⚠ Concerns:(1) First-time starter - no previous race record. (2) First time at today's distance. (3) Has never raced on dirt surface.
LGBM: 5 (7/7) CatBoost: 5 (7/7) XGB: 9 (6/7) LGBM-LS: 75 (7/7) CatBoost-LS: 5 (7/7) XGB-LS: 0 Win Prob: 13.9% Value Score: 2.78 ★ ML: 15.00 (14/1) Overlay %: 7.49 Fair Odds: 7.00 (6/1) O/U: Overlay
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Figure Comparison
- Rating
- The three Pick Pony algorithm ratings (Algo 1, Algo 2, Algo 3) that make up the overall PP AI Rating — higher is a stronger contender rating.
- Speed
- Career average speed, recent 3-race average, and last-race speed figure — spot horses in improving or declining form.
- Pace
- Average Early (E1), Mid (E2), and Stretch (LP) pace figures — reveals pace-setters vs. closers vs. all-the-way types.
- This horse
- The horse whose stats card is open is highlighted with a darker column background.
Winning Profiles
- Axes
- X: Win % from last 10 starts — Y: In-the-money % (top-3 finishes) from last 10 starts.
- Quadrants
- Consistent Winners (top-right): high win & ITM — reliable performers.
Place Threats (top-left): boards often but doesn’t win often — good exacta/trifecta angles.
Streaky (bottom-right): wins occasionally, misses the board often — all-or-nothing.
Developing (bottom-left): still finding form — longshot territory. - Reference Lines
- Dashed lines mark field averages. Dots to the right win more; dots higher board more.
- This horse
- Highlighted with a gold border and larger dot.
AI Model Comparison
- Winner Models (green)
- LGBM, CatBoost, and XGBoost trained to predict race winners. Higher score = stronger contender.
- Longshot Models (red)
- LGBM-LS, CatBoost-LS, and XGB-LS trained to find high-value longshots. Higher score = stronger longshot candidate.
- This horse
- Highlighted with a darker column background.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | C | F |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | C | F |
| Early Pace | C | F |
| Mid Pace | C | F |
| Late Pace | C | F |
| Finish Pos | C | A |
| Dirt Speed | C | F |
| Turf Speed | C | D |
| Distance Speed | C | F |
| Trainer Effectiveness | D | D |
| Jockey Effectiveness | D | D |
| 3rd Party Ratings | C | F |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | C | F |
| Early Pace | C | F |
| Mid Pace | C | F |
| Late Pace | C | F |
| Sprint FPS | C | F |
| Route FPS | C | F |
| Trainer Effectiveness | D | D |
| Jockey Effectiveness | D | D |
| 3rd Party Ratings | C | F |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | C | F |
| Early Pace | C | F |
| Mid Pace | C | F |
| Late Pace | C | C |
✓ Positives:(1) Hot trainer - high ITM rate (45%). (2) Hot jockey — high ITM rate (48%). (3) 4 workouts in last 30 days — horse appears sharp and fit. (4) Consistent workout spacing (7, 7 days) — disciplined training regimen. (5) One gate workout in recent training — sharpness signal from the gate. (6) Pick Pony Daily Edge Radar pick — value score 5/10 — angles: Hot Trainer, Hot Jockey, Sharp Workout Pattern, Sharp Gate Work.
⚠ Concerns:(1) First-time starter - no previous race record. (2) First time at today's distance. (3) Has never raced on dirt surface.
LGBM: 56 (3/7) CatBoost: 60 (3/7) XGB: 63 (3/7) LGBM-LS: 0 CatBoost-LS: 63 (3/7) XGB-LS: 22 (4/7) Win Prob: 47.9% Value Score: 3.29 ★ ML: 4.50 (7/2) Overlay %: -2.08 Fair Odds: 7.00 (6/1) O/U: Fair
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Figure Comparison
- Rating
- The three Pick Pony algorithm ratings (Algo 1, Algo 2, Algo 3) that make up the overall PP AI Rating — higher is a stronger contender rating.
- Speed
- Career average speed, recent 3-race average, and last-race speed figure — spot horses in improving or declining form.
- Pace
- Average Early (E1), Mid (E2), and Stretch (LP) pace figures — reveals pace-setters vs. closers vs. all-the-way types.
- This horse
- The horse whose stats card is open is highlighted with a darker column background.
Winning Profiles
- Axes
- X: Win % from last 10 starts — Y: In-the-money % (top-3 finishes) from last 10 starts.
