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words (json)ner (json)
[ "কিন্তু", "বিচাৰি", "পায়", "ক", "'", "ত", "?" ]
[ 0, 0, 0, 0, 0, 0, 0 ]
[ "আলেখ্য", "সম্পাদক" ]
[ 0, 0 ]
[ "এটা", "VPN", "সংযোগ", "ধৰণ", "বাছক" ]
[ 0, 0, 0, 0, 0 ]
[ "এটা", "সেৱাক", "&", "brandShortName", ".", "লৈ", "যোগ", "কৰিবলে", "তাত", "ক্লিক", "কৰক", "।" ]
[ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ]
[ "\"", "এই", "কি", "'", "য়ে", "সন্ধান", "সঁজুলি", "আৰম্ভ", "হওতে", "\"", "\"", "পৰিবৰ্তিত", "তাৰিখ", "অধিক", "\"", "\"", "সন্ধান", "বিকল্প", "নিৰ্বাচন", "হয়নে", "নিৰ্ধাৰণ", "কৰে", "।", "\"" ]
[ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ]
[ "দুখন", "প্ৰধান", "নদী", ",", "টাইগ্ৰিছ", "আৰু", "ইউফ্ৰেটিছ", ",", "ইৰাকৰ", "মধ্যভাগেদি", "দক্ষিণলৈ", "পাৰ্ছিয়ান", "গ", "'", "ল্ফৰ", "কাষত", "ছাট", "আল", "-", "আৰৱলৈ", "বৈ", "গৈছে", "।" ]
[ 0, 0, 0, 0, 3, 0, 3, 0, 0, 0, 3, 4, 0, 0, 0, 0, 3, 4, 4, 4, 0, 0, 0 ]
[ "দেশত", "সাতদিনীয়া", "ৰাষ্ট্রীয়", "শোক", "ঘোষণা" ]
[ 0, 0, 0, 0, 0 ]
[ "পণ্ডিত", "দীনদয়াল", "উপাধ্যায়", "ডাঙৰীয়াই", "এই", "কথা", "১৯৬৫", "চনত", "কৈছিল", "।" ]
[ 1, 2, 2, 2, 0, 0, 0, 0, 0, 0 ]
[ "তৰ্ক", "নকৰিব", "।" ]
[ 0, 0, 0 ]
[ "এটা", "Wi", "-", "Fi", "(", "বেতাঁৰ", ")", "নেটৱাৰ্কৰ", "সৈতে", "সংযোগ", "কৰিবলৈ", ",", "পৰ্দাৰ", "ওপৰ", "সোঁফালে", "অৱস্থা", "মেনুত", "ক্লিক", "কৰক", ",", "আৰু", "তাৰ", "পিছত", "ক্লিক", "কৰক", "।" ]
[ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ]
[ "এটা", "IP", "ঠিকনা", "কি", "?" ]
[ 0, 0, 0, 0, 0 ]
[ "বৈদিক", "যুগৰ", "পৰা", "মানিমুনি", "আয়ুৰ্বেদিক", "ঔষধ", "হিচাপে", "ব্যৱহাৰ", "কৰি", "অহা", "হৈছে", "।" ]
[ 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0 ]
[ "পূৰ্বৰ", "CE", "/", "REC", "/", "32/2019/3", ",", "তাৰিখঃ", "গুৱাহাটী", ",", "১৩", "মাৰ্চ", ",", "২০২০", "নম্বৰৰ", "নিবিদা", "প্ৰেছ", "জাননী", "বাতিল", "কৰি", "অসমৰ", "গড়কাপ্টানী", "বিভাগ", "(", "গৃহ", ")", "ৰ", "মুখ্য", "অভিযন্তাই", "ৰাজ্যপালৰ", "হৈ", "আমিনগাঁৱত", "অসম", "ন্যায়িক", "একাডেমী", "নিৰ্মাণৰ", "বাবে", "নতুনকৈ", "নিবিদা", "আহ্বান", "কৰিছে", "।" ]
