Recently, I finished reading “City of Quartz: Excavating the Future in Los Angeles” by Mike Davis. The book is an incredible journey through the history of Los Angeles, exploring its urban, social, and political landscapes. While diving into the story, I was struck by Davis’ unique writing style and the sheer number of uncommon terms he uses throughout the book. This piqued my curiosity, and I decided to find out what some of the least common words in “City of Quartz” are.

Iterative Approach to Identifying Uncommon Words

We started by defining uncommon words based on the average word frequency within the text itself. However, this approach proved insufficient, as it still included words like “entrepreneurship,” which are not uncommon in day-to-day speech. To refine our analysis, we decided to use external word frequency datasets.

Our first attempt was to use the Google Books Ngrams dataset, which provides word frequencies based on a large collection of books. We employed this dataset as an exclusion list to filter out more common words in everyday language. Despite the improvement, we still wanted a more sophisticated approach to identifying uncommon words.

We finally settled on using a sorted list of English words by frequency called `gwordlist`, based on Google’s Trillion Word Corpus. This dataset allowed us to create a frequency-based filtering system, ensuring that our list of uncommon words was more accurate and meaningful.

Preprocessing, Tokenization, and Word Frequency Calculation

import string
from collections import Counter
from nltk.corpus import stopwords
import re

   
# Read the gwordlist word frequency list
gwordlist_file = "/path/to/frequency-alpha-alldicts.txt"
with open(gwordlist_file, "r", encoding="utf-8") as file:
    gwordlist_lines = [line.strip() for line in file.readlines() if not line.startswith("#")]

# Create a dictionary to store the word and its frequency rank
gwordlist_rank = {line.split()[1]: int(line.split()[0]) for line in gwordlist_lines}


# Read the text from a text file
file_path = "/path/to/quartz.txt"
with open(file_path, "r", encoding="utf-8") as file:
    text = file.read()

# Preprocessing and tokenization
text_clean = re.sub(f"[{string.punctuation}]", " ", text)
tokens = text_clean.split()

# Remove tokens containing non-alphabet characters
tokens_alpha = [token for token in tokens if token.isalpha()]

# Lowercase conversion and stopword removal
stop_words = set(stopwords.words("english"))
tokens_lower = [token.lower() for token in tokens_alpha if token.lower() not in stop_words]

# Calculate word frequencies
word_frequencies = Counter(tokens_lower)

With the dataset in place, we began by preprocessing the text, removing unwanted characters and splitting it into individual words or tokens. We also removed tokens containing non-alphabet characters, such as numbers and punctuation marks.

Next, we converted all tokens to lowercase and removed common stopwords using the `nltk` library, ensuring a clean list of tokens for further analysis. We then calculated the occurrences of each unique word in the list using Python’s `Counter` class from the `collections` module.

Filtering Uncommon Words with the `gwordlist` Datas

# Define a threshold for uncommon words based on gwordlist rank
uncommon_rank_threshold = 10000  # You can adjust this value according to your needs

# Filter uncommon words 
uncommon_words = [(word, freq, gwordlist_rank.get(word, uncommon_rank_threshold + 1))
                  for word, freq in word_frequencies.items()
                  if gwordlist_rank.get(word, uncommon_rank_threshold + 1) > uncommon_rank_threshold]

To determine the rarity of words in “City of Quartz,” we compared the words in the book against the `gwordlist` dataset. We defined a threshold for uncommon words based on the rank of words in the `gwordlist` dataset. If a word’s rank was higher than the threshold, it was considered uncommon.

Sorting and Printing the List

# Sort the list of uncommon words by their rarity (gwordlist rank)
uncommon_words_sorted = sorted(uncommon_words, key=lambda x: -x[2])

# Print the list of most uncommon words and their frequencies in the book
for word, freq, rank in uncommon_words_sorted:
    print(f"{word} (Frequency: {freq}) - Rank: {rank}")

Finally, we sorted the list of uncommon words by their frequency in the book and printed the most frequent, most uncommon words. This gave us an insight into the unique vocabulary used by Mike Davis in “City of Quartz.”

