Parsable Doublets List
Word doublets are two-word phrases that
appear in text (i.e., they are not randomly chosen two-word
sequences).
Doublets can be used in a variety of informatics projects: indexing,
data scrubbing, nomenclature curation, etc. I describe the many uses
of doublets in my biomedical informatics books:
Biomedical Informatics (2007)
Perl Programming for Medicine and Biology (2007)
Ruby Programming for Medicine and Biology (2008)
This list was generated from a large narrative pathology text. Thus
the doublets included here would be particularly suitable for
informatics projects involving surgical pathology reports, autopsy
reports, pathology papers and books, and so on.
A scrubber (deidentification) use-case for the doublets
list is available.
The Perl script that generated the list of doublets from parsing
through a text file ("pathold.txt") is shown:
#!/usr/local/bin/perl
open(TEXT,"pathold.txt")||die"cannot";
open(OUT,">doublets.txt")||die"cannot";
undef($/);
$var = <TEXT>;
$var =~ s/\n/ /g;
$var =~ s/\'s//g;
$var =~ tr/a-zA-Z\'\- //cd;
@words = split(/ +/, $var);
foreach $thing (@words)
{
$doublet = "$oldthing $thing";
if ($doublet =~ /^[a-z]+ [a-z]+$/)
{
$doublethash{$doublet}="";
}
$oldthing = $thing;
}
close TEXT;
@wordarray = sort(keys(%doublethash));
print OUT join("\n",@wordarray);
close OUT;
exit;
You can generate your own list by substituting any text file you
like for "pathold.txt". Keep in mind that the Perl script slurps the
entire text file into a string variable, so the script won't work
if you use a file that exceeds the memory of the computer. For most
computers (with RAM memories that exceed 256 MBytes) this will not be
a problem. On my computer (about 2.8 GHz and 512 Mbyte RAM) the script
takes about 5 seconds to parse a 9 Megabyte text file).
Since this list below consists of doublets of words, it cannot be copyrighted
(i.e., it is a public domain file).
This list should not contain identifying doublets.
Just to be on the safe side, the following disclaimer applies:
The doublet list (below) and the perl script for generating doublets
(above) are provided by Jules J. Berman "as is", without warranty of
any kind, expressed or implied, including but not limited to the
warranties of merchantability, fitness for a particular purpose and
noninfringement. in no event shall the author or copyright
holder be liable for any claim, damages or other liability,
whether in an action of contract, tort or otherwise, arising
from, out of or in connection with the software or the use or
other dealings in the software.
a bachelor
a background
a bacteremia
a bacteria
a bacterial
a bacterium
a bad
a balance
a balanced
a banana
a band
a banded
a barrier
a basal
a baseline
a basement
a basic
a basophilic
a beehive
a beetle
a beginning
a behavioral
a belated
a beneficial
a benign
a best
a beta
a betrayal
a better
a bicuspid
a big
a bigger
a bill
a billion
a bimodal
a binary
a bioassay
a bioinformatics
a biologic
a biological
a biologically
a biologist
a biomedical
a biopsy
a bioptome
a biorepository
a biotechnology
a biphasic
a bipolar
a birth
a bisected
a bit
a bite
a bitemporal
a black
a blank
a bleeding
a blind
a block
a blockade
a blood
a blotchy
a blue
a blunting
a body
a boil
a bone
a book
a boon
a bottle
a bout
a box
a boy
a brain
a branching
a breach
a breakdown
a breast
a bridge
a bridging
a brief
a bright
a brilliant
a brisk
a broad
a broadly
a broker
a bronchiole
a bronchoscopic
a bronchus
a brown
a bruit
a bulb
