metadata

license: odc-by
task_categories:
  - text-generation
language:
  - en
pretty_name: FineWeb 2
size_categories:
  - n>1T

🌐 FineWeb2

The finest data in over 🗣 1000 languages

What is it?

This is the second iteration of the popular 🍷 FineWeb dataset, bringing high quality pretraining data to over 1000 🗣️ languages.

The 🌐 FineWeb2 dataset is fully reproducible, available under the permissive ODC-By 1.0 license and extensively validated through hundreds of ablation experiments.

In particular, on the set of 9 diverse languages we used to guide our processing decisions, 🌐 FineWeb2 outperforms other popular pretraining datasets covering multiple languages (such as CC-100, mC4, CulturaX or HPLT, while being substantially larger) and, in some cases, even performs better than some datasets specifically curated for a single one of these languages, in our diverse set of carefully selected evaluation tasks: FineTasks.

The data was sourced from 96 CommonCrawl snapshots, spanning the summer of 2013 to April 2024, and processed using 🏭 datatrove, our large scale data processing library. This carefully deduplicated and filtered dataset comprises roughly 8 terabytes of compressed text data.

You will find our ablations and evaluation setup in this github repo. We will soon upload model checkpoints from our ablation experiments.

Stay tuned for our upcoming 📝 blogpost explaining how we individually adapted the original 🍷 FineWeb pipeline to each language!

Languages and available subsets

[WIP BELOW THIS LINE]

Each language is identified by its ISO 639-3 code, and the data is grouped by (language, script) pairs, since some languages have content in multiple scripts.