Results

zaitech (Frequency: 2) - Rank: 161242
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phoniest (Frequency: 1) - Rank: 145076
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supremacist (Frequency: 5) - Rank: 49105
decrepitude (Frequency: 1) - Rank: 49090
spokeswoman (Frequency: 1) - Rank: 49068
overawe (Frequency: 2) - Rank: 49059
antinomy (Frequency: 1) - Rank: 49052
decrying (Frequency: 1) - Rank: 48891
complexly (Frequency: 1) - Rank: 48862
swooned (Frequency: 1) - Rank: 48778
travelogue (Frequency: 1) - Rank: 48757
simulacrum (Frequency: 4) - Rank: 48745
brainchild (Frequency: 1) - Rank: 48694
laggard (Frequency: 1) - Rank: 48690
macrocosm (Frequency: 1) - Rank: 48655
bemoan (Frequency: 2) - Rank: 48613
unseat (Frequency: 1) - Rank: 48553
euphemistically (Frequency: 2) - Rank: 48551
debunking (Frequency: 4) - Rank: 48543
bravura (Frequency: 1) - Rank: 48539
happenstance (Frequency: 1) - Rank: 48537
handily (Frequency: 2) - Rank: 48441
synchronicity (Frequency: 1) - Rank: 48438
improvisational (Frequency: 2) - Rank: 48402
periodization (Frequency: 1) - Rank: 48395
sweatshop (Frequency: 1) - Rank: 48372
mollify (Frequency: 1) - Rank: 48288
memorably (Frequency: 2) - Rank: 48283
stunningly (Frequency: 1) - Rank: 48251
unabashedly (Frequency: 1) - Rank: 48230
touting (Frequency: 1) - Rank: 48228
individuated (Frequency: 1) - Rank: 48206
gridlock (Frequency: 2) - Rank: 48191
purloined (Frequency: 1) - Rank: 48174
landsman (Frequency: 1) - Rank: 48031
racialism (Frequency: 1) - Rank: 48023
funicular (Frequency: 1) - Rank: 48017
hangout (Frequency: 3) - Rank: 48014
fillip (Frequency: 1) - Rank: 48009
dramaturgy (Frequency: 1) - Rank: 47994
demonology (Frequency: 3) - Rank: 47914
parochialism (Frequency: 3) - Rank: 47905
buckshot (Frequency: 1) - Rank: 47896
mesmerizing (Frequency: 2) - Rank: 47879
emollient (Frequency: 2) - Rank: 47871
trashy (Frequency: 1) - Rank: 47848
disembarking (Frequency: 1) - Rank: 47757
punks (Frequency: 2) - Rank: 47718
glamor (Frequency: 2) - Rank: 47646
indiscipline (Frequency: 1) - Rank: 47626
moralism (Frequency: 1) - Rank: 47601
coyly (Frequency: 1) - Rank: 47576
hieratic (Frequency: 1) - Rank: 47556
blitzkrieg (Frequency: 1) - Rank: 47525
holdover (Frequency: 1) - Rank: 47426
unmentioned (Frequency: 1) - Rank: 47311
skelter (Frequency: 3) - Rank: 47298
terrorize (Frequency: 2) - Rank: 47237
reformism (Frequency: 2) - Rank: 47216
hillbilly (Frequency: 1) - Rank: 47084
flabbergasted (Frequency: 2) - Rank: 47034
beachfront (Frequency: 2) - Rank: 47029
blip (Frequency: 2) - Rank: 46993
overrunning (Frequency: 1) - Rank: 46981
reassertion (Frequency: 1) - Rank: 46976
sumptuary (Frequency: 3) - Rank: 46974
smokestack (Frequency: 1) - Rank: 46973
ringleader (Frequency: 1) - Rank: 46916
proofed (Frequency: 1) - Rank: 46913
shrilly (Frequency: 1) - Rank: 46840
nativist (Frequency: 3) - Rank: 46797
helter (Frequency: 3) - Rank: 46783
sensorium (Frequency: 1) - Rank: 46703
mummified (Frequency: 1) - Rank: 46691
honking (Frequency: 1) - Rank: 46685
backtrack (Frequency: 1) - Rank: 46645
