How Frank Ray's Walks Compares to Similar Players

Frank Ray totaled 2 career Walks, well below the league average of 25.0 — production that significantly underperformed against league baselines. Across 1 season, the Walks arc showed a disappointing start, with limited data making longer-term conclusions premature. With 1 season of data, the Walks arc was below league norms — too limited for reliable trend analysis. Some season-to-season variance runs through the career line, but the career average remained well below league norms across 1 season.

Frank Ray Lifetime Walks and Similar Stats

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Walks Per Strikeout
Career201
Season Avg.201
162 Game Avg.12.9601
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Frank Ray Walks Per Season

Frank Ray's Walks for each season of his MLB career, plotted against that year's league average. Switch between comparisons — Negro Southern League, Hall of Fame, LF, North America, or players born in the same country — to see how he stacked up year by year.
Frank Ray Walks per season line chart

Frank Ray Walks by Team

Frank Ray's career Walks totals broken down by each team he played for, ordered by when he first joined that team.
Frank Ray career Walks by team bar chart

Frank Ray Cumulative Walks — Career Progression

A running total of Frank Ray's career Walks, plotted season by season. Each point shows the cumulative figure through the end of that year, making it easy to see when he reached key milestones and how his pace changed over time.
Frank Ray Walks year-over-year waterfall chart

Frank Ray Walks Distribution vs. Comparable Players

Each box summarizes Frank Ray's seasonal Walks alongside a selected comparison group across all seasons he played. The box covers the middle 50% of seasons, the center line is the median, and the whiskers extend to the min and max. A tighter box means more consistency; a higher median means more output. Use the selector to switch comparison groups.
Frank Ray Walks distribution box chart versus comparable players

Frank Ray Walks — Season-by-Season Breakdown

Every season of Frank Ray's MLB career with Walks alongside league, Hall of Fame, positional, birth region, and country-of-birth averages for that year. Career totals include sum, average, min, max, and median.

Note: A dash (—) means no qualifying players existed in that comparison group for that season. Most commonly this happens for the Hall of Fame group.
Frank Ray Walks season-by-season breakdown table