diff --git a/README.md b/README.md
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+---
+language:
+- vi
+- ta
+- or
+- sk
+- af
+- cs
+- ga
+- pt
+- so
+- sl
+- cy
+- fy
+- uk
+- is
+- la
+- hy
+- bg
+- tr
+- uz
+- nl
+- ps
+- be
+- en
+- xh
+- jv
+- hi
+- my
+- br
+- ur
+- sr
+- zh
+- ka
+- hr
+- ml
+- km
+- te
+- ru
+- ar
+- de
+- fr
+- om
+- sw
+- az
+- gl
+- ko
+- sd
+- fi
+- lv
+- eo
+- kk
+- lt
+- mk
+- eu
+- am
+- he
+- si
+- ne
+- yi
+- sq
+- it
+- kn
+- mn
+- ja
+- gu
+- su
+- ro
+- sa
+- ku
+- ky
+- ug
+- gd
+- es
+- et
+- th
+- sv
+- hu
+- bs
+- bn
+- ca
+- mr
+- da
+- pl
+- el
+- ms
+- mg
+- pa
+- lo
+- fa
+- tl
+- as
+- id
+license: mit
+task_categories:
+- token-classification
+task_ids:
+- named-entity-recognition
+pretty_name: fiNERweb
+size_categories:
+- 1M<n<10M
+---
+
+# fiNERweb
+
+## Dataset Description
+
+fiNERweb is a multilingual named entity recognition dataset containing annotated text in multiple languages. Each example contains:
+- Original text
+- Tokenized text
+- BIO tags
+- Character spans for entities
+- Token spans for entities
+
+## Languages
+
+Currently supported languages:
+- vi: Vietnamese
+- ta: Tamil
+- or: Odia (Oriya)
+- sk: Slovak
+- af: Afrikaans
+- cs: Czech
+- ga: Irish
+- pt: Portuguese
+- so: Somali
+- sl: Slovenian
+- cy: Welsh
+- fy: Western Frisian
+- uk: Ukrainian
+- is: Icelandic
+- la: Latin
+- hy: Armenian
+- bg: Bulgarian
+- tr: Turkish
+- uz: Uzbek
+- nl: Dutch
+- ps: Pashto
+- be: Belarusian
+- en: English
+- xh: Xhosa
+- jv: Javanese
+- hi: Hindi
+- my: Burmese
+- br: Breton
+- ur: Urdu
+- sr: Serbian
+- zh: Chinese (Mandarin)
+- ka: Georgian
+- hr: Croatian
+- ml: Malayalam
+- km: Khmer
+- te: Telugu
+- ru: Russian
+- ar: Arabic
+- de: German
+- fr: French
+- om: Oromo
+- sw: Swahili
+- az: Azerbaijani
+- gl: Galician
+- ko: Korean
+- sd: Sindhi
+- fi: Finnish
+- lv: Latvian
+- eo: Esperanto
+- kk: Kazakh
+- lt: Lithuanian
+- mk: Macedonian
+- eu: Basque
+- am: Amharic
+- he: Hebrew
+- si: Sinhala
+- ne: Nepali
+- yi: Yiddish
+- sq: Albanian
+- it: Italian
+- kn: Kannada
+- mn: Mongolian
+- ja: Japanese
+- gu: Gujarati
+- su: Sundanese
+- ro: Romanian
+- sa: Sanskrit
+- ku: Kurdish
+- ky: Kyrgyz
+- ug: Uyghur
+- gd: Scottish Gaelic
+- es: Spanish
+- et: Estonian
+- th: Thai
+- sv: Swedish
+- hu: Hungarian
+- bs: Bosnian
+- bn: Bengali
+- ca: Catalan
+- mr: Marathi
+- da: Danish
+- pl: Polish
+- el: Greek
+- ms: Malay
+- mg: Malagasy
+- pa: Punjabi
+- lo: Lao
+- fa: Persian
+- tl: Tagalog
+- as: Assamese
+- id: Indonesian
+
+## Dataset Structure
+
+Each example contains:
+```python
+{
+    "text": str,  # Original text
+    "tokens": List[str],  # Tokenized text
+    "bio_tags": List[str],  # BIO tags for NER
+    "char_spans": List[Dict],  # Character-level entity spans
+    "token_spans": List[Dict]  # Token-level entity spans
+}
+```
+
+## Usage
+
+```python
+from datasets import load_dataset
+
+# Load a specific language
+dataset = load_dataset("whoisjones/fiNERweb", "am")  # For Amharic
+# or
+dataset = load_dataset("whoisjones/fiNERweb", "en")  # For English
+
+# Access the data
+print(dataset["train"][0])
+```
+
+## Citation
+
+If you use this dataset, please cite:
+```bibtex
+@misc{fiNERweb,
+  author = {Jonas Golde},
+  title = {fiNERweb: Multilingual Named Entity Recognition Dataset},
+  year = {2024},
+  publisher = {HuggingFace},
+  journal = {HuggingFace Datasets},
+  howpublished = {\\url{https://huggingface.co/datasets/whoisjones/fiNERweb}}
+}
+```
+
+Key changes:
+1. Updated all language codes to their ISO 639-1 equivalents
+2. Updated the language list in the metadata section
+3. Updated the language descriptions to use ISO codes
+4. Updated the usage examples to use ISO codes
+
+This should resolve the language code validation errors in the metadata. The ISO 639-1 codes are the standard two-letter codes that Hugging Face expects in the metadata. 
