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nepali-datasets

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A comprehensive, curated collection of Nepali datasets aggregated from community sources and research repositories. Includes ML, NLP, audio, images, and geospatial data for the Nepali language.

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## Welcome to the Largest Nepali Datasets Collection

This is the **most comprehensive repository of Nepali datasets** available on GitHub. We aggregate and curate machine learning datasets for the Nepali language from multiple open sources.

> **Note:** This repository aggregates publicly available datasets from open sources. If any content belongs to you, please submit a PR or contact us to request removal.

## 📋 Table of Contents

1. [Overview](#overview)
2. [Text & NLP Datasets](#text--nlp-datasets)
   - [News & General Text Corpus](#news--general-text-corpus)
   - [Wikipedia & Reference](#wikipedia--reference)
   - [Large Scale Text Corpora](#large-scale-text-corpora)
   - [Machine Translation & Parallel Corpora](#machine-translation--parallel-corpora)
   - [Sentiment Analysis](#sentiment-analysis)
   - [Named Entity Recognition (NER)](#named-entity-recognition-ner)
   - [Text Summarization](#text-summarization)
   - [Literary & Cultural Text](#literary--cultural-text)
   - [Specialized Text Data](#specialized-text-data)
3. [Audio & Speech Datasets](#audio--speech-datasets)
   - [Text-to-Speech](#text-to-speech)
   - [Automatic Speech Recognition (ASR)](#automatic-speech-recognition-asr)
   - [Character Speech](#character-speech)
   - [Speech Embeddings](#speech-embeddings)
4. [Image Datasets](#image-datasets)
   - [Handwritten Characters & Recognition](#handwritten-characters--recognition)
   - [License Plate Recognition](#license-plate-recognition)
   - [General Images](#general-images)
   - [Currency Recognition](#currency-recognition)
5. [Geospatial & Location Datasets](#geospatial--location-datasets)
6. [Time Series & Real-Time Data](#time-series--real-time-data)
   - [Air Quality](#air-quality)
   - [Weather](#weather)
   - [Hydrology & Environment](#hydrology--environment)
   - [Market Data](#market-data)
7. [Financial & Economic Datasets](#financial--economic-datasets)
   - [Stock Market](#stock-market)
   - [Currency Exchange](#currency-exchange)
8. [Specialized Datasets](#specialized-datasets)
   - [Disaster & Emergency](#disaster--emergency)
   - [Health](#health)
9. [Embedding & Representation Learning](#embedding--representation-learning)
   - [Word Embeddings](#word-embeddings)
10. [Public Data Sources](#public-data-sources)
11. [Related NLP Research & Tools](#related-nlp-research--tools)
12. [Nepali Literature Dataset](#nepali-literature-dataset)
13. [Nepali MNIST](#nepali-mnist)
14. [Contributing](#contributing)

---

## Text & NLP Datasets

### News & General Text Corpus

- **Nepali News Dataset** - https://www.kaggle.com/lotusacharya/nepalinewsdataset
- **iNLTK Nepali News Dataset** - https://www.kaggle.com/disisbig/nepali-news-dataset
- **16NepaliNews Corpus** - https://github.com/sndsabin/Nepali-News-Classifier (14,364 documents)
- **Nepali News Dataset (Large)** - https://www.kaggle.com/ashokpant/nepali-news-dataset-large
- **Nepali News Dataset (Small)** - https://www.kaggle.com/tejshahi/20nepalinews
- **Nepali News Classification Dataset** - https://drive.google.com/drive/folders/1Vm0UJ3FfWP-3guSan3FZsOV4q7rYuJIG
- **Nagarik News Corpus** - https://github.com/ashmitbhattarai/Nepali-Language-Modeling-Using-LSTM/tree/master/Nepali_Corpus/Nagarik
- **Setopati News Corpus** - https://github.com/ashmitbhattarai/Nepali-Language-Modeling-Using-LSTM/tree/master/Nepali_Corpus/SetoPati

