{ "id": "historical-attention", "title": "What repeated sampling of hot lists shows, 4 to 31 Oct 2026", "buying_question": "What does a daily record of platform hot lists tell me that looking at today's ranking cannot?", "question": "Across the Baidu, Weibo and Tencent WeChat hot lists between 2026-10-04 and 2026-10-31, how long do topics stay on a list, how many appear in only one collection window, and how many appear on more than one platform?", "date_range": { "from": "2026-10-04", "to": "2026-10-31" }, "frozen_at": "2026-11-02T01:46:54Z", "review_status": { "state": "unreviewed", "reviewed_at": null, "reviewer": null }, "sources": [ { "name": "China Snapshot public datasets API (social)", "url": "https://china-snapshot.com/api/datasets?dataset=social", "note": "Repeated observations of publisher hot lists." }, { "name": "Baidu: Baidu Top Realtime", "url": null, "note": "5457 observations pulled" }, { "name": "Weibo: Weibo Hot Search", "url": null, "note": "5350 observations pulled" }, { "name": "Tencent WeChat: Tencent WeChat Hot Topics", "url": null, "note": "4280 observations pulled" } ], "request": { "label": "Weibo topics on 2026-10-31 (mode=topics)", "url": "https://china-snapshot.com/api/datasets?dataset=social&mode=topics&source=Weibo%20Hot%20Search&from=2026-10-31&to=2026-10-31&limit=100", "curl": "curl -sS 'https://china-snapshot.com/api/datasets?dataset=social&mode=topics&source=Weibo%20Hot%20Search&from=2026-10-31&to=2026-10-31&limit=100'" }, "evidence_url": "https://china-snapshot.com/data/examples/historical-attention.csv", "page_url": "https://china-snapshot.com/examples/historical-attention", "requests": [ { "label": "social source names", "url": "https://china-snapshot.com/api/datasets?dataset=social&limit=1" }, { "label": "Baidu observations (page 1)", "url": "https://china-snapshot.com/api/datasets?dataset=social&source=Baidu%20Top%20Realtime&from=2026-10-04&to=2026-10-31&limit=100" }, { "label": "Baidu observations (page 2)", "url": 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"reproducible request: Weibo topics on 2026-10-31 (mode=topics)", "url": "https://china-snapshot.com/api/datasets?dataset=social&mode=topics&source=Weibo%20Hot%20Search&from=2026-10-31&to=2026-10-31&limit=100" } ], "records": 9618, "evidence": { "csv": "/data/examples/historical-attention.csv", "json": "/data/examples/historical-attention.json" }, "known_gaps": [ "The reproducible request returns the first 100 rows of a longer result (the API answered with next_cursor). result.row_count and result.ids_sha256 describe exactly that response, not the longer result.", "A topic is identified by its normalized title (leading rank and extra whitespace removed, Unicode NFKC). A story reworded between collections counts as a new topic, so persistence is understated; exact-title overlap across platforms is likewise a floor.", "Collection windows are inferred from observation timestamps (a gap over 30 minutes starts a new window). Missed or failed collection runs make topics look shorter-lived than they were.", "Topics on the list when the range opens, or at the cap boundary, are cut off on the left, so their first_seen is not when they first trended.", "Date filters use UTC; distinct days are counted on the Beijing calendar (UTC+8).", "Rank and heat are the platforms' own and are not comparable across platforms. Observing a topic is not evidence of public opinion, and attention here is not linked to any policy publication.", "The API's list links can open platform searches rather than the original post, and the list is a sample of what the platforms ranked at collection times, not a continuous feed." ], "method": [ "The reproducible request (Weibo topics on 2026-10-31 (mode=topics)) is one fixed-range page of at most 100 rows; result.row_count and result.ids_sha256 are computed from exactly its response. The figures below come from the wider pull.", "Read the source names the API reports for dataset=social and match one per platform (Baidu, Weibo, Tencent WeChat).", "For each platform, page every observation in the range at 100 rows by following next_cursor (capped, see known gaps).", "Normalize each title: strip a leading rank such as '12. ', collapse whitespace, apply Unicode NFKC. The original-language title is used when present.", "Group by (platform, normalized topic). first_seen and last_seen are the earliest and latest observation; collection_windows counts distinct collection windows; distinct_days counts Beijing calendar days; best_rank is the lowest rank observed.", "Median lifespan is last_seen minus first_seen in hours, per platform, with single-window topics counted as zero.", "Cross-platform overlap is the set intersection of normalized titles. The CSV holds every (platform, topic) row; raw observations are not republished here." ], "result": { "row_count": 100, "ids_sha256": "930f957acab0eb55e7e2da3b7c5c795a318f3ac71e17426d5656d24b226b32f6", "more_rows_available": true, "summary": "15,087 observations pulled collapse to 9,618 platform-topic pairs. 