Training in progress epoch 0

README.md

@@ -13,8 +13,8 @@ probably proofread and complete it, then remove this comment. -->
 
 This model is a fine-tuned version of [botryan96/GeoBERT](https://huggingface.co/botryan96/GeoBERT) on an unknown dataset.
 It achieves the following results on the evaluation set:
-- Train Loss: 0.0461
-- Validation Loss: 0.0428
+- Train Loss: 0.1630
+- Validation Loss: 0.1106
 - Epoch: 0
 
 ## Model description
@@ -34,14 +34,14 @@ More information needed
 ### Training hyperparameters
 
 The following hyperparameters were used during training:
-- optimizer: {'name': 'AdamWeightDecay', 'learning_rate': {'class_name': 'PolynomialDecay', 'config': {'initial_learning_rate': 2e-05, 'decay_steps': 14000, 'end_learning_rate': 0.0, 'power': 1.0, 'cycle': False, 'name': None}}, 'decay': 0.0, 'beta_1': 0.9, 'beta_2': 0.999, 'epsilon': 1e-08, 'amsgrad': False, 'weight_decay_rate': 0.01}
+- optimizer: {'name': 'AdamWeightDecay', 'learning_rate': {'class_name': 'PolynomialDecay', 'config': {'initial_learning_rate': 2e-05, 'decay_steps': 70, 'end_learning_rate': 0.0, 'power': 1.0, 'cycle': False, 'name': None}}, 'decay': 0.0, 'beta_1': 0.9, 'beta_2': 0.999, 'epsilon': 1e-08, 'amsgrad': False, 'weight_decay_rate': 0.01}
 - training_precision: mixed_float16
 
 ### Training results
 
 | Train Loss | Validation Loss | Epoch |
 |:----------:|:---------------:|:-----:|
-| 0.0461     | 0.0428          | 0     |
+| 0.1630     | 0.1106          | 0     |
 
 
 ### Framework versions

tf_model.h5

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vocab.txt

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-##32
 ##zamb
-##41
 ##wu
 ##95
+##629
+##674
+##jan
+##jia
+##32
 throm
 ##eres
 ##inian
@@ -10729,6 +10730,7 @@ asd
 ##owe
 ##ower
 ##owice
+##tebr
 ##very
 ##atil
 ##atian
@@ -10908,8 +10910,8 @@ edenite
 parametric
 sink
 12c
-127
 125
+127
 1250
 30km
 properly
@@ -10934,8 +10936,8 @@ extra
 extraterrestrial
 permits
 225
-133
 138
+133
 blind
 bluesch
 yielding
@@ -11065,8 +11067,8 @@ millions
 house
 columns
 intercontinental
-493
 499
+493
 ##chester
 ##bara
 thirty
@@ -11375,7 +11377,6 @@ gbf
 hj
 hough
 hole
-hino
 ira
 iherzolite
 ky
@@ -11392,8 +11393,8 @@ lia
 lun
 list
 mb
-mj
 m5
+mj
 mut
 marb
 mism
@@ -11405,6 +11406,7 @@ nk
 namp
 nested
 ot
+og
 p8
 pay
 pric
@@ -11445,72 +11447,72 @@ yp
 ys
 zj
 zou
+##aine
+##auc
+##ck
+##cis
+##iate
+##itical
+##tai
+##t16
+##you
+##yanda
+##bul
+##bitr
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 ##ny
 ##nor
 ##nets
 ##namb
-##tai
-##t16
+##x2
+##xyp
+##x10
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 ##rm
 ##rations
 ##rone
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-##auc
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-##math
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-##lit
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-##770
 ##da
 ##dou
 ##dam
 ##ders
 ##dale
-##oked
-##x2
-##xyp
-##x10
 ##gt
 ##gal
 ##gate
 ##gri
+##volution
+##vada
+##volc
 ##fb
 ##fz
 ##feld
+##mid
+##mam
+##math
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+##qure
 ##52
 ##516
+##770
 ##high
 ##hap
 ##hood
-##kc
-##ko
-##kulu
-##volution
-##vada
-##volc
-##34
 ##zheng
 ##wala
-##qi
-##qure
 ##9903697
-##86
+##jie
+##jee
+##jima
 ##85
+##86
+##34
+##kc
+##ko
+##kulu
 ##ontempor
 ##titic
 ##tification
@@ -11591,8 +11593,8 @@ sukulu
 resin
 resinite
 resolve
-alt
 alp
+alt
 allevi
 beach
 bending
@@ -11755,8 +11757,8 @@ smap
 determinations
 translate
 14c
-146
 141
+146
 143
 157
 15km
@@ -11776,8 +11778,8 @@ affinities
 paleobotany
 topsoil
 ##titude
-111
 112
+111
 113
 1100
 porosities
@@ -11854,8 +11856,8 @@ erupted
 classic
 aeron
 singular
-236
 230
+236
 233
 popul
 ##40s
@@ -11866,8 +11868,8 @@ outcropping
 penecontempor
 evolutionary
 going
-217
 214
+217
 2100
 21st
 logistic
@@ -11937,6 +11939,7 @@ behaviors
 s2666
 spectrograph
 delamination
+##ojo
 matches
 411
 drip
@@ -12149,6 +12152,8 @@ sounder
 noncaking
 turbiditic
 3227
+hinder
+hinojo
 mirr
 nannoplankton
 resembles
@@ -12226,7 +12231,6 @@ rhythmic
 bounce
 bornite
 dfk
-hinder
 hirnantian
 something
 δ18o
@@ -12255,7 +12259,6 @@ custom
 dakhla
 fwhm
 houghton
-hinojo
 iraq
 kizug
 kerala
@@ -12366,8 +12369,8 @@ i00
 jag
 jog
 juan
-k1
 k2
+k1
 kre
 kai
 koz
@@ -12395,8 +12398,8 @@ n70
 naka
 nrm
 oo
-pm
 p2
+pm
 peral
 page
 pun
@@ -12412,8 +12415,8 @@ russian
 sg
 stit
 sgs
-tl
 ty
+tl
 tit
 tiss
 uts
@@ -12430,71 +12433,70 @@ xeral
 ye
 yh
 zag
-##ni
-##nad
+##part
+##aard
+##con
+##cel
 ##t00
 ##test
 ##tone
 ##t07
-##rust
-##aard
-##part
-##min
-##mel
-##marks
-##makers
-##ev
-##eti
-##eet
-##sal
-##lum
 ##yg
 ##yin
 ##yalty
-##con
-##cel
 ##ua
 ##uv
 ##uate
 ##bly
 ##bra
 ##bearing
-##ja
-##jrak
-##714
-##61
-##di
+##lum
 ##o3
 ##ois
 ##oking
+##ni
+##nad
 ##xa
 ##xis
 ##xiang
 ##x135
+##ev
+##eti
+##eet
+##sal
+##rust
+##di
 ##gel
 ##gow
 ##gary
 ##gram
+##vo
+##vin
+##valli
 ##09
 ##flo
 ##fitt
+##min
+##mel
+##marks
+##makers
 ##59
+##43
+##714
 ##hm
 ##het
 ##hom
 ##holes
 ##himalay
-##kang
-##kary
-##kowice
-##vo
-##vin
-##valli
-##43
 ##wp
 ##wd
 ##wen
+##61
+##jrak
 ##81
+##kang
+##kary
+##kowice
 ##łkowice
 ##era
 ##erge
@@ -12653,8 +12655,8 @@ expon
 ##entile
 205
 2047
-interm
 inters
+interm
 interacted
 neutr
 ##ional
@@ -13036,8 +13038,8 @@ easier
 persist
 ##book
 superv
-1976
 1971
+1976
 1978
 tanzanie
 healthy
@@ -13361,8 +13363,8 @@ efficacy
 kroner
 lemitar
 price
-altogether
 alpine
+altogether
 ##phthalene
 sequretm
 entrapment
@@ -13498,8 +13500,8 @@ gun
 gome
 gbl
 gao
-ht
 hc
+ht
 h1
 hz
 hil
@@ -13508,11 +13510,11 @@ hym
 hmi
 hatu
 ip
-ie
 ib
+ie
 iq
-ja
 jp
+ja
 jg
 jes
 jed
@@ -13556,7 +13558,6 @@ nadir
 ost
 owe
 oolites
-ogo
 pec
 psi
 pam
@@ -13570,10 +13571,10 @@ pangl
 p44
 ponds
 p5028
-qz
 qq
-rl
+qz
 ri
+rl
 r1
 rit
 ros
@@ -13600,8 +13601,8 @@ wro
 want
 warp
 wanding
-xl
 xy