### Wikipedia & Reference

- **Nepali Wikipedia Articles (39K)** - https://www.kaggle.com/disisbig/nepali-wikipedia-articles
- **OSCAR Corpus Nepali** - https://www.kaggle.com/hsebarp/oscar-corpus-nepali
- **Nepali Brihat Sabdakosh JSON** - https://github.com/bikashpadhikari/nepali-brihat-sabdakosh-json (122,000 words)

### Large Scale Text Corpora

- **Large Scale Nepali Text Corpus** - https://ieee-dataport.org/open-access/large-scale-nepali-text-corpus
- **65K Nepali Sentences** - https://github.com/sanjaalcorps/NepaliDataSets
- **350K Nepali Sentences** - https://github.com/Team-Naya/nlp-doko

### Machine Translation & Parallel Corpora

- **Nepali-English Language Pair** - https://github.com/sharad461/nepali-translator
- **FLORES 101 Dataset** - https://github.com/facebookresearch/flores/tree/main/floresv1/data
- **WMT19 Parallel Corpus** - https://www.statmt.org/wmt19/parallel-corpus-filtering.html
- **English-Nepali Parallel Corpus (ELRA)** - https://catalog.elra.info/en-us/repository/browse/ELRA-W0077/
- **English-Nepali Translated Strings (TDIL)** - https://tdil-dc.in/index.php?option=com_download&task=showresourceDetails&toolid=1069&lang=en
- **English to Nepali Translation** - https://github.com/arunism/English-to-Nepali-Language-Translation/tree/master/data
- **Nepali-English Translation Dataset** - https://github.com/BISHALTWR/Nepali-English-Translation-Dataset
- **Nepali English Machine Translation Corpus** - https://github.com/facebookresearch/flores
- **Nepali Translation Parallel Corpus** - https://drive.google.com/file/d/1UThfJKJFvDgTu263DNbz-WPNLqoARZ_0/view

### Sentiment Analysis

- **Nepali Data Set for Sentiment Analysis** - https://mahesha.com.np/nepali-data-set-for-sentiment-analysis/
- **NepaliSentiment** - https://github.com/rockerritesh/NepaliSentiment
- **Sentiment Analysis in Nepali** - https://github.com/sarozz/Sentiment_analysis_in_Nepali/blob/master/data.csv
- **SentimentAnalysis** - https://github.com/sagarl123/NepaliNLP-SentimentAnalysis/blob/main/collected_labeled_data.csv
- **Nepali Sentiment Analysis** - https://www.kaggle.com/smaheshacharya/nepali-sentiment-analysis
- **Nepali Movie Reviews Sentiment Analysis** - https://www.kaggle.com/shikharghimire/nepali-language-sentiment-analysis-movie-reviews
- **Multi-channel CNN COVID-19 Tweets** - Nepali COVID-19 related tweets for classification

### Named Entity Recognition (NER)

- **Nepali NER Dataset** - https://github.com/oya163/nepali-ner/tree/master/data/ebiquity_v2

### Text Summarization

- **Nepali Text Summarization** - https://www.kaggle.com/imageinfo/nepali-text-summarization
- **Nepali Abstractive Summarization Corpus** - https://drive.google.com/file/d/1L56k0zonMk6XpelKAXPm45wCmt-9pS3x/view (286k article-title pairs)

### Literary & Cultural Text

- **Laxmi Prasad Devkota Poems** - https://github.com/devkotasawal1/Poem-Generator/blob/master/lspd.txt (119,161 characters)
- **Nepali Ukhaan Tukka (Proverbs)** - https://github.com/theseekersway/Nepali-Ukhaan-Tukka