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new file mode 100644
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+  "license": ""
+}
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+{
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+  "description": "",
+  "features": {
+    "text": {
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+        "_type": "Value"
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+    }
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+  "homepage": "",
+  "license": ""
+}
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+++ b/fas_Arab/state.json
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+{
+  "_data_files": [
+    {
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+    }
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diff --git a/fiNERweb.py b/fiNERweb.py
new file mode 100644
index 0000000000000000000000000000000000000000..f5a25fab0ea64a8e9fdf82622bd9387a6cd876f3
--- /dev/null
+++ b/fiNERweb.py
@@ -0,0 +1,169 @@
+import os
+import datasets
+
+_DESCRIPTION = """\
+fiNERweb is a multilingual named entity recognition dataset containing annotated text in multiple languages.
+Each example contains the original text, tokenized text, BIO tags, and character/token spans for entities.
+"""
+
+_CITATION = """\
+@misc{fiNERweb,
+  author = {Jonas Golde},
+  title = {fiNERweb: Multilingual Named Entity Recognition Dataset},
+  year = {2025},
+  publisher = {HuggingFace},
+  journal = {HuggingFace Datasets},
+  howpublished = {\\url{https://huggingface.co/datasets/whoisjones/fiNERweb}}
+}
+"""
+
+# BCP-47 to ISO 639 mapping
+LANGUAGE_MAPPING = {
+    "vie_Latn": "vi",
+    "tam_Taml": "ta",
+    "ory_Orya": "or",
+    "slk_Latn": "sk",
+    "afr_Latn": "af",
+    "ces_Latn": "cs",
+    "gle_Latn": "ga",
+    "por_Latn": "pt",
+    "som_Latn": "so",
+    "slv_Latn": "sl",
+    "cym_Latn": "cy",
+    "fry_Latn": "fy",
+    "ukr_Cyrl": "uk",
+    "isl_Latn": "is",
+    "lat_Latn": "la",
+    "hye_Armn": "hy",
+    "bul_Cyrl": "bg",
+    "tur_Latn": "tr",
+    "uzn_Latn": "uz",
+    "nld_Latn": "nl",
+    "pbt_Arab": "ps",
+    "bel_Cyrl": "be",
+    "eng_Latn": "en",
+    "xho_Latn": "xh",
+    "jav_Latn": "jv",
+    "hin_Deva": "hi",
+    "mya_Mymr": "my",
+    "bre_Latn": "br",
+    "urd_Arab": "ur",
+    "srp_Latn": "sr",
+    "cmn_Hani": "zh",
+    "kat_Geor": "ka",
+    "hrv_Latn": "hr",
+    "mal_Mlym": "ml",
+    "khm_Khmr": "km",
+    "tel_Telu": "te",
+    "rus_Cyrl": "ru",
+    "arb_Arab": "ar",
+    "deu_Latn": "de",
+    "fra_Latn": "fr",
+    "gaz_Latn": "om",
+    "swh_Latn": "sw",
+    "azj_Latn": "az",
+    "glg_Latn": "gl",
+    "kor_Hang": "ko",
+    "snd_Arab": "sd",
+    "fin_Latn": "fi",
+    "lvs_Latn": "lv",
+    "epo_Latn": "eo",
+    "kaz_Cyrl": "kk",
+    "lit_Latn": "lt",
+    "mkd_Cyrl": "mk",
+    "eus_Latn": "eu",
+    "amh_Ethi": "am",
+    "heb_Hebr": "he",
+    "sin_Sinh": "si",
+    "npi_Deva": "ne",
+    "ydd_Hebr": "yi",
+    "als_Latn": "sq",
+    "ita_Latn": "it",
+    "kan_Knda": "kn",
+    "khk_Cyrl": "mn",
+    "jpn_Jpan": "ja",
+    "guj_Gujr": "gu",
+    "sun_Latn": "su",
+    "ron_Latn": "ro",
+    "san_Deva": "sa",
+    "ckb_Arab": "ku",
+    "kir_Cyrl": "ky",
+    "uig_Arab": "ug",
+    "gla_Latn": "gd",
+    "spa_Latn": "es",
+    "ekk_Latn": "et",
+    "tha_Thai": "th",
+    "swe_Latn": "sv",
+    "hun_Latn": "hu",
+    "bos_Latn": "bs",
+    "ben_Beng": "bn",
+    "cat_Latn": "ca",
+    "mar_Deva": "mr",
+    "dan_Latn": "da",
+    "pol_Latn": "pl",
+    "ell_Grek": "el",
+    "zsm_Latn": "ms",
+    "plt_Latn": "mg",
+    "pan_Guru": "pa",
+    "lao_Laoo": "lo",
+    "fas_Arab": "fa",
+    "fil_Latn": "tl",
+    "asm_Beng": "as",
+    "ind_Latn": "id"
+}
+
+class fiNERwebConfig(datasets.BuilderConfig):
+    def __init__(self, language: str, **kwargs):
+        super().__init__(**kwargs)
+        self.language = language
+        self.language_bcp47 = language  # Store the original BCP-47 code
+
+class fiNERweb(datasets.GeneratorBasedBuilder):
+    BUILDER_CONFIGS = [
+        fiNERwebConfig(
+            name=LANGUAGE_MAPPING[lang],  # Use ISO 639 code as name
+            language=lang,  # Keep original BCP-47 code for internal use
+            description=f"{lang} subset of fiNERweb"
+        )