a bulbous
a bunch
a bundle
a burden
a burn
a bursa
a burst
a business
a butterfly
a byte
a c
a ca
a calcific
a calcified
a calendar
a calyx
a canal
a cancer
a cancerous
a candidal
a candidate
a capsule
a carcinogen
a carcinogenic
a carcinogens
a carcinoid
a carcinoma
a cardiac
a cardinal
a career
a careful
a caret
a carrier
a cartilaginous
a cascade
a case
a catalytic
a catastrophic
a category
a cationic
a causal
a causative
a cause
a cautionary
a cavity
a cc
a cell
a cellular
a center
a central
a century
a cephalhematoma
a cerebellar
a cerebral
a certain
a certified
a cervical
a chagomawii
a chain
a chains
a chair
a challenge
a chameleon
a chance
a change
a changed
a chapter
a character
a characteristic
a characteristically
a characterizing
a chemical
a chemically
a chemotactic
a chemotherapeutic
a chest
a chicken
a chief
a child
a childhood
a chimera
a chimeric
a chinchilla
a chloride
a choking
a chondrosarcoma
a choriocarcinoma
a choristoma
a choristomaas
a chosen
a chromosomal
a chromosomally
a chromosome
a chronic
a chronologic
a chunk
a circular
a circulating
a circumoral
a circumscribed
a city
a civil
a class
a classic
a classification
a classifying
a clean
a cleaner
a clear
a cleared
a cleft
a clever
a cliff
a clinic
a clinical
a clinically
a clinicopathologic
a clinicopathological
a clonal
a clone
a cloned
a close
a closed
a closely
a closer
a cloudy
a clue
a clueless
a clump
a cluster
a cm
a coarser
a coat
a code
a coded
a cofactor
a colitic
a collagenous
a collar
a colleague
a collection
a colloidal
a colon
a colonic
a color
a colorectal
a colorful
a column
a columnar
a combination
a combined
a comma
a command
a comment
a commercial
a commercially
a commission
a common
a commonly
a community
a comparable
a comparative
a comparison
a compelling
a competence
a complement
a complementary
a complete
a completed
a completely
a complex
a complicated
a complication
a component
a composite
a composition
a compound
a comprehensive
a compression
a computational
a computer
a computerized
a conceived
a concentric
a concept
a conceptual
a conceptus
a conclusion
a concomitant
a concordance
a condition
a conditional
a confident
a confidentiality
a conflict
a confluent
a conformational
a congenital
a congenitally
a conistent
a conjunctiva
a connected
a connective
a consanguineous
a consecutive
a consensus
a consent
a consequence
a conserved
a considerable
a consistent
a consistently
a constant
a constantly
a constellation
a constituent
a constitutive
a constrained
a constricted
a contagion
a contagious
a contaminant
a contentious
a continual
a continuation
a continuing
a continuous
a continuously
a continuum
a contract
a contradictory
a contrast
a contributing
a contribution
a contributor
a controlled
a controversy
a convenient
a conversion
a convincing
a convoluted
a cooperative
a copy
a copyleft
a copyrighted
a core
a coreceptor
a corollary
a coronal
a corporation
a corpus
a correct
a correlation
a corresponding
a corrollary
a cortex
a cortical
a cost
a cough
a counting
a country
a course
a cover
a covered
a covering
a coveted
a cow
a crab
a cranium
a created
a creation
a credible
a cribriform
a crime
a critical
a criticism
a crossroads
a crucial
a crude
a crypt
a cryptographic
a crystalline
a cuboidal
a culprit
a culture
a cultured
a cupped
a curator
a cure
a current
a cursory
a cushion
a customary
a cut
a cyclic
a cynic
a cyst
a cysteine
a cystic
a cytogeneticist
a cytokine
a cytologic
a cytologically
a cytopathologist
a cytotoxic
a cytotoxin
