Add akb_Latn shard 0: 10214 sentences, 176 paragraphs, 21102 words, 556982 ngrams

README.md

@@ -387,6 +387,22 @@ configs:
     data_files:
       - split: train
         path: data/ngrams/kyf_Latn/*.parquet
+  - config_name: sentences-akb_Latn
+    data_files:
+      - split: train
+        path: data/sentences/akb_Latn/*.parquet
+  - config_name: paragraphs-akb_Latn
+    data_files:
+      - split: train
+        path: data/paragraphs/akb_Latn/*.parquet
+  - config_name: words-akb_Latn
+    data_files:
+      - split: train
+        path: data/words/akb_Latn/*.parquet
+  - config_name: ngrams-akb_Latn
+    data_files:
+      - split: train
+        path: data/ngrams/akb_Latn/*.parquet
   - config_name: sentences-otm_Latn
     data_files:
       - split: train
@@ -979,29 +995,13 @@ configs:
     data_files:
       - split: train
         path: data/ngrams/rgu_Latn/*.parquet
-  - config_name: sentences-mqj_Latn
-    data_files:
-      - split: train
-        path: data/sentences/mqj_Latn/*.parquet
-  - config_name: paragraphs-mqj_Latn
-    data_files:
-      - split: train
-        path: data/paragraphs/mqj_Latn/*.parquet
-  - config_name: words-mqj_Latn
-    data_files:
-      - split: train
-        path: data/words/mqj_Latn/*.parquet
-  - config_name: ngrams-mqj_Latn
-    data_files:
-      - split: train
-        path: data/ngrams/mqj_Latn/*.parquet
 ---
 
 # FineWeb-2 NLP
 
 > Every sentence, paragraph, word, and n-gram from [FineWeb-2](https://huggingface.co/datasets/HuggingFaceFW/fineweb-2),
-> split with language-aware segmentation — **1,293,495 sentences** across **262 languages**,
-> from **22,559 source documents** — updated continuously.
+> split with language-aware segmentation — **1,303,709 sentences** across **263 languages**,
+> from **22,733 source documents** — updated continuously.
 
 ## Table of Contents
 
@@ -1031,10 +1031,10 @@ useful units, ready for researchers and practitioners:
 
 | Type | Rows | What you get |
 |------|------|-------------|
-| **sentences** | 1,293,495 | One row per sentence, with source document ID, URL, and position index |
-| **paragraphs** | 23,045 | One row per paragraph, with sentence count per paragraph |
-| **words** | 1,800,214 | Per-shard word frequency and document frequency tables |
-| **ngrams** | 52,826,964 | Per-shard bigram through 5-gram frequency tables |
+| **sentences** | 1,303,709 | One row per sentence, with source document ID, URL, and position index |
+| **paragraphs** | 23,221 | One row per paragraph, with sentence count per paragraph |
+| **words** | 1,821,316 | Per-shard word frequency and document frequency tables |
+| **ngrams** | 53,383,946 | Per-shard bigram through 5-gram frequency tables |
 
 Every row traces back to its source document via `doc_id` and `doc_url`, so you can always
 navigate from a sentence or word back to the original web page.
@@ -1150,6 +1150,7 @@ cbt_Latn       ██████████ 10,887
 mbl_Latn       ██████████ 10,810
 tll_Latn       ██████████ 10,484
 kyf_Latn       ██████████ 10,301
+akb_Latn       ██████████ 10,214
 otm_Latn       ██████████ 10,146
 nhg_Latn       ██████████ 10,102
 wbp_Latn       █████████ 9,408
@@ -1157,7 +1158,6 @@ eve_Cyrl       █████████ 9,376
 kqc_Latn       █████████ 9,311
 qxr_Latn       █████████ 9,200
 snn_Latn       █████████ 9,153
-nuy_Latn       █████████ 9,136
 ```
 
 <details>
@@ -1178,22 +1178,22 @@ swg_Latn       ▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓
 liv_Latn       ▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓ 227
 lfn_Cyrl       ▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓ 181
 mni_Mtei       ▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓ 176
-kwd_Latn       ▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓ 173
+akb_Latn       ▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓ 176
 heg_Latn       ▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓ 173
+kwd_Latn       ▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓ 173
 aca_Latn       ▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓ 172
+bno_Latn       ▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓ 172
 kqc_Latn       ▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓ 172
 tll_Latn       ▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓ 172
-bno_Latn       ▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓ 172
 pls_Latn       ▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓ 170
 bqp_Latn       ▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓ 168
-nab_Latn       ▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓ 166
 otm_Latn       ▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓ 166
-hrx_Latn       ▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓��▓▓▓▓▓ 165
+nab_Latn       ▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓ 166
 kyf_Latn       ▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓ 165
+hrx_Latn       ▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓ 165
 qxr_Latn       ▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓ 163
 got_Goth       ▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓ 162
 ian_Latn       ▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓ 162
-eko_Latn       ▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓ 161
 ```
 