+        for lang in LANGUAGE_MAPPING.keys()
+    ]
+
+    def _info(self):
+        return datasets.DatasetInfo(
+            description=_DESCRIPTION,
+            features=datasets.Features(
+                {
+                    "text": datasets.Value("string"),
+                    "tokens": datasets.Sequence(datasets.Value("string")),
+                    "bio_tags": datasets.Sequence(datasets.Value("string")),
+                    "char_spans": datasets.Sequence({
+                        "start": datasets.Value("int64"),
+                        "end": datasets.Value("int64"),
+                        "text": datasets.Value("string"),
+                        "type": datasets.Value("string")
+                    }),
+                    "token_spans": datasets.Sequence({
+                        "start": datasets.Value("int64"),
+                        "end": datasets.Value("int64"),
+                        "text": datasets.Value("string"),
+                        "type": datasets.Value("string")
+                    })
+                }
+            ),
+            homepage="https://huggingface.co/datasets/whoisjones/fiNERweb",
+            citation=_CITATION,
+        )
+
+    def _split_generators(self, dl_manager: datasets.DownloadManager):
+        data_dir = os.path.join(dl_manager.manual_dir, self.config.language)
+        return [
+            datasets.SplitGenerator(
+                name=datasets.Split.TRAIN,
+                gen_kwargs={"filepath": data_dir}
+            )
+        ]
+
+    def _generate_examples(self, filepath: str):
+        dataset = datasets.load_from_disk(filepath)
+        for idx, example in enumerate(dataset):
+            yield idx, example
\ No newline at end of file
diff --git a/fil_Latn/data-00000-of-00001.arrow b/fil_Latn/data-00000-of-00001.arrow
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+size 14858768
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+  "description": "",
+  "features": {
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+      "feature": {
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+        "_type": "Value"
+      },
+      "_type": "Sequence"
+    },
+    "bio_tags": {
+      "feature": {
+        "dtype": "string",
+        "_type": "Value"
+      },
+      "_type": "Sequence"
+    },
+    "char_spans": {
+      "feature": {
+        "start": {
+          "dtype": "int64",
+          "_type": "Value"
+        },
+        "end": {
+          "dtype": "int64",
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+        },
+        "text": {
+          "dtype": "string",
+          "_type": "Value"
+        },
+        "type": {
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+          "_type": "Value"
+        }
+      },
+      "_type": "Sequence"
+    },
+    "token_spans": {
+      "feature": {
+        "start": {
+          "dtype": "int64",
+          "_type": "Value"
+        },
+        "end": {
+          "dtype": "int64",
+          "_type": "Value"
+        },
+        "text": {
+          "dtype": "string",
+          "_type": "Value"
+        },
+        "type": {
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+          "_type": "Value"
+        }
+      },
+      "_type": "Sequence"
+    }
+  },
+  "homepage": "",
+  "license": ""
+}
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+++ b/fil_Latn/state.json
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+{
+  "_data_files": [
+    {
+      "filename": "data-00000-of-00001.arrow"
+    }
+  ],
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+  "citation": "",
+  "description": "",
+  "features": {
+    "text": {
+      "dtype": "string",
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+      "feature": {
+        "dtype": "string",
+        "_type": "Value"
+      },
+      "_type": "Sequence"
+    },
+    "bio_tags": {
+      "feature": {
+        "dtype": "string",
+        "_type": "Value"
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+        }
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+          "dtype": "int64",
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+  "description": "",
+  "features": {
+    "text": {
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+    },
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