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Create app.py
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app.py
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| 1 |
+
import requests
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| 2 |
+
from bs4 import BeautifulSoup
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| 3 |
+
import gradio as gr
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| 4 |
+
import re
|
| 5 |
+
import warnings
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| 6 |
+
warnings.filterwarnings('ignore')
|
| 7 |
+
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| 8 |
+
def fetch_html_content(input_text):
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| 9 |
+
"""
|
| 10 |
+
Fetch HTML content from a URL or process raw HTML input
|
| 11 |
+
Returns the HTML content and source type for better user feedback
|
| 12 |
+
"""
|
| 13 |
+
input_text = input_text.strip()
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| 14 |
+
|
| 15 |
+
# Check if input looks like HTML content
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| 16 |
+
if input_text.startswith('<') and '>' in input_text:
|
| 17 |
+
return input_text, "raw_html"
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| 18 |
+
|
| 19 |
+
# Check if input looks like a URL
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| 20 |
+
if input_text.startswith(('http://', 'https://', 'www.')):
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| 21 |
+
try:
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| 22 |
+
# Add protocol if missing
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| 23 |
+
if input_text.startswith('www.'):
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| 24 |
+
input_text = 'https://' + input_text
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| 25 |
+
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| 26 |
+
# Fetch the webpage
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| 27 |
+
headers = {
|
| 28 |
+
'User-Agent': 'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36'
|
| 29 |
+
}
|
| 30 |
+
response = requests.get(input_text, headers=headers, timeout=10)
|
| 31 |
+
|
| 32 |
+
if response.status_code == 200:
|
| 33 |
+
return response.text, "url"
|
| 34 |
+
else:
|
| 35 |
+
return None, f"HTTP Error {response.status_code}"
|
| 36 |
+
|
| 37 |
+
except requests.exceptions.RequestException as e:
|
| 38 |
+
return None, f"Request failed: {str(e)}"
|
| 39 |
+
|
| 40 |
+
return None, "Invalid input format"
|
| 41 |
+
|
| 42 |
+
def check_alt_text(soup, base_url=""):
|
| 43 |
+
"""
|
| 44 |
+
Comprehensive check for image alt text accessibility
|
| 45 |
+
Returns detailed issues and suggestions for improvement
|
| 46 |
+
"""
|
| 47 |
+
issues = []
|
| 48 |
+
suggestions = []
|
| 49 |
+
|
| 50 |
+
# Find all image elements
|
| 51 |
+
images = soup.find_all('img')
|
| 52 |
+
|
| 53 |
+
if not images:
|
| 54 |
+
return [], ["Consider adding relevant images with proper alt text to enhance content."]
|
| 55 |
+
|
| 56 |
+
for i, img in enumerate(images, 1):
|
| 57 |
+
alt = img.get('alt')
|
| 58 |
+
src = img.get('src', 'Unknown source')
|
| 59 |
+
|
| 60 |
+
# Check for missing alt attribute
|
| 61 |
+
if alt is None:
|
| 62 |
+
issues.append({
|
| 63 |
+
'type': 'Missing Alt Attribute',
|
| 64 |