absurdum (Frequency: 1) - Rank: 46586
juke (Frequency: 3) - Rank: 46523
crossfire (Frequency: 1) - Rank: 46518
alarmist (Frequency: 1) - Rank: 46480
highbrow (Frequency: 1) - Rank: 46458
pipework (Frequency: 1) - Rank: 46433
recrudescence (Frequency: 3) - Rank: 46367
disdaining (Frequency: 1) - Rank: 46365
xenophobic (Frequency: 1) - Rank: 46354
matriarch (Frequency: 1) - Rank: 46337
ersatz (Frequency: 2) - Rank: 46312
venality (Frequency: 1) - Rank: 46297
breakneck (Frequency: 3) - Rank: 46286
nostrums (Frequency: 2) - Rank: 46276
rightward (Frequency: 1) - Rank: 46141
reductio (Frequency: 1) - Rank: 46107
untangle (Frequency: 1) - Rank: 46103
wresting (Frequency: 1) - Rank: 46086
minimalism (Frequency: 1) - Rank: 46027
fangled (Frequency: 2) - Rank: 46004
flatbed (Frequency: 1) - Rank: 45959
demotic (Frequency: 1) - Rank: 45957
upbraided (Frequency: 2) - Rank: 45897
brazenly (Frequency: 5) - Rank: 45740
impetuously (Frequency: 1) - Rank: 45610
connived (Frequency: 1) - Rank: 45595
immodest (Frequency: 1) - Rank: 45552
fundraiser (Frequency: 2) - Rank: 45496
decentralize (Frequency: 1) - Rank: 45458
nihilistic (Frequency: 1) - Rank: 45346
unmask (Frequency: 1) - Rank: 45341
utopianism (Frequency: 1) - Rank: 45334
apoplectic (Frequency: 1) - Rank: 45328
confiscating (Frequency: 1) - Rank: 45325
snared (Frequency: 1) - Rank: 45279
militarized (Frequency: 6) - Rank: 45187
wracked (Frequency: 2) - Rank: 45176
commode (Frequency: 1) - Rank: 45137
mayoralty (Frequency: 1) - Rank: 45118
brainwashing (Frequency: 2) - Rank: 45079
monarchist (Frequency: 1) - Rank: 45056
gravitating (Frequency: 2) - Rank: 45043
junkie (Frequency: 1) - Rank: 45034
decimation (Frequency: 2) - Rank: 45030
ramified (Frequency: 2) - Rank: 45008
warehoused (Frequency: 1) - Rank: 44974
scoreboard (Frequency: 2) - Rank: 44942
clamored (Frequency: 2) - Rank: 44928
privatize (Frequency: 1) - Rank: 44897
fractious (Frequency: 1) - Rank: 44860
throwback (Frequency: 2) - Rank: 44763
falsetto (Frequency: 1) - Rank: 44730
congruity (Frequency: 1) - Rank: 44673
denigration (Frequency: 1) - Rank: 44666
paves (Frequency: 1) - Rank: 44581
bluffing (Frequency: 1) - Rank: 44566
monopolizing (Frequency: 2) - Rank: 44524
behaviorist (Frequency: 1) - Rank: 44520
scription (Frequency: 1) - Rank: 44504
enforcer (Frequency: 1) - Rank: 44496
beachhead (Frequency: 2) - Rank: 44457
bikers (Frequency: 2) - Rank: 44456
deconstruct (Frequency: 1) - Rank: 44395
stranglehold (Frequency: 1) - Rank: 44342
marooned (Frequency: 1) - Rank: 44300
gloating (Frequency: 2) - Rank: 44279
sovereignties (Frequency: 1) - Rank: 44264
postindustrial (Frequency: 1) - Rank: 44211
militarist (Frequency: 1) - Rank: 44179
rummage (Frequency: 1) - Rank: 44175
tactically (Frequency: 1) - Rank: 44137
dyspeptic (Frequency: 1) - Rank: 44115
forking (Frequency: 1) - Rank: 44096
obsessively (Frequency: 1) - Rank: 44087
paddies (Frequency: 1) - Rank: 44062
henchman (Frequency: 1) - Rank: 44037
cautioning (Frequency: 1) - Rank: 43987
unmediated (Frequency: 1) - Rank: 43915
abbreviate (Frequency: 1) - Rank: 43833
