Update app.py
Browse files
app.py
CHANGED
|
@@ -18,6 +18,61 @@ model = HfApiModel(
|
|
| 18 |
token=hf_token # Pass token explicitly
|
| 19 |
)
|
| 20 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 21 |
def analyze_data(csv_file, additional_notes=""):
|
| 22 |
# Clear previous figures
|
| 23 |
if os.path.exists('./figures'):
|
|
@@ -56,7 +111,8 @@ def analyze_data(csv_file, additional_notes=""):
|
|
| 56 |
visuals = [os.path.join('./figures', f) for f in os.listdir('./figures')
|
| 57 |
if f.endswith(('.png', '.jpg', '.jpeg'))]
|
| 58 |
|
| 59 |
-
|
|
|
|
| 60 |
|
| 61 |
# Create Gradio interface
|
| 62 |
with gr.Blocks(theme=gr.themes.Soft()) as demo:
|
|
@@ -69,7 +125,7 @@ with gr.Blocks(theme=gr.themes.Soft()) as demo:
|
|
| 69 |
analyze_btn = gr.Button("Analyze", variant="primary")
|
| 70 |
|
| 71 |
with gr.Column():
|
| 72 |
-
analysis_output = gr.
|
| 73 |
gallery = gr.Gallery(label="Data Visualizations", columns=2)
|
| 74 |
|
| 75 |
analyze_btn.click(
|
|
|
|
| 18 |
token=hf_token # Pass token explicitly
|
| 19 |
)
|
| 20 |
|
| 21 |
+
# Add this formatting function
|
| 22 |
+
def format_analysis_report(raw_output, visuals):
|
| 23 |
+
try:
|
| 24 |
+
# Convert string output to dictionary
|
| 25 |
+
analysis_dict = ast.literal_eval(str(raw_output))
|
| 26 |
+
|
| 27 |
+
report = f"""
|
| 28 |
+
<div style="font-family: Arial, sans-serif; padding: 20px; color: #333;">
|
| 29 |
+
<h1 style="color: #2B547E; border-bottom: 2px solid #2B547E; padding-bottom: 10px;">📊 Data Analysis Report</h1>
|
| 30 |
+
|
| 31 |
+
<div style="margin-top: 25px; background: #f8f9fa; padding: 20px; border-radius: 8px;">
|
| 32 |
+
<h2 style="color: #2B547E;">🔍 Key Observations</h2>
|
| 33 |
+
{format_observations(analysis_dict.get('observations', {}))}
|
| 34 |
+
</div>
|
| 35 |
+
|
| 36 |
+
<div style="margin-top: 30px;">
|
| 37 |
+
<h2 style="color: #2B547E;">💡 Insights & Visualizations</h2>
|
| 38 |
+
{format_insights(analysis_dict.get('insights', {}), visuals)}
|
| 39 |
+
</div>
|
| 40 |
+
</div>
|
| 41 |
+
"""
|
| 42 |
+
return report, visuals
|
| 43 |
+
except:
|
| 44 |
+
return raw_output, visuals
|
| 45 |
+
|
| 46 |
+
def format_observations(observations):
|
| 47 |
+
items = []
|
| 48 |
+
for key, value in observations.items():
|
| 49 |
+
if 'proportions' in key:
|
| 50 |
+
items.append(f"""
|
| 51 |
+
<div style="margin: 15px 0; padding: 15px; background: white; border-radius: 8px; box-shadow: 0 2px 4px rgba(0,0,0,0.05);">
|
| 52 |
+
<h3 style="margin: 0 0 10px 0; color: #4A708B;">{key.replace('_', ' ').title()}</h3>
|
| 53 |
+
<pre style="margin: 0; padding: 10px; background: #f8f9fa; border-radius: 4px;">{value}</pre>
|
| 54 |
+
</div>
|
| 55 |
+
""")
|
| 56 |
+
return '\n'.join(items)
|
| 57 |
+
|
| 58 |
+
def format_insights(insights, visuals):
|
| 59 |
+
items = []
|
| 60 |
+
for idx, (key, insight) in enumerate(insights.items()):
|
| 61 |
+
img_tag = ""
|
| 62 |
+
if idx < len(visuals):
|
| 63 |
+
img_tag = f'<img src="/file={visuals[idx]}" style="max-width: 100%; height: auto; margin-top: 10px; border-radius: 6px; box-shadow: 0 2px 4px rgba(0,0,0,0.1);">'
|
| 64 |
+
|
| 65 |
+
items.append(f"""
|
| 66 |
+
<div style="margin: 20px 0; padding: 20px; background: white; border-radius: 8px; box-shadow: 0 2px 4px rgba(0,0,0,0.05);">
|
| 67 |
+
<div style="display: flex; align-items: center; gap: 10px;">
|
| 68 |
+
<div style="background: #2B547E; color: white; width: 30px; height: 30px; border-radius: 50%; display: flex; align-items: center; justify-content: center;">{idx+1}</div>
|
| 69 |
+
<p style="margin: 0; font-size: 16px;">{insight}</p>
|
| 70 |
+
</div>
|
| 71 |
+
{img_tag}
|
| 72 |
+
</div>
|
| 73 |
+
""")
|
| 74 |
+
return '\n'.join(items)
|
| 75 |
+
|
| 76 |
def analyze_data(csv_file, additional_notes=""):
|
| 77 |
# Clear previous figures
|
| 78 |
if os.path.exists('./figures'):
|
|
|
|
| 111 |
visuals = [os.path.join('./figures', f) for f in os.listdir('./figures')
|
| 112 |
if f.endswith(('.png', '.jpg', '.jpeg'))]
|
| 113 |
|
| 114 |
+
|
| 115 |
+
return format_analysis_report(analysis_result, visuals)
|
| 116 |
|
| 117 |
# Create Gradio interface
|
| 118 |
with gr.Blocks(theme=gr.themes.Soft()) as demo:
|
|
|
|
| 125 |
analyze_btn = gr.Button("Analyze", variant="primary")
|
| 126 |
|
| 127 |
with gr.Column():
|
| 128 |
+
analysis_output = gr.Markdown("### Analysis results will appear here...")
|
| 129 |
gallery = gr.Gallery(label="Data Visualizations", columns=2)
|
| 130 |
|
| 131 |
analyze_btn.click(
|