 <details>
@@ -1348,13 +1348,13 @@ print(words_df)
 
 | Metric | Value |
 |--------|-------|
-| **Total sentences** | **1,293,495** |
-| **Total paragraphs** | **23,045** |
-| **Total word entries** (per-shard) | **1,800,214** |
-| **Total n-gram entries** (per-shard) | **52,826,964** |
-| **Languages processed** | **262** |
-| **Source documents** | **22,559** |
-| **Total parquet size** | **605.9 MB** |
+| **Total sentences** | **1,303,709** |
+| **Total paragraphs** | **23,221** |
+| **Total word entries** (per-shard) | **1,821,316** |
+| **Total n-gram entries** (per-shard) | **53,383,946** |
+| **Languages processed** | **263** |
+| **Source documents** | **22,733** |
+| **Total parquet size** | **612.3 MB** |
 | Avg sentences per document | 57.3 |
 | Avg paragraphs per document | 1.0 |
 | Avg sentences per paragraph | 56.1 |
@@ -1385,44 +1385,44 @@ print(words_df)
 | 20 | `mbl_Latn` | 10,810 | 152 | 3,931 | 338,093 | 152 | 1 | 3.4 MB |
 | 21 | `tll_Latn` | 10,484 | 172 | 18,849 | 460,519 | 172 | 1 | 5.5 MB |
 | 22 | `kyf_Latn` | 10,301 | 165 | 5,192 | 420,006 | 165 | 1 | 4.1 MB |
-| 23 | `otm_Latn` | 10,146 | 166 | 6,045 | 468,381 | 166 | 1 | 4.5 MB |
-| 24 | `nhg_Latn` | 10,102 | 157 | 10,994 | 348,960 | 157 | 1 | 4.3 MB |
-| 25 | `wbp_Latn` | 9,408 | 105 | 15,766 | 264,848 | 105 | 1 | 3.9 MB |
-| 26 | `eve_Cyrl` | 9,376 | 140 | 35,699 | 332,275 | 134 | 1 | 6.8 MB |
-| 27 | `kqc_Latn` | 9,311 | 172 | 3,944 | 407,855 | 172 | 1 | 3.8 MB |
-| 28 | `qxr_Latn` | 9,200 | 163 | 16,160 | 267,835 | 163 | 1 | 3.7 MB |
-| 29 | `snn_Latn` | 9,153 | 127 | 7,635 | 364,106 | 127 | 1 | 4.2 MB |
-| 30 | `nuy_Latn` | 9,136 | 110 | 11,392 | 246,880 | 110 | 1 | 3.7 MB |
-| 31 | `bkq_Latn` | 9,076 | 144 | 9,425 | 243,397 | 144 | 1 | 3.0 MB |
-| 32 | `cta_Latn` | 9,006 | 137 | 1,898 | 433,825 | 137 | 1 | 4.3 MB |
-| 33 | `ame_Latn` | 8,825 | 118 | 14,428 | 333,192 | 114 | 1 | 4.2 MB |
-| 34 | `kbc_Latn` | 8,775 | 141 | 8,568 | 401,632 | 141 | 1 | 4.3 MB |
-| 35 | `kas_Deva` | 8,771 | 114 | 23,184 | 782,322 | 99 | 1 | 8.7 MB |
-| 36 | `sab_Latn` | 8,663 | 161 | 3,372 | 482,580 | 161 | 1 | 4.6 MB |
-| 37 | `xtd_Latn` | 8,627 | 138 | 2,628 | 295,748 | 138 | 1 | 2.7 MB |
-| 38 | `bim_Latn` | 8,508 | 158 | 7,224 | 455,956 | 158 | 1 | 4.3 MB |
-| 39 | `mav_Latn` | 8,495 | 91 | 5,784 | 344,782 | 91 | 1 | 3.6 MB |
-| 40 | `cpc_Latn` | 8,404 | 126 | 15,100 | 207,140 | 126 | 1 | 3.1 MB |
-| 41 | `xsr_Deva` | 8,402 | 141 | 1,723 | 281,923 | 141 | 1 | 2.8 MB |
-| 42 | `qvc_Latn` | 8,402 | 116 | 14,058 | 249,877 | 116 | 1 | 3.3 MB |
-| 43 | `aca_Latn` | 8,388 | 172 | 12,915 | 320,887 | 172 | 1 | 4.2 MB |
-| 44 | `lfn_Cyrl` | 8,325 | 181 | 21,928 | 406,893 | 168 | 1 | 6.2 MB |
-| 45 | `waj_Latn` | 8,257 | 113 | 7,789 | 309,979 | 113 | 1 | 3.6 MB |
-| 46 | `eko_Latn` | 7,963 | 161 | 12,444 | 336,501 | 161 | 1 | 4.0 MB |
-| 47 | `kwf_Latn` | 7,960 | 143 | 4,567 | 375,401 | 123 | 1 | 3.7 MB |
-| 48 | `bbb_Latn` | 7,954 | 145 | 7,623 | 376,373 | 145 | 1 | 3.7 MB |
-| 49 | `djr_Latn` | 7,888 | 100 | 12,503 | 414,780 | 100 | 1 | 5.6 MB |
-| 50 | `nbq_Latn` | 7,822 | 120 | 6,827 | 358,100 | 120 | 1 | 3.8 MB |
-| 51 | `xmv_Latn` | 7,776 | 158 | 14,920 | 372,673 | 154 | 1 | 4.2 MB |
-| 52 | `bqp_Latn` | 7,545 | 168 | 8,603 | 326,865 | 168 | 1 | 3.3 MB |