ISO 639-3 code	Script	Subset	Documents	Disk size
rus	Cyrl	`rus_Cyrl`	605,468,615	1.65TB
cmn	Hani	`cmn_Hani`	578,332,129	1.34TB
deu	Latn	`deu_Latn`	427,700,394	640.76GB
jpn	Jpan	`jpn_Jpan`	376,134,745	636.71GB
spa	Latn	`spa_Latn`	405,634,303	554.08GB
fra	Latn	`fra_Latn`	332,646,715	476.55GB
ita	Latn	`ita_Latn`	219,117,921	305.96GB
por	Latn	`por_Latn`	189,851,449	246.33GB
pol	Latn	`pol_Latn`	138,337,436	193.34GB
nld	Latn	`nld_Latn`	133,855,612	162.98GB
ind	Latn	`ind_Latn`	92,992,647	134.84GB
tur	Latn	`tur_Latn`	88,769,907	116.64GB
ces	Latn	`ces_Latn`	62,703,458	98.30GB
kor	Hang	`kor_Hang`	58,160,164	94.73GB
arb	Arab	`arb_Arab`	57,752,149	94.52GB
hun	Latn	`hun_Latn`	46,879,826	85.72GB
fas	Arab	`fas_Arab`	51,043,666	85.16GB
ron	Latn	`ron_Latn`	54,128,784	81.30GB
vie	Latn	`vie_Latn`	40,741,340	78.95GB
ukr	Cyrl	`ukr_Cyrl`	47,552,562	77.40GB
nob	Latn	`nob_Latn`	35,502,989	74.48GB
tha	Thai	`tha_Thai`	35,949,449	70.86GB
ell	Grek	`ell_Grek`	44,202,550	68.91GB
swe	Latn	`swe_Latn`	45,329,979	63.27GB
dan	Latn	`dan_Latn`	42,975,661	63.04GB
fin	Latn	`fin_Latn`	33,162,591	56.79GB
bul	Cyrl	`bul_Cyrl`	23,838,661	43.04GB
slk	Latn	`slk_Latn`	26,470,482	40.43GB
hrv	Latn	`hrv_Latn`	20,637,731	32.91GB
hin	Deva	`hin_Deva`	20,587,135	30.59GB
lit	Latn	`lit_Latn`	12,364,135	24.52GB
bos	Latn	`bos_Latn`	19,390,133	23.03GB
heb	Hebr	`heb_Hebr`	13,639,095	22.20GB
ben	Beng	`ben_Beng`	14,129,440	20.48GB
slv	Latn	`slv_Latn`	11,561,268	18.91GB
ekk	Latn	`ekk_Latn`	9,629,380	17.73GB
cat	Latn	`cat_Latn`	15,512,049	16.66GB
lvs	Latn	`lvs_Latn`	7,754,179	14.41GB
zsm	Latn	`zsm_Latn`	8,832,556	12.87GB
azj	Latn	`azj_Latn`	6,753,102	9.72GB
tam	Taml	`tam_Taml`	5,450,192	8.64GB
srp	Cyrl	`srp_Cyrl`	3,842,269	8.12GB
als	Latn	`als_Latn`	8,016,293	7.95GB
kat	Geor	`kat_Geor`	3,645,892	6.22GB
kaz	Cyrl	`kaz_Cyrl`	3,316,631	6.21GB
urd	Arab	`urd_Arab`	4,164,316	5.80GB
ary	Arab	`ary_Arab`	6,111,598	5.79GB
mar	Deva	`mar_Deva`	3,762,395	5.70GB
npi	Deva	`npi_Deva`	4,264,777	5.53GB
mal	Mlym	`mal_Mlym`	3,406,035	5.50GB
tel	Telu	`tel_Telu`	2,811,760	4.56GB
mkd	Cyrl	`mkd_Cyrl`	3,885,664	4.52GB
isl	Latn	`isl_Latn`	2,818,643	4.40GB
bel	Cyrl	`bel_Cyrl`	1,978,448	3.69GB
afr	Latn	`afr_Latn`	1,963,230	3.36GB
kan	Knda	`kan_Knda`	2,309,261	3.20GB
fil	Latn	`fil_Latn`	2,179,703	3.16GB
mya	Mymr	`mya_Mymr`	1,619,895	3.05GB
glg	Latn	`glg_Latn`	2,483,607	2.87GB
guj	Gujr	`guj_Gujr`	1,944,408	2.84GB
anp	Deva	`anp_Deva`	1,577,180	2.76GB
khk	Cyrl	`khk_Cyrl`	1,566,203	2.50GB
gmh	Latn	`gmh_Latn`	431,052	2.21GB
khm	Khmr	`khm_Khmr`	1,467,637	1.95GB
eus	Latn	`eus_Latn`	1,611,832	1.90GB
ars	Arab	`ars_Arab`	1,639,585	1.81GB
sin	Sinh	`sin_Sinh`	1,077,501	1.74GB
hye	Armn	`hye_Armn`	1,370,205	1.70GB
uzn	Latn	`uzn_Latn`	1,098,843	1.68GB
uzn	Cyrl	`uzn_Cyrl`	1,247,285	1.68GB
lat	Latn	`lat_Latn`	1,488,583	1.64GB
arz	Arab	`arz_Arab`	1,410,134	1.40GB
pan	Guru	`pan_Guru`	864,180	1.34GB
kir	Cyrl	`kir_Cyrl`	1,033,688	1.33GB
swh	Latn	`swh_Latn`	1,166,177	1.31GB
srp	Latn	`srp_Latn`	1,061,122	1.30GB
bew	Latn	`bew_Latn`	985,298	1.21GB
nno	Latn	`nno_Latn`	1,139,655	1.20GB
ory	Orya	`ory_Orya`	1,158,595	1.14GB
tgk	Cyrl	`tgk_Cyrl`	650,793	1.11GB
tat	Cyrl	`tat_Cyrl`	538,005	973.32MB
cym	Latn	`cym_Latn`	710,320	972.73MB
som	Latn	`som_Latn`	1,017,436	908.41MB
gle	Latn	`gle_Latn`	534,443	842.60MB
pbt	Arab	`pbt_Arab`	592,983	759.09MB
ckb	Arab	`ckb_Arab`	495,859	722.73MB
rmy	Latn	`rmy_Latn`	127,035	714.45MB
nap	Latn	`nap_Latn`	360,655	595.76MB
mlt	Latn	`mlt_Latn`	425,681	587.48MB
lao	Laoo	`lao_Laoo`	346,324	552.85MB
hif	Latn	`hif_Latn`	166,209	530.84MB
amh	Ethi	`amh_Ethi`	280,355	530.70MB
kmr	Latn	`kmr_Latn`	393,683	489.01MB
epo	Latn	`epo_Latn`	291,191	485.72MB
ltz	Latn	`ltz_Latn`	347,654	462.09MB
yue	Hani	`yue_Hani`	292,199	405.80MB
bod	Tibt	`bod_Tibt`	155,315	389.13MB
gsw	Latn	`gsw_Latn`	206,047	360.25MB
div	Thaa	`div_Thaa`	338,364	352.22MB
plt	Latn	`plt_Latn`	254,482	343.76MB
asm	Beng	`asm_Beng`	239,357	334.14MB
snd	Arab	`snd_Arab`	193,119	332.32MB
gla	Latn	`gla_Latn`	195,647	317.78MB
nrm	Latn	`nrm_Latn`	263,125	303.58MB
jav	Latn	`jav_Latn`	172,668	299.66MB
fry	Latn	`fry_Latn`	334,159	297.67MB
uig	Arab	`uig_Arab`	156,755	295.69MB
pcm	Latn	`pcm_Latn`	467,114	295.61MB
tuk	Latn	`tuk_Latn`	236,553	294.71MB
hat	Latn	`hat_Latn`	222,184	281.06MB
bak	Cyrl	`bak_Cyrl`	179,964	273.20MB
hyw	Armn	`hyw_Armn`	143,967	251.65MB
fao	Latn	`fao_Latn`	261,937	249.96MB
ydd	Hebr	`ydd_Hebr`	125,061	247.93MB
ceb	Latn	`ceb_Latn`	173,644	236.42MB
aeb	Arab	`aeb_Arab`	262,884	202.95MB
pap	Latn	`pap_Latn`	176,641	196.14MB
mri	Latn	`mri_Latn`	158,804	194.75MB
mww	Latn	`mww_Latn`	132,520	186.29MB
zul	Latn	`zul_Latn`	116,693	182.96MB
cos	Latn	`cos_Latn`	108,548	174.21MB
sun	Latn	`sun_Latn`	102,316	171.27MB
kin	Latn	`kin_Latn`	199,112	170.48MB
urd	Latn	`urd_Latn`	119,354	155.02MB
nya	Latn	`nya_Latn`	97,692	151.73MB
sah	Cyrl	`sah_Cyrl`	72,004	150.24MB
smo	Latn	`smo_Latn`	106,185	146.42MB
hin	Latn	`hin_Latn`	84,501	143.98MB
ibo	Latn	`ibo_Latn`	95,184	139.08MB
xho	Latn	`xho_Latn`	99,567	134.72MB
sdh	Arab	`sdh_Arab`	106,917	134.09MB
hbo	Hebr	`hbo_Hebr`	44,958	130.00MB
sot	Latn	`sot_Latn`	83,329	127.57MB
kiu	Latn	`kiu_Latn`	83,511	124.90MB
chv	Cyrl	`chv_Cyrl`	77,005	123.39MB
tir	Ethi	`tir_Ethi`	65,569	114.29MB
sna	Latn	`sna_Latn`	80,003	113.29MB
azb	Arab	`azb_Arab`	66,088	108.35MB
ast	Latn	`ast_Latn`	63,347	102.78MB
bar	Latn	`bar_Latn`	88,675	100.99MB
rue	Cyrl	`rue_Cyrl`	68,691	98.67MB
yor	Latn	`yor_Latn`	67,447	96.55MB
glk	Arab	`glk_Arab`	112,158	89.76MB
haw	Latn	`haw_Latn`	71,087	89.19MB
lus	Latn	`lus_Latn`	81,748	88.11MB
oci	Latn	`oci_Latn`	70,426	87.66MB
san	Deva	`san_Deva`	22,118	83.47MB
nds	Latn	`nds_Latn`	64,948	82.90MB
sme	Latn	`sme_Latn`	70,158	82.57MB
dag	Latn	`dag_Latn`	37,026	81.65MB
run	Latn	`run_Latn`	88,823	71.38MB
sco	Latn	`sco_Latn`	75,821	70.76MB
frp	Latn	`frp_Latn`	58,413	69.22MB
mui	Latn	`mui_Latn`	88,835	65.86MB
acm	Arab	`acm_Arab`	95,315	63.18MB
inh	Cyrl	`inh_Cyrl`	26,988	60.81MB
oss	Cyrl	`oss_Cyrl`	38,729	59.41MB
crh	Latn	`crh_Latn`	41,908	59.28MB
bre	Latn	`bre_Latn`	54,409	56.88MB
kal	Latn	`kal_Latn`	45,066	55.52MB
zea	Latn	`zea_Latn`	34,971	54.96MB
roh	Latn	`roh_Latn`	74,442	50.73MB
gaz	Latn	`gaz_Latn`	43,468	49.21MB
lij	Latn	`lij_Latn`	16,575	47.95MB
uig	Latn	`uig_Latn`	24,729	46.26MB
mhr	Cyrl	`mhr_Cyrl`	30,385	45.94MB
hil	Latn	`hil_Latn`	39,624	44.26MB
cnh	Latn	`cnh_Latn`	49,403	44.00MB
hsb	Latn	`hsb_Latn`	40,297	43.75MB
mai	Deva	`mai_Deva`	22,544	43.46MB
udm	Cyrl	`udm_Cyrl`	25,583	43.10MB
lim	Latn	`lim_Latn`	35,699	42.43MB
hac	Arab	`hac_Arab`	26,439	41.91MB
fro	Latn	`fro_Latn`	9,040	39.80MB
gag	Latn	`gag_Latn`	30,764	38.35MB
cbk	Latn	`cbk_Latn`	53,233	38.21MB
tyv	Cyrl	`tyv_Cyrl`	16,811	33.37MB
dzo	Tibt	`dzo_Tibt`	23,066	32.15MB
lmo	Latn	`lmo_Latn`	21,746	31.28MB
lug	Latn	`lug_Latn`	32,954	30.24MB
grc	Grek	`grc_Grek`	10,500	30.04MB
wuu	Hani	`wuu_Hani`	35,970	29.55MB
crs	Latn	`crs_Latn`	3,494	28.96MB
goh	Latn	`goh_Latn`	12,984	28.78MB
tat	Latn	`tat_Latn`	27,911	28.69MB
raw	Latn	`raw_Latn`	5,873	28.29MB
che	Cyrl	`che_Cyrl`	25,249	28.10MB
srd	Latn	`srd_Latn`	23,431	27.58MB
mfe	Latn	`mfe_Latn`	20,214	27.32MB
wol	Latn	`wol_Latn`	24,103	24.63MB
brh	Arab	`brh_Arab`	19,448	23.86MB
non	Latn	`non_Latn`	5,596	23.73MB
pnb	Arab	`pnb_Arab`	14,334	23.72MB
new	Deva	`new_Deva`	17,256	23.30MB
uig	Cyrl	`uig_Cyrl`	14,403	23.22MB
bho	Deva	`bho_Deva`	17,935	22.99MB
pfl	Latn	`pfl_Latn`	33,226	22.97MB
pan	Latn	`pan_Latn`	26,653	22.65MB
ban	Latn	`ban_Latn`	14,624	22.55MB
arg	Latn	`arg_Latn`	21,977	21.91MB
kpv	Cyrl	`kpv_Cyrl`	7,852	21.81MB
bxr	Cyrl	`bxr_Cyrl`	11,055	21.32MB
kha	Latn	`kha_Latn`	25,577	20.06MB
lin	Latn	`lin_Latn`	15,241	20.03MB
shn	Mymr	`shn_Mymr`	21,366	19.76MB
hne	Deva	`hne_Deva`	11,894	19.64MB
ilo	Latn	`ilo_Latn`	18,838	19.21MB
scn	Latn	`scn_Latn`	21,135	18.65MB
san	Latn	`san_Latn`	2,437	18.62MB
eml	Latn	`eml_Latn`	9,853	17.04MB
uzs	Arab	`uzs_Arab`	20,805	17.03MB
gug	Latn	`gug_Latn`	10,609	16.68MB
iba	Latn	`iba_Latn`	16,554	16.25MB
nde	Latn	`nde_Latn`	20,662	16.08MB
rmn	Latn	`rmn_Latn`	10,913	15.87MB
myv	Cyrl	`myv_Cyrl`	8,090	15.82MB
fij	Latn	`fij_Latn`	11,497	15.63MB
ava	Cyrl	`ava_Cyrl`	8,401	15.26MB
wln	Latn	`wln_Latn`	14,833	15.07MB
ltg	Latn	`ltg_Latn`	9,735	14.67MB
csb	Latn	`csb_Latn`	6,744	14.13MB
mwl	Latn	`mwl_Latn`	7,473	13.75MB
kbd	Cyrl	`kbd_Cyrl`	6,475	13.31MB
twi	Latn	`twi_Latn`	5,655	13.11MB
kaa	Cyrl	`kaa_Cyrl`	10,503	12.64MB
ike	Cans	`ike_Cans`	7,355	12.30MB
pms	Latn	`pms_Latn`	12,054	12.14MB
ctd	Latn	`ctd_Latn`	7,077	12.05MB
lez	Cyrl	`lez_Cyrl`	6,126	11.78MB
ady	Cyrl	`ady_Cyrl`	6,672	11.55MB
jam	Latn	`jam_Latn`	11,116	11.19MB
cmr	Latn	`cmr_Latn`	2,438	10.99MB
fit	Latn	`fit_Latn`	9,029	10.85MB
szl	Latn	`szl_Latn`	6,629	10.57MB
tam	Latn	`tam_Latn`	4,380	10.55MB
vls	Latn	`vls_Latn`	10,572	10.50MB
tso	Latn	`tso_Latn`	5,591	10.14MB
tel	Latn	`tel_Latn`	4,114	10.06MB
gom	Deva	`gom_Deva`	5,598	10.01MB
krc	Cyrl	`krc_Cyrl`	4,681	9.99MB
lad	Latn	`lad_Latn`	9,444	9.81MB
ksh	Latn	`ksh_Latn`	8,975	9.61MB
tsn	Latn	`tsn_Latn`	5,530	9.57MB
azj	Cyrl	`azj_Cyrl`	4,799	9.52MB
vro	Latn	`vro_Latn`	6,692	9.29MB
bbc	Latn	`bbc_Latn`	4,362	9.25MB
bcl	Latn	`bcl_Latn`	8,312	9.21MB
bam	Latn	`bam_Latn`	14,044	8.90MB
apc	Arab	`apc_Arab`	17,627	8.75MB
nso	Latn	`nso_Latn`	5,180	8.64MB
mrj	Cyrl	`mrj_Cyrl`	3,769	8.54MB
ndo	Latn	`ndo_Latn`	8,257	8.50MB
ton	Latn	`ton_Latn`	6,427	8.48MB
kum	Cyrl	`kum_Cyrl`	4,346	8.46MB
syl	Latn	`syl_Latn`	648	8.46MB
tah	Latn	`tah_Latn`	4,808	8.27MB
ayr	Latn	`ayr_Latn`	7,036	8.17MB
ina	Latn	`ina_Latn`	8,410	8.10MB
ven	Latn	`ven_Latn`	3,994	7.99MB
mni	Beng	`mni_Beng`	2,721	7.90MB
mbf	Latn	`mbf_Latn`	4,509	7.88MB
tuk	Cyrl	`tuk_Cyrl`	971	7.87MB
diq	Latn	`diq_Latn`	6,700	7.76MB
enm	Latn	`enm_Latn`	5,640	7.68MB
fur	Latn	`fur_Latn`	11,194	7.64MB
alt	Cyrl	`alt_Cyrl`	1,790	7.53MB
cfm	Latn	`cfm_Latn`	8,674	7.27MB
mdf	Cyrl	`mdf_Cyrl`	3,693	7.06MB
kac	Latn	`kac_Latn`	6,326	7.06MB
tcz	Latn	`tcz_Latn`	2,160	6.95MB
gom	Latn	`gom_Latn`	3,771	6.93MB
syc	Syrc	`syc_Syrc`	1,157	6.72MB
sag	Latn	`sag_Latn`	4,537	6.60MB
abk	Cyrl	`abk_Cyrl`	3,367	6.54MB
dsb	Latn	`dsb_Latn`	6,375	6.36MB
srn	Latn	`srn_Latn`	3,562	6.19MB
olo	Latn	`olo_Latn`	4,752	6.13MB
ang	Latn	`ang_Latn`	3,003	6.12MB
crh	Cyrl	`crh_Cyrl`	2,275	6.10MB
lbe	Cyrl	`lbe_Cyrl`	3,378	6.09MB
kea	Latn	`kea_Latn`	5,399	5.95MB
pcd	Latn	`pcd_Latn`	7,229	5.90MB
pam	Latn	`pam_Latn`	6,321	5.77MB
ido	Latn	`ido_Latn`	7,047	5.76MB
arb	Latn	`arb_Latn`	4,485	5.72MB
awa	Deva	`awa_Deva`	4,873	5.60MB
