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Dictionary setup

We created three dictionaries to support our analyses: - A UNESCO dictionary as a master reference for best practice - A business dictionary to test hypotheses about stakeholder values - A book dictionary, as a control reference for ‘random’ language found in ecology and evolutionary biology text

We created several subsets of these, typically around the top 100 words. The code below documents the import, manipulation and ulimate creation of the word-sets we’ve used.

UNESCO (Open Research) dictionary

The UNESCO (Open Research) dictionary was created by removing stop words and choosing the 100 most frequent words in the UNESCO Recommendations on Open Science (https://unesdoc.unesco.org/ark:/48223/pf0000379949.locale=en). The text of this document is found in UNESCO Recommendation Open Science 2021.txt.

Business dictionary

The Business dictionary was created from four websites (see below) and is available at: business_lexicon_ZZ.csv

Websites

We selected the top 100 most frequent words from among these sources to create the dictionary.

Control dictionary

The Control dictionary was created by removing stop words and identifying the 100 most common words in the ecology-themed book “Our Vanishing Wildlife”, downloaded from the online library: Project Gutenberg. The code to access this is below.

https://www.goodreads.com/book/show/1302950.Our_Vanishing_Wildlife

Note that all write_csv code is commented out as all files are available in the output folder.

Setup

Loading packages

# Libraries used for text/data analysis

# Non CRAN Things
# devtools::install_github("ropensci/gutenbergr") # avoid CRAN ISSUES
# devtools::install_github("kbenoit/quanteda.dictionaries") 

library(gutenbergr)
library(tidyverse) 
library(stopwords)
library(dplyr)
library(tidytext)
library(quanteda)
Warning in .recacheSubclasses(def@className, def, env): undefined subclass
"pcorMatrix" of class "replValueSp"; definition not updated
Warning in .recacheSubclasses(def@className, def, env): undefined subclass
"pcorMatrix" of class "xMatrix"; definition not updated
Warning in .recacheSubclasses(def@className, def, env): undefined subclass
"pcorMatrix" of class "mMatrix"; definition not updated
library(quanteda.dictionaries)

# Libraries used to create plots
library(ggwordcloud)
library(compositions)
library(ggtern)
library(ggalt)     
library(ggplot2)
library(ggvenn)

library("kableExtra") # to create a table when converting to html

Data

Loading, preparing and cleaning the dictionaries

# Dictionaries
# Importing business language lexicons, UNESCO recommendation on Open Science and a book (control)

# Downloading "Our Vanishing Wild Life: Its Extermination and Preservation" by William T. Hornaday
book <- gutenberg_download(13249, mirror = "http://mirrors.xmission.com/gutenberg/")

book <- book %>%
  select(txt = text)
book$name <- "Our Vanishing Wild Life"
book$source_link <- "Our Vanishing Wild Life"
book$doc_type <- "book"
book$dictionary_type <- "book"

# Importing business_lexicon_ZZ.csv as my business dictionary
bus_lang <- read.csv(file = "./data/dictionaries/business_lexicon_ZZ.csv", sep = ";")

# Importing UNESCO Recommendation on Open Science_Recommendation.txt as my UNESCO (Open Science dictionary)
unesco_rec <- data_frame(txt = read_file("./data/dictionaries/UNESCO Recommendation Open Science 2021.txt")) 
Warning: `data_frame()` was deprecated in tibble 1.1.0.
ℹ Please use `tibble()` instead.
This warning is displayed once every 8 hours.
Call `lifecycle::last_lifecycle_warnings()` to see where this warning was
generated.
# Adding relevant columns
unesco_rec$name <- "UNESCO"
unesco_rec$source_link <- "UNESCO Recommendation on Open Science"
unesco_rec$doc_type <- "dictionary"
unesco_rec$dictionary_type <- "UNESCO"

# Putting together all three datasets
all_dict <- rbind(bus_lang, unesco_rec, book)

# removing numbers 
all_dict$txt <- gsub("[0-9]+","",all_dict$txt, useBytes = TRUE)
# removing "'s"
all_dict$txt <- gsub("'s","",all_dict$txt, useBytes = TRUE)

all_dict <- all_dict %>%  
  mutate_all(as.character) %>%
  unnest_tokens(word, txt)


# lemmatizing using lemma table
token_words <- tokens(all_dict$word, remove_punct = TRUE)
tw_out <- tokens_replace(token_words,
               pattern = lexicon::hash_lemmas$token,
               replacement = lexicon::hash_lemmas$lemma)
tw_out_df<- as.data.frame(unlist(tw_out))

all_dict <- cbind(all_dict, tw_out_df$"unlist(tw_out)")
colnames(all_dict)[which(names(all_dict) == "word")] <- "orig_word"
colnames(all_dict)[which(names(all_dict) == "tw_out_df$\"unlist(tw_out)\"")] <- "word_mix"
# changing American English to British English
ukus_out <-  tokens(all_dict$word_mix, remove_punct = TRUE)
ukus_out <- quanteda::tokens_lookup(ukus_out, dictionary = data_dictionary_us2uk, exclusive = FALSE,capkeys = FALSE)
all_df<- as.data.frame(unlist(ukus_out))
all_dict <- cbind(all_dict, all_df$"unlist(ukus_out)")
colnames(all_dict)
[1] "source_link"                 "name"                       
[3] "doc_type"                    "dictionary_type"            
[5] "orig_word"                   "word_mix"                   
[7] "all_df$\"unlist(ukus_out)\""
colnames(all_dict)[which(names(all_dict) == "all_df$\"unlist(ukus_out)\"")] <- "word"

# my_stop_words
my_stop_words <- stop_words %>%
  filter(!grepl("onix", lexicon))

# removing other words (names of stakeholders, types of documents, months, abbreviations and not meaning anything), the same stop words were removed in the aims and missions statements
# updated 20.09.2022

my_stop_words <- bind_rows(data_frame(word = c("e.g", "i.e", "ii", "iii", "iv", "v", "vi", "vii", "ix", "x", "", "missions", "mission", "aims", "aimed", "aim", "values", "value", "vision", "about", "publisher", "funder", "society", "journal", "repository", "deutsche", "january", "febuary", "march", "april", "may", "june", "july", "august", "september", "october", "november", "december", "jan", "feb", "mar", "apr", "jun", "jul", "aug", "sep", "sept", "oct", "nov", "dec", "australasian", "australians", "australian", "australia", "latin", "america", "cameroon", "yaoundé", "berlin", "baden", "london", "whipsnade", "san", "francisco", "britain", "european", "europe", "malawi", "sweden", "florida", "shanghai", "argentina", "india", "florida", "luxembourg", "italy", "canadians", "canadian", "canada", "spanish", "spain", "france", "french", "antarctica", "antarctic", "paris", "cambridge", "harvard", "russian", "russia", "chicago", "colorado", "africans", "african", "africa", "japan", "japanese", "brazil", "zelanders", "zeland", "mori", "aotearoa", "american", "america", "australasia", "hamburg", "netherlands", "berlin", "china", "chinese", "brazil", "mexico", "germany", "german", "ladenburg", "baden", "potsdam", "platz", "oxford", "berlin", "asia", "budapest", "taiwan", "chile", "putonghua", "hong", "kong","helmholtz", "bremen", "copenhagen", "stuttgart", "hinxton", "mātauranga", "māori", "yaound", "egypt", "uk", "usa", "eu", "st", "miraikan", "makao", "billion", "billions", "eight", "eighteen", "eighty", "eleven", "fifteen", "fifty", "five", "forty", "four", "fourteen", "hundreds", "million", "millions", "nine", "nineteen", "ninety", "one", "ones", "seven", "seventeen", "seventy", "six", "sixteen", "sixty", "ten", "tens", "thirteen", "thirty", "thousand", "thousands", "three", "twelve", "twenty", "two", "iccb", "ca"), lexicon = c("custom")), my_stop_words)


# Removing my_stop_words
all_dict <- all_dict %>%
 anti_join(my_stop_words) 
Joining with `by = join_by(word)`
# Adding a presence/absence column
all_dict$present <- 1
# Removing some more:
all_dict$word <-gsub("_","",as.character(all_dict$word))
# removing numbers again after lemmatization
all_dict$word <- gsub("[0-9]+","",all_dict$word)

# write_excel_csv(all_dict, "./output/created_datasets/dictionaries_dataset_all_words.csv") 

# Saving "book" dataset to .csv file in case the book would not be available anymore in the future

# write_csv(book, "./data/dictionaries/book.csv") # saving the dataset

Descriptives

Calculate basic statistics of the dictionary data

  • Unique and shared words
  • Top 10 words with tables
# Venn diagram to show how many unique words are shared between dictionaries

dict_venn <- all_dict %>% 
  select(dictionary_type, word) %>% # selecting columns of my interest
  distinct(word, dictionary_type) # leaving the unique words

dict_venn_bus <- dict_venn %>% 
  filter(dictionary_type == "business_language")
dict_venn_un <- dict_venn %>% 
  filter(dictionary_type == "UNESCO")
dict_venn_bk <- dict_venn %>% 
  filter(dictionary_type == "book")

dict_venn_ls <- list(Business = dict_venn_bus$word, Unesco = dict_venn_un$word, Book = dict_venn_bk$word)

ggvenn(
  dict_venn_ls,
  stroke_size = 0.5
  )

Version Author Date
a66c8a9 zuzannazagrodzka 2023-11-09
225cd82 Andrew Beckerman 2022-11-10
# Looking at the most frequent words in each of the dictionary

all_dict_total <- all_dict %>% 
  rename(dictionary = dictionary_type) %>% 
  select(name, dictionary, present, word) %>% 
  group_by(word, dictionary) %>% 
  summarize(in_dict_total = sum(present)) 
`summarise()` has grouped output by 'word'. You can override using the
`.groups` argument.
all_dict_total <- as.data.frame(all_dict_total)

# Choosing a number of words to extract from the dictionaries
freq_dict_total <- all_dict_total %>% 
  group_by(dictionary) %>% 
  arrange(desc(in_dict_total)) 

# Removing duplicates to create a table with 10 the most common words in each of the dictionary
freq_dict_table <- freq_dict_total %>% 
  group_by(dictionary) %>% 
  arrange(desc(in_dict_total)) %>% 
  slice_head(n=10) %>% 
  mutate(rank = row_number()) %>% 
  select(-in_dict_total)


# Table with a common words in the UNESCO dictionary
freq_dict_table_unesco <- freq_dict_table %>% 
  filter(dictionary == "UNESCO")

freq_dict_table_unesco %>% 
  kbl(caption = "Ten most common words in the UNESCO dictionary") %>% 
  kable_classic("hover", full_width = F)
Ten most common words in the UNESCO dictionary
word dictionary rank
open UNESCO 1
science UNESCO 2
scientific UNESCO 3
research UNESCO 4
knowledge UNESCO 5
datum UNESCO 6
practise UNESCO 7
include UNESCO 8
infrastructure UNESCO 9
community UNESCO 10
# Table with a common words in the book dictionary
freq_dict_table_book <- freq_dict_table %>% 
  filter(dictionary == "book")

freq_dict_table_book %>% 
  kbl(caption = "Ten most common words in the book dictionary") %>% 
  kable_classic("hover", full_width = F)
Ten most common words in the book dictionary
word dictionary rank
game book 1
bird book 2
state book 3
wild book 4
law book 5
kill book 6
year book 7
man book 8
species book 9
good book 10
# Table with a common words in the business dictionary
freq_dict_table_business <- freq_dict_table %>% 
  filter(dictionary == "business_language")

freq_dict_table_business %>% 
  kbl(caption = "Ten most common words in the business dictionary") %>% 
  kable_classic("hover", full_width = F)
Ten most common words in the business dictionary
word dictionary rank
rate business_language 1
market business_language 2
tax business_language 3
ratio business_language 4
account business_language 5
price business_language 6
insurance business_language 7
investment business_language 8
index business_language 9
trade business_language 10
# Saving the data/ It will be used in 4_Language_analysis and 5_For_and_not_for_profit

# freq_dict_total_all <- freq_dict_total
# write_csv(freq_dict_total_all, "./output/created_datasets/freq_dict_total_all.csv")

Top 100

Generating the top 100 unique words for each dictionary

# Looking at the most frequent words in each of the dictionary

all_dict_total <- all_dict %>% 
  rename(dictionary = dictionary_type) %>% 
  select(name, dictionary, present, word) %>% 
  group_by(word, dictionary) %>% 
  summarize(in_dict_total = sum(present)) 
`summarise()` has grouped output by 'word'. You can override using the
`.groups` argument.
all_dict_total <- as.data.frame(all_dict_total)

freq_dict_table_all <- all_dict_total %>% 
  group_by(dictionary) %>% 
  arrange(desc(in_dict_total)) %>% 
  mutate(rank = row_number()) %>% 
  select(-in_dict_total)

dim(freq_dict_table_all)
[1] 13845     3
# Table with a common words in the UNESCO dictionary
freq_dict_table_all_unesco <- freq_dict_table_all %>% 
  filter(dictionary == "UNESCO")

freq_dict_table_all_unesco %>% 
  kbl(caption = "Ten most common words in the UNESCO dictionary") %>% 
  kable_classic("hover", full_width = F)
Ten most common words in the UNESCO dictionary
word dictionary rank
open UNESCO 1
science UNESCO 2
scientific UNESCO 3
research UNESCO 4
knowledge UNESCO 5
datum UNESCO 6
practise UNESCO 7
include UNESCO 8
infrastructure UNESCO 9
community UNESCO 10
access UNESCO 11
good UNESCO 12
process UNESCO 13
promote UNESCO 14
share UNESCO 15
actor UNESCO 16
principle UNESCO 17
recommendation UNESCO 18
international UNESCO 19
public UNESCO 20
support UNESCO 21
digital UNESCO 22
encourage UNESCO 23
member UNESCO 24
publication UNESCO 25
state UNESCO 26
system UNESCO 27
collaboration UNESCO 28
develop UNESCO 29
policy UNESCO 30
source UNESCO 31
benefit UNESCO 32
national UNESCO 33
code UNESCO 34
ensure UNESCO 35
information UNESCO 36
researcher UNESCO 37
service UNESCO 38
software UNESCO 39
development UNESCO 40
make UNESCO 41
resource UNESCO 42
unesco UNESCO 43
country UNESCO 44
fund UNESCO 45
increase UNESCO 46
regional UNESCO 47
scientist UNESCO 48
build UNESCO 49
follow UNESCO 50
innovation UNESCO 51
provide UNESCO 52
technology UNESCO 53
diversity UNESCO 54
human UNESCO 55
social UNESCO 56
approach UNESCO 57
career UNESCO 58
global UNESCO 59
licence UNESCO 60
societal UNESCO 61
accessible UNESCO 62
term UNESCO 63
base UNESCO 64
capacity UNESCO 65
communication UNESCO 66
enable UNESCO 67
exist UNESCO 68
indigenous UNESCO 69
institution UNESCO 70
opportunity UNESCO 71
output UNESCO 72
stakeholder UNESCO 73
engagement UNESCO 74
evaluation UNESCO 75
foster UNESCO 76
intellectual UNESCO 77
recognise UNESCO 78
relate UNESCO 79
require UNESCO 80
respect UNESCO 81
stage UNESCO 82
citizen UNESCO 83
common UNESCO 84
discipline UNESCO 85
economic UNESCO 86
educational UNESCO 87
level UNESCO 88
openly UNESCO 89
participatory UNESCO 90
people UNESCO 91
quality UNESCO 92
strategy UNESCO 93
challenge UNESCO 94
cooperation UNESCO 95
dialogue UNESCO 96
effort UNESCO 97
enhance UNESCO 98
framework UNESCO 99
local UNESCO 100
long UNESCO 101
material UNESCO 102
method UNESCO 103
model UNESCO 104
specific UNESCO 105
stewardship UNESCO 106
action UNESCO 107
creation UNESCO 108
effective UNESCO 109
hardware UNESCO 110
impact UNESCO 111
monitor UNESCO 112
openness UNESCO 113
participation UNESCO 114
property UNESCO 115
publish UNESCO 116
result UNESCO 117
review UNESCO 118
scholar UNESCO 119
technical UNESCO 120
user UNESCO 121
academic UNESCO 122
assessment UNESCO 123
change UNESCO 124
collaborative UNESCO 125
condition UNESCO 126
declaration UNESCO 127
domain UNESCO 128
education UNESCO 129
equitable UNESCO 130
exchange UNESCO 131
gender UNESCO 132
give UNESCO 133
inequality UNESCO 134
invest UNESCO 135
language UNESCO 136
line UNESCO 137
multi UNESCO 138
object UNESCO 139
recommend UNESCO 140
reduce UNESCO 141
reusable UNESCO 142
skill UNESCO 143
tool UNESCO 144
account UNESCO 145
address UNESCO 146
advance UNESCO 147
associate UNESCO 148
core UNESCO 149
define UNESCO 150
diverse UNESCO 151
environment UNESCO 152
fair UNESCO 153
govern UNESCO 154
guide UNESCO 155
importance UNESCO 156
improve UNESCO 157
innovative UNESCO 158
investment UNESCO 159
large UNESCO 160
learn UNESCO 161
legal UNESCO 162
metadata UNESCO 163
order UNESCO 164
organisation UNESCO 165
peer UNESCO 166
platform UNESCO 167
preservation UNESCO 168
private UNESCO 169
professional UNESCO 170
reuse UNESCO 171
sector UNESCO 172
standard UNESCO 173
sustainability UNESCO 174
traditional UNESCO 175
work UNESCO 176
activity UNESCO 177
adopt UNESCO 178
align UNESCO 179
analysis UNESCO 180
collective UNESCO 181
contribute UNESCO 182
cost UNESCO 183
culture UNESCO 184
design UNESCO 185
engage UNESCO 186
form UNESCO 187
governance UNESCO 188
high UNESCO 189
implementation UNESCO 190
inclusion UNESCO 191
inclusive UNESCO 192
initiative UNESCO 193
institutional UNESCO 194
mechanism UNESCO 195
objective UNESCO 196
present UNESCO 197
problem UNESCO 198
product UNESCO 199
provision UNESCO 200
publicly UNESCO 201
responsibility UNESCO 202
role UNESCO 203
set UNESCO 204
transparency UNESCO 205
understand UNESCO 206
view UNESCO 207
accord UNESCO 208
acknowledge UNESCO 209
article UNESCO 210
basis UNESCO 211
circumstance UNESCO 212
context UNESCO 213
copyright UNESCO 214
cultural UNESCO 215
decision UNESCO 216
dissemination UNESCO 217
distribution UNESCO 218
drive UNESCO 219
ethical UNESCO 220
ethnicity UNESCO 221
ground UNESCO 222
holder UNESCO 223
humanity UNESCO 224
important UNESCO 225
interest UNESCO 226
interoperability UNESCO 227
law UNESCO 228
machine UNESCO 229
medium UNESCO 230
nation UNESCO 231
note UNESCO 232
oer UNESCO 233
operationalization UNESCO 234
outline UNESCO 235
potential UNESCO 236
profit UNESCO 237
protocol UNESCO 238
refer UNESCO 239
regard UNESCO 240
relevant UNESCO 241
reproducibility UNESCO 242
scholarly UNESCO 243
scrutiny UNESCO 244
socio UNESCO 245
solve UNESCO 246
south UNESCO 247
specification UNESCO 248
subject UNESCO 249
sustainable UNESCO 250
transparent UNESCO 251
trust UNESCO 252
accordance UNESCO 253
accountability UNESCO 254
adapt UNESCO 255
age UNESCO 256
agree UNESCO 257
archive UNESCO 258
aspect UNESCO 259
association UNESCO 260
attention UNESCO 261
broad UNESCO 262
care UNESCO 263
charge UNESCO 264
civil UNESCO 265
commercial UNESCO 266
conference UNESCO 267
constitutional UNESCO 268
create UNESCO 269
curation UNESCO 270
definition UNESCO 271
early UNESCO 272
efficient UNESCO 273
enterprise UNESCO 274
equal UNESCO 275
equality UNESCO 276
essential UNESCO 277
evidence UNESCO 278
field UNESCO 279
flexibility UNESCO 280
format UNESCO 281
friendly UNESCO 282
gap UNESCO 283
health UNESCO 284
income UNESCO 285
incorporate UNESCO 286
integrity UNESCO 287
interoperable UNESCO 288
link UNESCO 289
literacy UNESCO 290
marginalise UNESCO 291
methodology UNESCO 292
nationality UNESCO 293
notably UNESCO 294
part UNESCO 295
partnership UNESCO 296
physical UNESCO 297
play UNESCO 298
prevent UNESCO 299
programme UNESCO 300
progress UNESCO 301
promotion UNESCO 302
region UNESCO 303
respond UNESCO 304
significant UNESCO 305
sti UNESCO 306
structure UNESCO 307
study UNESCO 308
technological UNESCO 309
train UNESCO 310
transfer UNESCO 311
unite UNESCO 312
universal UNESCO 313
workflow UNESCO 314
world UNESCO 315
accelerate UNESCO 316
accompany UNESCO 317
adherence UNESCO 318
adoption UNESCO 319
advantage UNESCO 320
agreement UNESCO 321
appropriately UNESCO 322
area UNESCO 323
authority UNESCO 324
behaviour UNESCO 325
bring UNESCO 326
business UNESCO 327
carry UNESCO 328
case UNESCO 329
collection UNESCO 330
complex UNESCO 331
compute UNESCO 332
consequence UNESCO 333
content UNESCO 334
contribution UNESCO 335
control UNESCO 336
coordinate UNESCO 337
creator UNESCO 338
crisis UNESCO 339
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# Table with a common words in the book dictionary
freq_dict_table_all_book <- freq_dict_table_all %>% 
  filter(dictionary == "book")