- Quadrants
- Consistent Winners (top-right): high win & ITM — reliable performers.
Place Threats (top-left): boards often but doesn’t win often — good exacta/trifecta angles.
Streaky (bottom-right): wins occasionally, misses the board often — all-or-nothing.
Developing (bottom-left): still finding form — longshot territory. - Reference Lines
- Dashed lines mark field averages. Dots to the right win more; dots higher board more.
- This horse
- Highlighted with a gold border and larger dot.
AI Model Comparison
- Winner Models (green)
- LGBM, CatBoost, and XGBoost trained to predict race winners. Higher score = stronger contender.
- Longshot Models (red)
- LGBM-LS, CatBoost-LS, and XGB-LS trained to find high-value longshots. Higher score = stronger longshot candidate.
- This horse
- Highlighted with a darker column background.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | C | F |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | C | F |
| Early Pace | C | F |
| Mid Pace | C | F |
| Late Pace | C | F |
| Finish Pos | C | A |
| Dirt Speed | C | F |
| Turf Speed | C | D |
| Distance Speed | C | F |
| Trainer Effectiveness | B | B |
| Jockey Effectiveness | A | A |
| 3rd Party Ratings | C | F |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | C | F |
| Early Pace | C | F |
| Mid Pace | C | F |
| Late Pace | C | F |
| Sprint FPS | C | F |
| Route FPS | C | F |
| Trainer Effectiveness | B | B |
| Jockey Effectiveness | A | A |
| 3rd Party Ratings | C | F |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | C | F |
| Early Pace | C | F |
| Mid Pace | C | F |
| Late Pace | C | C |
✓ Positives:(1) 3 workouts in last 30 days — horse appears sharp and fit. (2) Has a bullet work (fastest at track that day) — sharp conditioning signal. (3) Consistent workout spacing (7, 7 days) — disciplined training regimen. (4) Pick Pony Daily Edge Radar pick — value score 4/10 — angles: Bullet Workout, Sharp Workout Pattern.
⚠ Concerns:(1) First-time starter - no previous race record. (2) First time at today's distance. (3) Has never raced on dirt surface.
LGBM: 0 CatBoost: 0 XGB: 0 LGBM-LS: 78 (6/7) CatBoost-LS: 0 XGB-LS: 20 (5/7) Win Prob: 12.7% Value Score: 3.33 ★ ML: 20.00 (20/1) Overlay %: 8.68 Fair Odds: 7.00 (6/1) O/U: Overlay
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Figure Comparison
- Rating
- The three Pick Pony algorithm ratings (Algo 1, Algo 2, Algo 3) that make up the overall PP AI Rating — higher is a stronger contender rating.
- Speed
- Career average speed, recent 3-race average, and last-race speed figure — spot horses in improving or declining form.
- Pace
- Average Early (E1), Mid (E2), and Stretch (LP) pace figures — reveals pace-setters vs. closers vs. all-the-way types.
- This horse
- The horse whose stats card is open is highlighted with a darker column background.
Winning Profiles
- Axes
- X: Win % from last 10 starts — Y: In-the-money % (top-3 finishes) from last 10 starts.
- Quadrants
- Consistent Winners (top-right): high win & ITM — reliable performers.
Place Threats (top-left): boards often but doesn’t win often — good exacta/trifecta angles.
Streaky (bottom-right): wins occasionally, misses the board often — all-or-nothing.
Developing (bottom-left): still finding form — longshot territory. - Reference Lines
- Dashed lines mark field averages. Dots to the right win more; dots higher board more.
- This horse
- Highlighted with a gold border and larger dot.
AI Model Comparison
- Winner Models (green)
- LGBM, CatBoost, and XGBoost trained to predict race winners. Higher score = stronger contender.
- Longshot Models (red)
- LGBM-LS, CatBoost-LS, and XGB-LS trained to find high-value longshots. Higher score = stronger longshot candidate.
