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uznlp-uz/uzEDU-ABSA

uzEDU-ABSA Dataset Summary uzEDU-ABSA is an Uzbek education-domain dataset for aspect-based sentiment analysis. The current release contains 7,500 annotated rows in a single TSV file. Each row includes: an Uzbek educational text sample an aspect term and aspect category a normalized aspect label an opinion expression a sentiment label and numeric polarity score sentiment intensity and context type negation, sarcasm, and writing-system flags The dataset covers 30… See the full description on the dataset page: https://huggingface.co/datasets/uznlp-uz/uzEDU-ABSA.

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Dataset Card

uzEDU-ABSA

Dataset Summary

uzEDU-ABSA is an Uzbek education-domain dataset for aspect-based sentiment analysis. The current release contains 7,500 annotated rows in a single TSV file.

Each row includes:

—an Uzbek educational text sample
—an aspect term and aspect category
—a normalized aspect label
—an opinion expression
—a sentiment label and numeric polarity score
—sentiment intensity and context type
—negation, sarcasm, and writing-system flags

The dataset covers 30 education-related aspect categories, including teaching quality, course content, assessment, schedules, LMS platforms, learning resources, administrative services, scholarships, campus services, and overall satisfaction.

Supported Tasks

—aspect category classification
—aspect term extraction
—opinion expression extraction
—sentiment classification
—polarity scoring
—negation detection
—sarcasm / irony detection

Files

—full.tsv: main file in tab-separated format

Dataset Structure

Columns

Column	Type	Description
`row_id`	integer	Source row number from the original workbook
`id`	string	Stable sample identifier, e.g. `EDU-0001`
`text`	string	Uzbek education-domain text sample
`aspect_term`	string	Aspect term mentioned in the text
`aspect_category`	categorical	Human-readable aspect category in Uzbek
`aspect_label`	categorical	Normalized aspect category code
`opinion_expression`	string	Opinion phrase or span related to the aspect
`sentiment`	categorical	Sentiment label: `POS`, `NEG`, `NEU`, or `MIX`
`polarity_score`	integer	Polarity score from `-2` to `2`
`intensity`	categorical	Sentiment intensity: `past`, `oʻrta`, or `kuchli`
`context_type`	categorical	Context type, such as praise, complaint, neutral information, or irony
`negation`	binary	`0` or `1`, whether negation is present
`sarcasm`	binary	`0` or `1`, whether sarcasm or irony is present
`script`	categorical	Writing system label: `lotin`, `kirill`, or `aralash`

Tagsets

Sentiment Labels

Label	Meaning	Description
`POS`	Positive	Favourable evaluation or satisfaction
`NEG`	Negative	Complaint, dissatisfaction, or negative evaluation
`NEU`	Neutral	Factual or emotionally neutral statement
`MIX`	Mixed	Contains both positive and negative signals

Polarity Score

Score	Meaning
`-2`	Strong negative
`-1`	Negative
`0`	Neutral or mixed
`1`	Positive
`2`	Strong positive

Intensity Labels

Label	Meaning
`past`	Low intensity
`oʻrta`	Medium intensity
`kuchli`	Strong intensity

