Ratings, Charts and the Hype Score

whatsdhype ratings summarize listener opinion across songs and albums. The system separates the lifetime rating of a title from its current chart position, so each surface has one defined meaning.

Overview

whatsdhype uses listener ratings and reviews to produce three public ranking surfaces:

The all-time charts use the same lifetime Hype Score that appears on song and album pages. Live charts and all-time charts are separate surfaces because current activity and lasting rating history answer different questions.

Ratings

Registered users can rate songs and albums from 0.5 to 5 stars, in half-star steps. If a user changes a rating, the new rating replaces the previous one. This keeps each user's current opinion as one rating per song or album.

Song and album pages may also show a community average and a rating distribution. These are descriptive views of the submitted ratings. They help show how many people have rated a title and how those ratings are distributed.

The Hype Score

The Hype Score is the main rating published by whatsdhype. It is displayed on a 1 to 10 scale and is calculated from listener ratings using a confidence-weighted average.

A confidence-weighted average accounts for sample size. A song or album with a small number of ratings is held closer to the catalog average. As more ratings are submitted, the score moves closer to that title's own average.

In simplified form, the weighted rating is:

weighted rating = (v / (v + m)) x R + (m / (v + m)) x C

R is the average rating for the song or album, v is the number of ratings, C is the average across the catalog, and m is the prior weight used to reduce the effect of small samples.

Charts

Top Rated and Most Discussed are live charts. They are recalculated from recent activity and may change independently of a title's lifetime Hype Score.

Until a country or worldwide Top Rated board has enough listener ratings, whatsdhype may temporarily rank that board using Apple Music most-played charts. Those rows are labeled on the chart page and switch to listener Top Rated once enough ratings qualify. Most Discussed and all-time charts are always based on whatsdhype activity.

Top Rated of All Time ranks eligible songs and albums by their lifetime Hype Score. A title can move off a live chart while retaining the same lifetime Hype Score on its page.

Country and worldwide charts draw from separate activity pools. Country boards rank listener ratings and reviews tied to that market; worldwide boards aggregate eligible activity across the platform. Where a market has not reached the Top Rated rating threshold, the chart publishes a labeled Apple Music most-played list until listener rankings qualify. Most Discussed applies the same scope rules and may return fewer rows when review volume in that market is still building.

Albums

Album scoring begins with direct album ratings. Track ratings can also contribute a limited, discounted signal once enough tracks from the album have been rated by a listener. This allows song-level opinion to inform album ranking while keeping direct album ratings as the primary album signal.

The displayed album average remains based on album ratings only.

Integrity

Public ratings systems require safeguards. whatsdhype applies eligibility and weighting rules when calculating rankings, and monitors unusual rating activity. Some details are not published because disclosure would reduce the effectiveness of those safeguards.

Scores, chart positions, and page credentials are calculated from shared ranking logic rather than separate hand-entered values. Aggregate scores and chart positions may update after recalculation, which means a new rating may not immediately change every visible rank.

Frequently asked questions

What are whatsdhype ratings?

Registered whatsdhype users can rate songs and albums on a 5-star scale, in half-star steps. If a user rates the same song or album more than once, the latest rating replaces the previous one. Each user contributes one current rating per song or album.

What is the Hype Score?

The Hype Score is the main rating shown for a song or album on whatsdhype. It is a confidence-weighted rating based on listener ratings and displayed on a 1 to 10 scale. It is calculated over the lifetime of the song or album on whatsdhype.

Why do users rate in stars while the Hype Score is shown out of 10?

Users submit ratings on a familiar 5-star scale. The Hype Score is a published aggregate, shown out of 10 so it is distinct from an individual user's star rating or a simple star average.

How is the Hype Score calculated?

The Hype Score is a Bayesian, or confidence-weighted, average. A song or album with a small number of ratings is held closer to the overall catalog average. As more ratings are submitted, the score increasingly reflects that song or album's own average.

What is the weighted rating formula?

In simplified form: weighted rating = (v / (v + m)) x R + (m / (v + m)) x C. R is the average rating for the song or album, v is the number of ratings, C is the average across the catalog, and m is the prior weight used to reduce the effect of small samples.

Is the Hype Score the same as the displayed average?

No. The displayed community average and rating distribution show the unweighted ratings submitted by users. The Hype Score is the confidence-weighted aggregate used as the main public rating. The average and distribution show the shape and volume of opinion behind the score.

How often do ratings update?

Individual ratings can appear in the product immediately. Aggregate ratings, chart positions, and related credentials may update on a schedule or after recalculation, so a new rating may not always change the visible score or rank at once.

What is Top Rated?

Top Rated ranks songs or albums by rating quality over the last 30 days of listener ratings. It is a live chart, so it reflects recent rating activity rather than a title's full lifetime rating history. When a country or worldwide board does not yet have enough listener ratings, whatsdhype may temporarily rank that board using Apple Music most-played charts until enough ratings qualify. The chart page labels that phase clearly.

What is Most Discussed?

Most Discussed ranks songs or albums by recent conversation over the trailing 7 days. The score blends distinct people who wrote new takes with distinct people who replied in those threads (replies count with diminishing weight so one pile-on cannot dominate). On the worldwide chart, a title must have take or reply activity from multiple countries in that window — local-only conversation tops the country chart, not Global.

Why can a song leave Top Rated without its Hype Score changing?

Top Rated is based on rating quality over the last 30 days. The Hype Score is based on lifetime ratings. A song can leave a live chart when recent ratings slow down while keeping the same all-time Hype Score on its page.

What is Top Rated of All Time?

Top Rated of All Time ranks songs or albums by their all-time Hype Score, subject to eligibility requirements. It is separate from the live Top Rated chart.

How are album scores calculated?

Album ratings are calculated from direct album ratings. Track ratings can also contribute a limited, discounted signal once enough tracks from the album have been rated by a listener. Direct album ratings remain the primary album signal, and the displayed album average is based on album ratings only.

What inputs are used for charts?

Live Top Rated, Most Discussed, and all-time charts are calculated from activity on whatsdhype, including ratings and reviews. Until enough listener ratings qualify a Top Rated board, that board may temporarily use Apple Music most-played order as a placeholder. External listening data is never used as a rating input for the Hype Score or displayed averages.

How do country and worldwide charts work?

Country charts rank titles from listener activity associated with that market. Worldwide charts rank eligible activity across the platform. Each scope has its own eligibility thresholds. Markets below the Top Rated rating minimum display a labeled Apple Music most-played list until listener rankings qualify; Most Discussed may omit titles until review activity in that scope meets the chart minimum.

Why are some details of the rating system not disclosed?

To keep the rating system effective, whatsdhype does not disclose every detail used to determine weighting, eligibility, or unusual rating activity. Public ratings systems are subject to manipulation attempts, and publishing every threshold would make the system less reliable.

Why can a rating update without every rank changing immediately?

Scores, chart positions, and page credentials are calculated from shared ranking logic rather than hand-entered values. Aggregates may update after recalculation, so a new rating may not immediately change every visible score or rank.

Ratings are a guide

Ratings summarize listener opinion into a single figure, but music is subjective. The Hype Score is intended to be useful, not definitive. Ratings, rating counts, distributions, and reviews should be read together when evaluating a song or album. Questions? Reach us at info@whatsdhype.com.