pdc	Latn	`pdc_Latn`	7,407	5.60MB
tly	Latn	`tly_Latn`	3,945	5.45MB
bis	Latn	`bis_Latn`	5,083	5.42MB
ace	Latn	`ace_Latn`	3,339	5.40MB
krl	Latn	`krl_Latn`	3,247	5.34MB
lzh	Hani	`lzh_Hani`	1,348	5.28MB
kab	Latn	`kab_Latn`	7,717	5.16MB
rcf	Latn	`rcf_Latn`	7,853	5.15MB
pck	Latn	`pck_Latn`	1,576	4.77MB
efi	Latn	`efi_Latn`	3,678	4.72MB
vec	Latn	`vec_Latn`	4,562	4.56MB
zom	Latn	`zom_Latn`	3,968	4.51MB
mnw	Mymr	`mnw_Mymr`	1,932	4.49MB
aln	Latn	`aln_Latn`	1,325	4.39MB
ron	Cyrl	`ron_Cyrl`	1,604	4.36MB
szy	Latn	`szy_Latn`	2,198	4.35MB
vep	Latn	`vep_Latn`	4,153	4.34MB
tpi	Latn	`tpi_Latn`	4,027	4.34MB
cak	Latn	`cak_Latn`	4,432	4.23MB
ben	Latn	`ben_Latn`	3,797	4.20MB
nan	Latn	`nan_Latn`	3,024	4.19MB
xmf	Geor	`xmf_Geor`	3,254	4.14MB
lfn	Latn	`lfn_Latn`	5,308	4.06MB
kaa	Latn	`kaa_Latn`	2,864	3.91MB
cor	Latn	`cor_Latn`	3,463	3.88MB
loz	Latn	`loz_Latn`	2,599	3.86MB
ext	Latn	`ext_Latn`	3,873	3.83MB
kas	Latn	`kas_Latn`	3,313	3.80MB
rop	Latn	`rop_Latn`	3,049	3.79MB
smn	Latn	`smn_Latn`	3,248	3.74MB
frr	Latn	`frr_Latn`	5,445	3.69MB
nov	Latn	`nov_Latn`	4,514	3.65MB
ksw	Mymr	`ksw_Mymr`	2,263	3.60MB
kua	Latn	`kua_Latn`	3,300	3.48MB
kng	Latn	`kng_Latn`	1,830	3.47MB
bjn	Latn	`bjn_Latn`	2,932	3.47MB
rup	Latn	`rup_Latn`	1,224	3.41MB
hwc	Latn	`hwc_Latn`	2,715	3.39MB
tcy	Knda	`tcy_Knda`	1,581	3.39MB
cop	Copt	`cop_Copt`	1,559	3.38MB
bjn	Arab	`bjn_Arab`	1,910	3.25MB
gag	Cyrl	`gag_Cyrl`	537	3.21MB
gaa	Latn	`gaa_Latn`	2,610	3.18MB
gos	Latn	`gos_Latn`	2,974	3.14MB
mos	Latn	`mos_Latn`	1,747	3.10MB
qug	Latn	`qug_Latn`	1,167	3.09MB
ewe	Latn	`ewe_Latn`	2,972	3.06MB
knc	Arab	`knc_Arab`	290	3.06MB
tzo	Latn	`tzo_Latn`	2,175	3.06MB
sma	Latn	`sma_Latn`	2,991	3.04MB
nhu	Latn	`nhu_Latn`	400	3.04MB
pnt	Grek	`pnt_Grek`	2,040	3.00MB
tet	Latn	`tet_Latn`	3,166	2.91MB
mam	Latn	`mam_Latn`	1,804	2.89MB
quz	Latn	`quz_Latn`	1,977	2.88MB
yua	Latn	`yua_Latn`	2,173	2.83MB
koi	Cyrl	`koi_Cyrl`	2,096	2.79MB
hmr	Latn	`hmr_Latn`	1,174	2.78MB
gcf	Latn	`gcf_Latn`	2,811	2.78MB
ssw	Latn	`ssw_Latn`	1,668	2.77MB
vol	Latn	`vol_Latn`	3,861	2.75MB
tzm	Tfng	`tzm_Tfng`	2,376	2.75MB
rmn	Grek	`rmn_Grek`	486	2.69MB
avk	Latn	`avk_Latn`	4,076	2.67MB
quy	Latn	`quy_Latn`	2,739	2.66MB
tzh	Latn	`tzh_Latn`	1,532	2.65MB
tlh	Latn	`tlh_Latn`	3,466	2.60MB
sms	Latn	`sms_Latn`	2,268	2.60MB
brx	Deva	`brx_Deva`	2,817	2.57MB
gil	Latn	`gil_Latn`	2,370	2.55MB
kos	Latn	`kos_Latn`	2,205	2.47MB
hak	Hani	`hak_Hani`	878	2.42MB
mup	Deva	`mup_Deva`	2,695	2.42MB
luo	Latn	`luo_Latn`	2,210	2.38MB
sgs	Latn	`sgs_Latn`	2,249	2.37MB
pon	Latn	`pon_Latn`	2,373	2.36MB
nog	Cyrl	`nog_Cyrl`	1,387	2.36MB
acn	Latn	`acn_Latn`	821	2.36MB
bru	Latn	`bru_Latn`	920	2.32MB
trv	Latn	`trv_Latn`	1,572	2.32MB
btx	Latn	`btx_Latn`	1,897	2.31MB
kik	Latn	`kik_Latn`	7,022	2.30MB
wal	Latn	`wal_Latn`	1,739	2.27MB
fuv	Latn	`fuv_Latn`	2,169	2.27MB
xal	Cyrl	`xal_Cyrl`	1,385	2.26MB
sat	Olck	`sat_Olck`	1,468	2.22MB
taq	Latn	`taq_Latn`	1,729	2.22MB
tiv	Latn	`tiv_Latn`	1,667	2.21MB
arn	Latn	`arn_Latn`	1,522	2.17MB
cmo	Latn	`cmo_Latn`	3,046	2.16MB
amp	Latn	`amp_Latn`	1,165	2.12MB
tog	Latn	`tog_Latn`	1,576	2.07MB
abs	Latn	`abs_Latn`	2,449	2.06MB
tab	Cyrl	`tab_Cyrl`	962	2.03MB
chu	Cyrl	`chu_Cyrl`	1,852	2.03MB
fon	Latn	`fon_Latn`	1,263	2.01MB
doi	Deva	`doi_Deva`	1,804	1.98MB
pdt	Latn	`pdt_Latn`	1,772	1.98MB
mah	Latn	`mah_Latn`	1,383	1.97MB
ach	Latn	`ach_Latn`	2,311	1.97MB
rmc	Latn	`rmc_Latn`	1,135	1.96MB
iso	Latn	`iso_Latn`	1,527	1.94MB
bts	Latn	`bts_Latn`	2,004	1.94MB
glv	Latn	`glv_Latn`	2,509	1.93MB
poh	Latn	`poh_Latn`	2,084	1.92MB
chk	Latn	`chk_Latn`	1,186	1.92MB
lub	Latn	`lub_Latn`	1,569	1.91MB
fuf	Latn	`fuf_Latn`	1,645	1.89MB
quc	Latn	`quc_Latn`	2,238	1.89MB
mzn	Arab	`mzn_Arab`	1,975	1.86MB
mal	Latn	`mal_Latn`	1,152	1.83MB
asm	Latn	`asm_Latn`	1,104	1.81MB
dar	Cyrl	`dar_Cyrl`	893	1.81MB
lld	Latn	`lld_Latn`	1,793	1.79MB
cac	Latn	`cac_Latn`	1,701	1.78MB
kdr	Latn	`kdr_Latn`	381	1.77MB
guw	Latn	`guw_Latn`	1,540	1.76MB
tvl	Latn	`tvl_Latn`	1,131	1.72MB
crn	Latn	`crn_Latn`	1,418	1.72MB
abt	Latn	`abt_Latn`	3,289	1.70MB
nzi	Latn	`nzi_Latn`	1,559	1.69MB
nch	Latn	`nch_Latn`	918	1.68MB
dyu	Latn	`dyu_Latn`	2,209	1.67MB
dtp	Latn	`dtp_Latn`	3,617	1.63MB
smj	Latn	`smj_Latn`	1,843	1.61MB
lki	Arab	`lki_Arab`	3,097	1.60MB
aak	Latn	`aak_Latn`	1,353	1.60MB
bem	Latn	`bem_Latn`	1,143	1.60MB
hmo	Latn	`hmo_Latn`	1,473	1.59MB
fkv	Latn	`fkv_Latn`	1,158	1.57MB
jac	Latn	`jac_Latn`	872	1.57MB
snd	Latn	`snd_Latn`	2,499	1.54MB
dhv	Latn	`dhv_Latn`	1,821	1.54MB
swg	Latn	`swg_Latn`	312	1.54MB
amu	Latn	`amu_Latn`	1,075	1.51MB
jbo	Latn	`jbo_Latn`	1,190	1.49MB
hus	Latn	`hus_Latn`	1,928	1.48MB
aii	Syrc	`aii_Syrc`	420	1.46MB
ify	Latn	`ify_Latn`	1,031	1.46MB
kas	Deva	`kas_Deva`	992	1.46MB
krj	Latn	`krj_Latn`	895	1.45MB
aoj	Latn	`aoj_Latn`	927	1.44MB
ium	Latn	`ium_Latn`	904	1.44MB
cha	Latn	`cha_Latn`	1,032	1.43MB
min	Latn	`min_Latn`	754	1.43MB
nyn	Latn	`nyn_Latn`	1,483	1.43MB
blk	Mymr	`blk_Mymr`	794	1.42MB
npi	Latn	`npi_Latn`	1,052	1.41MB
rar	Latn	`rar_Latn`	1,549	1.41MB
shi	Latn	`shi_Latn`	705	1.41MB
sgc	Latn	`sgc_Latn`	2,140	1.41MB
kmb	Latn	`kmb_Latn`	1,132	1.41MB
ffm	Latn	`ffm_Latn`	810	1.40MB
mag	Deva	`mag_Deva`	818	1.39MB
yap	Latn	`yap_Latn`	1,197	1.37MB
toi	Latn	`toi_Latn`	1,036	1.37MB
ile	Latn	`ile_Latn`	1,963	1.36MB
naq	Latn	`naq_Latn`	1,842	1.35MB
mar	Latn	`mar_Latn`	976	1.35MB
ami	Latn	`ami_Latn`	1,110	1.34MB
kek	Latn	`kek_Latn`	1,072	1.32MB
ewo	Latn	`ewo_Latn`	2,340	1.32MB
ubu	Latn	`ubu_Latn`	564	1.32MB
mps	Latn	`mps_Latn`	681	1.31MB
her	Latn	`her_Latn`	1,141	1.30MB
nbl	Latn	`nbl_Latn`	1,260	1.26MB
gur	Latn	`gur_Latn`	1,683	1.26MB
acr	Latn	`acr_Latn`	2,389	1.25MB
tbz	Latn	`tbz_Latn`	961	1.25MB
yrk	Cyrl	`yrk_Cyrl`	500	1.24MB
tzj	Latn	`tzj_Latn`	1,284	1.24MB
mad	Latn	`mad_Latn`	726	1.23MB
swc	Latn	`swc_Latn`	2,161	1.22MB
hak	Latn	`hak_Latn`	2,332	1.22MB
bba	Latn	`bba_Latn`	1,632	1.22MB
stq	Latn	`stq_Latn`	1,472	1.21MB
dwr	Latn	`dwr_Latn`	265	1.21MB
kwn	Latn	`kwn_Latn`	1,110	1.21MB
lrc	Arab	`lrc_Arab`	2,440	1.21MB
kjh	Cyrl	`kjh_Cyrl`	504	1.20MB
wes	Latn	`wes_Latn`	2,480	1.18MB
hnj	Latn	`hnj_Latn`	849	1.17MB
qve	Latn	`qve_Latn`	724	1.15MB
xav	Latn	`xav_Latn`	1,054	1.14MB
gym	Latn	`gym_Latn`	1,174	1.13MB
nhe	Latn	`nhe_Latn`	1,043	1.12MB
nah	Latn	`nah_Latn`	1,869	1.11MB
kmg	Latn	`kmg_Latn`	698	1.10MB
rmy	Cyrl	`rmy_Cyrl`	569	1.09MB
pau	Latn	`pau_Latn`	486	1.07MB
meu	Latn	`meu_Latn`	818	1.07MB
abq	Cyrl	`abq_Cyrl`	565	1.06MB
bqc	Latn	`bqc_Latn`	940	1.06MB
dik	Latn	`dik_Latn`	969	1.06MB
zai	Latn	`zai_Latn`	1,007	1.05MB
cuk	Latn	`cuk_Latn`	651	1.04MB
jra	Latn	`jra_Latn`	599	1.04MB
mjw	Latn	`mjw_Latn`	1,648	1.02MB
atj	Latn	`atj_Latn`	1,130	1.01MB
nhw	Latn	`nhw_Latn`	704	1.01MB
gum	Latn	`gum_Latn`	838	1019.88KB
maa	Latn	`maa_Latn`	694	1011.42KB
cnk	Latn	`cnk_Latn`	705	1003.73KB
nyu	Latn	`nyu_Latn`	955	1002.75KB
rad	Latn	`rad_Latn`	764	996.92KB
thl	Deva	`thl_Deva`	242	996.30KB
sid	Latn	`sid_Latn`	1,174	986.72KB
nqo	Nkoo	`nqo_Nkoo`	423	983.95KB
aaz	Latn	`aaz_Latn`	2,097	978.29KB
ape	Latn	`ape_Latn`	1,437	970.49KB
bci	Latn	`bci_Latn`	881	966.83KB
top	Latn	`top_Latn`	702	965.55KB
njo	Latn	`njo_Latn`	435	963.79KB
kam	Latn	`kam_Latn`	1,218	961.03KB
mbt	Latn	`mbt_Latn`	784	960.98KB
jvn	Latn	`jvn_Latn`	400	956.77KB
lua	Latn	`lua_Latn`	749	955.95KB
agx	Cyrl	`agx_Cyrl`	712	953.02KB
ikt	Latn	`ikt_Latn`	471	939.64KB
acd	Latn	`acd_Latn`	2,182	925.90KB
cab	Latn	`cab_Latn`	784	923.82KB
snd	Deva	`snd_Deva`	398	904.38KB
acf	Latn	`acf_Latn`	1,135	893.02KB
nia	Latn	`nia_Latn`	688	891.27KB
seh	Latn	`seh_Latn`	660	890.37KB
kbp	Latn	`kbp_Latn`	1,231	880.80KB
hns	Latn	`hns_Latn`	1,032	874.87KB
mdy	Ethi	`mdy_Ethi`	509	872.68KB
knv	Latn	`knv_Latn`	370	870.63KB
gnn	Latn	`gnn_Latn`	348	860.95KB
aau	Latn	`aau_Latn`	1,689	857.31KB
agg	Latn	`agg_Latn`	732	857.29KB
alz	Latn	`alz_Latn`	1,376	852.87KB
agu	Latn	`agu_Latn`	1,068	848.46KB
byr	Latn	`byr_Latn`	378	843.74KB
mbb	Latn	`mbb_Latn`	1,038	826.51KB
fuh	Latn	`fuh_Latn`	524	826.39KB
avu	Latn	`avu_Latn`	350	825.77KB
vmw	Latn	`vmw_Latn`	672	825.51KB
ptu	Latn	`ptu_Latn`	585	825.01KB
msy	Latn	`msy_Latn`	512	824.50KB
esk	Latn	`esk_Latn`	235	819.45KB
bhl	Latn	`bhl_Latn`	414	817.39KB
kas	Arab	`kas_Arab`	442	817.35KB
med	Latn	`med_Latn`	830	813.60KB
pjt	Latn	`pjt_Latn`	443	804.63KB
sus	Arab	`sus_Arab`	532	800.46KB
bvz	Latn	`bvz_Latn`	474	798.66KB
qwh	Latn	`qwh_Latn`	621	797.76KB
mni	Latn	`mni_Latn`	314	796.34KB
cgc	Latn	`cgc_Latn`	413	793.17KB
kpg	Latn	`kpg_Latn`	550	784.91KB
nas	Latn	`nas_Latn`	495	783.71KB
ngu	Latn	`ngu_Latn`	538	774.44KB
sop	Latn	`sop_Latn`	574	773.64KB
ndc	Latn	`ndc_Latn`	655	770.88KB
dig	Latn	`dig_Latn`	483	767.90KB
rwo	Latn	`rwo_Latn`	344	764.91KB
zyp	Latn	`zyp_Latn`	525	757.98KB
tlf	Latn	`tlf_Latn`	1,337	756.28KB
sua	Latn	`sua_Latn`	364	745.30KB
mpx	Latn	`mpx_Latn`	601	744.42KB
kwy	Latn	`kwy_Latn`	692	743.93KB
rug	Latn	`rug_Latn`	495	743.87KB
aom	Latn	`aom_Latn`	883	738.70KB
ote	Latn	`ote_Latn`	747	733.06KB
xla	Latn	`xla_Latn`	459	728.89KB
zpu	Latn	`zpu_Latn`	550	726.83KB
cbu	Latn	`cbu_Latn`	377	714.74KB
dak	Latn	`dak_Latn`	117	713.71KB
ada	Latn	`ada_Latn`	576	712.44KB
mfq	Latn	`mfq_Latn`	716	711.43KB
dob	Latn	`dob_Latn`	447	710.18KB
khs	Latn	`khs_Latn`	1,226	710.03KB
cok	Latn	`cok_Latn`	918	707.99KB
pwn	Latn	`pwn_Latn`	439	707.30KB
kmh	Latn	`kmh_Latn`	421	705.50KB
qxh	Latn	`qxh_Latn`	480	705.15KB
sus	Latn	`sus_Latn`	570	704.95KB
gul	Latn	`gul_Latn`	363	704.06KB
bku	Latn	`bku_Latn`	385	702.84KB
cbc	Latn	`cbc_Latn`	312	702.54KB
zpa	Latn	`zpa_Latn`	1,088	701.32KB
tay	Latn	`tay_Latn`	587	699.21KB
ncj	Latn	`ncj_Latn`	724	695.20KB
gfk	Latn	`gfk_Latn`	446	695.12KB
mrw	Latn	`mrw_Latn`	163	694.45KB
hto	Latn	`hto_Latn`	483	692.82KB
bmr	Latn	`bmr_Latn`	460	692.56KB
chz	Latn	`chz_Latn`	479	691.57KB
bum	Latn	`bum_Latn`	740	688.97KB
teo	Latn	`teo_Latn`	611	687.19KB
qub	Latn	`qub_Latn`	458	684.18KB
mux	Latn	`mux_Latn`	251	682.64KB
mak	Latn	`mak_Latn`	393	681.87KB
quh	Latn	`quh_Latn`	251	678.46KB
nak	Latn	`nak_Latn`	1,672	673.39KB
grt	Beng	`grt_Beng`	339	668.76KB
hui	Latn	`hui_Latn`	330	667.98KB
des	Latn	`des_Latn`	649	666.65KB
boj	Latn	`boj_Latn`	369	663.31KB
cco	Latn	`cco_Latn`	249	663.01KB
kan	Latn	`kan_Latn`	540	662.49KB
vap	Latn	`vap_Latn`	660	661.95KB
kyq	Latn	`kyq_Latn`	550	661.60KB
tos	Latn	`tos_Latn`	267	659.41KB
bsn	Latn	`bsn_Latn`	922	656.78KB
yby	Latn	`yby_Latn`	748	652.34KB
xsm	Latn	`xsm_Latn`	661	645.68KB
aeu	Latn	`aeu_Latn`	1,880	642.85KB
maq	Latn	`maq_Latn`	1,271	642.16KB
hla	Latn	`hla_Latn`	1,796	638.61KB
ata	Latn	`ata_Latn`	543	637.03KB