+
'element': f'Image {i}',
|
| 65 |
+
'description': f'Image with src="{src}" has no alt attribute',
|
| 66 |
+
'severity': 'High',
|
| 67 |
+
'wcag': 'WCAG 2.1 Level A - 1.1.1'
|
| 68 |
+
})
|
| 69 |
+
|
| 70 |
+
# Check for empty alt text (which is valid for decorative images)
|
| 71 |
+
elif alt.strip() == '':
|
| 72 |
+
issues.append({
|
| 73 |
+
'type': 'Empty Alt Text',
|
| 74 |
+
'element': f'Image {i}',
|
| 75 |
+
'description': f'Image with src="{src}" has empty alt text (okay if decorative)',
|
| 76 |
+
'severity': 'Medium',
|
| 77 |
+
'wcag': 'WCAG 2.1 Level A - 1.1.1'
|
| 78 |
+
})
|
| 79 |
+
|
| 80 |
+
# Check for poor alt text practices
|
| 81 |
+
elif alt.strip().lower() in ['image', 'picture', 'photo', 'img']:
|
| 82 |
+
issues.append({
|
| 83 |
+
'type': 'Generic Alt Text',
|
| 84 |
+
'element': f'Image {i}',
|
| 85 |
+
'description': f'Alt text "{alt}" is too generic and not descriptive',
|
| 86 |
+
'severity': 'Medium',
|
| 87 |
+
'wcag': 'WCAG 2.1 Level A - 1.1.1'
|
| 88 |
+
})
|
| 89 |
+
|
| 90 |
+
# Generate suggestions based on issues found
|
| 91 |
+
if issues:
|
| 92 |
+
suggestions.extend([
|
| 93 |
+
"Write descriptive alt text that conveys the meaning and context of images",
|
| 94 |
+
"Use empty alt='' for purely decorative images",
|
| 95 |
+
"Avoid generic terms like 'image', 'picture', or 'photo'",
|
| 96 |
+
"Keep alt text concise but meaningful (aim for 125 characters or less)"
|
| 97 |
+
])
|
| 98 |
+
|
| 99 |
+
return issues, suggestions
|
| 100 |
+
|
| 101 |
+
def check_font_sizes(soup):
|
| 102 |
+
"""
|
| 103 |
+
Analyze font sizes and readability issues in the HTML content
|
| 104 |
+
"""
|
| 105 |
+
issues = []
|
| 106 |
+
suggestions = []
|
| 107 |
+
|
| 108 |
+
# Check inline styles for font-size
|
| 109 |
+
elements_with_styles = soup.find_all(style=True)
|
| 110 |
+
small_fonts_found = False
|
| 111 |
+
|
| 112 |
+
for i, element in enumerate(elements_with_styles, 1):
|
| 113 |
+
style = element.get('style', '')
|
| 114 |
+
|
| 115 |
+
# Look for font-size declarations
|
| 116 |
+
font_size_match = re.search(r'font-size:\s*(\d+(?:\.\d+)?)(px|pt|em|rem|%)', style, re.IGNORECASE)
|
| 117 |
+
|
| 118 |
+
if font_size_match:
|
| 119 |
+
size_value = float(font_size_match.group(1))
|
| 120 |
+
unit = font_size_match.group(2).lower()
|
| 121 |
+
|
| 122 |
+
# Convert to approximate pixel values for comparison
|
| 123 |
+
if unit == 'px':
|
| 124 |
+
pixel_size = size_value
|
| 125 |
+
elif unit == 'pt':
|
| 126 |
+
pixel_size = size_value * 1.33 # Rough conversion
|
| 127 |
+
elif unit in ['em', 'rem']:
|
| 128 |
+
pixel_size = size_value * 16 # Assuming 16px base
|
| 129 |
+
elif unit == '%':
|
| 130 |
+
pixel_size = (size_value / 100) * 16 # Assuming 16px base
|
| 131 |
+
else:
|
| 132 |
+
continue
|
| 133 |
+
|
| 134 |
+
# Flag very small fonts (less than 12px equivalent)
|
| 135 |
+
if pixel_size < 12:
|
| 136 |
+
issues.append({
|
| 137 |
+
'type': 'Small Font Size',
|
| 138 |
+
'element': f'Element {i} ({element.name})',
|
| 139 |
+
'description': f'Font size {size_value}{unit} (β{pixel_size:.1f}px) may be too small for readability',
|
| 140 |
+
'severity': 'Medium',
|
| 141 |
+
'wcag': 'WCAG 2.1 Level AA - 1.4.4'
|
| 142 |
+
})
|
| 143 |
+
small_fonts_found = True
|
| 144 |
+
|
| 145 |
+
# Check for potential readability issues with text content
|
