diff --git "a/models/tokenizer/bi_tokenizer_8k.vocab" "b/models/tokenizer/bi_tokenizer_8k.vocab"
--- "a/models/tokenizer/bi_tokenizer_8k.vocab"
+++ "b/models/tokenizer/bi_tokenizer_8k.vocab"
@@ -16,12 +16,12 @@ in	-10
 ta	-11
 te	-12
 ol	-13
-ri	-14
-▁a	-15
+▁a	-14
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 en	-16
 ▁w	-17
-▁p	-18
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 ▁h	-20
 ▁long	-21
 ae	-22
@@ -30,24 +30,24 @@ is	-23
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 om	-48
@@ -62,7715 +62,7715 @@ ia	-54
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-elle	-1857
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-chten	-1909
-peter	-1910
-rasem	-1911
-stein	-1912
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-▁bang	-1916
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-▁gris	-1922
-▁hamp	-1923
-▁haus	-1924
-▁hill	-1925
-▁jein	-1926
-▁jiom	-1927
-▁joan	-1928
-▁kong	-1929
-▁kris	-1930
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-▁meat	-1932
-▁mold	-1933
-▁ohio	-1934
-▁peru	-1935
-▁prom	-1936
-▁sara	-1937
-▁stan	-1938
-▁suka	-1939
-▁tree	-1940
-▁urug	-1941
-▁vign	-1942
-crampe	-1943
-nesota	-1944
-sonari	-1945
-▁angel	-1946
-▁anton	-1947
-▁danis	-1948
-▁filip	-1949
-▁graon	-1950
-▁green	-1951
-▁kakao	-1952
-▁katem	-1953
-▁melan	-1954
-▁momon	-1955
-▁nesen	-1956
-▁nicol	-1957
-▁plant	-1958
-▁press	-1959
-▁ronal	-1960
-▁traem	-1961
-▁wivim	-1962
-bastien	-1963
-izabeth	-1964
-zerland	-1965
-▁basket	-1966
-▁bigbig	-1967
-▁disaen	-1968
-▁greece	-1969
-▁hawaii	-1970
-▁laikem	-1971
-▁monaco	-1972
-▁monako	-1973
-▁nevada	-1974
-▁people	-1975
-▁profet	-1976
-▁statem	-1977
-▁tijing	-1978
-cramento	-1979
-▁andorra	-1980
-▁diction	-1981
-▁discogs	-1982
-▁england	-1983
-▁georgia	-1984
-▁history	-1985
-▁karibin	-1986
-▁kolosap	-1987
-▁moldova	-1988
-▁nakamal	-1989
-▁princip	-1990
-▁romania	-1991
-▁samples	-1992
-▁schnell	-1993
-▁skrasem	-1994
-▁spanish	-1995
-▁surinam	-1996
-▁tokples	-1997
-▁vignola	-1998
-ianapolis	-1999
-▁auckland	-2000
-▁delaware	-2001
-▁franjieh	-2002
-▁januwari	-2003
-▁jeinisim	-2004
-▁jiometri	-2005
-▁lacrampe	-2006
-▁liechten	-2007
-▁lukaotem	-2008
-▁matarine	-2009
-▁religion	-2010
-▁santiago	-2011
-▁slovakia	-2012
-▁catalonia	-2013
-▁diksonari	-2014
-▁elizabeth	-2015
-▁hampshire	-2016
-▁republika	-2017
-▁sébastien	-2018
-▁california	-2019
-▁kalifornia	-2020
-▁kristaniti	-2021
-▁sandlewood	-2022
-▁switzerland	-2023
-▁smolsmolfala	-2024
-▁liechtenstein	-2025
-".	-2026
-br	-2027
-gy	-2028
-ib	-2029
-kn	-2030
