Doujindesutviribitarigalnimankotsukawas Top !!hot!! Online

Sora spent sleepless nights dissecting the string:

| Metric | Weight (default) | Normalisation | |--------|------------------|---------------| | (unique, per‑hour) | 0.30 | Log‑scale to dampen viral spikes | | Likes (positive reactions) | 0.40 | Raw count, capped at 10 k to avoid outliers | | Comments (unique commenters) | 0.15 | Each unique commenter counts 1 point | | Share count (external link clicks) | 0.10 | Optional, 0 if not tracked | | Age decay | ‑0.05 per day | Ensures newer works can climb | doujindesutviribitarigalnimankotsukawas top

| ID | As a … | I want to … | So that … | |----|--------|--------------|-----------| | | Reader | See a “Top Doujin” carousel on the home page | I can instantly discover the most popular works without searching | | US‑002 | Reader | Filter the Top list by genre, language, and time‑frame (24 h, 7 d, 30 d) | I can find the freshest hits or the all‑time classics | | US‑003 | Creator | Know when my work enters the Top list and get a notification | I feel recognized and am motivated to create more | | US‑004 | Creator | Pin a “Top” badge on my work’s thumbnail when it reaches a threshold | Visitors immediately see that my work is trending | | US‑005 | Moderator | Exclude flagged or NSFW items from the Top list automatically | The leaderboard stays safe for all audiences | | US‑006 | Admin | Adjust the weighting of likes vs. views vs. comments | We can fine‑tune the algorithm to match community values | | US‑007 | Developer | Retrieve the Top list via a REST endpoint (JSON) | Other services (mobile app, embed widgets) can reuse the data | Sora spent sleepless nights dissecting the string: |