Aspect Categories

Aspect label	Aspect category	Typical terms
`TEACHER_COMPETENCE`	Oʻqituvchi malakasi	oʻqituvchi; ustoz; domla; lektor; pedagog
`TEACHING_CLARITY`	Darsni tushuntirish sifati	tushuntirish; dars oʻtish; mavzuni izohlash; maʻruza; izoh
`TEACHING_METHOD`	Oʻqitish metodikasi	metodika; dars uslubi; oʻqitish yondashuvi; interaktiv dars; amaliy usul
`TEACHER_ATTITUDE`	Oʻqituvchining muomalasi	muomala; munosabat; ustozning eʻtibori; talabaga yondashuv; hurmat
`COURSE_CONTENT`	Fan/kurs mazmuni	kurs mazmuni; fan mavzulari; oʻquv materiali; modul; dars mavzulari
`CURRICULUM`	Oʻquv reja va dastur	oʻquv reja; dastur; fanlar ketma-ketligi; modullar rejasi; taʻlim dasturi
`PRACTICAL_TRAINING`	Amaliy mashgʻulotlar	amaliy mashgʻulot; laboratoriya; seminar; loyiha ishi; amaliyot
`ASSESSMENT_FAIRNESS`	Baholash adolatliligi	baholash; ball qoʻyish; reyting; mezon; natijani chiqarish
`EXAM_PROCESS`	Imtihon va nazorat jarayoni	imtihon; test; oraliq nazorat; yakuniy nazorat; nazorat jarayoni
`FEEDBACK`	Fikr-mulohaza va qayta aloqa	feedback; fikr-mulohaza; izoh; qayta aloqa; maslahat
`ASSIGNMENT_WORKLOAD`	Topshiriqlar va yuklama	topshiriqlar; vazifalar; uy ishi; deadline; oʻquv yuklamasi
`SCHEDULE`	Dars jadvali	dars jadvali; jadval; para vaqti; smena; dars vaqti
`ATTENDANCE_DISCIPLINE`	Davomat va intizom	davomat; intizom; kechikish; qatnashish talabi; nazorat
`LMS_PLATFORM`	Onlayn taʻlim platformasi	Hemis; Moodle; Google Classroom; Zoom; LMS platforma
`TECHNICAL_SUPPORT`	Texnik xizmat va internet	internet; Wi-Fi; proyektor; kompyuter; texnik xizmat
`CLASSROOM_INFRASTRUCTURE`	Auditoriya va jihozlar	auditoriya; xona; partalar; doska; jihozlar
`LEARNING_RESOURCES`	Kutubxona va oʻquv resurslari	kutubxona; oʻquv resurslari; slaydlar; video dars; qoʻllanma
`ADMIN_SERVICE`	Maʻmuriy xizmatlar	dekanat; registrator; hujjat topshirish; maʻlumotnoma; murojaat xizmati
`PAYMENT_CONTRACT`	Kontrakt va toʻlovlar	kontrakt; toʻlov; chegirma; toʻlov tizimi; shartnoma
`SCHOLARSHIP_SUPPORT`	Stipendiya va moliyaviy qoʻllab-quvvatlash	stipendiya; grant; moddiy yordam; ragʻbat; moliyaviy qoʻllab-quvvatlash
`STUDENT_SUPPORT`	Talabalarni qoʻllab-quvvatlash	tyutor; mentor; maslahat xizmati; psixologik yordam; talabani qoʻllab-quvvatlash
`INTERNSHIP_CAREER`	Amaliyot va ishga joylashish	amaliyot; stajirovka; karera markazi; ish oʻrni; ishga joylashish
`LEARNING_OUTCOME`	Taʻlim natijasi	taʻlim natijasi; bilim; koʻnikma; kasbiy tayyorgarlik; real foyda
`ACADEMIC_ENVIRONMENT`	Akademik muhit	akademik muhit; ilmiy muhit; guruh atmosferasi; talabalar faolligi; motivatsiya
`INCLUSION_EQUALITY`	Inkluzivlik va adolat	inklyuziya; teng imkoniyat; adolatli munosabat; maxsus ehtiyoj; kamsitmaslik
`SAFETY_SECURITY`	Xavfsizlik va tartib	xavfsizlik; qoʻriqlash; kampus tartibi; kirish nazorati; favqulodda tayyorgarlik
`DORMITORY_CAMPUS`	Yotoqxona va kampus xizmatlari	yotoqxona; oshxona; kampus xizmati; transport; talabalar shaharchasi
`LANGUAGE_COMMUNICATION`	Til va kommunikatsiya sifati	dars tili; nutq; kommunikatsiya; tarjima; til sifati
`DIGITAL_CONTENT`	Raqamli kontent sifati	raqamli kontent; video dars; elektron test; slayd fayli; online material
`OVERALL_SATISFACTION`	Umumiy qoniqish	universitet; kurs; oʻquv markazi; taʻlim sifati; umumiy tajriba

Statistics

Overview

—Rows: 7,500
—Columns: 14
—Split: train only
—Aspect categories: 30
—Unique aspect terms: 696
—Unique text samples: 5,729
—Duplicate IDs: 0
—Text length: 38-382 characters, mean 149.1
—Text length: 5-52 words, mean 19.1

