Spaces:
Build error
Build error
import pandas as pd | |
import gradio as gr | |
import ydata_profiling | |
import os | |
def generate_eda_report(file_path): | |
try: | |
df = pd.read_csv(file_path) | |
except Exception as e: | |
return f"Error reading CSV file: {e}" | |
if len(df) / 1024 / 1024 > 100: | |
return "Error: Dataset size exceeds 100MB." | |
profile = ydata_profiling.ProfileReport(df, title="EDA Report") | |
report_path = "eda_report.html" | |
profile.to_file(report_path) | |
# Read the HTML content as a string | |
with open(report_path, "r", encoding="utf-8") as f: | |
html_report = f.read() | |
# Clean up the generated file | |
os.remove(report_path) | |
return html_report | |
iface = gr.Interface( | |
fn=generate_eda_report, | |
inputs=gr.File(type="filepath", label="Upload your CSV dataset (max 100MB)"), | |
outputs=gr.HTML(label="EDA Report"), | |
title="Effortless Dataset Insights", | |
description="Upload your CSV file and get an instant Exploratory Data Analysis report in HTML format.", | |
) | |
app = gr.mount_gradio_app(iface, path="/") | |
if __name__ == "__main__": | |
app.launch() | |