-kr	-2031
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-ía	-2033
-▁&	-2034
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-iec	-2052
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-tar	-2075
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-ual	-2077
-ugh	-2078
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-uvuv	-4382
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-zech	-4387
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-étou	-4389
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-aron	-4428
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-ilei	-4433
-ilem	-4434
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-erik	-4528
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-amite	-4543
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-yvyvyv	-5315
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-ázquez	-5318
-édéric	-5319
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-▁hause	-5389
-▁haydn	-5390
-▁heart	-5391
-▁honam	-5392
-▁horse	-5393
-▁hrvat	-5394
-▁ikuta	-5395
-▁instr	-5396
-▁inver	-5397
-▁istap	-5398
-▁italo	-5399
-▁iusum	-5400
-▁jenes	-5401
-▁jonas	-5402
-▁jorge	-5403
-▁jouan	-5404
-▁kabis	-5405
-▁kahlo	-5406
-▁kalis	-5407
-▁kanda	-5408
-▁kanok	-5409
-▁kashi	-5410
-▁kipim	-5411
-▁klaem	-5412
-▁kokon	-5413
-▁kolim	-5414
-▁komen	-5415
-▁komun	-5416
-▁korea	-5417
-▁korin	-5418
-▁kylie	-5419
-▁køben	-5420
-▁lanka	-5421
-▁lavem	-5422
-▁lewis	-5423
-▁lloyd	-5424
-▁lotta	-5425
-▁luigi	-5426
-▁luket	-5427
-▁lusum	-5428
-▁maewo	-5429
-▁manie	-5430
-▁maori	-5431
-▁maret	-5432
-▁marqu	-5433
-▁maría	-5434
-▁mateo	-5435
-▁maxim	-5436
-▁mente	-5437
-▁mesej	-5438
-▁metal	-5439
-▁mimar	-5440
-▁minsk	-5441
-▁misin	-5442
-▁miura	-5443
-▁moden	-5444
-▁momoi	-5445
-▁museu	-5446
-▁music	-5447
-▁naeja	-5448
-▁naruh	-5449
-▁nauru	-5450
-▁neham	-5451
-▁nicos	-5452
-▁nolej	-5453
-▁noreg	-5454
-▁norge	-5455
-▁ogawa	-5456
-▁oksit	-5457
-▁olman	-5458
-▁orenj	-5459
-▁organ	-5460
-▁pablo	-5461
-▁parks	-5462
-▁perez	-5463
-▁pibol	-5464
-▁pieta	-5465
-▁pitim	-5466
-▁pitts	-5467
-▁puluk	-5468
-▁ramon	-5469
-▁raven	-5470
-▁rekod	-5471
-▁resta	-5472
-▁rijin	-5473
-▁robin	-5474
-▁rodri	-5475
-▁ronem	-5476
-▁rusum	-5477
-▁sabat	-5478
-▁sahib	-5479
-▁sally	-5480
-▁samoa	-5481
-▁sanya	-5482
-▁saras	-5483
-▁schol	-5484
-▁schum	-5485
-▁scien	-5486
-▁seken	-5487
-▁serra	-5488
-▁shape	-5489
-▁shell	-5490
-▁shina	-5491
-▁shira	-5492
-▁shoem	-5493
-▁sigal	-5494
-▁siria	-5495
-▁sneck	-5496
-▁solan	-5497
-▁sosor	-5498
-▁sowem	-5499
-▁spaes	-5500