lynched (Frequency: 2) - Rank: 43820
prefigured (Frequency: 6) - Rank: 43790
walkout (Frequency: 2) - Rank: 43750
miniaturization (Frequency: 1) - Rank: 43727
floundered (Frequency: 4) - Rank: 43702
impresario (Frequency: 1) - Rank: 43674
viciousness (Frequency: 1) - Rank: 43672
sociologically (Frequency: 2) - Rank: 43659
untrammeled (Frequency: 3) - Rank: 43654
polluter (Frequency: 1) - Rank: 43640
truculent (Frequency: 1) - Rank: 43615
fomenting (Frequency: 1) - Rank: 43595
peddle (Frequency: 1) - Rank: 43510
enslaving (Frequency: 1) - Rank: 43481
triadic (Frequency: 1) - Rank: 43457
freshening (Frequency: 1) - Rank: 43441
conflated (Frequency: 2) - Rank: 43430
pawned (Frequency: 1) - Rank: 43420
campanile (Frequency: 1) - Rank: 43396
spewing (Frequency: 1) - Rank: 43395
recompensed (Frequency: 1) - Rank: 43363
revivalism (Frequency: 2) - Rank: 43343
candlepower (Frequency: 1) - Rank: 43305
melange (Frequency: 1) - Rank: 43300
disturbingly (Frequency: 1) - Rank: 43296
epochal (Frequency: 9) - Rank: 43295
ferociously (Frequency: 1) - Rank: 43280
bombast (Frequency: 1) - Rank: 43263
overweening (Frequency: 5) - Rank: 43243
overawed (Frequency: 1) - Rank: 43154
incinerated (Frequency: 1) - Rank: 43140
unmasking (Frequency: 1) - Rank: 43045
infield (Frequency: 1) - Rank: 42984
doldrums (Frequency: 1) - Rank: 42932
juggernaut (Frequency: 3) - Rank: 42901
introversion (Frequency: 1) - Rank: 42844
inching (Frequency: 1) - Rank: 42792
reveled (Frequency: 1) - Rank: 42734
metaphysic (Frequency: 1) - Rank: 42700
constrict (Frequency: 1) - Rank: 42618
citywide (Frequency: 3) - Rank: 42606
quotidian (Frequency: 1) - Rank: 42558
indissolubly (Frequency: 1) - Rank: 42461
entangling (Frequency: 1) - Rank: 42318
gentrification (Frequency: 7) - Rank: 42189
incarnated (Frequency: 2) - Rank: 42188
ephemera (Frequency: 1) - Rank: 42171
rivaled (Frequency: 2) - Rank: 42127
blustering (Frequency: 1) - Rank: 42042
sinecure (Frequency: 1) - Rank: 42027
disinvestment (Frequency: 2) - Rank: 42014
puncturing (Frequency: 1) - Rank: 41997
disfranchisement (Frequency: 1) - Rank: 41991
exulted (Frequency: 1) - Rank: 41977
subcultural (Frequency: 1) - Rank: 41965
casuistry (Frequency: 1) - Rank: 41951
harshest (Frequency: 1) - Rank: 41845
ceremonious (Frequency: 1) - Rank: 41804
instigating (Frequency: 1) - Rank: 41795
relishing (Frequency: 1) - Rank: 41778
nightmarish (Frequency: 2) - Rank: 41689
whittled (Frequency: 1) - Rank: 41676
shipbuilder (Frequency: 1) - Rank: 41650
capa (Frequency: 1) - Rank: 41649
jackpot (Frequency: 1) - Rank: 41640
invisibly (Frequency: 1) - Rank: 41639
bellicose (Frequency: 2) - Rank: 41635
unflagging (Frequency: 1) - Rank: 41629
exhilarated (Frequency: 1) - Rank: 41620
unformed (Frequency: 1) - Rank: 41591
brawling (Frequency: 1) - Rank: 41579
overwrought (Frequency: 1) - Rank: 41561
costumed (Frequency: 1) - Rank: 41517
plateaux (Frequency: 1) - Rank: 41505
infill (Frequency: 3) - Rank: 41489
swaggering (Frequency: 2) - Rank: 41484
harmlessly (Frequency: 1) - Rank: 41466
cajoled (Frequency: 1) - Rank: 41367