+xl
 xw
 xibe
 yk
@@ -13613,42 +13614,22 @@ yushu
 zk
 zong
 zach
-δn
 δl
+δn
 μt
-##nar
-##nong
+##pex
+##aj
+##ait
+##ii
+##ius
+##iers
 ##tre
 ##toral
 ##t19
 ##t10
 ##t14
 ##t08
-##rum
-##rant
-##aj
-##ait
-##pex
-##my
-##mu
-##mat
-##mium
-##mushan
-##ees
-##eos
-##sis
-##set
-##sch
-##sules
-##lon
-##lar
-##lec
-##long
-##lished
 ##yon
-##ii
-##ius
-##iers
 ##uish
 ##uably
 ##umental
@@ -13664,20 +13645,32 @@ zach
 ##beng
 ##belt
 ##box
-##jab
-##jani
-##798
-##dr
-##dh
-##don
+##lon
+##lar
+##lec
+##long
+##lished
 ##oke
 ##oblastic
+##nar
+##nong
 ##x1
 ##x91
-##180
+##ees
+##eos
+##sis
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+##rum
+##rant
+##dr
+##dh
+##don
 ##gment
 ##gion
 ##group
+##20000
 ##fu
 ##fen
 ##fast
@@ -13685,9 +13678,17 @@ zach
 ##fix
 ##fossils
 ##flux
-##20000
+##my
+##mu
+##mat
+##mium
+##mushan
+##180
 ##5192
 ##5100
+##46
+##490
+##798
 ##hg
 ##har
 ##hag
@@ -13695,26 +13696,26 @@ zach
 ##hum
 ##hay
 ##hole
-##kat
-##kar
-##kly
-##kou
-##kai
-##3t
-##37
-##322
 ##zu
 ##zes
 ##zco
 ##zhong
-##46
-##490
 ##with
 ##wara
 ##wasser
 ##922
 ##93x
 ##9000822
+##jab
+##jani
+##3t
+##37
+##322
+##kat
+##kar
+##kly
+##kou
+##kai
 thi
 thiess
 ##erinite
@@ -13823,7 +13824,6 @@ assi
 ##owit
 ##owing
 ##tement
-##tebr
 ##atin
 ##atibility
 chib
@@ -14131,8 +14131,8 @@ smos
 lowering
 buff
 buoy
-lime
 limb
+lime
 arcuate
 ##umulates
 exploratory
@@ -14229,6 +14229,7 @@ doing
 257
 256
 verifying
+vertebr
 referring
 analyte
 geomagnetic
@@ -14310,8 +14311,8 @@ ifrem
 dolomites
 crystallizing
 crystallizes
-296
 290
+296
 2918
 29280
 2900km
@@ -14364,10 +14365,10 @@ powders
 balk
 laterite
 shortage
-216
 215
-316
+216
 314
+316
 drainages
 607
 sheared
@@ -14396,10 +14397,10 @@ waveforms
 70km
 mineralogically
 malachite
-246
-241
 242
+241
 244
+246
 453
 mmco
 tuoli
@@ -14484,6 +14485,7 @@ dissolving
 ##remotesensing
 delim
 xinfeng
+##oja
 cameron
 556
 dried
@@ -14514,8 +14516,8 @@ extremity
 ##anson
 ##75922
 chalcocite
-367
 365
+367
 rotations
 fragile
 drillholes
@@ -14986,6 +14988,7 @@ mbuyura
 mutual
 mississippian
 nkhuzi
+ogoja
 p8502
 piekary
 rectangle
@@ -15090,7 +15093,6 @@ lancang
 mundwara
 matilde
 nondestructive
-ogoja
 pamir
 pandemic
 ruddiman
@@ -15100,8 +15102,8 @@ wrote
 xibeikulasi
 zachos
 ##uishable
-##798000073
 ##2000075
+##798000073
 thiessen
 thellier
 incessant
@@ -15109,7 +15111,6 @@ covellite
 council
 contexts
 assiut
-##tebrates
 chibanian
 chikala
 alberta
@@ -15262,8 +15263,8 @@ dili
 drowning
 diess
 ey
-ej
 eo
+ej
 eos
 eod
 eut
@@ -15282,8 +15283,8 @@ fun
 f03
 fenite
 fishing
-g1
 gg
+g1
 gk
 gur
 gate
@@ -15292,8 +15293,8 @@ gast
 gsc
 gains
 hb
-hk
 h4
+hk
 hit
 han
 hud
@@ -15318,9 +15319,9 @@ jons
 jade
 junction
 jason
-kr
-kl
 kc
+kl
+kr
 kit
 kan
 kerm
@@ -15330,8 +15331,8 @@ knew
 kankan
 ll
 lh
-l3
 lz
+l3
 len
 lach
 liver
@@ -15355,8 +15356,8 @@ mire
 mbe
 miles
 mhuk
-nj
 n0
+nj
 ner
 ning
 nich
@@ -15397,8 +15398,8 @@ round
 rings
 rosa
 ruled
-s0
 sv
+s0
 sas
 sos
 sys
@@ -15442,8 +15443,8 @@ wales
 waln
 wester
 wonder
-xt
 xa
+xt
 xer
 xing
 yt
@@ -15462,75 +15463,17 @@ zaf
 zert
 λr
 μg
-##nac
-##nam
-##nick
-##nals
-##nings
-##nasite
-##tg
-##tan
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-##tue
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 ##pd
 ##pas
 ##pec
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-##yu
-##yo
-##yer
-##yed
-##ymp
-##ych
-##yong
-##ien
-##ios
-##iya
+##ael
+##amento
+##cy
 ##cn
 ##cr
-##cy
 ##cd
 ##cw
 ##cor
@@ -15540,6 +15483,25 @@ zert
 ##cales
 ##cores
 ##crystall
+##ien
+##ios
+##iya
+##tg
+##tan
+##tment
+##tue
+##tons
+##tude
+##tao
+##tmental
+##tlen
+##yu
+##yo
+##yer
+##yed
+##ymp
+##ych
+##yong
 ##utral
 ##uay
 ##une
@@ -15551,16 +15513,13 @@ zert
 ##bic
 ##bore
 ##burn
-##brate
-##ju
-##jector
-##jhab
-##6m
-##dol
-##drop
-##dah
-##diba
-##disciplinary
+##lv
+##lat
+##lith
+##lag
+##lab
+##lim
+##lope
 ##o4
 ##oal
 ##obs
@@ -15568,13 +15527,37 @@ zert
 ##oher
 ##oining
 ##otherm
+##nac
+##nam
+##nick
+##nals
+##nings
+##nasite
 ##xp
 ##xon
 ##xing
 ##xia
 ##xue
 ##x100
-##120
+##een
+##eap
+##east
+##etical
+##eval
+##san
+##sell
+##sory
+##saw
+##sley
+##south
+##rf
+##right
+##rho
+##dol
+##drop
+##dah
+##diba
+##disciplinary
 ##ger
 ##gon
 ##gong
@@ -15583,40 +15566,57 @@ zert
 ##gments
 ##gian
 ##gaard
-##fit
-##fil
-##fim
-##fire
-##fei
 ##213
-##hang
-##hill
-##hata
-##hlin
-##ku
-##kal
-##kumar
-##kanson
 ##vs
 ##vas
 ##vak
 ##vating
 ##vack
-##331
-##zo
-##zar
-##zam
-##zhen
-##zakh
-##wal
-##wich
-##west
+##fit
+##fil
+##fim
+##fire
+##fei
+##men
+##mith
+##mand
+##mir
+##mus
+##mock
+##made
+##mington
+##minis
+##mei
+##marian
+##meck
 ##qe
 ##qiu
 ##qwa
 ##qishan
+##120
+##hang
+##hill
+##hata
+##hlin
+##zo
+##zar
+##zam
+##zhen
+##zakh
+##wal
+##wich
+##west
 ##9009
+##6m
+##ju
+##jector
+##jhab
 ##8a
+##331
+##ku
+##kal
+##kumar
+##kanson
 ther
 thri
 things
@@ -15742,7 +15742,6 @@ aswan
 ##idio
 ##idional
 ##mentals
-##tebrate
 ##atiq
 ##atitization
 dek
@@ -15830,8 +15829,8 @@ sherds
 ##erem
 ##erek
 ##erequis
-##umm
 ##ume
+##umm
 ##umber
 ##umenting
 acts
@@ -16065,8 +16064,8 @@ agostinho
 1920
 19to
 1913
-1906
 1927
+1906
 overland
 overbur
 overarch
@@ -16233,9 +16232,9 @@ foundations
 1480
 1407
 furrows
+152
 15m
 151
-152
 1550
 intrab
 intricate
@@ -16271,9 +16270,9 @@ sinian
 ##depart
 lamella
 12a
-126
-121
 122
+121
+126
 123
 1228
 1278
@@ -16296,8 +16295,8 @@ epma
 ##509
 topsar
 plagiogranite
-116
 114
+116
 proposes
 proposal
 finland
@@ -16474,8 +16473,8 @@ succeed
 think
 thinned
 001
-003
 009
+003
 ##ovich
 diagn
 anthropogenically
@@ -16512,9 +16511,9 @@ utilise
 utilised
 utilising
 utilisation
+262
 267
 266
-262
 90m
 engeos
 shallowest
@@ -16548,8 +16547,8 @@ accumulating
 stillwater
 approximation
 285
-283
 284
+283
 28km
 wuhu
 wuje
@@ -16616,8 +16615,8 @@ rsf
 weakened
 horizon
 industrialization