a daily
a damage
a danger
a dangerous
a dark
a darker
a data
a database
a databases
a dataset
a date
a dated
a daughter
a day
a de
a decade
a deceased
a decedent
a decidedly
a decimal
a decision
a decisive
a declaration
a declarative
a declaratory
a declared
a decline
a decrease
a decreased
a dedicated
a deep
a deepened
a deeper
a deeply
a defect
a defective
a defense
a deficiency
a deficient
a defined
a definite
a definition
a definitive
a degenerated
a degenerating
a degenerative
a degree
a delay
a delayed
a deletion
a delicate
a deliverable
a demonstrable
a demyelinated
a demyelinating
a demyelinative
a dendogram
a dense
a densely
a deoxyribonucleic
a department
a dependable
a dependent
a depletion
a deposit
a derangement
a derivative
a dermal
a dermatifibroma
a dermatofibroma
a dermatologist
a dermatophyte
a dermatophytosis
a descendant
a descendent
a descending
a described
a description
a descriptive
a design
a designated
a designation
a designed
a desired
a desktop
a desmoplastic
a destructive
a detailed
a detectable
a determinant
a determination
a determined
a developed
a development
a developmental
a device
a diabetic
a diagnosed
a diagnosis
a diagnostic
a diameter
a diaper
a diaphragmatic
a dichotomous
a dictionary
a die
a diet
a dietary
a difference
a different
a differentiated
a difficult
a diffuse
a digest
a digit
a digital
a digitized
a dihydrofolate
a dilated
a dilutional
a dimer
a diminished
a diminution
a direct
a directed
a disabling
a disagreement
a disappointing
a disaster
a disciplined
a discontinuous
a discovery
a discrepancy
a discrete
a discussion
a disease
a disgnostic
a disk
a dismal
a disorder
a disorganized
a disparity
a dispensed
a displaced
a disrupted
a disruption
a dissecting
a dissemination
a distal
a distance
a distant
a distinct
a distinction
a distinctive
a distinctly
a distinguishing
a distressing
a distributed
a distribution
a diverse
a diversity
a diverticulum
a dividing
a division
a doctor
a document
a dog
a dogged
a dollar
a domain
a domains
a dominant
a dominantly
a dormant
a dose
a dosing
a double
a doublet
a downturn
a dozen
a draft
a dramatic
a drink
a drive
a drop
a drug
a dry
a duct
a ductal
a duplicate
a duplicated
a dural
a dynamic
a dysmorphic
a dysplastic
a dysregulation
a early
a electroporation
a embryonic
a error
a eukaryotic
a euthyroid
a even
a face
a facile
a facilitating
a fact
a factor
a facultative
a failed
a failure
a faint
a fair
a fairly
a fall
a false
a familial
a familiar
a family
a far
a fascia
a fascicle
a fascinating
a fashion
a fast
a faster
a fatal
a fatty
a favorable
a fear
a feasible
a feature
a febrile
a federal
a federally
a fee
a feedback
a female
a fertile
a fertilized
a fetal
a fever
a few
a fibrillar
a fibrinous
a fibroblastic
a fibrocalcific
a fibromyxoid
a fibrotic
a fibrous
a fibrovascular
a fiduciary
a field
a file
a filehandle
a filename
a film
a filter
a filterable
a filtered
a filtrate
a final
a financial
a finding
a fine
a finely
a finger
a finished
a finite
a firm
a first
a fish
a fishing
a fistulous
a five
a fivefold
a fixed
a flap
a flat
a flattened
a flaw
a flawed
a fledgling
a floppy
a florid
a flower
a fluid
a fluorescent
a foamy
a focal
a focus
a follicular
a foot
a for
a foreach
a foreign
a forensic
a forgiving
a fork
a form
a formal
a formalized
a format
a formerly
a formidable
a formula
a foundation
a fourth
a fraction
a fracture
a fragment
a frameshift
a free
a freedom
a freely
a freeware
a frequency
a frequent
a fresh
a frontal
a fruit
a frustrating