Sentiment Distribution

Label	Count
`NEG`	2,577
`POS`	2,517
`MIX`	1,235
`NEU`	1,171

Polarity Distribution

Score	Count
`-2`	923
`-1`	1,654
`0`	2,406
`1`	1,915
`2`	602

Sentiment by Polarity Score

Sentiment	-2	-1	0	1	2
`MIX`	0	0	1,235	0	0
`NEG`	923	1,654	0	0	0
`NEU`	0	0	1,171	0	0
`POS`	0	0	0	1,915	602

Intensity Distribution

Intensity	Count
`oʻrta`	4,299
`past`	1,637
`kuchli`	1,564

Context Type Distribution

Context type	Count
`maqtov`	2,515
`shikoyat`	2,314
`neytral xabar`	1,165
`aralash fikr`	1,059
`aralash baho`	170
`kinoya`	127
`kinoyali fikr`	70
`kinoyali shikoyat`	38
`taklif`	37
`savol`	5

Script Distribution

Script	Count
`lotin`	6,456
`kirill`	697
`aralash`	347

Negation

Value	Count
`0` (no negation)	6,355
`1` (negation)	1,145

Sarcasm

Value	Count
`0` (not sarcastic)	7,236
`1` (sarcastic)	264

Aspect Category Distribution

Aspect category	Label	Count
Oʻqituvchi malakasi	`TEACHER_COMPETENCE`	255
Darsni tushuntirish sifati	`TEACHING_CLARITY`	255
Oʻqitish metodikasi	`TEACHING_METHOD`	255
Oʻqituvchining muomalasi	`TEACHER_ATTITUDE`	255
Fan/kurs mazmuni	`COURSE_CONTENT`	255
Oʻquv reja va dastur	`CURRICULUM`	255
Amaliy mashgʻulotlar	`PRACTICAL_TRAINING`	255
Baholash adolatliligi	`ASSESSMENT_FAIRNESS`	255
Imtihon va nazorat jarayoni	`EXAM_PROCESS`	255
Fikr-mulohaza va qayta aloqa	`FEEDBACK`	255
Topshiriqlar va yuklama	`ASSIGNMENT_WORKLOAD`	255
Dars jadvali	`SCHEDULE`	255
Davomat va intizom	`ATTENDANCE_DISCIPLINE`	255
Onlayn taʻlim platformasi	`LMS_PLATFORM`	255
Texnik xizmat va internet	`TECHNICAL_SUPPORT`	255
Auditoriya va jihozlar	`CLASSROOM_INFRASTRUCTURE`	255
Kutubxona va oʻquv resurslari	`LEARNING_RESOURCES`	255
Maʻmuriy xizmatlar	`ADMIN_SERVICE`	255
Kontrakt va toʻlovlar	`PAYMENT_CONTRACT`	255
Stipendiya va moliyaviy qoʻllab-quvvatlash	`SCHOLARSHIP_SUPPORT`	255
Talabalarni qoʻllab-quvvatlash	`STUDENT_SUPPORT`	240
Amaliyot va ishga joylashish	`INTERNSHIP_CAREER`	240
Taʻlim natijasi	`LEARNING_OUTCOME`	240
Akademik muhit	`ACADEMIC_ENVIRONMENT`	240
Inkluzivlik va adolat	`INCLUSION_EQUALITY`	240
Xavfsizlik va tartib	`SAFETY_SECURITY`	240
Yotoqxona va kampus xizmatlari	`DORMITORY_CAMPUS`	240
Til va kommunikatsiya sifati	`LANGUAGE_COMMUNICATION`	240
Raqamli kontent sifati	`DIGITAL_CONTENT`	240
Umumiy qoniqish	`OVERALL_SATISFACTION`	240

Normalization

—Column names were converted to English snake_case.
—Text fields are UTF-8 encoded and Unicode-normalized.
—Whitespace was stripped and collapsed to single spaces.
—Uzbek apostrophe letters were normalized to ʻ (U+02BB).
—Numeric flags and polarity scores are stored as integers.

Usage

python

from datasets import load_dataset

dataset = load_dataset(
    "csv",
    data_files={"train": "full.tsv"},
    delimiter="\t",
    encoding="utf-8",
)

print(dataset["train"][0])

Or directly from the Hub:

python

from datasets import load_dataset

dataset = load_dataset("uznlp-uz/uzEDU-ABSA")
print(dataset["train"][0])

Citation

If you use uzEDU-ABSA in your research, please cite this dataset.

License

This dataset is released under the CC-BY-4.0 license.