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| import pandas as pd | |
| import ydata_profiling | |
| import gradio as gr | |
| from pydantic_settings import BaseSettings | |
| from tempfile import NamedTemporaryFile | |
| import sweetviz as sv | |
| # from dataprep.datasets import load_dataset | |
| # from dataprep.eda import create_report | |
| def generate_report(file, type): | |
| df = pd.read_csv(file) if file.name.endswith(".csv") else pd.read_excel(file) | |
| pandas_html_report =ydata_profiling.ProfileReport(df).to_html() | |
| temp_file1 = NamedTemporaryFile(delete=False, suffix=".html") | |
| temp_file1.write(pandas_html_report.encode('utf-8')) | |
| temp_file1.close() | |
| # dataprep_report = create_report(df) | |
| # temp_file2 = NamedTemporaryFile(delete=False, suffix=".html") | |
| # temp_file2.write(dataprep_report.encode('utf-8')) | |
| # temp_file2.close() | |
| sweetviz_report = sv.analyze(df) | |
| #sweetviz_report=sweetviz_report.show_html() | |
| #print(type(sweetviz_report)) | |
| sweetviz_report.to_file("SWEETVIZ_REPORT.html") | |
| temp_file3 = NamedTemporaryFile(delete=False, suffix=".html") | |
| temp_file3.write(report) | |
| temp_file3.close() | |
| return temp_file1.name ,temp_file2.name ,temp_file3.nam | |
| 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") | |
| btn=gr.Button(value="Download Report") | |
| with gr.Row(): | |
| gr.HTML(value="""<h1 style="color: #3399FF; text-shadow: 1px 1px 2px #ddd;">PANDAS REPORT</h1>""") | |
| out1=gr.File(label="Download CSV") | |
| gr.HTML(value="""<h1 style="color: #3399FF; text-shadow: 1px 1px 2px #ddd;">DATAPREP REPORT</h1>""") | |
| out2=gr.File(label="Download CSV") | |
| gr.HTML(value="""<h1 style="color: #3399FF; text-shadow: 1px 1px 2px #ddd;">SWEETVIZ REPORT</h1>""") | |
| out3=gr.File(label="Download CSV") | |
| btn.click(generate_report,inputs=[file],outputs=[out1,out3]) | |
| cluster.launch() | |