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convai_tabular's Introduction

tableQA

Tool for querying natural language on tabular data like csvs,excel sheet,etc.

Features

  • Supports detection from multiple csvs
  • Support FuzzyString implementation. i.e, incomplete csv values in query can be automatically detected and filled.
  • Open-Domain, No training required.

Configuration:

git clone https://github.com/adwaith2000/ConvAI_tabular.git

cd tableqa

pip install -r requirements.txt

Quickstart

Keep the csv data and the schemas in seperate folders. Refer cleaned_data and schema for dummy datas.

Getting an SQL query from csv

from tableqa.agent import Agent
agent=Agent(df) #input your dataframe
sql=agent.get_query("Your question here")  
print(sql) #returns an sql query

Do Sample query on sqlite database

from tableqa.agent import Agent
agent=Agent(df) #input your dataframe
response=agent.query_db("Your question here")
print(response)

convai_tabular's People

Contributors

adwaith2000 avatar 7tena avatar dhruvpeter avatar lukosej10 avatar

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