-337
 335
+337
 339
 jump
 juxtaposed
@@ -16625,8 +16624,8 @@ achieves
 ##manage
 ##hedra
 misc
-##nairn
 ##ylon
+##nairn
 prioritization
 329
 3200
@@ -16674,8 +16673,8 @@ timescales
 establishes
 043
 categorization
-446
 441
+446
 sanches
 sankey
 integrity
@@ -16687,8 +16686,8 @@ rotate
 rotary
 diversions
 transforms
-swir1
 swir2
+swir1
 summerhay
 088
 sudan
@@ -16864,8 +16863,8 @@ eqn
 register
 consume
 consumer
-1961
 1962
+1961
 1963
 prevec
 prevents
@@ -16903,7 +16902,6 @@ doubt
 douglass
 karig
 woodland
-##ridge
 checking
 anticlinal
 springhill
@@ -17000,7 +16998,6 @@ threatening
 1087
 multifamily
 doleritic
-1109
 extrapolate
 protocontinent
 universally
@@ -17017,6 +17014,7 @@ monzodiorite
 monzonitic
 eliminated
 eliminates
+1109
 palaeoecological
 neighborhood
 2205
@@ -17026,7 +17024,9 @@ korbaensis
 qiucun
 s573
 warrant
+##ridge
 ineffective
+invertebr
 septic
 leucite
 queisser
@@ -17540,10 +17540,10 @@ yiqun
 yavapai
 yazid
 ##tgart
-##eastasianseasis
-##southeastasianseasis
 ##ymposium
 ##othermic
+##eastasianseasis
+##southeastasianseasis
 ##oropollis
 intimate
 reunion
@@ -17647,8 +17647,8 @@ tectonicgeologicevolutionsoutheastasianseasislands
 2fe
 3oc
 3km
-4j
 4d
+4j
 470
 480
 416
@@ -17700,8 +17700,8 @@ agh
 aided
 a19
 aiu
-b7
 b1
+b7
 ban
 bati
 bam
@@ -17773,8 +17773,8 @@ eik
 eusar
 euler
 fd
-f1
 fg
+f1
 fet
 fid
 fang
@@ -17805,8 +17805,8 @@ gice
 gss
 gipp
 grip
-hr
 hl
+hr
 hes
 hur
 hain
@@ -17819,8 +17819,8 @@ hice
 hof
 hither
 hno
-ij
 ix
+ij
 iƒ
 ire
 iog
@@ -17831,9 +17831,9 @@ itin
 ivar
 ibb
 jn
+jz
 jj
 j3
-jz
 jen
 jat
 jet
@@ -17867,9 +17867,9 @@ kool
 kriging
 kdl
 killed
-lj
 lx
 lf
+lj
 lal
 lor
 lbs
@@ -17913,12 +17913,11 @@ narc
 n6a
 nug
 nions
-oe
 oi
 ou
-oj
-og
+oe
 o0
+oj
 ois
 oth
 oke
@@ -17965,9 +17964,9 @@ qgis
 qena
 quru
 ry
-r6
 rd
 rv
+r6
 rog
 rud
 rak
@@ -18066,21 +18065,21 @@ xti
 xyl
 xichang
 ya
-yj
 yf
 yq
+yj
 your
 yah
 yark
 yany
 yizheng
 za
-zl
 zc
+zl
 zx
+zq
 zz
 zw
-zq
 zal
 zent
 zig
@@ -18094,22 +18093,37 @@ zapo
 œthe
 δd
 δ34
-##nl
-##nes
-##nat
-##nity
-##nate
-##nous
-##nest
-##nian
-##nold
-##nmental
-##norm
-##nomer
-##nessing
-##north
-##nanda
-##tp
+##pa
+##pv
+##pz
+##port
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+##iq
+##iel
+##iac
+##iated
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+##iks
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+##iosp
+##ipher
 ##t0
 ##tw
 ##tar
@@ -18124,92 +18138,11 @@ zapo
 ##tototal
 ##tatisporites
 ##t09
-##rn
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-##rc
-##rat
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 ##y4
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 ##yar
 ##yue
 ##ybd
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-##ipher
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-##cow
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-##cai
 ##uj
 ##uti
 ##uro
@@ -18238,51 +18171,49 @@ zapo
 ##bounded
 ##beck
 ##bilization
-##jj
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-##jian
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-##dies
-##dates
-##dery
-##dhu
-##dynam
-##data
-##donal
-##dink
-##detrinite
-##diff
-##dipalli
+##l6
+##las
+##lou
+##lot
+##lations
+##lap
+##lass
+##lav
+##law
+##lassic
+##lpro
+##lmath
 ##otion
 ##oel
 ##otr
 ##otic
+##oerm
 ##oks
-##okes
 ##obe
 ##oob
 ##ohai
 ##oonian
 ##oenic
-##xj
+##nl
+##nes
+##nat
+##nity
+##nate
+##nous
+##nest
+##nian
+##nold
+##nmental
+##norm
+##nomer
+##nessing
+##north
+##nanda
 ##x5
-##xk
 ##x4
 ##xw
+##xj
+##xk
 ##xul
 ##xuan
 ##x13
@@ -18291,11 +18222,51 @@ zapo
 ##x73
 ##xistent
 ##x406
-##118
-##130
-##117
-##1nm
-##1x0
+##eas
+##eoproterozoic
+##ehn
+##ekman
+##sang
+##sue
+##sland
+##sens
+##solar
+##self
+##sampled
+##sidic
+##sunar
+##rc
+##rt
+##rn
+##rat
+##rac
+##rag
+##rati
+##rang
+##rical
+##rene
+##rative
+##rating
+##rently
+##rifice
+##rangement
+##r204
+##rronorite
+##dw
+##dj
+##din
+##dat
+##dies
+##dates
+##dery
+##dhu
+##dynam
+##data
+##donal
+##dink
+##detrinite
+##diff
+##dipalli
 ##ga
 ##gas
 ##grom
@@ -18305,15 +18276,48 @@ zapo
 ##gui
 ##giri
 ##gnate
+##2135
+##vat
+##vit
+##vre
+##vol
+##vite
+##vall
+##via
+##vature
+##vits
+##vuk
+##volum
+##varez
 ##fig
 ##fab
 ##faction
 ##fred
 ##fitting
 ##fiel
-##2135
+##mod
+##menti
+##mlu
+##myr
+##mean
+##marine
+##moon
+##macer
+##mulite
+##qia
+##qiang
+##118
+##130
+##117
+##1nm
+##1x0
 ##565
 ##5000380
+##4d
+##4z
+##400
+##72
+##774
 ##ht
 ##hel
 ##hur
@@ -18324,34 +18328,6 @@ zapo
 ##habil
 ##hatically
 ##houses
-##kt
-##kl
-##kin
-##kong
-##kers
-##kari
-##kun
-##kund
-##kish
-##kms
-##kert
-##kox
-##kovic
-##kische
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-##vit
-##vre
-##vol
-##vite
-##vall
-##via
-##vature
-##vits
-##vuk
-##volum
-##varez
-##376
-##3nm
 ##zc
 ##zis
 ##zers
@@ -18361,9 +18337,6 @@ zapo
 ##zeler
 ##zhi
 ##zfeld
-##4d
-##4z
-##400
 ##wer
 ##win
 ##wed
@@ -18376,10 +18349,36 @@ zapo
 ##wele
 ##wede
 ##wmlu
-##qia
-##qiang
 ##9os
+##6es
+##650
+##jj
+##jer
+##jar
+##jos
+##jian
+##jama
+##jok
+##juy
+##jalla
+##jnad
 ##8z
+##376
+##3nm
+##kt
+##kl
+##kin
+##kong
+##kers
+##kari
+##kun
+##kund
+##kish
+##kms
+##kert
+##kox
+##kovic
+##kische
 ##łus
 thc
 thal
@@ -18395,8 +18394,8 @@ thayer
 ##onan
 ##onical
 ##onversion
-##onje
 ##onids
+##onje
 ##onventional
 ##onvolution
 ##tium
@@ -18603,8 +18602,8 @@ isolation
 islam
 isoclinal
 ##ila
-##ils
 ##ilc
+##ils
 ##iler
 ##iled
 ##ille
@@ -18673,8 +18672,8 @@ asynch
 ##owei
 ##owski
 ##mentation
-##vert
 ##veri
+##vert
 ##vero
 ##verted
 ##verty
@@ -18682,8 +18681,8 @@ demp
 deuter
 deyong
 chp
-chm
 chi
+chm
 chul
 chatter
 chai
@@ -18698,8 +18697,8 @@ chidamb
 ##tswana
 ##andier
 ##andesite
-pros
 proc
+pros
 prohib
 proof
 protein
@@ -18752,9 +18751,10 @@ stains
 stds
 stars
 stato
+stoerm
+##odo
 ##ods
 ##odd
-##odo
 ##odas
 ##odje
 ##abs
@@ -18768,8 +18768,8 @@ stato