a full
a fully
a function
a functional
a functionality
a functionally
a functioning
a fundamental
a funded
a funding
a fungal
a fungating
a fungus
a furniture
a further
a fused
a fusion
a future
a gallstone
a gamete
a gas
a gastric
a gastrinoma
a gastrointestinal
a gel
a gelatinous
a gene
a general
a generalizable
a generalization
a generalized
a generally
a generic
a generous
a genetic
a genetically
a genome
a genomewide
a genotype
a gentle
a genus
a geographic
a germ
a germline
a gestating
a gestation
a giant
a gigabyte
a given
a glance
a gland
a glandular
a glass
a glial
a global
a globular
a glomerular
a glomerulus
a glorious
a glossary
a glucose
a glycoprotein
a glycosyl
a goblet
a good
a government
a grade
a gradual
a gradually
a gram
a grant
a granular
a granuloma
a granulomatous
a graph
a graphic
a grating
a grave
a gray
a great
a greater
a greatly
a green
a grey
a grip
a gross
a grossly
a ground
a group
a grouped
a growing
a growth
a grudge
a gut
a gynecologist
a half
a halide
a hallmark
a halo
a halt
a hamartoma
a hamartomatous
a hand
a handful
a handle
a handwritten
a handy
a haploid
a happy
a hapten
a harbinger
a hard
a harmless
a harsh
a hash
a haystack
a hazard
a head
a headache
a header
a healed
a healing
a health
a healthy
a heart
a heavy
a height
a heightened
a heliocentric
a helix
a hemagglutinin
a hemangioma
a hematogenous
a hematologic
a hematoma
a hematopoietic
a hematoxylin
a heme
a hemisphere
a hemispheric
a hemolysin
a hemolytic
a hemorrhagic
a hemostatic
a hepatic
a hepatocyte
a hereditary
a heritable
a heroin
a herringbone
a heterodimer
a heterogeneous
a heterozygote
a hidden
a hierarchical
a hierarchy
a high
a higher
a highly
a hipaa
a histogenetic
a histologic
a histological
a histopathology
a history
a hitherto
a holder
a hole
a hollow
a home
a homeotic
a homogeneous
a homolog
a homologous
a homologue
a homozygous
a honeycomb
a hopelessly
a hormonal
a hormone
a hospital
a host
a hot
a hour
a house
a huge
a human
a humoral
a hunch
a hundred
a husband
a hyaline
a hydatidiform
a hydrazine
a hydrogen
a hyperacute
a hyperacutely
a hypercoagulable
a hyperconvoluted
a hyperemic
a hyperfunctioning
a hyperplasiogenic
a hyperplastic
a hypersensitivity
a hypertensive
a hypertrophic
a hypervariable
a hyphen
a hypochromic
a hypoimmune
a hyponym
a hypotheses
a hypothesis
a hypothetical
a hypoxic
a immunoblastic
a immutable
a incidental
a increased
a intermediate
a is
a it
a jargon
a jaundiced
a jejunal
a jet
a jigsaw
a job
a joint
a journal
a junior
a keen
a keloid
a keratinous
a keratoacanthoma
a key
a keyvalue
a killer
a killing
a kind
a king
a knobby
a knowledge
a knowledgeable
a known
a la
a lab
a laboratory
a lack
a ladder
a lame
a lamina
a laminar
a laminin
a land
a landmark
a language
a large
a largely
a larger
a last
a lasting
a late
a latency
a latent
a latently
a later
a lateral
a lawsuit
a lawyer
a layer
a leader
a leading
a leaf
a lectin
a leg
a legacy
a legal
a legalistic
a legitimate
a length
a lens
a leonine
a lesion
a less
a lessened
a lesser
a lessewr
a lesson
a lethal
a letter
a leukemia
a leukemic
a leukocytic
a leukodystrophy
a leukotoxin
a level
a lexical
a lexicographer
a library
a license
a licensed
a licensee
a lie
a life
a lifetime
a ligamentous
a light
a limb
a limit
a limited
a limiting
a line
a lineage
a linear
a linebreak
a lining
a link
a links
a linux
a lipoma
a lipopolysaccharide
a list
a listing
a literary
a literate
a little
a live
a livelihood
a liver
a living
a lobular
a local
a localized
