Datasets:

InfoBayAI
/

Nepali-Non-STEM-Educational-Text-Corpus

file_name stringclasses 6 values	page_number int64 1 280	line_number int64 1 301	subject stringclasses 1 value	source_type stringclasses 1 value	text stringlengths 1 116
Cannabis in Nepal - A Scientific Concept.pdf	1	3	STEM	textbook	नेपालमा गाँजा
Cannabis in Nepal - A Scientific Concept.pdf	1	4	STEM	textbook	वैज्ञािनक अवधारणा
Cannabis in Nepal - A Scientific Concept.pdf	2	3	STEM	textbook	नेपालमा गाँजा
Cannabis in Nepal - A Scientific Concept.pdf	2	4	STEM	textbook	वैज्ञािनक अवधारणा
Cannabis in Nepal - A Scientific Concept.pdf	3	2	STEM	textbook	गाँजा सम्बन्धी बहस नेपालमा लामो समयदेिख सांस्कृितक, औषधीय, कानुनी र आिथर्क
Cannabis in Nepal - A Scientific Concept.pdf	3	3	STEM	textbook	आयामसँग जोिडंदै आएको छ। "नेपालमा गाँजा : वैज्ञािनक अवधारणा" पुस्तकले भावनात्मक
Cannabis in Nepal - A Scientific Concept.pdf	3	4	STEM	textbook	धारणा र भ्रमभन्दा मािथ उठेर गाँजालाई वैज्ञािनक दृिĶकोणबाट बुझने प्रयास गरेको छ। यस
Cannabis in Nepal - A Scientific Concept.pdf	3	5	STEM	textbook	कृितमा संसार तथा नेपालमा गाँजाको अवस्था, यसको औषधीय प्रयोग, स्वास्थ्यमा पन¥ प्रभाव,
Cannabis in Nepal - A Scientific Concept.pdf	3	6	STEM	textbook	कफì, रक्सी जस्ता अन्य पदाथर्सँगको तुलनात्मक िवĴेषण, तथा गाँजा र यौनसँग सम्बिन्धत
Cannabis in Nepal - A Scientific Concept.pdf	3	7	STEM	textbook	तथ्यहरू समेिटएका छन्। साथै, गाँजा खेती र व्यवस्थापनसम्बन्धी िवधेयक, िकसान र व्यापारीका
Cannabis in Nepal - A Scientific Concept.pdf	3	8	STEM	textbook	सम्भावना, र कानुनी सुधारका पक्षहरूलाई सन्तुिलत रूपमा प्रस्तुत गåरएको छ। तथ्य, अनुसन्धान
Cannabis in Nepal - A Scientific Concept.pdf	3	9	STEM	textbook	र चाटर्हरूमा आधाåरत यो पुस्तक नीित िनमार्ता, अनुसन्धानकतार्, िवद्याथê तथा आम पाठकका
Cannabis in Nepal - A Scientific Concept.pdf	3	10	STEM	textbook	लािग सूचनामूलक र िवचारो°ेजक सामग्रीका रूपमा उपयोगी हòने अपेक्षा गåरएको छ।
Cannabis in Nepal - A Scientific Concept.pdf	3	11	STEM	textbook	प्रस्तावना
Cannabis in Nepal - A Scientific Concept.pdf	4	3	STEM	textbook	;+;f/df ufFhf
Cannabis in Nepal - A Scientific Concept.pdf	4	4	STEM	textbook	ufFhfsf] cf}ifwLo pkof]u
Cannabis in Nepal - A Scientific Concept.pdf	4	5	STEM	textbook	Sofg8fdf ufFhf
Cannabis in Nepal - A Scientific Concept.pdf	4	6	STEM	textbook	g]kfndf ufFhf
Cannabis in Nepal - A Scientific Concept.pdf	4	7	STEM	textbook	skmL, ufFhf / /S;L M s'g slt ;'/lIft <
Cannabis in Nepal - A Scientific Concept.pdf	4	8	STEM	textbook	efª M cb\e't kf]if0f / cf}ifwLsf] ;\|f]t
Cannabis in Nepal - A Scientific Concept.pdf	4	9	STEM	textbook	ufFhf / of}g
Cannabis in Nepal - A Scientific Concept.pdf	4	10	STEM	textbook	ufFhf ljw]os M ls;fgnfO{ ;f:tL,
Cannabis in Nepal - A Scientific Concept.pdf	4	11	STEM	textbook	Jofkf/LnfO{ d:tL
Cannabis in Nepal - A Scientific Concept.pdf	4	12	STEM	textbook	kl/lzi6 s M ;+;bdf k\|:t't …ufFhf v]tLnfO{
Cannabis in Nepal - A Scientific Concept.pdf	4	13	STEM	textbook	lgodg tyf Joj:yfkg ug{ ag]sf] ljw]os
Cannabis in Nepal - A Scientific Concept.pdf	4	14	STEM	textbook	@)&^Ú df x'g'kg]{ Go"gtd kl/jt{g
Cannabis in Nepal - A Scientific Concept.pdf	4	15	STEM	textbook	kl/lzi6 v M k':tsdf ;dfj]z ePsf
Cannabis in Nepal - A Scientific Concept.pdf	4	16	STEM	textbook	k\|fljlws zAb kbfjnL / ltgsf cy{
Cannabis in Nepal - A Scientific Concept.pdf	4	17	STEM	textbook	1
