{ "data_id": "40923", "name": "Devnagari-Script", "exact_name": "Devnagari-Script", "version": 1, "version_label": null, "description": "**Author**: Prashnna K Gyawali, Shailesh Acharya, Ashok Pant \r\n**Source**: [Computer Vision Research Group, Nepal](https:\/\/web.archive.org\/web\/20160105230017\/http:\/\/cvresearchnepal.com\/wordpress\/dhcd\/), [Kaggle](https:\/\/www.kaggle.com\/rishianand\/devanagari-character-set) \r\n**Please cite**: Acharya S., Pant A.K., Gyawali P.K.,\u201dDeep Learning based large scale handwritten Devanagari Character Recognition\u201d Proceeding of 9th International Conference on Software, Knowledge, Information Management & Applications \r\n\r\n**Character Recognition for Devanagari Script** \r\n\r\nIn human civilisation, languages evolved first, and then came scripts. The Devanagari script is one of the oldest scripts of India, having evolved from the ancient Brahmi script. It came to be adopted widely from around the 7th century CE, and is the world\u2019s fourth most used script after Latin, Chinese and Arabic. It is used in nearly 120 languages and dialects, including Nepali, Marathi and, of course, Hindi. It is also the script in which Sanskrit, the language of holy Hindu scriptures, is written. In fact, the word Devanagari means \u2018that from the city of gods\u2019. Its distinguishing feature is a horizontal bar drawn at the top to connect the letters forming each word.\r\n\r\nThis dataset consists of 92 thousand images (32x32 pixels) of 46 characters from Devanagari script. Includes the alphabet as well as the numbers. Devanagari is an Indic script and forms a basis for over 100 languages spoken in India and Nepal including Hindi, Marathi, Sanskrit, and Maithili. It comprises of 47 primary alphabets, 14 vowels, and 33 consonants, and 10 digits. In addition, the alphabets are modified when a vowel is added to a consonant. There is no capitalization of alphabets, unlike Latin languages.\r\n\r\n![](https:\/\/upload.wikimedia.org\/wikipedia\/commons\/thumb\/f\/fb\/Devanagari_consonants_transp.png\/912px-Devanagari_consonants_transp.png)", "format": "ARFF", "uploader": "Saurab Rajkarnikar", "uploader_id": 3948, "visibility": "public", "creator": null, "contributor": null, "date": "2017-09-26 14:54:18", "update_comment": null, "last_update": "2017-09-26 14:54:18", "licence": "Public", "status": "active", "error_message": null, "url": "https:\/\/www.openml.org\/data\/download\/16789311\/devnagari.arff", "default_target_attribute": "character", "row_id_attribute": null, "ignore_attribute": null, "runs": 43, "suggest": { "input": [ "Devnagari-Script", "In human civilisation, languages evolved first, and then came scripts. The Devanagari script is one of the oldest scripts of India, having evolved from the ancient Brahmi script. It came to be adopted widely from around the 7th century CE, and is the world\u2019s fourth most used script after Latin, Chinese and Arabic. It is used in nearly 120 languages and dialects, including Nepali, Marathi and, of course, Hindi. It is also the script in which Sanskrit, the language of holy Hindu scriptures, is w " ], "weight": 5 }, "qualities": { "NumberOfInstances": 92000, "NumberOfFeatures": 1025, "NumberOfClasses": 46, "NumberOfMissingValues": 0, "NumberOfInstancesWithMissingValues": 0, "NumberOfNumericFeatures": 1024, "NumberOfSymbolicFeatures": 1, "PercentageOfNumericFeatures": 99.90243902439025, "Quartile3MeansOfNumericAtts": 92.53509510869814, "MaxMutualInformation": null, "MinNominalAttDistinctValues": 46, "PercentageOfSymbolicFeatures": 0.0975609756097561, "Quartile3MutualInformation": null, "MaxNominalAttDistinctValues": 46, "MinSkewnessOfNumericAtts": -0.6101155606053595, "Quartile1AttributeEntropy": null, "Quartile3SkewnessOfNumericAtts": 1.1977973128960633, "MaxSkewnessOfNumericAtts": 5.207717655045808, "MinStdDevOfNumericAtts": 0, "Quartile1KurtosisOfNumericAtts": -1.5597479227826985, "Quartile3StdDevOfNumericAtts": 108.33302415592964, "MaxStdDevOfNumericAtts": 115.16200053583661, 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