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from bs4 import BeautifulSoup
import markdown
import numpy as np
import re
import pandas as pd
def generate_html_report(return_dict):
"""Generate a clean HTML report focusing on visualizations and key insights"""
def convert_markdown_to_html(text):
"""Convert markdown text to HTML safely"""
if not text:
return ""
# Don't escape HTML characters before markdown conversion
html = markdown.markdown(str(text), extensions=['tables', 'fenced_code', 'nl2br'])
# Use BeautifulSoup to clean up but preserve structure
soup = BeautifulSoup(html, 'html.parser')
return str(soup)
def convert_conclusion_to_html(text):
"""Special conversion for conclusion with custom bullet point handling"""
if not text:
return ""
# Clean and prepare text
text = str(text).strip()
text = re.sub(r'\*\*(.*?)\*\*', r'<strong>\1</strong>', text)
text = re.sub(r'\*(.*?)\*', r'<em>\1</em>', text)
# Handle bullet points that might not be properly formatted
lines = text.split('\n')
processed_lines = []
in_list = False
for line in lines:
line = line.strip()
if not line:
if in_list:
processed_lines.append('</ul>')
in_list = False
processed_lines.append('')
continue
# Check if line looks like a bullet point
if (line.startswith('- ') or line.startswith('• ') or
line.startswith('* ') or re.match(r'^\d+\.\s', line)):
if not in_list:
processed_lines.append('<ul>')
in_list = True
# Clean the bullet point
clean_line = re.sub(r'^[-•*]\s*', '', line)
clean_line = re.sub(r'^\d+\.\s*', '', clean_line)
processed_lines.append(f'<li>{clean_line}</li>')
else:
if in_list:
processed_lines.append('</ul>')
in_list = False
processed_lines.append(f'<p>{line}</p>')
if in_list:
processed_lines.append('</ul>')
# Join and clean up
html_content = '\n'.join(processed_lines)
# Clean up extra tags and escape HTML entities, but preserve our intentional HTML
html_content = html_content.replace('&', '&').replace('<', '<').replace('>', '>')
# Restore our intentional HTML tags
html_content = html_content.replace('<strong>', '<strong>').replace('</strong>', '</strong>')
html_content = html_content.replace('<em>', '<em>').replace('</em>', '</em>')
html_content = html_content.replace('<ul>', '<ul>').replace('</ul>', '</ul>')
html_content = html_content.replace('<li>', '<li>').replace('</li>', '</li>')
html_content = html_content.replace('<p>', '<p>').replace('</p>', '</p>')
return html_content
# Convert key text sections to HTML
goal = convert_markdown_to_html(return_dict['goal'])
questions = convert_markdown_to_html(return_dict['deep_questions'])
conclusion = convert_conclusion_to_html(return_dict['final_conclusion'])
# Remove duplicate conclusion headings and clean up
conclusion = re.sub(r'<p>\s*\*\*\s*Conclusion\s*\*\*\s*</p>', '', conclusion, flags=re.IGNORECASE)
conclusion = re.sub(r'<strong>\s*Conclusion\s*</strong>', '', conclusion, flags=re.IGNORECASE)
conclusion = re.sub(r'<h[1-6][^>]*>\s*Conclusion\s*</h[1-6]>', '', conclusion, flags=re.IGNORECASE)
conclusion = re.sub(r'^\s*Conclusion\s*$', '', conclusion, flags=re.MULTILINE)
# Combine synthesis content
synthesis_content = ''
if return_dict.get('synthesis'):
synthesis_content = ''.join(f'<div class="synthesis-section">{convert_markdown_to_html(s)}</div>'
for s in return_dict['synthesis'])
# Generate all visualizations for synthesis section
all_visualizations = []
if return_dict['plotly_figs']:
for fig_group in return_dict['plotly_figs']:
try:
if isinstance(fig_group, list):
# Handle list of figures
for fig in fig_group:
if hasattr(fig, 'to_html'):
# It's a Plotly Figure object
all_visualizations.append(fig.to_html(
full_html=False,
include_plotlyjs='cdn',
config={'displayModeBar': True}
))
elif isinstance(fig, str):
# It might be JSON format - try to convert
try:
import plotly.io
fig_obj = plotly.io.from_json(fig)
all_visualizations.append(fig_obj.to_html(
full_html=False,
include_plotlyjs='cdn',
config={'displayModeBar': True}
))
except Exception as e:
print(f"Warning: Could not process figure JSON: {e}")
continue
else:
# Single figure
if hasattr(fig_group, 'to_html'):
# It's a Plotly Figure object
all_visualizations.append(fig_group.to_html(
full_html=False,
include_plotlyjs='cdn',
config={'displayModeBar': True}
))
elif isinstance(fig_group, str):
# It might be JSON format - try to convert
try:
import plotly.io
fig_obj = plotly.io.from_json(fig_group)
all_visualizations.append(fig_obj.to_html(
full_html=False,
include_plotlyjs='cdn',
config={'displayModeBar': True}
))
except Exception as e:
print(f"Warning: Could not process figure JSON: {e}")
continue
except Exception as e:
print(f"Warning: Error processing visualizations: {e}")
# Prepare code for syntax highlighting
code_content = return_dict.get('code', '').strip()
html = f"""
<!DOCTYPE html>
<html>
<head>
<title>Deep Analysis Report</title>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1">
<script src="https://cdn.plot.ly/plotly-latest.min.js"></script>
<link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/highlight.js/11.9.0/styles/github.min.css">
<script src="https://cdnjs.cloudflare.com/ajax/libs/highlight.js/11.9.0/highlight.min.js"></script>
<script src="https://cdnjs.cloudflare.com/ajax/libs/highlight.js/11.9.0/languages/python.min.js"></script>
<style>
body {{
font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, sans-serif;
line-height: 1.6;
margin: 0;
padding: 20px;
color: #374151;
background-color: #f9fafb;
}}
.container {{ max-width: 1400px; margin: 0 auto; }}
.section {{
margin-bottom: 24px;
padding: 32px;
background: #ffffff;
border-radius: 12px;
box-shadow: 0 1px 3px rgba(0,0,0,0.1);
border-left: 4px solid #FF7F7F;
page-break-inside: avoid;
}}
h1 {{
color: #FF7F7F;
font-size: 32px;
margin-bottom: 12px;
font-weight: 700;
page-break-after: avoid;
}}
h2 {{
color: #FF7F7F;
font-size: 24px;
margin-bottom: 20px;
font-weight: 600;
border-bottom: 2px solid #FF7F7F;
padding-bottom: 10px;
page-break-after: avoid;
}}
h3 {{ color: #4b5563; font-size: 18px; margin-bottom: 14px; font-weight: 600; page-break-after: avoid; }}
h4 {{ color: #6b7280; font-size: 16px; margin-bottom: 12px; font-weight: 600; page-break-after: avoid; }}
.question-content {{
background: #FFF0F0;
padding: 20px;
border-radius: 8px;
border-left: 3px solid #FF7F7F;
page-break-inside: avoid;
}}
.synthesis-content {{
background: #f9fafb;
padding: 24px;
border-radius: 8px;
margin-bottom: 24px;
page-break-inside: avoid;
}}
.visualization-container {{
margin: 24px 0;
padding: 20px;
background: #ffffff;
border-radius: 8px;
border: 1px solid #e5e7eb;
page-break-inside: avoid;
}}
.code-section {{
background: #1f2937;
color: #e5e7eb;
border-radius: 8px;
overflow: hidden;
margin: 20px 0;
position: relative;
page-break-inside: avoid;
}}
.code-header {{
background: #FF7F7F;
color: white;
padding: 16px 20px;
cursor: pointer;
font-weight: 500;
user-select: none;
display: flex;
justify-content: space-between;
align-items: center;
}}
.code-header:hover {{ background: #FF6666; }}
.code-controls {{
display: flex;
gap: 12px;
align-items: center;
}}
.copy-button {{
background: rgba(255, 255, 255, 0.2);
border: none;
color: white;
padding: 8px 16px;
border-radius: 6px;
cursor: pointer;
font-size: 14px;
transition: background 0.2s;
}}
.copy-button:hover {{ background: rgba(255, 255, 255, 0.3); }}
.copy-button.copied {{ background: #10b981; }}
.code-content {{
padding: 0;
max-height: 0;
overflow: hidden;
transition: max-height 0.3s ease;
position: relative;
}}
.code-content.expanded {{ max-height: 1200px; overflow-y: auto; }}
.code-content pre {{
margin: 0;
padding: 20px;
white-space: pre-wrap;
word-wrap: break-word;
font-family: 'Monaco', 'Menlo', 'Ubuntu Mono', monospace;
font-size: 14px;
line-height: 1.5;
background: #1f2937;
}}
.code-content code {{
font-family: 'Monaco', 'Menlo', 'Ubuntu Mono', monospace;
font-size: 14px;
line-height: 1.5;
}}
.conclusion-content {{
background: linear-gradient(135deg, #FFF0F0 0%, #fdf2f8 100%);
padding: 28px;