freq_dict_table_all_book %>% 
  kbl(caption = "Ten most common words in the book dictionary") %>% 
  kable_classic("hover", full_width = F)
Ten most common words in the book dictionary
word dictionary rank
game book 1
bird book 2
state book 3
wild book 4
law book 5
kill book 6
year book 7
man book 8
species book 9
good book 10
life book 11
great book 12
shoot book 13
deer book 14
day book 15
time book 16
preserve book 17
make book 18
duck book 19
slaughter book 20
protection book 21
long book 22
park book 23
people book 24
york book 25
mountain book 26
gun book 27
hunt book 28
animal book 29
sportsman book 30
north book 31
big book 32
season book 33
mr book 34
find book 35
large book 36
white book 37
protect book 38
elk book 39
national book 40
grouse book 41
sale book 42
save book 43
live book 44
forest book 45
give book 46
breed book 47
sheep book 48
unite book 49
south book 50
food book 51
small book 52
bear book 53
work book 54
numb book 55
quail book 56
bill book 57
island book 58
open book 59
market book 60
world book 61
country book 62
bison book 63
exterminate book 64
limit book 65
close book 66
feather book 67
hunter book 68
hundred book 69
antelope book 70
mile book 71
destruction book 72
stop book 73
bag book 74
extermination book 75
extinct book 76
follow book 77
place book 78
present book 79
eat book 80
fact book 81
illustration book 82
warden book 83
range book 84
black book 85
tail book 86
herd book 87
cent book 88
pigeon book 89
thing book 90
wood book 91
northern book 92
winter book 93
california book 94
interest book 95
plume book 96
club book 97
destroy book 98
egret book 99
land book 100
region book 101
insect book 102
duty book 103
total book 104
county book 105
regard book 106
zoological book 107
skin book 108
spring book 109
call book 110
native book 111
provide book 112
shore book 113
british book 114
field book 115
fine book 116
head book 117
moose book 118
back book 119
plover book 120
permit book 121
list book 122
montana book 123
prohibit book 124
bring book 125
lake book 126
area book 127
city book 128
hand book 129
gunner book 130
half book 131
high book 132
case book 133
money book 134
young book 135
fish book 136
leave book 137
order book 138
mammal book 139
matter book 140
reason book 141
report book 142
preservation book 143
remain book 144
southern book 145
set book 146
ago book 147
dollar book 148
increase book 149
licence book 150
cat book 151
end book 152
robin book 153
sell book 154
line book 155
tree book 156
chapter book 157
horn book 158
point book 159
red book 160
dead book 161
east book 162
public book 163
show book 164
supply book 165
nature book 166
nest book 167
number book 168
person book 169
pheasant book 170
general book 171
acre book 172
condition book 173
grey book 174
grind book 175
result book 176
specimen book 177
carolina book 178
farm book 179
late book 180
pass book 181
song book 182
west book 183
crane book 184
rabbit book 185
water book 186
annual book 187
automatic book 188
fire book 189
friend book 190
river book 191
effort book 192
farmer book 193
fox book 194
louisiana book 195
pennsylvania book 196
hawk book 197
stock book 198
true book 199
enact book 200
grizzly book 201
measure book 202
member book 203
part book 204
squirrel book 205
valuable book 206
woodpecker book 207
begin book 208
commission book 209
dr book 210
exist book 211
heron book 212
massachusetts book 213
pay book 214
record book 215
the book 216
feed book 217
square book 218
stand book 219
woodcock book 220
bad book 221
important book 222
put book 223
real book 224
caribou book 225
extinction book 226
hear book 227
indian book 228
loss book 229
purpose book 230
reach book 231
commissioner book 232
goose book 233
government book 234
question book 235
alaska book 236
association book 237
fall book 238
fauna book 239
worth book 240
army book 241
columbia book 242
cotton book 243
cover book 244
curlew book 245
rifle book 246
wyoming book 247
house book 248
pest book 249
remnant book 250
storey book 251
wolf book 252
write book 253
boy book 254
coast book 255
fowl book 256
future book 257
italian book 258
natural book 259
past book 260
turkey book 261
view book 262
book 263
agriculture book 264
flock book 265
force book 266
full book 267
upland book 268
absolutely book 269
beautiful book 270
crop book 271
form book 272
goat book 273
subject book 274
creature book 275
disease book 276
ground book 277
ruff book 278
trade book 279
easily book 280
fight book 281
fly book 282
grow book 283
kind book 284
museum book 285
prairie book 286
yellowstone book 287
colony book 288
migratory book 289
month book 290
paradise book 291
province book 292
western book 293
act book 294
bayne book 295
book book 296
campaign book 297
carry book 298
history book 299
hour book 300
passenger book 301
pump book 302
sandpiper book 303
congress book 304
dog book 305
early book 306
enemy book 307
free book 308
golden book 309
hold book 310
introduce book 311
john book 312
lie book 313
plumage book 314
situation book 315
washington book 316
worm book 317
establish book 318
foot book 319
hog book 320
locality book 321
portion book 322
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moment book 353
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camp book 356
catch book 357
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fruit book 392
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audubon book 400
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week book 407
whoop book 408
woman book 409
wrong book 410
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death book 414
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swan book 417
buffalo book 418
continent book 419
fur book 420
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feel book 429
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iowa book 433
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honest book 1454
hungarian book 1455
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joyously book 1458
la book 1459
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mighty book 1465
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room book 1480
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hamilton book 1582
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hon book 1584
hound book 1585
impeyan book 1586
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injure book 1588
interior book 1589
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macaw book 1599
madison book 1600
mankind book 1601
mere book 1602
minute book 1603
morrow book 1604
mud book 1605
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newfoundland book 1607
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pamphlet book 1610
pile book 1611
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pull book 1620
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ranchmen book 1622
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select book 1628
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teacher book 1638
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thickly book 1640
thread book 1641
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to book 1643
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trail book 1645
transplant book 1646
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tremendous book 1648
trifle book 1649
turtle book 1650
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victory book 1653
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yield book 1659
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angeles book 1667
arise book 1668
assert book 1669
assistance book 1670
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astonish book 1672
attitude book 1673
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automobile book 1675
baird book 1676
bank book 1677
berry book 1678
bid book 1679
bluebird book 1680
brant book 1681
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bulletin book 1683
cheerfully book 1684
cincinnati book 1685
climb book 1686
clothe book 1687
collector book 1688
colonist book 1689
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curculio book 1692
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angler book 1837
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detroit book 1884
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energy book 1892
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memory book 1938
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miller book 1940
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see book 1986
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shape book 1990
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shipment book 1992
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skill book 1995
smith book 1996
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submit book 2002
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suit book 2004
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their book 2013
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instant book 2400
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your book 2578
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diet book 2697
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does book 2706
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dream book 2708
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earthly book 2712
eaton book 2713
economy book 2714
edible book 2715
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em book 2717
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emu book 2719
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erasmus book 2726
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evolve book 2728
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exterminator book 2733
factory book 2734
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false book 2736
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figgis book 2740
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flash book 2744
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fry book 2750
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fun book 2752
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go book 2755
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guy book 2763
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happiness book 2768
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harmony book 2770
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he book 2773
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hearted book 2775
heartily book 2776
heartless book 2777
heel book 2778
heretofore book 2779
herewith book 2780
hesitate book 2781
himalayan book 2782
himantopus book 2783
historic book 2784
homer book 2785
hook book 2786
hough book 2787
hudson book 2788
humphrey book 2789
hurt book 2790
ice book 2791
if book 2792
ike book 2793
imminent book 2794
immunity book 2795
imperatively book 2796
impeyans book 2797
impossibility book 2798
imprisonment book 2799
incapable book 2800
incident book 2801
inclusive book 2802
income book 2803
indifference book 2804
infest book 2805
inland book 2806
inlet book 2807
insignificant book 2808
interval book 2809
intestinal book 2810
intolerable book 2811
is book 2812
isolate book 2813
j.c book 2814
j.m book 2815
jabiru book 2816
jacobs book 2817
jamaica book 2818
join book 2819
joint book 2820
kuruman book 2821
l.t book 2822
lease book 2823
lieut book 2824
lincoln book 2825
logic book 2826
longicauda book 2827
loop book 2828
lord book 2829
luis book 2830
lumbermen book 2831
m.b book 2832
macrorhamphus book 2833
mafeking book 2834
mail book 2835
manufacturer book 2836
marble book 2837
marlatt book 2838
marlin book 2839
mary book 2840
masse book 2841
materially book 2842
mayor book 2843
medium book 2844
membership book 2845
menace book 2846
merciless book 2847
mid book 2848
minor book 2849
mock book 2850
mockingbird book 2851
monopoly book 2852
monthly book 2853
moore book 2854
murderous book 2855
must book 2856
nerve book 2857
normal book 2858
northeastern book 2859
now book 2860
obscure book 2861
observance book 2862
occasional book 2863
on book 2864
only book 2865
option book 2866
orange book 2867
oreg book 2868
oribi book 2869
overrun book 2870
pace book 2871
pale book 2872
paltry book 2873
paragraph book 2874
parakeet book 2875
pastime book 2876
paul book 2877
peacock book 2878
penny book 2879
perfection book 2880
peril book 2881
pervade book 2882
philohela book 2883
physical book 2884
pig book 2885
pilot book 2886
pipe book 2887
pit book 2888
pittsboro book 2889
plainly book 2890
plunge book 2891
police book 2892
populate book 2893
positive book 2894
prejudice book 2895
premise book 2896
prescribe book 2897
pride book 2898
primaeval book 2899
pro book 2900
professional book 2901
punishment book 2902
purposely book 2903
quality book 2904
quotation book 2905
radical book 2906
rainy book 2907
rational book 2908
raven book 2909
raw book 2910
recklessly book 2911
recoil book 2912
reek book 2913
reign book 2914
relative book 2915
reload book 2916
rely book 2917
remind book 2918
reproach book 2919
reproduction book 2920
reputation book 2921
research book 2922
resistless book 2923
resolution book 2924
respectful book 2925
restless book 2926
revenue book 2927
reverse book 2928
richard book 2929
risk book 2930
roan book 2931
roberts book 2932
rochester book 2933
rutland book 2934
sad book 2935
safety book 2936
sail book 2937
saloon book 2938
sane book 2939
scab book 2940
schedule book 2941
scorn book 2942
seasons book 2943
semipalmated book 2944
servant book 2945
severely book 2946
shadow book 2947
shameless book 2948
sheer book 2949
shepherd book 2950
sheridan book 2951
shilling book 2952
shoshone book 2953
shrewd book 2954
shrub book 2955
site book 2956
skylark book 2957
sleep book 2958
slightly book 2959
slip book 2960
slope book 2961
soil book 2962
solution book 2963
something book 2964
soul book 2965
specific book 2966
spectacle book 2967
speedy book 2968
splendidly book 2969
squander book 2970
stable book 2971
stare book 2972
statistic book 2973
stork book 2974
straw book 2975
string book 2976
stuff book 2977
subsist book 2978
suburb book 2979
succeed book 2980
summit book 2981
supervision book 2982
supporter book 2983
survival book 2984
sustain book 2985
swine book 2986
swing book 2987
tanager book 2988
tariff book 2989
tear book 2990
temptation book 2991
that book 2992
thayer book 2993
theatre book 2994
thoughtful book 2995
three book 2996
thrill book 2997
thunder book 2998
tibet book 2999
tie book 3000
tightly book 3001
times book 3002
tireless book 3003
tobacco book 3004
tone book 3005
tragopan book 3006
tragopans book 3007
transit book 3008
transportation book 3009
traveller book 3010
treaty book 3011
tributary book 3012
trogon book 3013
tropical book 3014
truck book 3015
tuna book 3016
tyre book 3017
uitenhage book 3018
uncountable book 3019
undergo book 3020
undertake book 3021
unseen book 3022
unsportsmanlike book 3023
urge book 3024
utilise book 3025
utter book 3026
van book 3027
venture book 3028
vertebrate book 3029
very book 3030
vessel book 3031
vineyard book 3032
vitally book 3033
vryburg book 3034
w.r book 3035
walrus book 3036
wantonly book 3037
wealthy book 3038
weary book 3039
webster book 3040
weigh book 3041
wickedly book 3042
widespread book 3043
witmer book 3044
woburn book 3045
worry book 3046
wyo book 3047
xiii book 3048
xxiii book 3049
yearbook book 3050
you book 3051
zone book 3052
zoologically book 3053
a.c book 3054
a.d book 3055
a.p book 3056
abatement book 3057
access book 3058
accessibility book 3059
accursed book 3060
accustom book 3061
acklen book 3062
adjust book 3063
adjutant book 3064
administration book 3065
admire book 3066
advent book 3067
aegialitis book 3068
aesthetic book 3069
affair book 3070
affix book 3071
afield book 3072
afterward book 3073
aigs book 3074
akeley book 3075
alacrity book 3076
alarmingly book 3077
algonquin book 3078
already book 3079
altai book 3080
alter book 3081
amateur book 3082
americana book 3083
amos book 3084
ancient book 3085
angry book 3086
animallai book 3087
animate book 3088
anxiety book 3089
apalachicola book 3090
aphis book 3091
appearance book 3092
appropriation book 3093
ara book 3094
arch book 3095
ardently book 3096
are book 3097
argali book 3098
assembly book 3099
assemblyman book 3100
assemblymen book 3101
associate book 3102
astound book 3103
at book 3104
attend book 3105
attorney book 3106
austria book 3107
autumn book 3108
avian book 3109
avicultural book 3110
avoca book 3111
axes book 3112
badge book 3113
banff book 3114
barbadoes book 3115
barrier book 3116
basket book 3117
bat book 3118
beal book 3119
beam book 3120
biology book 3121
bitter book 3122
bloom book 3123
boast book 3124
brace book 3125
brain book 3126
bravely book 3127
brett book 3128
bridge book 3129
briefly book 3130
brimley book 3131
broadway book 3132
brook book 3133
brother book 3134
buckskin book 3135
building book 3136
burchelli book 3137
bury book 3138
bushel book 3139
buzzard book 3140
by book 3141
cabbage book 3142
calcutta book 3143
caller book 3144
calmly book 3145
camper book 3146
canutus book 3147
canvas book 3148
capitol book 3149
carbonell book 3150
carnivorous book 3151
caroline book 3152
carolinensis book 3153
carve book 3154
catalogue book 3155
caton book 3156
certainty book 3157
characterise book 3158
chas book 3159
cheerful book 3160
chimney book 3161
circle book 3162
circulate book 3163
citizenship book 3164
claw book 3165
claxton book 3166
clearfield book 3167
climate book 3168
climatic book 3169
cloud book 3170
coccidiosis book 3171
cod book 3172
codification book 3173
college book 3174
colonial book 3175
comfort book 3176
commercialism book 3177
commit book 3178
commonly book 3179
communication book 3180
como book 3181
comparable book 3182
comparative book 3183
comprise book 3184
con book 3185
concise book 3186
condemnation book 3187
condense book 3188
confer book 3189
confinement book 3190
conflict book 3191
confront book 3192
connaught book 3193
connect book 3194
considerably book 3195
constant book 3196
consul book 3197
consummate book 3198
contempt book 3199
contend book 3200
contingent book 3201
convict book 3202
cooperation book 3203
corporation book 3204
correction book 3205
correctly book 3206
coup book 3207
couple book 3208
crayfish book 3209
creditable book 3210
criminally book 3211
cuba book 3212
culture book 3213
cuppy book 3214
curb book 3215
dak book 3216
daniel book 3217
dawn book 3218
deadfall book 3219
deaf book 3220
deceive book 3221
declaration book 3222
dedicate book 3223
defect book 3224
defend book 3225
defiance book 3226
deliberate book 3227
delicata book 3228
delicate book 3229
delicately book 3230
deliver book 3231
delusion book 3232
demonstrate book 3233
den book 3234
depredation book 3235
deputy book 3236
desolate book 3237
despair book 3238
devastate book 3239
devastation book 3240
device book 3241
devotion book 3242
discretion book 3243
disposition book 3244
disprove book 3245
distinct book 3246
dixie book 3247
doctor book 3248
doubtful book 3249
dread book 3250
duckling book 3251
duiker book 3252
dull book 3253
dwarf book 3254
e.l book 3255
e.w book 3256
eager book 3257
eagerly book 3258
earn book 3259
eastgate book 3260
eastward book 3261
ebb book 3262
eider book 3263
elevate book 3264
elm book 3265
emerson book 3266
endorsement book 3267
endow book 3268
englishman book 3269
enlist book 3270
enterprising book 3271
entirely book 3272
enumerate book 3273
environment book 3274
equus book 3275
ewbank book 3276
exceedingly book 3277
exceptionally book 3278
exclusive book 3279
exert book 3280
expectation book 3281
expensive book 3282
exploit book 3283
exposure book 3284
exquisite book 3285
f.e.l book 3286
f.l book 3287
f.m book 3288
faculty book 3289
faint book 3290
fairy book 3291
falcon book 3292
familiar book 3293
far book 3294
farce book 3295
fearless book 3296
feeling book 3297
felton book 3298
fertile book 3299
fertility book 3300
financially book 3301
finch book 3302
first book 3303
flag book 3304
flathead book 3305
flee book 3306
flit book 3307
floor book 3308
flora book 3309
flow book 3310
flutter book 3311
foliage book 3312
fond book 3313
foothill book 3314
for book 3315
forego book 3316
foremost book 3317
forester book 3318
formulate book 3319
fourth book 3320
fray book 3321
frederic book 3322
frenchman book 3323
frighten book 3324
from book 3325
funk book 3326
furiously book 3327
fuscicollis book 3328
fuss book 3329
gallinago book 3330
gauntlet book 3331
gaur book 3332
geay book 3333
geer book 3334
geese book 3335
generously book 3336
genus book 3337
geographic book 3338
gifford book 3339
giraffe book 3340
glory book 3341
goeldi book 3342
goodnight book 3343
gordonia book 3344
governmental book 3345
gratify book 3346
greenfinch book 3347
greenland book 3348
grim book 3349
grip book 3350
grosbeaks book 3351
grossly book 3352
guardian book 3353
guess book 3354
gunmakers book 3355
h.h book 3356
habitant book 3357
halifax book 3358
hamlet book 3359
happy book 3360
harass book 3361
harrison book 3362
harsh book 3363
hartford book 3364
hathaway book 3365
haul book 3366
health book 3367
healthy book 3368
heap book 3369
heat book 3370
heavily book 3371
hell book 3372
heronry book 3373
herpestes book 3374
hessian book 3375
hickory book 3376
hinterland book 3377
hit book 3378
honorary book 3379
honourable book 3380
hooper book 3381
hostile book 3382
hostility book 3383
howell book 3384
hue book 3385
huffman book 3386
humble book 3387
hume book 3388
imagination book 3389
implement book 3390
improve book 3391
impudent book 3392
impulse book 3393
inaugurate book 3394
incline book 3395
inconceivable book 3396
incontestable book 3397
incorporate book 3398
independence book 3399
indianapolis book 3400
indulge book 3401
infer book 3402
inroad book 3403
insidiously book 3404
inspection book 3405
inspire book 3406
instruction book 3407
intent book 3408
intention book 3409
invent book 3410
inventive book 3411
invisible book 3412
irresistible book 3413
jack book 3414
jar book 3415
job book 3416
journal book 3417
journey book 3418
jump book 3419
justification book 3420
kalispell book 3421
keenly book 3422
keller book 3423
kern book 3424
kildeer book 3425
killed book 3426
knee book 3427
kuala book 3428
l.a book 3429
lag book 3430
lampson book 3431
lapse book 3432
laurentides book 3433
lawbreaker book 3434
le book 3435
leader book 3436
lecturer book 3437
legislate book 3438
legitimately book 3439
lengthy book 3440
leon book 3441
leopard book 3442
liberality book 3443
limicolae book 3444
limitation book 3445
link book 3446
linn book 3447
livingston book 3448
loaf book 3449
lobby book 3450
lofty book 3451
loot book 3452
loud book 3453
lovely book 3454
luck book 3455
lumber book 3456
macdougal book 3457
machinery book 3458
mad book 3459
manatee book 3460
maraud book 3461
marketable book 3462
master book 3463
max book 3464
mayeul book 3465
melbourne book 3466
merriami book 3467
mershon book 3468
meyer book 3469
minneapolis book 3470
mirror book 3471
miss book 3472
molestation book 3473
moody book 3474
moonal book 3475
mourn book 3476
mutton book 3477
myriad book 3478
mystery book 3479
n.c book 3480
nail book 3481
nasty book 3482
naturalise book 3483
nelson book 3484
new book 3485
newly book 3486
nigger book 3487
nile book 3488
nilgiri book 3489
niobrara book 3490
nooe book 3491
norton book 3492
nose book 3493
notably book 3494
noteworthy book 3495
notorious book 3496
notwithstanding book 3497
numenius book 3498
nyanza book 3499
o’clock book 3500
oak book 3501
oat book 3502
objection book 3503
oblige book 3504
obtainable book 3505
octopus book 3506
of book 3507
offender book 3508
okapi book 3509
oldys book 3510
omit book 3511
operate book 3512
opossum book 3513
or book 3514
ordinance book 3515
oudtshoorn book 3516
outrage book 3517
outward book 3518
overlook book 3519
overwhelm book 3520
own book 3521
oystercatcher book 3522
parasitic book 3523
passion book 3524
pasture book 3525
patagonia book 3526
patient book 3527
patrol book 3528
peabody book 3529
peculiarly book 3530
penetrate book 3531
penrose book 3532
penthestes book 3533
pernicious book 3534
perpetuate book 3535
perpetuation book 3536
persecute book 3537
persecution book 3538
pertinent book 3539
petitioner book 3540
phase book 3541
phelps book 3542
pinchot book 3543
pintail book 3544
pitch book 3545
platt book 3546
pleasant book 3547
pluck book 3548
poorly book 3549
portuguese book 3550
pose book 3551
preference book 3552
preposterous book 3553
pretty book 3554
prime book 3555
privately book 3556
procession book 3557
profoundly book 3558
progeny book 3559
prolong book 3560
prominent book 3561
promoter book 3562
promotion book 3563
proposal book 3564
prosecute book 3565
protectorate book 3566
protest book 3567
pseudo book 3568
publicly book 3569
pure book 3570
puzzle book 3571
quarterly book 3572
quill book 3573
ranchman book 3574
ranger book 3575
ravalli book 3576
readily book 3577
realisation book 3578
reed book 3579
reference book 3580
reflect book 3581
reformation book 3582
reliably book 3583
remarkably book 3584
rent book 3585
repetition book 3586
rescue book 3587
residence book 3588
resist book 3589
resolute book 3590
resolve book 3591
resourceful book 3592
respective book 3593
response book 3594
restaurant book 3595
restrain book 3596
restraint book 3597
revolt book 3598
revolution book 3599
rhea book 3600
rhino book 3601
rid book 3602
ridge book 3603
right book 3604
rightly book 3605
rigid book 3606
ripe book 3607
rival book 3608
rogers book 3609
rogue book 3610
roller book 3611
rubbish book 3612
ruby book 3613
rudolph book 3614
rugged book 3615
rumped book 3616
s.c book 3617
sack book 3618
sacred book 3619
salvation book 3620
satisfactorily book 3621
scalp book 3622
scarcely book 3623
scare book 3624
scope book 3625
scotland book 3626
screech book 3627
searchlight book 3628
seclusion book 3629
secret book 3630
sedge book 3631
selfishly book 3632
sensibly book 3633
sharply book 3634
shearwater book 3635
shikar book 3636
shikaree book 3637
shiras book 3638
shoe book 3639
sicken book 3640
sierra book 3641
sire book 3642
sitatunga book 3643
sleepy book 3644
slide book 3645
slumber book 3646
sly book 3647
smoke book 3648
smyth book 3649
snap book 3650
snatch book 3651
sole book 3652
solid book 3653
solitary book 3654
some book 3655
sooty book 3656
sore book 3657
sort book 3658
souef book 3659
specifically book 3660
speech book 3661
spokane book 3662
springfield book 3663