mer	Latn	`mer_Latn`	1,879	633.84KB
quf	Latn	`quf_Latn`	379	632.45KB
ded	Latn	`ded_Latn`	473	630.68KB
cav	Latn	`cav_Latn`	1,144	630.52KB
koo	Latn	`koo_Latn`	517	627.35KB
zpz	Latn	`zpz_Latn`	434	624.68KB
bnp	Latn	`bnp_Latn`	469	622.89KB
guc	Latn	`guc_Latn`	404	622.12KB
guj	Latn	`guj_Latn`	259	622.11KB
bvr	Latn	`bvr_Latn`	1,256	620.83KB
mgr	Latn	`mgr_Latn`	568	620.60KB
tuc	Latn	`tuc_Latn`	780	616.24KB
zyb	Latn	`zyb_Latn`	458	615.17KB
cbs	Latn	`cbs_Latn`	793	614.33KB
tuo	Latn	`tuo_Latn`	327	613.64KB
sja	Latn	`sja_Latn`	473	613.45KB
otq	Latn	`otq_Latn`	751	612.81KB
tpz	Latn	`tpz_Latn`	1,168	608.52KB
tbg	Latn	`tbg_Latn`	336	608.39KB
niu	Latn	`niu_Latn`	739	607.58KB
dyi	Latn	`dyi_Latn`	358	604.37KB
ksd	Latn	`ksd_Latn`	441	603.34KB
klv	Latn	`klv_Latn`	594	602.57KB
kmr	Cyrl	`kmr_Cyrl`	639	601.84KB
bjv	Latn	`bjv_Latn`	1,316	601.44KB
miq	Latn	`miq_Latn`	366	599.85KB
yal	Latn	`yal_Latn`	461	597.08KB
yss	Latn	`yss_Latn`	389	594.71KB
skg	Latn	`skg_Latn`	724	594.00KB
bmh	Latn	`bmh_Latn`	361	592.73KB
adj	Latn	`adj_Latn`	716	592.45KB
lex	Latn	`lex_Latn`	318	591.05KB
dad	Latn	`dad_Latn`	422	591.03KB
lgg	Latn	`lgg_Latn`	402	590.65KB
bmu	Latn	`bmu_Latn`	303	590.01KB
chd	Latn	`chd_Latn`	260	588.63KB
bon	Latn	`bon_Latn`	999	588.03KB
sps	Latn	`sps_Latn`	653	582.05KB
bin	Latn	`bin_Latn`	595	581.43KB
aso	Latn	`aso_Latn`	256	578.63KB
dop	Latn	`dop_Latn`	569	576.98KB
dnj	Latn	`dnj_Latn`	410	576.68KB
ljp	Latn	`ljp_Latn`	459	575.13KB
noa	Latn	`noa_Latn`	184	574.93KB
umb	Latn	`umb_Latn`	709	574.01KB
taj	Deva	`taj_Deva`	261	572.53KB
knj	Latn	`knj_Latn`	460	572.44KB
mwq	Latn	`mwq_Latn`	576	572.36KB
tac	Latn	`tac_Latn`	401	567.46KB
ojb	Cans	`ojb_Cans`	249	565.96KB
myy	Latn	`myy_Latn`	331	562.74KB
bno	Latn	`bno_Latn`	746	561.35KB
nij	Latn	`nij_Latn`	550	560.86KB
tee	Latn	`tee_Latn`	326	558.34KB
rmo	Latn	`rmo_Latn`	568	555.67KB
ixl	Latn	`ixl_Latn`	315	552.89KB
irk	Latn	`irk_Latn`	439	552.67KB
viv	Latn	`viv_Latn`	283	548.94KB
wrk	Latn	`wrk_Latn`	966	548.73KB
pir	Latn	`pir_Latn`	342	547.61KB
acu	Latn	`acu_Latn`	544	547.38KB
tbc	Latn	`tbc_Latn`	554	544.39KB
gui	Latn	`gui_Latn`	543	542.98KB
tok	Latn	`tok_Latn`	1,228	541.73KB
agn	Latn	`agn_Latn`	367	539.92KB
bbr	Latn	`bbr_Latn`	513	537.66KB
cnt	Latn	`cnt_Latn`	311	537.66KB
zty	Latn	`zty_Latn`	769	536.99KB
sas	Latn	`sas_Latn`	393	536.11KB
bss	Latn	`bss_Latn`	334	535.91KB
ura	Latn	`ura_Latn`	448	531.28KB
lee	Latn	`lee_Latn`	494	528.32KB
nhi	Latn	`nhi_Latn`	346	528.31KB
spy	Latn	`spy_Latn`	392	527.68KB
bdd	Latn	`bdd_Latn`	369	527.56KB
agr	Latn	`agr_Latn`	342	526.64KB
bjr	Latn	`bjr_Latn`	241	526.51KB
yuj	Latn	`yuj_Latn`	281	525.71KB
blh	Latn	`blh_Latn`	368	522.91KB
abx	Latn	`abx_Latn`	788	522.09KB
gbi	Latn	`gbi_Latn`	352	521.50KB
gux	Latn	`gux_Latn`	471	521.47KB
tca	Latn	`tca_Latn`	316	520.66KB
qvn	Latn	`qvn_Latn`	314	518.50KB
txu	Latn	`txu_Latn`	244	518.02KB
xon	Latn	`xon_Latn`	592	517.74KB
enb	Latn	`enb_Latn`	389	517.30KB
fat	Latn	`fat_Latn`	330	512.75KB
kkj	Latn	`kkj_Latn`	472	509.70KB
urh	Latn	`urh_Latn`	515	508.71KB
mlp	Latn	`mlp_Latn`	296	507.81KB
mcu	Latn	`mcu_Latn`	492	507.75KB
heh	Latn	`heh_Latn`	354	505.82KB
bfd	Latn	`bfd_Latn`	262	505.14KB
gnd	Latn	`gnd_Latn`	238	504.97KB
cwt	Latn	`cwt_Latn`	392	504.75KB
aai	Latn	`aai_Latn`	424	504.15KB
ntu	Latn	`ntu_Latn`	427	503.96KB
mco	Latn	`mco_Latn`	360	503.08KB
kyc	Latn	`kyc_Latn`	327	502.44KB
bao	Latn	`bao_Latn`	330	502.32KB
lfn	Cyrl	`lfn_Cyrl`	257	501.19KB
pag	Latn	`pag_Latn`	828	499.05KB
lid	Latn	`lid_Latn`	267	498.86KB
qvh	Latn	`qvh_Latn`	341	498.76KB
coe	Latn	`coe_Latn`	316	498.66KB
pri	Latn	`pri_Latn`	251	497.40KB
nrf	Latn	`nrf_Latn`	454	497.25KB
mif	Latn	`mif_Latn`	537	496.83KB
lhu	Latn	`lhu_Latn`	468	495.35KB
npy	Latn	`npy_Latn`	451	495.08KB
jae	Latn	`jae_Latn`	331	494.60KB
kwi	Latn	`kwi_Latn`	363	494.30KB
urk	Thai	`urk_Thai`	346	493.22KB
kpr	Latn	`kpr_Latn`	300	492.59KB
inb	Latn	`inb_Latn`	340	489.44KB
aey	Latn	`aey_Latn`	293	488.06KB
trn	Latn	`trn_Latn`	335	486.92KB
dgz	Latn	`dgz_Latn`	331	486.14KB
kez	Latn	`kez_Latn`	423	486.06KB
toj	Latn	`toj_Latn`	458	485.31KB
tfr	Latn	`tfr_Latn`	401	485.22KB
gmv	Latn	`gmv_Latn`	371	484.03KB
ppk	Latn	`ppk_Latn`	273	482.19KB
mqb	Latn	`mqb_Latn`	337	481.84KB
jbu	Latn	`jbu_Latn`	589	481.82KB
twu	Latn	`twu_Latn`	294	481.12KB
mop	Latn	`mop_Latn`	325	477.65KB
ayp	Arab	`ayp_Arab`	89	475.58KB
skr	Arab	`skr_Arab`	250	472.30KB
kqp	Latn	`kqp_Latn`	518	471.84KB
zpl	Latn	`zpl_Latn`	301	469.99KB
smk	Latn	`smk_Latn`	318	467.80KB
gde	Latn	`gde_Latn`	411	466.74KB
aby	Latn	`aby_Latn`	759	463.26KB
gbo	Latn	`gbo_Latn`	370	462.33KB
xsi	Latn	`xsi_Latn`	253	461.70KB
nod	Thai	`nod_Thai`	462	460.99KB
tsz	Latn	`tsz_Latn`	531	458.90KB
pad	Latn	`pad_Latn`	221	457.68KB
hay	Latn	`hay_Latn`	338	457.17KB
kup	Latn	`kup_Latn`	206	455.35KB
kpe	Latn	`kpe_Latn`	314	454.59KB
qvm	Latn	`qvm_Latn`	322	452.88KB
emp	Latn	`emp_Latn`	308	452.08KB
car	Latn	`car_Latn`	354	451.90KB
mfi	Latn	`mfi_Latn`	370	451.31KB
sml	Latn	`sml_Latn`	395	451.01KB
bib	Latn	`bib_Latn`	609	450.36KB
qvs	Latn	`qvs_Latn`	293	450.15KB
ipi	Latn	`ipi_Latn`	241	448.90KB
itv	Latn	`itv_Latn`	404	447.65KB
ifk	Latn	`ifk_Latn`	420	447.38KB
sig	Latn	`sig_Latn`	300	443.98KB
cas	Latn	`cas_Latn`	389	443.42KB
ozm	Latn	`ozm_Latn`	386	443.20KB
thk	Latn	`thk_Latn`	339	442.15KB
imo	Latn	`imo_Latn`	529	441.78KB
dyo	Latn	`dyo_Latn`	319	441.41KB
yli	Latn	`yli_Latn`	349	441.14KB
mpp	Latn	`mpp_Latn`	310	440.73KB
pma	Latn	`pma_Latn`	301	439.59KB
gvl	Latn	`gvl_Latn`	311	437.90KB
djr	Latn	`djr_Latn`	92	436.86KB
sgw	Ethi	`sgw_Ethi`	253	436.01KB
dww	Latn	`dww_Latn`	284	434.75KB
cso	Latn	`cso_Latn`	206	434.60KB
ory	Latn	`ory_Latn`	299	433.83KB
bgr	Latn	`bgr_Latn`	433	433.40KB
lam	Latn	`lam_Latn`	321	433.16KB
men	Latn	`men_Latn`	410	430.86KB
yml	Latn	`yml_Latn`	209	430.19KB
crx	Latn	`crx_Latn`	239	429.94KB
ntr	Latn	`ntr_Latn`	321	428.60KB
ter	Latn	`ter_Latn`	223	428.48KB
gof	Latn	`gof_Latn`	362	428.43KB
mcq	Latn	`mcq_Latn`	280	427.64KB
vun	Latn	`vun_Latn`	270	425.17KB
mwv	Latn	`mwv_Latn`	329	423.59KB
mtp	Latn	`mtp_Latn`	232	421.65KB
kbr	Latn	`kbr_Latn`	304	420.95KB
cax	Latn	`cax_Latn`	286	420.50KB
muh	Latn	`muh_Latn`	198	420.28KB
zne	Latn	`zne_Latn`	520	416.27KB
agm	Latn	`agm_Latn`	145	416.05KB
cni	Latn	`cni_Latn`	283	415.25KB
qvw	Latn	`qvw_Latn`	282	414.70KB
yon	Latn	`yon_Latn`	261	413.54KB
bas	Latn	`bas_Latn`	300	412.11KB
sny	Latn	`sny_Latn`	838	411.92KB
kto	Latn	`kto_Latn`	280	410.67KB
rej	Latn	`rej_Latn`	232	410.45KB
yom	Latn	`yom_Latn`	497	409.39KB
lsm	Latn	`lsm_Latn`	260	409.33KB
gcr	Latn	`gcr_Latn`	882	409.08KB
opm	Latn	`opm_Latn`	203	408.80KB
bpr	Latn	`bpr_Latn`	352	408.79KB
gog	Latn	`gog_Latn`	283	408.68KB
kxc	Ethi	`kxc_Ethi`	251	408.40KB
sim	Latn	`sim_Latn`	280	407.36KB
zia	Latn	`zia_Latn`	250	406.09KB
kkc	Latn	`kkc_Latn`	546	405.87KB
lef	Latn	`lef_Latn`	296	405.55KB
usp	Latn	`usp_Latn`	228	405.43KB
dah	Latn	`dah_Latn`	216	405.35KB
mxp	Latn	`mxp_Latn`	297	404.76KB
mxb	Latn	`mxb_Latn`	598	402.28KB
sue	Latn	`sue_Latn`	389	401.34KB
isd	Latn	`isd_Latn`	408	400.37KB
nnb	Latn	`nnb_Latn`	269	399.57KB
qvz	Latn	`qvz_Latn`	242	398.77KB
ksr	Latn	`ksr_Latn`	201	398.27KB
bzh	Latn	`bzh_Latn`	241	398.27KB
kpz	Latn	`kpz_Latn`	271	396.89KB
suk	Latn	`suk_Latn`	287	395.56KB
blz	Latn	`blz_Latn`	272	394.31KB
uvh	Latn	`uvh_Latn`	169	393.92KB
soq	Latn	`soq_Latn`	294	393.18KB
cce	Latn	`cce_Latn`	284	392.10KB
bud	Latn	`bud_Latn`	240	390.78KB
tnn	Latn	`tnn_Latn`	216	389.44KB
vmy	Latn	`vmy_Latn`	365	388.87KB
ztq	Latn	`ztq_Latn`	413	388.80KB
csy	Latn	`csy_Latn`	294	386.80KB
rav	Deva	`rav_Deva`	169	386.04KB
kqn	Latn	`kqn_Latn`	339	384.67KB
cya	Latn	`cya_Latn`	275	384.62KB
pah	Latn	`pah_Latn`	396	382.63KB
kki	Latn	`kki_Latn`	308	382.16KB
kze	Latn	`kze_Latn`	207	381.10KB
rmn	Cyrl	`rmn_Cyrl`	412	380.99KB
byx	Latn	`byx_Latn`	233	380.97KB
amm	Latn	`amm_Latn`	225	377.81KB
rme	Latn	`rme_Latn`	814	377.69KB
kmu	Latn	`kmu_Latn`	195	377.36KB
sbl	Latn	`sbl_Latn`	229	375.66KB
tuk	Arab	`tuk_Arab`	457	375.21KB
ziw	Latn	`ziw_Latn`	281	375.19KB
akp	Latn	`akp_Latn`	381	375.03KB
tif	Latn	`tif_Latn`	117	374.47KB
lia	Latn	`lia_Latn`	216	373.81KB
knf	Latn	`knf_Latn`	311	373.79KB
sur	Latn	`sur_Latn`	292	373.39KB
nyo	Latn	`nyo_Latn`	249	372.27KB
atb	Latn	`atb_Latn`	313	372.26KB
jiv	Latn	`jiv_Latn`	240	370.74KB
zpv	Latn	`zpv_Latn`	200	370.20KB
mkn	Latn	`mkn_Latn`	226	370.18KB
tpt	Latn	`tpt_Latn`	274	369.58KB
aji	Latn	`aji_Latn`	418	367.30KB
aly	Latn	`aly_Latn`	204	367.03KB
myw	Latn	`myw_Latn`	257	366.86KB
mil	Latn	`mil_Latn`	272	366.81KB
lue	Latn	`lue_Latn`	230	366.10KB
mva	Latn	`mva_Latn`	203	365.96KB
nho	Latn	`nho_Latn`	308	365.21KB
sbe	Latn	`sbe_Latn`	321	364.79KB
mzw	Latn	`mzw_Latn`	483	364.05KB
meq	Latn	`meq_Latn`	218	363.73KB
spp	Latn	`spp_Latn`	319	363.24KB
gaw	Latn	`gaw_Latn`	207	359.04KB
cle	Latn	`cle_Latn`	261	358.08KB
crm	Cans	`crm_Cans`	180	357.44KB
sgb	Latn	`sgb_Latn`	353	356.83KB
lac	Latn	`lac_Latn`	178	354.79KB
alq	Latn	`alq_Latn`	284	354.64KB
nop	Latn	`nop_Latn`	212	353.94KB
izr	Latn	`izr_Latn`	484	353.59KB
snp	Latn	`snp_Latn`	201	352.64KB
cui	Latn	`cui_Latn`	755	351.88KB
buk	Latn	`buk_Latn`	226	351.58KB
tby	Latn	`tby_Latn`	207	351.49KB
chr	Cher	`chr_Cher`	71	350.31KB
wim	Latn	`wim_Latn`	176	349.06KB
cpy	Latn	`cpy_Latn`	246	348.19KB
nab	Latn	`nab_Latn`	142	347.65KB
yuw	Latn	`yuw_Latn`	186	345.31KB
tkr	Cyrl	`tkr_Cyrl`	159	345.04KB
kij	Latn	`kij_Latn`	222	344.85KB
kca	Cyrl	`kca_Cyrl`	218	344.54KB
esu	Latn	`esu_Latn`	256	343.46KB
yao	Latn	`yao_Latn`	151	341.36KB
knk	Latn	`knk_Latn`	275	341.18KB
cbv	Latn	`cbv_Latn`	378	340.93KB
biv	Latn	`biv_Latn`	384	340.72KB
fal	Latn	`fal_Latn`	380	340.66KB
gor	Latn	`gor_Latn`	378	339.36KB
mau	Latn	`mau_Latn`	267	338.83KB
kyz	Latn	`kyz_Latn`	231	338.82KB
heg	Latn	`heg_Latn`	185	338.20KB
mhl	Latn	`mhl_Latn`	204	338.15KB
ifb	Latn	`ifb_Latn`	205	335.83KB
kpw	Latn	`kpw_Latn`	195	335.11KB
wos	Latn	`wos_Latn`	176	335.01KB
zpc	Latn	`zpc_Latn`	178	334.90KB
sdc	Latn	`sdc_Latn`	445	334.87KB
ckt	Cyrl	`ckt_Cyrl`	108	334.51KB
gun	Latn	`gun_Latn`	252	334.15KB
nwi	Latn	`nwi_Latn`	178	332.19KB
dgi	Latn	`dgi_Latn`	423	330.73KB
xrb	Latn	`xrb_Latn`	435	330.56KB
tte	Latn	`tte_Latn`	183	330.00KB
alp	Latn	`alp_Latn`	650	329.62KB
khz	Latn	`khz_Latn`	212	329.02KB
mhx	Latn	`mhx_Latn`	32	328.01KB
mmo	Latn	`mmo_Latn`	380	326.55KB
mmx	Latn	`mmx_Latn`	237	325.55KB
sat	Latn	`sat_Latn`	308	325.41KB
mxq	Latn	`mxq_Latn`	258	324.33KB
tvk	Latn	`tvk_Latn`	201	323.79KB
mfz	Latn	`mfz_Latn`	253	323.14KB
mmn	Latn	`mmn_Latn`	578	321.14KB