| 146 |
+
text_elements = soup.find_all(['p', 'div', 'span', 'li', 'td', 'th'])
|
| 147 |
+
long_paragraphs = 0
|
| 148 |
+
|
| 149 |
+
for element in text_elements:
|
| 150 |
+
text = element.get_text(strip=True)
|
| 151 |
+
if len(text) > 500: # Very long text blocks
|
| 152 |
+
long_paragraphs += 1
|
| 153 |
+
|
| 154 |
+
if long_paragraphs > 0:
|
| 155 |
+
issues.append({
|
| 156 |
+
'type': 'Long Text Blocks',
|
| 157 |
+
'element': f'{long_paragraphs} elements',
|
| 158 |
+
'description': f'Found {long_paragraphs} very long text blocks that may hurt readability',
|
| 159 |
+
'severity': 'Low',
|
| 160 |
+
'wcag': 'WCAG 2.1 Level AAA - 2.4.8'
|
| 161 |
+
})
|
| 162 |
+
|
| 163 |
+
# Generate suggestions
|
| 164 |
+
if small_fonts_found:
|
| 165 |
+
suggestions.extend([
|
| 166 |
+
"Use minimum 12px font size for body text (14px+ recommended)",
|
| 167 |
+
"Ensure text can be zoomed to 200% without loss of functionality",
|
| 168 |
+
"Test readability on different devices and screen sizes"
|
| 169 |
+
])
|
| 170 |
+
|
| 171 |
+
if long_paragraphs > 0:
|
| 172 |
+
suggestions.append("Break up long text blocks with headings, bullet points, or shorter paragraphs")
|
| 173 |
+
|
| 174 |
+
return issues, suggestions
|
| 175 |
+
|
| 176 |
+
def check_color_contrast(soup):
|
| 177 |
+
"""
|
| 178 |
+
Analyze color contrast issues in the HTML content
|
| 179 |
+
This is a simplified heuristic check - full WCAG compliance requires more complex calculations
|
| 180 |
+
"""
|
| 181 |
+
issues = []
|
| 182 |
+
suggestions = []
|
| 183 |
+
|
| 184 |
+
# Check elements with inline color styles
|
| 185 |
+
elements_with_styles = soup.find_all(style=True)
|
| 186 |
+
contrast_issues_found = False
|
| 187 |
+
|
| 188 |
+
for i, element in enumerate(elements_with_styles, 1):
|
| 189 |
+
style = element.get('style', '')
|
| 190 |
+
|
| 191 |
+
# Extract color and background-color
|
| 192 |
+
color_match = re.search(r'color:\s*([^;]+)', style, re.IGNORECASE)
|
| 193 |
+
bg_match = re.search(r'background-color:\s*([^;]+)', style, re.IGNORECASE)
|
| 194 |
+
|
| 195 |
+
if color_match and bg_match:
|
| 196 |
+
text_color = color_match.group(1).strip()
|
| 197 |
+
bg_color = bg_match.group(1).strip()
|
| 198 |
+
|
| 199 |
+
# Simplified contrast check using color name heuristics
|
| 200 |
+
light_colors = ['white', '#fff', '#ffffff', '#f0f0f0', '#e0e0e0',
|
| 201 |
+
'yellow', 'lightyellow', 'lightgray', 'lightgrey', 'beige']
|
| 202 |
+
dark_colors = ['black', '#000', '#000000', '#333', '#666',
|
| 203 |
+
'navy', 'darkblue', 'darkgreen', 'darkred', 'purple']
|
| 204 |
+
|
| 205 |
+
text_is_light = any(light in text_color.lower() for light in light_colors)
|
| 206 |
+
text_is_dark = any(dark in text_color.lower() for dark in dark_colors)
|
| 207 |
+
bg_is_light = any(light in bg_color.lower() for light in light_colors)
|
| 208 |
+
bg_is_dark = any(dark in bg_color.lower() for dark in dark_colors)
|
| 209 |
+
|
| 210 |
+
# Flag potential contrast issues
|
| 211 |
+
if (text_is_light and bg_is_light) or (text_is_dark and bg_is_dark):
|
| 212 |
+
issues.append({
|
| 213 |
+
'type': 'Poor Color Contrast',
|
| 214 |
+
'element': f'Element {i} ({element.name})',
|
| 215 |
+
'description': f'Text color "{text_color}" on background "{bg_color}" may have insufficient contrast',