67.7% appeared in only one collection window, so a single current ranking shows the topic but not whether it will last, or whether it already had. 26 normalized titles appeared on all three platforms.", "figures": [ { "label": "Topics seen in only one collection window (all platforms)", "value": "67.7% (6510 of 9618)", "note": "A collection window is a run of observations with no gap over 30 minutes." }, { "label": "Baidu: topics seen in one collection window", "value": "61.8% (2253 of 3647)", "note": "107 collection windows in the pulled data." }, { "label": "Baidu: median lifespan", "value": "0.0 hours", "note": "First to last observation, counting one-window topics as 0. Among topics seen in 2+ windows: 4.5 hours." }, { "label": "Weibo: topics seen in one collection window", "value": "88.2% (4124 of 4678)", "note": "107 collection windows in the pulled data." }, { "label": "Weibo: median lifespan", "value": "0.0 hours", "note": "First to last observation, counting one-window topics as 0. Among topics seen in 2+ windows: 4.5 hours." }, { "label": "Tencent WeChat: topics seen in one collection window", "value": "10.3% (133 of 1293)", "note": "107 collection windows in the pulled data." }, { "label": "Tencent WeChat: median lifespan", "value": "11.5 hours", "note": "First to last observation, counting one-window topics as 0. Among topics seen in 2+ windows: 11.5 hours." }, { "label": "Longest persistence: 这些关于中风的误区,不要再信了!", "value": "10 windows over 2 days", "note": "Tencent WeChat; best rank 11; 25.3 hours between first and last seen." }, { "label": "Longest persistence: 我国将加强困难老人探访关爱", "value": "10 windows over 2 days", "note": "Tencent WeChat; best rank 8; 22.5 hours between first and last seen." }, { "label": "Longest persistence: 致敬冼星海:把家国写进音符", "value": "10 windows over 2 days", "note": "Tencent WeChat; best rank 2; 22.5 hours between first and last seen." }, { "label": "Longest persistence: 两个人的婚礼变成一群人的狂欢", "value": "9 windows over 2 days", "note": "Tencent WeChat; best rank 2; 21.8 hours between first and last seen." }, { "label": "Longest persistence: 官方介绍五中全会最重要成果", "value": "9 windows over 2 days", "note": "Tencent WeChat; best rank 1; 21.8 hours between first and last seen." }, { "label": "Exact-title overlap: Baidu and Weibo", "value": "162", "note": "Topics with an identical normalized title on both. Exact matching undercounts: one event is usually worded differently on each platform." }, { "label": "Exact-title overlap: Baidu and Tencent WeChat", "value": "629", "note": "Topics with an identical normalized title on both. Exact matching undercounts: one event is usually worded differently on each platform." }, { "label": "Exact-title overlap: Weibo and Tencent WeChat", "value": "46", "note": "Topics with an identical normalized title on both. Exact matching undercounts: one event is usually worded differently on each platform." }, { "label": "Exact-title overlap: all three platforms", "value": "26", "note": "Identical normalized title on every platform." } ] }, "rows": [ { "platform": "Tencent WeChat", "topic": "这些关于中风的误区,不要再信了!", "first_seen": "2026-10-30T06:01:00Z", "last_seen": "2026-10-31T07:17:13Z", "lifespan_hours": 25.3, "observations": 10, "collection_windows": 10, "distinct_days": 2, "best_rank": 11, "source_url": "https://weixin.sogou.com/weixin?type=2&query=%E8%BF%99%E4%BA%9B%E5%85%B3%E4%BA%8E%E4%B8%AD%E9%A3%8E%E7%9A%84%E8%AF%AF%E5%8C%BA%EF%BC%8C%E4%B8%8D%E8%A6%81%E5%86%8D%E4%BF%A1%E4%BA%86%EF%BC%81" }, { "platform": "Tencent WeChat", "topic": "我国将加强困难老人探访关爱", "first_seen": "2026-10-30T08:49:13Z", "last_seen": "2026-10-31T07:17:13Z", "lifespan_hours": 22.5, "observations": 10, "collection_windows": 10, "distinct_days": 2, "best_rank": 8, "source_url": 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