border-radius: 8px;
border: 1px solid #FF7F7F;
font-size: 16px;
line-height: 1.7;
page-break-inside: avoid;
}}
/* Enhanced conclusion formatting */
.conclusion-content h1, .conclusion-content h2, .conclusion-content h3, .conclusion-content h4 {{
color: #FF7F7F;
margin-top: 20px;
margin-bottom: 12px;
font-weight: 600;
page-break-after: avoid;
}}
.conclusion-content h1 {{ font-size: 22px; }}
.conclusion-content h2 {{ font-size: 18px; }}
.conclusion-content h3 {{ font-size: 16px; }}
.conclusion-content h4 {{ font-size: 14px; }}
.conclusion-content ul {{
margin: 18px 0;
padding-left: 28px;
list-style: none;
position: relative;
page-break-inside: avoid;
}}
.conclusion-content ul li {{
margin-bottom: 12px;
line-height: 1.7;
position: relative;
padding-left: 0;
}}
.conclusion-content ul li:before {{
content: "•";
color: #FF7F7F;
font-weight: bold;
position: absolute;
left: -24px;
font-size: 18px;
}}
.conclusion-content ol {{
margin: 18px 0;
padding-left: 28px;
counter-reset: item;
page-break-inside: avoid;
}}
.conclusion-content ol li {{
margin-bottom: 12px;
line-height: 1.7;
display: block;
position: relative;
padding-left: 0;
}}
.conclusion-content ol li:before {{
content: counter(item) ".";
counter-increment: item;
color: #FF7F7F;
font-weight: bold;
position: absolute;
left: -28px;
}}
.conclusion-content p {{
margin-bottom: 18px;
line-height: 1.7;
}}
.conclusion-content strong {{
color: #FF7F7F;
font-weight: 600;
}}
.conclusion-content em {{
font-style: italic;
color: #6b7280;
}}
.synthesis-section {{ margin-bottom: 18px; page-break-inside: avoid; }}
.synthesis-section ul {{
margin: 14px 0;
padding-left: 24px;
list-style-type: disc;
}}
.synthesis-section ul li {{
margin-bottom: 8px;
line-height: 1.6;
list-style-type: disc;
display: list-item;
}}
p {{ margin-bottom: 14px; }}
/* General list styling for other sections (not conclusion) */
ul:not(.conclusion-content ul) {{
margin-bottom: 18px;
padding-left: 24px;
list-style-type: disc;
}}
ol:not(.conclusion-content ol) {{
margin-bottom: 18px;
padding-left: 24px;
list-style-type: decimal;
}}
li:not(.conclusion-content li) {{
margin-bottom: 8px;
line-height: 1.6;
display: list-item;
}}
/* Syntax highlighting overrides - matching app's theme */
.hljs {{
background: #1f2937 !important;
color: #e5e7eb !important;
padding: 20px !important;
border-radius: 0 !important;
}}
.hljs-keyword {{ color: #f59e0b !important; }}
.hljs-string {{ color: #10b981 !important; }}
.hljs-number {{ color: #3b82f6 !important; }}
.hljs-comment {{ color: #6b7280 !important; }}
.hljs-function {{ color: #8b5cf6 !important; }}
.hljs-built_in {{ color: #FF7F7F !important; }}
/* PDF/Print Specific Styles */
@media print {{
body {{
background-color: white !important;
padding: 8mm;
font-size: 14pt;
line-height: 1.5;
color: #000 !important;
}}
.container {{
max-width: none;
margin: 0;
}}
.section {{
background: white !important;
box-shadow: none !important;
border-radius: 0 !important;
border-left: 2pt solid #FF7F7F !important;
padding: 18pt;
margin-bottom: 15pt;
page-break-inside: avoid;
margin-top: 0 !important;
padding-top: 20pt !important;
}}
/* Don't add page break before the first section */
.section:first-child {{
page-break-before: avoid;
margin-top: 0 !important;
padding-top: 18pt !important;
}}
/* Larger fonts for first page section */
.section:first-child h1 {{
font-size: 27pt !important;
margin-bottom: 18pt;
}}
.section:first-child h2 {{
font-size: 23pt !important;
margin-bottom: 15pt;
}}
.section:first-child .question-content {{
font-size: 16pt !important;
line-height: 1.6;
padding: 18pt;
}}
.section:first-child .question-content p {{
font-size: 16pt !important;
margin-bottom: 12pt;
}}
/* Hide code section completely in PDF */
.section:has(.code-section),
.section .code-section,
.code-section {{
display: none !important;
}}
h1 {{
font-size: 24pt;
color: #FF7F7F !important;
page-break-after: avoid;
margin-top: 0;
margin-bottom: 15pt;
}}
h2 {{
font-size: 20pt;
color: #FF7F7F !important;