peon (Frequency: 1) - Rank: 41311
superimposition (Frequency: 1) - Rank: 41296
libidinal (Frequency: 1) - Rank: 41285
downplay (Frequency: 1) - Rank: 41266
banality (Frequency: 1) - Rank: 41262
hallucinatory (Frequency: 1) - Rank: 41243
bleating (Frequency: 1) - Rank: 41215
entrap (Frequency: 1) - Rank: 41212
empt (Frequency: 1) - Rank: 41209
arrogantly (Frequency: 1) - Rank: 41199
compatriot (Frequency: 1) - Rank: 41198
syndicalism (Frequency: 2) - Rank: 41174
policed (Frequency: 1) - Rank: 41171
expensively (Frequency: 1) - Rank: 41167
resurgent (Frequency: 1) - Rank: 41143
homegrown (Frequency: 6) - Rank: 41140
haggling (Frequency: 1) - Rank: 41111
opprobrium (Frequency: 1) - Rank: 41050
unrepresentative (Frequency: 1) - Rank: 41001
implosion (Frequency: 1) - Rank: 40981
monopolization (Frequency: 1) - Rank: 40960
auteur (Frequency: 1) - Rank: 40908
calculable (Frequency: 1) - Rank: 40862
foment (Frequency: 2) - Rank: 40771
fitfully (Frequency: 1) - Rank: 40651
vowing (Frequency: 1) - Rank: 40578
staunchly (Frequency: 1) - Rank: 40565
superficiality (Frequency: 1) - Rank: 40544
bashing (Frequency: 1) - Rank: 40516
gibbet (Frequency: 1) - Rank: 40468
picketed (Frequency: 1) - Rank: 40462
shortlived (Frequency: 3) - Rank: 40431
daintily (Frequency: 1) - Rank: 40427
resuscitate (Frequency: 1) - Rank: 40415
mystification (Frequency: 1) - Rank: 40396
surfer (Frequency: 1) - Rank: 40387
institutionalize (Frequency: 2) - Rank: 40371
bookish (Frequency: 1) - Rank: 40337
sublimated (Frequency: 2) - Rank: 40336
locum (Frequency: 1) - Rank: 40277
unendurable (Frequency: 1) - Rank: 40237
figuration (Frequency: 1) - Rank: 40213
subtext (Frequency: 1) - Rank: 40210
tutored (Frequency: 1) - Rank: 40208
cuffed (Frequency: 1) - Rank: 40168
storefront (Frequency: 2) - Rank: 40162
ious (Frequency: 1) - Rank: 40158
commandeered (Frequency: 2) - Rank: 40154
largesse (Frequency: 1) - Rank: 40082
prescience (Frequency: 1) - Rank: 40075
undeterred (Frequency: 1) - Rank: 40066
hounded (Frequency: 1) - Rank: 40005
screenwriter (Frequency: 2) - Rank: 39991
freshest (Frequency: 1) - Rank: 39953
cannot (Frequency: 2) - Rank: 39872
drench (Frequency: 1) - Rank: 39835
wrangle (Frequency: 1) - Rank: 39831
heaves (Frequency: 1) - Rank: 39802
flagrantly (Frequency: 1) - Rank: 39783
grubbing (Frequency: 1) - Rank: 39772
qualifier (Frequency: 1) - Rank: 39768
unapproachable (Frequency: 1) - Rank: 39695
tantrum (Frequency: 1) - Rank: 39683
overshadowing (Frequency: 1) - Rank: 39653
jeered (Frequency: 1) - Rank: 39632
jukebox (Frequency: 1) - Rank: 39594
centrist (Frequency: 1) - Rank: 39590
militarization (Frequency: 3) - Rank: 39586
counterculture (Frequency: 1) - Rank: 39563
frenetic (Frequency: 2) - Rank: 39556
canonization (Frequency: 1) - Rank: 39547
quixotic (Frequency: 1) - Rank: 39546
anomie (Frequency: 1) - Rank: 39534
afoul (Frequency: 1) - Rank: 39530
rollback (Frequency: 2) - Rank: 39517
bluster (Frequency: 1) - Rank: 39494
vendetta (Frequency: 1) - Rank: 39452
visionaries (Frequency: 2) - Rank: 39426
barricaded (Frequency: 2) - Rank: 39398
