## National League fixture difficulty, 2021-22

As usual, I’ve taken the newly-released fixtures for the National League and combined them with an aggregation of leading bookmakers’ odds to visualise where each club’s tough and easy matches appear to be next season. Each row in the matrix below lists a club’s league matches in chronological order, colour-coded based on how difficult they appear to be and the

## Fixture difficulty matrix: Scottish Premiership, 2020/21

As usual, I’ve taken the newly-released fixtures and combined them with an aggregation of leading bookmakers’ odds (from OddsChecker) to visualise where each club’s tough and easy matches appear to be next season. Each row in the matrix below lists a club’s league matches in chronological order, colour-coded based on how difficult they appear to be and the clubs themselves

## Fixture difficulty matrix: National League, 2017/18

I’ve taken the newly-released National League and combined them with an aggregation of leading bookmakers’ odds to visualise where each club’s tough and easy matches appear to be next season. Each row in the matrix below lists a club’s league matches in chronological order, colour-coded based on how difficult they appear to be and the clubs themselves are sorted and

## European league table “footprints”, 2016/17

As I’ve already done for the English divisions, I’ve put together graphics showing how long each club spent in each league position this season. These works as follows: The clubs are listed down the side, in the order they finished in the final league table Each row shows how many days that club spent in each league position The season is

## Scatter graphics: Eredivisie, 2016/17

Now that all of the main European domestic seasons are at a close (barring a few play-offs), I thought I’d compile a full-season set of scatter graphics. Each of the three graphics is explained briefly below but there’s a longer explanation here. Shot dominance First of all, here is how the number of shots taken by each club compares with those they face

## Scatter graphics: Ligue 1, 2016/17

Now that all of the main European domestic seasons are at a close (barring a few play-offs), I thought I’d compile a full-season set of scatter graphics. Each of the three graphics is explained briefly below but there’s a longer explanation here. Shot dominance First of all, here is how the number of shots taken by each club compares with those they face

## Scatter graphics: Serie A, 2016/17

Now that all of the main European domestic seasons are at a close (barring a few play-offs), I thought I’d compile a full-season set of scatter graphics. Each of the three graphics is explained briefly below but there’s a longer explanation here. Shot dominance First of all, here is how the number of shots taken by each club compares with those they face

## Scatter graphics: Bundesliga, 2016/17

Now that all of the main European domestic seasons are at a close (barring a few play-offs), I thought I’d compile a full-season set of scatter graphics. Each of the three graphics is explained briefly below but there’s a longer explanation here. Shot dominance First of all, here is how the number of shots taken by each club compares with those they face