sprinkle book 3664
sq book 3665
squash book 3666
staff book 3667
stage book 3668
stain book 3669
stanford book 3670
staple book 3671
star book 3672
starling book 3673
steam book 3674
stebbing book 3675
steep book 3676
steganopus book 3677
stoke book 3678
straggler book 3679
stranger book 3680
stress book 3681
stretch book 3682
strew book 3683
stringent book 3684
stroke book 3685
strongylus book 3686
sudden book 3687
suet book 3688
sugar book 3689
sully book 3690
sunny book 3691
superb book 3692
supper book 3693
surface book 3694
surreptitious book 3695
suspect book 3696
swim book 3697
sword book 3698
sympathetic book 3699
tahr book 3700
takin book 3701
tall book 3702
telegram book 3703
temper book 3704
temporary book 3705
tender book 3706
tener book 3707
terminal book 3708
terminate book 3709
teton book 3710
them book 3711
thinly book 3712
thompson book 3713
thoroughness book 3714
throng book 3715
throughly book 3716
thrust book 3717
thwart book 3718
tidal book 3719
tighten book 3720
timely book 3721
tissue book 3722
title book 3723
tolerate book 3724
tonne book 3725
tourist book 3726
trace book 3727
tramp book 3728
transmission book 3729
transport book 3730
treasure book 3731
triangle book 3732
tricolor book 3733
tringa book 3734
triumph book 3735
trouvelot book 3736
tulare book 3737
twig book 3738
twin book 3739
typical book 3740
unaided book 3741
unarmed book 3742
unassailable book 3743
unattached book 3744
unbearable book 3745
unbroken book 3746
uncontrollable book 3747
unexpectedly book 3748
uninhabited book 3749
unlimited book 3750
untouched book 3751
up book 3752
upp book 3753
upset book 3754
user book 3755
vein book 3756
vice book 3757
violate book 3758
violent book 3759
vireo book 3760
virtually book 3761
virtue book 3762
vitality book 3763
voice book 3764
vol book 3765
w.h.d book 3766
wake book 3767
wanton book 3768
warren book 3769
wary book 3770
weakness book 3771
webber book 3772
weekly book 3773
whale book 3774
when book 3775
whipple book 3776
whirl book 3777
whisper book 3778
who book 3779
wicked book 3780
width book 3781
wilcox book 3782
wireworm book 3783
wombat book 3784
worcester book 3785
worthless book 3786
xi book 3787
xiv book 3788
xv book 3789
xvii book 3790
xx book 3791
xxiv book 3792
xxxviii book 3793
yale book 3794
yoho book 3795
yosemite book 3796
yunnan book 3797
zoo book 3798
a.f book 3799
a.h book 3800
a.l book 3801
abate book 3802
abolish book 3803
abrade book 3804
abreast book 3805
abroad book 3806
acceptance book 3807
according book 3808
accumulate book 3809
acorn book 3810
adams book 3811
adelaide book 3812
admonition book 3813
adverse book 3814
advertiser book 3815
advisability book 3816
agassiz book 3817
agency book 3818
agriculturist book 3819
ahab book 3820
alarmist book 3821
alas book 3822
alces book 3823
alderman book 3824
alexander book 3825
allege book 3826
alligator book 3827
aloft book 3828
alpina book 3829
also book 3830
altar book 3831
amendment book 3832
america book 3833
amethyst book 3834
an book 3835
analysis book 3836
anathema book 3837
andrew book 3838
angle book 3839
angoniland book 3840
animallais book 3841
anna book 3842
annals book 3843
annotate book 3844
annoy book 3845
annoyance book 3846
any book 3847
appalachian book 3848
appallingly book 3849
apparatus book 3850
applause book 3851
appreciation book 3852
approximate book 3853
aqueduct book 3854
arbour book 3855
architecture book 3856
arnold book 3857
arrange book 3858
arrow book 3859
ashamed book 3860
ashe book 3861
asiatic book 3862
ask book 3863
asleep book 3864
ass book 3865
assam book 3866
athi book 3867
atkinson book 3868
atlanta book 3869
atlantan book 3870
atmosphere book 3871
attainable book 3872
audit book 3873
augean book 3874
auspicious book 3875
avenue book 3876
averse book 3877
avoid book 3878
b.s book 3879
baboon book 3880
baby book 3881
backwoods book 3882
bacon book 3883
badger book 3884
bahamas book 3885
baker book 3886
bancroft book 3887
banner book 3888
barbara book 3889
barbarian book 3890
barbarism book 3891
barbarous book 3892
barber book 3893
barely book 3894
barkly book 3895
barrow book 3896
bathurst book 3897
battalion book 3898
bawl book 3899
baynard book 3900
beak book 3901
beaman book 3902
bearer book 3903
beaufort book 3904
because book 3905
belgium book 3906
bend book 3907
bengal book 3908
bennet book 3909
bequest book 3910
berkshires book 3911
beset book 3912
bestir book 3913
betoken book 3914
betray book 3915
beyer book 3916
bicolored book 3917
bighorn book 3918
bitterly book 3919
bittern book 3920
blesbok book 3921
blessbok book 3922
blindly book 3923
blink book 3924
bloat book 3925
block book 3926
bluff book 3927
boar book 3928
bobwhite book 3929
bodied book 3930
boldly book 3931
boon book 3932
bore book 3933
borer book 3934
borough book 3935
boss book 3936
bother book 3937
bow book 3938
bowdish book 3939
bowel book 3940
bramblings book 3941
brazilian book 3942
bread book 3943
breaker book 3944
bredasdorp book 3945
breton book 3946
brick book 3947
bridgeport book 3948
broadcast book 3949
broker book 3950
bronze book 3951
brutal book 3952
buckwheat book 3953
budonga book 3954
bulky book 3955
bump book 3956
bundle book 3957
bunny book 3958
burchell’s book 3959
burrhel book 3960
burtch book 3961
bushbuck book 3962
butterfly book 3963
c.c book 3964
c.h.b book 3965
c.l book 3966
c.v.r book 3967
c.w book 3968
cable book 3969
californicus book 3970
calliste book 3971
calm book 3972
campion book 3973
canary book 3974
cane book 3975
canker book 3976
cannon book 3977
capacity book 3978
captain book 3979
caput book 3980
cardinal book 3981
cardinalis book 3982
carleton book 3983
carlos book 3984
carnival book 3985
carnivore book 3986
caspar book 3987
casual book 3988
catalo book 3989
catbird book 3990
catbirds book 3991
category book 3992
catskills book 3993
caution book 3994
cavern book 3995
ceylon book 3996
chair book 3997
chairman book 3998
channel book 3999
charadrius book 4000
chargeable book 4001
cheney book 4002
chickadees book 4003
chimpanzee book 4004
chinchilla book 4005
chirp book 4006
cholera book 4007
christchurch book 4008
christmas book 4009
chunk book 4010
cigarette book 4011
cistern book 4012
citation book 4013
civet book 4014
civil book 4015
clamour book 4016
clap book 4017
clearwater book 4018
climax book 4019
clinton book 4020
coarse book 4021
cobra book 4022
cocoon book 4023
cody book 4024
colaptes book 4025
collar book 4026
collectively book 4027
collier book 4028
comity book 4029
commence book 4030
commonplace book 4031
compensation book 4032
compile book 4033
compose book 4034
compound book 4035
computation book 4036
concealment book 4037
conceive book 4038
conception book 4039
conduct book 4040
conference book 4041
confession book 4042
confide book 4043
confiscate book 4044
conscientiously book 4045
conservatively book 4046
consort book 4047
construe book 4048
consummation book 4049
contemplate book 4050
contract book 4051
conversant book 4052
cool book 4053
coolly book 4054
cooper’s book 4055
cope book 4056
cornerstone book 4057
corollary book 4058
corpse book 4059
correspond book 4060
correspondent book 4061
cortlandt book 4062
council book 4063
counterpart book 4064
countryman book 4065
courageous book 4066
courtesy book 4067
cove book 4068
cowboy book 4069
cox book 4070
crab book 4071
cradock book 4072
craig book 4073
crake book 4074
crandall book 4075
crave book 4076
crawl book 4077
cree book 4078
creep book 4079
cub book 4080
cuban book 4081
cucumber book 4082
culmination book 4083
culprit book 4084
cultivation book 4085
cuthbert book 4086
cutworm book 4087
cypher book 4088
cyrus book 4089
d.c book 4090
dakotas book 4091
dangerously book 4092
darken book 4093
darkie book 4094
dash book 4095
datum book 4096
dawson book 4097
daytime book 4098
dean book 4099
debar book 4100
debatable book 4101
decently book 4102
dedication book 4103
deem book 4104
defray book 4105
delicacy book 4106
delinquent book 4107
delta book 4108
democrat book 4109
denmead book 4110
deplete book 4111
deplorable book 4112
deposit book 4113
depot book 4114
dept book 4115
designate book 4116
desk book 4117
desolation book 4118
despatch book 4119
desperately book 4120
despoil book 4121
detect book 4122
devolve book 4123
dickcissel book 4124
diego book 4125
differential book 4126
dike book 4127
diligent book 4128
dimension book 4129
dimock book 4130
dingy book 4131
dinner book 4132
disadvantage book 4133
disclose book 4134
discourage book 4135
diseased book 4136
dish book 4137
dislike book 4138
disquiet book 4139
distinction book 4140
ditmars book 4141
diversify book 4142
dividend book 4143
divine book 4144
dod book 4145
dominant book 4146
dominicus book 4147
don’t book 4148
donate book 4149
donor book 4150
dot book 4151
doth book 4152
downright book 4153
downtrodden book 4154
drink book 4155
driver book 4156
droll book 4157
drought book 4158
drown book 4159
ducks book 4160
dugong book 4161
dump book 4162
duplicate book 4163
duration book 4164
dusky book 4165
dust book 4166
dutch book 4167
dweller book 4168
dwelling book 4169
dying book 4170
e.p book 4171
earle book 4172
earnestly book 4173
earthquake book 4174
eave book 4175
edgell book 4176
edition book 4177
educated book 4178
educator book 4179
effectively book 4180
effectually book 4181
efficient book 4182
egretta book 4183
eight book 4184
elementary book 4185
elephas book 4186
elizabeth book 4187
elrod book 4188
emanate book 4189
emeu book 4190
emphatically book 4191
employee book 4192
endorse book 4193
engel book 4194
enlightenment book 4195
entangle book 4196
enthusiasm book 4197
entomology book 4198
entrance book 4199
enumeration book 4200
equanimity book 4201
equation book 4202
equity book 4203
erode book 4204
espeut book 4205
esq book 4206
estes book 4207
evening book 4208
everywhere book 4209
examiner book 4210
excitement book 4211
exemption book 4212
expiration book 4213
expressly book 4214
extensively book 4215
extenuate book 4216
extract book 4217
f.c book 4218
f.t book 4219
fabulous book 4220
facie book 4221
facility book 4222
facts book 4223
fade book 4224
fallacy book 4225
fame book 4226
fantastic book 4227
fashionable book 4228
fastness book 4229
faulty book 4230
ferdinand book 4231
ferry book 4232
feudal book 4233
few book 4234
fickle book 4235
fiction book 4236
fiddle book 4237
fieldfare book 4238
fiendish book 4239
fifteen book 4240
financial book 4241
finley book 4242
fisherman book 4243
fishy book 4244
flame book 4245
fleming book 4246
flicker book 4247
float book 4248
flood book 4249
florence book 4250
flourish book 4251
flower book 4252
folk book 4253
foolishly book 4254
foray book 4255
forbes book 4256
forceful book 4257
foredoomed book 4258
foresight book 4259
forethought book 4260
fork book 4261
formally book 4262
fossil book 4263
foster book 4264
fraction book 4265
fragmentary book 4266
fraser book 4267
fraud book 4268
frazer book 4269
freedom book 4270
freycinet book 4271
frick book 4272
friendship book 4273
fro book 4274
frost book 4275
function book 4276
fundamental book 4277
g.e book 4278
gadwall book 4279
gallery book 4280
ganges book 4281
gaol book 4282
gaspe book 4283
gaspesian book 4284
gazette book 4285
gemsbok book 4286
gentle book 4287
gentlemanly book 4288
geo book 4289
geological book 4290
gerard book 4291
gerhardt book 4292
get book 4293
gibb book 4294
gigantic book 4295
gigas book 4296
gila book 4297
glade book 4298
gladly book 4299
glare book 4300
gm book 4301
goal book 4302
goding book 4303
going book 4304
golf book 4305
gone book 4306
goodly book 4307
gorilla book 4308
goshawk book 4309
gosse book 4310
graaff book 4311
grace book 4312
grade book 4313
graham book 4314
grande book 4315
grape book 4316
grateful book 4317
gravely book 4318
greenwing book 4319
gregarious book 4320
grevy book 4321
grievous book 4322
grisly book 4323
gross book 4324
guadaloupe book 4325
guano book 4326
guessaz book 4327
gunpowder book 4328
gunshot book 4329
gurkha book 4330
gwibi book 4331
h.n book 4332
habitable book 4333
habitat book 4334
habitually book 4335
haled book 4336
hall book 4337
handy book 4338
harassment book 4339
hargeis book 4340
harlequin book 4341
hatchery book 4342
hate book 4343
hawfinches book 4344
hearing book 4345
henshaw book 4346
herald book 4347
hereinafter book 4348
hershey book 4349
hew book 4350
hilltop book 4351
him book 4352
hind book 4353
hodge book 4354
holiday book 4355
holman book 4356
honesty book 4357
hop book 4358
hopkins book 4359
hopper book 4360
horticulture book 4361
hotly book 4362
hourly book 4363
household book 4364
hubert book 4365
hum book 4366
humiliate book 4367
hurd book 4368
huron book 4369
husk book 4370
hustle book 4371
iberia book 4372
icy book 4373
identify book 4374
identity book 4375
ilion book 4376
illimitable book 4377
illuminate book 4378
imitation book 4379
immune book 4380
impenetrable book 4381
imperil book 4382
imply book 4383
impound book 4384
imprison book 4385
improper book 4386
inclination book 4387
incompatible book 4388
incomplete book 4389
inconnu book 4390
incurable book 4391
indefinitely book 4392
independently book 4393
indicus book 4394
indignant book 4395
indignation book 4396
indiscretion book 4397
indiscriminately book 4398
indispensable book 4399
indolent book 4400
indomitable book 4401
industrious book 4402
ineffective book 4403
inevitably book 4404
infect book 4405
infinitesimal book 4406
inflexible book 4407
influx book 4408
informer book 4409
inherent book 4410
initiate book 4411
injurious book 4412
inquire book 4413
insensible book 4414
insert book 4415
inside book 4416
instruct book 4417
instrumental book 4418
insult book 4419
intensify book 4420
interference book 4421
interrupt book 4422
introducer book 4423
inventory book 4424
invincible book 4425
ireland book 4426
irish book 4427
iroquois book 4428
irritation book 4429
iskoot book 4430
islet book 4431
j.a book 4432
j.d book 4433
j.h book 4434
j.j book 4435
j.l book 4436
j.p book 4437
j.w book 4438
jaguar book 4439
java book 4440
joaquin book 4441
jobi book 4442
jordan book 4443
josiah book 4444
joyous book 4445
jubaland book 4446
jubilee book 4447
judd book 4448
judicial book 4449
juggle book 4450
julian book 4451
jumna book 4452
juncture book 4453
jurisdiction book 4454
jury book 4455
kaegebehn book 4456
kaibab book 4457
kamchatka book 4458
kenai book 4459
kenhardt book 4460
kennard book 4461
kermit book 4462
keuka book 4463
kick book 4464
kinglet book 4465
kit book 4466
kitchen book 4467
kleinschmidt book 4468
knight book 4469
kootenay book 4470
l.m book 4471
l.s book 4472
laboriously book 4473
lace book 4474
lacks book 4475
ladismith book 4476
landowner book 4477
lands book 4478
last book 4479
latitude book 4480
launch book 4481
lawmaking book 4482
lazy book 4483
leadership book 4484
leaflet book 4485
leap book 4486
lecture book 4487
lee book 4488
legalise book 4489
lemon book 4490
lemur book 4491
lend book 4492
leopold book 4493
less book 4494
liana book 4495
library book 4496
likewise book 4497
lindsay book 4498
lip book 4499
listen book 4500
literary book 4501
lively book 4502
living book 4503
livingstone book 4504
loom book 4505
loon book 4506
luangwa book 4507
lumpur book 4508
luxury book 4509
lydekker book 4510
lyman book 4511
lyndonville book 4512
m.p book 4513
mackay book 4514
mackensen book 4515
macoun book 4516
madness book 4517
madre book 4518
maid book 4519
maj book 4520
malayana book 4521
malice book 4522
mallee book 4523
mammalian book 4524
mammoth book 4525
mandarin book 4526
many book 4527
marauder book 4528
margaret book 4529
marksmanship book 4530
marshall book 4531
martha book 4532
marvel book 4533
mashonaland book 4534
mason book 4535
mat book 4536
mature book 4537
mauritius book 4538
maxim book 4539
maximum book 4540
mcbride book 4541
mcdonald book 4542
meantime book 4543
mechanic book 4544
mechanical book 4545
medal book 4546
mediterranean book 4547
megantic book 4548
megatherium book 4549
meloy book 4550
men book 4551
mercenary book 4552
merkel book 4553
mesa book 4554
message book 4555
metallic book 4556
mex book 4557
mexicanus book 4558
miasmatic book 4559
micropalama book 4560
microscope book 4561
middlesex book 4562
midway book 4563
militate book 4564
milk book 4565
millions book 4566
minimum book 4567
minnie book 4568
minority book 4569
minutilla book 4570
mirso book 4571
misdemeanour book 4572
miserable book 4573
monachus book 4574
monarch book 4575
mongolia book 4576
monkey book 4577
monster book 4578
mont book 4579
monterey book 4580
moor book 4581
mortality book 4582
mosca book 4583
motion book 4584
motley book 4585
mountainous book 4586
multitude book 4587
muscle book 4588
musket book 4589
musquash book 4590
n.h book 4591
namaqualand book 4592
nantucket book 4593
nash book 4594
natal book 4595
necessary book 4596
need book 4597
nepalese book 4598
nestle book 4599
nestling book 4600
netters book 4601
nevadas book 4602
newport book 4603
nicol book 4604
nightfall book 4605
noblesse book 4606
noisy book 4607
nook book 4608
noose book 4609
norboe book 4610
norris book 4611
nothing book 4612
noticeable book 4613
numerical book 4614
numerously book 4615
nweru book 4616
nyiro book 4617
obedience book 4618
obispo book 4619
obliterate book 4620
obvious book 4621
occupation book 4622
ocelot book 4623
odocoileus book 4624
ointment book 4625
onset book 4626
opening book 4627
opponent book 4628
originate book 4629
orinoco book 4630
orlady book 4631
ornithology book 4632
oscar book 4633
ostrich book 4634
out book 4635
outlaw book 4636
outside book 4637
overestimate book 4638
overstock book 4639
overtake book 4640
p.p book 4641
palace book 4642
palm book 4643
panhandle book 4644
panorama book 4645
parade book 4646
paralysis book 4647
parental book 4648
partially book 4649
participate book 4650
passerina book 4651
passerine book 4652
path book 4653
pathfinder book 4654
patriotic book 4655
patroled book 4656
payment book 4657
peaceful book 4658
pear book 4659
pelidna book 4660
pellett book 4661
pen book 4662
penalties book 4663
penn book 4664
pennock book 4665
per book 4666
perceptible book 4667
perch book 4668
percy book 4669
periodical book 4670
periods book 4671
perpendicular book 4672
perry book 4673
pester book 4674
peter book 4675
petty book 4676
phalanx book 4677
phalaropes book 4678
philippines book 4679
photo book 4680
photographer book 4681
physically book 4682
pica book 4683
pickhardt book 4684
pie book 4685
pilgrim book 4686
pinch book 4687
pinnacle book 4688
pitifully book 4689
plantain book 4690
plantation book 4691
plate book 4692
plea book 4693
pledge book 4694
pleistocene book 4695
poach book 4696
poey book 4697
pointedly book 4698
poisonous book 4699
polar book 4700
policeman book 4701
pollute book 4702
pongola book 4703
porto book 4704
potent book 4705
precise book 4706
preparation book 4707
pressure book 4708
presto book 4709
presume book 4710
prevalent book 4711
priceless book 4712
prichard book 4713
prima book 4714
principality book 4715
programme book 4716
prohibitive book 4717
prominence book 4718
prominently book 4719
promise book 4720
promontory book 4721
promulgate book 4722
propensity book 4723
prospective book 4724
protected book 4725
protozoan book 4726
pryor book 4727
pubescens book 4728
puffin book 4729
pulverise book 4730
purchaser book 4731
purely book 4732
purposes book 4733
putnam book 4734
pygmy book 4735
queer book 4736
quetico book 4737
quietly book 4738
quiver book 4739
quo book 4740
racquet book 4741
radically book 4742
rainey book 4743
ralph book 4744
rancho book 4745
rangifer book 4746
rapacity book 4747
rapidity book 4748
raymond book 4749
reality book 4750
rebellion book 4751
reception book 4752
reckon book 4753
recognition book 4754
recovery book 4755
recuperate book 4756
recuperation book 4757
recurvirostra book 4758
redding book 4759
redoubtable book 4760
redshank book 4761
redstart book 4762
redwing book 4763
reedbuck book 4764
reef book 4765
refrain book 4766
reid book 4767
reinet book 4768
relation book 4769
reliance book 4770
relief book 4771
remembrance book 4772
removal book 4773
renshaw book 4774
repay book 4775
repeatedly book 4776
reprehensible book 4777
reprint book 4778
republican book 4779
requirement book 4780
resent book 4781
reservoir book 4782
residuum book 4783
resplendent book 4784
responsibility book 4785
retard book 4786
retention book 4787
retreat book 4788
retrieve book 4789
retrogression book 4790
rev book 4791
revenge book 4792
reverence book 4793
rhodesian book 4794
richmond book 4795
rico book 4796
ridiculous book 4797
ridiculously book 4798
rightfully book 4799
riot book 4800
ripen book 4801
robe book 4802
robert book 4803
robins book 4804
robinson book 4805
roughly book 4806
row book 4807
ruddy book 4808
rude book 4809
rumour book 4810
rural book 4811
russo book 4812
rustenburg book 4813
rut book 4814
s.a book 4815
s.g book 4816
sabi book 4817
sac book 4818
safeguard book 4819
saguenay book 4820
sahib book 4821
sailor book 4822
sakhalina book 4823
salem book 4824
sanderson book 4825
sandy book 4826
sanford book 4827
sasin book 4828
sauter book 4829
scaup book 4830
sconce book 4831
scotch book 4832
scott book 4833
scrape book 4834
screening book 4835
screw book 4836
scribner’s book 4837
seaman book 4838
secrecy book 4839
seethe book 4840
seizure book 4841
selangor book 4842
selection book 4843
semipalmata book 4844
sender book 4845
sensitive book 4846
separately book 4847
seriousness book 4848
serpent book 4849
setter book 4850
sewage book 4851
sewer book 4852
shaft book 4853
shameful book 4854
shawnee book 4855
shea book 4856
sheepless book 4857
shipper book 4858
shout book 4859
showy book 4860
shrike book 4861
shrinkage book 4862
shy book 4863
shylock book 4864
siberian book 4865
sickle book 4866
signal book 4867
sika book 4868
silently book 4869
silk book 4870
similarly book 4871
simultaneously book 4872
sinew book 4873
sing book 4874
singer book 4875
sirenian book 4876
siskin book 4877
sister book 4878
sitka book 4879
skulk book 4880
sleet book 4881
sleeve book 4882
sloanaker book 4883
slouch book 4884
slug book 4885
smart book 4886
smartweed book 4887
smell book 4888
smile book 4889
sneak book 4890
soar book 4891
solemnly book 4892
solitude book 4893
solve book 4894
somaliland book 4895
somnolent book 4896
sonoyta book 4897
sordidly book 4898
soundness book 4899
southeastward book 4900
sparingly book 4901
specialist book 4902
speed book 4903
speedily book 4904
spencer book 4905
sperry book 4906
sprague book 4907
squatarola book 4908
stagger book 4909
staley book 4910
stall book 4911
stamen book 4912
standpoint book 4913
stately book 4914
stationary book 4915
steel book 4916
steer book 4917
stephan book 4918
stern book 4919
sternly book 4920
steytlerville book 4921
stir book 4922
stockman book 4923
stoppage book 4924
stormy book 4925
strangle book 4926
stratton book 4927
stray book 4928
strenuous book 4929
strigosus book 4930
structure book 4931
strychnine book 4932
stubble book 4933
subruficollis book 4934
subscription book 4935
subtle book 4936
succession book 4937
suffice book 4938
sumatra book 4939
summon book 4940
sunset book 4941
supineness book 4942
supplement book 4943
surgeon book 4944
surpass book 4945
suspicion book 4946
sway book 4947
swivel book 4948
t.j book 4949
talbott book 4950
tan book 4951
target book 4952
tejon book 4953
temporise book 4954
ten book 4955
tentacle book 4956
tenure book 4957
testify book 4958
tex book 4959
texans book 4960
thereon book 4961
thicket book 4962
third book 4963
thirst book 4964
thirty book 4965
thought book 4966
thousand book 4967
tilcomb book 4968
tinkham book 4969
tiny book 4970
tiresome book 4971
tit book 4972
titcomb book 4973
titmice book 4974
toco book 4975
toil book 4976
tom book 4977
tomalin book 4978
tomorrow book 4979
topic book 4980
toro book 4981
toronto book 4982
tortoise book 4983
toumey book 4984
towne book 4985
track book 4986
tradition book 4987
trammel book 4988
transaction book 4989
transcendant book 4990
translation book 4991
transmit book 4992
treeless book 4993
tremble book 4994
tribe book 4995
tribune book 4996
tricolour book 4997
trinity book 4998
tropicalis book 4999
troublesome book 5000
trustee book 5001
tryngites book 5002
tucson book 5003
tumble book 5004
tupaias book 5005
turner book 5006
tyrranus book 5007
ugly book 5008
ultimately book 5009
uncertainty book 5010
unchanged book 5011
uncommon book 5012
understudy book 5013
undesirable book 5014
undestroyed book 5015
unflagging book 5016
ungentlemanly book 5017
unhappily book 5018
unhurt book 5019
uniform book 5020
unjustifiable book 5021
unlike book 5022
unload book 5023
unnumbered book 5024
unobtainable book 5025
unopened book 5026
unprecedented book 5027
unquestionably book 5028
unsalaried book 5029
unscrupulous book 5030
unselfish book 5031
unsurpassed book 5032
untenanted book 5033
unthinking book 5034
untimely book 5035
untold book 5036
unwilling book 5037
upward book 5038
upwards book 5039
urgent book 5040
urgently book 5041
ursus book 5042
usefulness book 5043
utica book 5044
uttermost book 5045
va book 5046
vacant book 5047
vandalism book 5048
variously book 5049
vastly book 5050
venetian book 5051
ventura book 5052
verde book 5053
verdi book 5054
vermillion book 5055
vicissitude book 5056
vigilance book 5057
viii book 5058
villosus book 5059
violently book 5060
vouch book 5061
vulpes book 5062
w.d book 5063
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welch book 5076
wenz book 5077
wet book 5078
wharf book 5079
what book 5080
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which book 5083
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whitney book 5085
whiz book 5086
whom book 5087
why book 5088
widgeon book 5089
wildebeest book 5090
wildly book 5091
willingly book 5092
wilmington book 5093
winnipeg book 5094
wm book 5095
woe book 5096
wolfish book 5097
women’s book 5098
wooden book 5099
woodrow book 5100
woof book 5101
wooley book 5102
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workman book 5104
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would book 5106
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a.r book 5141
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abdicate book 5143
aberdeen book 5144
abhorrence book 5145
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aboard book 5147
abound book 5148
abruptly book 5149
abyssinia book 5150
abyssinian book 5151
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accipiter book 5153
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acclimatisation book 5155
accommodation book 5156
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accumulation book 5159
accurate book 5160