mayoral (Frequency: 6) - Rank: 39394
steelworks (Frequency: 1) - Rank: 39380
evict (Frequency: 1) - Rank: 39360
panicky (Frequency: 1) - Rank: 39326
afterglow (Frequency: 1) - Rank: 39265
uproot (Frequency: 1) - Rank: 39237
eponymous (Frequency: 1) - Rank: 39163
drywall (Frequency: 1) - Rank: 39148
scarcer (Frequency: 1) - Rank: 39120
necktie (Frequency: 1) - Rank: 39107
gipsies (Frequency: 1) - Rank: 39089
imperiled (Frequency: 1) - Rank: 39039
iconoclastic (Frequency: 1) - Rank: 39025
tabula (Frequency: 1) - Rank: 39015
desolated (Frequency: 2) - Rank: 39002
incognita (Frequency: 1) - Rank: 38990
festering (Frequency: 1) - Rank: 38954
dominoes (Frequency: 1) - Rank: 38929
histrionic (Frequency: 1) - Rank: 38919
ordo (Frequency: 1) - Rank: 38915
densification (Frequency: 2) - Rank: 38913
vigilante (Frequency: 4) - Rank: 38899
cacophony (Frequency: 1) - Rank: 38860
cataclysm (Frequency: 1) - Rank: 38854
defuse (Frequency: 1) - Rank: 38839
adamantly (Frequency: 1) - Rank: 38817
conjuncture (Frequency: 3) - Rank: 38791
gambled (Frequency: 2) - Rank: 38761
internecine (Frequency: 1) - Rank: 38714
billionaire (Frequency: 3) - Rank: 38687
deport (Frequency: 1) - Rank: 38663
obligingly (Frequency: 1) - Rank: 38639
foretaste (Frequency: 1) - Rank: 38602
comparably (Frequency: 1) - Rank: 38580
wampum (Frequency: 1) - Rank: 38554
unravelling (Frequency: 1) - Rank: 38502
patroness (Frequency: 1) - Rank: 38501
conglomeration (Frequency: 1) - Rank: 38500
windowless (Frequency: 1) - Rank: 38488
unveil (Frequency: 1) - Rank: 38444
buggies (Frequency: 2) - Rank: 38415
chide (Frequency: 1) - Rank: 38408
tentacle (Frequency: 1) - Rank: 38357
environmentalist (Frequency: 4) - Rank: 38349
progressivism (Frequency: 1) - Rank: 38333
maelstrom (Frequency: 1) - Rank: 38329
submerge (Frequency: 1) - Rank: 38316
nothings (Frequency: 1) - Rank: 38272
evangelicalism (Frequency: 2) - Rank: 38261
secessionist (Frequency: 1) - Rank: 38259
shredding (Frequency: 1) - Rank: 38256
gambit (Frequency: 2) - Rank: 38226
fearlessness (Frequency: 1) - Rank: 38206
avocation (Frequency: 1) - Rank: 38181
tawdry (Frequency: 1) - Rank: 38178
pervasiveness (Frequency: 1) - Rank: 38119
cloistered (Frequency: 1) - Rank: 38106
burglaries (Frequency: 1) - Rank: 38081
intellectualism (Frequency: 2) - Rank: 38054
commingling (Frequency: 1) - Rank: 38048
constrictor (Frequency: 1) - Rank: 38033
elitism (Frequency: 5) - Rank: 37977
sacrosanct (Frequency: 1) - Rank: 37922
urbanity (Frequency: 4) - Rank: 37898
uncharged (Frequency: 1) - Rank: 37882
cranky (Frequency: 1) - Rank: 37861
prowl (Frequency: 1) - Rank: 37854
tacky (Frequency: 2) - Rank: 37831
leaner (Frequency: 1) - Rank: 37819
filibuster (Frequency: 1) - Rank: 37786
candied (Frequency: 1) - Rank: 37769
unimpressed (Frequency: 1) - Rank: 37760
napping (Frequency: 1) - Rank: 37759
perversely (Frequency: 1) - Rank: 37748
riff (Frequency: 1) - Rank: 37710
gunned (Frequency: 1) - Rank: 37704
cataclysmic (Frequency: 1) - Rank: 37696
shuttered (Frequency: 3) - Rank: 37692
poorhouse (Frequency: 1) - Rank: 37686