### Specialized Text Data

- **Nepali Names** - https://github.com/datafiction/oya-nepali-nlp/blob/master/data/names/Nepali.txt
- **Dummy Nepali People Information** - https://github.com/bibhuticoder/dummydata/blob/master/data.csv
- **Nepali Stopwords** - https://github.com/sanjaalcorps/NepaliStopWords
- **Nepali Ngram** - https://github.com/virtualanup/nepalingram
- **Nepali Chat Corpus** - https://github.com/itsmeashutosh43/create-a-Open-Source-Nepali-Chat-corpus
- **English News Corpus (Nepal)** - https://github.com/sharad461/english-corpus-nepal
- **Nepal Earthquake Tweets** - https://crisisnlp.qcri.org/lrec2016/content/2015_nepal_eq.html

---

## Audio & Speech Datasets

### Text-to-Speech

- **High Quality TTS Data for Nepali** - https://www.openslr.org/43/ (2,000 sentences, 48kHz)
- **Nepali Text to Speech Dataset 1** - https://github.com/meamit/nepali-text-to-speech/tree/master/speechdb
- **Nepali Text to Speech Dataset 2** - https://github.com/anuragregmi/speak_nepali/tree/master/sounds
- **Nepali Text to Speech Dataset 3** - https://github.com/hcoebct069/nepali-asr/tree/master/recordings

### Automatic Speech Recognition (ASR)

- **Large Nepali ASR Training Dataset** - http://www.openslr.org/54 (157K utterances, 16kHz, FLAC)
- **Devanagiri Numbers Spoken Audio** - https://drive.google.com/drive/folders/15g57Qa1TQa4Ix6-MiC6v1wieouqp0XAl

### Character Speech

- **Devanagari Characters Speech** - https://github.com/tsumansapkota/Devanagari_Characters_Speech

### Speech Embeddings

- **300-D Word Embeddings (Word2Vec)** - https://github.com/rabindralamsal/Word2Vec-Embeddings-for-Nepali-Language

---

## Image Datasets

### Handwritten Characters & Recognition

- **DHCD Dataset** - https://github.com/Prasanna1991/DHCD_Dataset (Devnagari handwritten characters)
- **Nepali Characters Dataset** - https://github.com/InspiringLab/NCD
- **Nepali Handwritten Digits** - https://github.com/kcnishan/Nepali_handwritten_digits_recognition/tree/master/dataset
- **Nepali Fonts OCR Dataset** - https://github.com/BasantaChaulagain/Nepscan/tree/master/resources

### License Plate Recognition

- **License Plate Recognition (LPR) Dataset** - https://github.com/Prasanna1991/LPR (Nepali motorbike plates)

### General Images

- **Nepali Portraits Dataset** - https://www.kaggle.com/sumansid/nepali-portraits-dataset
- **Vehicles Dataset** - https://github.com/sdevkota007/vehicles-nepal-dataset (4,800 images)
- **Corn Leaf Infection Dataset** - https://www.kaggle.com/qramkrishna/corn-leaf-infection-dataset
- **Voting Ballot Paper Dataset** - https://github.com/rajshreeee/image_classification_for_voting_system_using_cnn

### Currency Recognition

- **Nepali Currency Notes** - https://drive.google.com/file/d/1pDF0hx6pvgx4DJTCHL4EeDdCT4wlfnGW/view
- **Nepali Cash Dataset** - https://drive.google.com/drive/folders/1GxITXrk13ehKMEMEbpi8mRsFSr4LUR55
- **10, 50 & 100 Rupee Notes** - https://github.com/mmanishh/nrscurrencyrecognizer/tree/master/data/train
- **Faces of Famous People from Nepal** - https://www.thefamouspeople.com/nepal.php

---

## Geospatial & Location Datasets

### Maps & Geography

- **Open Street Maps Metadata** - https://github.com/sharad461/nepal-openstreetmap-extract
- **Nepal Travel Distance (km)** - https://data.world/hdx/d1d0c217-8c6b-4747-ab1e-1069e2ff3e6b
- **Local Government of Nepal** - https://anmol2059.github.io/federal-nepal/