 ##imbr
 ##imager
 ##immel
-maje
 mauni
+maje
 maury
 mawmlu
 maurice
@@ -18981,7 +18981,6 @@ parox
 paralic
 ##sionals
 ##erms
-##ermer
 ##erman
 ##ermajor
 scc
@@ -19027,8 +19026,8 @@ remobilization
 ##aya
 ##ariemetry
 ##enetie
-20m
 20s
+20m
 203
 2070
 20km
@@ -19190,8 +19189,8 @@ subhorizontal
 ##engo
 ##enged
 ##engshan
-agl
 agb
+agl
 agric
 agassi
 agitation
@@ -19352,8 +19351,8 @@ changming
 preand
 preven
 preto
-pretreat
 prepare
+pretreat
 pott
 structured
 caand
@@ -19372,8 +19371,8 @@ obduction
 obducted
 ##monds
 ##mondian
-ams
 ami
+ams
 amid
 ammon
 amaz
@@ -19496,8 +19495,8 @@ sandbian
 tracts
 firing
 numeric
-nummulite
 numbere
+nummulite
 smn
 smec
 smst
@@ -19536,8 +19535,8 @@ energya
 ##jora
 surveyors
 furrow
-15n
 15o
+15n
 159
 1565
 1555
@@ -19697,8 +19696,8 @@ extractions
 permitting
 permien
 ##cias
-227
 222
+227
 228
 2250
 2217
@@ -19715,8 +19714,8 @@ planophile
 1303
 ##atisation
 502
-503
 509
+503
 50ma
 bloss
 blank
@@ -19727,8 +19726,8 @@ landsat7
 landsat8
 100a
 ecostress
-srm
 srf
+srm
 primer
 salinities
 emphatically
@@ -19757,14 +19756,12 @@ globalization
 pix4d
 ##venly
 doherty
-25m
 252
+25m
 255
 2550
 2510
 2528
-vertebrates
-vertebrate
 ##plus
 angico
 angiosp
@@ -19827,8 +19824,8 @@ floder
 flaked
 ridqe
 evaluations
-187
 182
+187
 18th
 1831
 1898
@@ -19927,8 +19924,8 @@ macronutr
 dy3
 demographic
 ppi
-016
 014
+016
 horner
 horrid
 infringe
@@ -19936,8 +19933,8 @@ syenogranites
 ceased
 ceux
 ceball
-kef
 kev
+kef
 keys
 interpretability
 invoked
@@ -19948,8 +19945,8 @@ lstm
 ##psar
 crystallize
 crystallised
-297
 291
+297
 2928
 aqued
 aquaculture
@@ -20021,8 +20018,8 @@ enriches
 23t19
 helicopter
 popocate
-##106
 ##102
+##106
 ##1020
 ##80a
 ##805
@@ -20033,8 +20030,8 @@ drag
 driest
 thinnest
 ##arkhand
-007
 004
+007
 0026
 servicio
 anyone
@@ -20076,8 +20073,8 @@ widening
 demonstrable
 ##itriletes
 311
-313
 318
+313
 draining
 takahiro
 spinner
@@ -20110,8 +20107,8 @@ samplings
 26th
 2666
 905
-903
 908
+903
 905a
 90101
 engines
@@ -20140,9 +20137,9 @@ lausanne
 laakso
 napp
 orogenesis
-457
 452
 454
+457
 45192
 453a
 mmhg
@@ -20285,8 +20282,8 @@ weakens
 weakening
 africain
 industrialisation
-036
 031
+036
 03aˆ
 0377027
 3300
@@ -20329,8 +20326,8 @@ mislead
 misclassi
 ##naphthalene
 priorities
-327
 324
+327
 32km
 325a
 39a
@@ -20340,8 +20337,8 @@ practic
 practically
 practiced
 35a
-381
 382
+381
 389
 snl
 snodas
@@ -20412,8 +20409,8 @@ paleoec
 paleofield
 542
 545
-543
 548
+543
 categorical
 categorize
 442
@@ -20440,8 +20437,8 @@ winters
 histories
 narrowed
 narrowly
-363
 368
+363
 chime
 diversi
 drills
@@ -20494,8 +20491,8 @@ seebens
 interconn
 497
 497a
-##1417
 ##gbu
+##1417
 exposing
 combustible
 planetesimals
@@ -20546,14 +20543,14 @@ blackish
 emphasise
 demanded
 loads
-865
-864
-869
 841
 843
 8439
-jurado
-jiangnan
+865
+864
+869
+jurado
+jiangnan
 jiangshu
 sixties
 yrs
@@ -20786,6 +20783,7 @@ minggu
 tintina
 ##basa
 ##basalt
+##07a
 ##39390040x
 ##tructed
 immense
@@ -21003,7 +21001,6 @@ biochemicals
 manufacturers
 terminates
 terminating
-110m
 explosion
 explosivity
 baohua
@@ -21019,8 +21016,8 @@ splintery
 exha
 stratally
 stratotype
-unaffected
 unpop
+unaffected
 scarcer
 monzonite
 monzogranites
@@ -21029,6 +21026,7 @@ zhiyi
 zhiqiang
 zhongxiang
 embryos
+110m
 palaeoenvironmental
 palaeoearthquakes
 excavate
@@ -21038,9 +21036,9 @@ qualitatively
 oscillation
 oscillate
 spackmanx2
-2206
 2201
 2209
+2206
 661
 bento
 dodoma
@@ -21054,7 +21052,6 @@ ybn
 ##jafjalla
 inefficient
 inversions
-invertebrates
 leucocyther
 feeder
 queih
@@ -21271,14 +21268,13 @@ packed
 packing
 udma
 yuanm
-##rustal
 ##aisian
+##rustal
 foreground
 conferences
 antisolar
 antiquity
 antiformal
-stoermer
 exempl
 shahu
 enclosing
@@ -21487,8 +21483,8 @@ hopanes
 hutton
 huebner
 jammu
-knolls
 koepnick
+knolls
 lcph
 laden
 nanyang
@@ -21619,13 +21615,13 @@ s2096519219301417
 s2096519219301958
 pigeonite
 polygonal
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+hindering
 mirror
 mirroring
 s2096519220300173
 s2096519220300392
 s209651922030015x
-hindered
-hindering
 pistachios
 0166516295000380
 410m
@@ -21803,6 +21799,8 @@ settled
 microgranite
 microorganism
 microorganisms
+vertebrate
+vertebrates
 flanking
 flanked
 1893
@@ -22045,6 +22043,7 @@ preprocessed
 paragraphs
 s2096519219x020
 makkah
+invertebrates
 deductive
 ##x2022x13
 benchmarking
@@ -22220,11 +22219,11 @@ zribi
 zambia
 zapotitan
 ##auea
-##modelling
-##jokull
 ##vatn
+##modelling
 ##zhuang
 ##wicz
+##jokull
 thalwe
 ##enuku
 ofoegbu
@@ -22275,6 +22274,7 @@ almandine
 beutler
 beaucoup
 starkly
+stoermer
 majeure
 mawmluh
 spangler
@@ -22545,11 +22545,11 @@ zalasiewicz
 1hn
 1department
 1x4
-2r
 2p
-2e
 2l
 2o
+2e
+2r
 2k
 2σ
 2χ
@@ -22560,10 +22560,10 @@ zalasiewicz
 2x2
 2department
 2y4
-3m
-3i
 3c
+3i
 3x
+3m
 3h
 3k
 3si
@@ -22578,9 +22578,9 @@ zalasiewicz
 3min
 3cor
 3t0
+4o
 4n
 4s
-4o
 4f
 4h
 4k
@@ -22593,13 +22593,13 @@ zalasiewicz
 4km
 4508
 4department
-5e
-5l
 5c
-5j
+5l
 5o
+5e
 5f
 5w
+5j
 5µ
 5th
 522
@@ -22608,9 +22608,9 @@ zalasiewicz
 5xc
 5cm
 517a
-6m
 6o
 6g
+6m
 6h
 6th
 6erm
@@ -22622,9 +22622,9 @@ zalasiewicz
 625
 6fe
 6volution
-7m
-7e
 7x
+7e
+7m
 7an
 719
 770
@@ -22664,10 +22664,10 @@ zalasiewicz
 9390040x
 9myr
 ae
-a6
 a2
 a4
 a9
+a6
 a8
 aes
 ave
@@ -22691,10 +22691,10 @@ a2a
 ahead
 aqi
 bb
-bk
 b4
 bw
 b8
+bk
 bic
 bis
 bos
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 bawl
 berman
 bonded
-ck
 c3
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 cic
 cro
 cis
@@ -22775,8 +22775,8 @@ cyg
 cesium
 cnex
 crampton
-dj
 d2
+dj
 dor
 dmp
 dul
@@ -22870,9 +22870,9 @@ fuca
 fmfz
 fieu
 gb
-g6
 gf
 g5
+g6
 gir
 gif
 gus
@@ -22911,10 +22911,10 @@ gavid
 gigl
 godd
 hp
-h6
 hd
 h0
 h5
+h6
 hing
 hac
 hig
@@ -22941,8 +22941,8 @@ hcs
 hired
 hearing
 hysis
-hmin
 hbra
