Update README.md

README.md

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----
-language:
-  - luo
-  - bxk
-  - lri
-  - rag
-  - swa
-license: cc-by-4.0
-task_categories:
-  - translation
-tags:
-  - kenyan-languages
-  - dholuo
-  - lubukusu
-  - lumarachi
-  - lulogooli
-  - swahili
-  - low-resource-languages
-  - african-languages
-pretty_name: KenTrans
-size_categories:
-  - 10K<n<100K
----
-
-# KenTrans: Kenyan Languages to Swahili Translation Dataset
-
-## Dataset Structure
-**KenTrans** is a parallel corpus between **Swahili** and three Kenyan languages (with multiple Luhya dialects). The dataset contains **11,795** sentence pairs translated **into Swahili**:
-
-- **Dholuo → Swahili:** 4,222 pairs
-- **Luhya → Swahili (total):** 7,573 pairs across three dialects
-  - **Lumarachi (lch):** 2,475 pairs
-  - **Lulogooli (llg):** 3,692 pairs
-  - **Lubukusu (lbk):** 1,406 pairs
-
-The dataset is provided in **Parquet format**, which is compatible with Hugging Face `datasets` library version 4.0.0 and above.
-
-Each example contains parallel text with the following fields:
-- **source**: Original sentence in the source language
-- **target**: Translation in Swahili
-
-> Example
-> ```python
-> {
->   'source': 'OSIEPE MA KENDE',
->   'target': 'MARAFIKI WA DHATI'
-> }
-> ```
-
-### Languages & Codes
-
-| Language / Dialect | Code | Family / Notes                |
-|--------------------|------|-------------------------------|
-| Dholuo (Luo)       | dho  | Nilotic (western Kenya)       |
-| Lubukusu (Bukusu)  | lbk  | Bantu, Luhya dialect          |
-| Lumarachi (Marachi)| lch  | Bantu, Luhya dialect          |
-| Lulogooli (Logooli)| llg  | Bantu, Luhya dialect          |
-| Swahili            | swa  | Target language for all pairs |
-
----
-
-## Dataset Format
-
-The dataset is distributed as **Parquet files** for optimal performance and compatibility:
-
-- **Format**: Apache Parquet (columnar storage)
-- **Encoding**: UTF-8
-- **File naming**: `{language}-train.parquet` (e.g., `dho-train.parquet`)
-- **Compatibility**: Works with `datasets` 4.0.0+ without custom loading scripts
-
----
-
-## Data Fields (Programmatic View)
-
-When parsed into records, each example can be represented with:
-
-- `id`: Unique identifier (e.g., `dho_0773_dho_tr.txt_0`)
-- `source`: Source language sentence
-- `target`: Target Swahili sentence
-- `src_lang`: One of `dho`, `lbk`, `lch`, `llg`
-- `tgt_lang`: Always `swa`
-- `pair`: Language pair as `"{src}-{tgt}"` (e.g., `dho-swa`)
-- `filename`: Source filename (e.g., `0773_dho_tr.txt`)
-
----
-
-## Usage
-
-### Loading with 🤗 Datasets
-
-**Compatible with datasets 4.0.0+** (No `trust_remote_code` needed!)
-
-```python
-from datasets import load_dataset
-
-# Load Dholuo → Swahili
-dho = load_dataset("Kencorpus/KenTrans", "dho")
-
-# Load Lubukusu → Swahili
-lbk = load_dataset("Kencorpus/KenTrans", "lbk")
-
-# Load Lumarachi → Swahili
-lch = load_dataset("Kencorpus/KenTrans", "lch")
-
-# Load Lulogooli → Swahili
-llg = load_dataset("Kencorpus/KenTrans", "llg")
-
-# Access the data
-print(dho['train'][0])
-# Output: {'id': 'dho_dho_combined.txt_0', 'source': '6AM DALA FM NEWS...', 'target': 'VIDOKEZI VYA HABARI...', ...}
-```
-
-### Dataset Format
-
-The dataset is stored in **Parquet format** with the following structure:
-- Each language pair has its own Parquet file (e.g., `dho-train.parquet`)
-- Each row represents a parallel sentence pair
-- All metadata is included in the Parquet schema
-
-
-
-## Sources
-
-## Translators (Acknowledgements)
-**Dholuo → Swahili**
-- Mercy Lavinca Oduoll (Coordinator)
-- Bildad Okebe
-- Immaculate Ochieng
-- Mary Muma. 
