Omarrran/Kashmiri_Text_Corpus_Cleaned_2025_HNM

Overview

A comprehensive linear text corpus of the Kashmiri language, optimized for large language model (LLM) pre-training.

Corpus Text Analysis Report

The corpus contains approximately 2 million words, with over 91,000 unique words

The entire corpus is formatted as a single continuous line of text, ideal for LLM Pre-training

The cleaning process removed about 4.4% of characters while preserving 99.3% of words

Vocabulary richness decreased slightly (-4.66%), indicating some redundant terms were removed

The average word length is 4.53 characters, typical for Kashmiri language

Basic Statistics

• Total Characters: 5,523,956+ (5.5 million) Total Words: 2,998,614+ (3 million)

Unique Words: 91,401

Format: Single continuous line (For pre_Traning)

• Non-empty Lines: 1
• Unique Words (Vocabulary Size): 91,401
• Unique Characters: 96

Advanced Statistics

• Vocabulary Richness (Type-Token Ratio): 0.0915
• Average Line Length (words): 998,614.00
• Median Line Length (words): 998,614.00
• Mode Line Length (words): 998,614.00
• Min Line Length (words): 998,614
• Max Line Length (words): 998,614
• Standard Deviation of Line Length: 0.00
• Average Word Length (characters): 4.53

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Comparison Summary: Original vs Cleaned Text

Metric	Original	Cleaned	Change	% Change
Characters	5,778,490	5,523,956	-254,534	-4.40%
Words	3,005,941	2998,614	-7,327	-0.73%
Lines	51,785	1	-51,784	-100.00%
Unique Words	96,570	91,401	-5,169	-5.35%
Vocabulary Richness	0.0960	0.0915	-0.0045	-4.66%
Avg Line Length	25.7973	998,614.0000	+998,588.2027	+3,870,897.83%
Avg Word Length	4.6029	4.5316	-0.0712	-1.55%

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NOTE : this corpus is in ONE infinte linear Line such as :

Kashmiri Text Corpus

Citation

If you use this corpus in your research or applications, please cite as follows:

@dataset{kashmiri_corpus_2025,
  title     = {Omarrran/Kashmiri_Text_Corpus_Cleaned_2025_HNM},
  author    = {[Haq Nawaz Malik]},
  year      = {2025},

  url       = {[https://huggingface.co/datasets/Omarrran/Kashmiri_Text_Corpus_Cleaned_2025_HNM/]},
  note      = {3 million words, single continuous line format FOR PRE-TRAINNING}
}

License

[See above model card Tags]

Authorship and Acknowledgments

This corpus was compiled and processed by [Haq Nawaz Malik] for Open_source.

Development Process

The corpus was developed through a systematic process:

Collection of diverse Kashmiri texts from multiple sources

Cleaning , normalization and

Deduplication while preserving linguistic features

Conversion to single-line format for optimal training

Limitations

The corpus may not fully represent all Kashmiri dialects

Some specialized technical terminology may be underrepresented

Users should be aware of potential biases in source materials

Contact

For questions, improvements, or access requests, please contact: [Hnm[at]cs[dot]ai[at]outlook[dot]com]

Last updated: April 10, 2025