intoned (Frequency: 1) - Rank: 37675
urinate (Frequency: 2) - Rank: 37585
hubris (Frequency: 2) - Rank: 37549
unabashed (Frequency: 1) - Rank: 37544
reenact (Frequency: 1) - Rank: 37541
embezzled (Frequency: 1) - Rank: 37522
unsavory (Frequency: 2) - Rank: 37502
crypto (Frequency: 1) - Rank: 37498
hotbed (Frequency: 2) - Rank: 37496
hardcore (Frequency: 8) - Rank: 37483
cowering (Frequency: 1) - Rank: 37474
scandalized (Frequency: 1) - Rank: 37444
perilously (Frequency: 1) - Rank: 37383
penning (Frequency: 1) - Rank: 37382
avidly (Frequency: 4) - Rank: 37366
clouding (Frequency: 1) - Rank: 37325
hetero (Frequency: 1) - Rank: 37307
unbending (Frequency: 1) - Rank: 37284
draconian (Frequency: 1) - Rank: 37280
adjacency (Frequency: 3) - Rank: 37279
sadism (Frequency: 1) - Rank: 37261
unequaled (Frequency: 1) - Rank: 37240
westernmost (Frequency: 1) - Rank: 37237
bandwagon (Frequency: 1) - Rank: 37224
baronial (Frequency: 1) - Rank: 37206
capstone (Frequency: 1) - Rank: 37179
bistro (Frequency: 1) - Rank: 37164
subdividing (Frequency: 1) - Rank: 37121
ragtime (Frequency: 1) - Rank: 37103
pariah (Frequency: 1) - Rank: 37012
glorifying (Frequency: 1) - Rank: 37005
dissonant (Frequency: 1) - Rank: 36967
malevolence (Frequency: 2) - Rank: 36898
ruthlessness (Frequency: 1) - Rank: 36892
hippies (Frequency: 1) - Rank: 36890
emulating (Frequency: 1) - Rank: 36866
taciturn (Frequency: 2) - Rank: 36856
singling (Frequency: 1) - Rank: 36828
inaugurating (Frequency: 1) - Rank: 36817
conformist (Frequency: 1) - Rank: 36809
portent (Frequency: 1) - Rank: 36798
heeding (Frequency: 1) - Rank: 36775
inflectional (Frequency: 1) - Rank: 36749
stupefied (Frequency: 1) - Rank: 36738
manicured (Frequency: 2) - Rank: 36709
intransigence (Frequency: 4) - Rank: 36686
fictive (Frequency: 1) - Rank: 36684
multifunctional (Frequency: 2) - Rank: 36679
grizzled (Frequency: 1) - Rank: 36641
masthead (Frequency: 1) - Rank: 36626
profligacy (Frequency: 1) - Rank: 36624
prospering (Frequency: 1) - Rank: 36613
tycoon (Frequency: 1) - Rank: 36606
boycotted (Frequency: 1) - Rank: 36601
fetishism (Frequency: 1) - Rank: 36558
interregnum (Frequency: 2) - Rank: 36557
communitarian (Frequency: 2) - Rank: 36555
riche (Frequency: 2) - Rank: 36525
startlingly (Frequency: 1) - Rank: 36522
generalship (Frequency: 1) - Rank: 36496
swindle (Frequency: 2) - Rank: 36485
fervid (Frequency: 1) - Rank: 36481
petting (Frequency: 1) - Rank: 36436
expressionist (Frequency: 1) - Rank: 36430
reheating (Frequency: 1) - Rank: 36427
bartered (Frequency: 1) - Rank: 36401
railroading (Frequency: 1) - Rank: 36390
tortilla (Frequency: 1) - Rank: 36387
suburbia (Frequency: 6) - Rank: 36329
raider (Frequency: 1) - Rank: 36323
patina (Frequency: 1) - Rank: 36319
daycare (Frequency: 1) - Rank: 36300
shockingly (Frequency: 2) - Rank: 36281
floundering (Frequency: 1) - Rank: 36262
supersaturation (Frequency: 1) - Rank: 36208
signage (Frequency: 1) - Rank: 36203
unwitting (Frequency: 1) - Rank: 36201
cowed (Frequency: 2) - Rank: 36140
exportable (Frequency: 1) - Rank: 36102
