# 3. Score candidate videos scores = defaultdict(float) for item in user_items: for candidate, sim in similarity[item].items(): if candidate not in user_items: # exclude already known items scores[candidate] += sim
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| Aspect | Assessment | |--------|------------| | | The homepage features a grid of thumbnail previews, trending tags, and a search bar. The design is utilitarian rather than aesthetic, with a dark‑gray background that reduces glare during prolonged viewing. | | Navigation | Categories are organized into tabs (e.g., “Categories,” “Channels,” “Tags”). A robust filter system lets users sort by upload date, view count, and rating. The search function supports keyword and tag‑based queries. | | Mobile Experience | The site is responsive; the mobile layout re‑arranges thumbnails into a single column and keeps the navigation bar compact. Video playback works on most modern smartphones, though occasional buffering can occur on slower connections. | | Accessibility | There is no dedicated accessibility mode (e.g., high‑contrast themes or screen‑reader support). Text alternatives for video thumbnails are minimal, which may hinder visually impaired users. | The design is utilitarian rather than aesthetic, with
We used a combination of online tools and manual analysis to gather data on http://www.youjizz.com. Our research included: