust      sadness
## 8915   8915          outburst        anger
## 8916   8916          outburst         fear
## 8917   8917          outburst          joy
## 8918   8918          outburst     negative
## 8919   8919          outburst     positive
## 8920   8920          outburst      sadness
## 8921   8921          outburst     surprise
## 8922   8922           outcast      disgust
## 8923   8923           outcast         fear
## 8924   8924           outcast     negative
## 8925   8925           outcast      sadness
## 8926   8926           outcome     positive
## 8927   8927            outcry        anger
## 8928   8928            outcry         fear
## 8929   8929            outcry     negative
## 8930   8930            outcry     surprise
## 8931   8931             outdo anticipation
## 8932   8932             outdo     positive
## 8933   8933          outhouse      disgust
## 8934   8934          outhouse     negative
## 8935   8935        outlandish     negative
## 8936   8936            outlaw     negative
## 8937   8937           outpost         fear
## 8938   8938           outrage        anger
## 8939   8939           outrage      disgust
## 8940   8940           outrage     negative
## 8941   8941        outrageous     surprise
## 8942   8942          outsider         fear
## 8943   8943       outstanding          joy
## 8944   8944       outstanding     negative
## 8945   8945       outstanding     positive
## 8946   8946           outward     positive
## 8947   8947           ovation     negative
## 8948   8948           ovation      sadness
## 8949   8949       overbearing        anger
## 8950   8950       overbearing     negative
## 8951   8951        overburden     negative
## 8952   8952          overcast     negative
## 8953   8953            overdo     negative
## 8954   8954          overdose     negative
## 8955   8955           overdue anticipation
## 8956   8956           overdue     negative
## 8957   8957           overdue      sadness
## 8958   8958           overdue     surprise
## 8959   8959      overestimate     surprise
## 8960   8960     overestimated     negative
## 8961   8961          overflow     negative
## 8962   8962         overgrown     negative
## 8963   8963         overjoyed          joy
## 8964   8964         overjoyed     positive
## 8965   8965          overload     negative
## 8966   8966          overload      sadness
## 8967   8967          overpaid     negative
## 8968   8968         overpower     negative
## 8969   8969      overpowering        anger
## 8970   8970      overpowering         fear
## 8971   8971      overpowering     negative
## 8972   8972        overpriced        anger
## 8973   8973        overpriced      disgust
## 8974   8974        overpriced     negative
## 8975   8975        overpriced      sadness
## 8976   8976         oversight     negative
## 8977   8977             overt         fear
## 8978   8978         overthrow anticipation
## 8979   8979         overthrow         fear
## 8980   8980         overthrow     negative
## 8981   8981          overture anticipation
## 8982   8982          overturn     negative
## 8983   8983         overwhelm     negative
## 8984   8984       overwhelmed     negative
## 8985   8985       overwhelmed      sadness
## 8986   8986      overwhelming     positive
## 8987   8987             owing        anger
## 8988   8988             owing anticipation
## 8989   8989             owing      disgust
## 8990   8990             owing         fear
## 8991   8991             owing     negative
## 8992   8992             owing      sadness
## 8993   8993             owing        trust
## 8994   8994         ownership     positive
## 8995   8995         oxidation     negative
## 8996   8996           pacific     positive
## 8997   8997              pact        trust
## 8998   8998               pad     positive
## 8999   8999           padding     positive
## 9000   9000            paddle anticipation
## 9001   9001            paddle     positive
## 9002   9002              pain         fear
## 9003   9003              pain     negative
## 9004   9004              pain      sadness
## 9005   9005            pained         fear
## 9006   9006            pained     negative
## 9007   9007            pained      sadness
## 9008   9008           painful        anger
## 9009   9009           painful      disgust
## 9010   9010           painful         fear
## 9011   9011           painful     negative
## 9012   9012           painful      sadness
## 9013   9013         painfully     negative
## 9014   9014         painfully      sadness
## 9015   9015             pains     negative
## 9016   9016         palatable     positive
## 9017   9017        palliative     positive
## 9018   9018          palpable     surprise
## 9019   9019             palsy      disgust
## 9020   9020             palsy         fear
## 9021   9021             palsy     negative
## 9022   9022             palsy      sadness
## 9023   9023           panacea     positive
## 9024   9024           panache     positive
## 9025   9025          pandemic         fear
## 9026   9026          pandemic     negative
## 9027   9027          pandemic      sadness
## 9028   9028              pang     negative
## 9029   9029              pang     surprise
## 9030   9030             panic         fear
## 9031   9031             panic     negative
## 9032   9032            panier     positive
## 9033   9033           paprika     positive
## 9034   9034         parachute         fear
## 9035   9035            parade anticipation
## 9036   9036            parade         fear
## 9037   9037            parade          joy
## 9038   9038            parade     negative
## 9039   9039            parade     positive
## 9040   9040            parade     surprise
## 9041   9041           paragon anticipation
## 9042   9042           paragon          joy
## 9043   9043           paragon     positive
## 9044   9044           paragon        trust
## 9045   9045         paralysis        anger
## 9046   9046         paralysis anticipation
## 9047   9047         paralysis         fear
## 9048   9048         paralysis     negative
## 9049   9049         paralysis      sadness
## 9050   9050         paramount     positive
## 9051   9051          paranoia         fear
## 9052   9052          paranoia     negative
## 9053   9053        paraphrase     negative
## 9054   9054        paraphrase     positive
## 9055   9055          parasite      disgust
## 9056   9056          parasite         fear
## 9057   9057          parasite     negative
## 9058   9058            pardon     positive
## 9059   9059              pare        anger
## 9060   9060              pare anticipation
## 9061   9061              pare         fear
## 9062   9062              pare     negative
## 9063   9063              pare      sadness
## 9064   9064         parentage     positive
## 9065   9065          parietal     positive
## 9066   9066          parietal        trust
## 9067   9067            parish        trust
## 9068   9068        parliament        trust
## 9069   9069            parole anticipation
## 9070   9070            parrot      disgust
## 9071   9071            parrot     negative
## 9072   9072      parsimonious     negative
## 9073   9073           partake     positive
## 9074   9074           partake        trust
## 9075   9075     participation     positive
## 9076   9076           parting      sadness
## 9077   9077          partisan     negative
## 9078   9078           partner     positive
## 9079   9079       partnership     positive
## 9080   9080       partnership        trust
## 9081   9081             passe     negative
## 9082   9082         passenger anticipation
## 9083   9083           passion anticipation
## 9084   9084           passion          joy
## 9085   9085           passion     positive
## 9086   9086           passion        trust
## 9087   9087        passionate anticipation
## 9088   9088        passionate          joy
## 9089   9089        passionate     positive
## 9090   9090        passionate        trust
## 9091   9091           passive     negative
## 9092   9092         passivity     negative
## 9093   9093           pastime     positive
## 9094   9094            pastor          joy
## 9095   9095            pastor     positive
## 9096   9096            pastor        trust
## 9097   9097            pastry          joy
## 9098   9098            pastry     positive
## 9099   9099           pasture     positive
## 9100   9100             patch     negative
## 9101   9101            patent     positive
## 9102   9102          pathetic      disgust
## 9103   9103          pathetic     negative
## 9104   9104          pathetic      sadness
## 9105   9105          patience anticipation
## 9106   9106          patience     positive
## 9107   9107          patience        trust
## 9108   9108           patient anticipation
## 9109   9109           patient     positive
## 9110   9110       patriarchal     positive
## 9111   9111       patriarchal        trust
## 9112   9112            patrol        trust
## 9113   9113            patron     positive
## 9114   9114            patron        trust
## 9115   9115         patronage     positive
## 9116   9116         patronage        trust
## 9117   9117       patronizing     negative
## 9118   9118            patter        anger
## 9119   9119            patter     negative
## 9120   9120           paucity        anger
## 9121   9121           paucity      disgust
## 9122   9122           paucity     negative
## 9123   9123           paucity      sadness
## 9124   9124            pauper     negative
## 9125   9125            pauper      sadness
## 9126   9126          pavement        trust
## 9127   9127              pawn     negative
## 9128   9128              pawn        trust
## 9129   9129               pay anticipation
## 9130   9130               pay          joy
## 9131   9131               pay     positive
## 9132   9132               pay        trust
## 9133   9133           payback        anger
## 9134   9134           payback     negative
## 9135   9135           payment     negative
## 9136   9136             peace anticipation
## 9137   9137             peace          joy
## 9138   9138             peace     positive
## 9139   9139             peace        trust
## 9140   9140         peaceable     positive
## 9141   9141          peaceful anticipation
## 9142   9142          peaceful          joy
## 9143   9143          peaceful     positive
## 9144   9144          peaceful     surprise
## 9145   9145          peaceful        trust
## 9146   9146           peacock     positive
## 9147   9147              peck     positive
## 9148   9148     peculiarities     negative
## 9149   9149       peculiarity     positive
## 9150   9150        pedestrian     negative
## 9151   9151          pedigree     positive
## 9152   9152          pedigree        trust
## 9153   9153          peerless     positive
## 9154   9154             penal         fear
## 9155   9155             penal     negative
## 9156   9156             penal      sadness
## 9157   9157           penalty        anger
## 9158   9158           penalty         fear
## 9159   9159           penalty     negative
## 9160   9160           penalty      sadness
## 9161   9161           penance         fear
## 9162   9162           penance      sadness
## 9163   9163          penchant     positive
## 9164   9164       penetration        anger
## 9165   9165       penetration         fear
## 9166   9166       penetration     negative
## 9167   9167      penitentiary        anger
## 9168   9168      penitentiary     negative
## 9169   9169           pensive      sadness
## 9170   9170          perceive     positive
## 9171   9171          perceive        trust
## 9172   9172       perceptible     positive
## 9173   9173         perchance     surprise
## 9174   9174         perdition        anger
## 9175   9175         perdition      disgust
## 9176   9176         perdition         fear
## 9177   9177         perdition     negative
## 9178   9178         perdition      sadness
## 9179   9179         perennial     positive
## 9180   9180         perennial        trust
## 9181   9181           perfect anticipation
## 9182   9182           perfect          joy
## 9183   9183           perfect     positive
## 9184   9184           perfect        trust
## 9185   9185        perfection anticipation
## 9186   9186        perfection          joy
## 9187   9187        perfection     positive
## 9188   9188        perfection     surprise
## 9189   9189        perfection        trust
## 9190   9190         performer     positive
## 9191   9191              peri     surprise
## 9192   9192             peril anticipation
## 9193   9193             peril         fear
## 9194   9194             peril     negative
## 9195   9195             peril      sadness
## 9196   9196          perilous anticipation
## 9197   9197          perilous         fear
## 9198   9198          perilous     negative
## 9199   9199          perilous      sadness
## 9200   9200       periodicity        trust
## 9201   9201            perish         fear
## 9202   9202            perish     negative
## 9203   9203            perish      sadness
## 9204   9204        perishable     negative
## 9205   9205          perished     negative
## 9206   9206          perished      sadness
## 9207   9207         perishing         fear
## 9208   9208         perishing     negative
## 9209   9209         perishing      sadness
## 9210   9210           perjury         fear
## 9211   9211           perjury     negative
## 9212   9212           perjury     surprise
## 9213   9213              perk     positive
## 9214   9214        permission     positive
## 9215   9215        pernicious        anger
## 9216   9216        pernicious         fear
## 9217   9217        pernicious     negative
## 9218   9218        pernicious      sadness
## 9219   9219       perpetrator        anger
## 9220   9220       perpetrator      disgust
## 9221   9221       perpetrator         fear
## 9222   9222       perpetrator     negative
## 9223   9223       perpetrator      sadness
## 9224   9224        perpetuate anticipation
## 9225   9225      perpetuation     negative
## 9226   9226        perpetuity anticipation
## 9227   9227        perpetuity     positive
## 9228   9228        perpetuity        trust
## 9229   9229         perplexed     negative
## 9230   9230        perplexity     negative
## 9231   9231        perplexity      sadness
## 9232   9232         persecute        anger
## 9233   9233         persecute         fear
## 9234   9234         persecute     negative
## 9235   9235       persecution        anger
## 9236   9236       persecution      disgust
## 9237   9237       persecution         fear
## 9238   9238       persecution     negative
## 9239   9239       persecution      sadness
## 9240   9240       persistence     positive
## 9241   9241        persistent     positive
## 9242   9242        personable     positive
## 9243   9243          personal        trust
## 9244   9244      perspiration      disgust
## 9245   9245          persuade        trust
## 9246   9246         pertinent     positive
## 9247   9247         pertinent        trust
## 9248   9248      perturbation         fear
## 9249   9249      perturbation     negative
## 9250   9250         pertussis     negative
## 9251   9251          perverse        anger
## 9252   9252          perverse      disgust
## 9253   9253          perverse         fear
## 9254   9254          perverse     negative
## 9255   9255        perversion        anger
## 9256   9256        perversion      disgust
## 9257   9257        perversion     negative
## 9258   9258        perversion      sadness
## 9259   9259           pervert        anger
## 9260   9260           pervert      disgust
## 9261   9261           pervert     negative
## 9262   9262         perverted      disgust
## 9263   9263         perverted     negative
## 9264   9264         pessimism        anger
## 9265   9265         pessimism         fear
## 9266   9266         pessimism     negative
## 9267   9267         pessimism      sadness
## 9268   9268         pessimist         fear
## 9269   9269         pessimist     negative
## 9270   9270         pessimist      sadness
## 9271   9271              pest        anger
## 9272   9272              pest      disgust
## 9273   9273              pest         fear
## 9274   9274              pest     negative
## 9275   9275        pestilence      disgust
## 9276   9276        pestilence         fear
## 9277   9277        pestilence     negative
## 9278   9278               pet     negative
## 9279   9279         petroleum      disgust
## 9280   9280         petroleum     negative
## 9281   9281         petroleum     positive
## 9282   9282             petty     negative
## 9283   9283           phalanx         fear
## 9284   9284           phalanx        trust
## 9285   9285           phantom         fear
## 9286   9286           phantom     negative
## 9287   9287    pharmaceutical     positive
## 9288   9288     philanthropic        trust
## 9289   9289    philanthropist     positive
## 9290   9290    philanthropist        trust
## 9291   9291      philanthropy     positive
## 9292   9292       philosopher     positive
## 9293   9293       philosopher        trust
## 9294   9294            phlegm      disgust
## 9295   9295            phlegm     negative
## 9296   9296           phoenix     positive
## 9297   9297          phonetic     positive
## 9298   9298             phony        anger
## 9299   9299             phony      disgust
## 9300   9300             phony     negative
## 9301   9301         physician     positive
## 9302   9302         physician        trust
## 9303   9303         physicist        trust
## 9304   9304           physics     positive
## 9305   9305        physiology     positive
## 9306   9306          physique     positive
## 9307   9307              pick     positive
## 9308   9308            picket        anger
## 9309   9309            picket anticipation
## 9310   9310            picket         fear
## 9311   9311            picket     negative
## 9312   9312         picketing        anger
## 9313   9313         picketing     negative
## 9314   9314            pickle     negative
## 9315   9315            picnic anticipation
## 9316   9316            picnic          joy
## 9317   9317            picnic     positive
## 9318   9318            picnic     surprise
## 9319   9319            picnic        trust
## 9320   9320       picturesque          joy
## 9321   9321       picturesque     positive
## 9322   9322             piety     positive
## 9323   9323               pig      disgust
## 9324   9324               pig     negative
## 9325   9325            pigeon     negative
## 9326   9326             piles      disgust
## 9327   9327             piles     negative
## 9328   9328              pill     positive
## 9329   9329              pill        trust
## 9330   9330           pillage        anger
## 9331   9331           pillage      disgust
## 9332   9332           pillage         fear
## 9333   9333           pillage     negative
## 9334   9334            pillow     positive
## 9335   9335             pilot     positive
## 9336   9336             pilot        trust
## 9337   9337              pimp     negative
## 9338   9338            pimple      disgust
## 9339   9339            pimple     negative
## 9340   9340              pine     negative
## 9341   9341              pine      sadness
## 9342   9342            pinion         fear
## 9343   9343            pinion     negative
## 9344   9344          pinnacle     positive
## 9345   9345           pioneer     positive
## 9346   9346             pious      disgust
## 9347   9347             pious     positive
## 9348   9348             pious      sadness
## 9349   9349             pious        trust
## 9350   9350             pique        anger
## 9351   9351             pique     negative
## 9352   9352            piracy     negative
## 9353   9353            pirate        anger
## 9354   9354            pirate     negative
## 9355   9355            pistol     negative
## 9356   9356           pitfall        anger
## 9357   9357           pitfall      disgust
## 9358   9358           pitfall         fear
## 9359   9359           pitfall     negative
## 9360   9360           pitfall      sadness
## 9361   9361           pitfall     surprise
## 9362   9362              pith     positive
## 9363   9363              pith        trust
## 9364   9364              pity      sadness
## 9365   9365             pivot     positive
## 9366   9366             pivot        trust
## 9367   9367           placard     surprise
## 9368   9368            placid     positive
## 9369   9369        plagiarism      disgust
## 9370   9370        plagiarism     negative
## 9371   9371            plague      disgust
## 9372   9372            plague         fear
## 9373   9373            plague     negative
## 9374   9374            plague      sadness
## 9375   9375         plaintiff     negative
## 9376   9376         plaintive      sadness
## 9377   9377              plan anticipation
## 9378   9378          planning anticipation
## 9379   9379          planning     positive
## 9380   9380          planning        trust
## 9381   9381            plated     negative
## 9382   9382            player     negative
## 9383   9383           playful        anger
## 9384   9384           playful          joy
## 9385   9385           playful     positive
## 9386   9386           playful     surprise
## 9387   9387           playful        trust
## 9388   9388        playground anticipation
## 9389   9389        playground          joy
## 9390   9390        playground     positive
## 9391   9391        playground     surprise
## 9392   9392        playground        trust
## 9393   9393         playhouse          joy
## 9394   9394         playhouse     positive
## 9395   9395              plea anticipation
## 9396   9396              plea         fear
## 9397   9397              plea     negative
## 9398   9398              plea      sadness
## 9399   9399          pleasant anticipation
## 9400   9400          pleasant          joy
## 9401   9401          pleasant     positive
## 9402   9402          pleasant     surprise
## 9403   9403          pleasant        trust
## 9404   9404           pleased          joy
## 9405   9405           pleased     positive
## 9406   9406       pleasurable          joy
## 9407   9407       pleasurable     positive
## 9408   9408            pledge          joy
## 9409   9409            pledge     positive
## 9410   9410            pledge        trust
## 9411   9411           plenary     positive
## 9412   9412         plentiful     positive
## 9413   9413            plexus     positive
## 9414   9414            plight anticipation
## 9415   9415            plight      disgust
## 9416   9416            plight         fear
## 9417   9417            plight     negative
## 9418   9418            plight      sadness
## 9419   9419          plodding     negative
## 9420   9420              plum     positive
## 9421   9421             plumb     positive
## 9422   9422           plummet         fear
## 9423   9423           plummet     negative
## 9424   9424             plump anticipation
## 9425   9425           plunder        anger
## 9426   9426           plunder      disgust
## 9427   9427           plunder         fear
## 9428   9428           plunder     negative
## 9429   9429           plunder      sadness
## 9430   9430           plunder     surprise
## 9431   9431            plunge         fear
## 9432   9432            plunge     negative
## 9433   9433             plush     positive
## 9434   9434               ply     positive
## 9435   9435         pneumonia         fear
## 9436   9436         pneumonia     negative
## 9437   9437          poaching        anger
## 9438   9438          poaching      disgust
## 9439   9439          poaching         fear
## 9440   9440          poaching     negative
## 9441   9441          poaching      sadness
## 9442   9442         pointedly     positive
## 9443   9443         pointless     negative
## 9444   9444         pointless      sadness
## 9445   9445            poison        anger
## 9446   9446            poison      disgust
## 9447   9447            poison         fear
## 9448   9448            poison     negative
## 9449   9449            poison      sadness
## 9450   9450          poisoned        anger
## 9451   9451          poisoned      disgust
## 9452   9452          poisoned         fear
## 9453   9453          poisoned     negative
## 9454   9454          poisoned      sadness
## 9455   9455         poisoning      disgust
## 9456   9456         poisoning     negative
## 9457   9457         poisonous        anger
## 9458   9458         poisonous      disgust
## 9459   9459         poisonous         fear
## 9460   9460         poisonous     negative
## 9461   9461         poisonous      sadness
## 9462   9462              poke anticipation
## 9463   9463              poke     negative
## 9464   9464          polarity     surprise
## 9465   9465           polemic        anger
## 9466   9466           polemic      disgust
## 9467   9467           polemic     negative
## 9468   9468            police         fear
## 9469   9469            police     positive
## 9470   9470            police        trust
## 9471   9471         policeman         fear
## 9472   9472         policeman     positive
## 9473   9473         policeman        trust
## 9474   9474            policy        trust
## 9475   9475             polio         fear
## 9476   9476             polio     negative
## 9477   9477             polio      sadness
## 9478   9478            polish     positive
## 9479   9479          polished     positive
## 9480   9480            polite     positive
## 9481   9481        politeness     positive
## 9482   9482           politic      disgust
## 9483   9483           politic     positive
## 9484   9484          politics        anger
## 9485   9485              poll        trust
## 9486   9486           pollute      disgust
## 9487   9487           pollute     negative
## 9488   9488         pollution      disgust
## 9489   9489         pollution     negative
## 9490   9490          polygamy      disgust
## 9491   9491          polygamy     negative
## 9492   9492              pomp     negative
## 9493   9493           pompous      disgust
## 9494   9494           pompous     negative
## 9495   9495         ponderous     negative
## 9496   9496           pontiff        trust
## 9497   9497              pool     positive
## 9498   9498            poorly     negative
## 9499   9499               pop     negative
## 9500   9500               pop     surprise
## 9501   9501              pope     positive
## 9502   9502        popularity     positive
## 9503   9503       popularized     positive
## 9504   9504        population     positive
## 9505   9505         porcupine     negative
## 9506   9506              porn      disgust
## 9507   9507              porn     negative
## 9508   9508             porno     negative
## 9509   9509      pornographic     negative
## 9510   9510       pornography      disgust
## 9511   9511       pornography     negative
## 9512   9512          portable     positive
## 9513   9513              pose     negative
## 9514   9514             posse         fear
## 9515   9515           possess anticipation
## 9516   9516           possess          joy
## 9517   9517           possess     positive
## 9518   9518           possess        trust
## 9519   9519         possessed        anger
## 9520   9520         possessed      disgust
## 9521   9521         possessed         fear
## 9522   9522         possessed     negative
## 9523   9523        possession        anger
## 9524   9524        possession      disgust
## 9525   9525        possession         fear
## 9526   9526        possession     negative
## 9527   9527       possibility anticipation
## 9528   9528        posthumous     negative
## 9529   9529        posthumous      sadness
## 9530   9530      postponement     negative
## 9531   9531      postponement     surprise
## 9532   9532           potable     positive
## 9533   9533           potency     positive
## 9534   9534             pound        anger
## 9535   9535             pound     negative
## 9536   9536           poverty        anger
## 9537   9537           poverty      disgust
## 9538   9538           poverty         fear
## 9539   9539           poverty     negative
## 9540   9540           poverty      sadness
## 9541   9541               pow        anger
## 9542   9542          powerful        anger
## 9543   9543          powerful anticipation
## 9544   9544          powerful      disgust
## 9545   9545          powerful         fear
## 9546   9546          powerful          joy
## 9547   9547          powerful     positive
## 9548   9548          powerful        trust
## 9549   9549        powerfully         fear
## 9550   9550        powerfully     positive
## 9551   9551         powerless        anger
## 9552   9552         powerless      disgust
## 9553   9553         powerless         fear
## 9554   9554         powerless     negative
## 9555   9555         powerless      sadness
## 9556   9556          practice     positive
## 9557   9557         practiced          joy
## 9558   9558         practiced     positive
## 9559   9559         practiced     surprise
## 9560   9560         practiced        trust
## 9561   9561          practise anticipation
## 9562   9562          practise     positive
## 9563   9563            praise          joy
## 9564   9564            praise     positive
## 9565   9565            praise        trust
## 9566   9566           praised          joy
## 9567   9567           praised     positive
## 9568   9568      praiseworthy anticipation
## 9569   9569      praiseworthy          joy
## 9570   9570      praiseworthy     positive
## 9571   9571      praiseworthy     surprise
## 9572   9572      praiseworthy        trust
## 9573   9573             prank     negative
## 9574   9574             prank     surprise
## 9575   9575              pray anticipation
## 9576   9576              pray         fear
## 9577   9577              pray          joy
## 9578   9578              pray     positive
## 9579   9579              pray     surprise
## 9580   9580              pray        trust
## 9581   9581        precarious anticipation
## 9582   9582        precarious         fear
## 9583   9583        precarious     negative
## 9584   9584        precarious      sadness
## 9585   9585        precaution     positive
## 9586   9586           precede     positive
## 9587   9587        precedence     positive
## 9588   9588        precedence        trust
## 9589   9589          precinct     negative
## 9590   9590          precious anticipation
## 9591   9591          precious          joy
## 9592   9592          precious     positive
## 9593   9593          precious     surprise
## 9594   9594         precipice         fear
## 9595   9595           precise     positive
## 9596   9596         precision     positive
## 9597   9597          preclude        anger
## 9598   9598         precursor anticipation
## 9599   9599         predatory     negative
## 9600   9600       predicament         fear
## 9601   9601       predicament     negative
## 9602   9602           predict anticipation
## 9603   9603        prediction anticipation
## 9604   9604      predilection anticipation
## 9605   9605      predilection     positive
## 9606   9606        predispose anticipation
## 9607   9607       predominant     positive
## 9608   9608       predominant        trust
## 9609   9609        preeminent     positive
## 9610   9610            prefer     positive
## 9611   9611            prefer        trust
## 9612   9612         pregnancy      disgust
## 9613   9613         pregnancy     negative
## 9614   9614         prejudice        anger
## 9615   9615         prejudice     negative
## 9616   9616        prejudiced      disgust
## 9617   9617        prejudiced         fear
## 9618   9618        prejudiced     negative
## 9619   9619       prejudicial        anger
## 9620   9620       prejudicial     negative
## 9621   9621       preliminary anticipation
## 9622   9622         premature     surprise
## 9623   9623      premeditated         fear
## 9624   9624      premeditated     negative
## 9625   9625           premier     positive
## 9626   9626          premises     positive
## 9627   9627       preparation anticipation
## 9628   9628       preparatory anticipation
## 9629   9629           prepare anticipation
## 9630   9630           prepare     positive
## 9631   9631          prepared anticipation
## 9632   9632          prepared     positive
## 9633   9633          prepared        trust
## 9634   9634      preparedness anticipation
## 9635   9635     preponderance        trust
## 9636   9636      prerequisite anticipation
## 9637   9637         prescient anticipation
## 9638   9638         prescient     positive
## 9639   9639          presence     positive
## 9640   9640           present anticipation
## 9641   9641           present          joy
## 9642   9642           present     positive
## 9643   9643           present     surprise
## 9644   9644           present        trust
## 9645   9645       presentable     positive
## 9646   9646       presentment     negative
## 9647   9647       presentment     positive
## 9648   9648      preservative anticipation
## 9649   9649      preservative          joy
## 9650   9650      preservative     positive
## 9651   9651      preservative     surprise
## 9652   9652      preservative        trust
## 9653   9653          preserve     positive
## 9654   9654         president     positive
## 9655   9655         president        trust
## 9656   9656          pressure     negative
## 9657   9657          prestige          joy
## 9658   9658          prestige     positive
## 9659   9659          prestige        trust
## 9660   9660            presto          joy
## 9661   9661            presto     positive
## 9662   9662            presto     surprise
## 9663   9663       presumption        trust
## 9664   9664      presumptuous        anger
## 9665   9665      presumptuous      disgust
## 9666   9666      presumptuous     negative
## 9667   9667           pretend     negative
## 9668   9668         pretended     negative
## 9669   9669        pretending        anger
## 9670   9670        pretending     negative
## 9671   9671          pretense     negative
## 9672   9672       pretensions     negative
## 9673   9673            pretty anticipation
## 9674   9674            pretty          joy
## 9675   9675            pretty     positive
## 9676   9676            pretty        trust
## 9677   9677           prevail anticipation
## 9678   9678           prevail          joy
## 9679   9679           prevail     positive
## 9680   9680         prevalent        trust
## 9681   9681           prevent         fear
## 9682   9682        prevention anticipation
## 9683   9683        prevention     positive
## 9684   9684        preventive     negative
## 9685   9685              prey         fear
## 9686   9686              prey     negative
## 9687   9687         priceless     positive
## 9688   9688             prick        anger
## 9689   9689             prick      disgust
## 9690   9690             prick         fear
## 9691   9691             prick     negative
## 9692   9692             prick     surprise
## 9693   9693           prickly     negative
## 9694   9694             pride          joy
## 9695   9695             pride     positive
## 9696   9696            priest     positive
## 9697   9697            priest        trust
## 9698   9698        priesthood anticipation
## 9699   9699        priesthood          joy
## 9700   9700        priesthood     positive
## 9701   9701        priesthood      sadness
## 9702   9702        priesthood        trust
## 9703   9703          priestly     positive
## 9704   9704           primacy     positive
## 9705   9705           primary     positive
## 9706   9706             prime     positive
## 9707   9707            primer     positive
## 9708   9708            primer        trust
## 9709   9709            prince     positive
## 9710   9710          princely anticipation
## 9711   9711          princely          joy
## 9712   9712          princely     positive
## 9713   9713          princely     surprise
## 9714   9714          princely        trust
## 9715   9715          princess     positive
## 9716   9716         principal     positive
## 9717   9717         principal        trust
## 9718   9718            prison        anger
## 9719   9719            prison         fear
## 9720   9720            prison     negative
## 9721   9721            prison      sadness
## 9722   9722          prisoner        anger
## 9723   9723          prisoner      disgust
## 9724   9724          prisoner         fear
## 9725   9725          prisoner     negative
## 9726   9726          prisoner      sadness
## 9727   9727          pristine     positive
## 9728   9728        privileged          joy
## 9729   9729        privileged     positive
## 9730   9730        privileged        trust
## 9731   9731             privy     negative
## 9732   9732             privy        trust
## 9733   9733       probability anticipation
## 9734   9734         probation anticipation
## 9735   9735         probation         fear
## 9736   9736         probation      sadness
## 9737   9737           probity     positive
## 9738   9738           probity        trust
## 9739   9739           problem         fear
## 9740   9740           problem     negative
## 9741   9741           problem      sadness
## 9742   9742         procedure         fear
## 9743   9743         procedure     positive
## 9744   9744        proceeding anticipation
## 9745   9745        procession          joy
## 9746   9746        procession     positive
## 9747   9747        procession      sadness
## 9748   9748        procession     surprise
## 9749   9749     procrastinate     negative
## 9750   9750   procrastination     negative
## 9751   9751           proctor     positive
## 9752   9752           proctor        trust
## 9753   9753           procure     positive
## 9754   9754          prodigal     negative
## 9755   9755          prodigal     positive
## 9756   9756        prodigious     positive
## 9757   9757           prodigy     positive
## 9758   9758          producer     positive
## 9759   9759         producing     positive
## 9760   9760        production anticipation
## 9761   9761        production     positive
## 9762   9762        productive     positive
## 9763   9763      productivity     positive
## 9764   9764           profane        anger
## 9765   9765           profane     negative
## 9766   9766         profanity        anger
## 9767   9767         profanity     negative
## 9768   9768        profession     positive
## 9769   9769      professional     positive
## 9770   9770      professional        trust
## 9771   9771         professor     positive
## 9772   9772         professor        trust
## 9773   9773     professorship        trust
## 9774   9774       proficiency anticipation
## 9775   9775       proficiency          joy
## 9776   9776       proficiency     positive
## 9777   9777       proficiency     surprise
## 9778   9778       proficiency        trust
## 9779   9779        proficient     positive
## 9780   9780        proficient        trust
## 9781   9781           profuse     positive
## 9782   9782         profusion     negative
## 9783   9783         prognosis anticipation
## 9784   9784         prognosis         fear
## 9785   9785        prognostic anticipation
## 9786   9786          progress anticipation
## 9787   9787          progress          joy
## 9788   9788          progress     positive
## 9789   9789       progression anticipation
## 9790   9790       progression          joy
## 9791   9791       progression     positive
## 9792   9792       progression      sadness
## 9793   9793       progression        trust
## 9794   9794       progressive     positive
## 9795   9795        prohibited        anger
## 9796   9796        prohibited      disgust
## 9797   9797        prohibited         fear
## 9798   9798        prohibited     negative
## 9799   9799       prohibition     negative
## 9800   9800        projectile         fear
## 9801   9801       projectiles         fear
## 9802   9802          prolific     positive
## 9803   9803          prologue anticipation
## 9804   9804           prolong      disgust
## 9805   9805           prolong     negative
## 9806   9806        prominence     positive
## 9807   9807       prominently     positive
## 9808   9808       promiscuous     negative
## 9809   9809           promise          joy
## 9810   9810           promise     positive
## 9811   9811           promise        trust
## 9812   9812         promising     positive
## 9813   9813         promotion     positive
## 9814   9814             proof        trust
## 9815   9815              prop     positive
## 9816   9816        propaganda     negative
## 9817   9817            proper     positive
## 9818   9818          prophecy anticipation
## 9819   9819           prophet anticipation
## 9820   9820           prophet     positive
## 9821   9821           prophet        trust
## 9822   9822         prophetic anticipation
## 9823   9823      prophylactic anticipation
## 9824   9824      prophylactic     positive
## 9825   9825      prophylactic        trust
## 9826   9826       proposition     positive
## 9827   9827         prosecute        anger
## 9828   9828         prosecute         fear
## 9829   9829         prosecute     negative
## 9830   9830         prosecute      sadness
## 9831   9831       prosecution      disgust
## 9832   9832       prosecution     negative
## 9833   9833          prospect     positive
## 9834   9834     prospectively anticipation
## 9835   9835           prosper anticipation
## 9836   9836           prosper          joy
## 9837   9837           prosper     positive
## 9838   9838        prosperity     positive
## 9839   9839        prosperous          joy
## 9840   9840        prosperous     positive
## 9841   9841        prostitute      disgust
## 9842   9842        prostitute     negative
## 9843   9843      prostitution      disgust
## 9844   9844      prostitution     negative
## 9845   9845      prostitution      sadness
## 9846   9846           protect     positive
## 9847   9847         protected        trust
## 9848   9848        protecting     positive
## 9849   9849        protecting        trust
## 9850   9850        protective     positive
## 9851   9851         protector     positive
## 9852   9852         protector        trust
## 9853   9853             proud anticipation
## 9854   9854             proud          joy
## 9855   9855             proud     positive
## 9856   9856             proud        trust
## 9857   9857             prove     positive
## 9858   9858            proven        trust
## 9859   9859        proverbial     positive
## 9860   9860           provide     positive
## 9861   9861           provide        trust
## 9862   9862         providing anticipation
## 9863   9863         providing          joy
## 9864   9864         providing     positive
## 9865   9865         providing        trust
## 9866   9866           proviso        trust
## 9867   9867       provocation        anger
## 9868   9868       provocation     negative
## 9869   9869         provoking        anger
## 9870   9870         provoking      disgust
## 9871   9871         provoking     negative
## 9872   9872             prowl         fear
## 9873   9873             prowl     surprise
## 9874   9874             proxy        trust
## 9875   9875          prudence     positive
## 9876   9876           prudent     positive
## 9877   9877           prudent        trust
## 9878   9878               pry        anger
## 9879   9879               pry anticipation
## 9880   9880               pry     negative
## 9881   9881               pry        trust
## 9882   9882            prying     negative
## 9883   9883             psalm     positive
## 9884   9884         psychosis        anger
## 9885   9885         psychosis         fear
## 9886   9886         psychosis     negative
## 9887   9887         psychosis      sadness
## 9888   9888            public anticipation
## 9889   9889            public     positive
## 9890   9890         publicist     negative
## 9891   9891             puffy     negative
## 9892   9892              puke      disgust
## 9893   9893              pull     positive
## 9894   9894            pulpit     positive
## 9895   9895              puma         fear
## 9896   9896              puma     surprise
## 9897   9897             punch        anger
## 9898   9898             punch         fear
## 9899   9899             punch     negative
## 9900   9900             punch      sadness
## 9901   9901             punch     surprise
## 9902   9902          punctual anticipation
## 9903   9903          punctual     positive
## 9904   9904          punctual        trust
## 9905   9905       punctuality     positive
## 9906   9906           pungent      disgust
## 9907   9907           pungent     negative
## 9908   9908            punish         fear
## 9909   9909            punish     negative
## 9910   9910          punished        anger
## 9911   9911          punished anticipation
## 9912   9912          punished      disgust
## 9913   9913          punished         fear
## 9914   9914          punished     negative
## 9915   9915          punished      sadness
## 9916   9916         punishing        anger
## 9917   9917         punishing         fear
## 9918   9918         punishing     negative
## 9919   9919         punishing      sadness
## 9920   9920        punishment        anger
## 9921   9921        punishment      disgust
## 9922   9922        punishment         fear
## 9923   9923        punishment     negative
## 9924   9924          punitive        anger
## 9925   9925          punitive         fear
## 9926   9926          punitive     negative
## 9927   9927          punitive      sadness
## 9928   9928              punt anticipation
## 9929   9929             puppy anticipation
## 9930   9930             puppy     positive
## 9931   9931             puppy        trust
## 9932   9932            purely     positive
## 9933   9933            purely        trust
## 9934   9934         purgatory      disgust
## 9935   9935         purgatory         fear
## 9936   9936         purgatory     negative
## 9937   9937             purge         fear
## 9938   9938             purge     negative
## 9939   9939      purification     positive
## 9940   9940      purification        trust
## 9941   9941            purify          joy
## 9942   9942            purify     positive
## 9943   9943            purify        trust
## 9944   9944            purist     positive
## 9945   9945            purity     positive
## 9946   9946            purity     surprise
## 9947   9947              purr          joy
## 9948   9948              purr     positive
## 9949   9949              purr        trust
## 9950   9950               pus      disgust
## 9951   9951               pus     negative
## 9952   9952          putative        trust
## 9953   9953             quack      disgust
## 9954   9954             quack     negative
## 9955   9955          quagmire      disgust
## 9956   9956          quagmire     negative
## 9957   9957             quail         fear
## 9958   9958             quail     negative
## 9959   9959            quaint          joy
## 9960   9960            quaint     positive
## 9961   9961            quaint        trust
## 9962   9962             quake         fear
## 9963   9963         qualified     positive
## 9964   9964         qualified        trust
## 9965   9965        qualifying     positive
## 9966   9966          quandary        anger
## 9967   9967          quandary         fear
## 9968   9968          quandary     negative
## 9969   9969        quarantine         fear
## 9970   9970           quarrel        anger
## 9971   9971           quarrel     negative
## 9972   9972             quash         fear
## 9973   9973             quash     negative
## 9974   9974             quell     negative
## 9975   9975             quest anticipation
## 9976   9976             quest     positive
## 9977   9977          question     positive
## 9978   9978      questionable      disgust
## 9979   9979      questionable     negative
## 9980   9980           quicken anticipation
## 9981   9981         quickness     positive
## 9982   9982         quickness     surprise
## 9983   9983       quicksilver     negative
## 9984   9984       quicksilver     surprise
## 9985   9985         quiescent     positive
## 9986   9986             quiet     positive
## 9987   9987             quiet      sadness
## 9988   9988           quinine     positive
## 9989   9989              quit     negative
## 9990   9990            quiver         fear
## 9991   9991            quiver     negative
## 9992   9992         quivering         fear
## 9993   9993         quivering     negative
## 9994   9994              quiz     negative
## 9995   9995             quote anticipation
## 9996   9996             quote     negative
## 9997   9997             quote     positive
## 9998   9998             quote     surprise
## 9999   9999            rabble        anger
## 10000 10000            rabble         fear
## 10001 10001            rabble     negative
## 10002 10002             rabid        anger
## 10003 10003             rabid anticipation
## 10004 10004             rabid      disgust
## 10005 10005             rabid         fear
## 10006 10006             rabid     negative
## 10007 10007             rabid      sadness
## 10008 10008            rabies     negative
## 10009 10009              rack     negative
## 10010 10010              rack      sadness
## 10011 10011            racket     negative
## 10012 10012             radar        trust
## 10013 10013          radiance anticipation
## 10014 10014          radiance          joy
## 10015 10015          radiance     positive
## 10016 10016          radiance        trust
## 10017 10017           radiant          joy
## 10018 10018           radiant     positive
## 10019 10019           radiate     positive
## 10020 10020         radiation         fear
## 10021 10021         radiation     negative
## 10022 10022             radio     positive
## 10023 10023       radioactive         fear
## 10024 10024       radioactive     negative
## 10025 10025             radon         fear
## 10026 10026             radon     negative
## 10027 10027            raffle anticipation
## 10028 10028            raffle     surprise
## 10029 10029              rage        anger
## 10030 10030              rage     negative
## 10031 10031            raging        anger
## 10032 10032            raging      disgust
## 10033 10033            raging         fear
## 10034 10034            raging     negative
## 10035 10035              rags      disgust
## 10036 10036              rags     negative
## 10037 10037              raid        anger
## 10038 10038              raid         fear
## 10039 10039              raid     negative
## 10040 10040              raid     surprise
## 10041 10041              rail        anger
## 10042 10042              rail anticipation
## 10043 10043              rail     negative
## 10044 10044             rainy      sadness
## 10045 10045               ram        anger
## 10046 10046               ram anticipation
## 10047 10047               ram     negative
## 10048 10048          rambling     negative
## 10049 10049           rampage        anger
## 10050 10050           rampage         fear
## 10051 10051           rampage     negative
## 10052 10052            rancid      disgust
## 10053 10053            rancid     negative
## 10054 10054          randomly     surprise
## 10055 10055            ranger        trust
## 10056 10056            ransom        anger
## 10057 10057            ransom         fear
## 10058 10058            ransom     negative
## 10059 10059              rape        anger
## 10060 10060              rape      disgust
## 10061 10061              rape         fear
## 10062 10062              rape     negative
## 10063 10063              rape      sadness
## 10064 10064             rapid     surprise
## 10065 10065           rapping        anger
## 10066 10066              rapt          joy
## 10067 10067              rapt     positive
## 10068 10068              rapt     surprise
## 10069 10069              rapt        trust
## 10070 10070           raptors         fear
## 10071 10071           raptors     negative
## 10072 10072           rapture anticipation
## 10073 10073           rapture          joy
## 10074 10074           rapture     positive
## 10075 10075            rarity     surprise
## 10076 10076            rascal        anger
## 10077 10077            rascal      disgust
## 10078 10078            rascal         fear
## 10079 10079            rascal     negative
## 10080 10080              rash      disgust
## 10081 10081              rash     negative
## 10082 10082               rat      disgust
## 10083 10083               rat         fear
## 10084 10084               rat     negative
## 10085 10085            ratify        trust
## 10086 10086            rating        anger
## 10087 10087            rating         fear
## 10088 10088            rating     negative
## 10089 10089            rating      sadness
## 10090 10090          rational     positive
## 10091 10091          rational        trust
## 10092 10092       rattlesnake         fear
## 10093 10093           raucous     negative
## 10094 10094              rave        anger
## 10095 10095              rave      disgust
## 10096 10096              rave          joy
## 10097 10097              rave     negative
## 10098 10098              rave     positive
## 10099 10099              rave     surprise
## 10100 10100              rave        trust
## 10101 10101          ravenous        anger
## 10102 10102          ravenous         fear
## 10103 10103          ravenous     negative
## 10104 10104          ravenous      sadness
## 10105 10105            ravine         fear
## 10106 10106            raving        anger
## 10107 10107            raving anticipation
## 10108 10108            raving         fear
## 10109 10109            raving          joy
## 10110 10110            raving     negative
## 10111 10111            raving     surprise
## 10112 10112             razor         fear
## 10113 10113             react        anger
## 10114 10114             react         fear
## 10115 10115       reactionary     negative
## 10116 10116            reader     positive
## 10117 10117           readily     positive
## 10118 10118         readiness anticipation
## 10119 10119         readiness          joy
## 10120 10120         readiness     positive
## 10121 10121         readiness        trust
## 10122 10122           reading     positive
## 10123 10123             ready anticipation
## 10124 10124          reaffirm     positive
## 10125 10125              real     positive
## 10126 10126              real        trust
## 10127 10127          reappear     surprise
## 10128 10128              rear     negative
## 10129 10129            reason     positive
## 10130 10130       reassurance     positive
## 10131 10131       reassurance        trust
## 10132 10132          reassure     positive
## 10133 10133          reassure        trust
## 10134 10134            rebate     positive
## 10135 10135             rebel        anger
## 10136 10136             rebel         fear
## 10137 10137             rebel     negative
## 10138 10138         rebellion        anger
## 10139 10139         rebellion      disgust
## 10140 10140         rebellion         fear
## 10141 10141            rebuke     negative
## 10142 10142             rebut     negative
## 10143 10143      recalcitrant        anger
## 10144 10144      recalcitrant      disgust
## 10145 10145      recalcitrant     negative
## 10146 10146            recast     positive
## 10147 10147          received     positive
## 10148 10148         receiving anticipation
## 10149 10149         receiving          joy
## 10150 10150         receiving     positive
## 10151 10151         receiving     surprise
## 10152 10152          recesses         fear
## 10153 10153         recession        anger
## 10154 10154         recession      disgust
## 10155 10155         recession         fear
## 10156 10156         recession     negative
## 10157 10157         recession      sadness
## 10158 10158         recherche     positive
## 10159 10159        recidivism        anger
## 10160 10160        recidivism      disgust
## 10161 10161        recidivism     negative
## 10162 10162        recidivism      sadness
## 10163 10163         recipient anticipation
## 10164 10164       reciprocate     positive
## 10165 10165          reckless        anger
## 10166 10166          reckless         fear
## 10167 10167          reckless     negative
## 10168 10168      recklessness        anger
## 10169 10169      recklessness      disgust
## 10170 10170      recklessness         fear
## 10171 10171      recklessness     negative
## 10172 10172      recklessness     surprise
## 10173 10173       reclamation     positive
## 10174 10174           recline     positive
## 10175 10175           recline        trust
## 10176 10176      recognizable anticipation
## 10177 10177      recognizable     positive
## 10178 10178     recombination anticipation
## 10179 10179         recommend     positive
## 10180 10180         recommend        trust
## 10181 10181    reconciliation anticipation
## 10182 10182    reconciliation          joy
## 10183 10183    reconciliation     positive
## 10184 10184    reconciliation        trust
## 10185 10185   reconsideration     positive
## 10186 10186   reconsideration        trust
## 10187 10187       reconstruct anticipation
## 10188 10188       reconstruct     positive
## 10189 10189    reconstruction anticipation
## 10190 10190    reconstruction     positive
## 10191 10191          recorder     positive
## 10192 10192            recoup     positive
## 10193 10193          recovery     positive
## 10194 10194        recreation anticipation
## 10195 10195        recreation          joy
## 10196 10196        recreation     positive
## 10197 10197      recreational anticipation
## 10198 10198      recreational          joy
## 10199 10199      recreational     positive
## 10200 10200          recruits        trust
## 10201 10201           rectify     positive
## 10202 10202         recurrent anticipation
## 10203 10203        redemption     positive
## 10204 10204           redress     positive
## 10205 10205         redundant     negative
## 10206 10206           referee        trust
## 10207 10207            refine     positive
## 10208 10208        refinement     positive
## 10209 10209            reflex     surprise
## 10210 10210            reflux      disgust
## 10211 10211            reflux     negative
## 10212 10212            reform     positive
## 10213 10213       reformation     positive
## 10214 10214          reformer     positive
## 10215 10215        refractory     negative
## 10216 10216        refreshing     positive
## 10217 10217           refugee      sadness
## 10218 10218         refurbish     positive
## 10219 10219           refusal     negative
## 10220 10220            refuse     negative
## 10221 10221           refused     negative
## 10222 10222           refused      sadness
## 10223 10223        refutation         fear
## 10224 10224             regal     positive
## 10225 10225             regal        trust
## 10226 10226           regatta anticipation
## 10227 10227            regent     positive
## 10228 10228            regent        trust
## 10229 10229          regiment         fear
## 10230 10230          registry        trust
## 10231 10231           regress     negative
## 10232 10232        regression     negative
## 10233 10233        regressive     negative
## 10234 10234        regressive     positive
## 10235 10235            regret     negative
## 10236 10236            regret      sadness
## 10237 10237       regrettable     negative
## 10238 10238       regrettable      sadness
## 10239 10239         regretted     negative
## 10240 10240         regretted      sadness
## 10241 10241        regretting     negative
## 10242 10242        regretting      sadness
## 10243 10243        regularity anticipation
## 10244 10244        regularity     positive
## 10245 10245        regularity        trust
## 10246 10246          regulate     positive
## 10247 10247        regulatory         fear
## 10248 10248        regulatory     negative
## 10249 10249     regurgitation      disgust
## 10250 10250      rehabilitate     positive
## 10251 10251    rehabilitation anticipation
## 10252 10252    rehabilitation     positive
## 10253 10253         reimburse     positive
## 10254 10254     reimbursement     positive
## 10255 10255     reimbursement        trust
## 10256 10256              rein     negative
## 10257 10257     reinforcement     positive
## 10258 10258     reinforcement        trust
## 10259 10259    reinforcements        trust
## 10260 10260         reinstate     positive
## 10261 10261            reject        anger
## 10262 10262            reject         fear
## 10263 10263            reject     negative
## 10264 10264            reject      sadness
## 10265 10265          rejected     negative
## 10266 10266         rejection        anger
## 10267 10267         rejection      disgust
## 10268 10268         rejection         fear
## 10269 10269         rejection     negative
## 10270 10270         rejection      sadness
## 10271 10271           rejects        anger
## 10272 10272           rejects         fear
## 10273 10273           rejects     negative
## 10274 10274           rejects      sadness
## 10275 10275           rejoice anticipation
## 10276 10276           rejoice          joy
## 10277 10277           rejoice     positive
## 10278 10278           rejoice     surprise
## 10279 10279           rejoice        trust
## 10280 10280         rejoicing anticipation
## 10281 10281         rejoicing          joy
## 10282 10282         rejoicing     positive
## 10283 10283         rejoicing     surprise
## 10284 10284        rejuvenate     positive
## 10285 10285       rejuvenated     positive
## 10286 10286          rekindle anticipation
## 10287 10287          rekindle         fear
## 10288 10288          rekindle          joy
## 10289 10289          rekindle     negative
## 10290 10290          rekindle     positive
## 10291 10291          rekindle     surprise
## 10292 10292           relapse         fear
## 10293 10293           relapse     negative
## 10294 10294           relapse      sadness
## 10295 10295           related        trust
## 10296 10296          relative        trust
## 10297 10297        relaxation     positive
## 10298 10298        relegation     negative
## 10299 10299          relevant     positive
## 10300 10300          relevant        trust
## 10301 10301       reliability     positive
## 10302 10302       reliability        trust
## 10303 10303          reliable     positive
## 10304 10304          reliable        trust
## 10305 10305          reliance     positive
## 10306 10306          reliance        trust
## 10307 10307            relics      sadness
## 10308 10308            relief     positive
## 10309 10309         relieving     positive
## 10310 10310          religion        trust
## 10311 10311        relinquish     negative
## 10312 10312         reluctant         fear
## 10313 10313         reluctant     negative
## 10314 10314           remains      disgust
## 10315 10315           remains         fear
## 10316 10316           remains     negative
## 10317 10317           remains     positive
## 10318 10318           remains        trust
## 10319 10319            remake     positive
## 10320 10320            remand        anger
## 10321 10321            remand     negative
## 10322 10322        remarkable          joy
## 10323 10323        remarkable     positive
## 10324 10324        remarkable     surprise
## 10325 10325        remarkable        trust
## 10326 10326        remarkably     positive
## 10327 10327          remedial     negative
## 10328 10328            remedy anticipation
## 10329 10329            remedy          joy
## 10330 10330            remedy     positive
## 10331 10331            remedy        trust
## 10332 10332            remiss        anger
## 10333 10333            remiss      disgust
## 10334 10334            remiss     negative
## 10335 10335            remiss      sadness
## 10336 10336         remission     positive
## 10337 10337           remodel     positive
## 10338 10338           remorse     negative
## 10339 10339           remorse      sadness
## 10340 10340           removal     negative
## 10341 10341            remove        anger
## 10342 10342            remove         fear
## 10343 10343            remove     negative
## 10344 10344            remove      sadness
## 10345 10345       renaissance     positive
## 10346 10346         rencontre     negative
## 10347 10347              rend     negative
## 10348 10348            render     positive
## 10349 10349          renegade        anger
## 10350 10350          renegade     negative
## 10351 10351           renewal     positive
## 10352 10352          renounce        anger
## 10353 10353          renounce     negative
## 10354 10354          renovate anticipation
## 10355 10355          renovate     positive
## 10356 10356        renovation anticipation
## 10357 10357        renovation          joy
## 10358 10358        renovation     positive
## 10359 10359            renown     positive
## 10360 10360          renowned     positive
## 10361 10361      renunciation     negative
## 10362 10362        reorganize     positive
## 10363 10363        reparation     positive
## 10364 10364        reparation        trust
## 10365 10365             repay        anger
## 10366 10366             repay anticipation
## 10367 10367             repay          joy
## 10368 10368             repay     positive
## 10369 10369             repay        trust
## 10370 10370         repellant      disgust
## 10371 10371         repellant         fear
## 10372 10372         repellant     negative
## 10373 10373         repellent        anger
## 10374 10374         repellent      disgust
## 10375 10375         repellent         fear
## 10376 10376         repellent     negative
## 10377 10377         repelling      disgust
## 10378 10378         repelling     negative
## 10379 10379            repent         fear
## 10380 10380            repent     positive
## 10381 10381         replenish     positive
## 10382 10382           replete     positive
## 10383 10383          reporter     positive
## 10384 10384          reporter        trust
## 10385 10385            repose     positive
## 10386 10386       represented     positive
## 10387 10387      representing anticipation
## 10388 10388           repress     negative
## 10389 10389           repress      sadness
## 10390 10390        repression         fear
## 10391 10391        repression     negative
## 10392 10392         reprimand        anger
## 10393 10393         reprimand     negative
## 10394 10394           reprint     negative
## 10395 10395          reprisal        anger
## 10396 10396          reprisal         fear
## 10397 10397          reprisal     negative
## 10398 10398          reprisal      sadness
## 10399 10399          reproach        anger
## 10400 10400          reproach      disgust
## 10401 10401          reproach     negative
## 10402 10402          reproach      sadness
## 10403 10403      reproductive          joy
## 10404 10404      reproductive     positive
## 10405 10405          republic     negative
## 10406 10406       repudiation        anger
## 10407 10407       repudiation      disgust
## 10408 10408       repudiation     negative
## 10409 10409         repulsion      disgust
## 10410 10410         repulsion         fear
## 10411 10411         repulsion     negative
## 10412 10412         reputable     positive
## 10413 10413         reputable        trust
## 10414 10414           requiem      sadness
## 10415 10415           rescind     negative
## 10416 10416        rescission     negative
## 10417 10417            rescue anticipation
## 10418 10418            rescue          joy
## 10419 10419            rescue     positive
## 10420 10420            rescue     surprise
## 10421 10421            rescue        trust
## 10422 10422         resection         fear
## 10423 10423            resent        anger
## 10424 10424            resent     negative
## 10425 10425         resentful        anger
## 10426 10426         resentful     negative
## 10427 10427        resentment        anger
## 10428 10428        resentment      disgust
## 10429 10429        resentment     negative
## 10430 10430        resentment      sadness
## 10431 10431           reserve     positive
## 10432 10432          resident     positive
## 10433 10433            resign        anger
## 10434 10434            resign      disgust
## 10435 10435            resign         fear
## 10436 10436            resign     negative
## 10437 10437            resign      sadness
## 10438 10438       resignation     negative
## 10439 10439       resignation      sadness
## 10440 10440       resignation     surprise
## 10441 10441          resigned     negative
## 10442 10442          resigned      sadness
## 10443 10443         resilient     positive
## 10444 10444            resist     negative
## 10445 10445        resistance        anger
## 10446 10446        resistance     negative
## 10447 10447         resistant         fear
## 10448 10448         resistant     negative
## 10449 10449         resisting        anger
## 10450 10450         resisting         fear
## 10451 10451         resisting     negative
## 10452 10452         resisting      sadness
## 10453 10453         resistive     positive
## 10454 10454        resolutely     positive
## 10455 10455         resources          joy
## 10456 10456         resources     positive
## 10457 10457         resources        trust
## 10458 10458           respect anticipation
## 10459 10459           respect          joy
## 10460 10460           respect     positive
## 10461 10461           respect        trust
## 10462 10462    respectability     positive
## 10463 10463       respectable     positive
## 10464 10464       respectable        trust
## 10465 10465        respectful     positive
## 10466 10466        respectful        trust
## 10467 10467        respecting     positive
## 10468 10468          respects     positive
## 10469 10469          respects        trust
## 10470 10470           respite          joy
## 10471 10471           respite     positive
## 10472 10472           respite        trust
## 10473 10473       resplendent          joy
## 10474 10474       resplendent     positive
## 10475 10475       responsible     positive
## 10476 10476       responsible        trust
## 10477 10477        responsive anticipation
## 10478 10478        responsive     positive
## 10479 10479        responsive        trust
## 10480 10480              rest     positive
## 10481 10481           restful     positive
## 10482 10482       restitution        anger
## 10483 10483       restitution     positive
## 10484 10484      restlessness anticipation
## 10485 10485       restorative anticipation
## 10486 10486       restorative          joy
## 10487 10487       restorative     positive
## 10488 10488       restorative        trust
## 10489 10489         restoring     positive
## 10490 10490          restrain        anger
## 10491 10491          restrain         fear
## 10492 10492          restrain     negative
## 10493 10493        restrained         fear
## 10494 10494         restraint     positive
## 10495 10495          restrict     negative
## 10496 10496          restrict      sadness
## 10497 10497       restriction        anger
## 10498 10498       restriction         fear
## 10499 10499       restriction     negative
## 10500 10500       restriction      sadness
## 10501 10501       restrictive     negative
## 10502 10502            result anticipation
## 10503 10503         resultant anticipation
## 10504 10504        resumption     positive
## 10505 10505            retain        trust
## 10506 10506         retaliate        anger
## 10507 10507         retaliate     negative
## 10508 10508       retaliation        anger
## 10509 10509       retaliation         fear
## 10510 10510       retaliation     negative
## 10511 10511       retaliatory        anger
## 10512 10512       retaliatory     negative
## 10513 10513            retard      disgust
## 10514 10514            retard         fear
## 10515 10515            retard     negative
## 10516 10516            retard      sadness
## 10517 10517       retardation     negative
## 10518 10518         retention     positive
## 10519 10519          reticent         fear
## 10520 10520          reticent     negative
## 10521 10521        retirement anticipation
## 10522 10522        retirement         fear
## 10523 10523        retirement          joy
## 10524 10524        retirement     negative
## 10525 10525        retirement     positive
## 10526 10526        retirement      sadness
## 10527 10527        retirement        trust
## 10528 10528            retort     negative
## 10529 10529           retract        anger
## 10530 10530           retract     negative
## 10531 10531        retraction     negative
## 10532 10532      retrenchment         fear
## 10533 10533      retrenchment     negative
## 10534 10534       retribution        anger
## 10535 10535       retribution         fear
## 10536 10536       retribution     negative
## 10537 10537       retribution      sadness
## 10538 10538        retrograde     negative
## 10539 10539           reunion anticipation
## 10540 10540           reunion     positive
## 10541 10541           reunion        trust
## 10542 10542             revel          joy
## 10543 10543             revel     positive
## 10544 10544            revels          joy
## 10545 10545            revels     positive
## 10546 10546           revenge        anger
## 10547 10547           revenge anticipation
## 10548 10548           revenge         fear
## 10549 10549           revenge     negative
## 10550 10550           revenge     surprise
## 10551 10551            revere anticipation
## 10552 10552            revere          joy
## 10553 10553            revere     positive
## 10554 10554            revere        trust
## 10555 10555         reverence          joy
## 10556 10556         reverence     positive
## 10557 10557         reverence        trust
## 10558 10558          reverend          joy
## 10559 10559          reverend     positive
## 10560 10560           reverie          joy
## 10561 10561           reverie     positive
## 10562 10562           reverie        trust
## 10563 10563          reversal        anger
## 10564 10564          reversal      disgust
## 10565 10565          reversal     negative
## 10566 10566          reversal     surprise
## 10567 10567            revise     positive
## 10568 10568           revival anticipation
## 10569 10569           revival          joy
## 10570 10570           revival     positive
## 10571 10571           revival        trust
## 10572 10572            revive anticipation
## 10573 10573            revive     negative
## 10574 10574            revive     positive
## 10575 10575        revocation     negative
## 10576 10576            revoke        anger
## 10577 10577            revoke      disgust
## 10578 10578            revoke         fear
## 10579 10579            revoke     negative
## 10580 10580            revoke      sadness
## 10581 10581            revolt        anger
## 10582 10582            revolt     negative
## 10583 10583            revolt     surprise
## 10584 10584         revolting        anger
## 10585 10585         revolting      disgust
## 10586 10586         revolting         fear
## 10587 10587         revolting     negative
## 10588 10588        revolution        anger
## 10589 10589        revolution anticipation
## 10590 10590        revolution         fear
## 10591 10591        revolution     negative
## 10592 10592        revolution     positive
## 10593 10593        revolution      sadness
## 10594 10594        revolution     surprise
## 10595 10595     revolutionary     positive
## 10596 10596          revolver        anger
## 10597 10597          revolver         fear
## 10598 10598          revolver     negative
## 10599 10599          revolver      sadness
## 10600 10600         revulsion        anger
## 10601 10601         revulsion      disgust
## 10602 10602         revulsion         fear
## 10603 10603         revulsion     negative
## 10604 10604            reward anticipation
## 10605 10605            reward          joy
## 10606 10606            reward     positive
## 10607 10607            reward     surprise
## 10608 10608            reward        trust
## 10609 10609        rheumatism        anger
## 10610 10610        rheumatism         fear
## 10611 10611        rheumatism     negative
## 10612 10612        rheumatism      sadness
## 10613 10613            rhythm     positive
## 10614 10614        rhythmical          joy
## 10615 10615        rhythmical     positive
## 10616 10616        rhythmical     surprise
## 10617 10617            ribbon        anger
## 10618 10618            ribbon anticipation
## 10619 10619            ribbon          joy
## 10620 10620            ribbon     positive
## 10621 10621          richness     positive
## 10622 10622           rickety     negative
## 10623 10623            riddle     surprise
## 10624 10624           riddled     negative
## 10625 10625             rider     positive
## 10626 10626          ridicule        anger
## 10627 10627          ridicule      disgust
## 10628 10628          ridicule     negative
## 10629 10629          ridicule      sadness
## 10630 10630        ridiculous        anger
## 10631 10631        ridiculous      disgust
## 10632 10632        ridiculous     negative
## 10633 10633              rife     negative
## 10634 10634             rifle        anger
## 10635 10635             rifle         fear
## 10636 10636             rifle     negative
## 10637 10637              rift     negative
## 10638 10638         righteous     positive
## 10639 10639          rightful     positive
## 10640 10640           rightly     positive
## 10641 10641             rigid     negative
## 10642 10642          rigidity     negative
## 10643 10643             rigor      disgust
## 10644 10644             rigor         fear
## 10645 10645             rigor     negative
## 10646 10646          rigorous     negative
## 10647 10647            ringer        anger
## 10648 10648            ringer     negative
## 10649 10649              riot        anger
## 10650 10650              riot         fear
## 10651 10651              riot     negative
## 10652 10652           riotous        anger
## 10653 10653           riotous         fear
## 10654 10654           riotous     negative
## 10655 10655           riotous     surprise
## 10656 10656              ripe     positive
## 10657 10657             ripen anticipation
## 10658 10658             ripen     positive
## 10659 10659            rising anticipation
## 10660 10660            rising          joy
## 10661 10661            rising     positive
## 10662 10662              risk anticipation
## 10663 10663              risk         fear
## 10664 10664              risk     negative
## 10665 10665             risky anticipation
## 10666 10666             risky         fear
## 10667 10667             risky     negative
## 10668 10668           rivalry        anger
## 10669 10669           rivalry     negative
## 10670 10670          riveting     positive
## 10671 10671          roadster          joy
## 10672 10672          roadster     positive
## 10673 10673          roadster        trust
## 10674 10674               rob        anger
## 10675 10675               rob      disgust
## 10676 10676               rob         fear
## 10677 10677               rob     negative
## 10678 10678               rob      sadness
## 10679 10679            robber      disgust
## 10680 10680            robber         fear
## 10681 10681            robber     negative
## 10682 10682           robbery        anger
## 10683 10683           robbery      disgust
## 10684 10684           robbery         fear
## 10685 10685           robbery     negative
## 10686 10686           robbery      sadness
## 10687 10687            robust     positive
## 10688 10688              rock     positive
## 10689 10689            rocket        anger
## 10690 10690               rod         fear
## 10691 10691               rod     positive
## 10692 10692               rod        trust
## 10693 10693             rogue      disgust
## 10694 10694             rogue     negative
## 10695 10695        rollicking          joy
## 10696 10696        rollicking     positive
## 10697 10697           romance anticipation
## 10698 10698           romance         fear
## 10699 10699           romance          joy
## 10700 10700           romance     positive
## 10701 10701           romance      sadness
## 10702 10702           romance     surprise
## 10703 10703           romance        trust
## 10704 10704          romantic anticipation
## 10705 10705          romantic          joy
## 10706 10706          romantic     positive
## 10707 10707          romantic        trust
## 10708 10708       romanticism          joy
## 10709 10709       romanticism     positive
## 10710 10710              romp          joy
## 10711 10711              romp     positive
## 10712 10712              rook        anger
## 10713 10713              rook      disgust
## 10714 10714              rook     negative
## 10715 10715            rooted     positive
## 10716 10716            rooted        trust
## 10717 10717              rosy     positive
## 10718 10718               rot      disgust
## 10719 10719               rot         fear
## 10720 10720               rot     negative
## 10721 10721               rot      sadness
## 10722 10722              rota     positive
## 10723 10723              rota        trust
## 10724 10724           rotting      disgust
## 10725 10725           rotting     negative
## 10726 10726         roughness     negative
## 10727 10727          roulette anticipation
## 10728 10728              rout     negative
## 10729 10729           routine     positive
## 10730 10730           routine        trust
## 10731 10731               row        anger
## 10732 10732               row     negative
## 10733 10733             rowdy     negative
## 10734 10734           royalty     positive
## 10735 10735           rubbish      disgust
## 10736 10736           rubbish     negative
## 10737 10737            rubble         fear
## 10738 10738            rubble     negative
## 10739 10739            rubble      sadness
## 10740 10740            rubric     positive
## 10741 10741               rue     negative
## 10742 10742               rue      sadness
## 10743 10743            ruffle     negative
## 10744 10744            rugged     negative
## 10745 10745              ruin         fear
## 10746 10746              ruin     negative
## 10747 10747              ruin      sadness
## 10748 10748            ruined        anger
## 10749 10749            ruined      disgust
## 10750 10750            ruined         fear
## 10751 10751            ruined     negative
## 10752 10752            ruined      sadness
## 10753 10753           ruinous        anger
## 10754 10754           ruinous      disgust
## 10755 10755           ruinous         fear
## 10756 10756           ruinous     negative
## 10757 10757           ruinous      sadness
## 10758 10758              rule         fear
## 10759 10759              rule        trust
## 10760 10760             rumor     negative
## 10761 10761             rumor      sadness
## 10762 10762           runaway     negative
## 10763 10763           runaway      sadness
## 10764 10764           rupture         fear
## 10765 10765           rupture     negative
## 10766 10766           rupture      sadness
## 10767 10767           rupture     surprise
## 10768 10768              ruse     negative
## 10769 10769              rust     negative
## 10770 10770             rusty     negative
## 10771 10771              ruth     positive
## 10772 10772          ruthless        anger
## 10773 10773          ruthless      disgust
## 10774 10774          ruthless         fear
## 10775 10775          ruthless     negative
## 10776 10776             saber        anger
## 10777 10777             saber         fear
## 10778 10778             saber     negative
## 10779 10779          sabotage        anger
## 10780 10780          sabotage      disgust
## 10781 10781          sabotage         fear
## 10782 10782          sabotage     negative
## 10783 10783          sabotage      sadness
## 10784 10784          sabotage     surprise
## 10785 10785        sacrifices      disgust
## 10786 10786        sacrifices         fear
## 10787 10787        sacrifices     negative
## 10788 10788        sacrifices      sadness
## 10789 10789             sadly     negative
## 10790 10790             sadly      sadness
## 10791 10791           sadness     negative
## 10792 10792           sadness      sadness
## 10793 10793           sadness        trust
## 10794 10794              safe          joy
## 10795 10795              safe     positive
## 10796 10796              safe        trust
## 10797 10797         safeguard     positive
## 10798 10798         safeguard        trust
## 10799 10799       safekeeping        trust
## 10800 10800               sag         fear
## 10801 10801               sag     negative
## 10802 10802              sage     positive
## 10803 10803              sage        trust
## 10804 10804             saint anticipation
## 10805 10805             saint          joy
## 10806 10806             saint     positive
## 10807 10807             saint     surprise
## 10808 10808             saint        trust
## 10809 10809           saintly anticipation
## 10810 10810           saintly          joy
## 10811 10811           saintly     positive
## 10812 10812           saintly     surprise
## 10813 10813           saintly        trust
## 10814 10814            salary anticipation
## 10815 10815            salary          joy
## 10816 10816            salary     positive
## 10817 10817            salary        trust
## 10818 10818           salient     positive
## 10819 10819            saliva anticipation
## 10820 10820             sally     surprise
## 10821 10821            saloon        anger
## 10822 10822          salutary          joy
## 10823 10823          salutary     positive
## 10824 10824          salutary        trust
## 10825 10825            salute          joy
## 10826 10826            salute     positive
## 10827 10827         salvation anticipation
## 10828 10828         salvation          joy
## 10829 10829         salvation     positive
## 10830 10830         salvation        trust
## 10831 10831             salve     positive
## 10832 10832           samurai         fear
## 10833 10833           samurai     positive
## 10834 10834    sanctification          joy
## 10835 10835    sanctification     positive
## 10836 10836    sanctification        trust
## 10837 10837          sanctify anticipation
## 10838 10838          sanctify          joy
## 10839 10839          sanctify     positive
## 10840 10840          sanctify      sadness
## 10841 10841          sanctify     surprise
## 10842 10842          sanctify        trust
## 10843 10843         sanctuary anticipation
## 10844 10844         sanctuary          joy
## 10845 10845         sanctuary     positive
## 10846 10846         sanctuary        trust
## 10847 10847          sanguine     positive
## 10848 10848          sanitary     positive
## 10849 10849               sap     negative
## 10850 10850               sap      sadness
## 10851 10851             sappy        trust
## 10852 10852           sarcasm        anger
## 10853 10853           sarcasm      disgust
## 10854 10854           sarcasm     negative
## 10855 10855           sarcasm      sadness
## 10856 10856           sarcoma         fear
## 10857 10857           sarcoma     negative
## 10858 10858           sarcoma      sadness
## 10859 10859          sardonic     negative
## 10860 10860           satanic        anger
## 10861 10861           satanic     negative
## 10862 10862             satin     positive
## 10863 10863    satisfactorily     positive
## 10864 10864         satisfied          joy
## 10865 10865         satisfied     positive
## 10866 10866         saturated      disgust
## 10867 10867         saturated     negative
## 10868 10868            savage        anger
## 10869 10869            savage         fear
## 10870 10870            savage     negative
## 10871 10871          savagery        anger
## 10872 10872          savagery         fear
## 10873 10873          savagery     negative
## 10874 10874              save          joy
## 10875 10875              save     positive
## 10876 10876              save        trust
## 10877 10877           savings     positive
## 10878 10878             savor anticipation
## 10879 10879             savor      disgust
## 10880 10880             savor          joy
## 10881 10881             savor     positive
## 10882 10882             savor      sadness
## 10883 10883             savor        trust
## 10884 10884            savory     positive
## 10885 10885             savvy     positive
## 10886 10886              scab     negative
## 10887 10887          scaffold         fear
## 10888 10888          scaffold     negative
## 10889 10889           scalpel         fear
## 10890 10890           scalpel     negative
## 10891 10891             scaly     negative
## 10892 10892           scandal         fear
## 10893 10893           scandal     negative
## 10894 10894        scandalous        anger
## 10895 10895        scandalous     negative
## 10896 10896            scanty     negative
## 10897 10897         scapegoat        anger
## 10898 10898         scapegoat         fear
## 10899 10899         scapegoat     negative
## 10900 10900              scar        anger
## 10901 10901              scar      disgust
## 10902 10902              scar         fear
## 10903 10903              scar     negative
## 10904 10904              scar      sadness
## 10905 10905            scarce         fear
## 10906 10906            scarce     negative
## 10907 10907            scarce      sadness
## 10908 10908          scarcely     negative
## 10909 10909          scarcely      sadness
## 10910 10910          scarcity        anger
## 10911 10911          scarcity         fear
## 10912 10912          scarcity     negative
## 10913 10913          scarcity      sadness
## 10914 10914             scare        anger
## 10915 10915             scare anticipation
## 10916 10916             scare         fear
## 10917 10917             scare     negative
## 10918 10918             scare     surprise
## 10919 10919         scarecrow         fear
## 10920 10920         scarecrow     negative
## 10921 10921         scarecrow     positive
## 10922 10922         scavenger     negative
## 10923 10923         sceptical        trust
## 10924 10924            scheme     negative
## 10925 10925            schism        anger
## 10926 10926            schism     negative
## 10927 10927     schizophrenia        anger
## 10928 10928     schizophrenia      disgust
## 10929 10929     schizophrenia         fear
## 10930 10930     schizophrenia     negative
## 10931 10931     schizophrenia      sadness
## 10932 10932           scholar     positive
## 10933 10933       scholarship          joy
## 10934 10934       scholarship     positive
## 10935 10935            school        trust
## 10936 10936          sciatica     negative
## 10937 10937        scientific     positive
## 10938 10938        scientific        trust
## 10939 10939         scientist anticipation
## 10940 10940         scientist     positive
## 10941 10941         scientist        trust
## 10942 10942         scintilla     positive
## 10943 10943             scoff        anger
## 10944 10944             scoff      disgust
## 10945 10945             scoff     negative
## 10946 10946             scold        anger
## 10947 10947             scold      disgust
## 10948 10948             scold         fear
## 10949 10949             scold     negative
## 10950 10950             scold      sadness
## 10951 10951          scolding        anger
## 10952 10952          scolding     negative
## 10953 10953         scorching        anger
## 10954 10954         scorching     negative
## 10955 10955             score anticipation
## 10956 10956             score          joy
## 10957 10957             score     positive
## 10958 10958             score     surprise
## 10959 10959             scorn        anger
## 10960 10960             scorn     negative
## 10961 10961          scorpion        anger
## 10962 10962          scorpion      disgust
## 10963 10963          scorpion         fear
## 10964 10964          scorpion     negative
## 10965 10965          scorpion     surprise
## 10966 10966            scotch     negative
## 10967 10967         scoundrel        anger
## 10968 10968         scoundrel      disgust
## 10969 10969         scoundrel         fear
## 10970 10970         scoundrel     negative
## 10971 10971         scoundrel        trust
## 10972 10972           scourge        anger
## 10973 10973           scourge         fear
## 10974 10974           scourge     negative
## 10975 10975           scourge      sadness
## 10976 10976        scrambling     negative
## 10977 10977           scrapie        anger
## 10978 10978           scrapie         fear
## 10979 10979           scrapie     negative
## 10980 10980           scrapie      sadness
## 10981 10981            scream        anger
## 10982 10982            scream      disgust
## 10983 10983            scream         fear
## 10984 10984            scream     negative
## 10985 10985            scream     surprise
## 10986 10986         screaming        anger
## 10987 10987         screaming      disgust
## 10988 10988         screaming         fear
## 10989 10989         screaming     negative
## 10990 10990           screech         fear
## 10991 10991           screech     negative
## 10992 10992           screech     surprise
## 10993 10993           screwed        anger
## 10994 10994           screwed     negative
## 10995 10995            scribe     positive
## 10996 10996         scrimmage     negative
## 10997 10997         scrimmage     surprise
## 10998 10998            script     positive
## 10999 10999         scripture        trust
## 11000 11000             scrub      disgust
## 11001 11001             scrub     negative
## 11002 11002       scrumptious     positive
## 11003 11003        scrutinize anticipation
## 11004 11004        scrutinize     negative
## 11005 11005          scrutiny     negative
## 11006 11006         sculpture     positive
## 11007 11007              scum      disgust
## 11008 11008              scum     negative
## 11009 11009               sea     positive
## 11010 11010              seal     positive
## 11011 11011              seal        trust
## 11012 11012             seals        trust
## 11013 11013              sear     negative
## 11014 11014          seasoned     positive
## 11015 11015         secession     negative
## 11016 11016          secluded     negative
## 11017 11017          secluded      sadness
## 11018 11018         seclusion         fear
## 11019 11019         seclusion     negative
## 11020 11020         seclusion     positive
## 11021 11021        secondhand     negative
## 11022 11022           secrecy     surprise
## 11023 11023           secrecy        trust
## 11024 11024            secret        trust
## 11025 11025       secretariat     positive
## 11026 11026           secrete      disgust
## 11027 11027         secretion      disgust
## 11028 11028         secretion     negative
## 11029 11029         secretive     negative
## 11030 11030         sectarian        anger
## 11031 11031         sectarian         fear
## 11032 11032         sectarian     negative
## 11033 11033           secular anticipation
## 11034 11034        securities        trust
## 11035 11035          sedition        anger
## 11036 11036          sedition     negative
## 11037 11037          sedition      sadness
## 11038 11038            seduce     negative
## 11039 11039         seduction     negative
## 11040 11040         seductive anticipation
## 11041 11041              seek anticipation
## 11042 11042         segregate        anger
## 11043 11043         segregate      disgust
## 11044 11044         segregate     negative
## 11045 11045         segregate      sadness
## 11046 11046        segregated     negative
## 11047 11047             seize         fear
## 11048 11048             seize     negative
## 11049 11049           seizure         fear
## 11050 11050           selfish        anger
## 11051 11051           selfish      disgust
## 11052 11052           selfish     negative
## 11053 11053       selfishness     negative
## 11054 11054            senate        trust
## 11055 11055            senile         fear
## 11056 11056            senile     negative
## 11057 11057            senile      sadness
## 11058 11058         seniority     positive
## 11059 11059         seniority        trust
## 11060 11060       sensational          joy
## 11061 11061       sensational     positive
## 11062 11062             sense     positive
## 11063 11063         senseless        anger
## 11064 11064         senseless      disgust
## 11065 11065         senseless         fear
## 11066 11066         senseless     negative
## 11067 11067         senseless      sadness
## 11068 11068         senseless     surprise
## 11069 11069       sensibility     positive
## 11070 11070          sensibly     positive
## 11071 11071           sensual anticipation
## 11072 11072           sensual          joy
## 11073 11073           sensual     negative
## 11074 11074           sensual     positive
## 11075 11075           sensual     surprise
## 11076 11076           sensual        trust
## 11077 11077        sensuality anticipation
## 11078 11078        sensuality          joy
## 11079 11079        sensuality     positive
## 11080 11080          sensuous          joy
## 11081 11081          sensuous     positive
## 11082 11082          sentence        anger
## 11083 11083          sentence anticipation
## 11084 11084          sentence      disgust
## 11085 11085          sentence         fear
## 11086 11086          sentence     negative
## 11087 11087          sentence      sadness
## 11088 11088       sentimental     positive
## 11089 11089    sentimentality     positive
## 11090 11090          sentinel     positive
## 11091 11091          sentinel        trust
## 11092 11092            sentry        trust
## 11093 11093        separatist        anger
## 11094 11094        separatist      disgust
## 11095 11095        separatist     negative
## 11096 11096            sepsis         fear
## 11097 11097            sepsis     negative
## 11098 11098            sepsis      sadness
## 11099 11099            septic      disgust
## 11100 11100            septic     negative
## 11101 11101            sequel anticipation
## 11102 11102     sequestration     negative
## 11103 11103     sequestration      sadness
## 11104 11104            serene     negative
## 11105 11105            serene        trust
## 11106 11106          serenity anticipation
## 11107 11107          serenity          joy
## 11108 11108          serenity     positive
## 11109 11109          serenity        trust
## 11110 11110            serial anticipation
## 11111 11111            series        trust
## 11112 11112       seriousness         fear
## 11113 11113       seriousness      sadness
## 11114 11114            sermon     positive
## 11115 11115            sermon        trust
## 11116 11116           serpent      disgust
## 11117 11117           serpent         fear
## 11118 11118           serpent     negative
## 11119 11119             serum     positive
## 11120 11120           servant     negative
## 11121 11121           servant        trust
## 11122 11122             serve     negative
## 11123 11123             serve        trust
## 11124 11124           servile      disgust
## 11125 11125           servile         fear
## 11126 11126           servile     negative
## 11127 11127           servile      sadness
## 11128 11128         servitude     negative
## 11129 11129           setback     negative
## 11130 11130           setback      sadness
## 11131 11131           settlor         fear
## 11132 11132           settlor     positive
## 11133 11133             sever     negative
## 11134 11134         severance      sadness
## 11135 11135            sewage      disgust
## 11136 11136            sewage     negative
## 11137 11137             sewer      disgust
## 11138 11138          sewerage      disgust
## 11139 11139          sewerage     negative
## 11140 11140               sex anticipation
## 11141 11141               sex          joy
## 11142 11142               sex     positive
## 11143 11143               sex        trust
## 11144 11144            shabby      disgust
## 11145 11145            shabby     negative
## 11146 11146             shack      disgust
## 11147 11147             shack     negative
## 11148 11148             shack      sadness
## 11149 11149           shackle        anger
## 11150 11150           shackle anticipation
## 11151 11151           shackle      disgust
## 11152 11152           shackle         fear
## 11153 11153           shackle     negative
## 11154 11154           shackle      sadness
## 11155 11155             shady         fear
## 11156 11156             shady     negative
## 11157 11157           shaking         fear
## 11158 11158           shaking     negative
## 11159 11159             shaky        anger
## 11160 11160             shaky anticipation
## 11161 11161             shaky         fear
## 11162 11162             shaky     negative
## 11163 11163              sham        anger
## 11164 11164              sham      disgust
## 11165 11165              sham     negative
## 11166 11166          shambles     negative
## 11167 11167             shame      disgust
## 11168 11168             shame         fear
## 11169 11169             shame     negative
## 11170 11170             shame      sadness
## 11171 11171          shameful     negative
## 11172 11172          shameful      sadness
## 11173 11173         shameless      disgust
## 11174 11174         shameless     negative
## 11175 11175          shanghai      disgust
## 11176 11176          shanghai         fear
## 11177 11177          shanghai     negative
## 11178 11178             shank         fear
## 11179 11179             shape     positive
## 11180 11180           shapely     positive
## 11181 11181             share anticipation
## 11182 11182             share          joy
## 11183 11183             share     positive
## 11184 11184             share        trust
## 11185 11185             shark     negative
## 11186 11186           sharpen        anger
## 11187 11187           sharpen anticipation
## 11188 11188           shatter        anger
## 11189 11189           shatter         fear
## 11190 11190           shatter     negative
## 11191 11191           shatter      sadness
## 11192 11192           shatter     surprise
## 11193 11193         shattered     negative
## 11194 11194         shattered      sadness
## 11195 11195              shed     negative
## 11196 11196             shell        anger
## 11197 11197             shell         fear
## 11198 11198             shell     negative
## 11199 11199             shell      sadness
## 11200 11200             shell     surprise
## 11201 11201           shelter     positive
## 11202 11202           shelter        trust
## 11203 11203           shelved     negative
## 11204 11204          shepherd     positive
## 11205 11205          shepherd        trust
## 11206 11206           sheriff        trust
## 11207 11207             shine     positive
## 11208 11208           shining anticipation
## 11209 11209           shining          joy
## 11210 11210           shining     positive
## 11211 11211              ship anticipation
## 11212 11212         shipwreck         fear
## 11213 11213         shipwreck     negative
## 11214 11214         shipwreck      sadness
## 11215 11215              shit        anger
## 11216 11216              shit      disgust
## 11217 11217              shit     negative
## 11218 11218            shiver        anger
## 11219 11219            shiver anticipation
## 11220 11220            shiver         fear
## 11221 11221            shiver     negative
## 11222 11222            shiver      sadness
## 11223 11223             shock        anger
## 11224 11224             shock         fear
## 11225 11225             shock     negative
## 11226 11226             shock     surprise
## 11227 11227        shockingly     surprise
## 11228 11228            shoddy        anger
## 11229 11229            shoddy      disgust
## 11230 11230            shoddy     negative
## 11231 11231             shoot        anger
## 11232 11232             shoot         fear
## 11233 11233             shoot     negative
## 11234 11234           shooter         fear
## 11235 11235          shooting        anger
## 11236 11236          shooting         fear
## 11237 11237          shooting     negative
## 11238 11238        shopkeeper        trust
## 11239 11239       shoplifting        anger
## 11240 11240       shoplifting      disgust
## 11241 11241       shoplifting     negative
## 11242 11242          shopping anticipation
## 11243 11243          shopping          joy
## 11244 11244          shopping     positive
## 11245 11245          shopping     surprise
## 11246 11246          shopping        trust
## 11247 11247          shortage        anger
## 11248 11248          shortage         fear
## 11249 11249          shortage     negative
## 11250 11250          shortage      sadness
## 11251 11251       shortcoming     negative
## 11252 11252           shortly anticipation
## 11253 11253              shot        anger
## 11254 11254              shot         fear
## 11255 11255              shot     negative
## 11256 11256              shot      sadness
## 11257 11257              shot     surprise
## 11258 11258          shoulder     positive
## 11259 11259          shoulder        trust
## 11260 11260             shout        anger
## 11261 11261             shout     surprise
## 11262 11262             shove        anger
## 11263 11263             shove     negative
## 11264 11264              show        trust
## 11265 11265             showy     negative
## 11266 11266          shrapnel         fear
## 11267 11267            shrewd     positive
## 11268 11268            shriek        anger
## 11269 11269            shriek         fear
## 11270 11270            shriek     negative
## 11271 11271            shriek      sadness
## 11272 11272            shriek     surprise
## 11273 11273            shrill        anger
## 11274 11274            shrill         fear
## 11275 11275            shrill     negative
## 11276 11276            shrill     surprise
## 11277 11277            shrink         fear
## 11278 11278            shrink     negative
## 11279 11279            shrink      sadness
## 11280 11280            shroud      sadness
## 11281 11281            shrunk     negative
## 11282 11282           shudder         fear
## 11283 11283           shudder     negative
## 11284 11284              shun        anger
## 11285 11285              shun      disgust
## 11286 11286              shun     negative
## 11287 11287              shun      sadness
## 11288 11288               sib        trust
## 11289 11289              sick      disgust
## 11290 11290              sick     negative
## 11291 11291              sick      sadness
## 11292 11292         sickening        anger
## 11293 11293         sickening      disgust
## 11294 11294         sickening         fear
## 11295 11295         sickening     negative
## 11296 11296         sickening      sadness
## 11297 11297            sickly      disgust
## 11298 11298            sickly     negative
## 11299 11299            sickly      sadness
## 11300 11300          sickness      disgust
## 11301 11301          sickness         fear
## 11302 11302          sickness     negative
## 11303 11303          sickness      sadness
## 11304 11304         signature        trust
## 11305 11305           signify anticipation
## 11306 11306              silk     positive
## 11307 11307             silly          joy
## 11308 11308             silly     negative
## 11309 11309            simmer        anger
## 11310 11310            simmer anticipation
## 11311 11311         simmering anticipation
## 11312 11312          simplify anticipation
## 11313 11313          simplify          joy
## 11314 11314          simplify     positive
## 11315 11315          simplify     surprise
## 11316 11316          simplify        trust
## 11317 11317               sin        anger
## 11318 11318               sin      disgust
## 11319 11319               sin         fear
## 11320 11320               sin     negative
## 11321 11321               sin      sadness
## 11322 11322           sincere     positive
## 11323 11323           sincere        trust
## 11324 11324         sincerity     positive
## 11325 11325            sinful        anger
## 11326 11326            sinful      disgust
## 11327 11327            sinful         fear
## 11328 11328            sinful     negative
## 11329 11329            sinful      sadness
## 11330 11330              sing anticipation
## 11331 11331              sing          joy
## 11332 11332              sing     positive
## 11333 11333              sing      sadness
## 11334 11334              sing        trust
## 11335 11335            singly     positive
## 11336 11336        singularly     surprise
## 11337 11337          sinister        anger
## 11338 11338          sinister      disgust
## 11339 11339          sinister         fear
## 11340 11340          sinister     negative
## 11341 11341            sinner        anger
## 11342 11342            sinner      disgust
## 11343 11343            sinner         fear
## 11344 11344            sinner     negative
## 11345 11345            sinner      sadness
## 11346 11346           sinning      disgust
## 11347 11347           sinning     negative
## 11348 11348               sir     positive
## 11349 11349               sir        trust
## 11350 11350             siren         fear
## 11351 11351             siren     negative
## 11352 11352             sissy     negative
## 11353 11353        sisterhood        anger
## 11354 11354        sisterhood     positive
## 11355 11355        sisterhood      sadness
## 11356 11356        sisterhood     surprise
## 11357 11357        sisterhood        trust
## 11358 11358            sizzle        anger
## 11359 11359         skeptical     negative
## 11360 11360           sketchy     negative
## 11361 11361            skewed        anger
## 11362 11362            skewed anticipation
## 11363 11363            skewed     negative
## 11364 11364              skid        anger
## 11365 11365              skid         fear
## 11366 11366              skid     negative
## 11367 11367              skid      sadness
## 11368 11368           skilled     positive
## 11369 11369          skillful     positive
## 11370 11370          skillful        trust
## 11371 11371              skip     negative
## 11372 11372          skirmish        anger
## 11373 11373          skirmish     negative
## 11374 11374               sky     positive
## 11375 11375             slack     negative
## 11376 11376              slag     negative
## 11377 11377              slam        anger
## 11378 11378              slam         fear
## 11379 11379              slam     negative
## 11380 11380              slam     surprise
## 11381 11381           slander        anger
## 11382 11382           slander      disgust
## 11383 11383           slander     negative
## 11384 11384        slanderous     negative
## 11385 11385              slap        anger
## 11386 11386              slap     negative
## 11387 11387              slap     surprise
## 11388 11388             slash        anger
## 11389 11389             slate     positive
## 11390 11390         slaughter        anger
## 11391 11391         slaughter      disgust
## 11392 11392         slaughter         fear
## 11393 11393         slaughter     