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| Use‑case | Value | |----------|-------| | | Auto‑populate Year , Resolution , Region and Genre columns, reducing manual entry errors. | | Search & Discovery | Users can type “1080p lifestyle 2018” and instantly hit the correct assets because the data is normalised. | | SEO & Social Sharing | The display_title() method yields a tidy headline that looks professional on meta‑tags and share cards. | | Analytics | Quickly generate reports like “How many 1080p lifestyle videos were added in 2023?” without crawling raw titles. |

Before diving into any online content, consider the following: | Use‑case | Value | |----------|-------| | |

region = _detect_region(tokens) if region: meta_indices.update(i for i, t in enumerate(tokens) if t in REGION_MAP) Region and Genre columns