|
| 216 |
+
'severity': 'High',
|
| 217 |
+
'wcag': 'WCAG 2.1 Level AA - 1.4.3'
|
| 218 |
+
})
|
| 219 |
+
contrast_issues_found = True
|
| 220 |
+
|
| 221 |
+
# Check for color-only information conveyance
|
| 222 |
+
elements_with_color = soup.find_all(lambda tag: tag.get('style') and 'color:' in tag.get('style', ''))
|
| 223 |
+
if len(elements_with_color) > 5: # Arbitrary threshold
|
| 224 |
+
issues.append({
|
| 225 |
+
'type': 'Color Dependency',
|
| 226 |
+
'element': f'{len(elements_with_color)} elements',
|
| 227 |
+
'description': 'Heavy reliance on color - ensure information is also conveyed through other means',
|
| 228 |
+
'severity': 'Medium',
|
| 229 |
+
'wcag': 'WCAG 2.1 Level A - 1.4.1'
|
| 230 |
+
})
|
| 231 |
+
|
| 232 |
+
# Generate suggestions
|
| 233 |
+
if contrast_issues_found:
|
| 234 |
+
suggestions.extend([
|
| 235 |
+
"Ensure text has at least 4.5:1 contrast ratio with background (7:1 for AAA compliance)",
|
| 236 |
+
"Test colors using online contrast checkers",
|
| 237 |
+
"Avoid using similar shades for text and background"
|
| 238 |
+
])
|
| 239 |
+
|
| 240 |
+
if len(elements_with_color) > 5:
|
| 241 |
+
suggestions.append("Don't rely solely on color to convey information - use icons, text, or patterns too")
|
| 242 |
+
|
| 243 |
+
return issues, suggestions
|
| 244 |
+
|
| 245 |
+
def analyze_accessibility(input_text):
|
| 246 |
+
"""
|
| 247 |
+
Main function to analyze HTML content for accessibility issues
|
| 248 |
+
"""
|
| 249 |
+
if not input_text.strip():
|
| 250 |
+
return "Please provide a URL or HTML content to analyze.", "Ready to analyze...", 0
|
| 251 |
+
|
| 252 |
+
# Fetch HTML content
|
| 253 |
+
html_content, source_type = fetch_html_content(input_text)
|
| 254 |
+
|
| 255 |
+
if html_content is None:
|
| 256 |
+
return f"Error: {source_type}", "Error occurred", 0
|
| 257 |
+
|
| 258 |
+
# Parse HTML
|
| 259 |
+
try:
|
| 260 |
+
soup = BeautifulSoup(html_content, 'html.parser')
|
| 261 |
+
except Exception as e:
|
| 262 |
+
return f"Error parsing HTML: {str(e)}", "Parsing error", 0
|
| 263 |
+
|
| 264 |
+
# Perform accessibility checks
|
| 265 |
+
alt_issues, alt_suggestions = check_alt_text(soup)
|
| 266 |
+
font_issues, font_suggestions = check_font_sizes(soup)
|
| 267 |
+
color_issues, color_suggestions = check_color_contrast(soup)
|
| 268 |
+
|
| 269 |
+
# Combine all issues
|
| 270 |
+
all_issues = alt_issues + font_issues + color_issues
|
| 271 |
+
all_suggestions = list(set(alt_suggestions + font_suggestions + color_suggestions)) # Remove duplicates
|
| 272 |
+
|
| 273 |
+
# Generate report
|
| 274 |
+
if not all_issues:
|
| 275 |
+
report = "π **Great news!** No major accessibility issues detected.\n\n"
|
| 276 |
+
report += "However, consider these general best practices:\n"
|
| 277 |
+
for suggestion in all_suggestions[:3]: # Show top 3 general suggestions
|
| 278 |
+
report += f"β’ {suggestion}\n"
|
| 279 |
+
return report, "β
Accessibility check completed successfully!", len(all_issues)
|
| 280 |
+
|
| 281 |
+
# Create detailed report
|
| 282 |
+
report = f"## π Accessibility Analysis Report\n\n"
|
| 283 |
+
report += f"**Issues Found:** {len(all_issues)}\n"
|
| 284 |
+
report += f"**Source:** {source_type.replace('_', ' ').title()}\n\n"
|
| 285 |
+
|
| 286 |
+
# Group issues by severity
|
| 287 |
+