negative
## 11394 11394         slaughter      sadness
## 11395 11395         slaughter     surprise
## 11396 11396    slaughterhouse        anger
## 11397 11397    slaughterhouse      disgust
## 11398 11398    slaughterhouse         fear
## 11399 11399    slaughterhouse     negative
## 11400 11400    slaughterhouse      sadness
## 11401 11401      slaughtering        anger
## 11402 11402      slaughtering      disgust
## 11403 11403      slaughtering         fear
## 11404 11404      slaughtering     negative
## 11405 11405      slaughtering      sadness
## 11406 11406      slaughtering     surprise
## 11407 11407             slave        anger
## 11408 11408             slave         fear
## 11409 11409             slave     negative
## 11410 11410             slave      sadness
## 11411 11411           slavery        anger
## 11412 11412           slavery      disgust
## 11413 11413           slavery         fear
## 11414 11414           slavery     negative
## 11415 11415           slavery      sadness
## 11416 11416              slay        anger
## 11417 11417              slay     negative
## 11418 11418            slayer        anger
## 11419 11419            slayer      disgust
## 11420 11420            slayer         fear
## 11421 11421            slayer     negative
## 11422 11422            slayer      sadness
## 11423 11423            slayer     surprise
## 11424 11424             sleek     positive
## 11425 11425             sleet     negative
## 11426 11426           slender     positive
## 11427 11427              slim     positive
## 11428 11428             slime      disgust
## 11429 11429             slimy      disgust
## 11430 11430             slimy     negative
## 11431 11431             slink     negative
## 11432 11432              slip     negative
## 11433 11433              slip     surprise
## 11434 11434              slop      disgust
## 11435 11435              slop     negative
## 11436 11436            sloppy      disgust
## 11437 11437            sloppy     negative
## 11438 11438             sloth      disgust
## 11439 11439             sloth     negative
## 11440 11440            slouch     negative
## 11441 11441            slough     negative
## 11442 11442          slowness     negative
## 11443 11443            sludge      disgust
## 11444 11444            sludge     negative
## 11445 11445              slug      disgust
## 11446 11446              slug     negative
## 11447 11447          sluggish     negative
## 11448 11448          sluggish      sadness
## 11449 11449              slum      disgust
## 11450 11450              slum     negative
## 11451 11451             slump     negative
## 11452 11452             slump      sadness
## 11453 11453              slur        anger
## 11454 11454              slur      disgust
## 11455 11455              slur     negative
## 11456 11456              slur      sadness
## 11457 11457             slush      disgust
## 11458 11458             slush     negative
## 11459 11459             slush     surprise
## 11460 11460              slut        anger
## 11461 11461              slut      disgust
## 11462 11462              slut     negative
## 11463 11463               sly        anger
## 11464 11464               sly      disgust
## 11465 11465               sly         fear
## 11466 11466               sly     negative
## 11467 11467             smack        anger
## 11468 11468             smack     negative
## 11469 11469             small     negative
## 11470 11470             smash        anger
## 11471 11471             smash         fear
## 11472 11472             smash     negative
## 11473 11473           smashed     negative
## 11474 11474        smattering     negative
## 11475 11475             smell        anger
## 11476 11476             smell      disgust
## 11477 11477             smell     negative
## 11478 11478          smelling      disgust
## 11479 11479          smelling     negative
## 11480 11480             smile          joy
## 11481 11481             smile     positive
## 11482 11482             smile     surprise
## 11483 11483             smile        trust
## 11484 11484           smiling          joy
## 11485 11485           smiling     positive
## 11486 11486             smirk     negative
## 11487 11487             smite        anger
## 11488 11488             smite         fear
## 11489 11489             smite     negative
## 11490 11490             smite      sadness
## 11491 11491             smith        trust
## 11492 11492           smitten     positive
## 11493 11493            smoker     negative
## 11494 11494        smoothness     positive
## 11495 11495           smother        anger
## 11496 11496           smother     negative
## 11497 11497            smudge     negative
## 11498 11498              smug     negative
## 11499 11499           smuggle         fear
## 11500 11500           smuggle     negative
## 11501 11501          smuggler        anger
## 11502 11502          smuggler      disgust
## 11503 11503          smuggler         fear
## 11504 11504          smuggler     negative
## 11505 11505         smuggling     negative
## 11506 11506              smut      disgust
## 11507 11507              smut         fear
## 11508 11508              smut     negative
## 11509 11509              snag     negative
## 11510 11510              snag     surprise
## 11511 11511             snags     negative
## 11512 11512             snake      disgust
## 11513 11513             snake         fear
## 11514 11514             snake     negative
## 11515 11515             snare         fear
## 11516 11516             snare     negative
## 11517 11517             snarl        anger
## 11518 11518             snarl      disgust
## 11519 11519             snarl     negative
## 11520 11520          snarling        anger
## 11521 11521          snarling     negative
## 11522 11522             sneak        anger
## 11523 11523             sneak         fear
## 11524 11524             sneak     negative
## 11525 11525             sneak     surprise
## 11526 11526          sneaking anticipation
## 11527 11527          sneaking         fear
## 11528 11528          sneaking     negative
## 11529 11529          sneaking        trust
## 11530 11530             sneer        anger
## 11531 11531             sneer      disgust
## 11532 11532             sneer     negative
## 11533 11533            sneeze      disgust
## 11534 11534            sneeze     negative
## 11535 11535            sneeze     surprise
## 11536 11536           snicker     positive
## 11537 11537             snide     negative
## 11538 11538              snob     negative
## 11539 11539             snort      sadness
## 11540 11540              soak     negative
## 11541 11541               sob     negative
## 11542 11542               sob      sadness
## 11543 11543          sobriety     positive
## 11544 11544          sobriety        trust
## 11545 11545          sociable     positive
## 11546 11546         socialism      disgust
## 11547 11547         socialism         fear
## 11548 11548         socialist        anger
## 11549 11549         socialist      disgust
## 11550 11550         socialist         fear
## 11551 11551         socialist     negative
## 11552 11552         socialist      sadness
## 11553 11553              soil      disgust
## 11554 11554              soil     negative
## 11555 11555            soiled      disgust
## 11556 11556            soiled     negative
## 11557 11557            solace     positive
## 11558 11558           soldier        anger
## 11559 11559           soldier     positive
## 11560 11560           soldier      sadness
## 11561 11561             solid     positive
## 11562 11562        solidarity        trust
## 11563 11563          solidity     positive
## 11564 11564          solidity        trust
## 11565 11565          solution     positive
## 11566 11566          solvency     positive
## 11567 11567           somatic     negative
## 11568 11568           somatic     surprise
## 11569 11569            somber     negative
## 11570 11570            somber      sadness
## 11571 11571             sonar anticipation
## 11572 11572             sonar     positive
## 11573 11573            sonata     positive
## 11574 11574            sonnet          joy
## 11575 11575            sonnet     positive
## 11576 11576            sonnet      sadness
## 11577 11577          sonorous          joy
## 11578 11578          sonorous     positive
## 11579 11579              soot      disgust
## 11580 11580              soot     negative
## 11581 11581            soothe     positive
## 11582 11582          soothing          joy
## 11583 11583          soothing     positive
## 11584 11584          soothing        trust
## 11585 11585           sorcery anticipation
## 11586 11586           sorcery         fear
## 11587 11587           sorcery     negative
## 11588 11588           sorcery     surprise
## 11589 11589            sordid        anger
## 11590 11590            sordid      disgust
## 11591 11591            sordid         fear
## 11592 11592            sordid     negative
## 11593 11593            sordid      sadness
## 11594 11594              sore        anger
## 11595 11595              sore     negative
## 11596 11596              sore      sadness
## 11597 11597            sorely     negative
## 11598 11598            sorely      sadness
## 11599 11599          soreness      disgust
## 11600 11600          soreness     negative
## 11601 11601          soreness      sadness
## 11602 11602            sorrow         fear
## 11603 11603            sorrow     negative
## 11604 11604            sorrow      sadness
## 11605 11605         sorrowful     negative
## 11606 11606         sorrowful      sadness
## 11607 11607            sorter     positive
## 11608 11608            sortie         fear
## 11609 11609            sortie     negative
## 11610 11610          soulless      disgust
## 11611 11611          soulless         fear
## 11612 11612          soulless     negative
## 11613 11613          soulless      sadness
## 11614 11614          soulmate         fear
## 11615 11615          soulmate     negative
## 11616 11616         soundness anticipation
## 11617 11617         soundness          joy
## 11618 11618         soundness     positive
## 11619 11619         soundness        trust
## 11620 11620              soup     positive
## 11621 11621              sour      disgust
## 11622 11622              sour     negative
## 11623 11623         sovereign        trust
## 11624 11624               spa anticipation
## 11625 11625               spa          joy
## 11626 11626               spa     positive
## 11627 11627               spa     surprise
## 11628 11628               spa        trust
## 11629 11629          spacious     positive
## 11630 11630           spaniel          joy
## 11631 11631           spaniel     positive
## 11632 11632           spaniel        trust
## 11633 11633             spank        anger
## 11634 11634             spank         fear
## 11635 11635             spank     negative
## 11636 11636             spank      sadness
## 11637 11637          spanking        anger
## 11638 11638           sparkle anticipation
## 11639 11639           sparkle          joy
## 11640 11640           sparkle     positive
## 11641 11641           sparkle     surprise
## 11642 11642             spasm         fear
## 11643 11643             spasm     negative
## 11644 11644              spat        anger
## 11645 11645              spat     negative
## 11646 11646             spear        anger
## 11647 11647             spear anticipation
## 11648 11648             spear         fear
## 11649 11649             spear     negative
## 11650 11650           special          joy
## 11651 11651           special     positive
## 11652 11652        specialist        trust
## 11653 11653        specialize        trust
## 11654 11654            specie     positive
## 11655 11655             speck      disgust
## 11656 11656             speck     negative
## 11657 11657         spectacle     negative
## 11658 11658         spectacle     positive
## 11659 11659       spectacular anticipation
## 11660 11660       spectacular     surprise
## 11661 11661           specter         fear
## 11662 11662           specter     negative
## 11663 11663           specter      sadness
## 11664 11664          spectral     negative
## 11665 11665       speculation         fear
## 11666 11666       speculation     negative
## 11667 11667       speculation      sadness
## 11668 11668       speculative anticipation
## 11669 11669            speech     positive
## 11670 11670            speedy     positive
## 11671 11671          spelling     positive
## 11672 11672             spent     negative
## 11673 11673              spew      disgust
## 11674 11674             spice     positive
## 11675 11675            spider      disgust
## 11676 11676            spider         fear
## 11677 11677             spike         fear
## 11678 11678             spine        anger
## 11679 11679             spine     negative
## 11680 11680             spine     positive
## 11681 11681          spinster         fear
## 11682 11682          spinster     negative
## 11683 11683          spinster      sadness
## 11684 11684            spirit     positive
## 11685 11685           spirits anticipation
## 11686 11686           spirits          joy
## 11687 11687           spirits     positive
## 11688 11688           spirits     surprise
## 11689 11689              spit      disgust
## 11690 11690             spite        anger
## 11691 11691             spite     negative
## 11692 11692          spiteful        anger
## 11693 11693          spiteful     negative
## 11694 11694            splash     surprise
## 11695 11695          splendid          joy
## 11696 11696          splendid     positive
## 11697 11697          splendid     surprise
## 11698 11698          splendor anticipation
## 11699 11699          splendor          joy
## 11700 11700          splendor     positive
## 11701 11701          splendor     surprise
## 11702 11702          splinter     negative
## 11703 11703             split     negative
## 11704 11704         splitting     negative
## 11705 11705         splitting      sadness
## 11706 11706             spoil      disgust
## 11707 11707             spoil     negative
## 11708 11708           spoiler     negative
## 11709 11709           spoiler      sadness
## 11710 11710             spoke     negative
## 11711 11711         spokesman        trust
## 11712 11712            sponge     negative
## 11713 11713           sponsor     positive
## 11714 11714           sponsor        trust
## 11715 11715             spook         fear
## 11716 11716             spook     negative
## 11717 11717          spotless     positive
## 11718 11718          spotless        trust
## 11719 11719            spouse          joy
## 11720 11720            spouse     positive
## 11721 11721            spouse        trust
## 11722 11722            sprain     negative
## 11723 11723            sprain      sadness
## 11724 11724             spree     negative
## 11725 11725            sprite         fear
## 11726 11726            sprite     negative
## 11727 11727            spruce     positive
## 11728 11728              spur         fear
## 11729 11729          spurious      disgust
## 11730 11730          spurious     negative
## 11731 11731            squall         fear
## 11732 11732            squall     negative
## 11733 11733            squall      sadness
## 11734 11734          squatter     negative
## 11735 11735         squeamish      disgust
## 11736 11736         squeamish         fear
## 11737 11737         squeamish     negative
## 11738 11738           squelch        anger
## 11739 11739           squelch      disgust
## 11740 11740           squelch     negative
## 11741 11741            squirm      disgust
## 11742 11742            squirm     negative
## 11743 11743              stab        anger
## 11744 11744              stab         fear
## 11745 11745              stab     negative
## 11746 11746              stab      sadness
## 11747 11747              stab     surprise
## 11748 11748            stable     positive
## 11749 11749            stable        trust
## 11750 11750          staccato     positive
## 11751 11751           stagger     surprise
## 11752 11752        staggering     negative
## 11753 11753          stagnant     negative
## 11754 11754          stagnant      sadness
## 11755 11755             stain      disgust
## 11756 11756             stain     negative
## 11757 11757         stainless     positive
## 11758 11758             stale     negative
## 11759 11759         stalemate        anger
## 11760 11760         stalemate      disgust
## 11761 11761             stalk         fear
## 11762 11762             stalk     negative
## 11763 11763             stall      disgust
## 11764 11764          stallion     positive
## 11765 11765          stalwart     positive
## 11766 11766           stamina     positive
## 11767 11767           stamina        trust
## 11768 11768          standing     positive
## 11769 11769          standoff        anger
## 11770 11770          standoff         fear
## 11771 11771          standoff     negative
## 11772 11772        standstill        anger
## 11773 11773        standstill     negative
## 11774 11774              star anticipation
## 11775 11775              star          joy
## 11776 11776              star     positive
## 11777 11777              star        trust
## 11778 11778           staring     negative
## 11779 11779             stark     negative
## 11780 11780             stark        trust
## 11781 11781         starlight     positive
## 11782 11782            starry anticipation
## 11783 11783            starry          joy
## 11784 11784            starry     positive
## 11785 11785             start anticipation
## 11786 11786           startle         fear
## 11787 11787           startle     negative
## 11788 11788           startle     surprise
## 11789 11789         startling     surprise
## 11790 11790        starvation         fear
## 11791 11791        starvation     negative
## 11792 11792        starvation      sadness
## 11793 11793           starved     negative
## 11794 11794          starving     negative
## 11795 11795           stately     positive
## 11796 11796         statement     positive
## 11797 11797         statement        trust
## 11798 11798        stationary     negative
## 11799 11799       statistical        trust
## 11800 11800            statue     positive
## 11801 11801            status     positive
## 11802 11802           staunch     positive
## 11803 11803             stave     negative
## 11804 11804         steadfast     positive
## 11805 11805         steadfast        trust
## 11806 11806            steady     surprise
## 11807 11807            steady        trust
## 11808 11808             steal        anger
## 11809 11809             steal         fear
## 11810 11810             steal     negative
## 11811 11811             steal      sadness
## 11812 11812          stealing      disgust
## 11813 11813          stealing         fear
## 11814 11814          stealing     negative
## 11815 11815           stealth     surprise
## 11816 11816        stealthily     surprise
## 11817 11817          stealthy anticipation
## 11818 11818          stealthy         fear
## 11819 11819          stealthy     negative
## 11820 11820          stealthy     surprise
## 11821 11821           stellar     positive
## 11822 11822        stereotype     negative
## 11823 11823       stereotyped     negative
## 11824 11824           sterile     negative
## 11825 11825           sterile      sadness
## 11826 11826         sterility     negative
## 11827 11827          sterling        anger
## 11828 11828          sterling anticipation
## 11829 11829          sterling          joy
## 11830 11830          sterling     negative
## 11831 11831          sterling     positive
## 11832 11832          sterling        trust
## 11833 11833             stern     negative
## 11834 11834           steward     positive
## 11835 11835           steward        trust
## 11836 11836            sticky      disgust
## 11837 11837             stiff     negative
## 11838 11838         stiffness     negative
## 11839 11839            stifle     negative
## 11840 11840           stifled        anger
## 11841 11841           stifled         fear
## 11842 11842           stifled     negative
## 11843 11843           stifled      sadness
## 11844 11844            stigma        anger
## 11845 11845            stigma      disgust
## 11846 11846            stigma         fear
## 11847 11847            stigma     negative
## 11848 11848            stigma      sadness
## 11849 11849         stillborn     negative
## 11850 11850         stillborn      sadness
## 11851 11851         stillness         fear
## 11852 11852         stillness     positive
## 11853 11853         stillness      sadness
## 11854 11854             sting        anger
## 11855 11855             sting         fear
## 11856 11856             sting     negative
## 11857 11857          stinging     negative
## 11858 11858            stingy        anger
## 11859 11859            stingy      disgust
## 11860 11860            stingy         fear
## 11861 11861            stingy     negative
## 11862 11862            stingy      sadness
## 11863 11863             stink      disgust
## 11864 11864             stink     negative
## 11865 11865          stinking      disgust
## 11866 11866          stinking     negative
## 11867 11867             stint         fear
## 11868 11868             stint     negative
## 11869 11869             stint      sadness
## 11870 11870            stocks     negative
## 11871 11871            stolen        anger
## 11872 11872            stolen     negative
## 11873 11873           stomach      disgust
## 11874 11874             stone        anger
## 11875 11875             stone     negative
## 11876 11876            stoned     negative
## 11877 11877            stools      disgust
## 11878 11878            stools     negative
## 11879 11879          stoppage     negative
## 11880 11880             store anticipation
## 11881 11881             store     positive
## 11882 11882             storm        anger
## 11883 11883             storm     negative
## 11884 11884          storming        anger
## 11885 11885            stormy         fear
## 11886 11886            stormy     negative
## 11887 11887   straightforward     positive
## 11888 11888   straightforward        trust
## 11889 11889          strained        anger
## 11890 11890          strained     negative
## 11891 11891           straits         fear
## 11892 11892           straits     negative
## 11893 11893          stranded     negative
## 11894 11894          stranger         fear
## 11895 11895          stranger     negative
## 11896 11896          strangle        anger
## 11897 11897          strangle      disgust
## 11898 11898          strangle         fear
## 11899 11899          strangle     negative
## 11900 11900          strangle      sadness
## 11901 11901          strangle     surprise
## 11902 11902         strategic     positive
## 11903 11903        strategist anticipation
## 11904 11904        strategist     positive
## 11905 11905        strategist        trust
## 11906 11906             stray     negative
## 11907 11907          strength     positive
## 11908 11908          strength        trust
## 11909 11909        strengthen     positive
## 11910 11910     strengthening          joy
## 11911 11911     strengthening     positive
## 11912 11912     strengthening        trust
## 11913 11913            stress     negative
## 11914 11914         stretcher         fear
## 11915 11915         stretcher      sadness
## 11916 11916          stricken      sadness
## 11917 11917            strife        anger
## 11918 11918            strife     negative
## 11919 11919            strike        anger
## 11920 11920            strike     negative
## 11921 11921          striking     positive
## 11922 11922        strikingly     positive
## 11923 11923             strip     negative
## 11924 11924             strip      sadness
## 11925 11925            stripe     negative
## 11926 11926          stripped        anger
## 11927 11927          stripped anticipation
## 11928 11928          stripped      disgust
## 11929 11929          stripped         fear
## 11930 11930          stripped     negative
## 11931 11931          stripped      sadness
## 11932 11932            strive anticipation
## 11933 11933            stroke         fear
## 11934 11934            stroke     negative
## 11935 11935            stroke      sadness
## 11936 11936          strongly     positive
## 11937 11937        structural        trust
## 11938 11938         structure     positive
## 11939 11939         structure        trust
## 11940 11940          struggle        anger
## 11941 11941          struggle         fear
## 11942 11942          struggle     negative
## 11943 11943          struggle      sadness
## 11944 11944             strut     negative
## 11945 11945              stud     positive
## 11946 11946             study     positive
## 11947 11947            stuffy     negative
## 11948 11948           stumble     negative
## 11949 11949           stunned         fear
## 11950 11950           stunned     negative
## 11951 11951           stunned     surprise
## 11952 11952           stunted     negative
## 11953 11953            stupid     negative
## 11954 11954         stupidity     negative
## 11955 11955            stupor     negative
## 11956 11956            sturdy     positive
## 11957 11957               sty      disgust
## 11958 11958               sty     negative
## 11959 11959            subdue     negative
## 11960 11960            subito     surprise
## 11961 11961           subject     negative
## 11962 11962         subjected     negative
## 11963 11963         subjected      sadness
## 11964 11964        subjection     negative
## 11965 11965       subjugation        anger
## 11966 11966       subjugation      disgust
## 11967 11967       subjugation         fear
## 11968 11968       subjugation     negative
## 11969 11969       subjugation      sadness
## 11970 11970       sublimation          joy
## 11971 11971       sublimation     positive
## 11972 11972            submit anticipation
## 11973 11973       subordinate         fear
## 11974 11974       subordinate     negative
## 11975 11975          subpoena     negative
## 11976 11976         subscribe anticipation
## 11977 11977        subsidence     negative
## 11978 11978        subsidence      sadness
## 11979 11979           subsidy        anger
## 11980 11980           subsidy      disgust
## 11981 11981           subsidy     negative
## 11982 11982           subsist     negative
## 11983 11983         substance     positive
## 11984 11984      substantiate        trust
## 11985 11985       substantive     positive
## 11986 11986          subtract     negative
## 11987 11987        subversion        anger
## 11988 11988        subversion         fear
## 11989 11989        subversion     negative
## 11990 11990        subversive        anger
## 11991 11991        subversive     negative
## 11992 11992        subversive     surprise
## 11993 11993           subvert      disgust
## 11994 11994           subvert         fear
## 11995 11995           subvert     negative
## 11996 11996           subvert      sadness
## 11997 11997           succeed anticipation
## 11998 11998           succeed          joy
## 11999 11999           succeed     positive
## 12000 12000           succeed     surprise
## 12001 12001           succeed        trust
## 12002 12002        succeeding anticipation
## 12003 12003        succeeding          joy
## 12004 12004        succeeding     positive
## 12005 12005        succeeding        trust
## 12006 12006           success anticipation
## 12007 12007           success          joy
## 12008 12008           success     positive
## 12009 12009        successful anticipation
## 12010 12010        successful          joy
## 12011 12011        successful     positive
## 12012 12012        successful        trust
## 12013 12013          succinct     positive
## 12014 12014         succulent     negative
## 12015 12015         succulent     positive
## 12016 12016           succumb     negative
## 12017 12017              suck     negative
## 12018 12018            sucker        anger
## 12019 12019            sucker     negative
## 12020 12020            sudden     surprise
## 12021 12021          suddenly     surprise
## 12022 12022               sue        anger
## 12023 12023               sue     negative
## 12024 12024               sue      sadness
## 12025 12025            suffer     negative
## 12026 12026          sufferer         fear
## 12027 12027          sufferer     negative
## 12028 12028          sufferer      sadness
## 12029 12029         suffering      disgust
## 12030 12030         suffering         fear
## 12031 12031         suffering     negative
## 12032 12032         suffering      sadness
## 12033 12033       sufficiency     positive
## 12034 12034       suffocating      disgust
## 12035 12035       suffocating         fear
## 12036 12036       suffocating     negative
## 12037 12037       suffocating      sadness
## 12038 12038       suffocation        anger
## 12039 12039       suffocation         fear
## 12040 12040       suffocation     negative
## 12041 12041             sugar     positive
## 12042 12042           suggest        trust
## 12043 12043          suicidal        anger
## 12044 12044          suicidal      disgust
## 12045 12045          suicidal         fear
## 12046 12046          suicidal     negative
## 12047 12047          suicidal      sadness
## 12048 12048           suicide        anger
## 12049 12049           suicide         fear
## 12050 12050           suicide     negative
## 12051 12051           suicide      sadness
## 12052 12052          suitable     positive
## 12053 12053            sullen        anger
## 12054 12054            sullen     negative
## 12055 12055            sullen      sadness
## 12056 12056            sultan         fear
## 12057 12057            sultry     positive
## 12058 12058           summons     negative
## 12059 12059              sump      disgust
## 12060 12060               sun anticipation
## 12061 12061               sun          joy
## 12062 12062               sun     positive
## 12063 12063               sun     surprise
## 12064 12064               sun        trust
## 12065 12065           sundial anticipation
## 12066 12066           sundial        trust
## 12067 12067              sunk      disgust
## 12068 12068              sunk         fear
## 12069 12069              sunk     negative
## 12070 12070              sunk      sadness
## 12071 12071             sunny anticipation
## 12072 12072             sunny          joy
## 12073 12073             sunny     positive
## 12074 12074             sunny     surprise
## 12075 12075            sunset anticipation
## 12076 12076            sunset     positive
## 12077 12077          sunshine          joy
## 12078 12078          sunshine     positive
## 12079 12079            superb     positive
## 12080 12080       superficial     negative
## 12081 12081       superfluous     negative
## 12082 12082        superhuman     positive
## 12083 12083          superior     positive
## 12084 12084       superiority     positive
## 12085 12085          superman          joy
## 12086 12086          superman     positive
## 12087 12087          superman        trust
## 12088 12088         superstar          joy
## 12089 12089         superstar     positive
## 12090 12090         superstar        trust
## 12091 12091      superstition         fear
## 12092 12092      superstition     negative
## 12093 12093      superstition     positive
## 12094 12094     superstitious anticipation
## 12095 12095     superstitious         fear
## 12096 12096     superstitious     negative
## 12097 12097      supplication     positive
## 12098 12098      supplication        trust
## 12099 12099          supplies     positive
## 12100 12100            supply     positive
## 12101 12101         supported     positive
## 12102 12102         supporter          joy
## 12103 12103         supporter     positive
## 12104 12104         supporter        trust
## 12105 12105        supporting     positive
## 12106 12106        supporting        trust
## 12107 12107          suppress        anger
## 12108 12108          suppress         fear
## 12109 12109          suppress     negative
## 12110 12110          suppress      sadness
## 12111 12111       suppression        anger
## 12112 12112       suppression      disgust
## 12113 12113       suppression         fear
## 12114 12114       suppression     negative
## 12115 12115         supremacy        anger
## 12116 12116         supremacy anticipation
## 12117 12117         supremacy         fear
## 12118 12118         supremacy          joy
## 12119 12119         supremacy     negative
## 12120 12120         supremacy     positive
## 12121 12121         supremacy     surprise
## 12122 12122         supremacy        trust
## 12123 12123           supreme     positive
## 12124 12124         supremely     positive
## 12125 12125         surcharge        anger
## 12126 12126         surcharge     negative
## 12127 12127            surety     positive
## 12128 12128            surety        trust
## 12129 12129             surge     surprise
## 12130 12130           surgery         fear
## 12131 12131           surgery      sadness
## 12132 12132             surly        anger
## 12133 12133             surly      disgust
## 12134 12134             surly     negative
## 12135 12135           surmise     positive
## 12136 12136        surpassing     positive
## 12137 12137          surprise         fear
## 12138 12138          surprise          joy
## 12139 12139          surprise     positive
## 12140 12140          surprise     surprise
## 12141 12141         surprised     surprise
## 12142 12142        surprising     surprise
## 12143 12143      surprisingly anticipation
## 12144 12144      surprisingly     surprise
## 12145 12145         surrender         fear
## 12146 12146         surrender     negative
## 12147 12147         surrender      sadness
## 12148 12148      surrendering     negative
## 12149 12149      surrendering      sadness
## 12150 12150         surrogate        trust
## 12151 12151          surround anticipation
## 12152 12152          surround     negative
## 12153 12153          surround     positive
## 12154 12154      surveillance         fear
## 12155 12155         surveying     positive
## 12156 12156           survive     positive
## 12157 12157       susceptible     negative
## 12158 12158           suspect         fear
## 12159 12159           suspect     negative
## 12160 12160          suspense anticipation
## 12161 12161          suspense         fear
## 12162 12162          suspense     surprise
## 12163 12163        suspension         fear
## 12164 12164        suspension     negative
## 12165 12165         suspicion         fear
## 12166 12166         suspicion     negative
## 12167 12167        suspicious        anger
## 12168 12168        suspicious anticipation
## 12169 12169        suspicious     negative
## 12170 12170              swab     negative
## 12171 12171             swamp      disgust
## 12172 12172             swamp         fear
## 12173 12173             swamp     negative
## 12174 12174            swampy      disgust
## 12175 12175            swampy         fear
## 12176 12176            swampy     negative
## 12177 12177             swarm      disgust
## 12178 12178          swastika        anger
## 12179 12179          swastika         fear
## 12180 12180          swastika     negative
## 12181 12181             swear     positive
## 12182 12182             swear        trust
## 12183 12183             sweat         fear
## 12184 12184             sweet anticipation
## 12185 12185             sweet          joy
## 12186 12186             sweet     positive
## 12187 12187             sweet     surprise
## 12188 12188             sweet        trust
## 12189 12189        sweetheart anticipation
## 12190 12190        sweetheart          joy
## 12191 12191        sweetheart     positive
## 12192 12192        sweetheart      sadness
## 12193 12193        sweetheart        trust
## 12194 12194           sweetie     positive
## 12195 12195         sweetness     positive
## 12196 12196            sweets anticipation
## 12197 12197            sweets          joy
## 12198 12198            sweets     positive
## 12199 12199          swelling         fear
## 12200 12200          swelling     negative
## 12201 12201            swerve         fear
## 12202 12202            swerve     surprise
## 12203 12203             swift     positive
## 12204 12204              swig      disgust
## 12205 12205              swig     negative
## 12206 12206              swim anticipation
## 12207 12207              swim         fear
## 12208 12208              swim          joy
## 12209 12209              swim     positive
## 12210 12210             swine      disgust
## 12211 12211             swine     negative
## 12212 12212           swollen     negative
## 12213 12213          symbolic     positive
## 12214 12214       symmetrical     positive
## 12215 12215          symmetry          joy
## 12216 12216          symmetry     positive
## 12217 12217          symmetry        trust
## 12218 12218       sympathetic         fear
## 12219 12219       sympathetic          joy
## 12220 