- This horse
- Highlighted with a darker column background.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | C | F |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | C | F |
| Early Pace | C | F |
| Mid Pace | C | F |
| Late Pace | C | F |
| Finish Pos | C | A |
| Dirt Speed | C | F |
| Turf Speed | C | D |
| Distance Speed | C | F |
| Trainer Effectiveness | F | D |
| Jockey Effectiveness | C | C |
| 3rd Party Ratings | C | F |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | C | F |
| Early Pace | C | F |
| Mid Pace | C | F |
| Late Pace | C | F |
| Sprint FPS | C | F |
| Route FPS | C | F |
| Trainer Effectiveness | F | D |
| Jockey Effectiveness | C | C |
| 3rd Party Ratings | C | F |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | C | F |
| Early Pace | C | F |
| Mid Pace | C | F |
| Late Pace | C | C |
✓ Positives:(1) Hot jockey — high ITM rate (44%). (2) 3 workouts in last 30 days — horse appears sharp and fit. (3) Has a bullet work (fastest at track that day) — sharp conditioning signal. (4) Consistent workout spacing (7, 7 days) — disciplined training regimen. (5) Pick Pony Daily Edge Radar pick — value score 5/10 — angles: Hot Jockey, Bullet Workout, Sharp Workout Pattern.
⚠ Concerns:(1) First-time starter - no previous race record. (2) First time at today's distance. (3) Has never raced on dirt surface.
LGBM: 16 (5/7) CatBoost: 24 (5/7) XGB: 15 (5/7) LGBM-LS: 100 (1/7) CatBoost-LS: 24 (5/7) XGB-LS: 44 (3/7) Win Prob: 20% Value Score: 3.24 ★ ML: 12.00 (11/1) Overlay %: 6.33 Fair Odds: 7.00 (6/1) O/U: Overlay
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Figure Comparison
- Rating
- The three Pick Pony algorithm ratings (Algo 1, Algo 2, Algo 3) that make up the overall PP AI Rating — higher is a stronger contender rating.
- Speed
- Career average speed, recent 3-race average, and last-race speed figure — spot horses in improving or declining form.
- Pace
- Average Early (E1), Mid (E2), and Stretch (LP) pace figures — reveals pace-setters vs. closers vs. all-the-way types.
- This horse
- The horse whose stats card is open is highlighted with a darker column background.
Winning Profiles
- Axes
- X: Win % from last 10 starts — Y: In-the-money % (top-3 finishes) from last 10 starts.
- Quadrants
- Consistent Winners (top-right): high win & ITM — reliable performers.
Place Threats (top-left): boards often but doesn’t win often — good exacta/trifecta angles.
Streaky (bottom-right): wins occasionally, misses the board often — all-or-nothing.
Developing (bottom-left): still finding form — longshot territory. - Reference Lines
- Dashed lines mark field averages. Dots to the right win more; dots higher board more.
- This horse
- Highlighted with a gold border and larger dot.
AI Model Comparison
- Winner Models (green)
- LGBM, CatBoost, and XGBoost trained to predict race winners. Higher score = stronger contender.
- Longshot Models (red)
- LGBM-LS, CatBoost-LS, and XGB-LS trained to find high-value longshots. Higher score = stronger longshot candidate.
- This horse
- Highlighted with a darker column background.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | C | F |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | C | F |
| Early Pace | C | F |
| Mid Pace | C | F |
| Late Pace | C | F |
| Finish Pos | C | A |
| Dirt Speed | C | F |
| Turf Speed | C | D |
| Distance Speed | C | F |
| Trainer Effectiveness | B | C |
| Jockey Effectiveness | B | B |
| 3rd Party Ratings | C | F |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | C | F |
| Early Pace | C | F |
| Mid Pace | C | F |
| Late Pace | C | F |
| Sprint FPS | C | F |
| Route FPS | C | F |
| Trainer Effectiveness | B | C |
| Jockey Effectiveness | B | B |
| 3rd Party Ratings | C | F |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | C | F |
| Early Pace | C | F |
| Mid Pace | C | F |
| Late Pace | C | C |
✓ Positives:(1) Hot trainer - high ITM rate (56%). (2) 4 workouts in last 30 days — horse appears sharp and fit. (3) Has a bullet work (fastest at track that day) — sharp conditioning signal. (4) Consistent workout spacing (7, 7 days) — disciplined training regimen. (5) Pick Pony Daily Edge Radar pick — value score 4/10 — angles: Hot Trainer, Bullet Workout, Sharp Workout Pattern.
⚠ Concerns:(1) First-time starter - no previous race record. (2) First time at today's distance. (3) Has never raced on dirt surface.
LGBM: 100 (1/7) CatBoost: 100 (1/7) XGB: 100 (1/7) LGBM-LS: 93 (2/7) CatBoost-LS: 100 (1/7) XGB-LS: 100 (1/7) Win Prob: 87.8% Value Score: 2.41 ★ ML: 1.20 (10/11) Overlay %: -23.95 Fair Odds: 7.00 (6/1) O/U: Underlay
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Figure Comparison
- Rating
- The three Pick Pony algorithm ratings (Algo 1, Algo 2, Algo 3) that make up the overall PP AI Rating — higher is a stronger contender rating.
