GAIA_Agent_Final / tools /analyze_excel.py
pkduongsu's picture
eval 45/100, still cannot access files for questions
737d955
from typing import Optional
from langchain.tools import tool
import pandas as pd
from pathlib import Path
@tool
def analyze_excel(file_path: str, question: str) -> str:
"""
Analyzes an Excel file to answer questions about its content.
Args:
file_path (str): Path to the Excel file
question (str): Question about the Excel data to analyze
Returns:
str: Analysis result or error message
"""
try:
# Check if file exists
if not Path(file_path).exists():
return f"Error: File not found at {file_path}"
# Read Excel file
df = pd.read_excel(file_path)
# Basic information about the data
total_rows = len(df)
total_columns = len(df.columns)
columns = list(df.columns)
# Create a summary of the data
summary = f"""
Excel File Analysis:
- Total rows: {total_rows}
- Total columns: {total_columns}
- Column names: {', '.join(columns)}
- First few rows:\n{df.head().to_string()}
"""
return summary
except Exception as e:
return f"Error analyzing Excel file: {str(e)}"