Spaces:
Sleeping
Sleeping
Upload 2 files
Browse files- app.py +52 -0
- requirements.txt +3 -0
app.py
ADDED
|
@@ -0,0 +1,52 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
import pandas as pd
|
| 2 |
+
from ydata_profiling import ProfileReport
|
| 3 |
+
import gradio as gr
|
| 4 |
+
|
| 5 |
+
def generate_report(file):
|
| 6 |
+
try:
|
| 7 |
+
# Read the uploaded CSV file
|
| 8 |
+
df = pd.read_csv(file.name)
|
| 9 |
+
|
| 10 |
+
# Generate the profiling report
|
| 11 |
+
report = ProfileReport(df, title="Data Report", explorative=True)
|
| 12 |
+
|
| 13 |
+
# Render the report as an HTML string
|
| 14 |
+
report_html = report.to_html()
|
| 15 |
+
|
| 16 |
+
return report_html
|
| 17 |
+
except Exception as e:
|
| 18 |
+
return f"An error occurred: {str(e)}"
|
| 19 |
+
|
| 20 |
+
# Define the footer HTML content
|
| 21 |
+
footer = """
|
| 22 |
+
<div style="text-align: center; margin-top: 20px;">
|
| 23 |
+
<a href="https://www.linkedin.com/in/pejman-ebrahimi-4a60151a7/" target="_blank">LinkedIn</a> |
|
| 24 |
+
<a href="https://github.com/arad1367" target="_blank">GitHub</a> |
|
| 25 |
+
<a href="https://arad1367.pythonanywhere.com/" target="_blank">Live demo of my PhD defense</a>
|
| 26 |
+
<br>
|
| 27 |
+
Made with 💖 by Pejman Ebrahimi
|
| 28 |
+
</div>
|
| 29 |
+
"""
|
| 30 |
+
|
| 31 |
+
# Create a Gradio interface with custom layout
|
| 32 |
+
with gr.Blocks(theme='bethecloud/storj_theme') as app:
|
| 33 |
+
gr.Markdown("# Data Report Generator")
|
| 34 |
+
|
| 35 |
+
# File input section
|
| 36 |
+
with gr.Row():
|
| 37 |
+
with gr.Column(scale=1):
|
| 38 |
+
upload = gr.File(label="Upload your CSV file")
|
| 39 |
+
with gr.Column(scale=1):
|
| 40 |
+
generate_btn = gr.Button("Generate Report")
|
| 41 |
+
|
| 42 |
+
# Output section for displaying the report
|
| 43 |
+
report_output = gr.HTML()
|
| 44 |
+
|
| 45 |
+
# Action to generate and display the report
|
| 46 |
+
generate_btn.click(fn=generate_report, inputs=upload, outputs=report_output)
|
| 47 |
+
|
| 48 |
+
# Add the footer to the app
|
| 49 |
+
gr.HTML(footer)
|
| 50 |
+
|
| 51 |
+
# Launch the Gradio app
|
| 52 |
+
app.launch()
|
requirements.txt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
pandas
|
| 2 |
+
ydata_profiling
|
| 3 |
+
gradio
|