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acme book 5162
acres book 5163
actitis book 5164
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adam book 5167
addison book 5168
adhere book 5169
admiralty book 5170
admirer book 5171
adventurer book 5172
adversely book 5173
advertisement book 5174
advisable book 5175
aedes book 5176
aestiva book 5177
aestrelata book 5178
affidavit book 5179
afognak book 5180
aforesaid book 5181
afternoon book 5182
against book 5183
aggravate book 5184
agility book 5185
agitation book 5186
agoin book 5187
agony book 5188
agra book 5189
agreeable book 5190
ah book 5191
ailment book 5192
airily book 5193
aix book 5194
ajar book 5195
alberta’s book 5196
alcohol book 5197
alertness book 5198
allegation book 5199
alleghanies book 5200
alleghany book 5201
allegheny book 5202
allotment book 5203
allows book 5204
alluvial book 5205
almost book 5206
alpha book 5207
alphabetical book 5208
alphabetically book 5209
alt book 5210
alternately book 5211
altitude book 5212
amazement book 5213
amazona book 5214
ambitious book 5215
ambush book 5216
amenable book 5217
amherst book 5218
amid book 5219
amidst book 5220
amiss book 5221
ample book 5222
amuck book 5223
amuse book 5224
amusement book 5225
anaemia book 5226
analyse book 5227
anarchist book 5228
anatomy book 5229
anderson book 5230
andros book 5231
anew book 5232
angustirostris book 5233
animals book 5234
animas book 5235
anne book 5236
annex book 5237
ano book 5238
anodorhynchus book 5239
anti book 5240
antilles book 5241
antlered book 5242
anxiously book 5243
anymore book 5244
anything book 5245
apache book 5246
aphelocoma book 5247
apoda book 5248
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apostle book 5252
append book 5253
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applicant book 5255
appointment book 5256
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approve book 5259
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apt book 5261
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arboreal book 5263
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ardour book 5265
arduous book 5266
arenaria book 5267
arigeles book 5268
aristocratic book 5269
ariz book 5270
ark book 5271
armour book 5272
armpit book 5273
arquatella book 5274
arraignment book 5275
arrogance book 5276
arsenical book 5277
artesian book 5278
artificial book 5279
aru book 5280
ash book 5281
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ashore book 5283
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asinine book 5285
asio book 5286
askance book 5287
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asperity book 5289
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assateague book 5292
assemble book 5293
assertion book 5294
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astonishment book 5300
astoundingly book 5301
astray book 5302
atlas book 5303
atom book 5304
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atonement book 5306
atricapillus book 5307
attachment book 5308
attainment book 5309
attendant book 5310
attest book 5311
attraction book 5312
au book 5313
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auction book 5315
auger book 5316
aughey book 5317
auratus book 5318
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australia book 5320
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autum book 5323
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axis book 5337
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b.c book 5339
b.e.a book 5340
backbone book 5341
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bake book 5347
ball book 5348
bandicoots book 5349
bangetty book 5350
bangor book 5351
banquet book 5352
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baron book 5358
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basin book 5363
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before book 5387
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betty book 5414
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bi book 5418
biennial book 5419
billbug book 5420
binoculars book 5421
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bird’s book 5423
birdshooter book 5424
birth book 5425
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blackhead book 5431
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blanca book 5433
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bloodshed book 5439
bloodsucking book 5440
blowpipe book 5441
bludgeon book 5442
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but book 5519
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buyer book 5521
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c book 5523
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callous book 5542
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captive book 5558
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catskill book 5581
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ceaseless book 5585
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cecil book 5587
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celerity book 5590
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challenge book 5597
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chemist book 5613
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concoct book 5720
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conditional book 5722
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cone book 5724
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confident book 5726
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conjecture book 5728
connexion book 5729
connivance book 5730
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conscienceless book 5732
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conservator book 5736
consign book 5737
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consistent book 5739
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construct book 5742
construction book 5743
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contact book 5745
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contentedly book 5750
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cookin book 5761
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cord book 5768
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core book 5770
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corpus book 5773
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correlate book 5775
corroborate book 5776
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corrupt book 5778
cosmopolitan book 5779
costly book 5780
cottontail book 5781
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counsel book 5783
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counting book 5786
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courthouse book 5789
covenant book 5790
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crook book 5811
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crude book 5814
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cruz book 5818
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cup book 5827
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curl book 5831
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cutter book 5838
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cycle book 5842
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dam book 5848
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damocletian book 5850
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daughter book 5856
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daybreak book 5859
daylight book 5860
days book 5861
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dealings book 5863
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decimation book 5870
deck book 5871
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definition book 5882
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delve book 5887
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dendroica book 5891
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density book 5893
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departmento book 5896
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dependency book 5898
depletion book 5899
deplore book 5900
deploy book 5901
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derby book 5904
descendant book 5905
desideratum book 5906
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destination book 5909
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detection book 5911
detective book 5912
deteriorate book 5913
determinedly book 5914
devastator book 5915
deviltry book 5916
devoid book 5917
dexterity book 5918
diabrotica book 5919
diagnose book 5920
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diagram book 5922
diamond book 5923
diarrhoea book 5924
diaz book 5925
dick book 5926
differ book 5927
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digest book 5930
diminution book 5931
diner book 5932
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diptera book 5934
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disastrously book 5940
disc book 5941
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discrimination book 5947
discussion book 5948
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dishonesty book 5951
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displeased book 5957
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dissent book 5961
dist book 5962
disturbance book 5963
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ditch book 5965
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diver book 5967
diverse book 5968
diversity book 5969
dixon book 5970
dock book 5971
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documentary book 5973
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dogs book 5975
dollars book 5976
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dooab book 5980
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dose book 5982
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douglas book 5986
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doves book 5989
dowitchers book 5990
downward book 5991
dragon book 5992
dragoon book 5993
drainage book 5994
drakenberg book 5995
drastically book 5996
drawer book 5997
drawing book 5998
dreadful book 5999
dreary book 6000
drool book 6001
dropper book 6002
dropsy book 6003
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dry book 6006
drygoods book 6007
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dyke book 6014
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e.c book 6016
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ectopistes book 6020
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effectiveness book 6025
efficiency book 6026
eiche book 6027
either book 6028
eject book 6029
eke book 6030
el book 6031
elaphurus book 6032
electricity book 6033
elephants book 6034
elevation book 6035
eleven book 6036
elicit book 6037
elimination book 6038
ellesmere book 6039
elliptical book 6040
eloquent book 6041
elucidate book 6042
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emblem book 6045
emerald book 6046
emigdio book 6047
emigrant book 6048
emotion book 6049
emperor book 6050
emphasise book 6051
empidonax book 6052
employer book 6053
empower book 6054
enchantment book 6055
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endless book 6058
endurance book 6059
energetic book 6060
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enjoyed book 6062
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enno book 6064
enormously book 6065
enough book 6066
enrage book 6067
enrich book 6068
ensue book 6069
entail book 6070
entertain book 6071
entertainment book 6072
entice book 6073
entirety book 6074
entomologist book 6075
entrench book 6076
entry book 6077
entwine book 6078
envy book 6079
eocene book 6080
ephemeral book 6081
ephraim book 6082
equine book 6083
equivalent book 6084
ereunetes book 6085
ermine book 6086
err book 6087
erroneous book 6088
erstwhile book 6089
erythrocephalus book 6090
erythrogastra book 6091
escarpment book 6092
essence book 6093
essex book 6094
esteem book 6095
estoppel book 6096
estopping book 6097
etah book 6098
ethical book 6099
ethically book 6100
euphagus book 6101
europe book 6102
evade book 6103
evasion book 6104
even book 6105
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everest book 6107
everglade book 6108
everglades book 6109
evergreen book 6110
evince book 6111
exactness book 6112
exaggerate book 6113
exalt book 6114
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excavator book 6117
excessively book 6118
excite book 6119
exclaim book 6120
exclude book 6121
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execute book 6123
executioner book 6124
executor book 6125
exertion book 6126
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exhort book 6128
exit book 6129
expectant book 6130
expeditious book 6131
expel book 6132
expire book 6133
explanation book 6134
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explode book 6136
exponent book 6137
exporter book 6138
exposition book 6139
expulsion book 6140
exquisitely book 6141
extant book 6142
extension book 6143
exterminators book 6144
extirpate book 6145
extirpation book 6146
extortionate book 6147
extraordinary book 6148
extravagantly book 6149
extremity book 6150
eyelid book 6151
eyes book 6152
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f.m.m book 6154
f.z.s book 6155
facilitate book 6156
facto book 6157
fad book 6158
faintly book 6159
fairbanks book 6160
fairneld book 6161
fallacious book 6162
falsehood book 6163
falsely book 6164
familiaris book 6165
familiarly book 6166
famine book 6167
famish book 6168
fanatic book 6169
fang book 6170
fantail book 6171
farailon book 6172
farallon book 6173
farfetched book 6174
farms book 6175
fascinate book 6176
fasten book 6177
fastidious book 6178
fatalistic book 6179
fatality book 6180
fatherland book 6181
fatty book 6182
fatuous book 6183
fawns book 6184
fearful book 6185
fearlessly book 6186
fearsome book 6187
fecundity book 6188
fedoa book 6189
feet book 6190
fell book 6191
felony book 6192
fern book 6193
ferocity book 6194
ferrari book 6195
fervent book 6196
fester book 6197
fetch book 6198
fetish book 6199
feverish book 6200
fiend book 6201
fiercely book 6202
fiery book 6203
fifth book 6204
fifty book 6205
fiji book 6206
fillet book 6207
finance book 6208
finisher book 6209
fir book 6210
fireside book 6211
firkins book 6212
fishless book 6213
fitch book 6214
fitness book 6215
flagrant book 6216
flammea book 6217
flatten book 6218
flatter book 6219
flattery book 6220
flavipes book 6221
flavour book 6222
flaw book 6223
fledge book 6224
fleeting book 6225
flinch book 6226
fling book 6227
flint book 6228
flipper book 6229
floater book 6230
flounder book 6231
focus book 6232
fold book 6233
follower book 6234
fomento book 6235
foolishness book 6236
forbear book 6237
forbearance book 6238
fore book 6239
forefather book 6240
forehanded book 6241
foreman book 6242
forenoon book 6243
foresee book 6244
forestall book 6245
forests book 6246
foreword book 6247
forfeit book 6248
forge book 6249
forlorn book 6250
formality book 6251
formation book 6252
forrester book 6253
forst book 6254
forster book 6255
forthwith book 6256
forty book 6257
foul book 6258
four book 6259
fourche book 6260
fragment book 6261
franc book 6262
francis book 6263
frankfort book 6264
frankly book 6265
fraserburg book 6266
freak book 6267
freighter book 6268
frequency book 6269
freshly book 6270
fresno book 6271
fright book 6272
frightful book 6273
frigid book 6274
fringe book 6275
frontage book 6276
frontispiece book 6277
fruitless book 6278
frustrate book 6279
fuel book 6280
fulness book 6281
funds book 6282
fundy book 6283
funeral book 6284
funnel book 6285
furless book 6286
furnace book 6287
furniture book 6288
furore book 6289
furrow book 6290
fusillade book 6291
futile book 6292
g.b book 6293
g.p book 6294
g.w book 6295
gainsay book 6296
galapagos book 6297
gall book 6298
gallinae book 6299
gallop book 6300
gambeli book 6301
gamekeeper book 6302
ganesa book 6303
ganglion book 6304
gap book 6305
garage book 6306
garbage book 6307
garment book 6308
garnet book 6309
garnish book 6310
garwhalese book 6311
garza book 6312
gastronomic book 6313
gateway book 6314
gatineau book 6315
gatling book 6316
gaudy book 6317
gauge book 6318
gauze book 6319
gay book 6320
gayal book 6321
gaze book 6322
generality book 6323
generosity book 6324
genesis book 6325
genoa book 6326
gentlewoman book 6327
gentry book 6328
genuinely book 6329
geographical book 6330
gerenuk book 6331
germany book 6332
geronimo book 6333
gettysburg book 6334
ghastly book 6335
gibbon book 6336
gigantea book 6337
gilva book 6338
gishu book 6339
gist book 6340
git book 6341
giver book 6342
glass book 6343
glean book 6344
glenville book 6345
glib book 6346
glide book 6347
glint book 6348
glisten book 6349
gloriously book 6350
glow book 6351
gmel book 6352
gnat book 6353
gnu book 6354
goatsucker book 6355
goin book 6356
goldcrest book 6357
gondokoro book 6358
gong book 6359
goodfellow book 6360
goodness book 6361
goral book 6362
gordon book 6363
gorge book 6364
gosse’s book 6365
gossei book 6366
got book 6367
gotham book 6368
gov book 6369
gown book 6370
grackles book 6371
gramme book 6372
gran book 6373
grandeur book 6374
grandfather book 6375
granite book 6376
grapevine book 6377
grapple book 6378
grasp book 6379
gratefully book 6380
grease book 6381
greyhound book 6382
grievance book 6383
grieve book 6384
grievously book 6385
griffon book 6386
griscus book 6387
grives book 6388
groan book 6389
groove book 6390
grotesque book 6391
groton book 6392
grouseless book 6393
grovel book 6394
groyne book 6395
grudge book 6396
grus book 6397
guadeloupensis book 6398
guan book 6399
guaso book 6400
guemal book 6401
guenther book 6402
guillemot book 6403
guilt book 6404
gunman book 6405
gunners book 6406
guns book 6407
gust book 6408
gutter book 6409
gymnogyps book 6410
h.j book 6411
h.r book 6412
h.r.h book 6413
h.t book 6414
habitual book 6415
hades book 6416
haemorrhage book 6417
haggard book 6418
haha book 6419
hail book 6420
halfbreed book 6421
hammer book 6422
hamper book 6423
handbook book 6424
handful book 6425
handicap book 6426
handwriting book 6427
hangkow book 6428
happily book 6429
harbour book 6430
harden book 6431
hardihood book 6432
hark book 6433
harmful book 6434
harmfully book 6435
harmonise book 6436
harrisburg book 6437
harvev book 6438
has book 6439
hasitata book 6440
haste book 6441
hasten book 6442
hath book 6443
haunts book 6444
havana book 6445
hawaii book 6446
hawfinch book 6447
hayward book 6448
haywood book 6449
hazel book 6450
hazy book 6451
headway book 6452
hearings book 6453
heartbreaking book 6454
heartedness book 6455
hedgerow book 6456
heedless book 6457
heinemann book 6458
helena book 6459
helodromas book 6460
help book 6461
helper book 6462
helpful book 6463
helplessly book 6464
hemiptera book 6465
hemisphere book 6466
hemlock book 6467
hendersonville book 6468
heraldic book 6469
herbert book 6470
hermann book 6471
herodias book 6472
herring book 6473
hesitation book 6474
hesketh book 6475
hiaticula book 6476
hibbing book 6477
hibernate book 6478
hideous book 6479
highway book 6480
hilarity book 6481
hillside book 6482
hinch book 6483
hinde book 6484
hinder book 6485
hindoo book 6486
hindrance book 6487
hindu book 6488
hine book 6489
hinge book 6490
hippo book 6491
hippopotamii book 6492
hippotragus book 6493
hirundo book 6494
hobart book 6495
hoe book 6496
holder book 6497
holding book 6498
holiness book 6499
hollow book 6500
holly book 6501
holy book 6502
hominy book 6503
homoptera book 6504
honestly book 6505
honey book 6506
hooded book 6507
hoot book 6508
hopeful book 6509
hopelessly book 6510
horizontal book 6511
horizontally book 6512
hornless book 6513
horphang book 6514
horribilis book 6515
horribly book 6516
horseback book 6517
horsefly book 6518
horseless book 6519
horses book 6520
horticulturist book 6521
hospitably book 6522
hospitality book 6523
hotels book 6524
hough’s book 6525
householder book 6526
housemaid book 6527
how book 6528
howe book 6529
huddle book 6530
hudsonia book 6531
hughes book 6532
hulking book 6533
humanely book 6534
humanitarian book 6535
hummock book 6536
hungary book 6537
hungrily book 6538
hurry book 6539
husbandman book 6540
hut book 6541
hyacinth book 6542
hyaena book 6543
hymenoptera book 6544
iceland book 6545
ichneumon book 6546
icterus book 6547
idealism book 6548
identical book 6549
idiocy book 6550
ignoble book 6551
illawarra book 6552
illicit book 6553
illumination book 6554
illustrator book 6555
illustrious book 6556
illy book 6557
image book 6558
imaginable book 6559
imaginary book 6560
imbricated book 6561
imitate book 6562
immaculate book 6563
immaculately book 6564
immensely book 6565
immensity book 6566
impale book 6567
impatient book 6568
impel book 6569
impennis book 6570
imperfect book 6571
imperial book 6572
imperishable book 6573
imperishably book 6574
impervious book 6575
implacable book 6576
imported book 6577
importunity book 6578
impracticable book 6579
impregnable book 6580
impressive book 6581
improbable book 6582
improvident book 6583
impugn book 6584
impunity book 6585
inactive book 6586
inactivity book 6587
inadequacy book 6588
incalculable book 6589
incense book 6590
inception book 6591
incessantly book 6592
incisiveness book 6593
inclose book 6594
inconspicuous book 6595
incontestably book 6596
increasingly book 6597
indebted book 6598
indecency book 6599
indelible book 6600
indication book 6601
indictment book 6602
indifferently book 6603
indigenous book 6604
indignantly book 6605
indignity book 6606
indiscriminate book 6607
individually book 6608
indoor book 6609
indorsed book 6610
indulgent book 6611
indus book 6612
industrial book 6613
industriously book 6614
inexpensive book 6615
infallibility book 6616
infallible book 6617
infallibly book 6618
infamous book 6619
infective book 6620
inferior book 6621
infernal book 6622
inferno book 6623
infestation book 6624
infliction book 6625
influential book 6626
informant book 6627
infrequent book 6628
infringement book 6629
ingenious book 6630
ingenuity book 6631
ingredient book 6632
inhibition book 6633
initial book 6634
initiatory book 6635
injury book 6636
injustice book 6637
innocently book 6638
inoculate book 6639
inoffensive book 6640
inoperative book 6641
inornatus book 6642
inrush book 6643
insane book 6644
insects book 6645
insidious book 6646
insistence book 6647
insistently book 6648
inspect book 6649
inspector book 6650
inspiration book 6651
instalment book 6652
instigate book 6653
instigation book 6654
instructive book 6655
insular book 6656
insurance book 6657
intangible book 6658
intelligently book 6659
intentness book 6660
inter book 6661
interdiction book 6662
interlace book 6663
internally book 6664
interpres book 6665
interstate book 6666
into book 6667
intolerably book 6668
introspection book 6669
inure book 6670
invalid book 6671
invariably book 6672
invasion book 6673
invest book 6674
investigator book 6675
investment book 6676
inviolate book 6677
invitation book 6678
involved book 6679
invulnerable book 6680
iridescence book 6681
irony book 6682
irrefutable book 6683
irrepressible book 6684
irrigate book 6685
irrigation book 6686
irritate book 6687
isaac book 6688
islander book 6689
isle book 6690
isolation book 6691
issuance book 6692
jacket book 6693
jaded book 6694
jaegers book 6695
jansenville book 6696
jaybirds book 6697
jealous book 6698
jeer book 6699
jervis book 6700
jewel book 6701
jewfish book 6702
jocko book 6703
johnson book 6704
jonesian book 6705
jostle book 6706
joyfully book 6707
judicially book 6708
judiciary book 6709
juicy book 6710
jumble book 6711
junglecocks book 6712
jurisprudence book 6713
juror book 6714
justifiable book 6715
kachess book 6716
kachins book 6717
kangaloon book 6718
karquines book 6719
katabolism book 6720
katrine book 6721
kaweah book 6722
kawkawlin book 6723
kecchelus book 6724
keep book 6725
kenia book 6726
kennan book 6727
kennen book 6728
kenya book 6729
kerguelen book 6730
khartoum book 6731
kid book 6732
killing book 6733
kimberley book 6734
kingbird book 6735
kingfishers book 6736
kinsale book 6737
kirk book 6738
kissimee book 6739
kiu book 6740
kleinchmidt book 6741
klipspringer book 6742
klipspringers book 6743
knife book 6744
knysna book 6745
kob book 6746
kolinsky book 6747
komgha book 6748
kongoni book 6749
koodoo book 6750
kootenai book 6751
kubu book 6752
kundah book 6753
l.c book 6754
l.l book 6755
l.l.d book 6756
l.v book 6757
label book 6758
labor book 6759
laboratory book 6760
labradoricus book 6761
lad book 6762
lado book 6763
laikipia book 6764
lalang book 6765
lama book 6766
lamentable book 6767
lamont book 6768
landscape book 6769
lang book 6770
langley book 6771
languid book 6772
languidly book 6773
lantz book 6774
lap book 6775
larch book 6776
lariat book 6777
larks book 6778
las book 6779
lassen book 6780
lasso book 6781
lastly book 6782
latest book 6783
laurentian book 6784
lava book 6785
lavish book 6786
lawbreaking book 6787
lawlessly book 6788
lawton book 6789
lax book 6790
lazaria book 6791
lazuli book 6792
leach book 6793
leading book 6794
leafy book 6795
leather book 6796
lebombo book 6797
ledge book 6798
legalized book 6799
legion book 6800
lenient book 6801
leonard book 6802
lepidoptera book 6803
lertonia book 6804
lesion book 6805
lessee book 6806
lest book 6807
lettuce book 6808
leucophaeus book 6809
leucoryx book 6810
levee book 6811
levy book 6812
liberally book 6813
liberate book 6814
lice book 6815
lick book 6816
lifetime book 6817
lift book 6818
lightly book 6819
lilloet book 6820
lime book 6821
limitless book 6822
limits book 6823
limosa book 6824
limpkin book 6825
limpopo book 6826
lineatus book 6827
linger book 6828
lintel book 6829
lipoa book 6830
little book 6831
littoral book 6832
livelihood book 6833
livery book 6834
livistonias book 6835
lizard book 6836
loads book 6837
loafer book 6838
loan book 6839
lobbyist book 6840
loch book 6841
lomita book 6842
london book 6843
lone book 6844
longicornis book 6845
longspur book 6846
lord’s book 6847
lordly book 6848
louisville book 6849
lowbrowed book 6850
lower book 6851
loyal book 6852
loyally book 6853
lucia book 6854
lucky book 6855
lull book 6856
lullaby book 6857
lumberless book 6858
lumberman book 6859
lust book 6860