-▁steel	-5501
-▁steit	-5502
-▁sweat	-5503
-▁takeo	-5504
-▁taois	-5505
-▁tasso	-5506
-▁tonga	-5507
-▁topik	-5508
-▁trang	-5509
-▁trial	-5510
-▁ueter	-5511
-▁under	-5512
-▁union	-5513
-▁valea	-5514
-▁vella	-5515
-▁vilij	-5516
-▁vohor	-5517
-▁wasem	-5518
-▁weata	-5519
-▁wikis	-5520
-▁women	-5521
-▁years	-5522
-▁young	-5523
-▁zoran	-5524
-▁досто	-5525
-▁خواجه	-5526
-alabama	-5527
-alzette	-5528
-asparag	-5529
-ational	-5530
-casting	-5531
-charles	-5532
-chnique	-5533
-concord	-5534
-edonija	-5535
-enesian	-5536
-escript	-5537
-espeare	-5538
-hamburg	-5539
-hokusai	-5540
-humesen	-5541
-ibility	-5542
-idental	-5543
-ionario	-5544
-ipaliti	-5545
-jeziory	-5546
-liament	-5547
-lincoln	-5548
-monwelt	-5549
-oglotta	-5550
-ografie	-5551
-ography	-5552
-olojist	-5553
-parakas	-5554
-pension	-5555
-phoenix	-5556
-publika	-5557
-querque	-5558
-ressive	-5559
-rikalja	-5560
-stantin	-5561
-sukaken	-5562
-tarella	-5563
-terbury	-5564
-trenton	-5565
-zgerald	-5566
-▁ademup	-5567
-▁adisen	-5568
-▁aelans	-5569
-▁affili	-5570
-▁aislan	-5571
-▁aksess	-5572
-▁albert	-5573
-▁alwina	-5574
-▁amaral	-5575
-▁apaxco	-5576
-▁aposol	-5577
-▁aquino	-5578
-▁arnaud	-5579
-▁assisi	-5580
-▁atchin	-5581
-▁august	-5582
-▁babuda	-5583
-▁bandel	-5584
-▁banjar	-5585
-▁banyan	-5586
-▁before	-5587
-▁benson	-5588
-▁bignem	-5589
-▁bildim	-5590
-▁biliva	-5591
-▁boeree	-5592
-▁bohlen	-5593
-▁boilem	-5594
-▁brokem	-5595
-▁buenos	-5596
-▁cannon	-5597
-▁change	-5598
-▁chapel	-5599
-▁chiusa	-5600
-▁closup	-5601
-▁conose	-5602
-▁curtis	-5603
-▁daniel	-5604
-▁darwin	-5605
-▁desert	-5606
-▁design	-5607
-▁dhemtu	-5608
-▁dieter	-5609
-▁diwali	-5610
-▁dmitry	-5611
-▁drowem	-5612
-▁dustin	-5613
-▁dwight	-5614
-▁eleksi	-5615
-▁elliot	-5616
-▁energy	-5617
-▁españa	-5618
-▁eugène	-5619
-▁europa	-5620
-▁examin	-5621
-▁faerap	-5622
-▁faetem	-5623
-▁famili	-5624
-▁fedral	-5625
-▁felipe	-5626
-▁fesman	-5627
-▁feswan	-5628
-▁fiksen	-5629
-▁flaeng	-5630
-▁flagio	-5631
-▁fromwe	-5632
-▁fukuda	-5633
-▁fulwan	-5634
-▁futuna	-5635
-▁gerald	-5636
-▁german	-5637
-▁gloria	-5638
-▁goddes	-5639
-▁gordon	-5640
-▁grafik	-5641
-▁grandi	-5642
-▁granny	-5643
-▁gurney	-5644
-▁gérard	-5645
-▁haruna	-5646
-▁hispan	-5647
-▁holder	-5648
-▁howard	-5649
-▁imogen	-5650
-▁includ	-5651
-▁indian	-5652
-▁inklis	-5653
-▁inogat	-5654
-▁insaet	-5655
-▁ismael	-5656
-▁jacint	-5657
-▁jamfis	-5658
-▁jenris	-5659
-▁joanne	-5660
-▁joelle	-5661
-▁kalkot	-5662
-▁karate	-5663
-▁karbon	-5664
-▁keegan	-5665
-▁klemem	-5666
-▁knight	-5667
-▁kunkel	-5668
-▁kurasa	-5669
-▁kustom	-5670
