Sentiment.uz | LMS Feedback System

Ma’lumotlar yuklanmoqda

AI analytics modullari dashboard uchun signal va metrikalarni tayyorlamoqda.

Ma’lumotlar yuklanmoqda

AI analytics modullari dashboard uchun signal va metrikalarni tayyorlamoqda.

Ma’lumotlar yuklanmoqda

AI analytics modullari dashboard uchun signal va metrikalarni tayyorlamoqda.

Ma’lumotlar yuklanmoqda

AI analytics modullari dashboard uchun signal va metrikalarni tayyorlamoqda.

Ma’lumotlar yuklanmoqda

AI analytics modullari dashboard uchun signal va metrikalarni tayyorlamoqda.

University sentiment over time

Positive, neutral and negative feedback trend

Dominant emotions over time

Emotion activity timeline across the institution

Dominant emotion by date

Most common emotion for each observed day

Ma’lumotlar yuklanmoqda

AI analytics modullari dashboard uchun signal va metrikalarni tayyorlamoqda.

Ma’lumotlar yuklanmoqda

AI analytics modullari dashboard uchun signal va metrikalarni tayyorlamoqda.

Ma’lumotlar yuklanmoqda

AI analytics modullari dashboard uchun signal va metrikalarni tayyorlamoqda.

Records tayyor

Yozuvlar server-side filter va pagination orqali yuklanadi.

BATCH OPERATIONS CENTER

Feedback dataset ingestion pipeline

Fayl yuklanadi → schema tekshiriladi → flat/raw obyektlar inputToSystem ga mapping qilinadi → batch AI tahlil bajariladi → dashboard avtomatik yangilanadi.

Upload

Validate

Map

AI Batch

Dataset source

Demo fayl yoki o‘zingizning JSON faylingiz

JSON only

Ma’lumot manbasi

JSON dataset upload

inputToSystem array yoki flat object array yuklang. Tizim mapping va validatsiya qiladi.

Fayl tanlanmagan

Limit

Uploaddan keyin preview Uploaded sourcega o‘tish

Mission status

Ingestion + AI processing holati

Batch pipeline kutish rejimida

Fayl yuklang yoki demo source tanlab batch tahlilni boshlang.

Schema diagnostics

Structure checking, mapping and quality signals

Upload qilingandan keyin validatsiya signallari chiqadi.

Processing intelligence

Success/failure/fallback va throughput indikatorlari

Batch tugagandan keyin indikatorlar chiqadi.

LIVE AI ANALYSIS

Talaba fikrini real vaqt rejimida tahlil qilish

Matn kiritiladi → inputToSystem yaratiladi → inputToAI shakllanadi → Vertex AI modeli tahlil qiladi → dashboard va indikatorlar yangilanadi.

Input

SentoPro

Signals

Dashboard

Fikr-mulohaza kiritish

Asosiy maydon — talaba feedback matni

Fikr matni *

Feedback ID Optional. Empty bo‘lsa tizim ID yaratadi.

Baho

Fan ID

Fan nomi

O‘qituvchi ID

O‘qituvchi ismi

Kafedra

GPA

Davomat

Kanal

Gender

Kurs yili

Guruh

Course points

Course level

Delivery mode

Teacher role

Teacher experience years

Teacher department ID

Semester ID

Natija nafaqat JSON ko‘rinishida, sentiment, xavf, jiddiylik, tavsiya va signal kartalari orqali ko‘rsatiladi.

Live AI natija shu yerda chiqadi

Jury feedback yozadi va tizim darhol sentiment, xavf, emotsiya, muammo turi, tavsiya va strukturalangan JSON natijani ko‘rsatadi.

SCENARIO SIMULATION LAB

Feedback oqimini oldindan sinovdan o‘tkazish

Bu modul real LMS kelishidan oldin tizim qanday ishlashini ko‘rsatadi: synthetic feedbacklar yaratiladi, strukturasi tekshiriladi, AI tahlil qilinadi va dashboardga qo‘shiladi.

Scenario

Generate

AI Analyze

Dashboard

Scenario generator

Synthetic feedback parametrlarini tanlang

Demo safe

Feedback soni

Sentiment uslubi

Muammo mavzusi

Generated records vaqtinchalik. AI orqali analyze qilinsa, dashboardga qo‘shiladi.

Scenario hali yaratilmagan

Generator sozlamalarini tanlang va synthetic feedback oqimini yarating.

Scenario intelligence

Generated dataset strukturasi va signal prognozi

Generate qilingandan keyin scenario intelligence chiqadi.

AI processing report

Analyze qilingandan keyin success/failure signallari

Analyze with AI tugmasidan keyin report chiqadi.

SECURE REST COMMAND CENTER

External academic systems → AI Feedback Analyzer

Generate tokens, validate schemas, preview field mapping, monitor request logs, track accepted/rejected records, revoke integrations and test real ingestion.