-| 53 | `hrx_Latn` | 7,537 | 165 | 12,249 | 360,042 | 165 | 1 | 4.0 MB |
-| 54 | `pls_Latn` | 7,516 | 170 | 8,362 | 367,587 | 170 | 1 | 3.8 MB |
-| 55 | `zos_Latn` | 7,422 | 138 | 13,297 | 319,089 | 138 | 1 | 4.0 MB |
-| 56 | `lif_Deva` | 7,398 | 104 | 1,080 | 220,271 | 104 | 1 | 2.8 MB |
-| 57 | `nus_Latn` | 7,395 | 134 | 6,867 | 291,340 | 130 | 1 | 2.8 MB |
-| 58 | `caa_Latn` | 7,344 | 153 | 5,748 | 355,313 | 153 | 1 | 3.7 MB |
-| 59 | `rgu_Latn` | 7,327 | 85 | 3,819 | 263,677 | 85 | 1 | 2.6 MB |
-| 60 | `mqj_Latn` | 7,279 | 145 | 9,585 | 277,226 | 145 | 1 | 3.2 MB |
+| 23 | `akb_Latn` | 10,214 | 176 | 21,102 | 556,982 | 174 | 1 | 6.4 MB |
+| 24 | `otm_Latn` | 10,146 | 166 | 6,045 | 468,381 | 166 | 1 | 4.5 MB |
+| 25 | `nhg_Latn` | 10,102 | 157 | 10,994 | 348,960 | 157 | 1 | 4.3 MB |
+| 26 | `wbp_Latn` | 9,408 | 105 | 15,766 | 264,848 | 105 | 1 | 3.9 MB |
+| 27 | `eve_Cyrl` | 9,376 | 140 | 35,699 | 332,275 | 134 | 1 | 6.8 MB |
+| 28 | `kqc_Latn` | 9,311 | 172 | 3,944 | 407,855 | 172 | 1 | 3.8 MB |
+| 29 | `qxr_Latn` | 9,200 | 163 | 16,160 | 267,835 | 163 | 1 | 3.7 MB |
+| 30 | `snn_Latn` | 9,153 | 127 | 7,635 | 364,106 | 127 | 1 | 4.2 MB |
+| 31 | `nuy_Latn` | 9,136 | 110 | 11,392 | 246,880 | 110 | 1 | 3.7 MB |
+| 32 | `bkq_Latn` | 9,076 | 144 | 9,425 | 243,397 | 144 | 1 | 3.0 MB |
+| 33 | `cta_Latn` | 9,006 | 137 | 1,898 | 433,825 | 137 | 1 | 4.3 MB |
+| 34 | `ame_Latn` | 8,825 | 118 | 14,428 | 333,192 | 114 | 1 | 4.2 MB |
+| 35 | `kbc_Latn` | 8,775 | 141 | 8,568 | 401,632 | 141 | 1 | 4.3 MB |
+| 36 | `kas_Deva` | 8,771 | 114 | 23,184 | 782,322 | 99 | 1 | 8.7 MB |
+| 37 | `sab_Latn` | 8,663 | 161 | 3,372 | 482,580 | 161 | 1 | 4.6 MB |
+| 38 | `xtd_Latn` | 8,627 | 138 | 2,628 | 295,748 | 138 | 1 | 2.7 MB |
+| 39 | `bim_Latn` | 8,508 | 158 | 7,224 | 455,956 | 158 | 1 | 4.3 MB |
+| 40 | `mav_Latn` | 8,495 | 91 | 5,784 | 344,782 | 91 | 1 | 3.6 MB |
+| 41 | `cpc_Latn` | 8,404 | 126 | 15,100 | 207,140 | 126 | 1 | 3.1 MB |
+| 42 | `xsr_Deva` | 8,402 | 141 | 1,723 | 281,923 | 141 | 1 | 2.8 MB |
+| 43 | `qvc_Latn` | 8,402 | 116 | 14,058 | 249,877 | 116 | 1 | 3.3 MB |
+| 44 | `aca_Latn` | 8,388 | 172 | 12,915 | 320,887 | 172 | 1 | 4.2 MB |
+| 45 | `lfn_Cyrl` | 8,325 | 181 | 21,928 | 406,893 | 168 | 1 | 6.2 MB |
+| 46 | `waj_Latn` | 8,257 | 113 | 7,789 | 309,979 | 113 | 1 | 3.6 MB |
+| 47 | `eko_Latn` | 7,963 | 161 | 12,444 | 336,501 | 161 | 1 | 4.0 MB |
+| 48 | `kwf_Latn` | 7,960 | 143 | 4,567 | 375,401 | 123 | 1 | 3.7 MB |
+| 49 | `bbb_Latn` | 7,954 | 145 | 7,623 | 376,373 | 145 | 1 | 3.7 MB |
+| 50 | `djr_Latn` | 7,888 | 100 | 12,503 | 414,780 | 100 | 1 | 5.6 MB |
+| 51 | `nbq_Latn` | 7,822 | 120 | 6,827 | 358,100 | 120 | 1 | 3.8 MB |
+| 52 | `xmv_Latn` | 7,776 | 158 | 14,920 | 372,673 | 154 | 1 | 4.2 MB |
+| 53 | `bqp_Latn` | 7,545 | 168 | 8,603 | 326,865 | 168 | 1 | 3.3 MB |
+| 54 | `hrx_Latn` | 7,537 | 165 | 12,249 | 360,042 | 165 | 1 | 4.0 MB |
+| 55 | `pls_Latn` | 7,516 | 170 | 8,362 | 367,587 | 170 | 1 | 3.8 MB |
+| 56 | `zos_Latn` | 7,422 | 138 | 13,297 | 319,089 | 138 | 1 | 4.0 MB |
+| 57 | `lif_Deva` | 7,398 | 104 | 1,080 | 220,271 | 104 | 1 | 2.8 MB |
+| 58 | `nus_Latn` | 7,395 | 134 | 6,867 | 291,340 | 130 | 1 | 2.8 MB |
+| 59 | `caa_Latn` | 7,344 | 153 | 5,748 | 355,313 | 153 | 1 | 3.7 MB |
+| 60 | `rgu_Latn` | 7,327 | 85 | 3,819 | 263,677 | 85 | 1 | 2.6 MB |
 
