diff --git "a/vocab.txt" "b/vocab.txt"
--- "a/vocab.txt"
+++ "b/vocab.txt"
@@ -4,7 +4,6 @@
 [SEP]
 [MASK]
 &
-'
 (
 )
 ,
@@ -21,6 +20,7 @@
 7
 8
 9
+_
 a
 b
 c
@@ -48,67 +48,70 @@ x
 y
 z
 µ
-º
+·
 ø
 ı
 ƒ
+ɛ
 α
 β
+γ
 δ
 ε
+η
 θ
 λ
 μ
+ρ
 σ
-φ
+τ
+χ
 ω
+є
 –
 ’
-##u
+##e
+##v
+##r
 ##s
-##t
-##c
 ##i
+##t
 ##l
-##e
 ##o
+##w
 ##n
+##g
 ##a
-##r
+##p
 ##h
-##g
+##c
 ##y
-##6
-##z
-##k
+##u
 ##m
-##w
-##b
 ##d
-##p
-##j
 ##x
-##v
-##1
-##2
-##0
-##f
-##5
-##º
-##7
+##z
+##j
 ##3
-##9
-##q
+##7
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+##f
+##b
 ##4
-##α
-##ø
-##ı
+##0
+##k
+##1
+##6
+##9
+##μ
+##5
+##2
+##q
 ##σ
-##θ
+##α
 ##β
-##δ
-##μ
+##θ
+##ı
 th
 ##te
 ##on
@@ -121,24263 +124,24125 @@ the
 ##er
 of
 ##es
-##en
-in
 and
-##tion
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+##en
 ##ar
 ##or
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+##ro
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 tacl5
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 zro2
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 3i
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 7h
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 920
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 fulf
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 hod
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 ire
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 december
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-retrometamorphism
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 almeida
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-ancestry
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+##luoroethylene
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 antiformal
-antamina
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 incapable
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 uninterrupted
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-uninhibited
-cuadra
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 intersertal
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 geominera
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 geobarometry
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 subcontemporaneous
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-oxihydroxides
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-carbohydrates
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-liquefaction
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-weathers
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 canberra
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 scaillet
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-scintillometer
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-undemagnetized
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-peyerl
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-aglianico
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-10974
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-reminiscent
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-metalamprophyre
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 brugger
 bruker
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-mat262
-mat252
-geochemists
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-pyritohedron
-contributor
-vermiculite
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-heynekamp
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+heidelberg
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 provisionally
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-ulvospinel
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-essalhi
-esfordy
-estergaard
-melnicovite
-schlieren
-schauble
-schmitt
-schampera
-schaumkalke
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-southcentral
-lithuania
-correponding
-proponents
-postpeak
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-posttrapping
-epsilon
-epitomized
-rugzeer
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-poraplot
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-outpouring
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-1920s
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-radionuclides
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-sieroszowice
-δ34sgalena
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-microspectrometer
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-do8628
-hemipelagites
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 sophisticated
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-paleotemperatures
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-effectiveness
-westfalische
-archipelago
-archetypal
-informally
+plucked
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 infrequently
-semiconductor
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-dipartimento
-naversnik
-nawrocki
-najafi
-naphtalenes
-34scountry
-garnierites
-albornoz
-ourayite
-clinohumite
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-000lnαquartz
-pawlikowski
-huangshandong
-polykovskiy
-polymineralic
-polynomial
-polytechinique
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-rohstoffe
-nonexistent
-nonmineralized
-noncontinuous
-nonluminescent
-nonmagnetic
-nontantaliferous
-nonbacterial
+barkevikite
+barbara
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+contributor
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+laitakarite
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+liquefaction
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+lithostratigraphical
