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
|