---

## Time Series & Real-Time Data

### Air Quality

- **EPA Air Pollution Data** - https://github.com/hbvj99/EPAAirPollution
- **Nepal Government Air Pollution Data** - https://github.com/hbvj99/NPGovAirPollution
- **Dristhi Air Pollution Data** - https://github.com/hbvj99/DristhiAirPollution

### Weather

- **Pokhara Weather Data (2009-2023)** - https://www.kaggle.com/datasets/gauravneupane/pokhara-weather-data-from-2009-to-2023
- **Nepal Multi-District Weather Dataset (2020-2025)** - https://www.kaggle.com/datasets/dipeshthapa1/nepal-multi-district-weather-dataset-2020-2025

### Hydrology & Environment

- **River Level Data** - http://www.hydrology.gov.np

### Market Data

- **Daily Vegetable/Fruit Price Information** - http://kalimatimarket.gov.np/daily-price-information
- **Mahanagar Yatayat Real-time Location** - https://github.com/theonlyNischal/Track-Mahanagar-Yatayat
- **Tribhuwan International Airport (Arrivals)** - http://tiairport.com.np/flight_details
- **Tribhuwan International Airport (Departures)** - http://tiairport.com.np/flight_details_2

---

## Financial & Economic Datasets

### Stock Market

- **Nepali Stock Market Dataset (2012-2020)** - https://www.kaggle.com/sagyamthapa/nepali-stock-market-form-2012-to-2020-till-march
- **Nepal Stock Exchange Data till 2019** - https://www.kaggle.com/qramkrishna/nepal-stock-exchange-data

### Currency Exchange

- **Nepal Rastra Bank Forex Rate API** - https://www.nrb.org.np/exportForexJSON.php?YY=2019&MM=08&DD=01&YY1=2019&MM1=08&DD1=02

---

## Specialized Datasets

### Disaster & Emergency

- **Earthquake Building Damage Levels** - https://www.drivendata.org/competitions/57/nepal-earthquake/page/136/

### Health

- **Health Diseases in Nepali** - https://github.com/sanjaalcorps/NepaliDataClassifiers/blob/master/HealthClassifiers.txt

---

## Embedding & Representation Learning

### Word Embeddings

- **Nepali Word2Vec from Scratch** - https://github.com/R4j4n/Nepali-Word2Vec-from-scratch
- **300-D Word2Vec Embeddings** - https://github.com/rabindralamsal/Word2Vec-Embeddings-for-Nepali-Language

---

## Public Data Sources

- **Open Data Nepal** - https://opendatanepal.com/
- **Census Nepal** - https://censusnepal.cbs.gov.np/results
- **LDC-IL (Indian Language Resources)** - Language resource repository

---

## Related NLP Research & Tools

- **Nepali Lemmatizer** - https://github.com/dpakpdl/NepaliLemmatizer
- **Nepali NLP Progress** - https://github.com/divyamani1/Nepali-NLP-Progress (tracking SOTA)
- **NLP Progress Nepali** - https://github.com/sebastianruder/NLP-progress/blob/master/nepali/nepali.md
- **Pre-trained Models** - https://huggingface.co/Suyogyart/nepali-16-newsgroups-classification (DistilBERT)

---

## Nepali literature dataset
- **Devkota Poem Collection** - https://www.kaggle.com/datasets/abhyudayapokhrel/nepali-devkota-poem-dataset

---

## Nepali MNIST
- ** Nepali Handwritten Digits** - https://www.kaggle.com/datasets/ujjwalpaudel/nepali-handwritten-digits

## Contributing
## 🤝 Contributing

Found a Nepali dataset? Help us grow this collection!

**How to Add:**
1. Star the repository
2. Fork the repository
3. Add dataset to `README.md` in the right category
4. Format: `- **Name** - [Link](url)`
5. Submit a PR

**Requirements:**
- Publicly available dataset
- Working direct link
- Brief description (1-2 sentences)
- Proper attribution

We review PRs within 48 hours. Thanks! 🎉

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