lutescens book 6861
lutescent book 6862
lux book 6863
luxe book 6864
luxuriously book 6865
m.d book 6866
m.j book 6867
macadamizing book 6868
macchewin book 6869
mack book 6870
macularia book 6871
madero book 6872
madly book 6873
maggot book 6874
magnitude book 6875
magnolia book 6876
maharajah book 6877
maiden book 6878
mainstay book 6879
majesty book 6880
malacca book 6881
malady book 6882
males book 6883
malheur book 6884
maltese book 6885
mammalogists book 6886
manager book 6887
manchuria book 6888
mandible book 6889
manhattan book 6890
manifestation book 6891
manitoba’s book 6892
manly book 6893
mannered book 6894
mannikin book 6895
mantle book 6896
manuscript book 6897
maple book 6898
marabou book 6899
mare book 6900
marine book 6901
marital book 6902
maritima book 6903
markhor book 6904
markhors book 6905
marking book 6906
marriage book 6907
marsabit book 6908
marshy book 6909
marsupial book 6910
martinez book 6911
massachuestts book 6912
massacre book 6913
mast book 6914
masterful book 6915
mastodon book 6916
matane book 6917
matchless book 6918
materialise book 6919
mathematical book 6920
matlacha book 6921
maturity book 6922
maurice book 6923
maze book 6924
mcclure book 6925
mcmurray book 6926
meagre book 6927
meander book 6928
meanly book 6929
meanness book 6930
measurably book 6931
meaty book 6932
mecca book 6933
mechanism book 6934
meddle book 6935
meddlesome book 6936
medford book 6937
mediaeval book 6938
mehal book 6939
melancholy book 6940
melanerpes book 6941
melanocephala book 6942
melt book 6943
melville book 6944
menagerie book 6945
mend book 6946
merciful book 6947
mercifully book 6948
mercilessly book 6949
merganser book 6950
merge book 6951
meritorious book 6952
merle book 6953
mess book 6954
meteor book 6955
meyers book 6956
midair book 6957
middendorffi book 6958
midst book 6959
midsummer book 6960
mightily book 6961
migrant book 6962
migratoria book 6963
migratorius book 6964
milan book 6965
mild book 6966
militant book 6967
militantly book 6968
milkman book 6969
milkweed book 6970
millennium book 6971
million book 6972
millionaire book 6973
mindedness book 6974
minidoka book 6975
minimus book 6976
minister book 6977
minn book 6978
minus book 6979
mirimachi book 6980
mirounga book 6981
mirth book 6982
mischief book 6983
miscreant book 6984
misfortune book 6985
misguide book 6986
misnomer book 6987
missel book 6988
missionary book 6989
missoula book 6990
mist book 6991
mistress book 6992
misuse book 6993
mitigate book 6994
mo book 6995
moan book 6996
mob book 6997
mode book 6998
moderate book 6999
modest book 7000
modestly book 7001
modicum book 7002
modus book 7003
molina book 7004
momentum book 7005
monal book 7006
mongolian book 7007
monograph book 7008
monongahela book 7009
monopole book 7010
monotonous book 7011
monstrous book 7012
montagu book 7013
montanus book 7014
monte book 7015
montezuma book 7016
monumental book 7017
mood book 7018
moon book 7019
morass book 7020
more book 7021
morgenroth book 7022
morning’s book 7023
morris book 7024
morro book 7025
morse book 7026
mortar book 7027
morton book 7028
mossel book 7029
mother book 7030
motif book 7031
motive book 7032
motor book 7033
mottle book 7034
motto book 7035
mould book 7036
mountains book 7037
mourning book 7038
movable book 7039
mow book 7040
mudumallay book 7041
muir book 7042
mukuntuweap book 7043
mulvaney book 7044
muntjac book 7045
murdering book 7046
murphy book 7047
murres book 7048
muscadine book 7049
muscular book 7050
muskoka book 7051
muskrat book 7052
muskrats book 7053
musquetry book 7054
mustard book 7055
mute book 7056
mutely book 7057
mutterings book 7058
muzzle book 7059
mysore book 7060
mysterious book 7061
myth book 7062
n’dles book 7063
n.j book 7064
n.s.w book 7065
naboth book 7066
nairobi book 7067
naively book 7068
nameless book 7069
nannodes book 7070
narrative book 7071
nat book 7072
natives book 7073
nativity book 7074
nauseate book 7075
navajo book 7076
naval book 7077
navigable book 7078
navigation book 7079
navy book 7080
ne’er book 7081
nearly book 7082
neatly book 7083
neatness book 7084
neb book 7085
nebr book 7086
necktie book 7087
needed book 7088
needlessly book 7089
nefarious book 7090
negaunee book 7091
neglected book 7092
nereis book 7093
neros book 7094
nervous book 7095
nestful book 7096
nests book 7097
nets book 7098
neumann book 7099
never book 7100
nevis book 7101
nicely book 7102
niger book 7103
nigeria book 7104
nighthawks book 7105
nightmare book 7106
nil book 7107
nilgai book 7108
nimrods book 7109
nobility book 7110
noble book 7111
nocturnal book 7112
nod book 7113
noddy book 7114
nom book 7115
nome book 7116
non book 7117
nonsense book 7118
noonday book 7119
northeast book 7120
northerly book 7121
northerner book 7122
northumberland book 7123
northwestward book 7124
norwalk book 7125
notch book 7126
notify book 7127
nuevo book 7128
nullify book 7129
numberless book 7130
nut book 7131
nyala book 7132
nyasa book 7133
nyasaland book 7134
nyassaland book 7135
o.c book 7136
o.l book 7137
o.w book 7138
oath book 7139
obey book 7140
obituary book 7141
objector book 7142
obliquity book 7143
obnoxious book 7144
obstruction book 7145
occelata book 7146
occidentalis book 7147
occupancy book 7148
ocellated book 7149
ocular book 7150
odium book 7151
offensive book 7152
offered book 7153
offering book 7154
offset book 7155
offspring book 7156
okechobee book 7157
old book 7158
oldtime book 7159
olivacea book 7160
olive book 7161
olor book 7162
olympic book 7163
omaha book 7164
omega book 7165
omen book 7166
omnipresent book 7167
onlooker book 7168
onward book 7169
openly book 7170
openness book 7171
opposite book 7172
oppressive book 7173
optimistic book 7174
orang book 7175
ordinarily book 7176
ore book 7177
orficer book 7178
organism book 7179
oriels book 7180
orient book 7181
oriental book 7182
origin book 7183
ornamental book 7184
orneryness book 7185
ornithological book 7186
ornithologists book 7187
orthoptera book 7188
oryx book 7189
osborne book 7190
osborni book 7191
osceola book 7192
osgood book 7193
ostensibly book 7194
ostentatiously book 7195
osteologist book 7196
osteologists book 7197
othello book 7198
oud book 7199
outbreak book 7200
outcome book 7201
outcry book 7202
outdoorsmen book 7203
outer book 7204
outfitter book 7205
outgoing book 7206
outgrow book 7207
outlook book 7208
outnumber book 7209
outpost book 7210
outshine book 7211
outsider book 7212
outwardly book 7213
outwit book 7214
ouzel book 7215
overbearingly book 7216
overcome book 7217
overcrowd book 7218
overdue book 7219
overgrow book 7220
overhead book 7221
overland book 7222
overload book 7223
oversea book 7224
overseas book 7225
oversight book 7226
overstate book 7227
overthrow book 7228
overthrowers book 7229
overture book 7230
overwhelming book 7231
overwhelmingly book 7232
overwork book 7233
ovis book 7234
owens book 7235
owns book 7236
oye book 7237
oyster book 7238
p.m book 7239
p.q book 7240
pablo book 7241
paddle book 7242
paddock book 7243
pahang book 7244
paid book 7245
pail book 7246
paint book 7247
painting book 7248
palaeontologist book 7249
pall book 7250
pallah book 7251
palma book 7252
pampa book 7253
pamper book 7254
panacea book 7255
pang book 7256
panic book 7257
par book 7258
para book 7259
paradisea book 7260
paradox book 7261
parallel book 7262
paralyse book 7263
parcher book 7264
pare book 7265
parents book 7266
parker book 7267
parks book 7268
parkway book 7269
parrakeets book 7270
parry book 7271
particle book 7272
partisan book 7273
partner book 7274
passed book 7275
passer book 7276
passeth book 7277
passively book 7278
pasturage book 7279
patch book 7280
pathetic book 7281
pathologist book 7282
patience book 7283
patiently book 7284
patos book 7285
patrick book 7286
patroling book 7287
pattern book 7288
pattridge book 7289
pave book 7290
payable book 7291
payer book 7292
payette book 7293
paymaster book 7294
pays book 7295
peccaries book 7296
peccary book 7297
pecimens book 7298
pectinatus book 7299
peculiarity book 7300
pecuniary book 7301
peekamose book 7302
peer book 7303
peet book 7304
pekin book 7305
pelham book 7306
pellet book 7307
penal book 7308
penalise book 7309
penang book 7310
penetrable book 7311
penetration book 7312
penguin book 7313
penitentiary book 7314
peon book 7315
peppergrass book 7316
perceive book 7317
percent book 7318
perceptibly book 7319
peregrine book 7320
peremptorily book 7321
perfoliatus book 7322
perforate book 7323
performance book 7324
peridroma book 7325
perigrine book 7326
periodically book 7327
perjurers book 7328
perjury book 7329
permeate book 7330
permissible book 7331
permissive book 7332
permits book 7333
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perpetrate book 7335
perplex book 7336
perplexity book 7337
persimmon book 7338
personality book 7339
perspective book 7340
perspicillatus book 7341
persuade book 7342
persuasion book 7343
peru book 7344
perusal book 7345
pessimistic book 7346
pestiferous book 7347
pestilence book 7348
petal book 7349
petaluma book 7350
petrify book 7351
pharisaical book 7352
phasianidae book 7353
phenomenon book 7354
philanthropic book 7355
phlegethontius book 7356
phlegmatic book 7357
phloeotomus book 7358
photographically book 7359
phrase book 7360
piccaninnies book 7361
pickett book 7362
pied book 7363
pigweed book 7364
pileatus book 7365
pillage book 7366
pillar book 7367
pilled book 7368
pinacate book 7369
pink book 7370
pipilo book 7371
pirate book 7372
pitcher book 7373
piteous book 7374
pitiless book 7375
pitta book 7376
pittance book 7377
pittsburg book 7378
plainfield book 7379
planesticus book 7380
plausible book 7381
plautus book 7382
please book 7383
plenteous book 7384
plumages book 7385
plunderer book 7386
plush book 7387
pneumonia book 7388
poaching book 7389
pocahontas book 7390
podasocys book 7391
poetry book 7392
pointer book 7393
poli book 7394
politic book 7395
politically book 7396
pollution book 7397
pony book 7398
poorhouse book 7399
pop book 7400
pope book 7401
populace book 7402
popularity book 7403
populous book 7404
porch book 7405
pore book 7406
porestville book 7407
portage book 7408
portheria book 7409
possible book 7410
possum book 7411
postpile book 7412
postpone book 7413
potamogeton book 7414
potatoes book 7415
potential book 7416
pothunters book 7417
potomac book 7418
pottage book 7419
potter book 7420
pounce book 7421
pounds book 7422
poverty book 7423
powder book 7424
practicable book 7425
practice book 7426
praiseworthy book 7427
precedent book 7428
precept book 7429
precision book 7430
predaceous book 7431
preface book 7432
preferable book 7433
pregnant book 7434
premises book 7435
presentation book 7436
presidential book 7437
pretence book 7438
pretext book 7439
prevalence book 7440
prevented book 7441
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pribilof book 7443
primarily book 7444
primated book 7445
primrose book 7446
principally book 7447
prison book 7448
prisoner book 7449
probability book 7450
probe book 7451
proc book 7452
proceeding book 7453
proclaim book 7454
productive book 7455
profitable book 7456
profusion book 7457
progression book 7458
progressively book 7459
prohibiting book 7460
prohibitory book 7461
proletariat book 7462
promoting book 7463
promptness book 7464
prone book 7465
pronounce book 7466
prop book 7467
proposed book 7468
prosecution book 7469
prosperity book 7470
prosperous book 7471
proudly book 7472
provident book 7473
provoke book 7474
prowess book 7475
proximity book 7476
psaltriparus book 7477
psittaciformes book 7478
psychological book 7479
puget book 7480
pugnaciously book 7481
pullman book 7482
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punch book 7484
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pup book 7486
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puppy book 7488
purport book 7489
purpurescens book 7490
purse book 7491
purveyor book 7492
pus book 7493
pusillanimity book 7494
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pussy book 7496
putman book 7497
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putter book 7499
pyre book 7500
pyrenees book 7501
quadrupeds book 7502
quadruple book 7503
quail’s book 7504
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quarantine book 7506
quarrel book 7507
quarry book 7508
quarters book 7509
quasi book 7510
query book 7511
queue book 7512
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quillayute book 7514
quilt book 7515
quiscalus book 7516
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quite book 7518
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r.b book 7521
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r.w book 7524
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rack book 7528
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rag book 7530
raggi book 7531
ragweed book 7532
raider book 7533
rainbow book 7534
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raja book 7536
raleigh book 7537
rally book 7538
ramble book 7539
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ranges book 7541
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rap book 7543
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ratio book 7547
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rationally book 7549
rattan book 7550
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rawlins book 7552
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readiness book 7554
reaper book 7555
rearmost book 7556
reassure book 7557
rebuke book 7558
receptive book 7559
recite book 7560
recognisable book 7561
recommendation book 7562
recompense book 7563
recourse book 7564
recoverable book 7565
recruit book 7566
recurve book 7567
redbirds book 7568
redbreast book 7569
redbreasts book 7570
redeem book 7571
redheaded book 7572
redpoll book 7573
reduced book 7574
reduction book 7575
reedbucks book 7576
reedy book 7577
reflection book 7578
reflective book 7579
refresh book 7580
refrigerate book 7581
refuges book 7582
refutation book 7583
regain book 7584
regale book 7585
regiment book 7586
regulus book 7587
reimburse book 7588
reinforce book 7589
reinforcement book 7590
reinstate book 7591
reintroduce book 7592
rejoice book 7593
relentlessly book 7594
reliability book 7595
relic book 7596
relish book 7597
reluctantly book 7598
remains book 7599
reminder book 7600
reminiscence book 7601
remiss book 7602
remo book 7603
remotely book 7604
removing book 7605
rend book 7606
renew book 7607
renown book 7608
repair book 7609
repealed book 7610
repeater book 7611
replaced book 7612
representation book 7613
repress book 7614
repression book 7615
resend book 7616
resentment book 7617
reserves book 7618
reside book 7619
residents book 7620
resign book 7621
resound book 7622
respectable book 7623
respecter book 7624
respite book 7625
responsive book 7626
restoration book 7627
resultant book 7628
results book 7629
retainer book 7630
revellers book 7631
revengeful book 7632
revise book 7633
revolutionary book 7634
revolve book 7635
revolver book 7636
reyes book 7637
rhody book 7638
ribbon book 7639
ricefield book 7640
riddle book 7641
ridgway book 7642
ridgwayi book 7643
rietbok book 7644
rifleman book 7645
rig book 7646
rigulations book 7647
rikki book 7648
ringits book 7649
rio book 7650
riotously book 7651
rivers book 7652
riversdale book 7653
roast book 7654
robbed book 7655
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robertson book 7658
robust book 7659
roccus book 7660
rollicking book 7661
roman book 7662
romance book 7663
romantic book 7664
rome book 7665
roof book 7666
roosevelti book 7667
rope book 7668
rosenhain book 7669
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roughwing book 7671
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rout book 7673
routine book 7674
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rudely book 7679
ruinously book 7680
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rungius book 7682
runner book 7683
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rupee book 7685
rust book 7686
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ruthless book 7688
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sam book 7701
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sandwich book 7707
sandwichmen book 7708
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sapling book 7710
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sarawak book 7713
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sarda book 7715
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savant book 7720
sawyer book 7721
say book 7722
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scan book 7725
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scanty book 7727
scarecrow book 7728
scenic book 7729
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scent book 7731
schoolboy book 7732
sciences book 7733
scientist book 7734
scoff book 7735
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scoundrel book 7738
scramble book 7739
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scratch book 7741
scribner book 7742
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seaboard book 7745
sealskin book 7746
sebastian book 7747
sec book 7748
second book 7749
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seconds book 7751
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security book 7753
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sedulously book 7755
seeds book 7756
seem book 7757
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segregate book 7759
seining book 7760
selbourne book 7761
seller book 7762
semblance book 7763
semicircle book 7764
seminoles book 7765
semipalmatus book 7766
seneca book 7767
senegal book 7768
sensational book 7769
sentinel book 7770
seq book 7771
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sequence book 7773
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seven book 7775
several book 7776
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shake book 7780
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sheet book 7789
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shift book 7792
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shine book 7795
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shire book 7797
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shots book 7805
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shrink book 7811
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sidestep book 7817
siege book 7818
sierre book 7819
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significant book 7822
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simia book 7826
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simus book 7828
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sir book 7833
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skillfully book 7840
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skins book 7842
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songster book 7875
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span book 7887
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speaker book 7890
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spider book 7896
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spin book 7898
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spiritless book 7900
spiritual book 7901
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sponsa book 7904
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sportsmanlike book 7906
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spreading book 7911
springbok book 7912
spur book 7913
spy book 7914
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squawk book 7916
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squirrels book 7918
stab book 7919
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stampede book 7921
standardise book 7922
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states book 7924
statesman book 7925
statesmanship book 7926
statue book 7927
stature book 7928
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steamboat book 7931
steamships book 7932
steinbucks book 7933
steller book 7934
stem book 7935
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sterile book 7937
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steynsburg book 7939
stickine book 7940
stiff book 7941
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sting book 7943
stoat book 7944
stockbreeder book 7945
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stonechat book 7947
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strain book 7953
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stringently book 7959
stripeless book 7960
strix book 7961
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stump book 7965
stupid book 7966
style book 7967
suasion book 7968
subdistricts book 7969
subscriber book 7970
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substantial book 7973
substantially book 7974
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successor book 7976
succour book 7977
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such book 7980
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sunflower book 7992
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sunrise book 7994
superfine book 7995
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swale book 8005
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syne book 8018
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taft book 8022
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tanana book 8025
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tapir book 8028
tardy book 8029
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taxidermic book 8031
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teaching book 8033
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teepee book 8036
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telegraphic book 8038
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tetra book 8049
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themselves book 8056
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these book 8065
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things book 8067
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those book 8074
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threat book 8078
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thus book 8085
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tight book 8088
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tip book 8098
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tractable book 8133
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transform book 8140
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translate book 8142
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tsessebi book 8174
tuberculosis book 8175
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turin book 8177
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turret book 8181
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ulster book 8195
ultimate book 8196
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underbrush book 8211
undergrowth book 8212
underlie book 8213
undermine book 8214
understate book 8215
underwood book 8216
undiscovered book 8217
undisturbed book 8218
undo book 8219
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unparalleled book 8250
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unqualified book 8255
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unroll book 8258
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unsay book 8261
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unsolved book 8264
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upon book 8280
usage book 8281
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utan book 8284
utterance book 8285
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valid book 8288
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valve book 8292
vandal book 8293
vanishment book 8294
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vehicle book 8298
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veterinary book 8313
vex book 8314
viciously book 8315
vigour book 8316
vindicate book 8317
vine book 8318
viquesnev book 8319
viquesney book 8320
vireosylva book 8321
virginian book 8322
virile book 8323
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virtuously book 8325
virulent book 8326
viscus book 8327
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vivendi book 8331
volcano book 8332
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vreelarid book 8341
vs book 8342
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wand book 8361
warble book 8362
wariness book 8363
warrior book 8364
wasp book 8365
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waterbirds book 8368
waterbuck book 8369
waterbucks book 8370
watershed book 8371
watertown book 8372
wax book 8373
waynesburg book 8374
weakly book 8375
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well book 8377
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westchester book 8379
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westmoreland book 8381
weston book 8382
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whippoorwill book 8389
whir book 8390
whiskey book 8391
whit book 8392
widen book 8393
wiggler book 8394
wildfowl book 8395
wildness book 8396
wilds book 8397
wilfred book 8398
willful book 8399
willingness book 8400
willson book 8401
wilsonianus book 8402
wilsonii book 8403
windham book 8404
windsor book 8405
wingless book 8406
wis book 8407
witch book 8408
with book 8409
withal book 8410
withdraw book 8411
wither book 8412
wolfer book 8413
wonderment book 8414
woodshed book 8415
woodsman book 8416
woodstock book 8417
working book 8418
worship book 8419
wrangel book 8420
wrath book 8421
wrest book 8422
wretched book 8423
wring book 8424
writ book 8425
xl book 8426
xxl book 8427
xxxxxx book 8428
xxxxxxxxxx book 8429
xxxxxxxxxxxxxx book 8430
xxxxxxxxxxxxxxxxxx book 8431
xxxxxxxxxxxxxxxxxxxx book 8432
yangtze book 8433
yardley book 8434
ye book 8435
yell book 8436
yellowlegs book 8437
yeoman book 8438
yer book 8439
yonkers book 8440
yorker book 8441
youthful book 8442
zamelodia book 8443
zenith book 8444
zool book 8445
# Table with a common words in the business dictionary
freq_dict_table_all_business <- freq_dict_table_all %>% 
  filter(dictionary == "business_language")

