Natural Language Query Engine for Pandas
Project description
Natural Language Query Engine for Pandas
AskEdith is a data analytics question-answering system that can help you speed up your data analytics workflows. AskEdith converts your natural language questions into SQL queries that are used to return a computed DataFrame.
How It Works
- ETL / Ingress - AskEdith ingresses data and parses schema and metadata.
- Semantic Search to relate relevant sections of data to the question.
- NLP Language Model to convert natural language to SQL.
- Execute on input DataFrame and return results.
Installation
pip install askedith
Usage
import pandas as pd
import askedith
# Load Avocados Data (https://figshare.com/articles/dataset/avocado_csv/17696882)
df = pd.read_csv("https://figshare.com/ndownloader/files/35259799")
# Use AskEdith
df = df.askedith.ask("What's the average price for organic avocados?")
print(df)
Examples
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