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

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:

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.