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| import gradio as gr | |
| import pandas as pd | |
| from ydata_profiling import ProfileReport | |
| def generate_profile(files_path): | |
| dfs = [] | |
| for file_path in files_path: | |
| if "csv" in file_path: | |
| dfs.append(pd.read_csv(file_path)) | |
| elif "json" in file_path: | |
| dfs.append(pd.read_json(file_path)) | |
| elif "pq" in file_path: | |
| dfs.append(pd.read_parquet(file_path)) | |
| df = pd.concat(dfs, axis=0) | |
| profile = ProfileReport(df, title="Profiling Report") | |
| profile_html = profile.to_html() | |
| return profile_html | |
| inputs = gr.Files(file_types=["csv", "pq", "json"], | |
| show_label=True, min_width=80) | |
| iface = gr.Interface(fn=generate_profile, | |
| inputs=inputs, | |
| outputs=gr.HTML(), | |
| live=True, | |
| title="CSV Profiling Tool", | |
| description="Upload a CSV file to generate a data profiling report.", | |
| ) | |
| iface.launch() | |