[ 0, 5, 0, 5, 0, 0, 0, 3, 4, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 3, 0, 0, 0, 5, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ]
[ "নিবনুৱাৰ", "জোতাৰ", "নাই", "ভৱিষ্যত" ]
[ 0, 0, 0, 0 ]
[ "DTMFs", "প্ৰেৰণৰ", "বাবে", "অৱস্থা", "বাছক" ]
[ 0, 0, 0, 0, 0 ]
[ "উৎপাদন", ",", "উদ্ভাৱন", ",", "প্রযুক্তি", ",", "পৰিবেশ", ",", "পৰিসেৱা", "-", "যিয়েই", "নহওঁক", "কিয়", ",", "ছিংগাপুৰ", "সকলো", "দিশতে", "আজিয়েই", "চিন্তা", "কৰে", ",", "যিটো", "বিশ্বৰ", "বাকী", "দেশবোৰে", "কাইলৈ", "কৰিব", "।" ]
[ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 3, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ]
[ "ভলিউম", "মাউন্ট", "কৰতে", "ব্যৰ্থ", "।", "এনক্ৰিপ্ট", "কৰা", "ড্ৰাইভেৰ", "ক্ষেত্ৰে", "সম্ভবত", "ভুল", "পাসৱৰ্ড", "অথবা", "কি", "প্ৰয়োগ", "কৰা", "হয়েছে", "।" ]
[ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ]
[ "আশা", "কৰো", "যে", "ৰাজ্যৰ", "চৰকাৰে", "চিকিৎসক", ",", "অৰ্থনীতিবিদ", ",", "শিল্পপতি", ",", "ব্যৱসায়ী", ",", "শ্ৰমজীৱী", ",", "কৃষক", ",", "নিবনুৱা", "আৰু", "অন্য", "লোকসকলৰ", "বাবে", "আয়ৰ", "উৎসৰ", "ব্যৱস্থা", "কৰিব", "।" ]
[ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ]
[ "এলিচ", "চ্প্ৰিংচ্" ]
[ 3, 4 ]
[ "এটা", "সাধাৰণ", "Windows", "অংশীদাৰী", "URL", "দেখাত", "এনেকুৱা", "হয়ঃ" ]
[ 0, 0, 0, 0, 0, 0, 0, 0 ]
[ "বিন্যাস", "নথিপত্ৰ", "পঢ়োঁতে", "ব্যৰ্থ" ]
[ 0, 0, 0, 0 ]
[ "%", "s", "%", "d", "%", "%", "ত", "পৰিচয়সমূহ", "ডাউনল", "'", "ড", "কৰা", "সম্পূৰ্ণ", ".", ".", "." ]
[ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ]
[ "\"", "সেৱাসমূহ", "\"", "\"", "যেনেকুৱা", "আছে", "-", "তেনেকুৱা", "\"", "\"", "ধৰণে", "প্ৰদান", "কৰা", "হয়", "।", "{", "-", "vendor", "-", "short", "-", "name", "}", ",", "ইয়াক", "অৱদানকাৰীসকল", ",", "অনুজ্ঞাদাতাসকল", ",", "আৰু", "বিতৰণকাৰীসকল", ",", "সকলো", "ৱাৰেণ্টি", "অস্বীকাৰ", "কৰে", ",", "আভাস", "দিয়া", "অথবা", "প্ৰণয়ন", "কৰা", ",", "কোনো", "সীমা", "নহোৱাকৈ", "অন্তৰ্ভুক্ত", "কৰা", ",", "ৱাৰেণ্টি", "যাৰ", "বাবে", "সেৱাসমূহ", "বাণিজ্যিক", "আৰু", "আপোনাৰ", "নিৰ্দিষ্ট", "উদ্দেশ্যৰ", "বাবে", "উপযুক্ত", "।", "আপুনি", "সেৱাসমূহ", "আপোনাৰ", "উদ্দেশ্যৰ", "বাবে", "নিৰ্বাচন", "কৰিলে", "সেৱাসমূহৰ", "বৈশিষ্ট্য", "আৰু", "পৰিৱেশনৰ", "সম্পূৰ্ণ", "বিপদৰ", "দায়িত্ব", "লব", "।", "কিছুমান", "ক্ষেত্ৰাধিকাৰে", "প্ৰণয়ন", "কৰা", "ৱাৰেণ্টিসমূহ", "বহিষ্কাৰ", "অথবা", "সীমিত", "কৰাৰ", "অনুমতি", "নিদিয়ে", ",", "সেয়েহে", "এই", "অস্বীকাৰ", "পত্ৰ", "আপোনাৰ", "বাবে", "প্ৰযোজ্য", "নহবও", "পাৰে", "।", "\"" ]
[ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ]
[ "আমি", "জটিল", "সন্ধিক্ষণত", "আমাৰ", "সমস্যাৱলীক", "ভাগ", "-", "বতৰা", "কৰাৰ", "দৰে", "প্ৰত্যেকৰে", "সফলতাক", "উদযাপন", "কৰোঁ", "।" ]
[ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ]
[ "Linux", "চিস্টেমসমূহৰ", "সৈতে", "সংগত" ]
[ 0, 0, 0, 0 ]
[ "আন", "এটা", "ডিভাইচ", "সংযোগ", "কৰক" ]
[ 0, 0, 0, 0, 0 ]
[ "১৯৯৫", "চনত", ",", "মোৰ", "পত্নী", "বিয়েট্ৰিজৰ", "সৈতে" ]
[ 0, 0, 0, 0, 0, 1, 0 ]
[ "[", "১৮", "পৃষ্ঠাৰ", "ছবিসমূহ", "]" ]
[ 0, 0, 0, 0, 0 ]
[ "যেতিয়া", "আপোনাৰ", "কমপিউটাৰ", "ব্যৱহাৰ", "কৰা", "সম্পূৰ্ণ", "হয়", ",", "আপুনি", "ইয়াক", "বন্ধ", "কৰিব", "পাৰে", ",", "ইয়াক", "স্থগিত", "কৰিব", "পাৰে", "(", "শক্তি", "সংৰক্ষণ", "কৰিবলৈ", ")", ",", "অথবা", "ইয়াক", "অন", "ৰাখি", "লগ", "আউট", "কৰিব", "পাৰে", "।" ]
[ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ]
[ "GNOME", "সংগীত", "ৱেবছাইটলৈ", "যাওক" ]
[ 5, 6, 0, 0 ]
[ "কোনোমতেই", "বাহিৰৰ", "মানুহজাকক", "ভিতৰলৈ", "আহিব", "দিব", "নোৱাৰি", "।" ]
[ 0, 0, 0, 0, 0, 0, 0, 0 ]
[ "X", "-", "Rite", "ColorMunki", "Display", "(", "কলৰিমিটাৰ", ")" ]
[ 0, 0, 0, 0, 0, 0, 0, 0 ]
[ "মায়াৱতীয়ে", "কয়", ",", "'", "উত্তৰ", "প্ৰদেশত", "মহিলাৰ", "বিৰুদ্ধে", "সংঘটিত", "অপৰাধ", "বৃদ্ধি", "পাই", "আছে", ",", "কিন্তু", "চৰকাৰ", "এতিয়াও", "শুয়েই", "আছে", "।" ]