- Speed
- Career average speed, recent 3-race average, and last-race speed figure — spot horses in improving or declining form.
- Pace
- Average Early (E1), Mid (E2), and Stretch (LP) pace figures — reveals pace-setters vs. closers vs. all-the-way types.
- This horse
- The horse whose stats card is open is highlighted with a darker column background.
Winning Profiles
- Axes
- X: Win % from last 10 starts — Y: In-the-money % (top-3 finishes) from last 10 starts.
- Quadrants
- Consistent Winners (top-right): high win & ITM — reliable performers.
Place Threats (top-left): boards often but doesn’t win often — good exacta/trifecta angles.
Streaky (bottom-right): wins occasionally, misses the board often — all-or-nothing.
Developing (bottom-left): still finding form — longshot territory. - Reference Lines
- Dashed lines mark field averages. Dots to the right win more; dots higher board more.
- This horse
- Highlighted with a gold border and larger dot.
AI Model Comparison
- Winner Models (green)
- LGBM, CatBoost, and XGBoost trained to predict race winners. Higher score = stronger contender.
- Longshot Models (red)
- LGBM-LS, CatBoost-LS, and XGB-LS trained to find high-value longshots. Higher score = stronger longshot candidate.
- This horse
- Highlighted with a darker column background.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | C | F |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | C | F |
| Early Pace | C | F |
| Mid Pace | C | F |
| Late Pace | C | F |
| Finish Pos | C | A |
| Dirt Speed | C | F |
| Turf Speed | C | D |
| Distance Speed | C | F |
| Trainer Effectiveness | A | A |
| Jockey Effectiveness | B | C |
| 3rd Party Ratings | C | F |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | C | F |
| Early Pace | C | F |
| Mid Pace | C | F |
| Late Pace | C | F |
| Sprint FPS | C | F |
| Route FPS | C | F |
| Trainer Effectiveness | A | A |
| Jockey Effectiveness | B | C |
| 3rd Party Ratings | C | F |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | C | F |
| Early Pace | C | F |
| Mid Pace | C | F |
| Late Pace | C | C |
✓ Positives:(1) 3 workouts in last 30 days — horse appears sharp and fit. (2) Has a bullet work (fastest at track that day) — sharp conditioning signal. (3) Consistent workout spacing (7, 7 days) — disciplined training regimen. (4) Pick Pony Daily Edge Radar pick — value score 3/10 — angles: Bullet Workout, Sharp Workout Pattern.
⚠ Concerns:(1) First-time starter - no previous race record. (2) First time at today's distance. (3) Has never raced on dirt surface.
LGBM: 29 (4/7) CatBoost: 31 (4/7) XGB: 34 (4/7) LGBM-LS: 92 (4/7) CatBoost-LS: 33 (4/7) XGB-LS: 14 (6/7) Win Prob: 20% Value Score: 2.25 ★ ML: 8.00 (7/1) Overlay %: 3.59 Fair Odds: 7.00 (6/1) O/U: Overlay
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Figure Comparison
- Rating
- The three Pick Pony algorithm ratings (Algo 1, Algo 2, Algo 3) that make up the overall PP AI Rating — higher is a stronger contender rating.
- Speed
- Career average speed, recent 3-race average, and last-race speed figure — spot horses in improving or declining form.
- Pace
- Average Early (E1), Mid (E2), and Stretch (LP) pace figures — reveals pace-setters vs. closers vs. all-the-way types.
- This horse
- The horse whose stats card is open is highlighted with a darker column background.
Winning Profiles
- Axes
- X: Win % from last 10 starts — Y: In-the-money % (top-3 finishes) from last 10 starts.
- Quadrants
- Consistent Winners (top-right): high win & ITM — reliable performers.
Place Threats (top-left): boards often but doesn’t win often — good exacta/trifecta angles.
Streaky (bottom-right): wins occasionally, misses the board often — all-or-nothing.
Developing (bottom-left): still finding form — longshot territory. - Reference Lines
- Dashed lines mark field averages. Dots to the right win more; dots higher board more.
- This horse
- Highlighted with a gold border and larger dot.
AI Model Comparison
- Winner Models (green)
- LGBM, CatBoost, and XGBoost trained to predict race winners. Higher score = stronger contender.
- Longshot Models (red)
- LGBM-LS, CatBoost-LS, and XGB-LS trained to find high-value longshots. Higher score = stronger longshot candidate.