otw	Latn	`otw_Latn`	251	320.95KB
kmo	Latn	`kmo_Latn`	203	320.71KB
agd	Latn	`agd_Latn`	738	320.63KB
kud	Latn	`kud_Latn`	235	320.39KB
wrs	Latn	`wrs_Latn`	170	318.02KB
ncx	Latn	`ncx_Latn`	407	316.02KB
bch	Latn	`bch_Latn`	213	315.88KB
maz	Latn	`maz_Latn`	759	315.58KB
xtn	Latn	`xtn_Latn`	203	315.55KB
yle	Latn	`yle_Latn`	212	315.36KB
mas	Latn	`mas_Latn`	761	312.80KB
hig	Latn	`hig_Latn`	300	312.42KB
kwj	Latn	`kwj_Latn`	198	312.22KB
bpy	Beng	`bpy_Beng`	195	312.03KB
guk	Ethi	`guk_Ethi`	176	311.17KB
hrx	Latn	`hrx_Latn`	199	310.42KB
tcf	Latn	`tcf_Latn`	313	309.87KB
cko	Latn	`cko_Latn`	238	308.20KB
apr	Latn	`apr_Latn`	524	307.96KB
ceg	Latn	`ceg_Latn`	182	306.32KB
nfr	Latn	`nfr_Latn`	484	305.88KB
nin	Latn	`nin_Latn`	181	305.60KB
swp	Latn	`swp_Latn`	229	304.75KB
ota	Arab	`ota_Arab`	260	304.52KB
mnk	Latn	`mnk_Latn`	106	301.07KB
ppo	Latn	`ppo_Latn`	168	300.57KB
rnd	Latn	`rnd_Latn`	428	300.10KB
xsr	Deva	`xsr_Deva`	117	299.43KB
bdh	Latn	`bdh_Latn`	588	298.60KB
quw	Latn	`quw_Latn`	256	297.88KB
pab	Latn	`pab_Latn`	221	296.69KB
keo	Latn	`keo_Latn`	183	296.37KB
toh	Latn	`toh_Latn`	234	295.20KB
snf	Latn	`snf_Latn`	154	292.50KB
caf	Latn	`caf_Latn`	163	292.48KB
knc	Latn	`knc_Latn`	437	292.01KB
pis	Latn	`pis_Latn`	638	291.02KB
cpa	Latn	`cpa_Latn`	438	289.45KB
leu	Latn	`leu_Latn`	184	283.83KB
mox	Latn	`mox_Latn`	171	283.59KB
kew	Latn	`kew_Latn`	182	283.41KB
gso	Latn	`gso_Latn`	183	283.32KB
cjp	Latn	`cjp_Latn`	250	283.20KB
guh	Latn	`guh_Latn`	145	281.77KB
bzi	Thai	`bzi_Thai`	120	281.68KB
dgr	Latn	`dgr_Latn`	202	281.27KB
bus	Latn	`bus_Latn`	197	279.77KB
nim	Latn	`nim_Latn`	188	279.75KB
war	Latn	`war_Latn`	554	278.48KB
dgc	Latn	`dgc_Latn`	353	278.17KB
nii	Latn	`nii_Latn`	139	275.33KB
eve	Cyrl	`eve_Cyrl`	117	274.34KB
dua	Latn	`dua_Latn`	329	273.76KB
ubr	Latn	`ubr_Latn`	180	273.35KB
mie	Latn	`mie_Latn`	152	273.22KB
hag	Latn	`hag_Latn`	270	273.21KB
bgt	Latn	`bgt_Latn`	466	273.17KB
eza	Latn	`eza_Latn`	376	271.99KB
ken	Latn	`ken_Latn`	241	271.67KB
rtm	Latn	`rtm_Latn`	203	271.04KB
snc	Latn	`snc_Latn`	159	270.96KB
kus	Latn	`kus_Latn`	269	270.75KB
nhy	Latn	`nhy_Latn`	182	269.68KB
kix	Latn	`kix_Latn`	238	268.04KB
tum	Latn	`tum_Latn`	443	266.37KB
aoi	Latn	`aoi_Latn`	88	265.42KB
rro	Latn	`rro_Latn`	186	265.41KB
ybb	Latn	`ybb_Latn`	193	265.15KB
gng	Latn	`gng_Latn`	223	264.88KB
auy	Latn	`auy_Latn`	139	264.60KB
qup	Latn	`qup_Latn`	290	264.18KB
chw	Latn	`chw_Latn`	284	263.48KB
kde	Latn	`kde_Latn`	271	262.36KB
ong	Latn	`ong_Latn`	156	262.21KB
row	Latn	`row_Latn`	137	262.01KB
usa	Latn	`usa_Latn`	126	261.85KB
dts	Latn	`dts_Latn`	381	261.75KB
cta	Latn	`cta_Latn`	100	261.73KB
azg	Latn	`azg_Latn`	122	261.59KB
gai	Latn	`gai_Latn`	424	261.17KB
kjs	Latn	`kjs_Latn`	193	259.43KB
big	Latn	`big_Latn`	139	258.88KB
cap	Latn	`cap_Latn`	172	258.77KB
nba	Latn	`nba_Latn`	287	258.68KB
lmk	Latn	`lmk_Latn`	93	257.46KB
taq	Tfng	`taq_Tfng`	208	257.42KB
mek	Latn	`mek_Latn`	159	256.66KB
kdi	Latn	`kdi_Latn`	255	256.47KB
hae	Latn	`hae_Latn`	169	256.46KB
bef	Latn	`bef_Latn`	149	256.25KB
att	Latn	`att_Latn`	524	255.76KB
trp	Latn	`trp_Latn`	219	254.48KB
akb	Latn	`akb_Latn`	128	254.22KB
chf	Latn	`chf_Latn`	162	254.15KB
ctu	Latn	`ctu_Latn`	220	254.11KB
tsc	Latn	`tsc_Latn`	269	254.07KB
kms	Latn	`kms_Latn`	165	252.81KB
mbi	Latn	`mbi_Latn`	530	252.81KB
kwd	Latn	`kwd_Latn`	134	252.51KB
zat	Latn	`zat_Latn`	163	252.29KB
cuc	Latn	`cuc_Latn`	177	252.26KB
guo	Latn	`guo_Latn`	140	251.66KB
wuv	Latn	`wuv_Latn`	190	251.62KB
gvf	Latn	`gvf_Latn`	155	251.59KB
wbp	Latn	`wbp_Latn`	116	250.56KB
uvl	Latn	`uvl_Latn`	162	249.85KB
kgp	Latn	`kgp_Latn`	376	249.54KB
kpf	Latn	`kpf_Latn`	184	248.08KB
kbm	Latn	`kbm_Latn`	120	247.84KB
wnc	Latn	`wnc_Latn`	132	247.55KB
mic	Latn	`mic_Latn`	152	247.37KB
otm	Latn	`otm_Latn`	136	246.68KB
ctp	Latn	`ctp_Latn`	118	244.60KB
caa	Latn	`caa_Latn`	149	243.31KB
crk	Cans	`crk_Cans`	154	243.17KB
npl	Latn	`npl_Latn`	162	242.79KB
nca	Latn	`nca_Latn`	153	241.41KB
mcd	Latn	`mcd_Latn`	128	239.71KB
aia	Latn	`aia_Latn`	145	239.42KB
gub	Latn	`gub_Latn`	134	238.24KB
tsg	Latn	`tsg_Latn`	272	237.97KB
spl	Latn	`spl_Latn`	389	235.90KB
mwp	Latn	`mwp_Latn`	116	235.88KB
pwg	Latn	`pwg_Latn`	242	235.25KB
suz	Deva	`suz_Deva`	115	233.88KB
qvi	Latn	`qvi_Latn`	242	233.10KB
mej	Latn	`mej_Latn`	178	232.89KB
kzj	Latn	`kzj_Latn`	225	232.77KB
kqw	Latn	`kqw_Latn`	152	230.99KB
amn	Latn	`amn_Latn`	157	229.56KB
kue	Latn	`kue_Latn`	150	228.62KB
zac	Latn	`zac_Latn`	185	228.56KB
awx	Latn	`awx_Latn`	183	227.24KB
mbl	Latn	`mbl_Latn`	145	227.09KB
lww	Latn	`lww_Latn`	95	226.85KB
roo	Latn	`roo_Latn`	115	226.47KB
sll	Latn	`sll_Latn`	151	226.26KB
kao	Latn	`kao_Latn`	434	226.21KB
ncl	Latn	`ncl_Latn`	123	226.11KB
aca	Latn	`aca_Latn`	132	225.51KB
nhg	Latn	`nhg_Latn`	153	224.38KB
llg	Latn	`llg_Latn`	110	224.19KB
wer	Latn	`wer_Latn`	146	223.92KB
gkn	Latn	`gkn_Latn`	321	223.86KB
mxv	Latn	`mxv_Latn`	180	223.23KB
tnp	Latn	`tnp_Latn`	268	222.06KB
bug	Latn	`bug_Latn`	145	220.39KB
rai	Latn	`rai_Latn`	150	220.15KB
apb	Latn	`apb_Latn`	120	219.57KB
mur	Latn	`mur_Latn`	129	219.47KB
yut	Latn	`yut_Latn`	130	219.25KB
nsn	Latn	`nsn_Latn`	150	219.20KB
mee	Latn	`mee_Latn`	130	218.92KB
mav	Latn	`mav_Latn`	142	218.16KB
ibg	Latn	`ibg_Latn`	368	217.66KB
gdn	Latn	`gdn_Latn`	115	217.12KB
mxt	Latn	`mxt_Latn`	325	216.98KB
xbi	Latn	`xbi_Latn`	314	215.94KB
qxr	Latn	`qxr_Latn`	151	215.38KB
bjp	Latn	`bjp_Latn`	155	215.15KB
pao	Latn	`pao_Latn`	134	214.67KB
kbc	Latn	`kbc_Latn`	113	214.06KB
naf	Latn	`naf_Latn`	109	212.74KB
nus	Latn	`nus_Latn`	152	212.61KB
sgz	Latn	`sgz_Latn`	119	211.51KB
lmp	Latn	`lmp_Latn`	227	211.43KB
moh	Latn	`moh_Latn`	113	211.05KB
gnw	Latn	`gnw_Latn`	181	209.82KB
tiy	Latn	`tiy_Latn`	230	209.48KB
ino	Latn	`ino_Latn`	107	209.21KB
bqp	Latn	`bqp_Latn`	141	208.49KB
cbi	Latn	`cbi_Latn`	87	208.35KB
lif	Deva	`lif_Deva`	65	207.01KB
tbo	Latn	`tbo_Latn`	135	206.98KB
apy	Latn	`apy_Latn`	132	206.92KB
cek	Latn	`cek_Latn`	156	205.08KB
bhp	Latn	`bhp_Latn`	254	204.45KB
tll	Latn	`tll_Latn`	132	203.15KB
msb	Latn	`msb_Latn`	218	203.12KB
zab	Latn	`zab_Latn`	171	201.08KB
tcs	Latn	`tcs_Latn`	229	200.08KB
kyf	Latn	`kyf_Latn`	110	199.90KB
rkb	Latn	`rkb_Latn`	87	199.70KB
nsu	Latn	`nsu_Latn`	112	199.17KB
sab	Latn	`sab_Latn`	110	199.12KB
ain	Latn	`ain_Latn`	210	198.25KB
txq	Latn	`txq_Latn`	156	197.88KB
hub	Latn	`hub_Latn`	142	197.38KB
kbh	Latn	`kbh_Latn`	98	196.39KB
nbq	Latn	`nbq_Latn`	96	195.43KB
lbb	Latn	`lbb_Latn`	134	194.90KB
kss	Latn	`kss_Latn`	214	194.79KB
plu	Latn	`plu_Latn`	152	194.50KB
apz	Latn	`apz_Latn`	86	193.61KB
kne	Latn	`kne_Latn`	166	193.35KB
arq	Arab	`arq_Arab`	167	192.67KB
nss	Latn	`nss_Latn`	169	192.20KB
bgs	Latn	`bgs_Latn`	260	191.36KB
pot	Latn	`pot_Latn`	55	191.21KB
iou	Latn	`iou_Latn`	103	190.37KB
bim	Latn	`bim_Latn`	128	190.19KB
ssg	Latn	`ssg_Latn`	131	189.74KB
zos	Latn	`zos_Latn`	112	189.18KB
mni	Mtei	`mni_Mtei`	166	188.62KB
lif	Limb	`lif_Limb`	74	188.26KB
zar	Latn	`zar_Latn`	98	188.08KB
ese	Latn	`ese_Latn`	86	188.02KB
bzj	Latn	`bzj_Latn`	370	187.77KB
kwf	Latn	`kwf_Latn`	92	185.73KB
zpm	Latn	`zpm_Latn`	115	185.66KB
nyy	Latn	`nyy_Latn`	159	184.59KB
ngl	Latn	`ngl_Latn`	219	183.52KB
omw	Latn	`omw_Latn`	96	183.23KB
iws	Latn	`iws_Latn`	86	182.95KB
mti	Latn	`mti_Latn`	136	182.87KB
tod	Latn	`tod_Latn`	113	182.54KB
kpx	Latn	`kpx_Latn`	134	181.64KB
nmf	Latn	`nmf_Latn`	99	181.46KB
qxn	Latn	`qxn_Latn`	98	180.65KB
nbu	Latn	`nbu_Latn`	198	180.63KB
mpm	Latn	`mpm_Latn`	103	180.51KB
enl	Latn	`enl_Latn`	16	180.37KB
caq	Latn	`caq_Latn`	176	180.29KB
nuy	Latn	`nuy_Latn`	92	179.97KB
wsk	Latn	`wsk_Latn`	119	179.89KB
amr	Latn	`amr_Latn`	93	179.80KB
geb	Latn	`geb_Latn`	89	179.48KB
liv	Latn	`liv_Latn`	125	178.74KB
gmv	Ethi	`gmv_Ethi`	110	178.65KB
vid	Latn	`vid_Latn`	118	176.97KB
emi	Latn	`emi_Latn`	125	176.03KB
csw	Latn	`csw_Latn`	117	176.03KB
tnk	Latn	`tnk_Latn`	106	175.97KB
zgh	Tfng	`zgh_Tfng`	134	174.35KB
tgo	Latn	`tgo_Latn`	115	174.05KB
luc	Latn	`luc_Latn`	81	173.09KB
arl	Latn	`arl_Latn`	83	172.95KB
tgp	Latn	`tgp_Latn`	124	172.43KB
mto	Latn	`mto_Latn`	88	172.37KB
mca	Latn	`mca_Latn`	170	172.34KB
mqj	Latn	`mqj_Latn`	125	171.87KB
tim	Latn	`tim_Latn`	93	171.21KB
nct	Latn	`nct_Latn`	329	170.07KB
qvc	Latn	`qvc_Latn`	87	169.00KB
pls	Latn	`pls_Latn`	125	166.73KB
cao	Latn	`cao_Latn`	113	166.36KB
trc	Latn	`trc_Latn`	145	165.36KB
eko	Latn	`eko_Latn`	105	165.22KB
snn	Latn	`snn_Latn`	81	164.79KB
dga	Latn	`dga_Latn`	168	164.70KB
kje	Latn	`kje_Latn`	99	163.88KB
tew	Latn	`tew_Latn`	78	163.70KB
ted	Latn	`ted_Latn`	282	163.54KB
toc	Latn	`toc_Latn`	72	163.10KB
too	Latn	`too_Latn`	85	161.88KB
cbr	Latn	`cbr_Latn`	93	160.71KB
wmw	Latn	`wmw_Latn`	77	160.57KB
enq	Latn	`enq_Latn`	101	160.31KB
bbb	Latn	`bbb_Latn`	92	159.21KB
fai	Latn	`fai_Latn`	390	158.66KB
cto	Latn	`cto_Latn`	127	158.20KB
msk	Latn	`msk_Latn`	96	157.73KB
bvd	Latn	`bvd_Latn`	101	157.10KB
crk	Latn	`crk_Latn`	64	157.09KB
mbs	Latn	`mbs_Latn`	145	156.46KB
czt	Latn	`czt_Latn`	187	156.17KB
ndh	Latn	`ndh_Latn`	103	155.42KB
cwe	Latn	`cwe_Latn`	89	153.27KB
blw	Latn	`blw_Latn`	99	152.99KB
gdg	Latn	`gdg_Latn`	86	152.14KB
lcm	Latn	`lcm_Latn`	91	152.09KB
nif	Latn	`nif_Latn`	56	151.95KB
cof	Latn	`cof_Latn`	99	151.50KB
mbc	Latn	`mbc_Latn`	82	150.45KB
kvn	Latn	`kvn_Latn`	82	150.26KB
mbh	Latn	`mbh_Latn`	90	150.05KB
rml	Latn	`rml_Latn`	83	150.00KB
mcp	Latn	`mcp_Latn`	135	149.90KB
xmv	Latn	`xmv_Latn`	181	149.85KB
xtd	Latn	`xtd_Latn`	106	149.83KB
nki	Latn	`nki_Latn`	55	149.63KB
bzd	Latn	`bzd_Latn`	92	149.08KB
ame	Latn	`ame_Latn`	70	148.08KB
ptp	Latn	`ptp_Latn`	92	146.93KB
yre	Latn	`yre_Latn`	732	145.89KB
izz	Latn	`izz_Latn`	78	145.53KB
udu	Latn	`udu_Latn`	350	144.93KB
rmq	Latn	`rmq_Latn`	161	144.20KB
apu	Latn	`apu_Latn`	85	143.95KB
nou	Latn	`nou_Latn`	85	141.81KB
bps	Latn	`bps_Latn`	91	141.40KB
xed	Latn	`xed_Latn`	87	141.17KB
kkl	Latn	`kkl_Latn`	63	140.08KB
lwg	Latn	`lwg_Latn`	167	139.97KB
huv	Latn	`huv_Latn`	97	139.83KB
urt	Latn	`urt_Latn`	82	139.78KB
idu	Latn	`idu_Latn`	151	139.45KB
zas	Latn	`zas_Latn`	87	138.25KB
pem	Latn	`pem_Latn`	210	138.04KB
mvp	Latn	`mvp_Latn`	109	137.60KB
beq	Latn	`beq_Latn`	84	137.26KB
ogo	Latn	`ogo_Latn`	189	136.34KB
zaw	Latn	`zaw_Latn`	173	135.94KB
dng	Cyrl	`dng_Cyrl`	107	135.51KB
upv	Latn	`upv_Latn`	81	135.03KB
gam	Latn	`gam_Latn`	82	135.02KB
fuq	Latn	`fuq_Latn`	27	134.96KB
apw	Latn	`apw_Latn`	73	134.45KB
blt	Latn	`blt_Latn`	25	134.14KB
pbb	Latn	`pbb_Latn`	103	133.77KB
poi	Latn	`poi_Latn`	92	133.55KB
hnn	Latn	`hnn_Latn`	84	131.92KB
tkl	Latn	`tkl_Latn`	165	131.21KB
yaq	Latn	`yaq_Latn`	60	130.49KB
