AI-powered data analysis, cleaning, and dashboard generator CLI tool
Project description
DataMind AI
AI-powered data analysis, cleaning, and dashboard generator CLI tool.
O'rnatish
pip install datamind-ai
Ishga tushirish
datamind chat
API Sozlash
Dastur ishga tushganda API tanlash so'raladi:
API tanlang:
1. Mavjud API bilan (parol kerak)
2. O'z API keyingiz bilan
3. API keysiz davom etish
Tanlang [1/2/3]: 1
Parol kiriting: ****
Parol: datamind2024
Yoki o'z API keyingizni oling: https://console.groq.com (bepul)
Ishlatish
Interaktiv rejim
datamind chat
load data.csv # Fayl yuklash
diagnose # Muammolarni aniqlash
fix # AI avtomatik tuzatish
dashboard # Dashboard yaratish
agent sales.csv # Avtomatik tahlil
qaysi mahsulot eng ko'p sotilgan? # AI ga savol
exit # Chiqish
Buyruq qatori
datamind analyze data.csv -o report.html # Dashboard
datamind diagnose data.csv # Muammolarni aniqlash
datamind fix data.csv -o cleaned.csv # AI tuzatish
datamind clean data.csv -o cleaned.csv # Tozalash
datamind validate data.csv # Validatsiya
datamind query data.csv "eng ko'p sotilgan?" # AI savol
datamind info data.csv # Ma'lumot
Agent rejimi
Agent o'zi fikrlab ishlaydi - kod yozadi va bajaradi:
datamind: agent sales.csv
🤖 Agent ishga tushdi...
✅ Yuklandi: 50000 qator x 6 ustun
📝 Bajarilgan kodlar:
import pandas as pd
df = pd.read_csv("sales.csv")
result = df.describe()
💡 Topilmalar:
1. Eng ko'p sotilgan: Electronics
2. O'rtacha sotuv: $245
Imkoniyatlar
- CSV, Excel, JSON fayllarni yuklash
- AI bilan avtomatik data tahlil
- Dublikatlarni o'chirish
- Bo'sh qiymatlarni to'ldirish
- Outlierlarni tuzatish
- Interaktiv HTML dashboard yaratish
- Natural language bilan ishlash (o'zbek/ingliz)
- Agent rejimi - AI o'zi kod yozib bajaradi
To'liq qo'llanma
docs/GUIDE.md - batafsil dokumentatsiya
Muallif
Saidjon Ravshanov
Litsenziya
MIT
Project details
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