Token

Validate

Map

Analyze

Persist

System onboarding

Create secure token and choose adapter preset

Token shown once

Preset

System name

Generated token appears here once. Store it immediately.

System health

Active systems, rate limits and revoke controls

No status loaded

Click refresh or create a token.

Schema mapper

Preview how external payload becomes inputToSystem

Select preset and click Preview.

Live ingest test

Simulate external LMS/HEMIS sending feedback

External feedback text

Result will show validation, mapping and AI output.

Sample cURL

Copy-paste integration request for external systems

Request logs

Accepted, rejected, rate-limited and revoked activity

No logs loaded yet.

REAL-TIME ALERT CENTER

SentPro Event Notifier

Feedback va tizim hodisalari yuz berganda mas’ul adminlarga avtomatik xabar yuboradi.

Idle

Active rules 0

Channel Telegram

Sent today 0

Telegram Bot Channel

Demo uchun real Telegram Bot API ishlatiladi.

LIVE

Bot token

Backend env TELEGRAM_BOT_TOKEN bo‘lsa, bu maydon bo‘sh qolishi mumkin.

Chat ID

Alert prefix

Monitor Control

Browser ochiq turganda hodisalarni tekshiradi va Telegramga yuboradi.

Monitor status Stopped

Check interval sec

Production variantda bu monitoring backend scheduler orqali ishlaydi. Demo uchun frontend monitor yetarli.

Event Rules

Feedback/system hodisalari qaysi holatda alert yuborishini tanlang.

Critical feedback detected severity = critical yoki risk probability yuqori bo‘lsa

Attention routing required requires_attention_from[] bo‘sh bo‘lmagan feedback

Negative trend emerging negative feedback ulushi thresholddan oshsa

System error detected Loglarda ERROR darajali hodisa paydo bo‘lsa

Integration failure LMS/HEMIS/API token/ingestion muammosi aniqlansa

Batch completed Batch tahlil yakunlanganda management summary yuborish

Negative trend threshold: 40%

Risk probability threshold: 70%

Notification Preview

Telegramga ketadigan alert formati.

Level

Ko‘rinish

Quick scope

Event stream

Real-time audit trail va diagnostika signallari

0 events

Loglar yuklanmoqda...

SENTOPRO RUNTIME

SentoPro Feedback Intelligence

Vertex AI endpoint orqali ishlaydigan feedback analysis engine.

Online

Provider —

Project —

Model —

Processed —

Runtime Identity

Visible model and endpoint configuration.

Model name

Provider

Endpoint

Region

Platform Health

Backend diagnostics and runtime response.

—

SentoPro System Prompt

Controls JSON strictness, tone, risk behavior and output schema.

System prompt

Risk Thresholds

Rules used to visually classify feedback severity.

Admin attention threshold: 0.70

Critical risk threshold: 0.85

Minimum confidence: 0.55

Analysis Toggles

Enable/disable visible analysis capabilities.

Critical risk detection Fairness scoring Topic extraction Executive summary generation

Platform Behavior

Frontend defaults saved in localStorage.

Default language

Theme

API base URL

Report title

Current Config Snapshot

What will be saved/exported.

{}

Demo Control

Clear generated dashboard state without touching source files.

Demo reset clears processed results from backend. Platform settings reset clears only browser localStorage configuration.

Umumiy ko‘rinish

Universitet kayfiyati

Fanlar

O‘qituvchilar

Trendlar

Muammolar

Xavf signallari

Kalit so‘zlar

Yozuvlar

Batch tahlil

Feedback dataset ingestion pipeline

JSON dataset upload

Batch pipeline kutish rejimida

Test tahlil

Talaba fikrini real vaqt rejimida tahlil qilish

Live AI natija shu yerda chiqadi

Simulyatsiya

Feedback oqimini oldindan sinovdan o‘tkazish

Scenario hali yaratilmagan

Integration Command Center

External academic systems → AI Feedback Analyzer

No status loaded

Notifier

SentPro Event Notifier

Loglar

Sozlamalar

SentoPro Feedback Intelligence

Xush kelibsiz

Umumiy ko‘rinish

Universitet kayfiyati

Fanlar

O‘qituvchilar

Trendlar

Muammolar

Xavf signallari

Kalit so‘zlar

Yozuvlar

Batch tahlil

Feedback dataset ingestion pipeline

JSON dataset upload

Batch pipeline kutish rejimida

Test tahlil

Talaba fikrini real vaqt rejimida tahlil qilish

Live AI natija shu yerda chiqadi

Simulyatsiya

Feedback oqimini oldindan sinovdan o‘tkazish

Scenario hali yaratilmagan

Integration Command Center

External academic systems → AI Feedback Analyzer

No status loaded

Notifier

SentPro Event Notifier

Loglar

Sozlamalar

SentoPro Feedback Intelligence

Record