[ 1, 0, 0, 0, 3, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ]
[ "চাৰ্ভাৰৰ", "ক্লাএণ্টে", "সমৰ্থন", "কৰা", "চিফাৰসমূহতকে", "অধিক", "সুৰক্ষিত", "চিফাৰৰ", "প্ৰয়োজন", "।" ]
[ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ]
[ "তথাপি", "আশা", "নেৰি", "গৈ", "আছোঁ", "।" ]
[ 0, 0, 0, 0, 0, 0 ]
[ "পূৱালৈকে", "আৰু", "কোনো", "নাহে", "।" ]
[ 0, 0, 0, 0, 0 ]
[ "গাঁৱৰ", "এক", "কৃষক", "পৰিয়াল", "।" ]
[ 0, 0, 0, 0, 0 ]
[ "GNOME", "ফন্টসমূহ", "ব্যৱহাৰ", "কৰক" ]
[ 0, 0, 0, 0 ]
[ "এটা", "সৰঞ্জাম", "দিওঁতাৰ", "শব্দৰ", "প্ৰয়োজন" ]
[ 0, 0, 0, 0, 0 ]
[ "কোনো", "মিল", "খোৱা", "CRL", "পোৱা", "নগল", "।" ]
[ 0, 0, 0, 0, 0, 0, 0 ]
[ "এপ্লিকেচন", "আৰু", "কাৰ্য্যস্থান", "তালিকা" ]
[ 0, 0, 0, 0 ]
[ "কেৱল", "ইয়াতেই", "নে", "!" ]
[ 0, 0, 0, 0 ]
[ "এতিয়া", "আপডেইট", "কৰক" ]
[ 0, 0, 0 ]
[ "পেনেলৰ", "উচ্চতা", "(", "উলম্ব", "পেনেলৰ", "ক্ষেত্ৰত", "প্ৰস্থ", ")", "।", "কাৰ্যকালত", "ফন্টৰ", "মাপ", "আৰু", "অন্যান্য", "চিহ্ন", "অনুযায়ী", "পেনেলৰ", "সৰ্বনিম্ন", "মাপ", "স্বয়ংক্ৰিয়ৰূপে", "নিৰ্ধাৰণ", "কৰা", "হ", "'", "ব", "।", "সৰ্বোচ্চ", "মাপ", "স্ক্ৰিনৰ", "উচ্চতাৰ", "(", "বা", "প্ৰস্থৰ", ")", "এক", "-", "চতুৰ্থাংশে", "নিৰ্ধাৰণ", "কৰা", "হয়", "।" ]
[ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ]
[ "ইয়াত", "আত্মঘাতী", "বোমাৰুৰ", "জাক", "তৈয়াৰ", "কৰা", "হৈছে", "।" ]
[ 0, 0, 0, 0, 0, 0, 0, 0 ]
[ "জিলাখনৰ", "অৰ্থনৈতিক", "ব্যৱস্থা", "মূলতঃ", "কৃষিৰ", "ওপৰতে", "নিৰ্ভৰশীল", "।" ]
[ 0, 0, 0, 0, 0, 0, 0, 0 ]
[ "এই", "বুজাবুজি", "চুক্তিয়ে", "ভাৰত", "আৰু", "বেলজিয়ামৰ", "মাজত", "আইচিটি", "এণ্ড", "ই", "নীতিৰ", "উন্নত", "অনুশীলন", ".", "আইচিটি", "এণ্ড", "ইৰ", "নিৰ্মাণ", "আৰু", "সেৱাক", "বিশেষ", "গুৰুত্ব", "প্ৰদান", "কৰি", "এই", "ক্ষেত্ৰত", "ডিজিটেল", "প্ৰযুক্তি", "আৰু", "গৱেষণাৰ", "বিষয়", ".", "ই", "-", "প্ৰশাসন", "আৰু", "ই", "-", "ৰাজহৱা", "সেৱা", "প্ৰদান", ",", "সন্মিলনত", "অংশগ্ৰহণ", ",", "অধ্যয়নমুলক", "ভ্ৰমণ", "আৰু", "বিশেষজ্ঞৰ", "আদান", "-", "প্ৰদান", ",", "চাইবাৰ", "নিৰাপত্তা", "আৰু", "ডাটাৰ", "শুদ্ধতা", "সম্পৰ্কীয়", "বিষয়ৰ", "সমাধান", ",", "বজাৰ", "ব্যৱস্থা", ",", "বাণিজ্য", "আৰু", "সেৱা", "ইত্যাদি", "দিশত", "সহযোগিতা", "আগবঢ়াব", "।" ]
[ 0, 0, 5, 0, 0, 3, 0, 0, 0, 0, 0, 0, 0, 0, 5, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ]
[ "আপডেটৰ", "বাবে", "পৰিক্ষা", "কৰক" ]
[ 0, 0, 0, 0 ]
[ "প্ৰধানমন্ত্ৰী", "নৰেন্দ্ৰ", "মোদীয়ে", "উদ্বোধন", "কৰিব", "এই", "সন্মিলন", "।" ]
[ 0, 1, 2, 0, 0, 0, 0, 0 ]
[ "আপুনি", "মোতকৈ", "অভিজ্ঞ", "।" ]
[ 0, 0, 0, 0 ]
[ "আপুনি", "সেই", "নামটো", "জানেনে", "?" ]
[ 0, 0, 0, 0, 0 ]
[ "RSS", "ফীড", "উন্নত", "কৰক" ]
[ 0, 0, 0, 0 ]
[ "এটা", "চাৰ্ভাৰ", "অথবা", "নেটৱাৰ্ক", "অংশীদাৰীত", "ফাইলসমূহ", "ব্ৰাউছ", "কৰক" ]
[ 0, 0, 0, 0, 0, 0, 0, 0 ]
[ "ঠিকনাতো", "শুদ্ধকৈ", "দিছা", "নহয়", "?" ]
[ 0, 0, 0, 0, 0 ]
[ "ILERPG", "ৰ", "কাৰণে", "আলোকপাত", "কৰা" ]
[ 5, 0, 0, 0, 0 ]
[ "আপুনি", "ভাগ্যৱান", "।" ]
[ 0, 0, 0 ]
[ "জানিব", "পৰা", "অনুসৰি", "অগ্নিকাণ্ডত", "লক্ষাধিক", "টকাৰ", "সম্পত্তি", "জুইত", "জাহ", "যায়", "।" ]
[ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ]
[ "ভাৰত", "আৰু", "উজবেকিস্তানে", "ঔষধ", "উদ্যোগৰ", "অগ্রগতিৰ", "গুৰুত্বৰ", "সন্দৰ্ভত", "বিবেচনা", "কৰাৰ", "সমান্তৰালভাৱে", "ফার্মাচিউটিকেল", "ক্ষেত্রত", "বাণিজ্য", ",", "উৎপাদন", ",", "গৱেষণা", "আৰু", "উন্নয়নৰ", "ক্ষেত্ৰত", "পাৰস্পৰিক", "সহযোগিতা", "গঢ়ি", "তোলাৰ", "লক্ষ্যৰে", "দুয়ো", "দেশৰ", "চৰকাৰে", "দ্বিপাক্ষিক", "সহযোগিতাৰ", "এক", "নিয়মমাফিক", "ব্যৱস্থা", "গঢ়ি", "তোলাৰ", "প্ৰচেষ্টা", "হাতত", "লৈ", "আহিছে", "।" ]
[ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ]
[ "\"", "নাই", "ঠগোৱা", "হে", "।" ]
[ 0, 0, 0, 0, 0 ]
[ "সকলো", "স্টিকি", "নোটেৰ", "সাথে", "ব্যৱহাৰৰ", "বাবে", "এটা", "ফন্ট", "নিৰ্বাচন", "কৰক" ]
[ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ]
[ "স্বনিৰ্ধাৰিত", "বাৰ্তা", ".", ".", "." ]
[ 0, 0, 0, 0, 0 ]
[ "মোৰ", "কোনো", "ল", "'", "ৰা", "খুলশালী", "নাই", "।" ]
[ 0, 0, 0, 0, 0, 0, 0, 0 ]
[ "এই", "ৰেচিপীটো", "পাকঘৰলৈ", "লৈ", "যাওক" ]