freq_dict_table_all_business %>% 
  kbl(caption = "Ten most common words in the business dictionary") %>% 
  kable_classic("hover", full_width = F)
Ten most common words in the business dictionary
word dictionary rank
rate business_language 1
market business_language 2
tax business_language 3
ratio business_language 4
account business_language 5
price business_language 6
insurance business_language 7
investment business_language 8
index business_language 9
trade business_language 10
fund business_language 11
income business_language 12
cost business_language 13
capital business_language 14
interest business_language 15
stock business_language 16
risk business_language 17
asset business_language 18
bond business_language 19
loan business_language 20
return business_language 21
bank business_language 22
credit business_language 23
exchange business_language 24
act business_language 25
option business_language 26
net business_language 27
equity business_language 28
financial business_language 29
money business_language 30
debt business_language 31
security business_language 32
mortgage business_language 33
share business_language 34
theory business_language 35
average business_language 36
management business_language 37
yield business_language 38
business business_language 39
plan business_language 40
trust business_language 41
economic business_language 42
form business_language 43
cash business_language 44
gross business_language 45
life business_language 46
analysis business_language 47
good business_language 48
loss business_language 49
qualify business_language 50
national business_language 51
company business_language 52
growth business_language 53
policy business_language 54
term business_language 55
profit business_language 56
earnings business_language 57
expense business_language 58
agreement business_language 59
open business_language 60
real business_language 61
rule business_language 62
dividend business_language 63
economics business_language 64
operate business_language 65
order business_language 66
premium business_language 67
economy business_language 68
balance business_language 69
effect business_language 70
annuity business_language 71
finance business_language 72
revenue business_language 73
contract business_language 74
curve business_language 75
limit business_language 76
long business_language 77
sale business_language 78
swap business_language 79
liability business_language 80
line business_language 81
payment business_language 82
system business_language 83
house business_language 84
law business_language 85
benefit business_language 86
demand business_language 87
flow business_language 88
margin business_language 89
reserve business_language 90
spread business_language 91
indicator business_language 92
international business_language 93
model business_language 94
variable business_language 95
currency business_language 96
federal business_language 97
free business_language 98
guarantee business_language 99
home business_language 100
method business_language 101
negative business_language 102
property business_language 103
fee business_language 104
service business_language 105
discount business_language 106
distribution business_language 107
short business_language 108
work business_language 109
base business_language 110
definition business_language 111
general business_language 112
government business_language 113
joint business_language 114
labour business_language 115
offer business_language 116
product business_language 117
standard business_language 118
supply business_language 119
time business_language 120
association business_language 121
corporation business_language 122
foreign business_language 123
leverage business_language 124
transfer business_language 125
unemployment business_language 126
weight business_language 127
annual business_language 128
group business_language 129
high business_language 130
inflation business_language 131
invest business_language 132
public business_language 133
social business_language 134
total business_language 135
clause business_language 136
cycle business_language 137
deposit business_language 138
estate business_language 139
future business_language 140
statement business_language 141
test business_language 142
transaction business_language 143
consumer business_language 144
development business_language 145
fix business_language 146
hedge business_language 147
marginal business_language 148
note business_language 149
organisation business_language 150
portfolio business_language 151
purchase business_language 152
unit business_language 153
agency business_language 154
bill business_language 155
direct business_language 156
investor business_language 157
report business_language 158
retirement business_language 159
school business_language 160
treasury business_language 161
voluntary business_language 162
bid business_language 163
book business_language 164
call business_language 165
card business_language 166
coverage business_language 167
employee business_language 168
factor business_language 169
forward business_language 170
industry business_language 171
lease business_language 172
liquidity business_language 173
numb business_language 174
pay business_language 175
pension business_language 176
regulation business_language 177
strategy business_language 178
wage business_language 179
world business_language 180
year business_language 181
adjust business_language 182
board business_language 183
buy business_language 184
day business_language 185
depreciation business_language 186
efficiency business_language 187
enterprise business_language 188
gap business_language 189
hold business_language 190
monetary business_language 191
office business_language 192
personal business_language 193
private business_language 194
production business_language 195
series business_language 196
uniform business_language 197
volume business_language 198
arbitrage business_language 199
basis business_language 200
budget business_language 201
certificate business_language 202
common business_language 203
control business_language 204
golden business_language 205
hard business_language 206
natural business_language 207
period business_language 208
valuation business_language 209
activity business_language 210
back business_language 211
domestic business_language 212
end business_language 213
horizontal business_language 214
list business_language 215
manager business_language 216
network business_language 217
oil business_language 218
point business_language 219
programme business_language 220
put business_language 221
turnover business_language 222
white business_language 223
add business_language 224
administration business_language 225
black business_language 226
chart business_language 227
equivalent business_language 228
etf business_language 229
gain business_language 230
global business_language 231
health business_language 232
irs business_language 233
letter business_language 234
level business_language 235
merger business_language 236
operation business_language 237
power business_language 238
probability business_language 239
saving business_language 240
sell business_language 241
state business_language 242
volatility business_language 243
current business_language 244
death business_language 245
default business_language 246
defer business_language 247
electronic business_language 248
fiscal business_language 249
industrial business_language 250
inventory business_language 251
issue business_language 252
nominal business_language 253
quote business_language 254
sector business_language 255
shareholder business_language 256
vertical business_language 257
waiver business_language 258
write business_language 259
acquisition business_language 260
bear business_language 261
brand business_language 262
cheque business_language 263
contribution business_language 264
corporate business_language 265
datum business_language 266
export business_language 267
institutional business_language 268
interbank business_language 269
minimum business_language 270
move business_language 271
multiple business_language 272
present business_language 273
process business_language 274
protection business_language 275
publication business_language 276
recovery business_language 277
run business_language 278
stop business_language 279
structure business_language 280
takeover business_language 281
underwrite business_language 282
unite business_language 283
utility business_language 284
variance business_language 285
business_language 286
audit business_language 287
authority business_language 288
clear business_language 289
commission business_language 290
compensation business_language 291
competition business_language 292
date business_language 293
deed business_language 294
deficit business_language 295
derivative business_language 296
effective business_language 297
elasticity business_language 298
employment business_language 299
equilibrium business_language 300
error business_language 301
gift business_language 302
hypothesis business_language 303
internal business_language 304
low business_language 305
modify business_language 306
parity business_language 307
percentage business_language 308
quality business_language 309
receipt business_language 310
reverse business_language 311
scale business_language 312
taxation business_language 313
trader business_language 314
u.s business_language 315
union business_language 316
welfare business_language 317
withdrawal business_language 318
advantage business_language 319
agent business_language 320
amortisation business_language 321
application business_language 322
broke business_language 323
capitalization business_language 324
commercial business_language 325
committee business_language 326
country business_language 327
coupon business_language 328
deduction business_language 329
dollar business_language 330
earn business_language 331
fair business_language 332
float business_language 333
gas business_language 334
gdp business_language 335
green business_language 336
information business_language 337
job business_language 338
key business_language 339
multiplier business_language 340
neutral business_language 341
normal business_language 342
opportunity business_language 343
ordinary business_language 344
partnership business_language 345
prefer business_language 346
provision business_language 347
quantity business_language 348
regulatory business_language 349
relative business_language 350
rend business_language 351
retail business_language 352
sheet business_language 353
surplus business_language 354
tangible business_language 355
trap business_language 356
venture business_language 357
wallet business_language 358
water business_language 359
wealth business_language 360
adjustment business_language 361
alternative business_language 362
bull business_language 363
cap business_language 364
chain business_language 365
charge business_language 366
class business_language 367
close business_language 368
code business_language 369
commodity business_language 370
cover business_language 371
cross business_language 372
depository business_language 373
double business_language 374
expenditure business_language 375
exposure business_language 376
facility business_language 377
gold business_language 378
human business_language 379
ira business_language 380
john business_language 381
land business_language 382
lien business_language 383
live business_language 384
lock business_language 385
medium business_language 386
mutual business_language 387
notice business_language 388
obligation business_language 389
output business_language 390
overhead business_language 391
owner business_language 392
paper business_language 393
pattern business_language 394
performance business_language 395
position business_language 396
preference business_language 397
research business_language 398
sample business_language 399
scheme business_language 400
special business_language 401
spot business_language 402
square business_language 403
statistic business_language 404
sum business_language 405
technical business_language 406
underlie business_language 407
universal business_language 408
warehouse business_language 409
zombie business_language 410
accountant business_language 411
advisor business_language 412
age business_language 413
allowance business_language 414
approach business_language 415
area business_language 416
bankruptcy business_language 417
beneficiary business_language 418
beta business_language 419
blue business_language 420
bonus business_language 421
bottom business_language 422
buyout business_language 423
central business_language 424
convertible business_language 425
crisis business_language 426
duty business_language 427
ebitda business_language 428
exempt business_language 429
firm business_language 430
ftse business_language 431
great business_language 432
hand business_language 433
hot business_language 434
hyperledger business_language 435
identification business_language 436
integration business_language 437
junior business_language 438
liquid business_language 439
manage business_language 440
nasdaq business_language 441
officer business_language 442
offshore business_language 443
oscillator business_language 444
practise business_language 445
receivable business_language 446
reinsurance business_language 447
resource business_language 448
shock business_language 449
street business_language 450
table business_language 451
technology business_language 452
top business_language 453
trend business_language 454
triple business_language 455
underwriter business_language 456
vehicle business_language 457
vest business_language 458
wall business_language 459
war business_language 460
wave business_language 461
weak business_language 462
wholesale business_language 463
zone business_language 464
accrue business_language 465
auditor business_language 466
bitcoin business_language 467
candlestick business_language 468
carry business_language 469
certify business_language 470
change business_language 471
channel business_language 472
correlation business_language 473
customer business_language 474
degree business_language 475
deliver business_language 476
disclosure business_language 477
dow business_language 478
due business_language 479
duration business_language 480
endowment business_language 481
euro business_language 482
excess business_language 483
executive business_language 484
exemption business_language 485
expectation business_language 486
game business_language 487
grey business_language 488
head business_language 489
import business_language 490
improvement business_language 491
instrument business_language 492
item business_language 493
lead business_language 494
legal business_language 495
lend business_language 496
libor business_language 497
link business_language 498
liquidation business_language 499
lot business_language 500
manufacture business_language 501
maturity business_language 502
monopoly business_language 503
nation business_language 504
negotiable business_language 505
overnight business_language 506
payable business_language 507
pool business_language 508
poverty business_language 509
prime business_language 510
principal business_language 511
principle business_language 512
producer business_language 513
quantitative business_language 514
quarter business_language 515
random business_language 516
recession business_language 517
renewable business_language 518
requirement business_language 519
residual business_language 520
roll business_language 521
schedule business_language 522
score business_language 523
settlement business_language 524
spend business_language 525
target business_language 526
tariff business_language 527
tenancy business_language 528
theorem business_language 529
thrift business_language 530
tier business_language 531
title business_language 532
virtual business_language 533
warranty business_language 534
widow business_language 535
aggregate business_language 536
analyst business_language 537
antitrust business_language 538
arrangement business_language 539
asian business_language 540
attorney business_language 541
auction business_language 542
bad business_language 543
basel business_language 544
bias business_language 545
box business_language 546
bubble business_language 547
build business_language 548
charter business_language 549
chip business_language 550
claim business_language 551
coefficient business_language 552
collar business_language 553
collateral business_language 554
commerce business_language 555
competitive business_language 556
composite business_language 557
compound business_language 558
confidence business_language 559
contingent business_language 560
counter business_language 561
creditor business_language 562
cryptocurrency business_language 563
daily business_language 564
damage business_language 565
dealer business_language 566
debit business_language 567
decision business_language 568
digital business_language 569
diminish business_language 570
director business_language 571
discretionary business_language 572
dump business_language 573
education business_language 574
efficient business_language 575
emerge business_language 576
energy business_language 577
equation business_language 578
expect business_language 579
file business_language 580
foreclosure business_language 581
fraud business_language 582
front business_language 583
full business_language 584
gear business_language 585
generation business_language 586
graduate business_language 587
grant business_language 588
hang business_language 589
hostile business_language 590
household business_language 591
incremental business_language 592
indirect business_language 593
individual business_language 594
insider business_language 595
james business_language 596
jones business_language 597
keynesian business_language 598
knight business_language 599
ledger business_language 600
maintenance business_language 601
master business_language 602
material business_language 603
measure business_language 604
middle business_language 605
naked business_language 606
neutrality business_language 607
north business_language 608
number business_language 609
par business_language 610
pareto business_language 611
peer business_language 612
post business_language 613
pro business_language 614
problem business_language 615
proof business_language 616
propensity business_language 617
quick business_language 618
quota business_language 619
recourse business_language 620
refinance business_language 621
regression business_language 622
reinvestment business_language 623
relationship business_language 624
relief business_language 625
replacement business_language 626
responsibility business_language 627
section business_language 628
side business_language 629
simple business_language 630
size business_language 631
skill business_language 632
soft business_language 633
substitution business_language 634
survivor business_language 635
tail business_language 636
tender business_language 637
terminal business_language 638
termination business_language 639
trail business_language 640
treaty business_language 641
unearned business_language 642
unlimited business_language 643
unsecured business_language 644
upside business_language 645
vote business_language 646
walk business_language 647
wash business_language 648
wide business_language 649
william business_language 650
windfall business_language 651
withhold business_language 652
wrap business_language 653
yearly business_language 654
york business_language 655
accept business_language 656
accredit business_language 657
accrual business_language 658
action business_language 659
administrative business_language 660
advertise business_language 661
affiliate business_language 662
aid business_language 663
amortise business_language 664
annualised business_language 665
appraisal business_language 666
appreciation business_language 667
arm business_language 668
assurance business_language 669
automate business_language 670
automatic business_language 671
banker business_language 672
barrier business_language 673
basket business_language 674
benchmark business_language 675
big business_language 676
block business_language 677
break business_language 678
bridge business_language 679
brokerage business_language 680
bureau business_language 681
buyer business_language 682
cancel business_language 683
capacity business_language 684
caput business_language 685
care business_language 686
centre business_language 687
chief business_language 688
classical business_language 689
collection business_language 690
communication business_language 691
compliance business_language 692
consumption business_language 693
council business_language 694
covenant business_language 695
criterion business_language 696
cum business_language 697
deal business_language 698
debtor business_language 699
deductible business_language 700
define business_language 701
deflation business_language 702
department business_language 703
depositary business_language 704
depression business_language 705
disability business_language 706
diversification business_language 707
doji business_language 708
drug business_language 709
dutch business_language 710
ease business_language 711
employ business_language 712
engineer business_language 713
entry business_language 714
environmental business_language 715
equal business_language 716
escrow business_language 717
estimate business_language 718
ethical business_language 719
event business_language 720
exclusion business_language 721
exercise business_language 722
exit business_language 723
exponential business_language 724
externality business_language 725
family business_language 726
floor business_language 727
force business_language 728
glass business_language 729
governance business_language 730
grantor business_language 731
half business_language 732
haven business_language 733
hazard business_language 734
headline business_language 735
homeowner business_language 736
hybrid business_language 737
imply business_language 738
indemnity business_language 739
infrastructure business_language 740
intangible business_language 741
interim business_language 742
invisible business_language 743
invoice business_language 744
issuer business_language 745
joseph business_language 746
judgement business_language 747
kind business_language 748
knowledge business_language 749
lade business_language 750
language business_language 751
load business_language 752
macro business_language 753
macroeconomics business_language 754
make business_language 755
mark business_language 756
maximum business_language 757
mechanism business_language 758
meet business_language 759
microeconomics business_language 760
mile business_language 761
mine business_language 762
mix business_language 763
month business_language 764
monthly business_language 765
mortality business_language 766
motorist business_language 767
oligopoly business_language 768
organisational business_language 769
original business_language 770
otc business_language 771
outsource business_language 772
outstanding business_language 773
participation business_language 774
partner business_language 775
party business_language 776
passive business_language 777
patent business_language 778
path business_language 779
payout business_language 780
peg business_language 781
percent business_language 782
permanent business_language 783
petroleum business_language 784
poor business_language 785
population business_language 786
positive business_language 787
pre business_language 788
privatisation business_language 789
productivity business_language 790
progress business_language 791
project business_language 792
proxy business_language 793
push business_language 794
quarterly business_language 795
quid business_language 796
range business_language 797
rational business_language 798
reconciliation business_language 799
register business_language 800
representative business_language 801
retain business_language 802
reversal business_language 803
room business_language 804
safe business_language 805
sec business_language 806
seek business_language 807
small business_language 808
smart business_language 809
split business_language 810
stakeholder business_language 811
stochastic business_language 812
strength business_language 813
support business_language 814
survivorship business_language 815
taxable business_language 816
tenant business_language 817
tick business_language 818
tobin business_language 819
turnkey business_language 820
ultimate business_language 821
ultra business_language 822
unify business_language 823
uptick business_language 824
usury business_language 825
vendor business_language 826
warrant business_language 827
web business_language 828
worker business_language 829
worth business_language 830
writ business_language 831
yankee business_language 832
absolute business_language 833
accelerate business_language 834
accidental business_language 835
accountability business_language 836
accumulation business_language 837
actuarial business_language 838
additional business_language 839
adjustable business_language 840
advance business_language 841
adverse business_language 842
affordable business_language 843
allocation business_language 844
angel business_language 845
anti business_language 846
article business_language 847
asymmetric business_language 848
baby business_language 849
barrel business_language 850
basic business_language 851
behavioural business_language 852
blockchain business_language 853
bloomberg business_language 854
borrow business_language 855
bounce business_language 856
branch business_language 857
bullish business_language 858
capitalise business_language 859
capitalism business_language 860
capture business_language 861
cd business_language 862
chapter business_language 863
child business_language 864
classification business_language 865
cloud business_language 866
collateralized business_language 867
combine business_language 868
comparative business_language 869
comprehensive business_language 870
condition business_language 871
conversion business_language 872
counterparty business_language 873
crowd business_language 874
culture business_language 875
custodian business_language 876
cyclical business_language 877
dark business_language 878
david business_language 879
deadweight business_language 880
decline business_language 881
defence business_language 882
deliverable business_language 883
delivery business_language 884
delta business_language 885
develop business_language 886
deviation business_language 887
differential business_language 888
directional business_language 889
distress business_language 890
downside business_language 891
draught business_language 892
draw business_language 893
drive business_language 894
dual business_language 895
early business_language 896
eastern business_language 897
employer business_language 898
endogenous business_language 899
endorsement business_language 900
entity business_language 901
entrepreneur business_language 902
environment business_language 903
equipment business_language 904
equivalence business_language 905
evergreen business_language 906
execution business_language 907
expiration business_language 908
extension business_language 909
failure business_language 910
faire business_language 911
fibonacci business_language 912
field business_language 913
fisher business_language 914
flat business_language 915
flexible business_language 916
flotation business_language 917
forecast business_language 918
formula business_language 919
frequency business_language 920
friedrich business_language 921
frontier business_language 922
fully business_language 923
function business_language 924
gamma business_language 925
generally business_language 926
geographical business_language 927
gilt business_language 928
goodwill business_language 929
grade business_language 930
greenspan business_language 931
hammer business_language 932
healthcare business_language 933
hedonic business_language 934
hierarchy business_language 935
historical business_language 936
horizon business_language 937
hour business_language 938
hyperinflation business_language 939
imperfect business_language 940
incidence business_language 941
indenture business_language 942
indication business_language 943
inheritance business_language 944
initial business_language 945
inside business_language 946
instalment business_language 947
institute business_language 948
institution business_language 949
intellectual business_language 950
intelligence business_language 951
intensive business_language 952
inter business_language 953
internet business_language 954
intervention business_language 955
inverse business_language 956
ipo business_language 957
irr business_language 958
irrevocable business_language 959
jumbo business_language 960
lag business_language 961
laissez business_language 962
large business_language 963
laude business_language 964
leadership business_language 965
learn business_language 966
leasehold business_language 967
lehman business_language 968
lender business_language 969
lifetime business_language 970
lifo business_language 971
liquidate business_language 972
lump business_language 973
luxury business_language 974
man business_language 975
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merchant business_language 981
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momentum business_language 989
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nash business_language 995
nyse business_language 996
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austrian business_language 1842
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awareness business_language 1847
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backlog business_language 1852
backorder business_language 1853
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backup business_language 1855
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bailout business_language 1857
bait business_language 1858
ballpark business_language 1859
baltic business_language 1860
bancassurance business_language 1861
band business_language 1862
bandwagon business_language 1863
banner business_language 1864
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bar business_language 1867
barbell business_language 1868
bare business_language 1869
baron business_language 1870
baseline business_language 1871
bat business_language 1872
batch business_language 1873
baye business_language 1874
bb business_language 1875
bc business_language 1876
bcg business_language 1877
beacon business_language 1878
bearish business_language 1879
bee business_language 1880
belt business_language 1881
ben business_language 1882
benjamin business_language 1883
berhad business_language 1884
berkshire business_language 1885
bermuda business_language 1886
bernanke business_language 1887
bernie business_language 1888
bespeak business_language 1889
bet business_language 1890
bicameral business_language 1891
billings business_language 1892
bin business_language 1893
binance business_language 1894
binary business_language 1895
bioremediation business_language 1896
bird business_language 1897
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blind business_language 1902
blogger business_language 1903
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brent business_language 1925
brexit business_language 1926
brick business_language 1927
broad business_language 1928
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brown business_language 1932
brownfield business_language 1933
buchanan business_language 1934
bug business_language 1935
building business_language 1936
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carbon business_language 1958
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case business_language 1967
cashflow business_language 1968
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cigarette business_language 1999
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city business_language 2003
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click business_language 2009
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kst business_language 2805
kuala business_language 2806
kurtosis business_language 2807
kuwait business_language 2808
kuwaiti business_language 2809
kwd business_language 2810
kyc business_language 2811
kyd business_language 2812
kyoto business_language 2813
label business_language 2814
laboratory business_language 2815
lack business_language 2816
lae business_language 2817
laggard business_language 2818
lambda business_language 2819
lancaster business_language 2820
landlocked business_language 2821
landlord business_language 2822
lap business_language 2823
lapse business_language 2824
larry business_language 2825
late business_language 2826
lawful business_language 2827
layaway business_language 2828
lc business_language 2829
lcds business_language 2830
lcdx business_language 2831
lch business_language 2832
lcr business_language 2833
ldc business_language 2834
ldi business_language 2835
ldr business_language 2836
leach business_language 2837
league business_language 2838
leakage business_language 2839
leaseback business_language 2840
ledbetter business_language 2841
ledgerx business_language 2842
legislation business_language 2843
legislative business_language 2844
lemon business_language 2845
length business_language 2846
lenin business_language 2847
leontief business_language 2848
lepo business_language 2849
leptokurtic business_language 2850
lesop business_language 2851
lessee business_language 2852
lessor business_language 2853
lever business_language 2854
lfcf business_language 2855
lgd business_language 2856
libel business_language 2857
liberal business_language 2858
liberty business_language 2859
libid business_language 2860
licensee business_language 2861
lif business_language 2862
lifecycle business_language 2863
lifestyle business_language 2864
lightning business_language 2865
lilly business_language 2866
lindahl business_language 2867
linearly business_language 2868
lintner business_language 2869
lipper business_language 2870
liquidator business_language 2871
liquify business_language 2872
lira business_language 2873
lis business_language 2874
lisbon business_language 2875
litecoin business_language 2876
literacy business_language 2877
livermore business_language 2878
llcr business_language 2879
lli business_language 2880
lm business_language 2881
lme business_language 2882
lng business_language 2883
lobby business_language 2884
loc business_language 2885
local business_language 2886
lockbox business_language 2887
log business_language 2888
logarithmic business_language 2889
logistic business_language 2890
loi business_language 2891
longevity business_language 2892
longitudinal business_language 2893
lookback business_language 2894
loop business_language 2895
loophole business_language 2896
lorenz business_language 2897
love business_language 2898
lp business_language 2899
lpn business_language 2900
lpo business_language 2901
lpoa business_language 2902
lpr business_language 2903
lpu business_language 2904
lratc business_language 2905
lse business_language 2906
ltcm business_language 2907
ltg business_language 2908
ltip business_language 2909
ltm business_language 2910
lucrative business_language 2911
luhn business_language 2912
lumpur business_language 2913
lums business_language 2914
lvt business_language 2915
lwma business_language 2916
lynch business_language 2917
ma business_language 2918
maastricht business_language 2919
macaulay business_language 2920
macd business_language 2921
machine business_language 2922
macrs business_language 2923
madoff business_language 2924
magic business_language 2925
magna business_language 2926
magnetic business_language 2927
magus business_language 2928
main business_language 2929
majeure business_language 2930
major business_language 2931
majority business_language 2932
malicious business_language 2933
malpractice business_language 2934
malthus business_language 2935
managerial business_language 2936
manipulation business_language 2937
maquiladora business_language 2938
marginable business_language 2939
marine business_language 2940
marketability business_language 2941
marketplace business_language 2942
markit business_language 2943
markowitz business_language 2944
martial business_language 2945
marxian business_language 2946
marxism business_language 2947
massacre business_language 2948
mastercard business_language 2949
match business_language 2950
matrix business_language 2951
mature business_language 2952
mau business_language 2953
max business_language 2954
maximisation business_language 2955
mbs business_language 2956
mcclellan business_language 2957
mcf business_language 2958
mckinsey business_language 2959
mcr business_language 2960
mcsi business_language 2961
md business_language 2962
mdb business_language 2963
mdd business_language 2964
medallion business_language 2965
medicaid business_language 2966
meeting business_language 2967
melt business_language 2968
member business_language 2969
mena business_language 2970
mental business_language 2971
mentality business_language 2972
merrill business_language 2973
merton business_language 2974
mes business_language 2975
metal business_language 2976
methodology business_language 2977
metric business_language 2978
metropolitan business_language 2979
mewa business_language 2980
mfi business_language 2981
mfl business_language 2982
miami business_language 2983
mibor business_language 2984
michigan business_language 2985
micr business_language 2986
microcredit business_language 2987
microfinance business_language 2988
micromarketing business_language 2989
mics business_language 2990
middleman business_language 2991
midstream business_language 2992
miga business_language 2993
milken business_language 2994
millage business_language 2995
millennial business_language 2996
miller business_language 2997
mini business_language 2998
minimis business_language 2999
minority business_language 3000
minsky business_language 3001
mint business_language 3002
minus business_language 3003
mirr business_language 3004
misc business_language 3005
mischief business_language 3006
misrepresentation business_language 3007
ml business_language 3008
mlp business_language 3009
mlr business_language 3010
mnc business_language 3011
moc business_language 3012
moderation business_language 3013
modigliani business_language 3014
modus business_language 3015
mom business_language 3016
moment business_language 3017
monetize business_language 3018
monopolist business_language 3019
monte business_language 3020
moore business_language 3021
moratorium business_language 3022
morbidity business_language 3023
morning business_language 3024
morris business_language 3025
mortar business_language 3026