high_issues = [issue for issue in all_issues if issue['severity'] == 'High']
|
| 288 |
+
medium_issues = [issue for issue in all_issues if issue['severity'] == 'Medium']
|
| 289 |
+
low_issues = [issue for issue in all_issues if issue['severity'] == 'Low']
|
| 290 |
+
|
| 291 |
+
# Report high priority issues first
|
| 292 |
+
if high_issues:
|
| 293 |
+
report += "### π¨ High Priority Issues\n"
|
| 294 |
+
for issue in high_issues:
|
| 295 |
+
report += f"**{issue['type']}** - {issue['element']}\n"
|
| 296 |
+
report += f"β’ {issue['description']}\n"
|
| 297 |
+
report += f"β’ Standard: {issue['wcag']}\n\n"
|
| 298 |
+
|
| 299 |
+
if medium_issues:
|
| 300 |
+
report += "### β οΈ Medium Priority Issues\n"
|
| 301 |
+
for issue in medium_issues:
|
| 302 |
+
report += f"**{issue['type']}** - {issue['element']}\n"
|
| 303 |
+
report += f"β’ {issue['description']}\n"
|
| 304 |
+
report += f"β’ Standard: {issue['wcag']}\n\n"
|
| 305 |
+
|
| 306 |
+
if low_issues:
|
| 307 |
+
report += "### π‘ Low Priority Issues\n"
|
| 308 |
+
for issue in low_issues:
|
| 309 |
+
report += f"**{issue['type']}** - {issue['element']}\n"
|
| 310 |
+
report += f"β’ {issue['description']}\n"
|
| 311 |
+
report += f"β’ Standard: {issue['wcag']}\n\n"
|
| 312 |
+
|
| 313 |
+
# Add suggestions
|
| 314 |
+
if all_suggestions:
|
| 315 |
+
report += "## π οΈ Recommended Actions\n\n"
|
| 316 |
+
for i, suggestion in enumerate(all_suggestions, 1):
|
| 317 |
+
report += f"{i}. {suggestion}\n"
|
| 318 |
+
|
| 319 |
+
return report, f"Analysis completed! Found {len(all_issues)} accessibility issues.", len(all_issues)
|
| 320 |
+
|
| 321 |
+
def create_accessibility_interface():
|
| 322 |
+
"""
|
| 323 |
+
Create the Gradio interface for the accessibility checker
|
| 324 |
+
"""
|
| 325 |
+
|
| 326 |
+
# Custom CSS for better styling
|
| 327 |
+
css = """
|
| 328 |
+
.gradio-container {
|
| 329 |
+
font-family: 'Segoe UI', Tahoma, Geneva, Verdana, sans-serif;
|
| 330 |
+
}
|
| 331 |
+
.report-box {
|
| 332 |
+
background-color: black;
|
| 333 |
+
border-radius: 8px;
|
| 334 |
+
padding: 15px;
|
| 335 |
+
border: 1px solid #dee2e6;
|
| 336 |
+
}
|
| 337 |
+
"""
|
| 338 |
+
|
| 339 |
+
with gr.Blocks(title="π Accessibility Checker", theme=gr.themes.Soft(), css=css) as demo:
|
| 340 |
+
|
| 341 |
+
gr.Markdown("""
|
| 342 |
+
# π Personalized Accessibility Checker
|
| 343 |
+
|
| 344 |
+
**Make the web more inclusive!** This tool analyzes web pages and HTML content for accessibility issues,
|
| 345 |
+
helping you create content that's usable by everyone, including people with disabilities.
|
| 346 |
+
|
| 347 |
+
### What We Check:
|
| 348 |
+
- πΌοΈ **Alt text** for images (screen reader compatibility)
|
| 349 |
+
- π **Font sizes** and readability
|
| 350 |
+
- π¨ **Color contrast** between text and backgrounds
|
| 351 |
+
- π **WCAG compliance** with specific guidelines
|
| 352 |
+
|
| 353 |
+
### How to Use:
|
| 354 |
+
1. Enter a website URL (e.g., `https://example.com`) **OR** paste HTML content
|
| 355 |
+
2. Click "Analyze Accessibility"
|
| 356 |
+
3. Review the detailed report and suggestions
|
| 357 |
+
""")
|
| 358 |
+
|
| 359 |
+
with gr.Row():
|
| 360 |
+
with gr.Column(scale=2):
|
| 361 |
+
input_box = gr.Textbox(
|
| 362 |
+
label="π Website URL or HTML Content",
|
| 363 |
+