okv	Latn	`okv_Latn`	112	129.79KB
tku	Latn	`tku_Latn`	81	128.42KB
kri	Latn	`kri_Latn`	198	128.05KB
sxb	Latn	`sxb_Latn`	69	127.56KB
kyg	Latn	`kyg_Latn`	78	125.96KB
ttc	Latn	`ttc_Latn`	78	125.61KB
ccp	Latn	`ccp_Latn`	229	125.32KB
faa	Latn	`faa_Latn`	72	125.29KB
bhg	Latn	`bhg_Latn`	63	124.99KB
cpb	Latn	`cpb_Latn`	86	124.59KB
cpc	Latn	`cpc_Latn`	74	124.47KB
lbj	Tibt	`lbj_Tibt`	52	124.39KB
yrb	Latn	`yrb_Latn`	76	124.39KB
ncu	Latn	`ncu_Latn`	83	123.96KB
zaa	Latn	`zaa_Latn`	59	123.49KB
hot	Latn	`hot_Latn`	103	123.38KB
tue	Latn	`tue_Latn`	80	123.21KB
avt	Latn	`avt_Latn`	66	122.34KB
eri	Latn	`eri_Latn`	118	122.16KB
trq	Latn	`trq_Latn`	62	122.11KB
sda	Latn	`sda_Latn`	57	121.42KB
nko	Latn	`nko_Latn`	70	121.09KB
amk	Latn	`amk_Latn`	68	120.81KB
bsq	Latn	`bsq_Latn`	117	120.68KB
btd	Latn	`btd_Latn`	80	120.14KB
nuj	Latn	`nuj_Latn`	90	119.17KB
gvn	Latn	`gvn_Latn`	87	118.67KB
ttq	Latn	`ttq_Latn`	21	118.65KB
got	Goth	`got_Goth`	118	116.98KB
bfo	Latn	`bfo_Latn`	312	116.82KB
mgh	Latn	`mgh_Latn`	174	116.20KB
tav	Latn	`tav_Latn`	47	115.84KB
kdc	Latn	`kdc_Latn`	85	115.59KB
guz	Latn	`guz_Latn`	124	115.46KB
bco	Latn	`bco_Latn`	60	114.21KB
tdx	Latn	`tdx_Latn`	94	113.35KB
clu	Latn	`clu_Latn`	99	113.06KB
mwn	Latn	`mwn_Latn`	80	112.85KB
pui	Latn	`pui_Latn`	28	112.01KB
tna	Latn	`tna_Latn`	66	111.91KB
aoz	Latn	`aoz_Latn`	186	111.88KB
tke	Latn	`tke_Latn`	17	110.89KB
icr	Latn	`icr_Latn`	135	110.74KB
wls	Latn	`wls_Latn`	133	110.71KB
ikk	Latn	`ikk_Latn`	69	110.42KB
azz	Latn	`azz_Latn`	73	109.45KB
ssd	Latn	`ssd_Latn`	70	108.90KB
mbj	Latn	`mbj_Latn`	42	108.88KB
klt	Latn	`klt_Latn`	46	108.62KB
dsh	Latn	`dsh_Latn`	38	108.50KB
lsi	Latn	`lsi_Latn`	75	108.03KB
wnu	Latn	`wnu_Latn`	62	107.84KB
adz	Latn	`adz_Latn`	78	107.00KB
mna	Latn	`mna_Latn`	59	106.88KB
atd	Latn	`atd_Latn`	91	106.53KB
cbt	Latn	`cbt_Latn`	52	106.50KB
nnq	Latn	`nnq_Latn`	66	106.47KB
bbj	Latn	`bbj_Latn`	50	106.42KB
kbq	Latn	`kbq_Latn`	68	106.41KB
rgu	Latn	`rgu_Latn`	57	106.33KB
kck	Latn	`kck_Latn`	121	106.19KB
kqc	Latn	`kqc_Latn`	68	106.01KB
lcp	Thai	`lcp_Thai`	42	105.45KB
kdl	Latn	`kdl_Latn`	60	105.13KB
rng	Latn	`rng_Latn`	103	105.08KB
yka	Latn	`yka_Latn`	48	104.91KB
myu	Latn	`myu_Latn`	60	104.77KB
apn	Latn	`apn_Latn`	45	104.64KB
mit	Latn	`mit_Latn`	60	104.46KB
mio	Latn	`mio_Latn`	81	103.38KB
ria	Latn	`ria_Latn`	98	102.85KB
zpo	Latn	`zpo_Latn`	73	102.58KB
kgk	Latn	`kgk_Latn`	64	102.56KB
cnw	Latn	`cnw_Latn`	19	102.50KB
cut	Latn	`cut_Latn`	80	102.27KB
loq	Latn	`loq_Latn`	52	101.90KB
kog	Latn	`kog_Latn`	113	101.64KB
srr	Latn	`srr_Latn`	90	101.62KB
gdr	Latn	`gdr_Latn`	445	101.34KB
etr	Latn	`etr_Latn`	56	101.11KB
bla	Latn	`bla_Latn`	56	100.60KB
akh	Latn	`akh_Latn`	35	100.16KB
min	Arab	`min_Arab`	59	100.09KB
syb	Latn	`syb_Latn`	58	99.95KB
nph	Latn	`nph_Latn`	17	99.70KB
mih	Latn	`mih_Latn`	114	99.60KB
zpt	Latn	`zpt_Latn`	66	99.54KB
miy	Latn	`miy_Latn`	55	99.45KB
not	Latn	`not_Latn`	69	99.32KB
soy	Latn	`soy_Latn`	56	98.92KB
tuf	Latn	`tuf_Latn`	62	98.73KB
ifu	Latn	`ifu_Latn`	63	98.61KB
kaq	Latn	`kaq_Latn`	66	98.41KB
tsw	Latn	`tsw_Latn`	67	98.34KB
myk	Latn	`myk_Latn`	57	97.82KB
plw	Latn	`plw_Latn`	54	96.93KB
lew	Latn	`lew_Latn`	162	96.60KB
hch	Latn	`hch_Latn`	68	96.24KB
prg	Latn	`prg_Latn`	136	95.41KB
yva	Latn	`yva_Latn`	95	94.86KB
ake	Latn	`ake_Latn`	59	94.65KB
huu	Latn	`huu_Latn`	62	93.94KB
qul	Latn	`qul_Latn`	51	93.43KB
dhm	Latn	`dhm_Latn`	52	93.40KB
cag	Latn	`cag_Latn`	85	93.05KB
far	Latn	`far_Latn`	50	93.05KB
bwd	Latn	`bwd_Latn`	65	92.89KB
myx	Latn	`myx_Latn`	102	92.16KB
aba	Latn	`aba_Latn`	162	92.15KB
ycn	Latn	`ycn_Latn`	40	92.06KB
sey	Latn	`sey_Latn`	56	91.91KB
nhr	Latn	`nhr_Latn`	49	91.76KB
wed	Latn	`wed_Latn`	98	91.75KB
bkd	Latn	`bkd_Latn`	74	90.76KB
wiu	Latn	`wiu_Latn`	57	90.68KB
agt	Latn	`agt_Latn`	105	90.56KB
yad	Latn	`yad_Latn`	52	90.31KB
mir	Latn	`mir_Latn`	47	89.60KB
mks	Latn	`mks_Latn`	55	89.52KB
miz	Latn	`miz_Latn`	50	89.37KB
swb	Latn	`swb_Latn`	16	89.23KB
gwi	Latn	`gwi_Latn`	40	88.56KB
bhw	Latn	`bhw_Latn`	181	88.47KB
ige	Latn	`ige_Latn`	59	88.46KB
atg	Latn	`atg_Latn`	53	88.43KB
orv	Cyrl	`orv_Cyrl`	301	88.28KB
amx	Latn	`amx_Latn`	38	87.72KB
kff	Telu	`kff_Telu`	6	87.68KB
cnl	Latn	`cnl_Latn`	50	87.48KB
fub	Latn	`fub_Latn`	71	87.35KB
sxn	Latn	`sxn_Latn`	163	87.03KB
ann	Latn	`ann_Latn`	120	86.06KB
mwc	Latn	`mwc_Latn`	74	85.84KB
kxm	Thai	`kxm_Thai`	129	85.68KB
lln	Latn	`lln_Latn`	60	85.30KB
anv	Latn	`anv_Latn`	47	85.21KB
mza	Latn	`mza_Latn`	49	85.10KB
wbm	Latn	`wbm_Latn`	40	84.81KB
ngp	Latn	`ngp_Latn`	53	84.37KB
qxo	Latn	`qxo_Latn`	57	84.26KB
kjb	Latn	`kjb_Latn`	42	84.11KB
spm	Latn	`spm_Latn`	32	83.88KB
nyf	Latn	`nyf_Latn`	75	83.83KB
zao	Latn	`zao_Latn`	63	83.73KB
wmt	Latn	`wmt_Latn`	72	83.60KB
boa	Latn	`boa_Latn`	52	83.30KB
qxl	Latn	`qxl_Latn`	56	83.02KB
mjc	Latn	`mjc_Latn`	56	82.86KB
auc	Latn	`auc_Latn`	38	82.33KB
kub	Latn	`kub_Latn`	25	81.84KB
ikw	Latn	`ikw_Latn`	52	81.31KB
aer	Latn	`aer_Latn`	38	81.16KB
cpu	Latn	`cpu_Latn`	32	79.94KB
shp	Latn	`shp_Latn`	74	79.21KB
mib	Latn	`mib_Latn`	49	79.14KB
prf	Latn	`prf_Latn`	55	78.94KB
laj	Latn	`laj_Latn`	51	78.87KB
mck	Latn	`mck_Latn`	64	78.54KB
pib	Latn	`pib_Latn`	57	78.05KB
nkf	Latn	`nkf_Latn`	77	77.94KB
sil	Latn	`sil_Latn`	62	77.64KB
abn	Latn	`abn_Latn`	113	77.14KB
sgh	Cyrl	`sgh_Cyrl`	41	77.09KB
yam	Latn	`yam_Latn`	11	76.99KB
yaa	Latn	`yaa_Latn`	43	76.91KB
lud	Latn	`lud_Latn`	27	76.81KB
zae	Latn	`zae_Latn`	43	76.47KB
vmk	Latn	`vmk_Latn`	21	76.44KB
poy	Latn	`poy_Latn`	43	76.01KB
ign	Latn	`ign_Latn`	47	75.87KB
mcb	Latn	`mcb_Latn`	51	75.72KB
mqy	Latn	`mqy_Latn`	42	74.81KB
maj	Latn	`maj_Latn`	49	74.41KB
pio	Latn	`pio_Latn`	36	74.12KB
whk	Latn	`whk_Latn`	31	73.96KB
mcf	Latn	`mcf_Latn`	44	73.92KB
lbk	Latn	`lbk_Latn`	40	73.76KB
waj	Latn	`waj_Latn`	32	73.70KB
gnb	Latn	`gnb_Latn`	38	73.43KB
nhx	Latn	`nhx_Latn`	57	73.33KB
kyu	Latn	`kyu_Latn`	51	73.26KB
kqe	Latn	`kqe_Latn`	52	72.72KB
sba	Latn	`sba_Latn`	18	72.71KB
ace	Arab	`ace_Arab`	72	72.12KB
syl	Beng	`syl_Beng`	33	71.76KB
gyr	Latn	`gyr_Latn`	46	71.74KB
abz	Latn	`abz_Latn`	156	71.41KB
leh	Latn	`leh_Latn`	112	70.93KB
rap	Latn	`rap_Latn`	45	70.91KB
ktu	Latn	`ktu_Latn`	104	70.86KB
mfy	Latn	`mfy_Latn`	82	70.81KB
kqf	Latn	`kqf_Latn`	87	70.30KB
oke	Latn	`oke_Latn`	106	70.09KB
box	Latn	`box_Latn`	35	69.93KB
gah	Latn	`gah_Latn`	42	69.83KB
cot	Latn	`cot_Latn`	33	68.74KB
mlh	Latn	`mlh_Latn`	39	68.47KB
drg	Latn	`drg_Latn`	53	68.46KB
dru	Latn	`dru_Latn`	53	68.20KB
cux	Latn	`cux_Latn`	35	68.20KB
dln	Latn	`dln_Latn`	18	68.00KB
hix	Latn	`hix_Latn`	39	67.72KB
ati	Latn	`ati_Latn`	95	66.83KB
amf	Latn	`amf_Latn`	61	66.76KB
for	Latn	`for_Latn`	34	65.50KB
xsu	Latn	`xsu_Latn`	17	65.28KB
nsm	Latn	`nsm_Latn`	75	65.20KB
kgr	Latn	`kgr_Latn`	36	64.98KB
tar	Latn	`tar_Latn`	81	64.97KB
mig	Latn	`mig_Latn`	39	64.79KB
law	Latn	`law_Latn`	54	64.41KB
con	Latn	`con_Latn`	42	63.03KB
ajg	Latn	`ajg_Latn`	70	62.83KB
kmm	Latn	`kmm_Latn`	31	62.63KB
ish	Latn	`ish_Latn`	48	61.86KB
tob	Latn	`tob_Latn`	56	61.58KB
xtm	Latn	`xtm_Latn`	37	61.25KB
twx	Latn	`twx_Latn`	44	60.97KB
cub	Latn	`cub_Latn`	35	60.81KB
bsp	Latn	`bsp_Latn`	34	60.46KB
jic	Latn	`jic_Latn`	37	59.71KB
esi	Latn	`esi_Latn`	29	59.29KB
ood	Latn	`ood_Latn`	72	59.13KB
wap	Latn	`wap_Latn`	20	59.00KB
zpi	Latn	`zpi_Latn`	54	58.57KB
rel	Latn	`rel_Latn`	77	58.49KB
njm	Latn	`njm_Latn`	12	58.24KB
mhw	Latn	`mhw_Latn`	7	57.69KB
ian	Latn	`ian_Latn`	31	57.67KB
bav	Latn	`bav_Latn`	10	57.67KB
dje	Latn	`dje_Latn`	77	57.65KB
aui	Latn	`aui_Latn`	67	57.57KB
kxw	Latn	`kxw_Latn`	33	57.52KB
ttj	Latn	`ttj_Latn`	32	57.05KB
srq	Latn	`srq_Latn`	33	57.04KB
mrg	Latn	`mrg_Latn`	28	56.53KB
yan	Latn	`yan_Latn`	42	56.29KB
crl	Cans	`crl_Cans`	20	56.18KB
xmm	Latn	`xmm_Latn`	84	55.37KB
sck	Deva	`sck_Deva`	27	55.26KB
ebk	Latn	`ebk_Latn`	24	55.16KB
nmo	Latn	`nmo_Latn`	20	54.97KB
nio	Cyrl	`nio_Cyrl`	3	54.36KB
ahk	Latn	`ahk_Latn`	53	54.32KB
ksc	Latn	`ksc_Latn`	32	54.14KB
kcg	Latn	`kcg_Latn`	114	53.83KB
kei	Latn	`kei_Latn`	22	53.66KB
fue	Latn	`fue_Latn`	26	53.38KB
ruf	Latn	`ruf_Latn`	32	53.35KB
cjs	Cyrl	`cjs_Cyrl`	34	53.32KB
cri	Latn	`cri_Latn`	102	53.16KB
ker	Latn	`ker_Latn`	13	53.14KB
ons	Latn	`ons_Latn`	27	52.62KB
daa	Latn	`daa_Latn`	27	52.59KB
zdj	Latn	`zdj_Latn`	61	52.26KB
neb	Latn	`neb_Latn`	38	52.17KB
srm	Latn	`srm_Latn`	147	52.13KB
zav	Latn	`zav_Latn`	28	51.62KB
sby	Latn	`sby_Latn`	84	51.45KB
zsr	Latn	`zsr_Latn`	34	51.36KB
pmf	Latn	`pmf_Latn`	35	51.25KB
var	Latn	`var_Latn`	25	51.18KB
cme	Latn	`cme_Latn`	33	50.89KB
dnw	Latn	`dnw_Latn`	41	50.54KB
lwo	Latn	`lwo_Latn`	28	50.48KB
llb	Latn	`llb_Latn`	67	50.13KB
xuo	Latn	`xuo_Latn`	134	50.04KB
njn	Latn	`njn_Latn`	59	49.93KB
ksp	Latn	`ksp_Latn`	23	49.62KB
suc	Latn	`suc_Latn`	28	49.43KB
daf	Latn	`daf_Latn`	53	49.27KB
tlb	Latn	`tlb_Latn`	4	49.27KB
gqr	Latn	`gqr_Latn`	25	49.24KB
any	Latn	`any_Latn`	21	49.02KB
bxh	Latn	`bxh_Latn`	55	48.97KB
ghs	Latn	`ghs_Latn`	21	48.79KB
plg	Latn	`plg_Latn`	27	48.63KB
mpt	Latn	`mpt_Latn`	18	48.29KB
tmd	Latn	`tmd_Latn`	26	48.07KB
tih	Latn	`tih_Latn`	112	47.98KB
cjo	Latn	`cjo_Latn`	10	47.89KB
pov	Latn	`pov_Latn`	56	47.23KB
kmy	Latn	`kmy_Latn`	32	47.04KB
cjk	Latn	`cjk_Latn`	44	46.99KB
tpw	Latn	`tpw_Latn`	5	46.62KB
snw	Latn	`snw_Latn`	24	46.54KB
mim	Latn	`mim_Latn`	22	46.34KB
uth	Latn	`uth_Latn`	20	46.11KB
mns	Cyrl	`mns_Cyrl`	16	46.10KB
are	Latn	`are_Latn`	29	45.84KB
arp	Latn	`arp_Latn`	21	45.75KB
pne	Latn	`pne_Latn`	12	45.62KB
lip	Latn	`lip_Latn`	23	45.36KB
muy	Latn	`muy_Latn`	24	45.31KB
mlu	Latn	`mlu_Latn`	48	44.89KB
njb	Latn	`njb_Latn`	24	44.40KB
dur	Latn	`dur_Latn`	18	43.98KB
kvg	Latn	`kvg_Latn`	19	43.96KB
ldi	Latn	`ldi_Latn`	43	43.85KB
mrq	Latn	`mrq_Latn`	35	43.65KB
wlx	Latn	`wlx_Latn`	14	43.35KB
mta	Latn	`mta_Latn`	14	43.23KB
nlg	Latn	`nlg_Latn`	27	42.83KB
pmq	Latn	`pmq_Latn`	11	42.62KB
qva	Latn	`qva_Latn`	20	42.57KB
cjv	Latn	`cjv_Latn`	19	42.42KB
kmk	Latn	`kmk_Latn`	24	42.15KB
kny	Latn	`kny_Latn`	34	42.12KB
bcw	Latn	`bcw_Latn`	14	42.03KB
wib	Latn	`wib_Latn`	24	41.33KB
adh	Latn	`adh_Latn`	56	41.03KB
sdq	Latn	`sdq_Latn`	41	40.55KB
nlc	Latn	`nlc_Latn`	4	39.55KB
ktj	Latn	`ktj_Latn`	14	39.47KB
nhk	Latn	`nhk_Latn`	104	39.38KB
fan	Latn	`fan_Latn`	61	39.36KB
mhy	Latn	`mhy_Latn`	11	39.12KB
kgf	Latn	`kgf_Latn`	19	39.09KB
mhi	Latn	`mhi_Latn`	29	39.01KB
nav	Latn	`nav_Latn`	28	38.92KB
frd	Latn	`frd_Latn`	22	38.89KB
ses	Latn	`ses_Latn`	40	38.84KB
uri	Latn	`uri_Latn`	34	38.73KB
old	Latn	`old_Latn`	28	38.67KB
kru	Deva	`kru_Deva`	15	38.44KB
stp	Latn	`stp_Latn`	16	37.95KB
cul	Latn	`cul_Latn`	14	37.76KB
mzz	Latn	`mzz_Latn`	20	37.69KB