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 hmax
 hanson
 hyst
@@ -22970,11 +22970,11 @@ iava
 iomon
 iilc
 jr
-jf
-jk
 jv
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 j4
 jw
+jk
 jas
 jil
 jad
@@ -22999,13 +22999,13 @@ jalore
 jxa
 jensen
 jngs
-kt
 ki
-kd
+kt
 kx
+kd
 k5
-k3
 k4
+k3
 kon
 kur
 kos
@@ -23097,12 +23097,12 @@ lankan
 l6m
 lynch
 lizeng
-m1
-mf
-mh
 mv
-m4
+mf
 mq
+m1
+m4
+mh
 men
 mou
 msi
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 mfz
 mvs
 munar
-nl
 nu
+nl
 nx
 nv
 nz
@@ -23204,8 +23204,8 @@ ooh
 oqi
 ooliths
 oommen
-p6
 p4
+p6
 pes
 pis
 pent
@@ -23252,8 +23252,8 @@ ponded
 qc
 qo
 q1
-qh
 q4
+qh
 qol
 qab
 qim
@@ -23261,9 +23261,9 @@ qik
 q03
 qtrans
 rp
-rj
-r5
 rq
+r5
+rj
 r8
 rent
 rte
@@ -23344,9 +23344,9 @@ s89
 svm
 s85
 s102
-tj
 tv
 tq
+tj
 tro
 tis
 tmp
@@ -23386,9 +23386,9 @@ tmpa
 terek
 uo
 u2
-u3
-u4
 uq
+u4
+u3
 uor
 uph
 ums
@@ -23396,11 +23396,11 @@ ugear
 uyed
 vt
 vr
-vm
 vf
+vm
 v5
-v3
 v4
+v3
 vor
 vas
 vith
@@ -23457,14 +23457,14 @@ wuling
 walsh
 wuning
 wopf
+xq
 xh
 xz
-xq
 xand
 xray
-ym
-yy
 yc
+yy
+ym
 yes
 yas
 yur
@@ -23489,9 +23489,9 @@ yogy
 yamaji
 zp
 zs
-z7
 zd
 zg
+z7
 zand
 zod
 zom
@@ -23529,105 +23529,9 @@ zactual
 σl
 σree
 σwp
-##non
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-##nith
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-##aphyric
-##aannel
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 ##pu
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 ##ping
 ##pol
 ##poc
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 ##perms
 ##ploration
 ##porphyritic
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-##yani
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-##iorm
-##iassic
-##ioration
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-##iyah
-##iostratigraphy
-##iwen
-##iece
-##irogeny
+##aac
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+##ament
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+##ault
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+##aannel
+##ct
 ##cer
 ##ction
 ##cic
@@ -23849,7 +23623,69 @@ zactual
 ##collisional
 ##cubes
 ##crampton
-##ctastic
+##i2
+##i1
+##iir
+##iere
+##ience
+##iap
+##ieng
+##iences
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+##iassic
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+##iyah
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+##town
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+##yle
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+##ybar
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+##yushan
+##yko
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+##ykman
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 ##uo
 ##uh
 ##uz
@@ -23867,8 +23703,8 @@ zactual
 ##uitive
 ##uvar
 ##ugl
-##uino
 ##uatus
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 ##uker
 ##uitt
 ##urous
@@ -23893,7 +23729,6 @@ zactual
 ##b75
 ##bco
 ##based
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 ##bitt
 ##bilities
 ##bachu
@@ -23901,65 +23736,45 @@ zactual
 ##bhum
 ##basement
 ##backarc
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 ##oti
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 ##o52
 ##otra
 ##oblasts
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 ##5o
 ##5f
@@ -24083,9 +24075,20 @@ zactual
 ##592
 ##52a
 ##5x22
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 ##hw
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 ##hation
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 ##here
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 ##zn
 ##zin
 ##zor
@@ -24217,15 +24147,9 @@ zactual
 ##zhay
 ##zhang
 ##zinski
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-##423
-##499
-##433
-##43a
-##432
 ##wc
 ##wo
+##wk
 ##wat
 ##wang
 ##want
@@ -24243,16 +24167,37 @@ zactual
 ##woy
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 ##wagen
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 ##916
 ##930
 ##9508
 ##9x5
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 ##8t
 ##87
 ##8si
@@ -24261,18 +24206,67 @@ zactual
 ##872
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 ##8o32
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 ##υρη
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 ##ʹ0
 ##ʹ4
 ##ʹ11
 ##ʹ24
 ##μπ
 ##øhvit
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 tha
 thti
 thing
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 ##erru
 ##erants
 ##erchen
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 ##oni
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 ##onor
 ##oning
 ##onid
@@ -24331,8 +24325,8 @@ thunder
 ##tiles
 ##tiform
 ##tiyal
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 ##tio3
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 ##tiansen
 theater
 theunconventionaloil
@@ -24381,15 +24375,15 @@ theunconventionaloil
 ##innar
 ##inremotesensing
 ##inpura
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 ##infil
+##inmus
 ##inadhi
 ##inenvironmental
 ##inwestern
 ##inagricultural
 ##inlg
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 ##in6e
+##injg
 ##ndu
 ##ndvi
 ##ndip
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 ##enacao
 ##enumber
 ##envol
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 ##enfib
 ##enhalli
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 ##eda
 ##eds
 ##edes
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 ofapatite
 oflav
 ofocean
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 ofcrampton
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 ##orr
 ##or1
 ##orel
@@ -24490,8 +24484,8 @@ ofcrampton
 ##atani
 ##aturization
 ##ateca
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 ##atlgraphy
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 ##aras
 ##arth
 ##arag
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 ##oliti
 ##olla
 ##olades
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 ##olatus