12220       sympathetic     positive
## 12221 12221       sympathetic      sadness
## 12222 12222       sympathetic        trust
## 12223 12223        sympathize      sadness
## 12224 12224          sympathy     positive
## 12225 12225          sympathy      sadness
## 12226 12226          symphony anticipation
## 12227 12227          symphony          joy
## 12228 12228          symphony     positive
## 12229 12229           symptom     negative
## 12230 12230       synchronize anticipation
## 12231 12231       synchronize          joy
## 12232 12232       synchronize     positive
## 12233 12233       synchronize     surprise
## 12234 12234       synchronize        trust
## 12235 12235           syncope         fear
## 12236 12236           syncope     negative
## 12237 12237           syncope      sadness
## 12238 12238           syncope     surprise
## 12239 12239       synergistic     positive
## 12240 12240       synergistic        trust
## 12241 12241             synod     positive
## 12242 12242             synod        trust
## 12243 12243        synonymous         fear
## 12244 12244        synonymous     negative
## 12245 12245        synonymous     positive
## 12246 12246        synonymous        trust
## 12247 12247           syringe         fear
## 12248 12248            system        trust
## 12249 12249             taboo      disgust
## 12250 12250             taboo         fear
## 12251 12251             taboo     negative
## 12252 12252          tabulate anticipation
## 12253 12253            tackle        anger
## 12254 12254            tackle     surprise
## 12255 12255              tact     positive
## 12256 12256           tactics         fear
## 12257 12257           tactics        trust
## 12258 12258             taint     negative
## 12259 12259             taint      sadness
## 12260 12260              tale     positive
## 12261 12261            talent     positive
## 12262 12262          talisman     positive
## 12263 12263              talk     positive
## 12264 12264            talons        anger
## 12265 12265            talons         fear
## 12266 12266            talons     negative
## 12267 12267            tandem        trust
## 12268 12268           tangled     negative
## 12269 12269            tanned     positive
## 12270 12270       tantalizing anticipation
## 12271 12271       tantalizing          joy
## 12272 12272       tantalizing     negative
## 12273 12273       tantalizing     positive
## 12274 12274       tantalizing     surprise
## 12275 12275        tantamount        trust
## 12276 12276         tardiness     negative
## 12277 12277             tardy     negative
## 12278 12278            tariff        anger
## 12279 12279            tariff      disgust
## 12280 12280            tariff     negative
## 12281 12281           tarnish      disgust
## 12282 12282           tarnish     negative
## 12283 12283           tarnish      sadness
## 12284 12284             tarry     negative
## 12285 12285              task     positive
## 12286 12286          tasteful     positive
## 12287 12287         tasteless      disgust
## 12288 12288         tasteless     negative
## 12289 12289             tasty     positive
## 12290 12290            taught        trust
## 12291 12291             taunt        anger
## 12292 12292             taunt         fear
## 12293 12293             taunt     negative
## 12294 12294             taunt      sadness
## 12295 12295             tawny      disgust
## 12296 12296               tax     negative
## 12297 12297               tax      sadness
## 12298 12298             teach          joy
## 12299 12299             teach     positive
## 12300 12300             teach     surprise
## 12301 12301             teach        trust
## 12302 12302           teacher     positive
## 12303 12303           teacher        trust
## 12304 12304              team        trust
## 12305 12305           tearful      disgust
## 12306 12306           tearful         fear
## 12307 12307           tearful      sadness
## 12308 12308             tease        anger
## 12309 12309             tease anticipation
## 12310 12310             tease     negative
## 12311 12311             tease      sadness
## 12312 12312           teasing        anger
## 12313 12313           teasing         fear
## 12314 12314           teasing     negative
## 12315 12315        technology     positive
## 12316 12316           tedious     negative
## 12317 12317            tedium     negative
## 12318 12318           teeming      disgust
## 12319 12319             teens     negative
## 12320 12320             teens     positive
## 12321 12321        temperance     positive
## 12322 12322         temperate        trust
## 12323 12323          tempered     positive
## 12324 12324           tempest        anger
## 12325 12325           tempest anticipation
## 12326 12326           tempest         fear
## 12327 12327           tempest     negative
## 12328 12328           tempest      sadness
## 12329 12329           tempest     surprise
## 12330 12330        temptation     negative
## 12331 12331           tenable     positive
## 12332 12332         tenacious     positive
## 12333 12333          tenacity     positive
## 12334 12334           tenancy     positive
## 12335 12335            tenant     positive
## 12336 12336            tender          joy
## 12337 12337            tender     positive
## 12338 12338            tender        trust
## 12339 12339        tenderness          joy
## 12340 12340        tenderness     positive
## 12341 12341          tenement     negative
## 12342 12342           tension        anger
## 12343 12343          terminal         fear
## 12344 12344          terminal     negative
## 12345 12345          terminal      sadness
## 12346 12346         terminate      sadness
## 12347 12347       termination     negative
## 12348 12348       termination      sadness
## 12349 12349           termite      disgust
## 12350 12350           termite     negative
## 12351 12351          terrible        anger
## 12352 12352          terrible      disgust
## 12353 12353          terrible         fear
## 12354 12354          terrible     negative
## 12355 12355          terrible      sadness
## 12356 12356          terribly      sadness
## 12357 12357          terrific      sadness
## 12358 12358            terror         fear
## 12359 12359            terror     negative
## 12360 12360         terrorism        anger
## 12361 12361         terrorism      disgust
## 12362 12362         terrorism         fear
## 12363 12363         terrorism     negative
## 12364 12364         terrorism      sadness
## 12365 12365         terrorist        anger
## 12366 12366         terrorist      disgust
## 12367 12367         terrorist         fear
## 12368 12368         terrorist     negative
## 12369 12369         terrorist      sadness
## 12370 12370         terrorist     surprise
## 12371 12371         terrorize        anger
## 12372 12372         terrorize         fear
## 12373 12373         terrorize     negative
## 12374 12374         terrorize      sadness
## 12375 12375         testament anticipation
## 12376 12376         testament        trust
## 12377 12377         testimony        trust
## 12378 12378           tetanus      disgust
## 12379 12379           tetanus     negative
## 12380 12380            tether     negative
## 12381 12381          thankful          joy
## 12382 12382          thankful     positive
## 12383 12383      thanksgiving          joy
## 12384 12384      thanksgiving     positive
## 12385 12385             theft        anger
## 12386 12386             theft      disgust
## 12387 12387             theft         fear
## 12388 12388             theft     negative
## 12389 12389             theft      sadness
## 12390 12390            theism      disgust
## 12391 12391            theism     negative
## 12392 12392        theocratic        anger
## 12393 12393        theocratic         fear
## 12394 12394        theocratic     negative
## 12395 12395        theocratic      sadness
## 12396 12396        theocratic        trust
## 12397 12397       theological        trust
## 12398 12398          theology anticipation
## 12399 12399           theorem        trust
## 12400 12400       theoretical     positive
## 12401 12401            theory anticipation
## 12402 12402            theory        trust
## 12403 12403       therapeutic          joy
## 12404 12404       therapeutic     positive
## 12405 12405       therapeutic        trust
## 12406 12406      therapeutics     positive
## 12407 12407      thermocouple anticipation
## 12408 12408       thermometer        trust
## 12409 12409             thief        anger
## 12410 12410             thief      disgust
## 12411 12411             thief         fear
## 12412 12412             thief     negative
## 12413 12413             thief      sadness
## 12414 12414             thief     surprise
## 12415 12415           thinker     positive
## 12416 12416            thirst anticipation
## 12417 12417            thirst      sadness
## 12418 12418            thirst     surprise
## 12419 12419           thirsty     negative
## 12420 12420        thirteenth         fear
## 12421 12421             thorn     negative
## 12422 12422            thorny         fear
## 12423 12423            thorny     negative
## 12424 12424      thoroughbred     positive
## 12425 12425           thought anticipation
## 12426 12426        thoughtful     positive
## 12427 12427        thoughtful        trust
## 12428 12428    thoughtfulness     positive
## 12429 12429       thoughtless        anger
## 12430 12430       thoughtless      disgust
## 12431 12431       thoughtless     negative
## 12432 12432            thrash        anger
## 12433 12433            thrash      disgust
## 12434 12434            thrash         fear
## 12435 12435            thrash     negative
## 12436 12436            thrash      sadness
## 12437 12437            threat        anger
## 12438 12438            threat         fear
## 12439 12439            threat     negative
## 12440 12440          threaten        anger
## 12441 12441          threaten anticipation
## 12442 12442          threaten         fear
## 12443 12443          threaten     negative
## 12444 12444       threatening        anger
## 12445 12445       threatening      disgust
## 12446 12446       threatening         fear
## 12447 12447       threatening     negative
## 12448 12448            thresh        anger
## 12449 12449            thresh         fear
## 12450 12450            thresh     negative
## 12451 12451            thresh      sadness
## 12452 12452            thrift      disgust
## 12453 12453            thrift     positive
## 12454 12454            thrift        trust
## 12455 12455            thrill anticipation
## 12456 12456            thrill         fear
## 12457 12457            thrill          joy
## 12458 12458            thrill     positive
## 12459 12459            thrill     surprise
## 12460 12460         thrilling anticipation
## 12461 12461         thrilling          joy
## 12462 12462         thrilling     positive
## 12463 12463         thrilling     surprise
## 12464 12464          thriving anticipation
## 12465 12465          thriving          joy
## 12466 12466          thriving     positive
## 12467 12467             throb         fear
## 12468 12468             throb     negative
## 12469 12469             throb      sadness
## 12470 12470            throne     positive
## 12471 12471            throne        trust
## 12472 12472          throttle        anger
## 12473 12473          throttle     negative
## 12474 12474              thug        anger
## 12475 12475              thug      disgust
## 12476 12476              thug         fear
## 12477 12477              thug     negative
## 12478 12478             thump        anger
## 12479 12479             thump     negative
## 12480 12480          thumping         fear
## 12481 12481        thundering        anger
## 12482 12482        thundering         fear
## 12483 12483        thundering     negative
## 12484 12484            thwart     negative
## 12485 12485            thwart     surprise
## 12486 12486            tickle anticipation
## 12487 12487            tickle          joy
## 12488 12488            tickle     positive
## 12489 12489            tickle     surprise
## 12490 12490            tickle        trust
## 12491 12491              tiff        anger
## 12492 12492              tiff     negative
## 12493 12493           tighten        anger
## 12494 12494            tiling     positive
## 12495 12495              time anticipation
## 12496 12496            timely     positive
## 12497 12497             timid         fear
## 12498 12498             timid     negative
## 12499 12499             timid      sadness
## 12500 12500          timidity anticipation
## 12501 12501          timidity         fear
## 12502 12502          timidity     negative
## 12503 12503            tinsel          joy
## 12504 12504            tinsel     positive
## 12505 12505             tipsy     negative
## 12506 12506            tirade        anger
## 12507 12507            tirade      disgust
## 12508 12508            tirade     negative
## 12509 12509             tired     negative
## 12510 12510         tiredness     negative
## 12511 12511          tiresome     negative
## 12512 12512               tit     negative
## 12513 12513             title     positive
## 12514 12514             title        trust
## 12515 12515              toad      disgust
## 12516 12516              toad     negative
## 12517 12517             toast          joy
## 12518 12518             toast     positive
## 12519 12519           tobacco     negative
## 12520 12520            toilet      disgust
## 12521 12521            toilet     negative
## 12522 12522             toils     negative
## 12523 12523          tolerant     positive
## 12524 12524          tolerate        anger
## 12525 12525          tolerate     negative
## 12526 12526          tolerate      sadness
## 12527 12527        toleration     positive
## 12528 12528              tomb      sadness
## 12529 12529          tomorrow anticipation
## 12530 12530         toothache         fear
## 12531 12531         toothache     negative
## 12532 12532               top anticipation
## 12533 12533               top     positive
## 12534 12534               top        trust
## 12535 12535            topple     surprise
## 12536 12536           torment        anger
## 12537 12537           torment         fear
## 12538 12538           torment     negative
## 12539 12539           torment      sadness
## 12540 12540              torn     negative
## 12541 12541           tornado         fear
## 12542 12542           torpedo        anger
## 12543 12543           torpedo     negative
## 12544 12544           torrent         fear
## 12545 12545            torrid     negative
## 12546 12546              tort     negative
## 12547 12547          tortious        anger
## 12548 12548          tortious      disgust
## 12549 12549          tortious     negative
## 12550 12550           torture        anger
## 12551 12551           torture anticipation
## 12552 12552           torture      disgust
## 12553 12553           torture         fear
## 12554 12554           torture     negative
## 12555 12555           torture      sadness
## 12556 12556           touched     negative
## 12557 12557            touchy        anger
## 12558 12558            touchy     negative
## 12559 12559            touchy      sadness
## 12560 12560             tough     negative
## 12561 12561             tough      sadness
## 12562 12562         toughness        anger
## 12563 12563         toughness         fear
## 12564 12564         toughness     positive
## 12565 12565         toughness        trust
## 12566 12566             tower     positive
## 12567 12567          towering anticipation
## 12568 12568          towering         fear
## 12569 12569          towering     positive
## 12570 12570             toxic      disgust
## 12571 12571             toxic     negative
## 12572 12572             toxin         fear
## 12573 12573             toxin     negative
## 12574 12574             track anticipation
## 12575 12575             tract         fear
## 12576 12576             trade        trust
## 12577 12577       traditional     positive
## 12578 12578           tragedy         fear
## 12579 12579           tragedy     negative
## 12580 12580           tragedy      sadness
## 12581 12581            tragic     negative
## 12582 12582           trainer        trust
## 12583 12583           traitor        anger
## 12584 12584           traitor      disgust
## 12585 12585           traitor         fear
## 12586 12586           traitor     negative
## 12587 12587           traitor      sadness
## 12588 12588             tramp      disgust
## 12589 12589             tramp         fear
## 12590 12590             tramp     negative
## 12591 12591             tramp      sadness
## 12592 12592            trance     negative
## 12593 12593          tranquil          joy
## 12594 12594          tranquil     positive
## 12595 12595       tranquility          joy
## 12596 12596       tranquility     positive
## 12597 12597       tranquility        trust
## 12598 12598       transaction        trust
## 12599 12599     transcendence anticipation
## 12600 12600     transcendence          joy
## 12601 12601     transcendence     positive
## 12602 12602     transcendence     surprise
## 12603 12603     transcendence        trust
## 12604 12604    transcendental     positive
## 12605 12605        transcript        trust
## 12606 12606     transgression     negative
## 12607 12607      transitional anticipation
## 12608 12608       translation        trust
## 12609 12609         trappings     negative
## 12610 12610             traps     negative
## 12611 12611             trash      disgust
## 12612 12612             trash     negative
## 12613 12613             trash      sadness
## 12614 12614            trashy      disgust
## 12615 12615            trashy     negative
## 12616 12616         traumatic        anger
## 12617 12617         traumatic         fear
## 12618 12618         traumatic     negative
## 12619 12619         traumatic      sadness
## 12620 12620           travail     negative
## 12621 12621         traveling     positive
## 12622 12622          travesty      disgust
## 12623 12623          travesty         fear
## 12624 12624          travesty     negative
## 12625 12625          travesty      sadness
## 12626 12626       treacherous        anger
## 12627 12627       treacherous      disgust
## 12628 12628       treacherous         fear
## 12629 12629       treacherous     negative
## 12630 12630         treachery        anger
## 12631 12631         treachery         fear
## 12632 12632         treachery     negative
## 12633 12633         treachery      sadness
## 12634 12634         treachery     surprise
## 12635 12635         treadmill anticipation
## 12636 12636           treason        anger
## 12637 12637           treason      disgust
## 12638 12638           treason         fear
## 12639 12639           treason     negative
## 12640 12640           treason     surprise
## 12641 12641          treasure anticipation
## 12642 12642          treasure          joy
## 12643 12643          treasure     positive
## 12644 12644          treasure        trust
## 12645 12645         treasurer        trust
## 12646 12646             treat        anger
## 12647 12647             treat anticipation
## 12648 12648             treat      disgust
## 12649 12649             treat         fear
## 12650 12650             treat          joy
## 12651 12651             treat     negative
## 12652 12652             treat     positive
## 12653 12653             treat      sadness
## 12654 12654             treat     surprise
## 12655 12655             treat        trust
## 12656 12656              tree        anger
## 12657 12657              tree anticipation
## 12658 12658              tree      disgust
## 12659 12659              tree          joy
## 12660 12660              tree     positive
## 12661 12661              tree     surprise
## 12662 12662              tree        trust
## 12663 12663         trembling         fear
## 12664 12664         trembling     negative
## 12665 12665      tremendously     positive
## 12666 12666            tremor        anger
## 12667 12667            tremor anticipation
## 12668 12668            tremor         fear
## 12669 12669            tremor     negative
## 12670 12670            tremor      sadness
## 12671 12671             trend     positive
## 12672 12672            trendy     positive
## 12673 12673       trepidation anticipation
## 12674 12674       trepidation         fear
## 12675 12675       trepidation     negative
## 12676 12676       trepidation     surprise
## 12677 12677          trespass        anger
## 12678 12678          trespass     negative
## 12679 12679             tribe        trust
## 12680 12680       tribulation         fear
## 12681 12681       tribulation     negative
## 12682 12682       tribulation      sadness
## 12683 12683          tribunal anticipation
## 12684 12684          tribunal      disgust
## 12685 12685          tribunal         fear
## 12686 12686          tribunal     negative
## 12687 12687          tribunal        trust
## 12688 12688           tribune        trust
## 12689 12689         tributary anticipation
## 12690 12690         tributary     positive
## 12691 12691           tribute     positive
## 12692 12692             trick     negative
## 12693 12693             trick     surprise
## 12694 12694          trickery        anger
## 12695 12695          trickery      disgust
## 12696 12696          trickery         fear
## 12697 12697          trickery     negative
## 12698 12698          trickery      sadness
## 12699 12699          trickery     surprise
## 12700 12700            trifle     negative
## 12701 12701              trig     positive
## 12702 12702              trip     surprise
## 12703 12703          tripping        anger
## 12704 12704          tripping     negative
## 12705 12705          tripping      sadness
## 12706 12706           triumph anticipation
## 12707 12707           triumph          joy
## 12708 12708           triumph     positive
## 12709 12709        triumphant anticipation
## 12710 12710        triumphant          joy
## 12711 12711        triumphant     positive
## 12712 12712        triumphant        trust
## 12713 12713             troll        anger
## 12714 12714             troll         fear
## 12715 12715             troll     negative
## 12716 12716            trophy anticipation
## 12717 12717            trophy          joy
## 12718 12718            trophy     positive
## 12719 12719            trophy     surprise
## 12720 12720            trophy        trust
## 12721 12721       troublesome        anger
## 12722 12722       troublesome         fear
## 12723 12723       troublesome     negative
## 12724 12724             truce          joy
## 12725 12725             truce     positive
## 12726 12726             truce        trust
## 12727 12727             truck        trust
## 12728 12728              true          joy
## 12729 12729              true     positive
## 12730 12730              true        trust
## 12731 12731             trump     surprise
## 12732 12732           trumpet     negative
## 12733 12733             truss        trust
## 12734 12734             trust        trust
## 12735 12735           trustee        trust
## 12736 12736            trusty     positive
## 12737 12737             truth     positive
## 12738 12738             truth        trust
## 12739 12739          truthful        trust
## 12740 12740      truthfulness     positive
## 12741 12741      truthfulness        trust
## 12742 12742            tumble     negative
## 12743 12743             tumor         fear
## 12744 12744             tumor     negative
## 12745 12745            tumour         fear
## 12746 12746            tumour     negative
## 12747 12747            tumour      sadness
## 12748 12748            tumult        anger
## 12749 12749            tumult         fear
## 12750 12750            tumult     negative
## 12751 12751            tumult     surprise
## 12752 12752        tumultuous        anger
## 12753 12753        tumultuous         fear
## 12754 12754        tumultuous     negative
## 12755 12755        turbulence        anger
## 12756 12756        turbulence         fear
## 12757 12757        turbulence     negative
## 12758 12758         turbulent         fear
## 12759 12759         turbulent     negative
## 12760 12760           turmoil        anger
## 12761 12761           turmoil         fear
## 12762 12762           turmoil     negative
## 12763 12763           turmoil      sadness
## 12764 12764            tussle        anger
## 12765 12765          tutelage     positive
## 12766 12766          tutelage        trust
## 12767 12767             tutor     positive
## 12768 12768              twin     positive
## 12769 12769           twinkle anticipation
## 12770 12770           twinkle          joy
## 12771 12771           twinkle     positive
## 12772 12772            twitch     negative
## 12773 12773           typhoon         fear
## 12774 12774           typhoon     negative
## 12775 12775        tyrannical        anger
## 12776 12776        tyrannical      disgust
## 12777 12777        tyrannical         fear
## 12778 12778        tyrannical     negative
## 12779 12779           tyranny         fear
## 12780 12780           tyranny     negative
## 12781 12781           tyranny      sadness
## 12782 12782            tyrant        anger
## 12783 12783            tyrant      disgust
## 12784 12784            tyrant         fear
## 12785 12785            tyrant     negative
## 12786 12786            tyrant      sadness
## 12787 12787          ugliness      disgust
## 12788 12788          ugliness         fear
## 12789 12789          ugliness     negative
## 12790 12790          ugliness      sadness
## 12791 12791              ugly      disgust
## 12792 12792              ugly     negative
## 12793 12793             ulcer        anger
## 12794 12794             ulcer      disgust
## 12795 12795             ulcer         fear
## 12796 12796             ulcer     negative
## 12797 12797             ulcer      sadness
## 12798 12798          ulterior     negative
## 12799 12799          ultimate anticipation
## 12800 12800          ultimate      sadness
## 12801 12801        ultimately anticipation
## 12802 12802        ultimately     positive
## 12803 12803         ultimatum        anger
## 12804 12804         ultimatum         fear
## 12805 12805         ultimatum     negative
## 12806 12806            umpire     positive
## 12807 12807            umpire        trust
## 12808 12808            unable     negative
## 12809 12809            unable      sadness
## 12810 12810      unacceptable     negative
## 12811 12811      unacceptable      sadness
## 12812 12812     unaccountable anticipation
## 12813 12813     unaccountable      disgust
## 12814 12814     unaccountable     negative
## 12815 12815     unaccountable      sadness
## 12816 12816     unaccountable        trust
## 12817 12817    unacknowledged      sadness
## 12818 12818         unanimity     positive
## 12819 12819         unanimous     positive
## 12820 12820     unanticipated     surprise
## 12821 12821        unapproved     negative
## 12822 12822        unassuming     positive
## 12823 12823        unattached     negative
## 12824 12824      unattainable        anger
## 12825 12825      unattainable     negative
## 12826 12826      unattainable      sadness
## 12827 12827      unattractive      disgust
## 12828 12828      unattractive     negative
## 12829 12829      unattractive      sadness
## 12830 12830      unauthorized     negative
## 12831 12831       unavoidable     negative
## 12832 12832           unaware     negative
## 12833 12833        unbearable      disgust
## 12834 12834        unbearable     negative
## 12835 12835        unbearable      sadness
## 12836 12836          unbeaten anticipation
## 12837 12837          unbeaten          joy
## 12838 12838          unbeaten     negative
## 12839 12839          unbeaten     positive
## 12840 12840          unbeaten      sadness
## 12841 12841          unbeaten     surprise
## 12842 12842          unbelief     negative
## 12843 12843      unbelievable     negative
## 12844 12844          unbiased     positive
## 12845 12845            unborn     negative
## 12846 12846       unbreakable     positive
## 12847 12847         unbridled        anger
## 12848 12848         unbridled anticipation
## 12849 12849         unbridled         fear
## 12850 12850         unbridled     negative
## 12851 12851         unbridled     positive
## 12852 12852         unbridled     surprise
## 12853 12853          unbroken     positive
## 12854 12854          unbroken        trust
## 12855 12855           uncanny         fear
## 12856 12856           uncanny     negative
## 12857 12857           uncanny     surprise
## 12858 12858          uncaring        anger
## 12859 12859          uncaring      disgust
## 12860 12860          uncaring     negative
## 12861 12861          uncaring      sadness
## 12862 12862         uncertain        anger
## 12863 12863         uncertain      disgust
## 12864 12864         uncertain         fear
## 12865 12865         uncertain     negative
## 12866 12866         uncertain     surprise
## 12867 12867      unchangeable     negative
## 12868 12868           unclean      disgust
## 12869 12869           unclean     negative
## 12870 12870     uncomfortable     negative
## 12871 12871    unconscionable      disgust
## 12872 12872    unconscionable     negative
## 12873 12873       unconscious     negative
## 12874 12874  unconstitutional     negative
## 12875 12875     unconstrained          joy
## 12876 12876     unconstrained     positive
## 12877 12877    uncontrollable        anger
## 12878 12878    uncontrollable anticipation
## 12879 12879    uncontrollable     negative
## 12880 12880    uncontrollable     surprise
## 12881 12881      uncontrolled     negative
## 12882 12882           uncover     surprise
## 12883 12883         undecided anticipation
## 12884 12884         undecided         fear
## 12885 12885         undecided     negative
## 12886 12886     underestimate     surprise
## 12887 12887         underline     positive
## 12888 12888        undermined     negative
## 12889 12889         underpaid        anger
## 12890 12890         underpaid     negative
## 12891 12891         underpaid      sadness
## 12892 12892        undersized     negative
## 12893 12893     understanding     positive
## 12894 12894     understanding        trust
## 12895 12895        undertaker      sadness
## 12896 12896       undertaking anticipation
## 12897 12897        underwrite     positive
## 12898 12898        underwrite        trust
## 12899 12899       undesirable        anger
## 12900 12900       undesirable      disgust
## 12901 12901       undesirable         fear
## 12902 12902       undesirable     negative
## 12903 12903       undesirable      sadness
## 12904 12904         undesired     negative
## 12905 12905         undesired      sadness
## 12906 12906       undisclosed anticipation
## 12907 12907      undiscovered     surprise
## 12908 12908         undivided     positive
## 12909 12909              undo     negative
## 12910 12910         undoubted anticipation
## 12911 12911         undoubted      disgust
## 12912 12912           undying anticipation
## 12913 12913           undying          joy
## 12914 12914           undying     positive
## 12915 12915           undying      sadness
## 12916 12916           undying        trust
## 12917 12917        uneasiness anticipation
## 12918 12918        uneasiness     negative
## 12919 12919        uneasiness      sadness
## 12920 12920            uneasy      disgust
## 12921 12921            uneasy         fear
## 12922 12922            uneasy     negative
## 12923 12923        uneducated     negative
## 12924 12924        uneducated      sadness
## 12925 12925        unemployed         fear
## 12926 12926        unemployed     negative
## 12927 12927        unemployed      sadness
## 12928 12928           unequal        anger
## 12929 12929           unequal      disgust
## 12930 12930           unequal         fear
## 12931 12931           unequal     negative
## 12932 12932           unequal      sadness
## 12933 12933       unequivocal        trust
## 12934 12934     unequivocally     positive
## 12935 12935            uneven     negative
## 12936 12936        unexpected anticipation
## 12937 12937        unexpected         fear
## 12938 12938        unexpected          joy
## 12939 12939        unexpected     negative
## 12940 12940        unexpected     positive
## 12941 12941        unexpected     surprise
## 12942 12942      unexpectedly     surprise
## 12943 12943       unexplained anticipation
## 12944 12944       unexplained     negative
## 12945 12945       unexplained      sadness
## 12946 12946            unfair        anger
## 12947 12947            unfair      disgust
## 12948 12948            unfair     negative
## 12949 12949            unfair      sadness
## 12950 12950        unfairness        anger
## 12951 12951        unfairness     negative
## 12952 12952        unfairness      sadness
## 12953 12953        unfaithful      disgust
## 12954 12954        unfaithful     negative
## 12955 12955       unfavorable      disgust
## 12956 12956       unfavorable     negative
## 12957 12957       unfavorable      sadness
## 12958 12958        unfinished     negative
## 12959 12959            unfold anticipation
## 12960 12960            unfold     positive
## 12961 12961        unforeseen     surprise
## 12962 12962       unforgiving        anger
## 12963 12963       unforgiving     negative
## 12964 12964       unforgiving      sadness
## 12965 12965       unfortunate     negative
## 12966 12966       unfortunate      sadness
## 12967 12967        unfriendly        anger
## 12968 12968        unfriendly      disgust
## 12969 12969        unfriendly         fear
## 12970 12970        unfriendly     negative
## 12971 12971        unfriendly      sadness
## 12972 12972       unfulfilled        anger
## 12973 12973       unfulfilled anticipation
## 12974 12974       unfulfilled     negative
## 12975 12975       unfulfilled      sadness
## 12976 12976       unfulfilled     surprise
## 12977 12977       unfurnished     negative
## 12978 12978           ungodly     negative
## 12979 12979           ungodly      sadness
## 12980 12980        ungrateful        anger
## 12981 12981        ungrateful      disgust
## 12982 12982        ungrateful     negative
## 12983 12983         unguarded     surprise
## 12984 12984       unhappiness     negative
## 12985 12985       unhappiness      sadness
## 12986 12986           unhappy        anger
## 12987 12987           unhappy      disgust
## 12988 12988           unhappy     negative
## 12989 12989           unhappy      sadness
## 12990 12990         unhealthy      disgust
## 12991 12991         unhealthy         fear
## 12992 12992         unhealthy     negative
## 12993 12993         unhealthy      sadness
## 12994 12994            unholy         fear
## 12995 12995            unholy     negative
## 12996 12996       unification anticipation
## 12997 12997       unification          joy
## 12998 12998       unification     positive
## 12999 12999       unification        trust
## 13000 13000         uniformly     positive
## 13001 13001      unimaginable     negative
## 13002 13002      unimaginable     positive
## 13003 13003      unimaginable     surprise
## 13004 13004       unimportant     negative
## 13005 13005       unimportant      sadness
## 13006 13006       unimpressed     negative
## 13007 13007        unimproved     negative
## 13008 13008        uninfected     positive
## 13009 13009        uninformed     negative
## 13010 13010       uninitiated     negative
## 13011 13011        uninspired     negative
## 13012 13012        uninspired      sadness
## 13013 13013    unintelligible     negative
## 13014 13014        unintended     surprise
## 13015 13015     unintentional     surprise
## 13016 13016   unintentionally     negative
## 13017 13017   unintentionally     surprise
## 13018 13018      uninterested     negative
## 13019 13019      uninterested      sadness
## 13020 13020     uninteresting     negative
## 13021 13021     uninteresting      sadness
## 13022 13022         uninvited      sadness
## 13023 13023            unique     positive
## 13024 13024            unique     surprise
## 13025 13025            unison     positive
## 13026 13026           unitary     positive
## 13027 13027            united     positive
## 13028 13028            united        trust
## 13029 13029             unity     positive
## 13030 13030             unity        trust
## 13031 13031        university anticipation
## 13032 13032        university     positive
## 13033 13033            unjust        anger
## 13034 13034            unjust     negative
## 13035 13035     unjustifiable        anger
## 13036 13036     unjustifiable      disgust
## 13037 13037     unjustifiable         fear
## 13038 13038     unjustifiable     negative
## 13039 13039       unjustified     negative
## 13040 13040            unkind        anger
## 13041 13041            unkind      disgust
## 13042 13042            unkind         fear
## 13043 13043            unkind     negative
## 13044 13044            unkind      sadness
## 13045 13045           unknown anticipation
## 13046 13046           