bdq	Latn	`bdq_Latn`	42	37.62KB
oto	Latn	`oto_Latn`	19	37.39KB
tpp	Latn	`tpp_Latn`	25	36.89KB
lai	Latn	`lai_Latn`	32	36.62KB
xog	Latn	`xog_Latn`	40	36.52KB
nbc	Latn	`nbc_Latn`	14	36.28KB
ncq	Laoo	`ncq_Laoo`	14	36.08KB
bqj	Latn	`bqj_Latn`	19	35.96KB
bmk	Latn	`bmk_Latn`	16	35.59KB
ddg	Latn	`ddg_Latn`	45	35.49KB
ade	Latn	`ade_Latn`	14	35.15KB
adi	Latn	`adi_Latn`	21	35.09KB
mnb	Latn	`mnb_Latn`	10	34.83KB
nfa	Latn	`nfa_Latn`	17	34.70KB
swk	Latn	`swk_Latn`	11	34.65KB
bwu	Latn	`bwu_Latn`	28	34.46KB
zpq	Latn	`zpq_Latn`	11	34.32KB
taw	Latn	`taw_Latn`	20	33.75KB
szb	Latn	`szb_Latn`	2	33.39KB
tbl	Latn	`tbl_Latn`	27	33.33KB
obo	Latn	`obo_Latn`	29	33.31KB
mzk	Latn	`mzk_Latn`	12	33.25KB
omb	Latn	`omb_Latn`	33	33.09KB
djk	Latn	`djk_Latn`	79	33.02KB
tnc	Latn	`tnc_Latn`	13	32.87KB
ntp	Latn	`ntp_Latn`	19	32.82KB
qus	Latn	`qus_Latn`	7	32.81KB
otd	Latn	`otd_Latn`	2	32.60KB
whg	Latn	`whg_Latn`	26	32.60KB
lun	Latn	`lun_Latn`	8	32.44KB
dug	Latn	`dug_Latn`	19	32.14KB
lnd	Latn	`lnd_Latn`	16	31.93KB
cly	Latn	`cly_Latn`	38	31.92KB
nnp	Latn	`nnp_Latn`	32	31.78KB
fuv	Arab	`fuv_Arab`	16	31.58KB
pse	Latn	`pse_Latn`	4	31.38KB
msc	Latn	`msc_Latn`	14	31.19KB
wba	Latn	`wba_Latn`	59	31.14KB
mbd	Latn	`mbd_Latn`	11	31.05KB
maw	Latn	`maw_Latn`	31	30.93KB
tro	Latn	`tro_Latn`	32	30.47KB
kak	Latn	`kak_Latn`	36	30.37KB
ojb	Latn	`ojb_Latn`	13	30.36KB
tmc	Latn	`tmc_Latn`	10	30.29KB
mfh	Latn	`mfh_Latn`	18	30.14KB
zsm	Arab	`zsm_Arab`	31	30.03KB
rhg	Latn	`rhg_Latn`	20	29.93KB
apt	Latn	`apt_Latn`	36	29.90KB
shu	Arab	`shu_Arab`	18	29.54KB
zad	Latn	`zad_Latn`	23	29.29KB
wsg	Telu	`wsg_Telu`	17	29.28KB
nre	Latn	`nre_Latn`	17	29.23KB
pfe	Latn	`pfe_Latn`	18	29.17KB
rjs	Deva	`rjs_Deva`	6	28.85KB
kle	Deva	`kle_Deva`	7	28.80KB
dks	Latn	`dks_Latn`	18	28.78KB
mog	Latn	`mog_Latn`	23	28.67KB
moa	Latn	`moa_Latn`	8	28.55KB
nnw	Latn	`nnw_Latn`	19	28.51KB
alj	Latn	`alj_Latn`	24	28.49KB
xsb	Latn	`xsb_Latn`	52	28.33KB
nst	Latn	`nst_Latn`	9	28.10KB
tuv	Latn	`tuv_Latn`	30	27.77KB
wlv	Latn	`wlv_Latn`	14	27.65KB
lad	Hebr	`lad_Hebr`	39	27.57KB
mtg	Latn	`mtg_Latn`	12	27.50KB
niy	Latn	`niy_Latn`	10	27.45KB
mgo	Latn	`mgo_Latn`	7	27.37KB
cdf	Latn	`cdf_Latn`	16	27.06KB
biu	Latn	`biu_Latn`	21	26.93KB
smt	Latn	`smt_Latn`	15	26.85KB
way	Latn	`way_Latn`	14	26.73KB
duo	Latn	`duo_Latn`	10	26.70KB
chq	Latn	`chq_Latn`	10	26.64KB
mph	Latn	`mph_Latn`	7	26.63KB
dtb	Latn	`dtb_Latn`	20	26.55KB
urw	Latn	`urw_Latn`	6	26.40KB
nzm	Latn	`nzm_Latn`	16	26.27KB
kpj	Latn	`kpj_Latn`	17	26.04KB
mgm	Latn	`mgm_Latn`	36	26.04KB
fmu	Deva	`fmu_Deva`	14	26.04KB
kmd	Latn	`kmd_Latn`	22	25.40KB
ife	Latn	`ife_Latn`	16	25.39KB
sld	Latn	`sld_Latn`	15	25.14KB
kqo	Latn	`kqo_Latn`	24	25.12KB
mtj	Latn	`mtj_Latn`	3	24.90KB
zpj	Latn	`zpj_Latn`	21	24.78KB
hvn	Latn	`hvn_Latn`	26	24.77KB
rub	Latn	`rub_Latn`	10	24.63KB
mkl	Latn	`mkl_Latn`	12	24.60KB
ajz	Latn	`ajz_Latn`	14	24.50KB
pss	Latn	`pss_Latn`	23	24.35KB
tem	Latn	`tem_Latn`	16	24.34KB
ots	Latn	`ots_Latn`	25	24.13KB
kvj	Latn	`kvj_Latn`	7	24.10KB
qvo	Latn	`qvo_Latn`	12	24.01KB
ivb	Latn	`ivb_Latn`	31	24.01KB
trs	Latn	`trs_Latn`	11	24.00KB
sjo	Mong	`sjo_Mong`	8	23.98KB
nmw	Latn	`nmw_Latn`	18	23.87KB
mda	Latn	`mda_Latn`	11	23.73KB
mny	Latn	`mny_Latn`	30	23.71KB
gvc	Latn	`gvc_Latn`	14	23.65KB
poe	Latn	`poe_Latn`	11	23.54KB
yim	Latn	`yim_Latn`	4	23.49KB
byv	Latn	`byv_Latn`	13	23.26KB
ssx	Latn	`ssx_Latn`	6	23.17KB
naw	Latn	`naw_Latn`	9	23.14KB
iqw	Latn	`iqw_Latn`	17	23.11KB
kex	Deva	`kex_Deva`	7	22.94KB
diu	Latn	`diu_Latn`	5	22.92KB
met	Latn	`met_Latn`	9	22.77KB
myb	Latn	`myb_Latn`	10	22.58KB
lap	Latn	`lap_Latn`	12	22.42KB
ndj	Latn	`ndj_Latn`	8	22.33KB
mgc	Latn	`mgc_Latn`	4	22.26KB
hav	Latn	`hav_Latn`	24	22.25KB
hop	Latn	`hop_Latn`	16	22.25KB
vag	Latn	`vag_Latn`	33	22.23KB
moc	Latn	`moc_Latn`	6	22.16KB
ifa	Latn	`ifa_Latn`	10	21.97KB
awb	Latn	`awb_Latn`	7	21.92KB
kzf	Latn	`kzf_Latn`	31	21.86KB
kyu	Kali	`kyu_Kali`	6	21.70KB
mfg	Latn	`mfg_Latn`	8	21.59KB
lgl	Latn	`lgl_Latn`	11	21.51KB
goa	Latn	`goa_Latn`	24	21.42KB
rim	Latn	`rim_Latn`	6	21.33KB
kuj	Latn	`kuj_Latn`	2	21.30KB
ilb	Latn	`ilb_Latn`	5	21.17KB
adl	Latn	`adl_Latn`	1	21.17KB
mzh	Latn	`mzh_Latn`	8	21.14KB
mus	Latn	`mus_Latn`	9	21.11KB
bvc	Latn	`bvc_Latn`	21	21.04KB
loe	Latn	`loe_Latn`	8	20.78KB
ury	Latn	`ury_Latn`	18	20.73KB
gwr	Latn	`gwr_Latn`	7	20.70KB
tui	Latn	`tui_Latn`	20	20.55KB
mzm	Latn	`mzm_Latn`	2	20.48KB
gbr	Latn	`gbr_Latn`	7	20.46KB
sju	Latn	`sju_Latn`	10	20.45KB
lom	Latn	`lom_Latn`	13	20.43KB
pkb	Latn	`pkb_Latn`	9	20.41KB
stn	Latn	`stn_Latn`	65	20.35KB
mip	Latn	`mip_Latn`	12	20.32KB
yup	Latn	`yup_Latn`	15	20.28KB
tpm	Latn	`tpm_Latn`	10	20.26KB
agw	Latn	`agw_Latn`	1	20.25KB
mfk	Latn	`mfk_Latn`	3	20.19KB
mrv	Latn	`mrv_Latn`	16	20.15KB
tqo	Latn	`tqo_Latn`	30	20.09KB
dty	Deva	`dty_Deva`	10	19.94KB
nse	Latn	`nse_Latn`	12	19.84KB
ktb	Ethi	`ktb_Ethi`	2	19.82KB
cgg	Latn	`cgg_Latn`	13	19.81KB
awi	Latn	`awi_Latn`	22	19.78KB
tap	Latn	`tap_Latn`	2	19.78KB
jaa	Latn	`jaa_Latn`	3	19.75KB
ktz	Latn	`ktz_Latn`	7	19.73KB
btt	Latn	`btt_Latn`	5	19.46KB
fud	Latn	`fud_Latn`	13	19.45KB
maf	Latn	`maf_Latn`	4	19.44KB
pxm	Latn	`pxm_Latn`	10	19.42KB
giz	Latn	`giz_Latn`	7	19.36KB
tul	Latn	`tul_Latn`	1	19.35KB
rnl	Latn	`rnl_Latn`	5	19.33KB
gej	Latn	`gej_Latn`	7	19.24KB
mcn	Latn	`mcn_Latn`	10	19.10KB
pww	Thai	`pww_Thai`	12	19.08KB
cou	Latn	`cou_Latn`	5	19.06KB
zca	Latn	`zca_Latn`	12	18.95KB
lem	Latn	`lem_Latn`	10	18.93KB
yrl	Latn	`yrl_Latn`	18	18.84KB
atq	Latn	`atq_Latn`	10	18.79KB
sri	Latn	`sri_Latn`	9	18.74KB
sdo	Latn	`sdo_Latn`	14	18.70KB
iri	Latn	`iri_Latn`	8	18.69KB
gud	Latn	`gud_Latn`	4	18.68KB
bgz	Latn	`bgz_Latn`	14	18.64KB
wwa	Latn	`wwa_Latn`	4	18.57KB
guq	Latn	`guq_Latn`	12	18.54KB
bmq	Latn	`bmq_Latn`	23	18.50KB
otn	Latn	`otn_Latn`	8	18.41KB
csk	Latn	`csk_Latn`	4	18.37KB
lgm	Latn	`lgm_Latn`	2	18.37KB
tlj	Latn	`tlj_Latn`	3	18.29KB
aim	Latn	`aim_Latn`	13	18.21KB
ksj	Latn	`ksj_Latn`	5	18.20KB
jmc	Latn	`jmc_Latn`	13	18.14KB
wob	Latn	`wob_Latn`	10	18.06KB
wat	Latn	`wat_Latn`	8	18.02KB
ksf	Latn	`ksf_Latn`	1	17.87KB
krx	Latn	`krx_Latn`	4	17.84KB
mev	Latn	`mev_Latn`	14	17.73KB
khy	Latn	`khy_Latn`	9	17.70KB
bth	Latn	`bth_Latn`	9	17.69KB
sfw	Latn	`sfw_Latn`	18	17.64KB
tpa	Latn	`tpa_Latn`	5	17.60KB
kqy	Ethi	`kqy_Ethi`	3	17.41KB
pmx	Latn	`pmx_Latn`	7	17.40KB
ktm	Latn	`ktm_Latn`	8	17.34KB
iry	Latn	`iry_Latn`	6	17.27KB
etu	Latn	`etu_Latn`	10	17.24KB
lob	Latn	`lob_Latn`	7	17.13KB
yuz	Latn	`yuz_Latn`	2	17.10KB
gof	Ethi	`gof_Ethi`	4	17.03KB
pos	Latn	`pos_Latn`	1	17.03KB
kpq	Latn	`kpq_Latn`	8	17.01KB
ddn	Latn	`ddn_Latn`	5	17.01KB
nxd	Latn	`nxd_Latn`	4	16.96KB
phm	Latn	`phm_Latn`	2	16.90KB
led	Latn	`led_Latn`	9	16.87KB
dhg	Latn	`dhg_Latn`	3	16.69KB
kbo	Latn	`kbo_Latn`	7	16.68KB
gjn	Latn	`gjn_Latn`	12	16.57KB
dip	Latn	`dip_Latn`	6	16.44KB
eka	Latn	`eka_Latn`	9	16.39KB
ndi	Latn	`ndi_Latn`	5	16.36KB
mor	Latn	`mor_Latn`	2	16.17KB
nri	Latn	`nri_Latn`	3	16.06KB
kby	Latn	`kby_Latn`	7	16.04KB
crt	Latn	`crt_Latn`	2	15.96KB
lea	Latn	`lea_Latn`	1	15.89KB
niq	Latn	`niq_Latn`	7	15.74KB
pps	Latn	`pps_Latn`	3	15.67KB
zpg	Latn	`zpg_Latn`	20	15.57KB
crj	Cans	`crj_Cans`	9	15.57KB
kqs	Latn	`kqs_Latn`	3	15.55KB
nla	Latn	`nla_Latn`	22	15.42KB
hra	Latn	`hra_Latn`	54	15.34KB
nsa	Latn	`nsa_Latn`	2	15.34KB
zam	Latn	`zam_Latn`	12	15.31KB
tig	Ethi	`tig_Ethi`	6	15.17KB
anm	Latn	`anm_Latn`	30	15.06KB
abi	Latn	`abi_Latn`	3	14.96KB
avn	Latn	`avn_Latn`	2	14.96KB
nma	Latn	`nma_Latn`	6	14.90KB
cho	Latn	`cho_Latn`	10	14.87KB
mpg	Latn	`mpg_Latn`	6	14.83KB
bkl	Latn	`bkl_Latn`	4	14.82KB
mse	Latn	`mse_Latn`	1	14.80KB
guu	Latn	`guu_Latn`	4	14.68KB
dis	Latn	`dis_Latn`	11	14.50KB
asg	Latn	`asg_Latn`	1	14.44KB
tnr	Latn	`tnr_Latn`	2	14.39KB
bea	Latn	`bea_Latn`	5	14.37KB
bbk	Latn	`bbk_Latn`	4	14.16KB
knx	Latn	`knx_Latn`	7	14.15KB
kdh	Latn	`kdh_Latn`	4	14.13KB
pbi	Latn	`pbi_Latn`	5	14.03KB
nnh	Latn	`nnh_Latn`	2	14.00KB
vot	Latn	`vot_Latn`	11	13.97KB
bsc	Latn	`bsc_Latn`	8	13.81KB
vut	Latn	`vut_Latn`	3	13.81KB
bov	Latn	`bov_Latn`	3	13.76KB
bkq	Latn	`bkq_Latn`	5	13.67KB
bkv	Latn	`bkv_Latn`	4	13.64KB
nmz	Latn	`nmz_Latn`	5	13.59KB
bhz	Latn	`bhz_Latn`	9	13.56KB
kno	Latn	`kno_Latn`	10	13.50KB
nyk	Latn	`nyk_Latn`	2	13.41KB
nuz	Latn	`nuz_Latn`	3	13.15KB
ksb	Latn	`ksb_Latn`	3	13.15KB
tcc	Latn	`tcc_Latn`	7	13.11KB
mnx	Latn	`mnx_Latn`	2	13.10KB
lis	Lisu	`lis_Lisu`	14	12.95KB
bnj	Latn	`bnj_Latn`	1	12.86KB
kdj	Latn	`kdj_Latn`	6	12.78KB
lhi	Latn	`lhi_Latn`	5	12.68KB
kia	Latn	`kia_Latn`	13	12.68KB
kzn	Latn	`kzn_Latn`	4	12.62KB
wew	Latn	`wew_Latn`	2	12.57KB
gna	Latn	`gna_Latn`	7	12.57KB
mwm	Latn	`mwm_Latn`	4	12.27KB
lol	Latn	`lol_Latn`	3	12.14KB
ndz	Latn	`ndz_Latn`	3	11.79KB
khq	Latn	`khq_Latn`	10	11.71KB
hlt	Latn	`hlt_Latn`	2	11.66KB
urb	Latn	`urb_Latn`	2	11.64KB
ivv	Latn	`ivv_Latn`	6	11.60KB
ngc	Latn	`ngc_Latn`	3	11.60KB
bom	Latn	`bom_Latn`	3	11.55KB
twb	Latn	`twb_Latn`	5	11.53KB
pny	Latn	`pny_Latn`	1	11.50KB
due	Latn	`due_Latn`	10	11.40KB
npo	Latn	`npo_Latn`	5	11.24KB
did	Latn	`did_Latn`	5	11.00KB
log	Latn	`log_Latn`	3	10.71KB
njz	Latn	`njz_Latn`	5	10.62KB
oym	Latn	`oym_Latn`	2	10.53KB
mua	Latn	`mua_Latn`	6	10.52KB
gya	Latn	`gya_Latn`	2	10.47KB
nwb	Latn	`nwb_Latn`	5	10.44KB
brx	Latn	`brx_Latn`	1	10.26KB
xbr	Latn	`xbr_Latn`	9	10.12KB
nbe	Latn	`nbe_Latn`	4	10.09KB
bex	Latn	`bex_Latn`	3	10.00KB
saj	Latn	`saj_Latn`	2	9.91KB
mvn	Latn	`mvn_Latn`	4	9.75KB
tik	Latn	`tik_Latn`	9	9.74KB
jun	Orya	`jun_Orya`	2	9.73KB
enx	Latn	`enx_Latn`	4	9.67KB
tbk	Latn	`tbk_Latn`	9	9.53KB
ngb	Latn	`ngb_Latn`	5	9.43KB
eto	Latn	`eto_Latn`	2	9.30KB
sbs	Latn	`sbs_Latn`	4	9.27KB
max	Latn	`max_Latn`	4	9.21KB
nng	Latn	`nng_Latn`	2	9.17KB
shk	Latn	`shk_Latn`	3	8.93KB
ald	Latn	`ald_Latn`	1	8.92KB
chj	Latn	`chj_Latn`	2	8.85KB
bwi	Latn	`bwi_Latn`	1	8.82KB
nnl	Latn	`nnl_Latn`	1	8.72KB
xnn	Latn	`xnn_Latn`	3	8.44KB
mzl	Latn	`mzl_Latn`	1	8.35KB
dos	Latn	`dos_Latn`	2	8.19KB
bmv	Latn	`bmv_Latn`	2	8.18KB
aha	Latn	`aha_Latn`	2	8.10KB
fad	Latn	`fad_Latn`	1	8.02KB
ess	Latn	`ess_Latn`	4	7.96KB
ayo	Latn	`ayo_Latn`	3	7.90KB
chr	Latn	`chr_Latn`	4	7.86KB
tzl	Latn	`tzl_Latn`	2	7.83KB
sbd	Latn	`sbd_Latn`	5	7.80KB
hoc	Latn	`hoc_Latn`	1	7.74KB
mug	Latn	`mug_Latn`	2	7.71KB
soe	Latn	`soe_Latn`	5	7.63KB
ldn	Latn	`ldn_Latn`	3	7.61KB
kql	Latn	`kql_Latn`	1	7.25KB
prq	Latn	`prq_Latn`	2	7.20KB
nwx	Deva	`nwx_Deva`	1	7.00KB
nhd	Latn	`nhd_Latn`	1	6.97KB
mnf	Latn	`mnf_Latn`	5	6.94KB
dbq	Latn	`dbq_Latn`	1	6.93KB
mkz	Latn	`mkz_Latn`	1	6.91KB
dow	Latn	`dow_Latn`	1	6.70KB
bwq	Latn	`bwq_Latn`	1	6.26KB
kyu	Mymr	`kyu_Mymr`	1	6.26KB
pbc	Latn	`pbc_Latn`	1	6.17KB
yas	Latn	`yas_Latn`	1	6.11KB