a location
a locator
a locus
a logical
a logjam
a long
a longer
a loop
a loose
a loss
a lost
a lot
a loud
a low
a lower
a lowercase
a lubricant
a lumen
a lump
a lumper
a lung
a lymph
a lymphatic
a lymphocyte
a lymphocytic
a lymphoid
a lymphoma
a lymphomatoid
a lysosomal
a lytic
a machine
a macromolecule
a macroscopic
a macroscopically
a magical
a main
a major
a malabsorptive
a male
a malevolent
a malformation
a malformed
a malicious
a malignancy
a malignant
a malrotated
a man
a mandate
a manifestation
a manner
a manual
a manufactured
a manufacturing
a manuscript
a many
a marfanoid
a marked
a markedly
a marker
a marketable
a marvelous
a mass
a massive
a mast
a master
a match
a matching
a material
a maternal
a mathematical
a mathematics
a matrix
a matter
a matting
a mature
a maximum
a meal
a mean
a meaning
a meaningful
a means
a measles
a measurable
a measure
a measurement
a meaty
a mechanical
a mechanism
a media
a median
a mediator
a medical
a medulla
a medullary
a meeting
a megabyte
a megakaryocyte
a meiotically
a melanocytic
a melanoma
a melanotroph
a member
a membrane
a membranoproliferative
a membranous
a meningeal
a mercantile
a mere
a merged
a mesenchymal
a meshwork
a mesodermal
a message
a metabolite
a metadata
a metadatadata
a metalloproteinase
a metanephric
a metaplastic
a metastasis
a metastatic
a metathesaurus
a method
a methodology
a meticulous
a metric
a microangiopathic
a microarray
a microbial
a microbiologist
a microcystic
a microcytic
a microfollicular
a microscope
a microscopic
a microsecond
a middle
a midline
a midsystolic
a migratory
a mild
a milder
a mildly
a millimeter
a million
a millisecond
a minimal
a minimalist
a minimally
a minimum
a minor
a minority
a minute
a miracidiumcontaining
a miscellaneous
a misleading
a misnomer
a misspelled
a mistake
a misunderstanding
a mitotic
a mitotically
a mixed
a mixture
a mnemonic
a mode
a model
a moder
a moderate
a moderately
a modern
a modest
a modestly
a modicum
a modifying
a molar
a mole
a molecular
a molecule
a moment
a monetary
a monitor
a monoclonal
a monocytic
a monolithic
a mononuclear
a monophasic
a monotonous
a monster
a month
a morally
a morass
a more
a morphogenetic
a morphologic
a morphologically
a morphologist
a morphology
a mortality
a mortar
a mosaic
a most
a motive
a mountain
a mouse
a movement
a moving
a much
a mucinous
a mucoid
a mucopurulent
a mucosal
a muddy
a muliplex
a multicellular
a multifactorial
a multifunctional
a multilayered
a multinodular
a multiple
a multiplicity
a multistage
a multistep
a multisystem
a multitude
a multiword
a munition
a murine
a muscle
a muscular
a musculoskeletal
a mushrooming
a must
a mutagenic
a mutant
a mutated
a mutation
a mutator
a myasthenic
a myelin
a myelocyte
a myelofibrotic
a myeloid
a myeloproliferative
a myocardial
a myocarditis
a myocyte
a myriad
a mystery
a mythic
a myxoid
a naive
a name
a named
a namespace
a narrative
a narrow
a narrowed
a narrower
a national
a native
a natural
a nearly
a neat
a necessary
a necrotic
a need
a needle
a needs
a negation
a negative
a negligible
a negligibly
a negotiation
a neointima
a neonate
a neonatologist
a neoplasm
a neoplasms
a neoplastic
a nephrotic
a nerve
a nest
a nested
a net
a network
a networked
a neural
a neuritic
a neuroblastoma
a neurocristopathy
a neurodegenerative
a neuroectoderm
a neuroectodermal
a neuroendocrine
a neurogenic
a neuron
a neuronal
a neutrophil
a neutrophilic
a nevoid
a nevus
a new
a newborn
a newer
a newline
a newly
a newspaper
a nice
a nidus
a nitric
