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File size: 1,211 Bytes
966b1e0 737d955 966b1e0 737d955 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 | 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)}"
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