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 ##olym
 ##olgis
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 ##acchar
 ##acubes
 ##acrustal
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 ##acoast
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 ##acinth
 ##lex
 ##lek
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 isort
 istit
 is04
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 isaac
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 ##ilt
 ##ilot
 ##ilance
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 proluvial
 prozor
 proteins
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 an0
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 an9
 ante
 anch
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 anjos
 ans3
 an5o
-an3o
-anzib
 an4o
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+an3o
 anisim
 suther
 suits
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 behead
 befitting
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 std
 stop
 stap
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 stays
 stok
 styl
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 stamen
 stuff
 stanton
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 ##omfort
 ##omaro
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 ##omandel
 ##omodation
 gem
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 froma
 ##ologico
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 exo
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 exoz
 exert
 extingu
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 exulted
 exocont
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 ##ighi
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 ##udely
 ##udational
 ##udged
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 acworth
 acmel
 acaj
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 acbmm
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 ackerm
 acerro
 bypass
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 ##adium
 ##adman
 ##adabad
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 ##adcumulus
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 ##adramp
 ##adnock
 ##adasedi
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 incidences
 incidents
 incapable
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 inclinations
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 remittance
 unam
 unwe
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 appalach
 apprizes
 appraised
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 20a
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 20na
 2033
 205a
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 abhor
 abeg
 abnorm
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 abajo
 ablated
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 abdel
 abroad
 lean
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 lept
 lends
 leaved
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 lekki
 lementdata
 weiss
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 ##vimento
 ##astorage
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 figure2
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 ##unen
 ##unan
 ##unam
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 accomodation
 hasn
 hasalts
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 hasi1
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 ##illec
 ##ropie
 ##ropores
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 ve20
 veiling
 veevers
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 vols
 volk
 volks
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 magagi
 maglang
 magellan
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 band2
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 band10
 prf
 prang
 pruitt
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 przhe
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 pristine
 prudhoe
 prervation
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 subasin
 subwee
 subhumid
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 subaphyric
 subcateg
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 subzones
 subunits
 ##ipoll
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 aggar
 agwu
 agua
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 agsb
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 agromete
 mostaganem
 ##iana
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 ##omex
 overban
 overgra
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 overflow
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 overemp
 overfill
 oversampled
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 heze
 heik
 hetian
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 hebr
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 hegang
 heaping
 heyong
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 radadsat
 proves
 proving
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 provokes
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 mainamaji
 ##vitymodelling
 develops
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 locus
 locals
 locator
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 ##undu
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 ##unders
 thereof
 therefrom
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 cawood
 cafb
 caesium
-cajete
 cahng
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 caffeine
 cauldron
 ##ailidis
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 ecof
 ecologic
 ecovol
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 eclip
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 ec110
 ##ralized
 ##thernlordh
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 erased
 erbul
 ercd
-ernst
 erbium
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 erklar
 ertix
 erinpura
