Urdu Text Dataset Analysis
Dataset: cleaned_content_only_unique.csv
Dataset Overview
- File Information
- Size: 14.59 MB (15,297,210 bytes)
- Encoding: UTF-8
Basic Statistics
- Total Characters: 8,394,639
- Total Characters (excluding spaces): 6,982,483
- Total Lines: 4,151
- Total Paragraphs: 1
- Total Sentences: 29,005
- Total Words: 1,559,432
Linguistic Analysis
- Vocabulary Size: 52,112
- Average Word Length: 4.33 characters
- Median Word Length: 4.0 characters
- Average Sentence Length: 53.76 words
- Median Sentence Length: 26.0 words
- Longest Word: عبدالظاہرکوتعزیرات (18 characters)
- Shortest Word: ا (1 characters)
Structural Analysis
- Average Paragraph Length: 1416307.00 words
- Maximum Paragraph Length: 1,416,307 words
- Minimum Paragraph Length: 1,416,307 words
- Empty Lines: 0
Line Length Statistics
- Mean: 2021.32 characters
- Median: 1783.00 characters
- Maximum: 22,626 characters
- Minimum: 17 characters
Vocabulary Analysis
- Total Unique Words: 52,112
- Hapax Legomena (words appearing once): 20,143
- Dis Legomena (words appearing twice): 6,625
- Vocabulary Richness: 0.0334
Most Frequent Words (Top 20)
Rank | Word | Frequency |
---|---|---|
1 | ا | 31,618 |
2 | ی | 19,845 |
3 | ے | 8,769 |
4 | ر | 6,763 |
5 | یں | 5,139 |
6 | ي | 4,323 |
7 | ل | 4,171 |
8 | ن | 4,013 |
9 | ساي | 3,105 |
10 | فاي | 2,977 |
11 | ں | 2,899 |
12 | ٹ | 2,804 |
13 | س | 2,690 |
14 | م | 2,454 |
15 | یوں | 2,086 |
16 | پاي | 2,024 |
17 | واي | 1,996 |
18 | لاي | 1,986 |
19 | جاي | 1,853 |
20 | بناي | 1,820 |
Character Analysis
Unicode Categories Distribution
- Nd: 75,921
- Lo: 6,670,503
- Po: 74,303
- Mn: 157,425
- Cf: 159
- Lm: 22
Writing Scripts Used
- DIGIT: 75,921
- ARABIC: 6,902,253
- ZERO: 159
Special Characters (Top 20)
Character | Unicode Name | Count |
---|---|---|
ٔ | ARABIC HAMZA ABOVE | 102,571 |
، | ARABIC COMMA | 36,006 |
ٓ | ARABIC MADDAH ABOVE | 31,547 |
۔ | ARABIC FULL STOP | 29,005 |
ِ | ARABIC KASRA | 10,654 |
؟ | ARABIC QUESTION MARK | 9,106 |
ُ | ARABIC DAMMA | 6,368 |
ٰ | ARABIC LETTER SUPERSCRIPT ALEF | 3,789 |
ً | ARABIC FATHATAN | 1,664 |
ّ | ARABIC SHADDA | 694 |
٭ | ARABIC FIVE POINTED STAR | 171 |
ZERO WIDTH NO-BREAK SPACE | 159 | |
َ | ARABIC FATHA | 109 |
؛ | ARABIC SEMICOLON | 15 |
ْ | ARABIC SUKUN | 6 |
ٖ | ARABIC SUBSCRIPT ALEF | 6 |
ٍ | ARABIC KASRATAN | 5 |
ٌ | ARABIC DAMMATAN | 5 |
٘ | ARABIC MARK NOON GHUNNA | 4 |
ٕ | ARABIC HAMZA BELOW | 2 |
Dataset Quality Metrics
- Text appears to be properly segmented into paragraphs and sentences.
- Unicode encoding is properly maintained.
- Special characters and scripts are consistently used.
Notes and Methodology
- Analysis performed using Python 3 with Unicode support.
- Word boundaries determined using regular expressions.
- Sentences delimited by Urdu punctuation marks.
- Character analysis includes Unicode category and script information.
- Vocabulary analysis includes frequency distribution and richness metrics.
Potential Use Cases
- Urdu language processing.
- Linguistic research.
- Text classification.
- Language modeling.
- Vocabulary analysis.
Data Format
- Plain text in CSV.
- UTF-8 encoded.
- Line-delimited paragraphs.
- Standard Urdu orthography.
Usage Terms for this Dataset
Purpose of Use
This dataset is made available for the purpose of training machine learning models, academic research, and other non-commercial uses related to the Urdu language and its applications.Citation Requirement
If you use this dataset for research, training models, or any other purpose, you must provide proper attribution by citing the following:@misc {haq_nawaz_malik_2024, author = { {HAQ NAWAZ MALIK} }, title = { Urdu_news_Dataset (Revision b36554a) }, year = 2024, url = { https://huggingface.co/datasets/Omarrran/Urdu_news_Dataset }, doi = { 10.57967/hf/3597 }, publisher = { Hugging Face } }
Modifications and Extensions
Any modifications, extensions, or derivative works created using this dataset must not be redistributed, published, or shared without obtaining explicit written permission from the dataset's creator.Contact for Permissions
For any queries regarding usage, such as modifications, extensions, commercial applications, or redistribution, please contact the Author at:[Hnm{dot}cs{dot}ai{at}outlook{dot}com]
Disclaimer
The dataset is provided "as is" without any warranties, guarantees, or liabilities. The creator assumes no responsibility for any direct or indirect consequences resulting from its use.
By using this dataset, you agree to abide by these terms.
@misc {haq_nawaz_malik_2024,
author = { {HAQ NAWAZ MALIK} },
title = { Urdu_news_Dataset (Revision b36554a) },
year = 2024,
url = { https://huggingface.co/datasets/Omarrran/Urdu_news_Dataset },
doi = { 10.57967/hf/3597 },
publisher = { Hugging Face }
}
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