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Tutorials2026-04-16

Create a Baseball Player Stats Dashboard

Build a comprehensive player statistics dashboard with batting, pitching, and fielding metrics.

What You'll Build

A player statistics dashboard showing comprehensive baseball metrics: batting averages, home runs, ERA, strikeouts, fielding percentage, and more. Perfect for fantasy baseball apps or team analysis tools.

The Players Endpoint

The /baseball/players endpoint returns detailed player data including biographical info and season statistics for batting, pitching, and fielding.

Player Data Structure

Each player includes these core fields:

  • id, name, number - Basic identification
  • position - Primary position (RF, SP, C, etc.)
  • bats_hand, throws_hand - Batting/throwing hand (L/R/S)
  • age, height, weight - Physical attributes
  • team_id, team_name, league_id - Current team info
  • stats[] - Array of season statistics by type

Batting Statistics

Key batting metrics returned by the API:

  • games_played, at_bats - Usage stats
  • runs, hits, doubles, triples, home_runs - Hit types
  • runs_batted_in (RBI) - Run production
  • walks, strikeouts - Plate discipline
  • stolen_bases, caught_stealing - Speed metrics
  • batting_avg - Hits / At Bats
  • on_base_percentage (OBP) - Times on base / Plate appearances
  • slugging_percentage (SLG) - Total bases / At bats

Pitching Statistics

Essential pitching metrics for starters and relievers:

  • wins, losses, saves - Record stats
  • games_started, quality_starts - Starter metrics
  • innings_pitched - Workload
  • earned_runs, earned_run_average (ERA) - Run prevention
  • strikeouts, walks - Command and stuff
  • strikeouts_per_9_innings (K/9) - Strikeout rate
  • walk_hits_per_inning_pitched (WHIP) - Baserunners allowed

Fielding Statistics

Defensive metrics by position:

  • total_chances, putouts, assists - Opportunities
  • errors - Misplays
  • fielding_percentage - (Putouts + Assists) / Total Chances
  • double_plays - DP turned
  • range_factor - Plays made per 9 innings
  • zone_rating - Balls in zone converted to outs

Building the Dashboard UI

Create separate sections for each stat type with sortable tables:

Leaderboards

Create leaderboards by sorting players on specific stats:

Advanced Features

  • Player comparison tool - side-by-side stat comparison
  • Career trends - track stats across multiple seasons
  • Fantasy baseball projections - combine with games data
  • Team roster explorer - filter by team_id
  • Position rankings - compare players at same position

Performance Tips

  • Cache player data for 1 hour minimum (stats update after games)
  • Use team_id filter to reduce response size
  • Implement pagination for large datasets
  • Store frequently accessed players in local storage