Agents & tools
498 ranked historical posts · 73.1% of represented canon
No matching collected community.
Older ranked records represented before 2026-07-19. Useful for prominence and memory—not total activity.
Newest records from 2026-07-19 to 2026-08-08. The boundary is inferred because original retrieval provenance was not stored.
Core views require at least 1,500 total records and 500 canon records; this corpus has 1,681 and 681. 1,681 records have enriched topic assignments.
498 ranked historical posts · 73.1% of represented canon
+1.9pp in the inferred recent pool versus canon
1.5× the recent contender rate · 2 contenders
Leading detected topic and ranked-record sample size for each represented year. Counts describe available evidence only; they are not activity levels.
The newest-post pool is filtered within age bands, then ranked by score and reply-count percentiles. Posts newer than 7 days are withheld when enough mature candidates exist.
Candidate index is relative to this recent pool, not a prediction of future quality or final Reddit rank.
Recent topic representation is compared with the ranked historical canon. This is a comparison between two sampling lenses—not a census of either period. Thin evidence stays on the Watchlist instead of receiving a directional label.
Swipe to compare every lens →
Every lens below uses only the inferred newest-post cohort from 2026-07-19 onward. They describe patterns inside that selected pool—not subreddit-wide prevalence.
Distinct-post frequency across 1,000 titles and 1,000 available bodies. High-information two-word frames lead; normalized domain terms remain expandable.
Per-post prevalence in 500 earlier versus 500 later posts · 1,000 bodies available. Minimum support removes one-off spikes.
Supported topics only. Monthly share, post volume, median Reddit score, and average upvote ratio keep frequency separate from platform attention; none measures accuracy or quality.
Boundary-aware phrase-marker rates across 1,000 titles and 1,000 available post bodies. Categories may overlap and describe language patterns—not author emotion.
curiosity: why, how, what, explain, understand, learn, curious, wonder, anyone know, thoughts on
frustration: broken, fails, failed, error, issue, problem, stuck, doesn't work, not working, frustrated, worse, unusable, bug
uncertainty: maybe, might, could, unsure, not sure, uncertain, possibly, seems, apparently, i think
excitement: amazing, awesome, excited, love, can't wait, incredible, finally, great, impressive, game changer, wow
urgency: urgent, asap, right now, immediately, today, deadline, breaking, just released, now available
appreciation: thanks, thank you, appreciate, helpful, grateful, shoutout, well done, great work, kudos
| Month | Curiosity | Frustration | Uncertainty | Excitement | Urgency | Appreciation |
|---|---|---|---|---|---|---|
| 2026-07 | 81.8% | 35.4% | 30.3% | 20.4% | 15.5% | 8.2% |
| 2026-08 | 79.4% | 33.4% | 29.0% | 14.4% | 13.9% | 9.7% |
Flair is the available proxy for content format. Monthly share shows when each label became more or less common; volume and platform response remain separate.
Posts in the inferred recent candidate pool are binned by Reddit score and upvote ratio. Brighter cells contain more selected posts; score uses a logarithmic scale.
1,000 recent candidates represented · relative platform response, not quality or subreddit-wide reach.
| Score band | Upvote-ratio band | Posts |
|---|---|---|
| 0–0 | 10–20% | 1 |
| 0–0 | 20–30% | 9 |
| 0–0 | 30–40% | 28 |
| 0–0 | 40–50% | 13 |
| 0–0 | 50–60% | 60 |
| 1–1 | 50–60% | 6 |
| 1–2 | 50–60% | 2 |
| 1–1 | 60–70% | 45 |
| 1–2 | 60–70% | 15 |
| 3–4 | 60–70% | 6 |
| 4–5 | 60–70% | 3 |
| 7–8 | 60–70% | 1 |
| 14–17 | 60–70% | 2 |
| 1–2 | 70–80% | 31 |
| 3–4 | 70–80% | 7 |
| 4–5 | 70–80% | 21 |
| 7–8 | 70–80% | 5 |
| 8–11 | 70–80% | 4 |
| 11–14 | 70–80% | 3 |
| 14–17 | 70–80% | 2 |
| 17–22 | 70–80% | 5 |
| 22–28 | 70–80% | 1 |
| 271–339 | 70–80% | 1 |
| 3–4 | 80–90% | 25 |
| 4–5 | 80–90% | 34 |
| 5–7 | 80–90% | 16 |
| 7–8 | 80–90% | 3 |
| 8–11 | 80–90% | 1 |
| 11–14 | 80–90% | 8 |
| 14–17 | 80–90% | 4 |
| 17–22 | 80–90% | 5 |
| 22–28 | 80–90% | 5 |
| 28–35 | 80–90% | 1 |
| 44–56 | 80–90% | 1 |
| 110–138 | 80–90% | 1 |
| 138–172 | 80–90% | 1 |
| 339–424 | 80–90% | 1 |
| 424–531 | 80–90% | 1 |
| 1–1 | 90–100% | 193 |
| 1–2 | 90–100% | 162 |
| 3–4 | 90–100% | 101 |
| 4–5 | 90–100% | 60 |
| 5–7 | 90–100% | 21 |
| 7–8 | 90–100% | 21 |
| 8–11 | 90–100% | 9 |
| 11–14 | 90–100% | 13 |
| 14–17 | 90–100% | 13 |
| 17–22 | 90–100% | 5 |
| 22–28 | 90–100% | 2 |
| 28–35 | 90–100% | 3 |
| 35–44 | 90–100% | 8 |
| 44–56 | 90–100% | 3 |
| 56–70 | 90–100% | 2 |
| 70–88 | 90–100% | 1 |
| 88–110 | 90–100% | 2 |
| 138–172 | 90–100% | 1 |
| 216–271 | 90–100% | 1 |
| 424–531 | 90–100% | 1 |
Open the posts behind the interpretation. The score distribution is a diagnostic of this selected source set—not a model of the subreddit as a whole.
Collected posts grouped into Reddit score bands.
Collected records: 1,681
Represented range: 2024-11-16 → 2026-08-08
The corpus combines a broad newest-post listing with bounded top/year and top/all listings. The interface infers the recent boundary from the newest 1,000 records because original retrieval provenance was not stored.
Older records are analyzed as a ranked historical canon. They can show what was prominent and repeatedly surfaced within ranked retrieval; they cannot estimate total monthly activity, publishing habits, or whole-conversation prevalence.
Recent contender ranking compares posts within age bands using score and reply-count percentiles. Platform attention is not evidence quality, accuracy, representativeness, or future performance.