[ 0, 0, 0, 0, 0 ]
[ "কমন", "ভইচ", "মেইলিং", "তালিকাত", "যোগদান", "কৰক" ]
[ 5, 6, 0, 0, 0, 0 ]
[ "অন্যথা", "তেওঁলোকৰ", "বিৰুদ্ধে", "ব্যৱস্থা", "লোৱা", "হব", "।" ]
[ 0, 0, 0, 0, 0, 0, 0 ]
[ "সেৱক", "অনুমোদনেৰ", "ডিৰেক্টৰি", "(", "daemon", "/", "ServAuthDir", ")", "ৰূপে", "%", "s", "ধাৰ্য", "কৰা", "হয়েছে", "কিন্তু", "এই", "ডিৰেক্টৰিৰ", "বাবে", "সঠিক", "অনুমতি", "উপস্থিত", "নেই", ".", "%", "o", "অনুমতি", "উপস্থিত", "থাকা", "আবশ্যক", "।", "অনুগ্ৰহ", "কৰে", "GDM", "বিন্যাসেশন", "অথবা", "অনুমতি", "সংশোধন", "কৰে", "GDM", "পুনৰায়", "আৰম্ভ", "কৰক", "।" ]
[ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ]
[ "প্ৰেৰিত", "বাইটঃ" ]
[ 0, 0 ]
[ "এটা", "সাধাৰণ", "প্ৰক্ৰিয়া", "আৰু", "চিস্টেম", "মনিটৰ", "।" ]
[ 0, 0, 0, 0, 0, 0, 0 ]
[ "এই", "ঘটনাটোৱে", "মোৰ", "জীৱনত", "বহুত", "প্ৰভাৱ", "পেলালে", "।" ]
[ 0, 0, 0, 0, 0, 0, 0, 0 ]
[ "-", "তেনেকুৱা", "একো", "নাই", "।" ]
[ 0, 0, 0, 0, 0 ]
[ "ত্ৰুটিপূৰ্ণ", "আইকন", "নিৰ্দেশক", "'", "%", "s", "'" ]
[ 0, 0, 0, 0, 0, 0, 0 ]
[ "প্ৰতিমাহে", "১৫০০০", "টকাতকৈ", "কম", "উপাৰ্জনকাৰী", "কৰ্মচাৰীসকলৰ", "বাবে", "ইপিএফ", "বৈকল্পিক", "কৰি", "তোলা", "হ", "'", "ব", "।" ]
[ 0, 0, 0, 0, 0, 0, 0, 5, 0, 0, 0, 0, 0, 0, 0 ]
[ "বৰুৱা", "এজন", "পৰিচিত", "কবিও", "।" ]
[ 0, 0, 0, 0, 0 ]
[ "টেলী", "শিক্ষা", "হৈছে", "এক", "আধুনিক", "প্ৰক্ৰিয়াৰ", "শিক্ষা", ",", "যাৰ", "যোগেদি", "শিক্ষাৰ্থী", "সকলে", "ইণ্টাৰনেটৰ", "পৰা", "ভিডিঅ", "'", "আদিৰ", "শিক্ষা", "গ্ৰহন", "কৰিব", "পাৰিব", "।" ]
[ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ]
[ "মানুহ", "সামাজিক", "জীৱ", "।" ]
[ 0, 0, 0, 0 ]
[ "ভুল", "ধৰণৰ", "অৱজেক্ট", "।" ]
[ 0, 0, 0, 0 ]
[ "টেক্সট", "স্তম্ভ" ]
[ 0, 0 ]
[ "কোনো", "উচ্চতৰ", "বুদ্ধিশক্তিৰ", "পৰানে", "?" ]
[ 0, 0, 0, 0, 0 ]
[ "ভাৰতৰ", "প্ৰথম", "ব্যক্তিগত", "ৰেডিঅ", "'", "সংস্থা", "মহীশূৰতেই", "আছিল", "।" ]
[ 0, 0, 0, 0, 0, 0, 3, 0, 0 ]
[ "সংযোগ", "ত্ৰুটি" ]
[ 0, 0 ]
[ "বৰ্তমান", "ধেমাজি", "অসামৰিক", "চিকিৎসালয়ত", "." ]