 ## How it works
 

data/ngrams/akb_Latn/0000.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9113074e4c4a36379c8798815de98b0ad64033862e4d00bd545999a65c80b820
+size 5698256

data/paragraphs/akb_Latn/0000.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b8536215c4517051fae369e1e23624ce13adcfe09a6e0f955c67c0d009245538
+size 464239

data/sentences/akb_Latn/0000.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2ebd4f2c3ac4ddfb205583775683f7071b7c1d341bf39e9529b9cb232d664159
+size 405856

data/words/akb_Latn/0000.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1a8c794855544bc2c713c8f2875416261bbadb0402eb44ff61a7ceb46eabf415
+size 104601

stats.csv

@@ -261,3 +261,4 @@ kwd_Latn,kwd,0,173,11236,173,3494,498862,5003773,2026-04-14T21:03:30Z
 aca_Latn,aca,0,172,8388,172,12915,320887,4394642,2026-04-14T21:03:48Z
 heg_Latn,heg,0,173,12471,173,4197,452846,4486225,2026-04-14T21:04:11Z
 tll_Latn,tll,0,172,10484,172,18849,460519,5730587,2026-04-14T21:04:33Z
+akb_Latn,akb,0,174,10214,176,21102,556982,6672952,2026-04-14T21:04:54Z