-
-**Luhya (Logooli) → Swahili**
-- Phillip Lumwamu (Coordinator)
-- Kints Mugoha Musungu
-- Vivian Alivitsa
-- Joseph Ambwere
-- Joyline Ingasiani. 
-
-**Luhya (Bukusu) → Swahili**
-- Martin Barasa Mulwale (Coordinator)
-- Samwel Ralph Nyongesa
-- Tobias Shikuku
-- Phelisters N Simiyu
-
-**Luhya (Marachi) → Swahili**
-- Judith Awinja (Coordinator)
-- Evans Owino
-- Belinda Oduor
-- Frankline Mwaro
-
-
-
-
-## Dataset Curator
-- Indede, Florence (Maseno University)
-- McOnyango, Owen (Maseno University)
-- Wanzare, Lilian D.A. (Maseno University)
-- Wanjawa, Barack (University of Nairobi)
-- Ombui, Edward (Africa Nazarene University)
-- Muchemi, Lawrence (University of Nairobi)
-
-## Research Paper
-
-- Wanjawa, B.W., Wanzare, L.D., Indede, F., McOnyango, O., Ombui, E., & Muchemi, L. (2022). Kencorpus: A Kenyan Language Corpus of Swahili, Dholuo and Luhya for Natural Language Processing Tasks. ArXiv, abs/2208.12081. https://arxiv.org/abs/2208.12081
-
-## Links
-Dataverse: https://dataverse.harvard.edu/dataset.xhtml?persistentId=doi:10.7910/DVN/KLCKL5
-
-
+---
+language:
+  - luo
+  - bxk
+  - lri
+  - rag
+  - swa
+license: cc-by-4.0
+task_categories:
+  - translation
+tags:
+  - kenyan-languages
+  - dholuo
+  - lubukusu
+  - lumarachi
+  - lulogooli
+  - swahili
+  - low-resource-languages
+  - african-languages
+pretty_name: KenTrans
+size_categories:
+  - 10K<n<100K
+---
+
+# KenTrans: Kenyan Languages to Swahili Translation Dataset
+
+## Dataset Structure
+**KenTrans** is a parallel corpus between **Swahili** and three Kenyan languages (with multiple Luhya dialects). The dataset contains **11,795** sentence pairs translated **into Swahili**:
+
+- **Dholuo → Swahili:** 4,222 pairs
+- **Luhya → Swahili (total):** 7,573 pairs across three dialects
+  - **Lumarachi (lch):** 2,475 pairs
+  - **Lulogooli (llg):** 3,692 pairs
+  - **Lubukusu (lbk):** 1,406 pairs
+
+The dataset is provided in **Parquet format**, which is compatible with Hugging Face `datasets` library version 4.0.0 and above.
+
+Each example contains parallel text with the following fields:
+- **source**: Original sentence in the source language
+- **target**: Translation in Swahili
+
+> Example
+> ```python
+> {
+>   'source': 'OSIEPE MA KENDE',
+>   'target': 'MARAFIKI WA DHATI'
+> }
+> ```
+
+### Languages & Codes
+
+| Language / Dialect | Code | Family / Notes                |
+|--------------------|------|-------------------------------|
+| Dholuo (Luo)       | dho  | Nilotic (western Kenya)       |
+| Lubukusu (Bukusu)  | lbk  | Bantu, Luhya dialect          |
+| Lumarachi (Marachi)| lch  | Bantu, Luhya dialect          |
+| Lulogooli (Logooli)| llg  | Bantu, Luhya dialect          |
+| Swahili            | swa  | Target language for all pairs |
+
+---
+
+## Dataset Format
+
+The dataset is distributed as **Parquet files** for optimal performance and compatibility:
+
+- **Format**: Apache Parquet (columnar storage)
+- **Encoding**: UTF-8
+- **File naming**: `{language}-train.parquet` (e.g., `dho-train.parquet`)
+- **Compatibility**: Works with `datasets` 4.0.0+ without custom loading scripts
+
+---
+
+## Data Fields (Programmatic View)
+
+When parsed into records, each example can be represented with:
+
+- `id`: Unique identifier (e.g., `dho_0773_dho_tr.txt_0`)
+- `source`: Source language sentence
+- `target`: Target Swahili sentence
+- `src_lang`: One of `dho`, `lbk`, `lch`, `llg`
+- `tgt_lang`: Always `swa`
+- `pair`: Language pair as `"{src}-{tgt}"` (e.g., `dho-swa`)
+- `filename`: Source filename (e.g., `0773_dho_tr.txt`)
+
+---
+
+## Usage
+
+### Loading with 🤗 Datasets
+
+**Compatible with datasets 4.0.0+** (No `trust_remote_code` needed!)
+
+```python
+from datasets import load_dataset
+
+# Load Dholuo → Swahili
+dho = load_dataset("Kencorpus/KenTrans", lang="dho")
+
+# Load Lubukusu → Swahili
+lbk = load_dataset("Kencorpus/KenTrans", lang="lbk")
+
+# Load Lumarachi → Swahili
+lch = load_dataset("Kencorpus/KenTrans", lang="lch")
+
+# Load Lulogooli → Swahili
+llg = load_dataset("Kencorpus/KenTrans", lang="llg")
+
+# Access the data
+print(dho['train'][0])
+# Output: {'id': 'dho_dho_combined.txt_0', 'source': '6AM DALA FM NEWS...', 'target': 'VIDOKEZI VYA HABARI...', ...}
+```
+
+### Dataset Format
+
+The dataset is stored in **Parquet format** with the following structure:
+- Each language pair has its own Parquet file (e.g., `dho-train.parquet`)
+- Each row represents a parallel sentence pair
+- All metadata is included in the Parquet schema
+
+
+
+## Sources
+
+## Translators (Acknowledgements)
+**Dholuo → Swahili**
+- Mercy Lavinca Oduoll (Coordinator)
+- Bildad Okebe
+- Immaculate Ochieng
+- Mary Muma. 
+
+**Luhya (Logooli) → Swahili**
+- Phillip Lumwamu (Coordinator)
+- Kints Mugoha Musungu
+- Vivian Alivitsa
+- Joseph Ambwere
+- Joyline Ingasiani. 
+
+**Luhya (Bukusu) → Swahili**
+- Martin Barasa Mulwale (Coordinator)
+- Samwel Ralph Nyongesa
+- Tobias Shikuku
+- Phelisters N Simiyu
+
+**Luhya (Marachi) → Swahili**
+- Judith Awinja (Coordinator)
+- Evans Owino
+- Belinda Oduor
+- Frankline Mwaro
+
+
+
+
+## Dataset Curator
+- Indede, Florence (Maseno University)
+- McOnyango, Owen (Maseno University)
+- Wanzare, Lilian D.A. (Maseno University)
+- Wanjawa, Barack (University of Nairobi)
+- Ombui, Edward (Africa Nazarene University)
+- Muchemi, Lawrence (University of Nairobi)
+
+## Research Paper
+
+- Wanjawa, B.W., Wanzare, L.D., Indede, F., McOnyango, O., Ombui, E., & Muchemi, L. (2022). Kencorpus: A Kenyan Language Corpus of Swahili, Dholuo and Luhya for Natural Language Processing Tasks. ArXiv, abs/2208.12081. https://arxiv.org/abs/2208.12081
+
+## Links
+Dataverse: https://dataverse.harvard.edu/dataset.xhtml?persistentId=doi:10.7910/DVN/KLCKL5
+
+