mortgagee business_language 3027
mortgagor business_language 3028
mortis business_language 3029
morton business_language 3030
mosaic business_language 3031
mothballing business_language 3032
motivation business_language 3033
mou business_language 3034
movement business_language 3035
mp business_language 3036
mpa business_language 3037
mpc business_language 3038
mpm business_language 3039
mpt business_language 3040
mr business_language 3041
mrs business_language 3042
msa business_language 3043
msc business_language 3044
msr business_language 3045
msrb business_language 3046
msrp business_language 3047
mt business_language 3048
mtf business_language 3049
mtm business_language 3050
mtn business_language 3051
mto business_language 3052
multicollinearity business_language 3053
multilevel business_language 3054
multinational business_language 3055
mumbai business_language 3056
murabaha business_language 3057
musharakah business_language 3058
mutually business_language 3059
mva business_language 3060
myrdal business_language 3061
n.v business_language 3062
naamloze business_language 3063
nacha business_language 3064
nacva business_language 3065
nae business_language 3066
nafcu business_language 3067
naics business_language 3068
naifa business_language 3069
nairu business_language 3070
nanny business_language 3071
nar business_language 3072
nareit business_language 3073
narrow business_language 3074
nasaa business_language 3075
nasba business_language 3076
nasd business_language 3077
navps business_language 3078
nawi business_language 3079
nbbo business_language 3080
nber business_language 3081
nbfc business_language 3082
ncavps business_language 3083
ncd business_language 3084
ncdex business_language 3085
ncib business_language 3086
nco business_language 3087
ncua business_language 3088
ndf business_language 3089
ndp business_language 3090
ne business_language 3091
necessity business_language 3092
neckline business_language 3093
neer business_language 3094
negotiation business_language 3095
nelson business_language 3096
neo business_language 3097
neoliberalism business_language 3098
nepalese business_language 3099
nest business_language 3100
netback business_language 3101
neural business_language 3102
newly business_language 3103
nex business_language 3104
nexus business_language 3105
nfc business_language 3106
nffi business_language 3107
nfo business_language 3108
ngo business_language 3109
ngw business_language 3110
ni business_language 3111
niat business_language 3112
nibcl business_language 3113
nifo business_language 3114
nifty business_language 3115
nigerian business_language 3116
nii business_language 3117
niip business_language 3118
ninja business_language 3119
nird business_language 3120
nirp business_language 3121
nit business_language 3122
nixon business_language 3123
nlp business_language 3124
nm business_language 3125
nnn business_language 3126
nnp business_language 3127
noa business_language 3128
nobel business_language 3129
nobo business_language 3130
nok business_language 3131
nol business_language 3132
nomad business_language 3133
nominate business_language 3134
nomination business_language 3135
nominee business_language 3136
noncallable business_language 3137
noncancellable business_language 3138
nonce business_language 3139
nonconforming business_language 3140
noncumulative business_language 3141
nonelective business_language 3142
nonfeasance business_language 3143
nonfinancial business_language 3144
nonforfeiture business_language 3145
noninterest business_language 3146
nonlinear business_language 3147
nonlinearity business_language 3148
nonmonetary business_language 3149
nonpassive business_language 3150
nonprofit business_language 3151
nonrenewable business_language 3152
nonresident business_language 3153
nontariff business_language 3154
nopat business_language 3155
noplat business_language 3156
nordic business_language 3157
normalise business_language 3158
norway business_language 3159
norwegian business_language 3160
nostro business_language 3161
notary business_language 3162
notch business_language 3163
novation business_language 3164
npa business_language 3165
npl business_language 3166
npo business_language 3167
npr business_language 3168
npvgo business_language 3169
nqdc business_language 3170
nra business_language 3171
nrd business_language 3172
nrf business_language 3173
nrv business_language 3174
nscc business_language 3175
nse business_language 3176
nsmia business_language 3177
nso business_language 3178
nua business_language 3179
numeraire business_language 3180
numismatics business_language 3181
nvi business_language 3182
nwc business_language 3183
nybot business_language 3184
nymex business_language 3185
o’neil business_language 3186
oapec business_language 3187
oas business_language 3188
oasdi business_language 3189
oat business_language 3190
ob business_language 3191
obamanomics business_language 3192
obelisk business_language 3193
object business_language 3194
obligatory business_language 3195
obligor business_language 3196
obor business_language 3197
obs business_language 3198
obsf business_language 3199
obsolete business_language 3200
obu business_language 3201
obv business_language 3202
oc business_language 3203
ocboa business_language 3204
occupant business_language 3205
occupation business_language 3206
occupy business_language 3207
occur business_language 3208
occurrence business_language 3209
ocf business_language 3210
ocfd business_language 3211
oco business_language 3212
odi business_language 3213
odious business_language 3214
oecs business_language 3215
oeic business_language 3216
oem business_language 3217
oer business_language 3218
oex business_language 3219
ofac business_language 3220
offensive business_language 3221
offering business_language 3222
offtake business_language 3223
ohlc business_language 3224
ohlin business_language 3225
oibda business_language 3226
oic business_language 3227
oid business_language 3228
oiip business_language 3229
oio business_language 3230
oligopsony business_language 3231
omaha business_language 3232
oman business_language 3233
ombudsman business_language 3234
omega business_language 3235
omen business_language 3236
omission business_language 3237
omr business_language 3238
oms business_language 3239
onecoin business_language 3240
onerous business_language 3241
opal business_language 3242
opaque business_language 3243
opeb business_language 3244
opening business_language 3245
operandi business_language 3246
opic business_language 3247
opis business_language 3248
opra business_language 3249
oprah business_language 3250
optimise business_language 3251
optimization business_language 3252
optionable business_language 3253
oracle business_language 3254
oral business_language 3255
orange business_language 3256
orderly business_language 3257
ordinance business_language 3258
oreo business_language 3259
organise business_language 3260
orientation business_language 3261
origin business_language 3262
originator business_language 3263
osc business_language 3264
osfi business_language 3265
osl business_language 3266
oslo business_language 3267
osma business_language 3268
otcbb business_language 3269
otcei business_language 3270
otcqb business_language 3271
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ote business_language 3273
otm business_language 3274
otppb business_language 3275
ots business_language 3276
ott business_language 3277
ounce business_language 3278
outcome business_language 3279
outcry business_language 3280
outlay business_language 3281
outlook business_language 3282
outperform business_language 3283
outplacement business_language 3284
overallotment business_language 3285
overbought business_language 3286
overcapitalization business_language 3287
overcast business_language 3288
overcollateralization business_language 3289
overextension business_language 3290
overfitting business_language 3291
overfunded business_language 3292
overlap business_language 3293
overleveraged business_language 3294
overlie business_language 3295
overreaction business_language 3296
overseas business_language 3297
oversell business_language 3298
oversight business_language 3299
oversubscribed business_language 3300
oversubscription business_language 3301
oversupply business_language 3302
overtrading business_language 3303
overvalue business_language 3304
overweight business_language 3305
overwrite business_language 3306
oxley business_language 3307
package business_language 3308
pact business_language 3309
paga business_language 3310
pain business_language 3311
paint business_language 3312
panel business_language 3313
parabolic business_language 3314
paradox business_language 3315
pari business_language 3316
parsonage business_language 3317
part business_language 3318
participant business_language 3319
participatory business_language 3320
pass business_language 3321
passenger business_language 3322
passu business_language 3323
past business_language 3324
patman business_language 3325
patriot business_language 3326
payday business_language 3327
paye business_language 3328
payer business_language 3329
payoff business_language 3330
paypal business_language 3331
pbo business_language 3332
pbt business_language 3333
pcaob business_language 3334
pce business_language 3335
pcl business_language 3336
pdf business_language 3337
pdi business_language 3338
ped business_language 3339
pell business_language 3340
peltz business_language 3341
pendens business_language 3342
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penny business_language 3344
pensionable business_language 3345
perceive business_language 3346
percentile business_language 3347
perform business_language 3348
perpetuity business_language 3349
perseroan business_language 3350
person business_language 3351
personality business_language 3352
personally business_language 3353
pert business_language 3354
pesa business_language 3355
pest business_language 3356
peter business_language 3357
petrodollars business_language 3358
petty business_language 3359
pf business_language 3360
pfic business_language 3361
phantom business_language 3362
phase business_language 3363
philtre business_language 3364
pickup business_language 3365
pigou business_language 3366
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pii business_language 3368
piigs business_language 3369
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pimco business_language 3371
pin business_language 3372
piotroski business_language 3373
pip business_language 3374
pipe business_language 3375
pipeline business_language 3376
pitch business_language 3377
pitchbook business_language 3378
piti business_language 3379
pivot business_language 3380
plain business_language 3381
plant business_language 3382
platinum business_language 3383
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plaza business_language 3385
plc business_language 3386
plowback business_language 3387
plunge business_language 3388
pmi business_language 3389
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pod business_language 3391
pof business_language 3392
poisson business_language 3393
poker business_language 3394
politic business_language 3395
pollution business_language 3396
pork business_language 3397
portability business_language 3398
positional business_language 3399
possibility business_language 3400
posterior business_language 3401
pow business_language 3402
powder business_language 3403
ppf business_language 3404
ppi business_language 3405
ppo business_language 3406
ppp business_language 3407
ppt business_language 3408
precautionary business_language 3409
precheck business_language 3410
precipice business_language 3411
predictor business_language 3412
preemptive business_language 3413
preliminary business_language 3414
premarital business_language 3415
prescott business_language 3416
presentment business_language 3417
preservation business_language 3418
press business_language 3419
pri business_language 3420
prima business_language 3421
prize business_language 3422
procedure business_language 3423
proceed business_language 3424
procurement business_language 3425
procyclic business_language 3426
profile business_language 3427
promoter business_language 3428
promotion business_language 3429
propco business_language 3430
proportional business_language 3431
proposal business_language 3432
proposition business_language 3433
proprietary business_language 3434
proprietorship business_language 3435
proration business_language 3436
prospectus business_language 3437
protect business_language 3438
protective business_language 3439
provident business_language 3440
prudent business_language 3441
ps business_language 3442
psychologist business_language 3443
pt business_language 3444
ptbv business_language 3445
puzzle business_language 3446
pvbp business_language 3447
pvif business_language 3448
pvifa business_language 3449
pyramid business_language 3450
qa business_language 3451
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qdot business_language 3458
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qe business_language 3460
qep business_language 3461
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qia business_language 3463
qib business_language 3464
qip business_language 3465
qjsa business_language 3466
qlac business_language 3467
qoq business_language 3468
qpai business_language 3469
qpam business_language 3470
qprt business_language 3471
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qqqq business_language 3473
qr business_language 3474
qsd business_language 3475
qsehra business_language 3476
qsr business_language 3477
qstick business_language 3478
qtd business_language 3479
qtip business_language 3480
qtum business_language 3481
quadrix business_language 3482
quadruple business_language 3483
qualification business_language 3484
qualitative business_language 3485
quant business_language 3486
quantify business_language 3487
quantum business_language 3488
question business_language 3489
quintile business_language 3490
quip business_language 3491
quitclaim business_language 3492
quorum business_language 3493
rabbi business_language 3494
race business_language 3495
racketeering business_language 3496
raider business_language 3497
ramp business_language 3498
rar business_language 3499
raroc business_language 3500
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rata business_language 3502
rationalisation business_language 3503
raw business_language 3504
rbi business_language 3505
read business_language 3506
reaganomics business_language 3507
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realisation business_language 3509
reality business_language 3510
rebalance business_language 3511
rebate business_language 3512
rec business_language 3513
recapture business_language 3514
recast business_language 3515
receive business_language 3516
receivership business_language 3517
recency business_language 3518
recessionary business_language 3519
recharacterization business_language 3520
reciprocity business_language 3521
reconveyance business_language 3522
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reflation business_language 3526
reflexivity business_language 3527
refund business_language 3528
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registration business_language 3532
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regtech business_language 3534
regulate business_language 3535
rehypothecation business_language 3536
relate business_language 3537
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relp business_language 3539
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remittance business_language 3542
remuneration business_language 3543
renko business_language 3544
renounceable business_language 3545
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repackage business_language 3549
repatriable business_language 3550
repatriation business_language 3551
representation business_language 3552
repudiation business_language 3553
reputational business_language 3554
requisition business_language 3555
reschedule business_language 3556
rescission business_language 3557
reseller business_language 3558
reservation business_language 3559
reservist business_language 3560
resident business_language 3561
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resp business_language 3563
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respect business_language 3565
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restatement business_language 3567
restoration business_language 3568
restraint business_language 3569
resume business_language 3570
retainer business_language 3571
retire business_language 3572
retrieval business_language 3573
retrocession business_language 3574
reuters business_language 3575
review business_language 3576
revolution business_language 3577
revolver business_language 3578
revpar business_language 3579
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rfm business_language 3581
rfp business_language 3582
rfq business_language 3583
rgu business_language 3584
rho business_language 3585
ria business_language 3586
ric business_language 3587
rich business_language 3588
ricp business_language 3589
ride business_language 3590
ring business_language 3591
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river business_language 3594
riyal business_language 3595
rmbs business_language 3596
rmd business_language 3597
roa business_language 3598
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roace business_language 3600
road business_language 3601
roadshow business_language 3602
roae business_language 3603
robber business_language 3604
robertson business_language 3605
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robust business_language 3609
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rodino business_language 3611
roe business_language 3612
rogue business_language 3613
roi business_language 3614
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ror business_language 3617
rorac business_language 3618
ros business_language 3619
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rr business_language 3629
rrr business_language 3630
rss business_language 3631
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rtc business_language 3633
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rtn business_language 3635
rto business_language 3636
rtq business_language 3637
rulemaking business_language 3638
runner business_language 3639
rvi business_language 3640
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saft business_language 3645
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sam business_language 3648
samurai business_language 3649
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sandwich business_language 3651
sarbanes business_language 3652
satisficing business_language 3653
saturation business_language 3654
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sawtooth business_language 3656
sba business_language 3657
sbs business_language 3658
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scam business_language 3660
scandal business_language 3661
scm business_language 3662
scorecard business_language 3663
scott business_language 3664
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screener business_language 3666
scrips business_language 3667
sdira business_language 3668
se business_language 3669
sea business_language 3670
season business_language 3671
seasonality business_language 3672
seat business_language 3673
sebi business_language 3674
seca business_language 3675
secret business_language 3676
secular business_language 3677
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securitization business_language 3679
sedol business_language 3680
seed business_language 3681
sef business_language 3682
segment business_language 3683
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seignorage business_language 3685
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senior business_language 3687
seniority business_language 3688
sensex business_language 3689
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sequence business_language 3693
serial business_language 3694
serp business_language 3695
servitude business_language 3696
session business_language 3697
severally business_language 3698
severance business_language 3699
sez business_language 3700
sfratio business_language 3701
sg business_language 3702
sgr business_language 3703
shark business_language 3704
shell business_language 3705
sherman business_language 3706
shield business_language 3707
shilling business_language 3708
ship business_language 3709
sho business_language 3710
shoe business_language 3711
shoot business_language 3712
shoplift business_language 3713
shortfall business_language 3714
shrinkage business_language 3715
sic business_language 3716
sickness business_language 3717
silent business_language 3718
silk business_language 3719
silo business_language 3720
simon business_language 3721
simplicity business_language 3722
simplify business_language 3723
simulation business_language 3724
simultaneous business_language 3725
singapore business_language 3726
sip business_language 3727
sister business_language 3728
sivs business_language 3729
skew business_language 3730
skewness business_language 3731
skim business_language 3732
skin business_language 3733
sku business_language 3734
sky business_language 3735
slip business_language 3736
slippage business_language 3737
sma business_language 3738
smallcap business_language 3739
sme business_language 3740
smes business_language 3741
smile business_language 3742
sml business_language 3743
smoot business_language 3744
smurf business_language 3745
snark business_language 3746
soci business_language 3747
socially business_language 3748
soe business_language 3749
software business_language 3750
soldier business_language 3751
sole business_language 3752
solution business_language 3753
soros business_language 3754
sortino business_language 3755
soto business_language 3756
sotp business_language 3757
source business_language 3758
sow business_language 3759
sox business_language 3760
spa business_language 3761
spac business_language 3762
spdr business_language 3763
speak business_language 3764
specialisation business_language 3765
specie business_language 3766
specific business_language 3767
speculative business_language 3768
speculator business_language 3769
speed business_language 3770
spider business_language 3771
spillover business_language 3772
spin business_language 3773
spinoff business_language 3774
spiral business_language 3775
spoof business_language 3776
spv business_language 3777
squeeze business_language 3778
squire business_language 3779
sr business_language 3780
sri business_language 3781
sro business_language 3782
ssa business_language 3783
ssn business_language 3784
stabiliser business_language 3785
stable business_language 3786
stake business_language 3787
stalk business_language 3788
stand business_language 3789
standby business_language 3790
staple business_language 3791
stare business_language 3792
start business_language 3793
startups business_language 3794
status business_language 3795
statutory business_language 3796
stearns business_language 3797
step business_language 3798
sterilise business_language 3799
sterling business_language 3800
stick business_language 3801
stickiness business_language 3802
stiglitz business_language 3803
stimulus business_language 3804
stipend business_language 3805
stirpes business_language 3806
stochastics business_language 3807
stochrsi business_language 3808
stockbroker business_language 3809
stockholder business_language 3810
storage business_language 3811
store business_language 3812
stp business_language 3813
strangle business_language 3814
stratify business_language 3815
streamline business_language 3816
stuart business_language 3817
student business_language 3818
suasion business_language 3819
subchapter business_language 3820
subjective business_language 3821
sublease business_language 3822
subordinate business_language 3823
subordination business_language 3824
subscription business_language 3825
substantially business_language 3826
success business_language 3827
sufferance business_language 3828
sufficient business_language 3829
suggest business_language 3830
suite business_language 3831
sukuk business_language 3832
summa business_language 3833
super business_language 3834
superannuation business_language 3835
superintendent business_language 3836
supervision business_language 3837
supplemental business_language 3838
supranational business_language 3839
surcharge business_language 3840
surety business_language 3841
surrender business_language 3842
sutton business_language 3843
sva business_language 3844
swaption business_language 3845
sweat business_language 3846
sweep business_language 3847
swf business_language 3848
swing business_language 3849
swingline business_language 3850
swot business_language 3851
symmetrical business_language 3852
symposium business_language 3853
synergy business_language 3854
taa business_language 3855
tactical business_language 3856
taft business_language 3857
tag business_language 3858
taguchi business_language 3859
takaful business_language 3860
taker business_language 3861
tamp business_language 3862
tanstaafl business_language 3863
tantrum business_language 3864
tarn business_language 3865
tasuki business_language 3866
tat business_language 3867
tba business_language 3868
tbe business_language 3869
tbl business_language 3870
tbvps business_language 3871
tce business_language 3872
tcf business_language 3873
tco business_language 3874
team business_language 3875
tear business_language 3876
teaser business_language 3877
tech business_language 3878
techmark business_language 3879
technocracy business_language 3880
ted business_language 3881
tefra business_language 3882
telecom business_language 3883
telegraphic business_language 3884
teller business_language 3885
tema business_language 3886
temporal business_language 3887
tenkan business_language 3888
tenor business_language 3889
tepper business_language 3890
ter business_language 3891
terbatas business_language 3892
terminable business_language 3893
termism business_language 3894
terp business_language 3895
tertiary business_language 3896
testament business_language 3897
testamentary business_language 3898
tether business_language 3899
tev business_language 3900
tezos business_language 3901
tfsa business_language 3902
theft business_language 3903
thesis business_language 3904
theta business_language 3905
thomas business_language 3906
threadneedle business_language 3907
threat business_language 3908
throughput business_language 3909
thumb business_language 3910
tiaa business_language 3911
tic business_language 3912
ticket business_language 3913
tight business_language 3914
til business_language 3915
tila business_language 3916
tilt business_language 3917
timber business_language 3918
timelock business_language 3919
timo business_language 3920
tina business_language 3921
tinbergen business_language 3922
tip business_language 3923
tippie business_language 3924
tit business_language 3925
tmt business_language 3926
tmwx business_language 3927
tobacco business_language 3928
tod business_language 3929
tokyo business_language 3930
tolerance business_language 3931
tom business_language 3932
tombstone business_language 3933
tomorrow business_language 3934
tontine business_language 3935
topix business_language 3936
toronto business_language 3937
tot business_language 3938
touch business_language 3939
tqm business_language 3940
tr business_language 3941
traditional business_language 3942
tranche business_language 3943
tranches business_language 3944
transform business_language 3945
transformation business_language 3946
transit business_language 3947
transition business_language 3948
translation business_language 3949
transmission business_language 3950
transportation business_language 3951
transposition business_language 3952
traunch business_language 3953
traveller business_language 3954
treadmill business_language 3955
tree business_language 3956
trendline business_language 3957
treynor business_language 3958
trial business_language 3959
trickle business_language 3960
trilemma business_language 3961
trillion business_language 3962
trim business_language 3963
trouble business_language 3964
troy business_language 3965
trups business_language 3966
truth business_language 3967
tsa business_language 3968
tsi business_language 3969
tsp business_language 3970
tsr business_language 3971
tsx business_language 3972
tt business_language 3973
tuesday business_language 3974
tulip business_language 3975
tune business_language 3976
turnaround business_language 3977
turnbull business_language 3978
tv business_language 3979
tvm business_language 3980
tweezer business_language 3981
twist business_language 3982
twr business_language 3983
tyre business_language 3984
tzero business_language 3985
uberrimae business_language 3986
ubpr business_language 3987
ubs business_language 3988
ubti business_language 3989
uccc business_language 3990
ucci business_language 3991
ucits business_language 3992
ucla business_language 3993
udaap business_language 3994
uep business_language 3995
ufcf business_language 3996
ufmi business_language 3997
ugma business_language 3998
uhnwi business_language 3999
uip business_language 4000
uit business_language 4001
ul business_language 4002
ulae business_language 4003
ulc business_language 4004
ulcer business_language 4005
ulip business_language 4006
ultima business_language 4007
ultimogeniture business_language 4008
ultrafast business_language 4009
um business_language 4010
uma business_language 4011
umha business_language 4012
umir business_language 4013
umpire business_language 4014
unadjusted business_language 4015
unaffiliated business_language 4016
unallocated business_language 4017
unappropriated business_language 4018
unauthorised business_language 4019
unbanked business_language 4020
unbiased business_language 4021
unc business_language 4022
uncertainty business_language 4023
unchanged business_language 4024
uncitral business_language 4025
unclaimed business_language 4026
uncollected business_language 4027
uncommitted business_language 4028
unconditional business_language 4029
unconsolidated business_language 4030
unconstrained business_language 4031
undated business_language 4032
underapplied business_language 4033
underbanked business_language 4034
undercapitalization business_language 4035
undercast business_language 4036
underconsumption business_language 4037
underfund business_language 4038
underinsurance business_language 4039
underinvestment business_language 4040
underpayment business_language 4041
underperform business_language 4042
underprice business_language 4043
undersubscribed business_language 4044
undertaking business_language 4045
undervalue business_language 4046
underweight business_language 4047
underwithholding business_language 4048
undisclosed business_language 4049
undue business_language 4050
uneconomic business_language 4051
unencumbered business_language 4052
unfavourable business_language 4053
unfunded business_language 4054
ung business_language 4055
unicameral business_language 4056
unicorn business_language 4057
unintentional business_language 4058
unique business_language 4059
unisex business_language 4060
unissued business_language 4061
unitary business_language 4062
unitholder business_language 4063
unitranche business_language 4064
universe business_language 4065
unlawful business_language 4066
unmatched business_language 4067
unofficial business_language 4068
unrecaptured business_language 4069
unrecorded business_language 4070
unregistered business_language 4071
unreimbursed business_language 4072
unrelated business_language 4073
unsatisfied business_language 4074
unscheduled business_language 4075
unskilled business_language 4076
unsponsored business_language 4077
unstated business_language 4078
unsterilized business_language 4079
unsubordinated business_language 4080
unsubscribed business_language 4081
unsuitability business_language 4082
unsuitable business_language 4083
unsystematic business_language 4084
unusual business_language 4085
unweighted business_language 4086
unwind business_language 4087
upa business_language 4088
upfront business_language 4089
upgrade business_language 4090
uphold business_language 4091
upi business_language 4092
upia business_language 4093
upreit business_language 4094
upstairs business_language 4095
upstart business_language 4096
upt business_language 4097
uptrend business_language 4098
urdg business_language 4099
usaig business_language 4100
usance business_language 4101
usc business_language 4102
usd business_language 4103
usdt business_language 4104
usdx business_language 4105
usgli business_language 4106
ust business_language 4107
usual business_language 4108
usufruct business_language 4109
ut business_language 4110
utilitarianism business_language 4111
utma business_language 4112
utp business_language 4113
utxo business_language 4114
va business_language 4115
vacancy business_language 4116
vacation business_language 4117
vad business_language 4118
validation business_language 4119
valorem business_language 4120
valoren business_language 4121
valuable business_language 4122
vami business_language 4123
vancouver business_language 4124
vandalism business_language 4125
vanguard business_language 4126
vantagescore business_language 4127
variability business_language 4128
variety business_language 4129
vasicek business_language 4130
vat business_language 4131
vault business_language 4132
vba business_language 4133
vbo business_language 4134
vc business_language 4135
vcr business_language 4136
vct business_language 4137
vdr business_language 4138
veba business_language 4139
veblen business_language 4140
vechain business_language 4141
ved business_language 4142
venn business_language 4143
vennootschap business_language 4144
ver business_language 4145
verge business_language 4146
version business_language 4147
versus business_language 4148
vet business_language 4149
vgli business_language 4150
viager business_language 4151
viatical business_language 4152
viator business_language 4153
vicarious business_language 4154
vice business_language 4155
video business_language 4156
vie business_language 4157
vienna business_language 4158
vigour business_language 4159
vinx business_language 4160
vires business_language 4161
vis business_language 4162
visa business_language 4163
visibility business_language 4164
visual business_language 4165
vitalik business_language 4166
vladimir business_language 4167
vocational business_language 4168
voice business_language 4169
voidable business_language 4170
voip business_language 4171
volcker business_language 4172
volumetric business_language 4173
vomma business_language 4174
vor business_language 4175
vortex business_language 4176
vostro business_language 4177
voyage business_language 4178
vpl business_language 4179
vpp business_language 4180
vpt business_language 4181
vrdn business_language 4182
vsat business_language 4183
vul business_language 4184
vx business_language 4185
vxn business_language 4186
w.p business_language 4187
wacc business_language 4188
wace business_language 4189
wai business_language 4190
wait business_language 4191
waitress business_language 4192
wal business_language 4193
wala business_language 4194
wallflower business_language 4195
wallpaper business_language 4196
walmart business_language 4197
walras business_language 4198
walrasian business_language 4199
walton business_language 4200
wam business_language 4201
wanton business_language 4202
warehouser business_language 4203
warf business_language 4204
warn business_language 4205
warsaw business_language 4206
wart business_language 4207
wassily business_language 4208
watchlist business_language 4209
watercraft business_language 4210
watson business_language 4211
waybill business_language 4212
wbag business_language 4213
weakness business_language 4214
wealthy business_language 4215
wear business_language 4216
wearable business_language 4217
website business_language 4218
wednesday business_language 4219
week business_language 4220
weekend business_language 4221
wef business_language 4222
wei business_language 4223
welch business_language 4224
wellbore business_language 4225
wellness business_language 4226
weo business_language 4227
western business_language 4228
westpac business_language 4229
wet business_language 4230
wgc business_language 4231
wharton business_language 4232
whartonite business_language 4233
whfit business_language 4234
whipsaw business_language 4235
whistleblower business_language 4236
whitemail business_language 4237
whitewash business_language 4238
wholly business_language 4239
whoop business_language 4240
wi business_language 4241
widely business_language 4242
wilcoxon business_language 4243
wildcatting business_language 4244
willie business_language 4245
wilshire business_language 4246
win business_language 4247
wind business_language 4248
winsorized business_language 4249
wisconsin business_language 4250
wisdom business_language 4251
wm business_language 4252
wolfe business_language 4253
word business_language 4254
worden business_language 4255
wordpress business_language 4256
workable business_language 4257
workflow business_language 4258
worldcom business_language 4259
worry business_language 4260
worthless business_language 4261
wpi business_language 4262
wppda business_language 4263
wraparound business_language 4264
writer business_language 4265
wse business_language 4266
wtc business_language 4267
wti business_language 4268
wto business_language 4269
xbrl business_language 4270
xcd business_language 4271
xd business_language 4272
xenocurrency business_language 4273
xetra business_language 4274
xl business_language 4275
xml business_language 4276
xof business_language 4277
xrt business_language 4278
xvg business_language 4279
yacht business_language 4280
yale business_language 4281
yard business_language 4282
yawn business_language 4283
ympe business_language 4284
yoc business_language 4285
young business_language 4286
yoy business_language 4287
yrt business_language 4288
ytd business_language 4289
ytm business_language 4290
ytw business_language 4291
yugen business_language 4292
yuppie business_language 4293
zag business_language 4294
zakat business_language 4295
zba business_language 4296
zbb business_language 4297
zcash business_language 4298
zebra business_language 4299
zeta business_language 4300
zew business_language 4301
zig business_language 4302
zk business_language 4303
zomma business_language 4304
zopa business_language 4305
zuckerberg business_language 4306
zvi business_language 4307
zzzz business_language 4308
# Remove duplicates