Cannabis in Nepal - A Scientific Concept.pdf	4	18	STEM	textbook	12
Cannabis in Nepal - A Scientific Concept.pdf	4	19	STEM	textbook	25
Cannabis in Nepal - A Scientific Concept.pdf	4	20	STEM	textbook	31
Cannabis in Nepal - A Scientific Concept.pdf	4	21	STEM	textbook	46
Cannabis in Nepal - A Scientific Concept.pdf	4	22	STEM	textbook	53
Cannabis in Nepal - A Scientific Concept.pdf	4	23	STEM	textbook	58
Cannabis in Nepal - A Scientific Concept.pdf	4	24	STEM	textbook	72
Cannabis in Nepal - A Scientific Concept.pdf	4	25	STEM	textbook	80
Cannabis in Nepal - A Scientific Concept.pdf	4	26	STEM	textbook	127
Cannabis in Nepal - A Scientific Concept.pdf	4	27	STEM	textbook	ljifo ;"rL
Cannabis in Nepal - A Scientific Concept.pdf	4	28	STEM	textbook	1.
Cannabis in Nepal - A Scientific Concept.pdf	4	29	STEM	textbook	2.
Cannabis in Nepal - A Scientific Concept.pdf	4	30	STEM	textbook	3
Cannabis in Nepal - A Scientific Concept.pdf	4	31	STEM	textbook	4
Cannabis in Nepal - A Scientific Concept.pdf	4	32	STEM	textbook	.
Cannabis in Nepal - A Scientific Concept.pdf	4	33	STEM	textbook	.
Cannabis in Nepal - A Scientific Concept.pdf	4	34	STEM	textbook	5.
Cannabis in Nepal - A Scientific Concept.pdf	4	35	STEM	textbook	6.
Cannabis in Nepal - A Scientific Concept.pdf	4	36	STEM	textbook	7.
Cannabis in Nepal - A Scientific Concept.pdf	4	37	STEM	textbook	8.
Cannabis in Nepal - A Scientific Concept.pdf	4	38	STEM	textbook	9.
Cannabis in Nepal - A Scientific Concept.pdf	4	39	STEM	textbook	10.
Cannabis in Nepal - A Scientific Concept.pdf	5	1	STEM	textbook	w'lgs lj1fgn] u/ ] sf cg';Gwfgx¿af6 j] bdf pNn] lvt
Cannabis in Nepal - A Scientific Concept.pdf	5	2	STEM	textbook	s} og\ tYox¿nfO{ cfh ;xL k\|dfl0ft dfq u/ ] sf] 5} g,
Cannabis in Nepal - A Scientific Concept.pdf	5	3	STEM	textbook	To;} sf] Pp6f glthfsf ¿kdf ca ufFhf ljZje/ qmdzM
Cannabis in Nepal - A Scientific Concept.pdf	5	4	STEM	textbook	cf} ifwLo tyf dgf] / ~hgfTds vfB k] osf ¿kdf lgolGqt laqmL–
Cannabis in Nepal - A Scientific Concept.pdf	5	5	STEM	textbook	ljt/ 0fsf nflu v'nf x'Fb} uPsf] 5 .
Cannabis in Nepal - A Scientific Concept.pdf	5	6	STEM	textbook	ljZj : jf: Yo ;Ë7g -8An"Prcf] _ sf] z[Înfa4 ;'emfjkl5
Cannabis in Nepal - A Scientific Concept.pdf	5	7	STEM	textbook	/ fi6«;‹Lo nfu"cf} ifw;DaGwL cfof] u -o"g;LPg8L_ n] ufFhfnfO{
Cannabis in Nepal - A Scientific Concept.pdf	5	8	STEM	textbook	;a} eGbf vt/ gfs nfu"kbfy{sf] >] 0fLaf6 sd 3fts nfu"kbfy{sf]
Cannabis in Nepal - A Scientific Concept.pdf	5	9	STEM	textbook	>] 0fLdf k'gM juL{s/ 0f u/ ] sf] 5 . ufFhfnfO{ xflgsf/ s nfu"cf} ifwsf]
Cannabis in Nepal - A Scientific Concept.pdf	5	10	STEM	textbook	;"rLd} / flv/ xg] ls x6fpg] eGg] ljifodf o"g;LPg8Ln] u/ fPsf]
Cannabis in Nepal - A Scientific Concept.pdf	5	11	STEM	textbook	dtbfgdf p;sf %# ;b: odWo] @& d'n'sn] kIfdf / @% n] ljkIfdf
Cannabis in Nepal - A Scientific Concept.pdf	5	12	STEM	textbook	dtbfg u/ ] sf lyP . pQm dtkl/ 0ffd;Fu} ufFhfnfO{ o"g;LPg8Ln]
Cannabis in Nepal - A Scientific Concept.pdf	5	13	STEM	textbook	xflgsf/ s nfu"cf} ifwsf] ;"rLaf6 x6fPsf] xf] . ufFhfnfO{ xflgsf/ s
Cannabis in Nepal - A Scientific Concept.pdf	5	14	STEM	textbook	nfu"cf} ifwsf] ;"rLaf6 x6fpg'kg] { kIfdf g] kfnn] klg dtbfg u/ ] sf]
Cannabis in Nepal - A Scientific Concept.pdf	5	15	STEM	textbook	lyof] . kIfdf dtbfg ug] { cGo k\|d'v d'n'sdf cd] l/ sf, a] nfot,