unknown         fear
## 13047 13047           unknown     negative
## 13048 13048          unlawful        anger
## 13049 13049          unlawful      disgust
## 13050 13050          unlawful         fear
## 13051 13051          unlawful     negative
## 13052 13052          unlawful      sadness
## 13053 13053        unlicensed     negative
## 13054 13054         unlimited     positive
## 13055 13055           unlucky        anger
## 13056 13056           unlucky      disgust
## 13057 13057           unlucky         fear
## 13058 13058           unlucky     negative
## 13059 13059           unlucky      sadness
## 13060 13060      unmanageable      disgust
## 13061 13061      unmanageable     negative
## 13062 13062         unnatural      disgust
## 13063 13063         unnatural         fear
## 13064 13064         unnatural     negative
## 13065 13065        unofficial     negative
## 13066 13066            unpaid        anger
## 13067 13067            unpaid     negative
## 13068 13068            unpaid      sadness
## 13069 13069        unpleasant      disgust
## 13070 13070        unpleasant     negative
## 13071 13071        unpleasant      sadness
## 13072 13072         unpopular      disgust
## 13073 13073         unpopular     negative
## 13074 13074         unpopular      sadness
## 13075 13075     unprecedented     surprise
## 13076 13076     unpredictable     negative
## 13077 13077     unpredictable     surprise
## 13078 13078        unprepared     negative
## 13079 13079     unpretentious     positive
## 13080 13080      unproductive     negative
## 13081 13081      unprofitable     negative
## 13082 13082       unprotected     negative
## 13083 13083       unpublished anticipation
## 13084 13084       unpublished     negative
## 13085 13085       unpublished      sadness
## 13086 13086    unquestionable     positive
## 13087 13087    unquestionable        trust
## 13088 13088    unquestionably     positive
## 13089 13089    unquestionably        trust
## 13090 13090      unquestioned     positive
## 13091 13091      unquestioned        trust
## 13092 13092        unreliable     negative
## 13093 13093        unreliable        trust
## 13094 13094        unrequited     negative
## 13095 13095        unrequited      sadness
## 13096 13096        unresolved anticipation
## 13097 13097            unrest         fear
## 13098 13098            unrest      sadness
## 13099 13099            unruly        anger
## 13100 13100            unruly      disgust
## 13101 13101            unruly         fear
## 13102 13102            unruly     negative
## 13103 13103            unsafe         fear
## 13104 13104            unsafe     negative
## 13105 13105    unsatisfactory      disgust
## 13106 13106    unsatisfactory     negative
## 13107 13107       unsatisfied      disgust
## 13108 13108       unsatisfied     negative
## 13109 13109       unsatisfied      sadness
## 13110 13110          unsavory     negative
## 13111 13111         unscathed     positive
## 13112 13112      unscrupulous     negative
## 13113 13113            unseat      sadness
## 13114 13114         unselfish     positive
## 13115 13115         unsettled        anger
## 13116 13116         unsettled      disgust
## 13117 13117         unsettled         fear
## 13118 13118         unsettled     negative
## 13119 13119         unsightly      disgust
## 13120 13120         unsightly     negative
## 13121 13121   unsophisticated     negative
## 13122 13122       unspeakable         fear
## 13123 13123       unspeakable     negative
## 13124 13124          unstable         fear
## 13125 13125          unstable     negative
## 13126 13126          unstable     surprise
## 13127 13127          unsteady         fear
## 13128 13128      unsuccessful     negative
## 13129 13129      unsuccessful      sadness
## 13130 13130        unsuitable     negative
## 13131 13131            unsung     negative
## 13132 13132       unsupported     negative
## 13133 13133       unsurpassed anticipation
## 13134 13134       unsurpassed         fear
## 13135 13135       unsurpassed          joy
## 13136 13136       unsurpassed     positive
## 13137 13137       unsurpassed        trust
## 13138 13138      unsuspecting     surprise
## 13139 13139     unsustainable     negative
## 13140 13140     unsympathetic        anger
## 13141 13141     unsympathetic     negative
## 13142 13142           untamed     negative
## 13143 13143         untenable     negative
## 13144 13144       unthinkable        anger
## 13145 13145       unthinkable      disgust
## 13146 13146       unthinkable         fear
## 13147 13147       unthinkable     negative
## 13148 13148            untidy      disgust
## 13149 13149            untidy     negative
## 13150 13150             untie          joy
## 13151 13151             untie     negative
## 13152 13152             untie     positive
## 13153 13153          untimely     negative
## 13154 13154          untitled     negative
## 13155 13155          untitled      sadness
## 13156 13156            untold anticipation
## 13157 13157            untold     negative
## 13158 13158          untoward        anger
## 13159 13159          untoward      disgust
## 13160 13160          untoward     negative
## 13161 13161         untrained     negative
## 13162 13162            untrue     negative
## 13163 13163     untrustworthy        anger
## 13164 13164     untrustworthy     negative
## 13165 13165        unverified anticipation
## 13166 13166       unwarranted     negative
## 13167 13167          unwashed      disgust
## 13168 13168          unwashed     negative
## 13169 13169        unwavering     positive
## 13170 13170        unwavering        trust
## 13171 13171         unwelcome     negative
## 13172 13172         unwelcome      sadness
## 13173 13173            unwell     negative
## 13174 13174            unwell      sadness
## 13175 13175     unwillingness     negative
## 13176 13176            unwise     negative
## 13177 13177         unwitting     negative
## 13178 13178          unworthy      disgust
## 13179 13179          unworthy     negative
## 13180 13180        unyielding     negative
## 13181 13181          upheaval        anger
## 13182 13182          upheaval         fear
## 13183 13183          upheaval     negative
## 13184 13184          upheaval      sadness
## 13185 13185            uphill anticipation
## 13186 13186            uphill         fear
## 13187 13187            uphill     negative
## 13188 13188            uphill     positive
## 13189 13189            uplift anticipation
## 13190 13190            uplift          joy
## 13191 13191            uplift     positive
## 13192 13192            uplift        trust
## 13193 13193           upright     positive
## 13194 13194           upright        trust
## 13195 13195          uprising        anger
## 13196 13196          uprising anticipation
## 13197 13197          uprising         fear
## 13198 13198          uprising     negative
## 13199 13199            uproar     negative
## 13200 13200             upset        anger
## 13201 13201             upset     negative
## 13202 13202             upset      sadness
## 13203 13203            urchin     negative
## 13204 13204           urgency anticipation
## 13205 13205           urgency         fear
## 13206 13206           urgency     surprise
## 13207 13207            urgent anticipation
## 13208 13208            urgent         fear
## 13209 13209            urgent     negative
## 13210 13210            urgent     surprise
## 13211 13211               urn      sadness
## 13212 13212        usefulness     positive
## 13213 13213           useless     negative
## 13214 13214             usher     positive
## 13215 13215             usher        trust
## 13216 13216             usual     positive
## 13217 13217             usual        trust
## 13218 13218             usurp        anger
## 13219 13219             usurp     negative
## 13220 13220           usurped        anger
## 13221 13221           usurped         fear
## 13222 13222           usurped     negative
## 13223 13223             usury     negative
## 13224 13224           utility     positive
## 13225 13225           utopian anticipation
## 13226 13226           utopian          joy
## 13227 13227           utopian     positive
## 13228 13228           utopian        trust
## 13229 13229           vacancy     negative
## 13230 13230          vacation anticipation
## 13231 13231          vacation          joy
## 13232 13232          vacation     positive
## 13233 13233           vaccine     positive
## 13234 13234           vacuous      disgust
## 13235 13235           vacuous     negative
## 13236 13236             vague     negative
## 13237 13237         vagueness     negative
## 13238 13238            vainly      disgust
## 13239 13239            vainly     negative
## 13240 13240            vainly      sadness
## 13241 13241           valiant     positive
## 13242 13242          validity         fear
## 13243 13243             valor     positive
## 13244 13244             valor        trust
## 13245 13245          valuable     positive
## 13246 13246           vampire        anger
## 13247 13247           vampire      disgust
## 13248 13248           vampire         fear
## 13249 13249           vampire     negative
## 13250 13250          vanguard     positive
## 13251 13251            vanish     surprise
## 13252 13252          vanished         fear
## 13253 13253          vanished     negative
## 13254 13254          vanished      sadness
## 13255 13255          vanished     surprise
## 13256 13256            vanity     negative
## 13257 13257          vanquish     positive
## 13258 13258          variable     surprise
## 13259 13259         varicella      disgust
## 13260 13260         varicella         fear
## 13261 13261         varicella     negative
## 13262 13262         varicella      sadness
## 13263 13263          varicose     negative
## 13264 13264              veal      sadness
## 13265 13265              veal        trust
## 13266 13266              veer         fear
## 13267 13267              veer     surprise
## 13268 13268        vegetative      disgust
## 13269 13269        vegetative     negative
## 13270 13270        vegetative      sadness
## 13271 13271          vehement        anger
## 13272 13272          vehement         fear
## 13273 13273          vehement     negative
## 13274 13274            velvet     positive
## 13275 13275           velvety     positive
## 13276 13276          vendetta        anger
## 13277 13277          vendetta         fear
## 13278 13278          vendetta     negative
## 13279 13279          vendetta      sadness
## 13280 13280         venerable anticipation
## 13281 13281         venerable          joy
## 13282 13282         venerable     positive
## 13283 13283         venerable        trust
## 13284 13284        veneration     positive
## 13285 13285         vengeance        anger
## 13286 13286         vengeance     negative
## 13287 13287          vengeful        anger
## 13288 13288          vengeful         fear
## 13289 13289          vengeful     negative
## 13290 13290             venom        anger
## 13291 13291             venom      disgust
## 13292 13292             venom         fear
## 13293 13293             venom     negative
## 13294 13294          venomous        anger
## 13295 13295          venomous      disgust
## 13296 13296          venomous         fear
## 13297 13297          venomous     negative
## 13298 13298              vent        anger
## 13299 13299          veracity anticipation
## 13300 13300          veracity          joy
## 13301 13301          veracity     positive
## 13302 13302          veracity     surprise
## 13303 13303          veracity        trust
## 13304 13304         verbosity     negative
## 13305 13305           verdant     positive
## 13306 13306           verdict         fear
## 13307 13307             verge anticipation
## 13308 13308             verge         fear
## 13309 13309             verge     negative
## 13310 13310      verification     positive
## 13311 13311      verification        trust
## 13312 13312          verified     positive
## 13313 13313          verified        trust
## 13314 13314            verily     positive
## 13315 13315            verily        trust
## 13316 13316         veritable     positive
## 13317 13317            vermin        anger
## 13318 13318            vermin      disgust
## 13319 13319            vermin         fear
## 13320 13320            vermin     negative
## 13321 13321            vernal          joy
## 13322 13322            vernal     positive
## 13323 13323            versus        anger
## 13324 13324            versus     negative
## 13325 13325           vertigo         fear
## 13326 13326           vertigo     negative
## 13327 13327             verve     positive
## 13328 13328         vesicular      disgust
## 13329 13329           veteran     positive
## 13330 13330           veteran        trust
## 13331 13331              veto        anger
## 13332 13332              veto     negative
## 13333 13333             vicar     positive
## 13334 13334             vicar        trust
## 13335 13335              vice     negative
## 13336 13336           vicious        anger
## 13337 13337           vicious      disgust
## 13338 13338           vicious     negative
## 13339 13339            victim        anger
## 13340 13340            victim         fear
## 13341 13341            victim     negative
## 13342 13342            victim      sadness
## 13343 13343        victimized        anger
## 13344 13344        victimized      disgust
## 13345 13345        victimized         fear
## 13346 13346        victimized     negative
## 13347 13347        victimized      sadness
## 13348 13348        victimized     surprise
## 13349 13349            victor          joy
## 13350 13350            victor     positive
## 13351 13351        victorious          joy
## 13352 13352        victorious     positive
## 13353 13353           victory anticipation
## 13354 13354           victory          joy
## 13355 13355           victory     positive
## 13356 13356           victory        trust
## 13357 13357             vigil anticipation
## 13358 13358         vigilance anticipation
## 13359 13359         vigilance     positive
## 13360 13360         vigilance        trust
## 13361 13361          vigilant         fear
## 13362 13362          vigilant     positive
## 13363 13363          vigilant        trust
## 13364 13364             vigor     positive
## 13365 13365          vigorous     positive
## 13366 13366          vigorous        trust
## 13367 13367          villager     positive
## 13368 13368          villager        trust
## 13369 13369           villain         fear
## 13370 13370           villain     negative
## 13371 13371        villainous        anger
## 13372 13372        villainous      disgust
## 13373 13373        villainous         fear
## 13374 13374        villainous     negative
## 13375 13375         vindicate        anger
## 13376 13376        vindicated     positive
## 13377 13377       vindication anticipation
## 13378 13378       vindication          joy
## 13379 13379       vindication     positive
## 13380 13380       vindication        trust
## 13381 13381        vindictive        anger
## 13382 13382        vindictive      disgust
## 13383 13383        vindictive     negative
## 13384 13384         violation        anger
## 13385 13385         violation         fear
## 13386 13386         violation     negative
## 13387 13387         violation      sadness
## 13388 13388         violation     surprise
## 13389 13389          violence        anger
## 13390 13390          violence         fear
## 13391 13391          violence     negative
## 13392 13392          violence      sadness
## 13393 13393           violent        anger
## 13394 13394           violent      disgust
## 13395 13395           violent         fear
## 13396 13396           violent     negative
## 13397 13397           violent     surprise
## 13398 13398         violently        anger
## 13399 13399         violently      disgust
## 13400 13400         violently         fear
## 13401 13401         violently     negative
## 13402 13402         violently      sadness
## 13403 13403             viper         fear
## 13404 13404             viper     negative
## 13405 13405            virgin     positive
## 13406 13406            virgin        trust
## 13407 13407         virginity anticipation
## 13408 13408         virginity     positive
## 13409 13409            virtue     positive
## 13410 13410            virtue        trust
## 13411 13411          virtuous          joy
## 13412 13412          virtuous     positive
## 13413 13413          virtuous        trust
## 13414 13414         virulence        anger
## 13415 13415         virulence         fear
## 13416 13416         virulence     negative
## 13417 13417             virus     negative
## 13418 13418            vision anticipation
## 13419 13419            vision     positive
## 13420 13420         visionary anticipation
## 13421 13421         visionary          joy
## 13422 13422         visionary     positive
## 13423 13423         visionary        trust
## 13424 13424             visit     positive
## 13425 13425        visitation     negative
## 13426 13426           visitor anticipation
## 13427 13427           visitor          joy
## 13428 13428           visitor     positive
## 13429 13429             visor anticipation
## 13430 13430             visor     surprise
## 13431 13431             vital     positive
## 13432 13432          vitality          joy
## 13433 13433          vitality     positive
## 13434 13434          vitality        trust
## 13435 13435         vivacious          joy
## 13436 13436         vivacious     positive
## 13437 13437             vivid          joy
## 13438 13438             vivid     positive
## 13439 13439             vixen     negative
## 13440 13440        vocabulary     positive
## 13441 13441        volatility        anger
## 13442 13442        volatility anticipation
## 13443 13443        volatility         fear
## 13444 13444        volatility     negative
## 13445 13445        volatility     surprise
## 13446 13446           volcano         fear
## 13447 13447           volcano     negative
## 13448 13448           volcano     surprise
## 13449 13449         volunteer anticipation
## 13450 13450         volunteer         fear
## 13451 13451         volunteer          joy
## 13452 13452         volunteer     positive
## 13453 13453         volunteer        trust
## 13454 13454        volunteers        trust
## 13455 13455        voluptuous anticipation
## 13456 13456        voluptuous          joy
## 13457 13457        voluptuous     positive
## 13458 13458             vomit      disgust
## 13459 13459          vomiting     negative
## 13460 13460            voodoo     negative
## 13461 13461              vote        anger
## 13462 13462              vote anticipation
## 13463 13463              vote          joy
## 13464 13464              vote     negative
## 13465 13465              vote     positive
## 13466 13466              vote      sadness
## 13467 13467              vote     surprise
## 13468 13468              vote        trust
## 13469 13469            votive        trust
## 13470 13470             vouch     positive
## 13471 13471             vouch        trust
## 13472 13472           voucher        trust
## 13473 13473               vow anticipation
## 13474 13474               vow          joy
## 13475 13475               vow     positive
## 13476 13476               vow        trust
## 13477 13477            voyage anticipation
## 13478 13478            vulgar      disgust
## 13479 13479            vulgar     negative
## 13480 13480         vulgarity        anger
## 13481 13481         vulgarity      disgust
## 13482 13482         vulgarity     negative
## 13483 13483         vulgarity      sadness
## 13484 13484     vulnerability         fear
## 13485 13485     vulnerability     negative
## 13486 13486     vulnerability      sadness
## 13487 13487           vulture      disgust
## 13488 13488           vulture         fear
## 13489 13489           vulture     negative
## 13490 13490            waffle        anger
## 13491 13491            waffle     negative
## 13492 13492            waffle      sadness
## 13493 13493             wages          joy
## 13494 13494             wages     positive
## 13495 13495              wail         fear
## 13496 13496              wail     negative
## 13497 13497              wail      sadness
## 13498 13498              wait anticipation
## 13499 13499              wait     negative
## 13500 13500            wallow      disgust
## 13501 13501            wallow     negative
## 13502 13502            wallow      sadness
## 13503 13503               wan         fear
## 13504 13504               wan     negative
## 13505 13505               wan      sadness
## 13506 13506              wane     negative
## 13507 13507              wane      sadness
## 13508 13508           wanting     negative
## 13509 13509           wanting      sadness
## 13510 13510               war         fear
## 13511 13511               war     negative
## 13512 13512            warden        anger
## 13513 13513            warden         fear
## 13514 13514            warden     negative
## 13515 13515            warden        trust
## 13516 13516              ware         fear
## 13517 13517              ware     negative
## 13518 13518           warfare        anger
## 13519 13519           warfare         fear
## 13520 13520           warfare     negative
## 13521 13521           warfare      sadness
## 13522 13522           warlike        anger
## 13523 13523           warlike         fear
## 13524 13524           warlike     negative
## 13525 13525           warlock         fear
## 13526 13526              warn anticipation
## 13527 13527              warn         fear
## 13528 13528              warn     negative
## 13529 13529              warn     surprise
## 13530 13530              warn        trust
## 13531 13531            warned anticipation
## 13532 13532            warned         fear
## 13533 13533            warned     surprise
## 13534 13534           warning         fear
## 13535 13535              warp        anger
## 13536 13536              warp     negative
## 13537 13537              warp      sadness
## 13538 13538            warped     negative
## 13539 13539          warranty     positive
## 13540 13540          warranty        trust
## 13541 13541           warrior        anger
## 13542 13542           warrior         fear
## 13543 13543           warrior     positive
## 13544 13544              wart      disgust
## 13545 13545              wart     negative
## 13546 13546              wary         fear
## 13547 13547             waste      disgust
## 13548 13548             waste     negative
## 13549 13549            wasted        anger
## 13550 13550            wasted      disgust
## 13551 13551            wasted     negative
## 13552 13552          wasteful        anger
## 13553 13553          wasteful      disgust
## 13554 13554          wasteful     negative
## 13555 13555          wasteful      sadness
## 13556 13556           wasting      disgust
## 13557 13557           wasting         fear
## 13558 13558           wasting     negative
## 13559 13559           wasting      sadness
## 13560 13560             watch anticipation
## 13561 13561             watch         fear
## 13562 13562          watchdog     positive
## 13563 13563          watchdog        trust
## 13564 13564          watchful     positive
## 13565 13565          watchful        trust
## 13566 13566          watchman     positive
## 13567 13567          watchman        trust
## 13568 13568        waterproof     positive
## 13569 13569            watery     negative
## 13570 13570             waver         fear
## 13571 13571             waver     negative
## 13572 13572          weakened     negative
## 13573 13573            weakly         fear
## 13574 13574            weakly     negative
## 13575 13575            weakly      sadness
## 13576 13576          weakness     negative
## 13577 13577            wealth          joy
## 13578 13578            wealth     positive
## 13579 13579            wealth        trust
## 13580 13580              wear     negative
## 13581 13581              wear        trust
## 13582 13582           wearily     negative
## 13583 13583           wearily      sadness
## 13584 13584         weariness     negative
## 13585 13585         weariness      sadness
## 13586 13586             weary     negative
## 13587 13587             weary      sadness
## 13588 13588      weatherproof     positive
## 13589 13589             weeds     negative
## 13590 13590             weeds      sadness
## 13591 13591              weep     negative
## 13592 13592              weep      sadness
## 13593 13593           weeping      sadness
## 13594 13594             weigh anticipation
## 13595 13595             weigh        trust
## 13596 13596            weight anticipation
## 13597 13597            weight      disgust
## 13598 13598            weight         fear
## 13599 13599            weight          joy
## 13600 13600            weight     negative
## 13601 13601            weight     positive
## 13602 13602            weight      sadness
## 13603 13603            weight     surprise
## 13604 13604            weight        trust
## 13605 13605           weighty         fear
## 13606 13606             weird      disgust
## 13607 13607             weird     negative
## 13608 13608            weirdo         fear
## 13609 13609            weirdo     negative
## 13610 13610          welcomed          joy
## 13611 13611          welcomed     positive
## 13612 13612               wen     negative
## 13613 13613             wench        anger
## 13614 13614             wench      disgust
## 13615 13615             wench     negative
## 13616 13616             whack     negative
## 13617 13617              whim anticipation
## 13618 13618              whim          joy
## 13619 13619              whim     negative
## 13620 13620              whim     surprise
## 13621 13621           whimper         fear
## 13622 13622           whimper      sadness
## 13623 13623         whimsical          joy
## 13624 13624             whine      disgust
## 13625 13625             whine     negative
## 13626 13626             whine      sadness
## 13627 13627              whip        anger
## 13628 13628              whip     negative
## 13629 13629         whirlpool         fear
## 13630 13630         whirlwind         fear
## 13631 13631         whirlwind     negative
## 13632 13632            whisky     negative
## 13633 13633         whiteness          joy
## 13634 13634         whiteness     positive
## 13635 13635         wholesome     positive
## 13636 13636         wholesome        trust
## 13637 13637             whore      disgust
## 13638 13638             whore     negative
## 13639 13639            wicked         fear
## 13640 13640            wicked     negative
## 13641 13641        wickedness      disgust
## 13642 13642        wickedness     negative
## 13643 13643            wicket     positive
## 13644 13644        widespread     positive
## 13645 13645             widow      sadness
## 13646 13646           widower      sadness
## 13647 13647              wild     negative
## 13648 13648              wild     surprise
## 13649 13649           wildcat     negative
## 13650 13650        wilderness anticipation
## 13651 13651        wilderness         fear
## 13652 13652        wilderness      sadness
## 13653 13653          wildfire         fear
## 13654 13654          wildfire     negative
## 13655 13655          wildfire      sadness
## 13656 13656          wildfire     surprise
## 13657 13657           willful        anger
## 13658 13658           willful     negative
## 13659 13659           willful      sadness
## 13660 13660         willingly     positive
## 13661 13661       willingness     positive
## 13662 13662              wimp      disgust
## 13663 13663              wimp         fear
## 13664 13664              wimp     negative
## 13665 13665             wimpy        anger
## 13666 13666             wimpy      disgust
## 13667 13667             wimpy         fear
## 13668 13668             wimpy     negative
## 13669 13669             wimpy      sadness
## 13670 13670             wince        anger
## 13671 13671             wince      disgust
## 13672 13672             wince         fear
## 13673 13673             wince     negative
## 13674 13674             wince      sadness
## 13675 13675          windfall     positive
## 13676 13676            winner anticipation
## 13677 13677            winner          joy
## 13678 13678            winner     positive
## 13679 13679            winner     surprise
## 13680 13680           winning anticipation
## 13681 13681           winning      disgust
## 13682 13682           winning          joy
## 13683 13683           winning     positive
## 13684 13684           winning      sadness
## 13685 13685           winning     surprise
## 13686 13686           winning        trust
## 13687 13687          winnings anticipation
## 13688 13688          winnings          joy
## 13689 13689          winnings     positive
## 13690 13690          wireless        anger
## 13691 13691          wireless anticipation
## 13692 13692          wireless     positive
## 13693 13693          wireless     surprise
## 13694 13694               wis     positive
## 13695 13695            wisdom     positive
## 13696 13696            wisdom        trust
## 13697 13697              wise     positive
## 13698 13698           wishful anticipation
## 13699 13699               wit     positive
## 13700 13700             witch        anger
## 13701 13701             witch      disgust
## 13702 13702             witch         fear
## 13703 13703             witch     negative
## 13704 13704        witchcraft        anger
## 13705 13705        witchcraft         fear
## 13706 13706        witchcraft     negative
## 13707 13707        witchcraft      sadness
## 13708 13708          withdraw     negative
## 13709 13709          withdraw      sadness
## 13710 13710            wither     negative
## 13711 13711            wither      sadness
## 13712 13712          withered      disgust
## 13713 13713          withered     negative
## 13714 13714         withstand anticipation
## 13715 13715         withstand         fear
## 13716 13716         withstand     positive
## 13717 13717           witness        trust
## 13718 13718              wits     positive
## 13719 13719             witty          joy
## 13720 13720             witty     positive
## 13721 13721            wizard anticipation
## 13722 13722            wizard     positive
## 13723 13723            wizard     surprise
## 13724 13724               woe      disgust
## 13725 13725               woe         fear
## 13726 13726               woe     negative
## 13727 13727               woe      sadness
## 13728 13728            woeful     negative
## 13729 13729            woeful      sadness
## 13730 13730          woefully      disgust
## 13731 13731          woefully     negative
## 13732 13732          woefully      sadness
## 13733 13733              womb     positive
## 13734 13734         wonderful          joy
## 13735 13735         wonderful     positive
## 13736 13736         wonderful     surprise
## 13737 13737         wonderful        trust
## 13738 13738       wonderfully          joy
## 13739 13739       wonderfully     positive
## 13740 13740       wonderfully     surprise
## 13741 13741          wondrous     positive
## 13742 13742              wont anticipation
## 13743 13743               wop        anger
## 13744 13744              word     positive
## 13745 13745              word        trust
## 13746 13746             words        anger
## 13747 13747             words     negative
## 13748 13748           working     positive
## 13749 13749              worm anticipation
## 13750 13750              worm     negative
## 13751 13751              worm     surprise
## 13752 13752              worn     negative
## 13753 13753              worn      sadness
## 13754 13754           worried     negative
## 13755 13755           worried      sadness
## 13756 13756             worry anticipation
## 13757 13757             worry         fear
## 13758 13758             worry     negative
## 13759 13759             worry      sadness
## 13760 13760          worrying anticipation
## 13761 13761          worrying         fear
## 13762 13762          worrying     negative
## 13763 13763          worrying      sadness
## 13764 13764             worse         fear
## 13765 13765             worse     negative
## 13766 13766             worse      sadness
## 13767 13767         worsening      disgust
## 13768 13768         worsening     negative
## 13769 13769         worsening      sadness
## 13770 13770           worship anticipation
## 13771 13771           worship         fear
## 13772 13772           worship          joy
## 13773 13773           worship     positive
## 13774 13774           worship        trust
## 13775 13775             worth     positive
## 13776 13776         worthless        anger
## 13777 13777         worthless      disgust
## 13778 13778         worthless     negative
## 13779 13779         worthless      sadness
## 13780 13780            worthy     positive
## 13781 13781            worthy        trust
## 13782 13782               wot     positive
## 13783 13783               wot        trust
## 13784 13784             wound        anger
## 13785 13785             wound         fear
## 13786 13786             wound     negative
## 13787 13787             wound      sadness
## 13788 13788         wrangling        anger
## 13789 13789         wrangling      disgust
## 13790 13790         wrangling         fear
## 13791 13791         wrangling     negative
## 13792 13792         wrangling      sadness
## 13793 13793             wrath        anger
## 13794 13794             wrath         fear
## 13795 13795             wrath     negative
## 13796 13796             wreak        anger
## 13797 13797             wreak     negative
## 13798 13798             wreck        anger
## 13799 13799             wreck      disgust
## 13800 13800             wreck         fear
## 13801 13801             wreck     negative
## 13802 13802             wreck      sadness
## 13803 13803             wreck     surprise
## 13804 13804           wrecked        anger
## 13805 13805           wrecked         fear
## 13806 13806           wrecked     negative
## 13807 13807           wrecked      sadness
## 13808 13808            wrench     negative
## 13809 13809         wrestling     negative
## 13810 13810            wretch        anger
## 13811 13811            wretch      disgust
## 13812 13812            wretch     negative
## 13813 13813            wretch      sadness
## 13814 13814          wretched      disgust
## 13815 13815          wretched     negative
## 13816 13816          wretched      sadness
## 13817 13817             wring        anger
## 13818 13818          wrinkled      sadness
## 13819 13819            writer     positive
## 13820 13820             wrong     negative
## 13821 13821        wrongdoing        anger
## 13822 13822        wrongdoing      disgust
## 13823 13823        wrongdoing     negative
## 13824 13824        wrongdoing      sadness
## 13825 13825          wrongful        anger
## 13826 13826          wrongful      disgust
## 13827 13827          wrongful     negative
## 13828 13828          wrongful      sadness
## 13829 13829           wrongly        anger
## 13830 13830           wrongly         fear
## 13831 13831           wrongly     negative
## 13832 13832           wrongly      sadness
## 13833 13833           wrought     negative
## 13834 13834               wry     negative
## 13835 13835        xenophobia         fear
## 13836 13836        xenophobia     negative
## 13837 13837              yawn     negative
## 13838 13838           yawning     negative
## 13839 13839          yearning anticipation
## 13840 13840          yearning          joy
## 13841 13841          yearning     negative
## 13842 13842          yearning     positive
## 13843 13843          yearning        trust
## 13844 13844              yell        anger
## 13845 13845              yell         fear
## 13846 13846              yell     negative
## 13847 13847              yell     surprise
## 13848 13848           yellows     negative
## 13849 13849              yelp        anger
## 13850 13850              yelp         fear
## 13851 13851              yelp     negative
## 13852 13852              yelp     surprise
## 13853 13853             youth        anger
## 13854 13854             youth anticipation
## 13855 13855             youth         fear
## 13856 13856             youth          joy
## 13857 13857             youth     positive
## 13858 13858             youth     surprise
## 13859 13859              zany     surprise
## 13860 13860              zeal anticipation
## 13861 13861              zeal          joy
## 13862 13862              zeal     positive
## 13863 13863              zeal     surprise
## 13864 13864              zeal        trust
## 13865 13865           zealous          joy
## 13866 13866           zealous     positive
## 13867 13867           zealous        trust
## 13868 13868              zest anticipation
## 13869 13869              zest          joy
## 13870 13870              zest     positive
## 13871 13871              zest        trust
## 13872 13872               zip     negative