dictionaries <- freq_dict_table_all %>% # just as a precaution as it should not be a value different than 1
  select(dictionary, word, rank) %>% 
  mutate(present_in_dict = 1) 

bus_dict <- dictionaries %>% 
  filter(dictionary == "business_language") %>% 
  rename(present_BUS = present_in_dict, rank_BUS = rank)

unesco_dict <- dictionaries %>% 
  filter(dictionary == "UNESCO") %>% 
  rename(present_UNESCO = present_in_dict, rank_UNESCO = rank)

book_dict <- dictionaries %>% 
  filter(dictionary == "book") %>% 
  rename(present_book = present_in_dict, rank_book = rank)

colnames(dictionaries)
[1] "dictionary"      "word"            "rank"            "present_in_dict"
dictionaries <- as.data.frame(dictionaries)
dictionaries_added <- dictionaries %>%
  left_join(bus_dict, by = c("word" = "word"))  %>% 
  left_join(unesco_dict, by = c("word" = "word"))  %>% 
  left_join(book_dict, by = c("word" = "word")) %>% 
  select(present_in_dict, word, present_BUS, present_UNESCO, present_book, rank_BUS, rank_UNESCO, rank_book) %>% 
   replace(is.na(.), 0) %>%
  distinct(word, .keep_all = TRUE) %>% # removing duplicates
  mutate(present_BUS = as.numeric(present_BUS)) %>% 
  mutate(present_UNESCO = as.numeric(present_UNESCO)) %>% 
  mutate(present_book = as.numeric(present_book))  %>%
  mutate(sum = rowSums(.[3:5])) 

# For my analysis choosing unique words from the dictionaries  
dictionaries_added <- dictionaries_added %>% 
  filter(sum == 1)

dictionaries <- dictionaries_added

# Saving the dataset with all words in the dictionary (it will be used in 4_Language_analysis and 5_For_and_not_for_profit)

dictionaries_all <- dictionaries %>% 
    select(-rank_BUS, -rank_UNESCO, -rank_book)

# write_csv(dictionaries_all, "./output/created_datasets/freq_dict_total_all.csv")

# Choosing 100 most frequent words in the dictionaries based on "ranks" columns

dictionaries_100_UNESCO <- dictionaries %>%
  arrange(desc(rank_UNESCO)) %>%
  slice_head(n=100)

dictionaries_100_BUS <- dictionaries %>%
  arrange(desc(rank_BUS)) %>%
  slice_head(n=100)

dictionaries_100_book <- dictionaries %>%
  arrange(desc(rank_book)) %>%
  slice_head(n=100)

dictionaries_100 <- rbind(dictionaries_100_UNESCO, dictionaries_100_BUS, dictionaries_100_book)
head(dictionaries_100, 3)
  present_in_dict          word present_BUS present_UNESCO present_book
1               1    vocabulary           0              1            0
2               1 visualisation           0              1            0
3               1  verification           0              1            0
  rank_BUS rank_UNESCO rank_book sum
1        0        1085         0   1
2        0        1083         0   1
3        0        1079         0   1
dictionaries_100 <- dictionaries_100 %>% 
  select(-rank_BUS, -rank_UNESCO, -rank_book)

# Saving the data/ It will be used in 4_Language_analysis and 5_For_and_not_for_profit
freq_dict_total_100 <- dictionaries_100
write_csv(freq_dict_total_100, "./output/created_datasets/freq_dict_total_100.csv")

Session information

sessionInfo()
R version 4.3.1 (2023-06-16)
Platform: x86_64-apple-darwin20 (64-bit)
Running under: macOS Monterey 12.6

Matrix products: default
BLAS:   /Library/Frameworks/R.framework/Versions/4.3-x86_64/Resources/lib/libRblas.0.dylib 
LAPACK: /Library/Frameworks/R.framework/Versions/4.3-x86_64/Resources/lib/libRlapack.dylib;  LAPACK version 3.11.0

locale:
[1] en_US.UTF-8/en_US.UTF-8/en_US.UTF-8/C/en_US.UTF-8/en_US.UTF-8

time zone: Europe/London
tzcode source: internal

attached base packages:
[1] grid      stats     graphics  grDevices utils     datasets  methods  
[8] base     

other attached packages:
 [1] kableExtra_1.3.4          ggvenn_0.1.10            
 [3] ggalt_0.4.0               ggtern_3.4.2             
 [5] compositions_2.0-6        ggwordcloud_0.6.1        
 [7] quanteda.dictionaries_0.4 quanteda_3.3.1           
 [9] tidytext_0.4.1            stopwords_2.3            
[11] lubridate_1.9.3           forcats_1.0.0            
[13] stringr_1.5.0             dplyr_1.1.3              
[15] purrr_1.0.2               readr_2.1.4              
[17] tidyr_1.3.0               tibble_3.2.1             
[19] ggplot2_3.4.3             tidyverse_2.0.0          
[21] gutenbergr_0.2.3          workflowr_1.7.1          

loaded via a namespace (and not attached):
 [1] gridExtra_2.3      rlang_1.1.1        magrittr_2.0.3     git2r_0.32.0      
 [5] compiler_4.3.1     getPass_0.2-2      systemfonts_1.0.4  png_0.1-8         
 [9] callr_3.7.3        vctrs_0.6.3        maps_3.4.1.1       rvest_1.0.3       
[13] crayon_1.5.2       pkgconfig_2.0.3    fastmap_1.1.1      labeling_0.4.3    
[17] utf8_1.2.3         promises_1.2.1     rmarkdown_2.25     tzdb_0.4.0        
[21] ps_1.7.5           bit_4.0.5          xfun_0.40          cachem_1.0.8      
[25] ash_1.0-15         jsonlite_1.8.7     highr_0.10         SnowballC_0.7.1   
[29] later_1.3.1        syuzhet_1.0.7      parallel_4.3.1     R6_2.5.1          
[33] bslib_0.5.1        stringi_1.7.12     RColorBrewer_1.1-3 extrafontdb_1.0   
[37] jquerylib_0.1.4    Rcpp_1.0.11        knitr_1.44         extrafont_0.19    
[41] httpuv_1.6.11      Matrix_1.5-4.1     timechange_0.2.0   tidyselect_1.2.0  
[45] rstudioapi_0.15.0  yaml_2.3.7         processx_3.8.2     lattice_0.21-8    
[49] plyr_1.8.9         withr_2.5.1        evaluate_0.21      bayesm_3.1-6      
[53] RcppParallel_5.1.7 xml2_1.3.5         pillar_1.9.0       lexicon_1.2.1     
[57] janeaustenr_1.0.0  tensorA_0.36.2     whisker_0.4.1      KernSmooth_2.23-21
[61] generics_0.1.3     vroom_1.6.3        rprojroot_2.0.3    hms_1.1.3         
[65] munsell_0.5.0      scales_1.2.1       glue_1.6.2         tools_4.3.1       
[69] hexbin_1.28.3      data.table_1.14.8  robustbase_0.99-0  tokenizers_0.3.0  
[73] webshot_0.5.5      fs_1.6.3           fastmatch_1.1-4    Rttf2pt1_1.3.12   
[77] colorspace_2.1-0   proto_1.0.0        cli_3.6.1          latex2exp_0.9.6   
[81] proj4_1.0-13       fansi_1.0.4        viridisLite_0.4.2  svglite_2.1.2     
[85] gtable_0.3.4       DEoptimR_1.1-3     sass_0.4.7         digest_0.6.33     
[89] farver_2.1.1       htmltools_0.5.6    lifecycle_1.0.3    httr_1.4.7        
[93] bit64_4.0.5        gridtext_0.1.5     MASS_7.3-60       

sessionInfo()
R version 4.3.1 (2023-06-16)
Platform: x86_64-apple-darwin20 (64-bit)
Running under: macOS Monterey 12.6

Matrix products: default
BLAS:   /Library/Frameworks/R.framework/Versions/4.3-x86_64/Resources/lib/libRblas.0.dylib 
LAPACK: /Library/Frameworks/R.framework/Versions/4.3-x86_64/Resources/lib/libRlapack.dylib;  LAPACK version 3.11.0

locale:
[1] en_US.UTF-8/en_US.UTF-8/en_US.UTF-8/C/en_US.UTF-8/en_US.UTF-8

time zone: Europe/London
tzcode source: internal

attached base packages:
[1] grid      stats     graphics  grDevices utils     datasets  methods  
[8] base     

other attached packages:
 [1] kableExtra_1.3.4          ggvenn_0.1.10            
 [3] ggalt_0.4.0               ggtern_3.4.2             
 [5] compositions_2.0-6        ggwordcloud_0.6.1        
 [7] quanteda.dictionaries_0.4 quanteda_3.3.1           
 [9] tidytext_0.4.1            stopwords_2.3            
[11] lubridate_1.9.3           forcats_1.0.0            
[13] stringr_1.5.0             dplyr_1.1.3              
[15] purrr_1.0.2               readr_2.1.4              
[17] tidyr_1.3.0               tibble_3.2.1             
[19] ggplot2_3.4.3             tidyverse_2.0.0          
[21] gutenbergr_0.2.3          workflowr_1.7.1          

loaded via a namespace (and not attached):
 [1] gridExtra_2.3      rlang_1.1.1        magrittr_2.0.3     git2r_0.32.0      
 [5] compiler_4.3.1     getPass_0.2-2      systemfonts_1.0.4  png_0.1-8         
 [9] callr_3.7.3        vctrs_0.6.3        maps_3.4.1.1       rvest_1.0.3       
[13] crayon_1.5.2       pkgconfig_2.0.3    fastmap_1.1.1      labeling_0.4.3    
[17] utf8_1.2.3         promises_1.2.1     rmarkdown_2.25     tzdb_0.4.0        
[21] ps_1.7.5           bit_4.0.5          xfun_0.40          cachem_1.0.8      
[25] ash_1.0-15         jsonlite_1.8.7     highr_0.10         SnowballC_0.7.1   
[29] later_1.3.1        syuzhet_1.0.7      parallel_4.3.1     R6_2.5.1          
[33] bslib_0.5.1        stringi_1.7.12     RColorBrewer_1.1-3 extrafontdb_1.0   
[37] jquerylib_0.1.4    Rcpp_1.0.11        knitr_1.44         extrafont_0.19    
[41] httpuv_1.6.11      Matrix_1.5-4.1     timechange_0.2.0   tidyselect_1.2.0  
[45] rstudioapi_0.15.0  yaml_2.3.7         processx_3.8.2     lattice_0.21-8    
[49] plyr_1.8.9         withr_2.5.1        evaluate_0.21      bayesm_3.1-6      
[53] RcppParallel_5.1.7 xml2_1.3.5         pillar_1.9.0       lexicon_1.2.1     
[57] janeaustenr_1.0.0  tensorA_0.36.2     whisker_0.4.1      KernSmooth_2.23-21
[61] generics_0.1.3     vroom_1.6.3        rprojroot_2.0.3    hms_1.1.3         
[65] munsell_0.5.0      scales_1.2.1       glue_1.6.2         tools_4.3.1       
[69] hexbin_1.28.3      data.table_1.14.8  robustbase_0.99-0  tokenizers_0.3.0  
[73] webshot_0.5.5      fs_1.6.3           fastmatch_1.1-4    Rttf2pt1_1.3.12   
[77] colorspace_2.1-0   proto_1.0.0        cli_3.6.1          latex2exp_0.9.6   
[81] proj4_1.0-13       fansi_1.0.4        viridisLite_0.4.2  svglite_2.1.2     
[85] gtable_0.3.4       DEoptimR_1.1-3     sass_0.4.7         digest_0.6.33     
[89] farver_2.1.1       htmltools_0.5.6    lifecycle_1.0.3    httr_1.4.7        
[93] bit64_4.0.5        gridtext_0.1.5     MASS_7.3-60