placeholder="Enter URL (https://example.com) or paste HTML content here...",
|
| 364 |
+
lines=3,
|
| 365 |
+
max_lines=10
|
| 366 |
+
)
|
| 367 |
+
|
| 368 |
+
analyze_btn = gr.Button(
|
| 369 |
+
"π Analyze Accessibility",
|
| 370 |
+
variant="primary",
|
| 371 |
+
size="lg"
|
| 372 |
+
)
|
| 373 |
+
|
| 374 |
+
with gr.Column(scale=1):
|
| 375 |
+
status_box = gr.Textbox(
|
| 376 |
+
label="π Status",
|
| 377 |
+
value="Ready to analyze...",
|
| 378 |
+
interactive=False,
|
| 379 |
+
lines=2
|
| 380 |
+
)
|
| 381 |
+
|
| 382 |
+
issue_count = gr.Number(
|
| 383 |
+
label="Issues Found",
|
| 384 |
+
value=0,
|
| 385 |
+
interactive=False
|
| 386 |
+
)
|
| 387 |
+
|
| 388 |
+
# Results area
|
| 389 |
+
report_output = gr.Markdown(
|
| 390 |
+
label="π Accessibility Report",
|
| 391 |
+
value="Your detailed accessibility analysis will appear here...",
|
| 392 |
+
elem_classes=["report-box"]
|
| 393 |
+
)
|
| 394 |
+
|
| 395 |
+
# Example URLs section
|
| 396 |
+
gr.Markdown("### π§ͺ Try These Example URLs:")
|
| 397 |
+
|
| 398 |
+
example_urls = [
|
| 399 |
+
"https://www.w3.org/WAI/", # Good accessibility
|
| 400 |
+
"https://example.com", # Simple site
|
| 401 |
+
]
|
| 402 |
+
|
| 403 |
+
with gr.Row():
|
| 404 |
+
for url in example_urls:
|
| 405 |
+
gr.Button(f"Test: {url.split('//')[1]}", size="sm").click(
|
| 406 |
+
lambda u=url: u,
|
| 407 |
+
outputs=input_box
|
| 408 |
+
)
|
| 409 |
+
|
| 410 |
+
# Example HTML section
|
| 411 |
+
gr.Markdown("### π Or Try This Example HTML:")
|
| 412 |
+
|
| 413 |
+
example_html = '''<html>
|
| 414 |
+
<body>
|
| 415 |
+
<h1 style="color: yellow; background-color: white;">Welcome</h1>
|
| 416 |
+
<img src="logo.jpg">
|
| 417 |
+
<p style="font-size: 8px;">This text is too small</p>
|
| 418 |
+
<div style="color: lightgray; background-color: white;">Poor contrast text</div>
|
| 419 |
+
</body>
|
| 420 |
+
</html>'''
|
| 421 |
+
|
| 422 |
+
gr.Button("π Load Example HTML", size="sm").click(
|
| 423 |
+
lambda: example_html,
|
| 424 |
+
outputs=input_box
|
| 425 |
+
)
|
| 426 |
+
|
| 427 |
+
# Set up event handlers
|
| 428 |
+
analyze_btn.click(
|
| 429 |
+
fn=analyze_accessibility,
|
| 430 |
+
inputs=[input_box],
|
| 431 |
+
outputs=[report_output, status_box, issue_count]
|
| 432 |
+
)
|
| 433 |
+
|
| 434 |
+
# Real-time analysis (optional)
|
| 435 |
+
input_box.change(
|
| 436 |
+
fn=lambda text: ("Ready to analyze..." if text.strip() else "Enter URL or HTML content"),
|
| 437 |
+
inputs=[input_box],
|
| 438 |
+
outputs=[status_box]
|
| 439 |
+
)
|
| 440 |
+
|
| 441 |
+
# Footer with resources
|
| 442 |
+
gr.Markdown("""
|
| 443 |
+
---
|
| 444 |
+
### π Accessibility Resources:
|
| 445 |
+
- **WCAG Guidelines**: Web Content Accessibility Guidelines 2.1
|
| 446 |
+
- **Color Contrast**: Aim for 4.5:1 ratio (normal text) or 3:1 (large text)
|
| 447 |
+
- **Alt Text**: Describe the content and function of images
|
| 448 |
+
- **Font Size**: Minimum 12px, recommended 14px+ for body text
|
| 449 |
+
|
| 450 |
+
*This tool provides basic accessibility checking. For comprehensive testing, use specialized tools and manual testing.*
|
| 451 |
+
""")
|
| 452 |
+
|
| 453 |
+
return demo
|
| 454 |
+
|
| 455 |
+
# Create and launch the interface
|
| 456 |
+
if __name__ == "__main__":
|
| 457 |
+
demo = create_accessibility_interface()
|
| 458 |
+
demo.launch()
|