[ 0, 0, 0, 0, 0 ]
[ "লেইজান", "এলবেট্ৰছ", "নামৰ", "এজাতি", "সামুদ্ৰিক", "চৰায়ে", "অতি", "দূৰত্বলৈ", "উৰিব", "পাৰে", "(", "এটা", "উপলক্ষ্যত", "এই", "চৰায়ে", "কেৱল", "৯০", "দিনৰ", "ভিতৰত", "৪০", ",", "০০০", "কিলোমিটাৰ", "অতিক্ৰম", "কৰে", ")", "।" ]
[ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ]
[ "এই", "মহোৎসৱ", "ৰাজ্যিক", "চৰকাৰৰ", "অধীনস্থ", "জ্যোতি", "চিত্ৰবন", "(", "ফিল্ম", "ষ্টুডিঅ", "'", ")", "আৰু", "ড°", "ভূপেন", "হাজৰিকা", "আঞ্চলিক", "চৰকাৰী", "চলচ্চিত্ৰ", "আৰু", "টেলিভিছন", "প্ৰতিষ্ঠানৰ", "যুটীয়া", "সহযোগত", "অনুষ্ঠিত", "কৰা", "হৈছে", "।" ]
[ 0, 0, 0, 0, 0, 5, 6, 0, 5, 6, 6, 6, 0, 0, 5, 6, 6, 6, 6, 6, 6, 6, 0, 0, 0, 0, 0, 0 ]
[ "A", "-", "M", "।", "ফ্ৰেঞ্চ", "(", "বেলজিয়াম", ")" ]
[ 5, 0, 0, 0, 0, 0, 3, 0 ]
[ "দুই", "বাইকআৰোহী", "গুৰুতৰভাৱে", "আহত", "।" ]
[ 0, 0, 0, 0, 0 ]
[ "ইয়াৰ", "কেইবাটাও", "কাৰণ", "ব্যাখ্যা", "কৰা", "হৈছে", "।" ]
[ 0, 0, 0, 0, 0, 0, 0 ]
[ "এটা", "দস্তাবেজৰ", "সমলসমূহ", "দৰ্শন", "কৰিবলৈঃ" ]
[ 0, 0, 0, 0, 0 ]
[ "PAN", "সংযোগ", "সৃষ্টি", "কৰিবলে", "ব্যৰ্থঃ", "%", "s" ]
[ 5, 0, 0, 0, 0, 0, 0 ]
[ "লগ", "দৰ্শক" ]
[ 0, 0 ]
[ "লাইন", "সেটেৰ", "তলে", "পিক্সেল" ]
[ 0, 0, 0, 0 ]
[ "আগমণকাৰী", "নেটৱাৰ্ক", "ট্ৰাফিক", "লেখাচিত্ৰৰ", "অবিকল্পিত", "ৰঙ" ]
[ 0, 0, 0, 0, 0, 0 ]
[ "আপুনি", "চুটি", "ভ্ৰমণ", "হাতত", "লব", "পাৰে", "।" ]
[ 0, 0, 0, 0, 0, 0, 0 ]
[ "মুম্বাইত", "মঙলবাৰে", "নিশাৰে", "পৰা", "প্ৰৱল", "বৃষ্টিপাত", "।" ]
[ 3, 0, 0, 0, 0, 0, 0 ]
[ "অফলাইন", "অৱস্থাত", "EWS", "ৰাজহুৱা", "ফোল্ডাৰসমূহ", "তালিকাভুক্ত", "কৰিব", "নোৱাৰি" ]
[ 0, 0, 0, 0, 0, 0, 0, 0 ]
[ "নতুন", "প্ৰিন্টাৰ", "সংৰূপণ", "কৰা" ]
[ 0, 0, 0, 0 ]
[ "খোৱাঙত", "অবৈধ", "সুৰা", "জব্দ", ",", "এজন", "আটক" ]
[ 0, 0, 0, 0, 0, 0, 0 ]
[ "এয়া", "তেওঁলোকৰ", "দুৰ্বলতা", "।" ]
[ 0, 0, 0, 0 ]
[ "UPS", "মাৰাত্মকভাৱে", "নিম্ন" ]
[ 0, 0, 0 ]
[ "FTP", "প্ৰক্সি", "পোৰ্ট" ]
[ 0, 0, 0 ]
[ "আমি", "তেওঁলোকক", "মৰমেৰে", "হৰুৱাম", "।" ]
[ 0, 0, 0, 0, 0 ]
End of preview (truncated to 100 rows)