-▁labour	-5671
-▁leftem	-5672
-▁lehane	-5673
-▁lelepa	-5674
-▁levits	-5675
-▁likwid	-5676
-▁louise	-5677
-▁luiggi	-5678
-▁mackie	-5679
-▁magdal	-5680
-▁magyar	-5681
-▁mancha	-5682
-▁manuel	-5683
-▁marcel	-5684
-▁masaki	-5685
-▁matsuo	-5686
-▁melben	-5687
-▁michał	-5688
-▁michel	-5689
-▁middle	-5690
-▁miksim	-5691
-▁minami	-5692
-▁miusek	-5693
-▁modern	-5694
-▁moksha	-5695
-▁momoka	-5696
-▁monzón	-5697
-▁moroko	-5698
-▁mosque	-5699
-▁museum	-5700
-▁muslim	-5701
-▁muvmen	-5702
-▁mérida	-5703
-▁méxico	-5704
-▁navara	-5705
-▁nawita	-5706
-▁nichol	-5707
-▁nikola	-5708
-▁nomata	-5709
-▁norway	-5710
-▁notnot	-5711
-▁nufala	-5712
-▁office	-5713
-▁oksfod	-5714
-▁olgter	-5715
-▁online	-5716
-▁osenia	-5717
-▁pablic	-5718
-▁philos	-5719
-▁phraya	-5720
-▁piazza	-5721
-▁pieter	-5722
-▁pikini	-5723
-▁pilicą	-5724
-▁poesie	-5725
-▁poetri	-5726
-▁polska	-5727
-▁polyte	-5728
-▁poètic	-5729
-▁pramoj	-5730
-▁prince	-5731
-▁projek	-5732
-▁protec	-5733
-▁puebla	-5734
-▁punjab	-5735
-▁rabind	-5736
-▁rafael	-5737
-▁raleig	-5738
-▁recull	-5739
-▁reggae	-5740
-▁rights	-5741
-▁ronald	-5742
-▁rubens	-5743
-▁saiens	-5744
-▁sakura	-5745
-▁sandra	-5746
-▁sasaki	-5747
-▁sauten	-5748
-▁sayaka	-5749
-▁search	-5750
-▁sekond	-5751
-▁selebr	-5752
-▁servem	-5753
-▁shqipë	-5754
-▁siling	-5755
-▁sinani	-5756
-▁somare	-5757
-▁sophia	-5758
-▁spring	-5759
-▁stampa	-5760
-▁stormy	-5761
-▁sweden	-5762
-▁sydney	-5763
-▁tanaka	-5764
-▁tchaik	-5765
-▁timoti	-5766
-▁trutok	-5767
-▁tukmen	-5768
-▁turkey	-5769
-▁vegeta	-5770
-▁venice	-5771
-▁vergil	-5772
-▁walker	-5773
-▁wanfla	-5774
-▁wanted	-5775
-▁warren	-5776
-▁wilson	-5777
-▁window	-5778
-▁wright	-5779
-▁yellow	-5780
-▁yuryev	-5781
-anajuato	-5782
-arkansas	-5783
-bismarck	-5784
-cabulary	-5785
-cephalus	-5786
-colorado	-5787
-comillas	-5788
-elanjelo	-5789
-ensemble	-5790
-leonardo	-5791
-michigan	-5792
-nebraska	-5793
-oklahoma	-5794
-presiden	-5795
-puffinus	-5796
-testeman	-5797
-thankara	-5798
-▁african	-5799
-▁albenia	-5800
-▁alfabet	-5801
-▁america	-5802
-▁ancient	-5803
-▁andarab	-5804
-▁antigua	-5805
-▁armenia	-5806
-▁auguste	-5807
-▁babados	-5808
-▁bahamas	-5809
-▁barbara	-5810
-▁beliefs	-5811
-▁benefit	-5812
-▁biggest	-5813
-▁bilivim	-5814
-▁buildem	-5815
-▁calling	-5816
-▁castell	-5817
-▁central	-5818
-▁clasica	-5819
-▁college	-5820
-▁croatia	-5821
-▁cultura	-5822
-▁culture	-5823
-▁cyclone	-5824
-▁czechia	-5825
-▁czigány	-5826
-▁daniels	-5827
-▁danmark	-5828
-▁deodori	-5829
-▁dickens	-5830
-▁direkta	-5831
-▁dispela	-5832
-▁distrik	-5833
-▁doktrin	-5834