page-break-after: avoid;
border-bottom: 1pt solid #FF7F7F !important;
margin-bottom: 12pt;
}}
h3 {{
font-size: 16pt;
color: #333 !important;
page-break-after: avoid;
margin-bottom: 10pt;
}}
h4 {{
font-size: 14pt;
color: #333 !important;
page-break-after: avoid;
margin-bottom: 10pt;
}}
p {{
font-size: 13pt;
margin-bottom: 10pt;
line-height: 1.5;
}}
.question-content {{
background: #f9f9f9 !important;
border-left: 2pt solid #FF7F7F !important;
border-radius: 0 !important;
padding: 15pt;
page-break-inside: avoid;
font-size: 13pt;
}}
.synthesis-content {{
background: #f9f9f9 !important;
border: 1pt solid #ddd !important;
border-radius: 0 !important;
padding: 15pt;
page-break-inside: avoid;
font-size: 13pt;
}}
.conclusion-content {{
background: #f9f9f9 !important;
border: 1pt solid #FF7F7F !important;
border-radius: 0 !important;
padding: 18pt;
page-break-inside: avoid;
font-size: 16pt !important;
line-height: 1.6;
}}
/* Larger fonts for conclusion section */
.conclusion-content h1 {{
font-size: 25pt !important;
margin-bottom: 15pt;
}}
.conclusion-content h2 {{
font-size: 21pt !important;
margin-bottom: 12pt;
}}
.conclusion-content h3 {{
font-size: 19pt !important;
margin-bottom: 10pt;
}}
.conclusion-content h4 {{
font-size: 17pt !important;
margin-bottom: 10pt;
}}
.conclusion-content p {{
font-size: 16pt !important;
margin-bottom: 12pt;
line-height: 1.6;
}}
.conclusion-content ul li {{
font-size: 16pt !important;
margin-bottom: 10pt;
line-height: 1.6;
}}
.conclusion-content ol li {{
font-size: 16pt !important;
margin-bottom: 10pt;
line-height: 1.6;
}}
/* Chart/Visualization specific rules */
.visualization-container {{
background: white !important;
border: 1pt solid #ddd !important;
border-radius: 0 !important;
padding: 12pt;
page-break-before: auto;
page-break-after: auto;
page-break-inside: avoid !important;
margin: 12pt 0;
max-height: none !important;
height: auto !important;
overflow: visible !important;
}}
/* Plotly charts - ensure they don't break and fit properly */
.plotly-graph-div {{
page-break-inside: avoid !important;
page-break-before: auto !important;
page-break-after: auto !important;
max-height: 60vh !important;
max-width: 100% !important;
height: auto !important;
overflow: visible !important;
margin: 6pt 0 !important;
}}
/* If chart is too tall, allow it to take a full page */
.visualization-container:has(.plotly-graph-div) {{
page-break-before: auto;
page-break-after: auto;
page-break-inside: avoid;
max-height: 85vh;
overflow: visible;
}}
/* Hide all code-related elements */
.code-section,
.code-header,
.code-content,
.code-controls,
.copy-button,
pre code,
.hljs {{
display: none !important;
}}
/* Page breaks */
.section {{
page-break-before: always;
page-break-after: auto;
page-break-inside: avoid;
}}
/* Ensure section headings don't get orphaned */
.section h2 {{
page-break-after: avoid;
orphans: 2;
widows: 2;
}}
/* Better control for large content blocks */
.synthesis-content {{
orphans: 2;
widows: 2;
}}
/* Ensure tables don't break poorly */
.section table {{
page-break-inside: avoid;
margin: 10pt 0;
font-size: 12pt;
}}
.section table th,
.section table td {{
padding: 6pt 10pt;
font-size: 12pt;
}}
/* List styling for PDF */
ul, ol {{
margin: 10pt 0;
padding-left: 20pt;
}}
li {{
margin-bottom: 6pt;
font-size: 13pt;
line-height: 1.5;
}}
/* Conclusion specific styling */
.conclusion-content ul li:before {{
color: #FF7F7F !important;
}}
.conclusion-content ol li:before {{
color: #FF7F7F !important;
}}
.conclusion-content strong {{
color: #FF7F7F !important;
}}
}}
/* Additional PDF optimization */
@page {{
size: A4;
margin: 15mm 12mm 20mm 12mm;
}}
</style>
<script>
document.addEventListener('DOMContentLoaded', function() {{
hljs.highlightAll();
// Add print-specific functionality
window.addEventListener('beforeprint', function() {{
// Ensure all Plotly graphs are visible and properly sized for printing
const plotlyDivs = document.querySelectorAll('.plotly-graph-div');