a no
a noble
a nodular
a nodule
a nomenclature
a noncellular
a noncommittal
a nonerosive
a nonfunctioning
a nonhemorrhagic
a nonkeratinizing
a nonproliferative
a nonsegmented
a nonspecific
a nonsteroidal
a nonsuppurative
a nonviral
a normal
a normally
a notable
a note
a notice
a noticeable
a noun
a novel
a nuclear
a nucleated
a nucleolar
a nucleolus
a nucleotide
a nucleus
a number
a numeric
a occurred
a often
a olfactory
a on
a one
a open
a or
a p
a package
a painless
a pair
a paired
a pairs
a pale
a palindrome
a palisade
a palpable
a pancreas
a pancreatic
a panel
a pannus
a paper
a papillary
a paracrine
a paracrystalline
a paradigm
a paraffin
a paraganglioma
a paraganglion
a paramyxovirus
a paraneoplastic
a parasite
a parenchymal
a parent
a parental
a parenthetic
a parenthetical
a parser
a parsimonious
a parsing
a part
a partial
a partially
a participant
a particle
a particular
a particularly
a party
a passage
a passenger
a passing
a passive
a password
a past
a patch
a patchwork
a patchy
a patent
a patented
a paternal
a path
a pathogenetic
a pathogenic
a pathologic
a pathological
a pathologist
a pathologists
a pathology
a pathway
a patient
a pattern
a paucity
a pavement
a peak
a pebbly
a peculiar
a pediatric
a pedicle
a pedigree
a pedunculated
a peer
a peg
a pejorative
a penchant
a pentagonal
a peptic
a peptide
a perceptible
a perfect
a pericapillary
a periductular
a perinuclear
a period
a peripheral
a periportal
a peritoneal
a peritubular
a perivascular
a perl
a permanent
a permissive
a persistent
a persisting
a person
a perspective
a phagocytic
a phalloid
a pharmaceutical
a pharmacologic
a pharmacy
a phase
a phenomenon
a phenotype
a phenotypic
a pheochromocytoma
a pheromone
a phimotic
a phospholipase
a phosphoprotein
a phrase
a physical
a physician
a physiologic
a picture
a picturesque
a piece
a pigment
a pigmented
a pill
a pilomatrixoma
a pineoblastoma
a pineoblatoma
a pink
a pituitary
a pivotal
a pl
a place
a plan
a planned
a plant
a plaque
a plasma
a plasmacytic
a plaster
a plastic
a platelet
a plausible
a pleiotrophic
a pleiotypic
a pleomorphic
a plethora
a pleural
a plural
a pluripotent
a pneumoconiosis
a point
a pointless
a poker
a polarized
a policy
a polyclonal
a polycythemic
a polyglandular
a polygon
a polygonal
a polymyopathy
a polyp
a polypeptide
a polyphyletic
a polypoid
a polyribosephosphate
a polysaccharide
a polysemic
a polysemous
a ponycc
a poor
a poorer
a poorly
a popular
a population
a porbelm
a porcine
a portal
a portio
a portion
a position
a positive
a possible
a postenteric
a postinfectious
a postpartum
a postreceptor
a potent
a potential
a pouchcystocelethat
a pov
a powerful
a practical
a praneoplastic
a precancer
a precancerous
a precancers
a precarious
a precise
a precursor
a predictable
a predictive
a predictor
a predilection
a predisposing
a predisposition
a predominance
a predominantly
a predominating
a preferred
a prefix
a preformed
a pregnant
a preinvasive
a preliminary
a premalignant
a prematurely
a premium
a premutation
a preponderance
a preposition
a prerequisite
a prescribed
a prescription
a preservative
a pretty
a prevalence
a preventable
a preventive
a previous
a previously
a primary
a prime
a primitive
a primordial
a principle
a printed
a prion
a prior
a prisoner
a private
a prize
a probable
a proband
a probe
a problem
a procedure
a process
a proclivity
a procoagulant
a product
a productive
a profile
a profit
a profound
a progenitor
a prognostic
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