These libraries were created either using crowdsourcing or cloud computing / ai like Amazon Mechanical Turk, or by the labor of one of the authors, and then validated with crowdsourcing.

Lets look at the words with a joy score from NRC

library(gutenbergr)
library(dplyr)
library(stringr)

darwin <- gutenberg_download(c(944, 1227, 1228, 2300), mirror = "http://mirror.csclub.uwaterloo.ca/gutenberg")

tidy_books <- darwin %>%
  group_by(gutenberg_id) %>%
  dplyr::mutate(linenumber = row_number(), chapter = cumsum(str_detect(text, regex("^chapter [\\divxlc]", ignore_case = TRUE)))) %>%
  ungroup() %>%
  unnest_tokens( word, text)

Lets add the book name instead of GID

colnames(tidy_books) [1] <- "book"

tidy_books$book[tidy_books$book ==944] <- "The Voyage of the Beagle"
tidy_books$book[tidy_books$book == 1227] <- "The Expression of the Emotions in Man and Animals"
tidy_books$book[tidy_books$book == 1228] <- "On the Origin of Species By Means of Natural Selection"
tidy_books$book[tidy_books$book == 2300] <- "The Descent of Man, and Selection in Relation to Sex"


tidy_books

## # A tibble: 786,575 × 4
##    book                     linenumber chapter word   
##    <chr>                         <int>   <int> <chr>  
##  1 The Voyage of the Beagle          1       0 the    
##  2 The Voyage of the Beagle          1       0 voyage 
##  3 The Voyage of the Beagle          1       0 of     
##  4 The Voyage of the Beagle          1       0 the    
##  5 The Voyage of the Beagle          1       0 beagle 
##  6 The Voyage of the Beagle          1       0 by     
##  7 The Voyage of the Beagle          2       0 charles
##  8 The Voyage of the Beagle          2       0 darwin 
##  9 The Voyage of the Beagle          8       0 about  
## 10 The Voyage of the Beagle          8       0 the    
## # ℹ 786,565 more rows

Now that we have a tidy format with one word per row, we are ready for sentiment analysis. First lets use NRC.

nrc_joy <- nrc %>%
  filter(sentiment == "joy")

tidy_books %>%
  filter(book == "The Voyage of the Beagle") %>%
  inner_join(nrc_joy) %>%
  count(word, sort = TRUE)

## Joining with `by = join_by(word)`

## # A tibble: 277 × 2
##    word           n
##    <chr>      <int>
##  1 found        301
##  2 good         161
##  3 remarkable   114
##  4 green         95
##  5 kind          92
##  6 tree          86
##  7 present       85
##  8 food          78
##  9 beautiful     61
## 10 elevation     60
## # ℹ 267 more rows

We can also examine how sentiment changes throughout a work.

library(tidyr)

Charles_Darwin_sentiment <- tidy_books %>%
  inner_join(bing) %>%
  count(book, index = linenumber %/% 80, sentiment) %>%
  pivot_wider(names_from = sentiment, values_from = n, values_fill = 0) %>%
  mutate(sentiment = positive - negative)

## Joining with `by = join_by(word)`

Now lets plot it

library(ggplot2)

ggplot(Charles_Darwin_sentiment, aes(index, sentiment, fill = book)) +
  geom_col(show.legend = FALSE) +
  facet_wrap(~book, ncol = 2, scales = "free_x")

Lets compare the three sentiment dictions

There are several options for sentiment lexicons, you might want some more info on which is appropriate for your purpose. Here we will use all three of our dictionaries and examine how the sentiment changes across the arc of TVOTB.

library(tidyr)

voyage <- tidy_books %>%
  filter(book == "The Voyage of the Beagle")

voyage

## # A tibble: 208,118 × 4
##    book                     linenumber chapter word   
##    <chr>                         <int>   <int> <chr>  
##  1 The Voyage of the Beagle          1       0 the    
##  2 The Voyage of the Beagle          1       0 voyage 
##  3 The Voyage of the Beagle          1       0 of     
##  4 The Voyage of the Beagle          1       0 the    
##  5 The Voyage of the Beagle          1       0 beagle 
##  6 The Voyage of the Beagle          1       0 by     
##  7 The Voyage of the Beagle          2       0 charles
##  8 The Voyage of the Beagle          2       0 darwin 
##  9 The Voyage of the Beagle          8       0 about  
## 10 The Voyage of the Beagle          8       0 the    
## # ℹ 208,108 more rows

Lets again use integer division (‘%/%’) to define larger sections of the text that span multiple lines, and we can use the same pattern with ‘count()’, ‘pivot_wider()’, and ‘mutate()’, to find the net sentiment in each of these sections of text.

affin <- voyage %>%
  inner_join(afinn) %>%
  group_by(index = linenumber %/% 80) %>%
  summarise(sentiment = sum(value)) %>%
  dplyr::mutate(method = "AFINN")

## Joining with `by = join_by(word)`

bing_and_nrc <- bind_rows(
  voyage %>%
    inner_join(bing) %>%
    dplyr::mutate(method = "Bing et al."),
  voyage %>%
    inner_join(nrc) %>%
                 filter(sentiment %in% c("positive", "negative"))
    ) %>%
    dplyr::mutate(method = "NRC") %>%
  count(method, index = linenumber %/% 80, sentiment) %>%
  pivot_wider(names_from = sentiment,
              values_from = n,
              values_fill = 0) %>%
  dplyr::mutate(sentiment = positive - negative)

## Joining with `by = join_by(word)`
## Joining with `by = join_by(word)`

## Warning in inner_join(., nrc): Detected an unexpected many-to-many relationship between `x` and `y`.
## ℹ Row 79 of `x` matches multiple rows in `y`.
## ℹ Row 10386 of `y` matches multiple rows in `x`.
## ℹ If a many-to-many relationship is expected, set `relationship =
##   "many-to-many"` to silence this warning.

We can now estimate the net sentiment (positive - negative) in each chunk of the novel text for each lexicon (dictionary). Lets bind them all together and visualize with ggplot

bind_rows(affin, bing_and_nrc) %>%
  ggplot(aes(index, sentiment, fill = method)) +
  geom_col(show.legend = FALSE) +
  facet_wrap(~method, ncol = 1, scales = "free_y")

## Warning: Removed 1 rows containing missing values (`position_stack()`).

Lets look at the counts based on each dictionary

nrc %>%
  filter(sentiment %in% c("positive", "negative")) %>%
  count(sentiment)

##   sentiment    n
## 1  negative 3316
## 2  positive 2308

bing %>%
  count(sentiment)

##   sentiment    n
## 1  negative 4781
## 2  positive 2005

bing_word_counts <- tidy_books %>%
  inner_join(bing) %>%
  count(word, sentiment, sort = TRUE) %>%
  ungroup()

## Joining with `by = join_by(word)`

bing_word_counts

## # A tibble: 2,492 × 3
##    word       sentiment     n
##    <chr>      <chr>     <int>
##  1 great      positive   1226
##  2 well       positive    855
##  3 like       positive    813
##  4 good       positive    487
##  5 doubt      negative    414
##  6 wild       negative    317
##  7 respect    positive    310
##  8 remarkable positive    295
##  9 important  positive    281
## 10 bright     positive    258
## # ℹ 2,482 more rows

This can be shown visually, and we can pipe straight into ggplot2

bing_word_counts %>%
  group_by(sentiment) %>%
  slice_max(n, n = 10) %>%
  ungroup() %>%
  mutate(word = reorder(word, n)) %>%
  ggplot(aes(n, word, fill = sentiment)) +
  geom_col(show.legend = FALSE) +
  facet_wrap(~sentiment, scale = "free_y") +
  labs(x = "Contribution to Sentiment", y = NULL)

Lets spot an anomaly in the dataset.

custom_stop_words <- bind_rows(tibble(word = c("wild", "dark", "great", "like"), lexicon = c("custom")), stop_words)

custom_stop_words

## # A tibble: 1,153 × 2
##    word      lexicon
##    <chr>     <chr>  
##  1 wild      custom 
##  2 dark      custom 
##  3 great     custom 
##  4 like      custom 
##  5 a         SMART  
##  6 a's       SMART  
##  7 able      SMART  
##  8 about     SMART  
##  9 above     SMART  
## 10 according SMART  
## # ℹ 1,143 more rows

Word Clouds!

We can see that tidy text mining and sentiment analysis works well with ggplto2, but having our data in tidy format leads to other nice graphing techniques

lets use the workcloud package!!

library(wordcloud)

## 
## Attaching package: 'wordcloud'

## The following object is masked from 'package:gplots':
## 
##     textplot

tidy_books %>%
  anti_join(stop_words) %>%
  count(word) %>%
  with(wordcloud(word, n, max.words = 100))

## Joining with `by = join_by(word)`

## Warning in wordcloud(word, n, max.words = 100): species could not be fit on
## page. It will not be plotted.

Lets also look at comparison.cloud(), which may require tuning the dataframe into a matrix.

We can change to matrix using the acast() function.

library(reshape2)

## 
## Attaching package: 'reshape2'

## The following object is masked from 'package:tigerstats':
## 
##     tips

## The following object is masked from 'package:tidyr':
## 
##     smiths

tidy_books %>%
  inner_join(bing) %>%
  count(word, sentiment, sort = TRUE) %>%
  acast(word ~ sentiment, value.var = "n", fill = 0) %>%
  comparison.cloud(colors = c("gray20", "gray80"), max.words = 100)

## Joining with `by = join_by(word)`

Looking at units beyond words

Lots of useful work can be done by tokenizing at the level, but sometimes its nice to look at different units of text. For example, we can look beyond just unigrams.

Ex I am not having a good day.

bingnegative <- bing %>%
  filter(sentiment == "negative")

wordcounts <- tidy_books %>%
  group_by(book, chapter) %>%
  dplyr::summarize(words = n())

## `summarise()` has grouped output by 'book'. You can override using the
## `.groups` argument.

tidy_books %>%
  semi_join(bingnegative) %>%
  group_by(book, chapter) %>%
  dplyr::summarize(negativewords = n()) %>%
  left_join(wordcounts, by = c("book", "chapter")) %>%
  dplyr::mutate(ratio = negativewords/words) %>%
  filter(chapter !=0) %>%
  slice_max(ratio, n = 1) %>%
  ungroup()

## Joining with `by = join_by(word)`
## `summarise()` has grouped output by 'book'. You can override using the
## `.groups` argument.

## # A tibble: 4 × 5
##   book                                        chapter negativewords words  ratio
##   <chr>                                         <int>         <int> <int>  <dbl>
## 1 On the Origin of Species By Means of Natur…       3             5    86 0.0581
## 2 The Descent of Man, and Selection in Relat…      20             4    87 0.0460
## 3 The Expression of the Emotions in Man and …      10           249  4220 0.0590
## 4 The Voyage of the Beagle                         10           375 11202 0.0335

Word Combos

So far we’ve only look at single words, but many interesting (more accurate) analyses are based on the relationship between words.

Lets look at some methods of tidytext for calculating and visualizing word relationships.

library(dplyr)
library(tidytext)

darwin_books <- gutenberg_download(c(944, 1227, 1228, 2300), mirror = "http://mirror.csclub.uwaterloo.ca/gutenberg")

colnames(darwin_books) [1] <- "book"

darwin_books$book[darwin_books$book ==944] <- "The Voyage of the Beagle"
darwin_books$book[darwin_books$book == 1227] <- "The Expression of the Emotions in Man and Animals"
darwin_books$book[darwin_books$book == 1228] <- "On the Origin of Species By Means of Natural Selection"
darwin_books$book[darwin_books$book == 2300] <- "The Descent of Man, and Selection in Relation to Sex"


darwin_bigrams <- darwin_books %>%
  unnest_tokens(bigram, text, token = "ngrams", n = 2)

darwin_bigrams

## # A tibble: 724,531 × 2
##    book                     bigram        
##    <chr>                    <chr>         
##  1 The Voyage of the Beagle the voyage    
##  2 The Voyage of the Beagle voyage of     
##  3 The Voyage of the Beagle of the        
##  4 The Voyage of the Beagle the beagle    
##  5 The Voyage of the Beagle beagle by     
##  6 The Voyage of the Beagle charles darwin
##  7 The Voyage of the Beagle <NA>          
##  8 The Voyage of the Beagle <NA>          
##  9 The Voyage of the Beagle <NA>          
## 10 The Voyage of the Beagle <NA>          
## # ℹ 724,521 more rows

This data is still in tidytext format, and is structured as one-token-per-row. Each token is a bigram.

Counting and filtering n-gram

darwin_bigrams %>%
  count(bigram, sort = TRUE)

## # A tibble: 238,516 × 2
##    bigram       n
##    <chr>    <int>
##  1 of the   11297
##  2 <NA>      8947
##  3 in the    5257
##  4 on the    4093
##  5 to the    2849
##  6 the same  2048
##  7 that the  1947
##  8 it is     1830
##  9 of a      1610
## 10 and the   1590
## # ℹ 238,506 more rows

Most of the common bigrams are stop-words. This can be a good time to use tidyr’s separate command which splits a column into multiple based on a delimiter.

library(tidyr)

bigrams_separated <- darwin_bigrams %>%
  separate(bigram, c("word1", "word2"), sep = " ")

bigrams_filtered <- bigrams_separated %>%
  filter(!word1 %in% stop_words$word) %>%
  filter(!word2 %in% stop_words$word) 

New bigram counts

bigram_counts <- bigrams_filtered %>%
  unite(bigram, word1, word2, sep = " ")

bigram_counts

## # A tibble: 94,896 × 2
##    book                     bigram        
##    <chr>                    <chr>         
##  1 The Voyage of the Beagle charles darwin
##  2 The Voyage of the Beagle NA NA         
##  3 The Voyage of the Beagle NA NA         
##  4 The Voyage of the Beagle NA NA         
##  5 The Voyage of the Beagle NA NA         
##  6 The Voyage of the Beagle NA NA         
##  7 The Voyage of the Beagle online edition
##  8 The Voyage of the Beagle NA NA         
##  9 The Voyage of the Beagle degree symbol 
## 10 The Voyage of the Beagle degs italics  
## # ℹ 94,886 more rows

We may also be interested in trigrams, which are three word combos

darwin_books %>%
  unnest_tokens(trigram, text, token = "ngrams", n = 3) %>%
  separate(trigram, c("word1", "word2", "word3"), sep = " ") %>%
  filter(!word1 %in% stop_words$word,
         !word2 %in% stop_words$word,
         !word3 %in% stop_words$word) %>%
  count(word1, word2, word3, sort = TRUE)

## # A tibble: 19,971 × 4
##    word1         word2  word3           n
##    <chr>         <chr>  <chr>       <int>
##  1 <NA>          <NA>   <NA>         9884
##  2 tierra        del    fuego          92
##  3 secondary     sexual characters     91
##  4 captain       fitz   roy            45
##  5 closely       allied species        30
##  6 de            la     physionomie    30
##  7 domestication vol    ii             26
##  8 vol           ii     pp             22
##  9 vertebrates   vol    iii            21
## 10 proc          zoolog soc            18
## # ℹ 19,961 more rows

darwin_books

## # A tibble: 79,084 × 2
##    book                     text                                                
##    <chr>                    <chr>                                               
##  1 The Voyage of the Beagle "  THE VOYAGE OF THE BEAGLE BY"                     
##  2 The Voyage of the Beagle "  CHARLES DARWIN"                                  
##  3 The Voyage of the Beagle ""                                                  
##  4 The Voyage of the Beagle ""                                                  
##  5 The Voyage of the Beagle ""                                                  
##  6 The Voyage of the Beagle ""                                                  
##  7 The Voyage of the Beagle ""                                                  
##  8 The Voyage of the Beagle "About the online edition."                         
##  9 The Voyage of the Beagle ""                                                  
## 10 The Voyage of the Beagle "The degree symbol is represented as \"degs.\" Ital…
## # ℹ 79,074 more rows

Lets analyze some bigrams

bigrams_filtered %>%
  filter(word2 == "selection") %>%
  count(book, word1, sort = TRUE)

## # A tibble: 39 × 3
##    book                                                   word1           n
##    <chr>                                                  <chr>       <int>
##  1 The Descent of Man, and Selection in Relation to Sex   sexual        254
##  2 On the Origin of Species By Means of Natural Selection natural       250
##  3 The Descent of Man, and Selection in Relation to Sex   natural       156
##  4 On the Origin of Species By Means of Natural Selection sexual         18
##  5 On the Origin of Species By Means of Natural Selection continued       6
##  6 The Descent of Man, and Selection in Relation to Sex   unconscious     6
##  7 On the Origin of Species By Means of Natural Selection methodical      5
##  8 The Descent of Man, and Selection in Relation to Sex   continued       5
##  9 On the Origin of Species By Means of Natural Selection unconscious     4
## 10 The Expression of the Emotions in Man and Animals      natural         4
## # ℹ 29 more rows

lets again look at a tf-idf across bigrams across Darwins works.

bigram_tf_idf <- bigram_counts %>%
  count(book, bigram) %>%
  bind_tf_idf(bigram, book, n) %>%
  arrange(desc(tf_idf))

bigram_tf_idf

## # A tibble: 60,595 × 6
##    book                                       bigram     n      tf   idf  tf_idf
##    <chr>                                      <chr>  <int>   <dbl> <dbl>   <dbl>
##  1 The Expression of the Emotions in Man and… nerve…    47 0.00350 1.39  0.00485
##  2 On the Origin of Species By Means of Natu… natur…   250 0.0160  0.288 0.00460
##  3 The Expression of the Emotions in Man and… la ph…    35 0.00260 1.39  0.00361
##  4 The Voyage of the Beagle                   bueno…    54 0.00245 1.39  0.00339
##  5 The Voyage of the Beagle                   capta…    53 0.00240 1.39  0.00333
##  6 On the Origin of Species By Means of Natu… glaci…    36 0.00230 1.39  0.00319
##  7 The Voyage of the Beagle                   fitz …    50 0.00227 1.39  0.00314
##  8 The Expression of the Emotions in Man and… muscl…    30 0.00223 1.39  0.00310
##  9 The Expression of the Emotions in Man and… orbic…    29 0.00216 1.39  0.00299
## 10 The Expression of the Emotions in Man and… dr du…    26 0.00194 1.39  0.00268
## # ℹ 60,585 more rows

bigram_tf_idf %>%
  arrange(desc(tf_idf)) %>%
  group_by(book) %>%
  slice_max(tf_idf, n = 10) %>%
  ungroup() %>%
mutate(bigram = reorder(bigram, tf_idf)) %>%
  ggplot(aes(tf_idf, bigram, fill = book)) +
  geom_col(show.legend = FALSE) +
  facet_wrap(~book, ncol = 2, scales = "free") +
  labs(x = "tf-idf of bigrams", y = NULL)

Using bigrams to provide context in sentiment analysis

bigrams_separated %>%
  filter(word1 == "not") %>%
  count(word1, word2, sort = TRUE)

## # A tibble: 867 × 3
##    word1 word2     n
##    <chr> <chr> <int>
##  1 not   be      128
##  2 not   have    104
##  3 not   only    103
##  4 not   a       100
##  5 not   to       98
##  6 not   been     89
##  7 not   the      82
##  8 not   at       70
##  9 not   know     60
## 10 not   so       58
## # ℹ 857 more rows

By doing sentiment analysis on bigrams, we can examine how often sentiment-associated words are preceded by a modifier like “not” or other negating words.

