| import pandas as pd | |
| import ydata_profiling | |
| import gradio as gr | |
| from pydantic_settings import BaseSettings | |
| from tempfile import NamedTemporaryFile | |
| import sweetviz as sv | |
| # def generate_report(file,type): | |
| # df = pd.read_csv(file) if file.name.endswith(".csv") else pd.read_excel(file) | |
| # if type == "pandas profiling": | |
| # return ydata_profiling.ProfileReport(df).to_html() | |
| # elif type == "sweetviz": | |
| # return sv.analyze(df).show_html(open_browser=True, | |
| # layout='widescreen', | |
| # scale=None) | |
| # # Custom HTML template for styling the report output | |
| # custom_html = """ | |
| # <!DOCTYPE html> | |
| # <html> | |
| # <head> | |
| # <title>Data Profile Report</title> | |
| # <style> | |
| # body { | |
| # font-family: Arial, sans-serif; | |
| # margin: 0; | |
| # padding: 20px; | |
| # } | |
| # .container { | |
| # width: 80%; | |
| # margin: auto; | |
| # } | |
| # </style> | |
| # </head> | |
| # <body> | |
| # <div class="container"> | |
| # {content} | |
| # </div> | |
| # </body> | |
| # </html> | |
| # """ | |
| def generate_report(file, type): | |
| df = pd.read_csv(file) if file.name.endswith(".csv") else pd.read_excel(file) | |
| if type == "pandas profiling": | |
| html_report =ydata_profiling.ProfileReport(df).to_html() | |
| temp_file = NamedTemporaryFile(delete=False, suffix=".html") | |
| temp_file.write(html_content.encode('utf-8')) | |
| temp_file.close() | |
| return temp_file.name ,html_report | |
| # cluster = gr.Interface( | |
| # fn=generate_report, | |
| # inputs=[gr.File(file_types=['.csv', '.xlsx'], label="Upload a CSV or Excel file"), | |
| # gr.Radio(["pandas profiling", "sweetviz"], label="Type of report", info="Explore the data")], | |
| # css=""" | |
| # # Output container styling for better visual presentation (optional) | |
| # .output-container { | |
| # padding: 10px; | |
| # } | |
| # """, | |
| # layout=gr.Column( | |
| # 'html', | |
| # #gr.HTML(label="Data Profile Report", html_content=download_html), | |
| # #gr.Button(value="Download Report", type="submit") # Optional: Replace button within HTML if needed | |
| # ), | |
| # title="Excel sheet Profiling Report", | |
| # live=True, | |
| # ) | |
| with gr.Blocks() as cluster: | |
| with gr.Column(): | |
| with gr.Row(): | |
| file=gr.File(file_types=['.csv', '.xlsx'], label="Upload a CSV or Excel file") | |
| type=gr.Radio(["pandas profiling", "sweetviz"], label="Type of report", info="Explore the data") | |
| btn=gr.Button(value="Download Report") | |
| dwn=gr.File(label="Download CSV") | |
| with gr.Row(): | |
| out=gr.HTML() | |
| btn.click(generate_report,inputs=[file,type],outputs=[dwn,out]) | |
| cluster.launch() | |