plotlyDivs.forEach(function(div) {{
if (window.Plotly && window.Plotly.Plots) {{
try {{
// Resize plot for print
window.Plotly.Plots.resize(div);
}} catch (e) {{
console.log('Note: Could not resize plot for print:', e);
}}
}}
}});
// Expand any collapsed code sections for PDF
const codeContents = document.querySelectorAll('.code-content');
codeContents.forEach(function(content) {{
content.classList.add('expanded');
}});
}});
// Add a small delay for plots to render when window loads
setTimeout(function() {{
const plotlyDivs = document.querySelectorAll('.plotly-graph-div');
if (plotlyDivs.length > 0 && window.Plotly) {{
plotlyDivs.forEach(function(div) {{
try {{
window.Plotly.Plots.resize(div);
}} catch (e) {{
// Silent fail - plot may not be fully initialized yet
}}
}});
}}
}}, 2000);
}});
function toggleCode() {{
const content = document.getElementById('codeContent');
const header = document.getElementById('codeToggle');
if (content.classList.contains('expanded')) {{
content.classList.remove('expanded');
header.textContent = 'View Generated Code (Click to expand)';
}} else {{
content.classList.add('expanded');
header.textContent = 'Generated Code (Click to collapse)';
}}
}}
function copyCode() {{
const codeElement = document.getElementById('rawCode');
const copyButton = document.getElementById('copyButton');
if (codeElement) {{
const textToCopy = codeElement.textContent || codeElement.innerText;
if (navigator.clipboard && window.isSecureContext) {{
navigator.clipboard.writeText(textToCopy).then(function() {{
copyButton.textContent = 'Copied!';
copyButton.classList.add('copied');
setTimeout(function() {{
copyButton.textContent = 'Copy';
copyButton.classList.remove('copied');
}}, 2000);
}}).catch(function(err) {{
console.error('Failed to copy: ', err);
fallbackCopyTextToClipboard(textToCopy, copyButton);
}});
}} else {{
fallbackCopyTextToClipboard(textToCopy, copyButton);
}}
}}
}}
function fallbackCopyTextToClipboard(text, button) {{
const textArea = document.createElement('textarea');
textArea.value = text;
textArea.style.top = '0';
textArea.style.left = '0';
textArea.style.position = 'fixed';
document.body.appendChild(textArea);
textArea.focus();
textArea.select();
try {{
const successful = document.execCommand('copy');
if (successful) {{
button.textContent = 'Copied!';
button.classList.add('copied');
setTimeout(function() {{
button.textContent = 'Copy';
button.classList.remove('copied');
}}, 2000);
}} else {{
button.textContent = 'Failed';
setTimeout(function() {{
button.textContent = 'Copy';
}}, 2000);
}}
}} catch (err) {{
button.textContent = 'Failed';
setTimeout(function() {{
button.textContent = 'Copy';
}}, 2000);
}}
document.body.removeChild(textArea);
}}
</script>
</head>
<body>
<div class="container">
<div class="section">
<h1>Deep Analysis Report</h1>
<h2>Original Question</h2>
<div class="question-content">
{goal}
</div>
<h2>Detailed Research Questions</h2>
<div class="question-content">
{questions}
</div>
</div>
<div class="section">
<h2>Analysis & Insights</h2>
<div class="synthesis-content">
{synthesis_content}
</div>
{''.join(f'<div class="visualization-container">{viz}</div>' for viz in all_visualizations) if all_visualizations else '<p><em>No visualizations generated</em></p>'}
</div>
{f'''
<div class="section">
<h2>Generated Code</h2>
<div class="code-section">
<div class="code-header">
<span id="codeToggle" onclick="toggleCode()" style="cursor: pointer;">
View Generated Code (Click to expand)
</span>
<div class="code-controls">
<button id="copyButton" class="copy-button" onclick="copyCode()">Copy</button>
</div>
</div>
<div class="code-content" id="codeContent">
<pre><code id="rawCode" class="language-python">{code_content}</code></pre>
</div>
</div>
</div>
''' if code_content else ''}
<div class="section">
<h2>Conclusion</h2>
<div class="conclusion-content">
{conclusion}
</div>
</div>
</div>
<!-- Page footer for PDF -->
<div class="page-footer"></div>
</body>
</html>"""
return html
|