AFINN <- afinn

AFINN

##         X               word value
## 1       1            abandon    -2
## 2       2          abandoned    -2
## 3       3           abandons    -2
## 4       4           abducted    -2
## 5       5          abduction    -2
## 6       6         abductions    -2
## 7       7              abhor    -3
## 8       8           abhorred    -3
## 9       9          abhorrent    -3
## 10     10             abhors    -3
## 11     11          abilities     2
## 12     12            ability     2
## 13     13             aboard     1
## 14     14           absentee    -1
## 15     15          absentees    -1
## 16     16            absolve     2
## 17     17           absolved     2
## 18     18           absolves     2
## 19     19          absolving     2
## 20     20           absorbed     1
## 21     21              abuse    -3
## 22     22             abused    -3
## 23     23             abuses    -3
## 24     24            abusive    -3
## 25     25             accept     1
## 26     26           accepted     1
## 27     27          accepting     1
## 28     28            accepts     1
## 29     29           accident    -2
## 30     30         accidental    -2
## 31     31       accidentally    -2
## 32     32          accidents    -2
## 33     33         accomplish     2
## 34     34       accomplished     2
## 35     35       accomplishes     2
## 36     36         accusation    -2
## 37     37        accusations    -2
## 38     38             accuse    -2
## 39     39            accused    -2
## 40     40            accuses    -2
## 41     41           accusing    -2
## 42     42               ache    -2
## 43     43         achievable     1
## 44     44             aching    -2
## 45     45             acquit     2
## 46     46            acquits     2
## 47     47          acquitted     2
## 48     48         acquitting     2
## 49     49        acrimonious    -3
## 50     50             active     1
## 51     51           adequate     1
## 52     52             admire     3
## 53     53            admired     3
## 54     54            admires     3
## 55     55           admiring     3
## 56     56              admit    -1
## 57     57             admits    -1
## 58     58           admitted    -1
## 59     59           admonish    -2
## 60     60         admonished    -2
## 61     61              adopt     1
## 62     62             adopts     1
## 63     63           adorable     3
## 64     64              adore     3
## 65     65             adored     3
## 66     66             adores     3
## 67     67           advanced     1
## 68     68          advantage     2
## 69     69         advantages     2
## 70     70          adventure     2
## 71     71         adventures     2
## 72     72        adventurous     2
## 73     73           affected    -1
## 74     74          affection     3
## 75     75       affectionate     3
## 76     76          afflicted    -1
## 77     77          affronted    -1
## 78     78             afraid    -2
## 79     79          aggravate    -2
## 80     80         aggravated    -2
## 81     81         aggravates    -2
## 82     82        aggravating    -2
## 83     83         aggression    -2
## 84     84        aggressions    -2
## 85     85         aggressive    -2
## 86     86             aghast    -2
## 87     87               agog     2
## 88     88            agonise    -3
## 89     89           agonised    -3
## 90     90           agonises    -3
## 91     91          agonising    -3
## 92     92            agonize    -3
## 93     93           agonized    -3
## 94     94           agonizes    -3
## 95     95          agonizing    -3
## 96     96              agree     1
## 97     97          agreeable     2
## 98     98             agreed     1
## 99     99          agreement     1
## 100   100             agrees     1
## 101   101              alarm    -2
## 102   102            alarmed    -2
## 103   103           alarmist    -2
## 104   104          alarmists    -2
## 105   105               alas    -1
## 106   106              alert    -1
## 107   107         alienation    -2
## 108   108              alive     1
## 109   109           allergic    -2
## 110   110              allow     1
## 111   111              alone    -2
## 112   112              amaze     2
## 113   113             amazed     2
## 114   114             amazes     2
## 115   115            amazing     4
## 116   116          ambitious     2
## 117   117         ambivalent    -1
## 118   118              amuse     3
## 119   119             amused     3
## 120   120          amusement     3
## 121   121         amusements     3
## 122   122              anger    -3
## 123   123             angers    -3
## 124   124              angry    -3
## 125   125            anguish    -3
## 126   126          anguished    -3
## 127   127          animosity    -2
## 128   128              annoy    -2
## 129   129          annoyance    -2
## 130   130            annoyed    -2
## 131   131           annoying    -2
## 132   132             annoys    -2
## 133   133       antagonistic    -2
## 134   134               anti    -1
## 135   135       anticipation     1
## 136   136            anxiety    -2
## 137   137            anxious    -2
## 138   138          apathetic    -3
## 139   139             apathy    -3
## 140   140            apeshit    -3
## 141   141        apocalyptic    -2
## 142   142          apologise    -1
## 143   143         apologised    -1
## 144   144         apologises    -1
## 145   145        apologising    -1
## 146   146          apologize    -1
## 147   147         apologized    -1
## 148   148         apologizes    -1
## 149   149        apologizing    -1
## 150   150            apology    -1
## 151   151           appalled    -2
## 152   152          appalling    -2
## 153   153            appease     2
## 154   154           appeased     2
## 155   155           appeases     2
## 156   156          appeasing     2
## 157   157            applaud     2
## 158   158          applauded     2
## 159   159         applauding     2
## 160   160           applauds     2
## 161   161           applause     2
## 162   162         appreciate     2
## 163   163        appreciated     2
## 164   164        appreciates     2
## 165   165       appreciating     2
## 166   166       appreciation     2
## 167   167       apprehensive    -2
## 168   168           approval     2
## 169   169           approved     2
## 170   170           approves     2
## 171   171             ardent     1
## 172   172             arrest    -2
## 173   173           arrested    -3
## 174   174            arrests    -2
## 175   175           arrogant    -2
## 176   176             ashame    -2
## 177   177            ashamed    -2
## 178   178                ass    -4
## 179   179      assassination    -3
## 180   180     assassinations    -3
## 181   181              asset     2
## 182   182             assets     2
## 183   183         assfucking    -4
## 184   184            asshole    -4
## 185   185         astonished     2
## 186   186            astound     3
## 187   187          astounded     3
## 188   188         astounding     3
## 189   189       astoundingly     3
## 190   190           astounds     3
## 191   191             attack    -1
## 192   192           attacked    -1
## 193   193          attacking    -1
## 194   194            attacks    -1
## 195   195            attract     1
## 196   196          attracted     1
## 197   197         attracting     2
## 198   198         attraction     2
## 199   199        attractions     2
## 200   200           attracts     1
## 201   201          audacious     3
## 202   202          authority     1
## 203   203              avert    -1
## 204   204            averted    -1
## 205   205             averts    -1
## 206   206               avid     2
## 207   207              avoid    -1
## 208   208            avoided    -1
## 209   209             avoids    -1
## 210   210              await    -1
## 211   211            awaited    -1
## 212   212             awaits    -1
## 213   213              award     3
## 214   214            awarded     3
## 215   215             awards     3
## 216   216            awesome     4
## 217   217              awful    -3
## 218   218            awkward    -2
## 219   219                axe    -1
## 220   220               axed    -1
## 221   221             backed     1
## 222   222            backing     2
## 223   223              backs     1
## 224   224                bad    -3
## 225   225             badass    -3
## 226   226              badly    -3
## 227   227            bailout    -2
## 228   228          bamboozle    -2
## 229   229         bamboozled    -2
## 230   230         bamboozles    -2
## 231   231                ban    -2
## 232   232             banish    -1
## 233   233           bankrupt    -3
## 234   234           bankster    -3
## 235   235             banned    -2
## 236   236            bargain     2
## 237   237            barrier    -2
## 238   238            bastard    -5
## 239   239           bastards    -5
## 240   240             battle    -1
## 241   241            battles    -1
## 242   242             beaten    -2
## 243   243           beatific     3
## 244   244            beating    -1
## 245   245           beauties     3
## 246   246          beautiful     3
## 247   247        beautifully     3
## 248   248           beautify     3
## 249   249           belittle    -2
## 250   250          belittled    -2
## 251   251            beloved     3
## 252   252            benefit     2
## 253   253           benefits     2
## 254   254         benefitted     2
## 255   255        benefitting     2
## 256   256            bereave    -2
## 257   257           bereaved    -2
## 258   258           bereaves    -2
## 259   259          bereaving    -2
## 260   260               best     3
## 261   261             betray    -3
## 262   262           betrayal    -3
## 263   263           betrayed    -3
## 264   264          betraying    -3
## 265   265            betrays    -3
## 266   266             better     2
## 267   267               bias    -1
## 268   268             biased    -2
## 269   269                big     1
## 270   270              bitch    -5
## 271   271            bitches    -5
## 272   272             bitter    -2
## 273   273           bitterly    -2
## 274   274            bizarre    -2
## 275   275               blah    -2
## 276   276              blame    -2
## 277   277             blamed    -2
## 278   278             blames    -2
## 279   279            blaming    -2
## 280   280              bless     2
## 281   281            blesses     2
## 282   282           blessing     3
## 283   283              blind    -1
## 284   284              bliss     3
## 285   285           blissful     3
## 286   286             blithe     2
## 287   287              block    -1
## 288   288        blockbuster     3
## 289   289            blocked    -1
## 290   290           blocking    -1
## 291   291             blocks    -1
## 292   292             bloody    -3
## 293   293             blurry    -2
## 294   294           boastful    -2
## 295   295               bold     2
## 296   296             boldly     2
## 297   297               bomb    -1
## 298   298              boost     1
## 299   299            boosted     1
## 300   300           boosting     1
## 301   301             boosts     1
## 302   302               bore    -2
## 303   303              bored    -2
## 304   304             boring    -3
## 305   305             bother    -2
## 306   306           bothered    -2
## 307   307            bothers    -2
## 308   308         bothersome    -2
## 309   309            boycott    -2
## 310   310          boycotted    -2
## 311   311         boycotting    -2
## 312   312           boycotts    -2
## 313   313       brainwashing    -3
## 314   314              brave     2
## 315   315       breakthrough     3
## 316   316       breathtaking     5
## 317   317              bribe    -3
## 318   318             bright     1
## 319   319          brightest     2
## 320   320         brightness     1
## 321   321          brilliant     4
## 322   322              brisk     2
## 323   323              broke    -1
## 324   324             broken    -1
## 325   325           brooding    -2
## 326   326            bullied    -2
## 327   327           bullshit    -4
## 328   328              bully    -2
## 329   329           bullying    -2
## 330   330             bummer    -2
## 331   331            buoyant     2
## 332   332             burden    -2
## 333   333           burdened    -2
## 334   334          burdening    -2
## 335   335            burdens    -2
## 336   336               calm     2
## 337   337             calmed     2
## 338   338            calming     2
## 339   339              calms     2
## 340   340        can't stand    -3
## 341   341             cancel    -1
## 342   342          cancelled    -1
## 343   343         cancelling    -1
## 344   344            cancels    -1
## 345   345             cancer    -1
## 346   346            capable     1
## 347   347         captivated     3
## 348   348               care     2
## 349   349           carefree     1
## 350   350            careful     2
## 351   351          carefully     2
## 352   352           careless    -2
## 353   353              cares     2
## 354   354         cashing in    -2
## 355   355           casualty    -2
## 356   356        catastrophe    -3
## 357   357       catastrophic    -4
## 358   358           cautious    -1
## 359   359          celebrate     3
## 360   360         celebrated     3
## 361   361         celebrates     3
## 362   362        celebrating     3
## 363   363             censor    -2
## 364   364           censored    -2
## 365   365            censors    -2
## 366   366            certain     1
## 367   367            chagrin    -2
## 368   368          chagrined    -2
## 369   369          challenge    -1
## 370   370             chance     2
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## 373   373            chaotic    -2
## 374   374            charged    -3
## 375   375            charges    -2
## 376   376              charm     3
## 377   377           charming     3
## 378   378          charmless    -3
## 379   379           chastise    -3
## 380   380          chastised    -3
## 381   381          chastises    -3
## 382   382         chastising    -3
## 383   383              cheat    -3
## 384   384            cheated    -3
## 385   385            cheater    -3
## 386   386           cheaters    -3
## 387   387             cheats    -3
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## 389   389            cheered     2
## 390   390           cheerful     2
## 391   391           cheering     2
## 392   392          cheerless    -2
## 393   393             cheers     2
## 394   394             cheery     3
## 395   395            cherish     2
## 396   396          cherished     2
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## 399   399               chic     2
## 400   400           childish    -2
## 401   401           chilling    -1
## 402   402              choke    -2
## 403   403             choked    -2
## 404   404             chokes    -2
## 405   405            choking    -2
## 406   406          clarifies     2
## 407   407            clarity     2
## 408   408              clash    -2
## 409   409             classy     3
## 410   410              clean     2
## 411   411            cleaner     2
## 412   412              clear     1
## 413   413            cleared     1
## 414   414            clearly     1
## 415   415             clears     1
## 416   416             clever     2
## 417   417            clouded    -1
## 418   418           clueless    -2
## 419   419               cock    -5
## 420   420         cocksucker    -5
## 421   421        cocksuckers    -5
## 422   422              cocky    -2
## 423   423            coerced    -2
## 424   424           collapse    -2
## 425   425          collapsed    -2
## 426   426          collapses    -2
## 427   427         collapsing    -2
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## 429   429           collides    -1
## 430   430          colliding    -1
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## 433   433          colluding    -3
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## 435   435            combats    -1
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## 437   437            comfort     2
## 438   438        comfortable     2
## 439   439         comforting     2
## 440   440           comforts     2
## 441   441            commend     2
## 442   442          commended     2
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## 444   444         commitment     2
## 445   445            commits     1
## 446   446          committed     1
## 447   447         committing     1
## 448   448      compassionate     2
## 449   449          compelled     1
## 450   450          competent     2
## 451   451        competitive     2
## 452   452         complacent    -2
## 453   453           complain    -2
## 454   454         complained    -2
## 455   455          complains    -2
## 456   456      comprehensive     2
## 457   457         conciliate     2
## 458   458        conciliated     2
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## 462   462       condemnation    -2
## 463   463          condemned    -2
## 464   464           condemns    -2
## 465   465         confidence     2
## 466   466          confident     2
## 467   467           conflict    -2
## 468   468        conflicting    -2
## 469   469        conflictive    -2
## 470   470          conflicts    -2
## 471   471            confuse    -2
## 472   472           confused    -2
## 473   473          confusing    -2
## 474   474           congrats     2
## 475   475       congratulate     2
## 476   476     congratulation     2
## 477   477    congratulations     2
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## 483   483          contagion    -2
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## 497   497          convinced     1
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## 500   500               cool     1
## 501   501         cool stuff     3
## 502   502           cornered    -2
## 503   503             corpse    -1
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## 515   515              crash    -2
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## 555   555             damned    -4
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## 1936 1936         roflcopter     4
## 1937 1937            roflmao     4
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## 2009 2009             shitty    -3
## 2010 2010              shock    -2
## 2011 2011            shocked    -2
## 2012 2012           shocking    -2
## 2013 2013             shocks    -2
## 2014 2014              shoot    -1
## 2015 2015      short-sighted    -2
## 2016 2016  short-sightedness    -2
## 2017 2017           shortage    -2
## 2018 2018          shortages    -2
## 2019 2019              shrew    -4
## 2020 2020                shy    -1
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## 2164 2164         subversive    -2
## 2165 2165            success     2
## 2166 2166         successful     3
## 2167 2167               suck    -3
## 2168 2168              sucks    -3
## 2169 2169             suffer    -2
## 2170 2170          suffering    -2
## 2171 2171            suffers    -2
## 2172 2172           suicidal    -2
## 2173 2173            suicide    -2
## 2174 2174              suing    -2
## 2175 2175            sulking    -2
## 2176 2176              sulky    -2
## 2177 2177             sullen    -2
## 2178 2178           sunshine     2
## 2179 2179              super     3
## 2180 2180             superb     5
## 2181 2181           superior     2
## 2182 2182            support     2
## 2183 2183          supported     2
## 2184 2184          supporter     1
## 2185 2185         supporters     1
## 2186 2186         supporting     1
## 2187 2187         supportive     2
## 2188 2188           supports     2
## 2189 2189           survived     2
## 2190 2190          surviving     2
## 2191 2191           survivor     2
## 2192 2192            suspect    -1
## 2193 2193          suspected    -1
## 2194 2194         suspecting    -1
## 2195 2195           suspects    -1
## 2196 2196            suspend    -1
## 2197 2197          suspended    -1
## 2198 2198         suspicious    -2
## 2199 2199              swear    -2
## 2200 2200           swearing    -2
## 2201 2201             swears    -2
## 2202 2202              sweet     2
## 2203 2203              swift     2
## 2204 2204            swiftly     2
## 2205 2205            swindle    -3
## 2206 2206           swindles    -3
## 2207 2207          swindling    -3
## 2208 2208        sympathetic     2
## 2209 2209           sympathy     2
## 2210 2210               tard    -2
## 2211 2211              tears    -2
## 2212 2212             tender     2
## 2213 2213              tense    -2
## 2214 2214            tension    -1
## 2215 2215           terrible    -3
## 2216 2216           terribly    -3
## 2217 2217           terrific     4
## 2218 2218          terrified    -3
## 2219 2219             terror    -3
## 2220 2220          terrorize    -3
## 2221 2221         terrorized    -3
## 2222 2222         terrorizes    -3
## 2223 2223              thank     2
## 2224 2224           thankful     2
## 2225 2225             thanks     2
## 2226 2226             thorny    -2
## 2227 2227         thoughtful     2
## 2228 2228        thoughtless    -2
## 2229 2229             threat    -2
## 2230 2230           threaten    -2
## 2231 2231         threatened    -2
## 2232 2232        threatening    -2
## 2233 2233          threatens    -2
## 2234 2234            threats    -2
## 2235 2235           thrilled     5
## 2236 2236             thwart    -2
## 2237 2237           thwarted    -2
## 2238 2238          thwarting    -2
## 2239 2239            thwarts    -2
## 2240 2240              timid    -2
## 2241 2241           timorous    -2
## 2242 2242              tired    -2
## 2243 2243               tits    -2
## 2244 2244           tolerant     2
## 2245 2245          toothless    -2
## 2246 2246                top     2
## 2247 2247               tops     2
## 2248 2248               torn    -2
## 2249 2249            torture    -4
## 2250 2250           tortured    -4
## 2251 2251           tortures    -4
## 2252 2252          torturing    -4
## 2253 2253       totalitarian    -2
## 2254 2254    totalitarianism    -2
## 2255 2255               tout    -2
## 2256 2256             touted    -2
## 2257 2257            touting    -2
## 2258 2258              touts    -2
## 2259 2259            tragedy    -2
## 2260 2260             tragic    -2
## 2261 2261           tranquil     2
## 2262 2262               trap    -1
## 2263 2263            trapped    -2
## 2264 2264             trauma    -3
## 2265 2265          traumatic    -3
## 2266 2266           travesty    -2
## 2267 2267            treason    -3
## 2268 2268         treasonous    -3
## 2269 2269           treasure     2
## 2270 2270          treasures     2
## 2271 2271          trembling    -2
## 2272 2272          tremulous    -2
## 2273 2273            tricked    -2
## 2274 2274           trickery    -2
## 2275 2275            triumph     4
## 2276 2276         triumphant     4
## 2277 2277            trouble    -2
## 2278 2278           troubled    -2
## 2279 2279           troubles    -2
## 2280 2280               true     2
## 2281 2281              trust     1
## 2282 2282            trusted     2
## 2283 2283              tumor    -2
## 2284 2284               twat    -5
## 2285 2285               ugly    -3
## 2286 2286       unacceptable    -2
## 2287 2287      unappreciated    -2
## 2288 2288         unapproved    -2
## 2289 2289            unaware    -2
## 2290 2290       unbelievable    -1
## 2291 2291        unbelieving    -1
## 2292 2292           unbiased     2
## 2293 2293          uncertain    -1
## 2294 2294            unclear    -1
## 2295 2295      uncomfortable    -2
## 2296 2296        unconcerned    -2
## 2297 2297        unconfirmed    -1
## 2298 2298        unconvinced    -1
## 2299 2299         uncredited    -1
## 2300 2300          undecided    -1
## 2301 2301      underestimate    -1
## 2302 2302     underestimated    -1
## 2303 2303     underestimates    -1
## 2304 2304    underestimating    -1
## 2305 2305          undermine    -2
## 2306 2306         undermined    -2
## 2307 2307         undermines    -2
## 2308 2308        undermining    -2
## 2309 2309        undeserving    -2
## 2310 2310        undesirable    -2
## 2311 2311             uneasy    -2
## 2312 2312       unemployment    -2
## 2313 2313            unequal    -1
## 2314 2314          unequaled     2
## 2315 2315          unethical    -2
## 2316 2316             unfair    -2
## 2317 2317          unfocused    -2
## 2318 2318        unfulfilled    -2
## 2319 2319            unhappy    -2
## 2320 2320          unhealthy    -2
## 2321 2321            unified     1
## 2322 2322        unimpressed    -2
## 2323 2323      unintelligent    -2
## 2324 2324             united     1
## 2325 2325             unjust    -2
## 2326 2326          unlovable    -2
## 2327 2327            unloved    -2
## 2328 2328          unmatched     1
## 2329 2329        unmotivated    -2
## 2330 2330     unprofessional    -2
## 2331 2331       unresearched    -2
## 2332 2332        unsatisfied    -2
## 2333 2333          unsecured    -2
## 2334 2334          unsettled    -1
## 2335 2335    unsophisticated    -2
## 2336 2336           unstable    -2
## 2337 2337        unstoppable     2
## 2338 2338        unsupported    -2
## 2339 2339             unsure    -1
## 2340 2340        untarnished     2
## 2341 2341           unwanted    -2
## 2342 2342           unworthy    -2
## 2343 2343              upset    -2
## 2344 2344             upsets    -2
## 2345 2345          upsetting    -2
## 2346 2346            uptight    -2
## 2347 2347             urgent    -1
## 2348 2348             useful     2
## 2349 2349         usefulness     2
## 2350 2350            useless    -2
## 2351 2351        uselessness    -2
## 2352 2352              vague    -2
## 2353 2353           validate     1
## 2354 2354          validated     1
## 2355 2355          validates     1
## 2356 2356         validating     1
## 2357 2357            verdict    -1
## 2358 2358           verdicts    -1
## 2359 2359             vested     1
## 2360 2360           vexation    -2
## 2361 2361             vexing    -2
## 2362 2362            vibrant     3
## 2363 2363            vicious    -2
## 2364 2364             victim    -3
## 2365 2365          victimize    -3
## 2366 2366         victimized    -3
## 2367 2367         victimizes    -3
## 2368 2368        victimizing    -3
## 2369 2369            victims    -3
## 2370 2370           vigilant     3
## 2371 2371               vile    -3
## 2372 2372          vindicate     2
## 2373 2373         vindicated     2
## 2374 2374         vindicates     2
## 2375 2375        vindicating     2
## 2376 2376            violate    -2
## 2377 2377           violated    -2
## 2378 2378           violates    -2
## 2379 2379          violating    -2
## 2380 2380           violence    -3
## 2381 2381            violent    -3
## 2382 2382           virtuous     2
## 2383 2383           virulent    -2
## 2384 2384             vision     1
## 2385 2385          visionary     3
## 2386 2386          visioning     1
## 2387 2387            visions     1
## 2388 2388           vitality     3
## 2389 2389            vitamin     1
## 2390 2390          vitriolic    -3
## 2391 2391          vivacious     3
## 2392 2392         vociferous    -1
## 2393 2393      vulnerability    -2
## 2394 2394         vulnerable    -2
## 2395 2395            walkout    -2
## 2396 2396           walkouts    -2
## 2397 2397             wanker    -3
## 2398 2398               want     1
## 2399 2399                war    -2
## 2400 2400            warfare    -2
## 2401 2401               warm     1
## 2402 2402             warmth     2
## 2403 2403               warn    -2
## 2404 2404             warned    -2
## 2405 2405            warning    -3
## 2406 2406           warnings    -3
## 2407 2407              warns    -2
## 2408 2408              waste    -1
## 2409 2409             wasted    -2
## 2410 2410            wasting    -2
## 2411 2411           wavering    -1
## 2412 2412               weak    -2
## 2413 2413           weakness    -2
## 2414 2414             wealth     3
## 2415 2415            wealthy     2
## 2416 2416              weary    -2
## 2417 2417               weep    -2
## 2418 2418            weeping    -2
## 2419 2419              weird    -2
## 2420 2420            welcome     2
## 2421 2421           welcomed     2
## 2422 2422           welcomes     2
## 2423 2423          whimsical     1
## 2424 2424          whitewash    -3
## 2425 2425              whore    -4
## 2426 2426             wicked    -2
## 2427 2427            widowed    -1
## 2428 2428        willingness     2
## 2429 2429                win     4
## 2430 2430             winner     4
## 2431 2431            winning     4
## 2432 2432               wins     4
## 2433 2433             winwin     3
## 2434 2434               wish     1
## 2435 2435             wishes     1
## 2436 2436            wishing     1
## 2437 2437         withdrawal    -3
## 2438 2438          woebegone    -2
## 2439 2439             woeful    -3
## 2440 2440                won     3
## 2441 2441          wonderful     4
## 2442 2442                woo     3
## 2443 2443             woohoo     3
## 2444 2444               wooo     4
## 2445 2445               woow     4
## 2446 2446               worn    -1
## 2447 2447            worried    -3
## 2448 2448              worry    -3
## 2449 2449           worrying    -3
## 2450 2450              worse    -3
## 2451 2451             worsen    -3
## 2452 2452           worsened    -3
## 2453 2453          worsening    -3
## 2454 2454            worsens    -3
## 2455 2455          worshiped     3
## 2456 2456              worst    -3
## 2457 2457              worth     2
## 2458 2458          worthless    -2
## 2459 2459             worthy     2
## 2460 2460                wow     4
## 2461 2461              wowow     4
## 2462 2462              wowww     4
## 2463 2463           wrathful    -3
## 2464 2464              wreck    -2
## 2465 2465              wrong    -2
## 2466 2466            wronged    -2
## 2467 2467                wtf    -4
## 2468 2468               yeah     1
## 2469 2469           yearning     1
## 2470 2470              yeees     2
## 2471 2471                yes     1
## 2472 2472           youthful     2
## 2473 2473              yucky    -2
## 2474 2474              yummy     3
## 2475 2475             zealot    -2
## 2476 2476            zealots    -2
## 2477 2477            zealous     2

We can examine the most frequent words that were preceded by “not”, and associate with sentiment.

not_words <- bigrams_separated %>%
  filter(word1 == "not") %>%
  inner_join(AFINN, by = c(word2 = "word")) %>%
  count(word2, value, sort = TRUE)

not_words

## # A tibble: 114 × 3
##    word2     value     n
##    <chr>     <int> <int>
##  1 doubt        -1    25
##  2 like          2    11
##  3 pretend      -1     9
##  4 wish          1     8
##  5 admit        -1     7
##  6 difficult    -1     5
##  7 easy          1     5
##  8 reach         1     5
##  9 extend        1     4
## 10 forget       -1     4
## # ℹ 104 more rows

Lets visualize

library(ggplot2)

not_words %>%
  mutate(contribution = n * value) %>%
  arrange(desc(abs(contribution))) %>%
  head(20) %>%
  mutate(word2 = reorder(word2, contribution)) %>%
  ggplot(aes(n * value, word2, fill = n * value > 0 )) +
  geom_col(show.legend = FALSE) +
  labs(x = "Sentiment value * number of occurences", y = "words preceded by \"not\"")

negation_words <- c("not", "no", "never", "non", "without")

negated_words <- bigrams_separated %>%
  filter(word1 %in% negation_words) %>%
  inner_join(AFINN, by = c(word2 = "word")) %>%
  count(word1, word2, value, sort = TRUE)

negated_words

## # A tibble: 208 × 4
##    word1   word2     value     n
##    <chr>   <chr>     <int> <int>
##  1 no      doubt        -1   210
##  2 not     doubt        -1    25
##  3 no      great         3    19
##  4 not     like          2    11
##  5 not     pretend      -1     9
##  6 not     wish          1     8
##  7 without doubt        -1     8
##  8 not     admit        -1     7
##  9 no      greater       3     6
## 10 not     difficult    -1     5
## # ℹ 198 more rows

Lets visualize the negation words

negated_words %>%
  mutate(contribution = n * value,
         word2= reorder(paste(word2, word1, sep = "_"), contribution)) %>%
  group_by(word1) %>%
  slice_max(abs(contribution), n = 12, with_ties = FALSE) %>%
  ggplot(aes(word2, contribution, fill = n * value > 0)) +
  geom_col(show.legend = FALSE) +
  facet_wrap(~ word1, scales = "free") +
  scale_x_discrete(labels = function(x) gsub("_.+$", "", x)) +
  xlab("Words preceded by negation term") +
  ylab("Sentiment value * #of occurences") +
  coord_flip()

Visualize a network of bigrams with ggraph

library(igraph)

## 
## Attaching package: 'igraph'

## The following object is masked from 'package:mosaic':
## 
##     compare

## The following objects are masked from 'package:lubridate':
## 
##     %--%, union

## The following object is masked from 'package:plotly':
## 
##     groups

## The following object is masked from 'package:tidyr':
## 
##     crossing

## The following objects are masked from 'package:dplyr':
## 
##     as_data_frame, groups, union

## The following objects are masked from 'package:stats':
## 
##     decompose, spectrum

## The following object is masked from 'package:base':
## 
##     union

bigram_counts <- bigrams_filtered %>%
  count(word1, word2, sort = TRUE)


bigram_graph <- bigram_counts %>%
  filter(n > 20) %>%
  graph_from_data_frame()

## Warning in graph_from_data_frame(.): In `d' `NA' elements were replaced with
## string "NA"

bigram_graph

## IGRAPH 18e66ce DN-- 203 140 -- 
## + attr: name (v/c), n (e/n)
## + edges from 18e66ce (vertex names):
##  [1] NA        ->NA          natural   ->selection   sexual    ->selection  
##  [4] vol       ->ii          lower     ->animals     sexual    ->differences
##  [7] south     ->america     distinct  ->species     secondary ->sexual     
## [10] breeding  ->season      closely   ->allied      sexual    ->characters 
## [13] tierra    ->del         del       ->fuego       vol       ->iii        
## [16] de        ->la          natural   ->history     fresh     ->water      
## [19] north     ->america     bright    ->colours     sexual    ->difference 
## [22] allied    ->species     tail      ->feathers    strongly  ->marked     
## + ... omitted several edges

library(ggraph)
set.seed(1234)

ggraph(bigram_graph, layout = "fr") +
  geom_edge_link() +
  geom_node_point() +
  geom_node_text(aes(label = name), vjust = 1, hjust = 1)

## Warning: Using the `size` aesthetic in this geom was deprecated in ggplot2 3.4.0.
## ℹ Please use `linewidth` in the `default_aes` field and elsewhere instead.
## This warning is displayed once every 8 hours.
## Call `lifecycle::last_lifecycle_warnings()` to see where this warning was
## generated.

We can also add directionality to this network

set.seed(1234)

a <- grid::arrow(type = "closed", length = unit(0.15, "inches"))

ggraph(bigram_graph, layout = "fr") +
  geom_edge_link(aes(edge_alpha = n), show.legend = FALSE, 
                 arrow = a, end_cap = circle(0.7, 'inches')) +
  geom_node_point(color = "lightblue", size = 5) +
  geom_node_text(aes(label=name), vjust = 1, hjust = 1) +
  theme_void()

Word Frequency

A central question in text mining is how to quantify what a document is about. We can do this but looking at words that make up the document, and measuring term frequency.

There are a lot of words that may not be important, these are the stop words.

One way to remedy this is to look at inverse document frequency words, which decreases the height for commonly used words and increases the weight for words that are not used very much.

Term frequency in Darwins Works

library(dplyr)
library(tidytext)

book_words <- gutenberg_download(c(944, 1227, 1228, 2300), mirror = "http://mirror.csclub.uwaterloo.ca/gutenberg")

colnames(book_words) [1] <- "book"

book_words$book[book_words$book ==944] <- "The Voyage of the Beagle"
book_words$book[book_words$book == 1227] <- "The Expression of the Emotions in Man and Animals"
book_words$book[book_words$book == 1228] <- "On the Origin of Species By Means of Natural Selection"
book_words$book[book_words$book == 2300] <- "The Descent of Man, and Selection in Relation to Sex"

Now lets disect

book_words <- book_words %>%
  unnest_tokens(word, text) %>%
  count(book, word, sort = TRUE)

book_words

## # A tibble: 43,024 × 3
##    book                                                   word      n
##    <chr>                                                  <chr> <int>
##  1 The Descent of Man, and Selection in Relation to Sex   the   25490
##  2 The Voyage of the Beagle                               the   16930
##  3 The Descent of Man, and Selection in Relation to Sex   of    16762
##  4 On the Origin of Species By Means of Natural Selection the   10301
##  5 The Voyage of the Beagle                               of     9438
##  6 The Descent of Man, and Selection in Relation to Sex   in     8882
##  7 The Expression of the Emotions in Man and Animals      the    8045
##  8 On the Origin of Species By Means of Natural Selection of     7864
##  9 The Descent of Man, and Selection in Relation to Sex   and    7854
## 10 The Descent of Man, and Selection in Relation to Sex   to     5901
## # ℹ 43,014 more rows