Cannabis in Nepal - A Scientific Concept.pdf	5	16	STEM	textbook	ef/ t, c: 6«] lnof, yfONofG8, Sofg8f, a] lNhod / k\|mfG;nufot
Cannabis in Nepal - A Scientific Concept.pdf	5	17	STEM	textbook	lyP . ufFhfnfO{ xflgsf/ s nfu"cf} ifwsf] ;"rLaf6 x6fpg gx'g]
Cannabis in Nepal - A Scientific Concept.pdf	5	18	STEM	textbook	kIfdf dt xfNg] df a\|flhn, rLg, ckmuflg: tfg, kfls: tfg, hfkfg,
Cannabis in Nepal - A Scientific Concept.pdf	5	19	STEM	textbook	O/ fs, lnlaof, ?;, So'af, x+u] / Lnufot d'n's lyP .
Cannabis in Nepal - A Scientific Concept.pdf	5	20	STEM	textbook	lrlsT;sLo kmfObfx¿sf] j} 1flgs k\|df0fsf cfwf/ df ufFhfnfO{
Cannabis in Nepal - A Scientific Concept.pdf	5	21	STEM	textbook	vt/ gfs nfu"kbfy{sf] >] 0fLaf6 sd 3fts nfu"kbfy{sf] >] 0fLdf
Cannabis in Nepal - A Scientific Concept.pdf	5	22	STEM	textbook	emfg{ w] / } d'n'sx¿n] ;xdlt u/ ] sf] eP tfklg ufFhfsf] clgolGqt
Cannabis in Nepal - A Scientific Concept.pdf	5	23	STEM	textbook	laqmL–ljt/ 0f ul/ P cfd dflg;sf] : jf: Yodf uDeL/ hf] lvd k'Ug]
Cannabis in Nepal - A Scientific Concept.pdf	5	24	STEM	textbook	eGb} o;;DaGwL cGt/ f{li6«o lgoGq0f eg] sfod} / fVg'kg] {df w] / }
Cannabis in Nepal - A Scientific Concept.pdf	5	25	STEM	textbook	cf
Cannabis in Nepal - A Scientific Concept.pdf	5	26	STEM	textbook	;+;f/ df ufFhf
Cannabis in Nepal - A Scientific Concept.pdf	5	27	STEM	textbook	1
Cannabis in Nepal - A Scientific Concept.pdf	5	28	STEM	textbook	1.
Cannabis in Nepal - A Scientific Concept.pdf	6	3	STEM	textbook	d'n's ;xdt b] lvPsf 5g\ . g] kfnsf sltko 7"nf ldl8of ;d] tn]
Cannabis in Nepal - A Scientific Concept.pdf	6	4	STEM	textbook	eg] h: tf] ufFhf nfu"cf} ifwsf] ;"rLaf6} x6] sf] xf] Og . of] clxn] klg
Cannabis in Nepal - A Scientific Concept.pdf	6	5	STEM	textbook	nfu"kbfy{s} >] 0fLdf 5 . s] jn vt/ gfs nfu"kbfy{sf] >] 0fLaf6 dfq
Cannabis in Nepal - A Scientific Concept.pdf	6	6	STEM	textbook	x6] sf] xf] .
Cannabis in Nepal - A Scientific Concept.pdf	6	7	STEM	textbook	/ fi6«;‹Lo lgof] un] pQm lg0f{o lng'sf] d'Vo cfwf/ ufFhfsf]
Cannabis in Nepal - A Scientific Concept.pdf	6	8	STEM	textbook	cf} ifwLo d"No j} 1flgs ¿kd} k\|dfl0ft x'g' xf] . olt x'Fbfx'Fb} klg
Cannabis in Nepal - A Scientific Concept.pdf	6	9	STEM	textbook	d'n'sleq / cGt/ f{li6«o ¿kdf ;d] t ufFhfnfO{ lgolGqt lgu/ fgLdf
Cannabis in Nepal - A Scientific Concept.pdf	6	10	STEM	textbook	glnFbf o;sf] k\|of] u xflgsf/ s x'g ;Sg] / b'?kof] u;d] t x'g]
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Cannabis in Nepal - A Scientific Concept.pdf	6	17	STEM	textbook	NofPsf] 5 . o;n] ;+;f/ sf w] / } b] zx¿df ufFhfaf/ ] cfkm"n] s: tf]
Cannabis in Nepal - A Scientific Concept.pdf	6	18	STEM	textbook	lgod sfg'g agfpg] eGg] af/ ] lbzflgb] {z ug] { / o;sf] cf} ifwLo
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Cannabis in Nepal - A Scientific Concept.pdf	6	20	STEM	textbook	/ fHo cd] l/ sfsf ljleGg / fHox¿df sl/ a !! jif{ nufP/ ul/ Psf
Cannabis in Nepal - A Scientific Concept.pdf	6	21	STEM	textbook	cWoogx¿n] b'MvfO sd ug] { cGo cf} iflw -k] g lsn/ _ sf t'ngfdf
Cannabis in Nepal - A Scientific Concept.pdf	6	22	STEM	textbook	ufFhfsf] k\|efjsfl/ tf cem a9L b] lvPsf] 5 . ;+;f/ e/ cf} ifwLsf
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Dataset Description:

This dataset is a large-scale collection of Nepali Non-STEM textbook data, containing 424 books and 27.60 million words, designed to support the development and training of advanced NLP systems and AI models for language understanding, reasoning, and general knowledge learning in Nepali.

Full Dataset Overview This dataset is part of a large-scale multilingual educational corpus containing over 2.6+ billion words across 5,000+ subjects, supported by interwoven images for deeper contextual understanding. It includes 39,000+ books across 15 languages, designed to support the development and training of advanced NLP systems and AI models for multilingual knowledge learning, reasoning, and educational understanding.

Dataset Specification

-Books: 424 
-words: 27.60 m
-Modality: Nepali
-Type: Educational / Non-STEM
-Data Source: Curated academic textbooks and educational material
-Data Nature: Real-world and curated data
-Content: Humanities, social sciences, literature, history, geography, civics, and educational explanations

Key Use Cases

-Named Entity Recognition (NER) in Non-STEM content
-Educational text summarization and comprehension
-Automated tutoring and educational assistants
-Knowledge retrieval systems
-Model evaluation and benchmarking

Value of This Dataset

-Enables learning of Non-STEM subjects in Nepali
-Improves reasoning and comprehension capabilities in AI models
-Supports multilingual and domain-specific NLP systems
-Helps build AI-powered educational platforms
-Enhances accuracy and reliability of LLMs in Non-STEM domains

Basic JSON Schema

{
    "file_name": "string",
    "page_number": "integer",
    "line_number": "integer",
    "subject": "string",
    "source_type": "string",
    "text": "string"
}

Data Creation

Procured through formal agreements and generated in the ordinary course of business.

Considerations

This dataset is provided for research and educational purposes only. It contains only sample data. For access to the full dataset and enterprise licensing options, please visit our website InfoBay.AI or contact us directly.

-Ph: (91) 8303174762
-Email: datareq@infobay.ai

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Collection including InfoBayAI/Nepali-Non-STEM-Educational-Text-Corpus

Academic Textbook Corpora for LLM Training

Collection

Sample of a 2.6+ word textbook corpus across 39K+ books, 5K+ subjects, and 15 languages for LLM training and multilingual knowledge modeling. • 22 items • Updated 4 days ago • 1