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 ##nowing
 scihu
 sciamachy
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 limy
+liml
 liming
 limite
 limbs
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 1453
 14aˆ
 1456
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 1426
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 14t00
 14myr
 14or0
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 ##retary
 15a
 15i
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 15z
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 15th
 1522
 15ma
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 shaley
 longde
 longquan
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 longgan
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 orgin
 applicate
 applicativa
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 laminations
 laminate
 lamurde
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 12i
 12b
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 12g
 124
 12th
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 sarma
 sarfart
 30s
+302
 307
 306
-302
 3014
 3025
 3055
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 11t15
 1132
 11t16
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 propelled
 proposing
 propensity
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 plagioclaseand
 freer
 freiberg
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 table2
+table6
 table3
 ##ierri
 intending
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 stores
 stories
 storages
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 221
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 2222
 22ma
 22km
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 brandonian
 brassy
 origine
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-131
 132
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 13z
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 1350
 1396
 1360
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 blatt
 blair
 blaes
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 blazed
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 blanketing
 blurred
 blakeburn
 ##aringserv
 landsat1
 landsatndvi
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 100s
 1007
-100x
 100ma
 100km
 100000
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 1896
 18km
 1855
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 1807
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 1876
 1899
 1853
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 18t15
 18t16
 18770
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 1885
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 18t14
 tars
 taraba
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 ending
 endogenic
 endothermic
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 endeav
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 projective
 projecti
 uncollected
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 palcl
 palanning
 palette
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 palcontinental
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 palorbit
 palandri
 rapese
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 crystallite
 crystallites
 29b
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 29z
 298
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 2900
 29km
 2913
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 hands
 handler
 handpick
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 nwp
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 nwse
 nwr213
 nwankwo
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 177
 173
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 17α
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 17th
 1716
 17km
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 classed
 leaders
 criticism
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 ##nali
 ##nalroc
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 magmaticinfil
 hyperspectrum
 especgeology
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 glenn
 glimp
 glocal
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 gliks
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 glitches
 glutenites
 wanga
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 helplessly
 populating
 popogay
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 ##104
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 ##1017
 ##1055
 ##10xc
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 0075
 0074
 0011
-0033
 0047
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 0084
 0071
 003a
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 21a
 212
 21z
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 21α
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 2110
 2112
 211a
 217a
 2173
 2128
-2177
 2154
+2177
 2167
-2138
 2149
+2138
 2151
 2185
 210008
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 reportedly
 demonstrably
 31a
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 312
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 31og
 3170
 311a
-317a
 3148
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 3164
 3143
 journeys
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 6054
 6052
 608t
-mills
 milli
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 miller
 millimetre
 loan
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 26o
 261
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 26z
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 26000
 2629
 2655
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 superieure
 supernat
 superposed
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 supercontin
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 superfdal
 superheated
 element2
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 leafareainde
 biomaker
 27a