| Total | | 43056.6 | 15835.2 | | | |

How many tokens?

The number of tokens obtained when tokenizing data in a specific language heavily depends on whether the tokenizer was trained with that language, and its script, in mind. For instance, while employing the gpt2 tokenizer to tokenize Thai data might result in a very large number of tokens, using a tokenizer explicitly trained for south-east asian languages would considerably bring down this number.

As such, we chose to only report total number of documents, disk size and words for each language, as reported by the word tokenizer (we don't mean gpt2 here, but a tool that will only split words) that we assigned to each language.

How to download and use 🌐 FineWeb2

You can load the full dataset or a specific crawl/dump (see table below). Dumps have the format CC-MAIN-(year)-(week number).

(Smaller) sample versions

Along with config default (all the data), and the configs for each individual dump, you can also download the following configs:

sample-350BT: a subset randomly sampled from the whole dataset of around 350B gpt2 tokens (388GB)
sample-100BT: a subset randomly sampled from the whole dataset of around 100B gpt2 tokens (277.4GB)
sample-10BT: a subset randomly sampled from the whole dataset of around 10B gpt2 tokens (27.6GB)

sample-10B was sampled from sample-100B which in turn was sampled from sample-350BT.

Using 🏭 `datatrove`

from datatrove.pipeline.readers import ParquetReader

# limit determines how many documents will be streamed (remove for all)
# to fetch a specific dump: hf://datasets/HuggingFaceFW/fineweb/data/CC-MAIN-2024-10
# replace "data" with "sample/100BT" to use the 100BT sample
data_reader = ParquetReader("hf://datasets/HuggingFaceFW/fineweb/data", limit=1000) 
for document in data_reader():
    # do something with document
    print(document)

###############################    
# OR for a processing pipeline:
###############################

from datatrove.executor import LocalPipelineExecutor
from datatrove.pipeline.readers import ParquetReader
from datatrove.pipeline.filters import LambdaFilter
from datatrove.pipeline.writers import JsonlWriter

pipeline_exec = LocalPipelineExecutor(
    pipeline=[
        # replace "data/CC-MAIN-2024-10" with "sample/100BT" to use the 100BT sample
        ParquetReader("hf://datasets/HuggingFaceFW/fineweb/data/CC-MAIN-2024-10", limit=1000),
        LambdaFilter(lambda doc: "hugging" in doc.text),
        JsonlWriter("some-output-path")
    ],
    tasks=10
)
pipeline_exec.run()

Using `huggingface_hub`

from huggingface_hub import snapshot_download
folder = snapshot_download(
                "HuggingFaceFW/fineweb", 
                repo_type="dataset",
                local_dir="./fineweb/",
                # replace "data/CC-MAIN-2023-50/*" with "sample/100BT/*" to use the 100BT sample
                allow_patterns="data/CC-MAIN-2023-50/*")

For faster downloads, make sure to install pip install huggingface_hub[hf_transfer] and set the environment variable HF_HUB_ENABLE_HF_TRANSFER=1.

Using `datasets`

from datasets import load_dataset
# use name="sample-10BT" to use the 10BT sample
fw = load_dataset("HuggingFaceFW/fineweb", name="CC-MAIN-2024-10", split="train", streaming=True)

Breakdown by dump/crawl

Dump	Time period	Disk size (GB)	gpt2 tokens (billions)
CC-MAIN-2024-18	April 2024	417.6	154.4
CC-MAIN-2024-10	February/March 2024	432.0	157.2
CC-MAIN-2023-50	November/December 2023	650.0	239.7
CC-MAIN-2023-40	September/October 2023	668.7	252.0
CC-MAIN-2023-23	May/June 2023	654.4	249.2
CC-MAIN-2023-14	March/April 2023	621.3	236.5
CC-MAIN-2023-06	January/February 2023	621.9	233.9
CC-MAIN-2022-49	November/December 2022	631.2	237.5
CC-MAIN-2022-40	September/October 2022	606.4	228.7
CC-MAIN-2022-33	August 2022	434.6	163.5
CC-MAIN-2022-27	June/July 2022	574.9	216.1
CC-MAIN-2022-21	May 2022	646.4	242.7
CC-MAIN-2022-05	January 2022	520.1	195.4
CC-MAIN-2021-49	November/December 2021	413.7	155.5
CC-MAIN-2021-43	October 2021	601.5	221.0
CC-MAIN-2021-43	October 2021	601.5	221.0
CC-MAIN-2021-39	September 2021	518.9	190.6
CC-MAIN-2021-31	July/August 2021	593.9	217.7
CC-MAIN-2021-25	June 2021	424.4	155.7
CC-MAIN-2021-21	May 2021	455.9	167.4
CC-MAIN-2021-17	April 2021	556.0	204.1
CC-MAIN-2021-10	February/March 2021	463.2	169.6
CC-MAIN-2021-04	January 2021	562.4	205.4
CC-MAIN-2020-50	November/December 2020	422.8	154.3
CC-MAIN-2020-45	October 2020	426.9	155.8
CC-MAIN-2020-40	September 2020	555.5	202.4
CC-MAIN-2020-34	August 2020	379.6	138.7
CC-MAIN-2020-29	July 2020	489.6	178.7
CC-MAIN-2020-24	May/June 2020	398.7	145.1
CC-MAIN-2020-16	March/April 2020	454.0	165.6
CC-MAIN-2020-10	February 2020	369.6	134.7
CC-MAIN-2020-05	January 2020	483.3	176.4
CC-MAIN-2019-51	December 2019	359.3	130.9
CC-MAIN-2019-47	November 2019	395.4	144.0
CC-MAIN-2019-43	October 2019	422.3	153.9
CC-MAIN-2019-39	September 2019	394.4	143.7
CC-MAIN-2019-35	August 2019	454.2	165.4
CC-MAIN-2019-30	July 2019	416.6	151.5
CC-MAIN-2019-26	June 2019	412.9	150.1
CC-MAIN-2019-22	May 2019	432.8	157.4
CC-MAIN-2019-18	April 2019	426.7	155.3
CC-MAIN-2019-13	March 2019	417.8	152.1
CC-MAIN-2019-09	February 2019	467.2	169.9
CC-MAIN-2019-04	January 2019	438.1	158.7
CC-MAIN-2018-51	December 2018	498.6	180.8
CC-MAIN-2018-47	November 2018	437.7	158.9
CC-MAIN-2018-43	October 2018	468.8	169.9
CC-MAIN-2018-39	September 2018	429.2	155.2
CC-MAIN-2018-34	August 2018	408.2	148.0
CC-MAIN-2018-30	July 2018	501.5	181.4
CC-MAIN-2018-26	June 2018	467.5	170.0
CC-MAIN-2018-22	May 2018	398.6	144.2
CC-MAIN-2018-17	April 2018	435.1	158.1
CC-MAIN-2018-13	March 2018	471.5	171.5
CC-MAIN-2018-09	February 2018	490.2	178.0
CC-MAIN-2018-05	January 2018	493.5	180.7
CC-MAIN-2017-51	December 2017	442.6	161.5
CC-MAIN-2017-47	November 2017	457.9	167.1
CC-MAIN-2017-43	October 2017	535.6	194.9
CC-MAIN-2017-39	September 2017	444.5	162.3
CC-MAIN-2017-34	August 2017	503.2	183.4
CC-MAIN-2017-30	July 2017	439.2	161.2
CC-MAIN-2017-26	June 2017	491.5	179.8
CC-MAIN-2017-22	May 2017	441.0	161.5
CC-MAIN-2017-17	April 2017	596.8	218.6
CC-MAIN-2017-13	March 2017	579.8	212.1
CC-MAIN-2017-09	February 2017	492.2	180.2
CC-MAIN-2017-04	January 2017	474.3	174.4
CC-MAIN-2016-50	December 2016	448.9	165.4
CC-MAIN-2016-44	October 2016	467.8	172.0
CC-MAIN-2016-40	September 2016	386.1	142.8
CC-MAIN-2016-36	August 2016	339.6	126.3
CC-MAIN-2016-30	July 2016	346.0	128.4
CC-MAIN-2016-26	June 2016	256.5	95.5
CC-MAIN-2016-22	May 2016	310.9	115.4
CC-MAIN-2016-18	April 2016	298.1	110.8
CC-MAIN-2016-07	February 2016	342.7	127.2
CC-MAIN-2015-48	November 2015	353.9	131.3
CC-MAIN-2015-40	September 2015	284.0	105.5
CC-MAIN-2015-35	August 2015	359.4	133.2
CC-MAIN-2015-32	July 2015	352.4	130.1
CC-MAIN-2015-27	June 2015	335.5	124.0
CC-MAIN-2015-22	May 2015	380.2	140.4
CC-MAIN-2015-18	April 2015	389.0	143.8
CC-MAIN-2015-14	March 2015	337.5	124.5
CC-MAIN-2015-11	February 2015	361.4	133.3
CC-MAIN-2015-06	January 2015	356.1	131.3
CC-MAIN-2014-52	December 2014	388.5	143.3
CC-MAIN-2014-49	November 2014	319.9	117.7
CC-MAIN-2014-42	October 2014	371.1	136.4
CC-MAIN-2014-41	September 2014	408.1	150.2
CC-MAIN-2014-35	August 2014	395.7	145.6
CC-MAIN-2014-23	July 2014	425.0	156.5
CC-MAIN-2014-15	April 2014	369.1	135.7
CC-MAIN-2014-10	March 2014	396.2	146.2
CC-MAIN-2013-48	Winter 2013	396.8	145.9
CC-MAIN-2013-20	Summer 2013	393.9	144.5
Total		43056.6	15835.2

Dataset performance evaluation and ablations

We conducted our dataset performance ablations and evaluations by training a series of 1.8B parameters models on 27 billion tokens. To compare 🍷 FineWeb with other datasets, we also trained one of these 1.8B models per target dataset, on 350 billion tokens sampled from it (or the entire dataset when its size was < 350 billion tokens).

Hyper-parameters for ablation models

The detailed configurations for training the 1.8B parameters ablation model can be found here (link will be added soon).

Ablation evaluation benchmarks

To conduct the ablations for each of our dataset filtering choices, we selected a set of benchmarks which we identified as “high-signal” benchmarks. These benchmarks were selected according to the following criteria:

small variance between runs trained on different samplings of the same dataset
performance increasing monotically during training (or close)
separation between runs on datasets of known quality (C4, The Pile, RedPajama) higher than the variance between runs with various modeling/data seeds

We used the following list of benchmark for our ablation runs:

commonsense_qa (acc/acc_norm)
hellaswag (acc/acc_norm)
openbookqa (acc/acc_norm)
piqa (acc/acc_norm)
siqa (acc/acc_norm)
winogrande (acc/acc_norm)
arc (acc/acc_norm)
mmlu (acc/acc_norm)

To compare runs we consider an aggregate score, the average of the scores for these tasks.

The prompts for all these benchmarks are formatted in order to compute and compare the log-likelihood of the full answers for each multiple choice question. All the implementation details for the benchmarks are available in lighteval here.

Comparison with other datasets

We compared 🍷 FineWeb with the following datasets:

RefinedWeb
C4
Dolma v1.6 (the CommonCrawl part)
The Pile
SlimPajama
RedPajama2 (deduplicated)

You will find these models on this collection. We have uploaded checkpoints at every 1000 training steps. You will also find our full evaluation results here.

Note: The plot is smoothed by averaging 5k steps in a rolling window.

Dataset card for 🌍 FineWeb v2

Dataset Description

Homepage and Repository: https://huggingface.co/datasets/HuggingFaceFW/fineweb-v2
Point of Contact: please create a discussion on the Community tab
License: Open Data Commons Attribution License (ODC-By) v1.0

Dataset Summary

This dataset was created by processing 96 CommonCrawl dumps comprising web data crawled from the summer of 2013 to April of 2024. 🍷 FineWeb includes a variety of domains and topics in English and is primarily intended to be used as a research artifact on public data in the context of pretraining dataset for large language models. The CommonCrawl data was carefully processed, filtered and deduplicated with the 🏭 datatrove library, resulting in the largest publicly available clean LLM pretraining dataset, counting around 15 trillion tokens (gpt2 tokenizer).

Dataset Structure

Data Instances

The following is an example sample from the dataset. It is part of the CC-MAIN-2021-43 and was crawled on 2021-10-15T21:20:12Z.

{
   "text": "This is basically a peanut flavoured cream thickened with egg yolks and then set into a ramekin on top of some jam. Tony, one of the Wedgwood chefs, suggested sprinkling on some toasted crushed peanuts at the end to create extra crunch, which I thought was a great idea. The result is excellent.",
   "id": "<urn:uuid:e5a3e79a-13d4-4147-a26e-167536fcac5d>",
   "dump": "CC-MAIN-2021-43",
   "url": "<http://allrecipes.co.uk/recipe/24758/peanut-butter-and-jam-creme-brulee.aspx?o_is=SimilarRecipes&o_ln=SimRecipes_Photo_7>",
   "date": "2021-10-15T21:20:12Z",
   "file_path": "s3://commoncrawl/crawl-data/CC-MAIN-2021-43/segments/1634323583083.92/warc/CC-MAIN-20211015192439-20211015222439-00600.warc.gz",
   "language": "en",
   "language_score": 0.948729,
   "token_count": 69
}

Data Fields

text (string): the main text content
id (string): original unique identifier for this sample from CommonCrawl
dump (string): the CommonCrawl dump this sample was a part of
url (string): url to the original page where text was present
date (string): crawl date (from CommonCrawl)
file_path (string): s3 path for the individual CommonCrawl warc file containing this sample
language (string): en for all the samples in this dataset
language_score (float): language prediction score (0.01.0) as reported by the fastText language classifier
token_count (int): number of tokens when applying the gpt2 tokenizer to this sample

Data Splits

The default subset includes the entire dataset. If you would like to only use the data from a particular CommonCrawl dump, you can use the dump name as a subset. You will find the full list of available dumps on the table above. From experiments we have run, not all dumps give the same performance. For relatively small trainings (<550 billion tokens) we recommend using the recent CC-MAIN-2023-50, CC-MAIN-2024-10 and CC-MAIN-2024-18.

Dataset Creation

Curation Rationale

While multiple open-weights models have regularly been released in recent months, these releases often do not include the model's training data. With 🍷 FineWeb we aim to provide the open source community with a very large clean pretraining dataset that can be used to push the envelope on truly open source models (open source models where data is also released).

Source Data

The source data consists of webpages crawled by the CommonCrawl foundation over the 2013-2024 time period.

We then extracted the main page text from the html of each webpage, carefully filtered each sample and deduplicated each individual CommonCrawl dump/crawl.

While we originally intended to deduplicate the dataset as a whole, our ablations showed that training on a sampling of individually deduplicated dumps/crawls outperformed training on a sampling of all the dumps/crawls deduplicated together. You will find more details on our blogpost.

Data processing steps

We used the 🏭 datatrove library to process the data. You can find a working script that launches the entire processing pipeline here.

The data processing pipeline consists of:

Url Filtering, removing documents originating from Malicious and NSFW websites, using both block-list as well as subwords detection
Trafilatura text extraction on the raw HTML from CommonCrawl’s warc files
FastText LanguageFilter, removing any document with en language score lower than 0.65
Quality filtering
1. Gopher Repetition / Quality
2. C4 Quality filters except terminal_punct rule
3. FineWeb custom filters, consisting of heuristics for removing list-like documents, documents with repeated lines and documents with likely wrong line formatting.
MinHash deduplication with each crawl deduplicated individually (5-grams, 14x8 hash functions)
PII Formatting to anonymize email and public IP addresses

Annotations

We augment the original samples with the language, language_score and token_count annotations. The language related annotations are automatically generated by our language filter. token_count is generated by applying the gpt2 tokenizer to the text column.

Personal and Sensitive Information

We anonymize email addresses and public IP addresses.

For emails, we apply a regex pattern and replace any occurrence of an email address with either [email protected] or [email protected]. For IP addresses, we also employ a regex pattern and then further filter to only anonymize IP addresses allocated for public networks. Matched IP addresses are then replaced with one of the following randomly generated IP addresses, which at the time of dataset creation were not responding to ping requests: 22.214.171.124, 126.96.36.199, 188.8.131.52, 184.108.40.206, 220.127.116.11, and 18.104.22.168. We decided against applying regex patterns for phone numbers due to the high false positive rate.

Despite our efforts, given that 🍷 FineWeb is sourced from the internet at large, it is very likely that some personable identifiable information (PII) will be present. If you find your own PII in 🍷 FineWeb and would like it removed, please fill out our PII removal form.

Considerations for Using the Data

Social Impact of Dataset

With the release of this dataset we aim to make model training more accessible to the machine learning community at large.

While multiple open-weights models with strong performance have been publicly released in the past, more often than not these releases are not accompanied by the corresponding training dataset. This is unfortunate as the dataset specificities and characteristics have been demonstrated to have a very large impact and role in the performances of the models. As the creation of a high quality training dataset is a fundamental requirement to training an LLM capable of excelling at downstream tasks, with 🍷 FineWeb we (a) not only make the dataset creation process more transparent, by sharing our entire processing setup including the codebase used, we also (b) help alleviate the costs of dataset curation, both in time and in compute, for model creators by publicly releasing our dataset with the community.

Discussion of Biases

Efforts were made to minimize the amount of NSFW and toxic content present in the dataset by employing filtering on the URL level. However, there are still a significant number of documents present in the final dataset that could be considered toxic or contain harmful content. As 🍷 FineWeb was sourced from the web as a whole, any harmful biases typically present in it may be reproduced on our dataset.

We deliberately avoided using machine learning filtering methods that define text quality based on the similarity to a “gold” source such as wikipedia or toxicity classifiers as these methods have been known to disproportionately remove content in specific dialects and overclassify as toxic text related to specific social identities, respectively.

Other Known Limitations

As a consequence of some of the filtering steps applied, it is likely that code content is not prevalent in our dataset. If you are training a model that should also perform code tasks, we recommend you use 🍷 FineWeb with a code dataset, such as The Stack v2. You should also probably consider complementing 🍷 FineWeb with specialized curated sources (such as Wikipedia, for example) as they will likely have better formatting than the wikipedia content included in 🍷 FineWeb (we did not tailor the processing to individual websites).

Additional Information

Licensing Information

The dataset is released under the Open Data Commons Attribution License (ODC-By) v1.0 license. The use of this dataset is also subject to CommonCrawl's Terms of Use.

Future work

We plan to not only continue but also expand our efforts to create open-source high quality training datasets and to improve 🍷 FineWeb itself in future iterations.

Citation Information

Paper on arXiv

@misc{penedo2024finewebdatasetsdecantingweb,
      title={The FineWeb Datasets: Decanting the Web for the Finest Text Data at Scale}, 
      author={Guilherme Penedo and Hynek Kydlíček and Loubna Ben allal and Anton Lozhkov and Margaret Mitchell and Colin Raffel and Leandro Von Werra and Thomas Wolf},
      year={2024},
      eprint={2406.17557},
      archivePrefix={arXiv},
      primaryClass={cs.CL}
      url={https://arxiv.org/abs/2406.17557}, 
}