Dataset Card for naamapadam

Dataset Summary

Naamapadam is the largest publicly available Named Entity Annotated dataset for 11 Indic languages. This corpora was created by projecting named entities from English side to the Indic language side of the English-Indic languages parallel corpus. The dataset additionally contains manually labelled test set for 5 Indic languages containing 500-1000 sentences.

Supported Tasks and Leaderboards

Tasks: NER on Indian languages.

Leaderboards: Currently there is no Leaderboard for this dataset.

Languages

  • Assamese (as)
  • Bengali (bn)
  • Gujarati (gu)
  • Kannada (kn)
  • Hindi (hi)
  • Malayalam (ml)
  • Marathi (mr)
  • Oriya (or)
  • Punjabi (pa)
  • Tamil (ta)
  • Telugu (te)

Dataset Structure

Data Instances

{'words': ['उन्हेनें', 'शिकांगों','में','बोरोडिन','की','पत्नी','को','तथा','वाशिंगटन','में','रूसी','व्यापार','संघ','को','पैसे','भेजे','।'], 'ner': [0, 3, 0, 1, 0, 0, 0, 0, 3, 0, 5, 6, 6, 0, 0, 0, 0], }

Data Fields

  • words: Raw tokens in the dataset.
  • ner: the NER tags for this dataset.

Data Splits

Language Train Validation Test
as 10266 52 51
bn 961679 4859 607
gu 472845 2389 50
hi 985787 13460 437
kn 471763 2381 1019
ml 716652 3618 974
mr 455248 2300 1080
or 196793 993 994
pa 463534 2340 2342
ta 497882 2795 49
te 507741 2700 53

Usage

You should have the 'datasets' packages installed to be able to use the :rocket: HuggingFace datasets repository. Please use the following command and install via pip:

    pip install datasets

To use the dataset, please use:

    from datasets import load_dataset
    hiner = load_dataset('ai4bharat/naamapadam')

Dataset Creation

We use the parallel corpus from the Samanantar Dataset between English and the 11 major Indian languages to create the NER dataset. We annotate the English portion of the parallel corpus with existing state-of-the-art NER model. We use word-level alignments learned from the parallel corpus to project the entity labels from English to the Indian language.

Curation Rationale

naamapadam was built from Samanantar dataset. This dataset was built for the task of Named Entity Recognition in Indic languages. The dataset was introduced to introduce new resources to the Indic languages language that was under-served for Natural Language Processing.

Source Data

Samanantar dataset

Initial Data Collection and Normalization

[Needs More Information]

Who are the source language producers?

[Needs More Information]

Annotations

Annotation process

NER annotations were done following the CoNLL-2003 guidelines.

Who are the annotators?

The annotations for the testset have been done by volunteers who are proficient in the respective languages. We would like to thank all the volunteers:

  • Anil Mhaske
  • Anoop Kunchukuttan
  • Archana Mhaske
  • Arnav Mhaske
  • Gowtham Ramesh
  • Harshit Kedia
  • Nitin Kedia
  • Rudramurthy V
  • Sangeeta Rajagopal
  • Sumanth Doddapaneni
  • Vindhya DS
  • Yash Madhani

Personal and Sensitive Information

[Needs More Information]

Considerations for Using the Data

Social Impact of Dataset

The purpose of this dataset is to provide a large-scale Named Entity Recognition dataset for Indic languages. Since the information (data points) has been obtained from public resources, we do not think there is a negative social impact in releasing this data.

Discussion of Biases

[Needs More Information]

Other Known Limitations

[Needs More Information]

Additional Information

Dataset Curators

[Needs More Information]

Licensing Information

CC0 License Statement CC0

  • We do not own any of the text from which this data has been extracted.
  • We license the actual packaging of the mined data under the Creative Commons CC0 license (“no rights reserved”).
  • To the extent possible under law, AI4Bharat has waived all copyright and related or neighboring rights to Naamapadam manually collected data and existing sources.
  • This work is published from: India.

Citation Information

If you are using the Naampadam corpus, please cite the following article:

@misc{mhaske2022indicner,
      title={Naamapadam: A Large-Scale Named Entity Annotated Data for Indic
Languages}, 
      author={Arnav Mhaske, Harshit Kedia, Rudramurthy. V, Anoop Kunchukuttan, Pratyush Kumar, Mitesh Khapra},
      year={2022},
      eprint={to be published soon},
    }    
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