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 274
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 2700
 2717
 2797
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 broadening
 broadhead
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+stillpn
 approximates
 28a
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 282
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 2853
 2884
 28t12
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 652
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 658
 6500
 65io
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 electrically
 electroresistivity
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 802
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 809
 80th
 80ma
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 risoe
 ##1727
 000a
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 000x
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 00055
 00031
 000km2
 quaterly
 channelize
 34a
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 342
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 345
 3470
 3475
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 braid
 cattle
 vitrinites
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 052
 055
 05z
 059
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 058
 05t12
 05t07
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 bathtubs
 kapp
 kaiser
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 rs2
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 rsin
 rsda
 wt03
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 africans
 airborneor
 03a
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 034
 038
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 03t16
 03770
 03t19
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 039022z
 33a
 33b
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 334
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 338
 3350
 3310
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 misidenti
 misalign
 pacunam
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 ##umpotential
 ##umpacific
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 priorita
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 32z
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 3250
 327a
 3286
 32188z
 395
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 394
 399
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 3922
 3992
 39b75
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 3523
 352a
 35ab65
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 385
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 383
 38ar
 3800
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 pseudorandom
 pseudoreticulatisp
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 532
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 53z
 538
+533
 5325
 537a
 5342
 53aˆ
 lacio
 sabkhas
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 ##iku
 ##ikh
 ##ikova
 ##ikubik
 ##utson
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 oriental
 20171231
 2017april
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 xinjin
 xinyuan
 xinyu
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 ##hasized
 ##interactions
 shek
@@ -29216,11 +29212,11 @@ electromagneticwave
 4117
 414a
 55a
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 552
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 555
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 558
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 5500
 55105
 55433
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 focusses
 injections
-046
 04z
 049
+046
 048
 04t15
 04t17
@@ -29328,12 +29324,12 @@ categorizing
 categorisation
 4431
 4499
-4471
 442a
+4471
 4422a
-856
 851
 855
+856
 8500
 856a
 8565
@@ -29398,8 +29394,8 @@ rotor
 rotates
 rotating
 rotterdam
-tm1
 tm2
+tm1
 tm5
 tmedes
 tibbitt
@@ -29420,18 +29416,18 @@ drillhole
 drillcores
 meteorologist
 meteorolgis
-086
 089
+086
 0899
 0842
 0849
 08504
 08ʹ24
 52a
-527
 52g
-52z
 524
+527
+52z
 525a
 52aˆ
 524a
@@ -29447,17 +29443,17 @@ liquor
 employee
 pairings
 tibetans
-476
 471
 47z
 479
+476
 4700
 4725
 471a
 4735
 500a
-500m
 500x
+500m
 5005
 500k
 500000
@@ -29482,7 +29478,7 @@ tomasella
 tomosar
 depleting
 causalities
-pyroctastic
+pyroct
 knowledgeable
 migrationa
 374
@@ -29491,9 +29487,9 @@ migrationa
 3719
 3710
 3712a
+424
 427
 426
-424
 429a
 pathway
 costa
@@ -29508,17 +29504,17 @@ intercellular
 4970
 4949
 4952a
+##gboye
 ##1490
 ##140000
 ##14890
-##gboye
 coherently
 2018a
 rainfalls
 02a
-027
 025
 024
+027
 0284
 02508
 02502
@@ -29581,8 +29577,8 @@ attentions
 098
 091200
 099639
-486
 485
+486
 488
 4853
 48km2
@@ -29627,17 +29623,17 @@ blackbird
 demanding
 loaded
 synthetics
-867
+84a
+845
+844
+847
+84sr
 861
+867
 8650
 8623
 864a
 86ab13
-84a
-847
-845
-844
-84sr
 hedini
 jiangxing
 sixteen
@@ -29650,9 +29646,9 @@ oxygenated
 visualised
 visualizes
 visualisations
-576
-57f
 572
+57f
+576
 573
 57ma
 57km
@@ -29670,8 +29666,8 @@ paralleling
 parallelly
 recommendation
 972
-973
 979
+973
 9730
 9761
 9737
@@ -29723,8 +29719,8 @@ automorph
 decompositions
 58a
 587
-583
 588
+583
 58ka
 5884
 58aˆ
@@ -29758,9 +29754,9 @@ flattish
 laserchron
 562
 565
-563
-56z
 564
+56z
+563
 5600
 715
 7130
@@ -29789,9 +29785,9 @@ mca
 mcken
 mcda
 mcdou
-mcmur
 mcdonn
 mcgill
+mcmur
 mckim
 mcrae
 persons
@@ -29845,8 +29841,8 @@ constructions
 fertilecity
 liquidas
 77a
-773
 779
+773
 7711
 7764
 7779
@@ -29881,9 +29877,9 @@ fluctuate
 fluctuated
 unconnected
 syeniteand
+674
 677
 676
-674
 6795
 67or0
 camps
@@ -29962,13 +29958,13 @@ discriminative
 discriminible
 columnwise
 favored
-741
 742
+741
 747a
 7435
-877
-871
 872
+871
+877
 879
 873a
 8741
@@ -29998,3 +29994,7 @@ wenzhong
 wenzhi
 ##processes
 ##lan2
+alashankou
+intraand
+2000for
+traditions