Thread digests

Crowd thread digest

We value human expertise and opinion — this section takes high engagement social posts and turns them into data. We score every post by engagement, contention and agreement. Answers are then displayed as a data table with concise summaries of agreement and contention included.

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Hobby & home

Aquarium insurance and renters coverage

Huge thread: jokes, real claims, State Farm and Lemonade, agents and riders.

Engagement	Contention	Agreement
94	80	48

Filtration

Sponge filters and water clarity

First-time joy, combos with FX and HOB, noise split, shrimp and outage tips.

Engagement	Contention	Agreement
72	42	82

Water & cycle

Fish dying in a “cycled” planted tank

Otos, gouramis, cories: cycle vs maturity, DGIV, stocking a 15 gal, test wars.

Engagement	Contention	Agreement
78	76	52

Water & cycle

Wait time before adding fish

Grouped timeline bands, engagement and contention scores, overlap vs disputes.

Engagement	Contention	Agreement
79	84	46

Plants & algae

Easy plants without CO₂

Grouped plant themes, thread scores, and common disagreements.

Engagement	Contention	Agreement
86	73	74

Plants & algae

Can you have too many plants?

Fish space, flow, chemistry, and where the thread said yes, no, or joke.

Engagement	Contention	Agreement
77	57	63

Invertebrates

Pest snails: how to get rid of them

Feeding, traps, assassins, loaches, and where the crowd agreed and fought.

Engagement	Contention	Agreement
94	76	72

Filtration

Fluval 407 vs FX on a 75 gallon

First canister, planted tank, clarity and flow: grouped model bands and where the thread agreed.

Engagement	Contention	Agreement
81	54	76

Filtration

How often to clean a canister filter

Weekly with water changes vs waiting for flow to drop: four answer bands and thread scores.

Engagement	Contention	Agreement
92	65	74

Fish

Mixing Corydoras species

Same species shoal vs mix and match: four bands, group-size debates, and where people agreed.

Engagement	Contention	Agreement
78	68	72

Welfare

Fish euthanasia without clove oil

What a huge thread argued about: physical methods, freezing, flushing, and steering to real guides.

Engagement	Contention	Agreement
96	85	61

Water & cycle

Fish-in vs fishless cycling

Exhausted first-timer, seeded media, and bottle-bacteria fights: four bands and scores.

Engagement	Contention	Agreement
74	70	66

Stocking

10 gallons, not betta or “nano fish”

Shrimp, parameter talk, and suggestions that ignored the brief: four bands.

Engagement	Contention	Agreement
52	68	54