-▁ecuador	-5835
-▁eleksen	-5836
-▁emperor	-5837
-▁enfosem	-5838
-▁erhardt	-5839
-▁escapat	-5840
-▁europan	-5841
-▁familia	-5842
-▁filipin	-5843
-▁fogetem	-5844
-▁fogivem	-5845
-▁fontana	-5846
-▁freedom	-5847
-▁galaksi	-5848
-▁giorgio	-5849
-▁gregory	-5850
-▁harding	-5851
-▁hardley	-5852
-▁harvard	-5853
-▁hemiwan	-5854
-▁herbert	-5855
-▁hidalgo	-5856
-▁hoknaet	-5857
-▁holiman	-5858
-▁houston	-5859
-▁hungary	-5860
-▁ikoloji	-5861
-▁informa	-5862
-▁ingland	-5863
-▁ireland	-5864
-▁iriyama	-5865
-▁ishmael	-5866
-▁italian	-5867
-▁january	-5868
-▁jenisem	-5869
-▁jinping	-5870
-▁johnson	-5871
-▁justice	-5872
-▁kangaru	-5873
-▁kaontem	-5874
-▁katolic	-5875
-▁kauntri	-5876
-▁knowles	-5877
-▁kompost	-5878
-▁konfirm	-5879
-▁kouyaté	-5880
-▁kriatem	-5881
-▁langwej	-5882
-▁latvian	-5883
-▁leprosy	-5884
-▁lexical	-5885
-▁liberal	-5886
-▁llengua	-5887
-▁madison	-5888
-▁maenlan	-5889
-▁manajem	-5890
-▁manfred	-5891
-▁marlene	-5892
-▁matthew	-5893
-▁melekem	-5894
-▁melissa	-5895
-▁meninas	-5896
-▁minogue	-5897
-▁molière	-5898
-▁monster	-5899
-▁moresby	-5900
-▁muvumuv	-5901
-▁márquez	-5902
-▁natapei	-5903
-▁naturel	-5904
-▁nawimba	-5905
-▁notabol	-5906
-▁offerem	-5907
-▁olympic	-5908
-▁orlando	-5909
-▁oseania	-5910
-▁outside	-5911
-▁palacio	-5912
-▁patisip	-5913
-▁picasso	-5914
-▁poesías	-5915
-▁popular	-5916
-▁prinsip	-5917
-▁printim	-5918
-▁prishud	-5919
-▁problem	-5920
-▁profesa	-5921
-▁program	-5922
-▁project	-5923
-▁promise	-5924
-▁publius	-5925
-▁quijote	-5926
-▁quixote	-5927
-▁rafrens	-5928
-▁romance	-5929
-▁roubaix	-5930
-▁sadinia	-5931
-▁saentis	-5932
-▁saotlan	-5933
-▁sapraes	-5934
-▁semfala	-5935
-▁sentral	-5936
-▁setemap	-5937
-▁shimizu	-5938
-▁shrivas	-5939
-▁sistine	-5940
-▁skripja	-5941
-▁skwisim	-5942
-▁slovens	-5943
-▁soldier	-5944
-▁solwora	-5945
-▁somfala	-5946
-▁spendem	-5947
-▁spesies	-5948
-▁splitim	-5949
-▁station	-5950
-▁stephen	-5951
-▁strakja	-5952
-▁sverige	-5953
-▁takeshi	-5954
-▁talking	-5955
-▁tbilisi	-5956
-▁tesalon	-5957
-▁tlacote	-5958
-▁tolstoy	-5959
-▁trastem	-5960
-▁turkish	-5961
-▁türkiye	-5962
-▁uruguay	-5963
-▁vanessa	-5964
-▁virtual	-5965
-▁visitim	-5966
-▁wanpela	-5967
-▁websaet	-5968
-▁северна	-5969
-asparagus	-5970
-evanjelio	-5971
-fortsenal	-5972
-frameless	-5973
-frankfort	-5974
-herzogtum	-5975
-icipality	-5976
-ionalista	-5977
-louisiana	-5978
-nashville	-5979
-skelekele	-5980
-tennessee	-5981
-▁aneityum	-5982
-▁assesmen	-5983
-▁bachchan	-5984
-▁balduzzi	-5985
-▁balgeria	-5986
-▁benjamin	-5987
-▁bredfrut	-5988
-▁brooklyn	-5989
-▁brussels	-5990
-▁building	-5991
-▁castilla	-5992
-▁ceremoni	-5993
-▁codamite	-5994
-▁comillas	-5995
-▁continua	-5996
-▁coritiba	-5997
-▁curitiba	-5998
-▁deforest	-5999
-▁descript	-6000
-▁disambig	-6001
-▁edukesen	-6002
-▁ejukesan	-6003
-▁eksampol	-6004
-▁enrollem	-6005
-▁epistola	-6006
-▁fandesen	-6007
-▁federico	-6008
-▁flanders	-6009
-▁football	-6010
-▁frederik	-6011
-▁frédéric	-6012
-▁fulapman	-6013
-▁graduets	-6014
-▁grenadin	-6015
-▁heritage	-6016
-▁hrvatska	-6017
-▁importen	-6018
-▁indipend	-6019
-▁inkludim	-6020
-▁inventem	-6021
-▁kabsikam	-6022
-▁kalsakau	-6023
-▁kambodia	-6024
-▁kilkilim	-6025
-▁kitahara	-6026
-▁kolombia	-6027
-▁komiunik	-6028
-▁komperem	-6029
-▁kopernik	-6030
-▁kronikel	-6031
-▁kurosawa	-6032
-▁lawrence	-6033
-▁leontiev	-6034
-▁linguist	-6035
-▁mahavira	-6036
-▁maldives	-6037
-▁margaret	-6038
-▁mariétou	-6039
-▁michelle	-6040
-▁mitchell	-6041
-▁muhammad	-6042
-▁naesfala	-6043
-▁nambatri	-6044
-▁naruhito	-6045
-▁natjural	-6046
-▁niuspepa	-6047
-▁november	-6048
-▁okisijen	-6049
-▁olgetter	-6050
-▁otonomus	-6051
-▁paragwae	-6052
-▁pefomans	-6053
-▁penguins	-6054
-▁pleiplei	-6055
-▁portland	-6056
-▁racontas	-6057
-▁rikoding	-6058
-▁rompasso	-6059
-▁salvador	-6060
-▁schubert	-6061
-▁secondri	-6062
-▁seremoni	-6063
-▁smalfala	-6064
-▁sturgeon	-6065
-▁talemaot	-6066
-▁testefae	-6067
-▁testeman	-6068
-▁transpot	-6069
-▁uetersen	-6070
-▁vestable	-6071
-▁wolfgang	-6072
-▁yokoyama	-6073
-▁българия	-6074
-escriptors	-6075
-montgomery	-6076
-sacramento	-6077
-▁agrikalja	-6078
-▁aktivisim	-6079
-▁antologie	-6080
-▁asebaijan	-6081
-▁asparakas	-6082
-▁biography	-6083
-▁cantabria	-6084
-▁cervantes	-6085
-▁claudette	-6086
-▁confucius	-6087
-▁corbusier	-6088
-▁defdefren	-6089
-▁defemesen	-6090
-▁demokrasi	-6091
-▁different	-6092
-▁divelopem	-6093
-▁dominikan	-6094
-▁dättlikon	-6095
-▁erromango	-6096
-▁evanjelio	-6097
-▁evolushin	-6098
-▁friedrich	-6099
-▁gelhausen	-6100
-▁hollywood	-6101
-▁ingkludum	-6102
-▁kirgistan	-6103
-▁københavn	-6104
-▁langwitsh	-6105
-▁lithuania	-6106
-▁ludvigson	-6107
-▁masayoshi	-6108
-▁pacificus	-6109
-▁polinesia	-6110
-▁principat	-6111
-▁professor	-6112
-▁rochester	-6113
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-ionable	-7243
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-yuvyvyv	-7295
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-isions	-7623
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-ilosofi	-7654
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-▁kumala	-7689
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