doomsday (Frequency: 1) - Rank: 36085
hackneyed (Frequency: 1) - Rank: 36073
theocracy (Frequency: 1) - Rank: 36067
squirming (Frequency: 1) - Rank: 36018
secede (Frequency: 2) - Rank: 35972
tinplate (Frequency: 1) - Rank: 35956
indissoluble (Frequency: 1) - Rank: 35937
flashback (Frequency: 2) - Rank: 35926
cynically (Frequency: 1) - Rank: 35908
luckless (Frequency: 1) - Rank: 35903
furor (Frequency: 2) - Rank: 35891
architecturally (Frequency: 1) - Rank: 35889
hiked (Frequency: 1) - Rank: 35876
seedy (Frequency: 1) - Rank: 35843
latched (Frequency: 1) - Rank: 35842
geopolitics (Frequency: 2) - Rank: 35829
demagogue (Frequency: 1) - Rank: 35810
electioneering (Frequency: 1) - Rank: 35730
indict (Frequency: 1) - Rank: 35715
calumnies (Frequency: 1) - Rank: 35711
reputedly (Frequency: 3) - Rank: 35706
technocratic (Frequency: 1) - Rank: 35682
disenchanted (Frequency: 1) - Rank: 35680
redistributive (Frequency: 1) - Rank: 35597
preponderant (Frequency: 1) - Rank: 35574
smudge (Frequency: 1) - Rank: 35570
imperium (Frequency: 1) - Rank: 35527
superstar (Frequency: 1) - Rank: 35525
smearing (Frequency: 1) - Rank: 35504
redolent (Frequency: 1) - Rank: 35493
illiberal (Frequency: 1) - Rank: 35472
uninvited (Frequency: 1) - Rank: 35464
irreversibly (Frequency: 1) - Rank: 35444
disconsolate (Frequency: 1) - Rank: 35432
shackled (Frequency: 1) - Rank: 35428
unbreakable (Frequency: 1) - Rank: 35392
urbane (Frequency: 1) - Rank: 35361
epicenter (Frequency: 2) - Rank: 35348
furtively (Frequency: 1) - Rank: 35331
abet (Frequency: 1) - Rank: 35308
quicksand (Frequency: 1) - Rank: 35305
foothill (Frequency: 3) - Rank: 35294
ameliorated (Frequency: 1) - Rank: 35264
indelibly (Frequency: 1) - Rank: 35236
crackdown (Frequency: 1) - Rank: 35225
idyll (Frequency: 7) - Rank: 35217
unspoiled (Frequency: 1) - Rank: 35211
moralizing (Frequency: 1) - Rank: 35196
nightlife (Frequency: 1) - Rank: 35166
interfaith (Frequency: 1) - Rank: 35160
itineraries (Frequency: 4) - Rank: 35152
puritanical (Frequency: 1) - Rank: 35148
maligned (Frequency: 1) - Rank: 35136
uncritically (Frequency: 1) - Rank: 35134
flak (Frequency: 1) - Rank: 35113
revitalized (Frequency: 3) - Rank: 35084
cronies (Frequency: 1) - Rank: 35061
abating (Frequency: 1) - Rank: 35052
atrophied (Frequency: 1) - Rank: 35045
bestseller (Frequency: 1) - Rank: 35025
mesmerized (Frequency: 1) - Rank: 35012
sleight (Frequency: 1) - Rank: 35004
futuristic (Frequency: 3) - Rank: 34987
bivouac (Frequency: 1) - Rank: 34971
triage (Frequency: 2) - Rank: 34964
humbling (Frequency: 1) - Rank: 34940
subsidization (Frequency: 1) - Rank: 34931
perestroika (Frequency: 1) - Rank: 34919
rebuffed (Frequency: 1) - Rank: 34876
outta (Frequency: 1) - Rank: 34846
hoarded (Frequency: 1) - Rank: 34822

This experiment gives a glimpse on how computational methods can provide insights into the language and style of an author, enriching our understanding and appreciation of their work.

Please note that the “we” in this article is me and a LLM who helped with the code generation and rewrote this post for clarity.