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+ultrapotassic
+manheim
+manufacture
+porvenir
+porkchop
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+financing
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+fruitland
+multprep
+ptpdbi
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+noncompacted
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+nonhyperproductive
+nontectonized
+nonpenetrative
 nonrecrystallized
-universidade
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-erythrosiderite
-erdenetiun
-fournier
-kelemen
-downplunge
-thermodynamically
-opinions
-unconsumed
-milliotti
-millennium
-pycnometer
-handicapped
-panalytical
-panasqueira
-disproportionally
-ferrocolumbite
-ferropicrite
-ferropyrosmalite
-gangopadhyay
-swinchatt
-zebediela
-zeytinli
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-boruszowice
-baishiquan
-baidya
-70987
-70846
-70464
-willyamite
-mckenzie
-mckibben
-mcelhinny
-titanmagnetite
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-epidotisation
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-karlsruhe
-megacontinent
-megapascal
-tarmoola
-brauneisen
-buntsandstein
-28grs0
-28alm30
-kilobars
-botroydal
-picroilmenite
-antithetically
+nonconservative
+nonpervasive
+gaussian
+panthalassa
+handspecimen
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+mediterranean
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 mudjatik
-popelogan
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-klerksdorp
-guarani
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-palaeogeographic
-misrepresentation
-pelletoids
-208232
-penecontemporaneous
-6584241w
-6577481w
-65cuchrysocolla
-kermadec
-manikyamba
-urubici
-sg0184
-cyclothemic
-564738s
-73576
-73171
-jojohatu
-macaulay
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+intestinal
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+geoanalysis
+kombolgie
+excursions
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+burdigalian
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+mcinnes
+mcnaughton
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+mcintyre
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+harrats
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+bergakademie
+berkeley
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+camouflage
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 macquarie
-rospondek
-baddelleyite
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-51255
-buhoro
-owyheeite
-commercial
-mascarene
-testibiopalladite
-mernagh
-merchantek
-georgiev
-outstanding
-intrafolial
-57grs5
-nineteenth
-trooilapspan
-03dt1602b
-duitschland
-oberrotliegendes
-ca2femg
-geothermobarometer
-ssx550
-engelbrecht
-besairie
-leucotroctolite
-78mg0
-autoclave
-autocorrelation
-zerjadtke
-fluorophlogopite
-czajka
+guidelines
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+00864
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+04362
+palaeogroundwater
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+honghuagou
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 mushketovite
-manganilvaite
-etm0302
-hoformationnn
-montanuniversitat
-gj1536
-pinpoint
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-cristobalite
-miyoshi
-okhotsk
-tanganyika
-##36alm35
-sapphirineand
-δ34ssphalerite
-methylnaphthalene
-goguitchaichvili
-ls06ha037
-mircobrecciation
-ascorbic
-interlaboratory
-reconcentration
-hexacyanoferrate
-stereocontour
-stereomicroscope
-steelpoort
-circumneutral
-2h4sio4
-jsm6400
-tellurobismuthides
-araguaia
-ultrapotassic
-0072235
-lesitchevo
-pw4400
-portneuf
-tasiuyak
-dysprosium
-gorazdze
-gpr867
-krunkelbach
-kotalahti
-khamroyev
-renormalization
-woodhouseite
-chiaradia
-unexpectedly
-slickenfibres
-golyshev
-gsc6413
-krogstad
-sluggish
-supralithostatic
-sps45grs17alm
-sps23grs36alm35
-radioisotope
-frankfurt
-koehler
-kozlowski
-katholieke
-nop716
-sweetapple
-reinvestigation
-chadacrysts
-metagranitoids
-speleothemes
-scandinavian
-grenvillian
-equidimensional
-epeirogenic
-geowissenschaftliches
-bababudan
-herzegovina
-nyakafuru
-pagadarayi
-vlaklaagte
-vg5400
-sulfoantimonites
-staatssammlung
-geoforschungszentrum
-marchlewski
-kappabridge
-koprivshtitsa
-bundesanstalt
-djerissa
-fingerprinting
-fusulinidae
+henriete
+latitudes
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+jacarezinho
+lecuyer
+thermoelectrically
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+glaciomarine
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+yelegatti
+alphabetical
+ethylpropylbenzene
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+antanifotsy
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+512658
+dimethylbenzenes
+ilimaussaq
+mpodozis
+natrobistantite
+algorithm
+steenstrupine
+trimethylphenanthrenes
+4lithoresearchquant
+rychlebske
+siksikpuk
+vasconcelos
+wernecke
+yesiltasyayla
+rebagliati
+shahindezh
+polytetrafluoroethylene
+johanngeorgenstadt
+punctatisporites
+2o7uranpyrochlore
+3hydroxypetscheckite
+6si8o22
+cucaracha
 gurvansayhan
-gopfersgurn
 gudmundite
-hysteresis
-komninou
-kokonyangi
-lichtervelde
-muehlenbachs
-mihalasky
-sverjensky
-sanktodak
-tugtupite
+hackspacher
+kabenbulake
+kundelungu
+kievlenko
+kansanshi
+krasnojarsk
+licomerice
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+nondestructive
+omnipresent
+qanaiyaq
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+tiaomajian
+temiscouata
 uitkomst
-wuchiapingium
-xδ34ssulfate
-altenmittlau
-sps45grs17alm36
+uchucchacua
+yakabindie
+tombulilato
+beiliezeke
+steenkampskraal