- This horse
- Highlighted with a darker column background.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | C | F |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | C | F |
| Early Pace | C | F |
| Mid Pace | C | F |
| Late Pace | C | F |
| Finish Pos | C | A |
| Dirt Speed | C | F |
| Turf Speed | C | D |
| Distance Speed | C | F |
| Trainer Effectiveness | C | C |
| Jockey Effectiveness | D | D |
| 3rd Party Ratings | C | F |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | C | F |
| Early Pace | C | F |
| Mid Pace | C | F |
| Late Pace | C | F |
| Sprint FPS | C | F |
| Route FPS | C | F |
| Trainer Effectiveness | C | C |
| Jockey Effectiveness | D | D |
| 3rd Party Ratings | C | F |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | C | F |
| Early Pace | C | F |
| Mid Pace | C | F |
| Late Pace | C | C |
✓ Positives:(1) Hot trainer - high ITM rate (46%). (2) Hot jockey — high ITM rate (48%). (3) 4 workouts in last 30 days — horse appears sharp and fit. (4) Consistent workout spacing (7, 7 days) — disciplined training regimen. (5) One gate workout in recent training — sharpness signal from the gate. (6) Pick Pony Daily Edge Radar pick — value score 5/10 — angles: Hot Jockey, Hot Trainer, Sharp Workout Pattern, Sharp Gate Work.
⚠ Concerns:(1) First-time starter - no previous race record. (2) First time at today's distance. (3) Has never raced on dirt surface. (4) Post 7 in a 8-horse dirt sprint — wide draw forces extra ground and a difficult first-turn path.
LGBM: 64 (2/7) CatBoost: 73 (2/7) XGB: 85 (2/7) LGBM-LS: 93 (2/7) CatBoost-LS: 75 (2/7) XGB-LS: 49 (2/7) Win Prob: 57.3% Value Score: 2.96 ★ ML: 3.00 (5/2) Overlay %: -6.87 Fair Odds: 7.00 (6/1) O/U: Underlay
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Figure Comparison
- Rating
- The three Pick Pony algorithm ratings (Algo 1, Algo 2, Algo 3) that make up the overall PP AI Rating — higher is a stronger contender rating.
- Speed
- Career average speed, recent 3-race average, and last-race speed figure — spot horses in improving or declining form.
- Pace
- Average Early (E1), Mid (E2), and Stretch (LP) pace figures — reveals pace-setters vs. closers vs. all-the-way types.
- This horse
- The horse whose stats card is open is highlighted with a darker column background.
Winning Profiles
- Axes
- X: Win % from last 10 starts — Y: In-the-money % (top-3 finishes) from last 10 starts.
- Quadrants
- Consistent Winners (top-right): high win & ITM — reliable performers.
Place Threats (top-left): boards often but doesn’t win often — good exacta/trifecta angles.
Streaky (bottom-right): wins occasionally, misses the board often — all-or-nothing.
Developing (bottom-left): still finding form — longshot territory. - Reference Lines
- Dashed lines mark field averages. Dots to the right win more; dots higher board more.
- This horse
- Highlighted with a gold border and larger dot.
AI Model Comparison
- Winner Models (green)
- LGBM, CatBoost, and XGBoost trained to predict race winners. Higher score = stronger contender.
- Longshot Models (red)
- LGBM-LS, CatBoost-LS, and XGB-LS trained to find high-value longshots. Higher score = stronger longshot candidate.
- This horse
- Highlighted with a darker column background.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | C | F |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | C | F |
| Early Pace | C | F |
| Mid Pace | C | F |
| Late Pace | C | F |
| Finish Pos | C | A |
| Dirt Speed | C | F |
| Turf Speed | C | D |
| Distance Speed | C | F |
| Trainer Effectiveness | A | B |
| Jockey Effectiveness | A | A |
| 3rd Party Ratings | C | F |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | C | F |
| Early Pace | C | F |
| Mid Pace | C | F |
| Late Pace | C | F |
| Sprint FPS | C | F |
| Route FPS | C | F |
| Trainer Effectiveness | A | B |
| Jockey Effectiveness | A | A |
| 3rd Party Ratings | C | F |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | C | F |
| Early Pace | C | F |
| Mid Pace | C | F |
| Late Pace | C | C |
✓ Positives:(1) Hot trainer - high ITM rate (46%). (2) 3 workouts in last 30 days — horse appears sharp and fit. (3) Closer/presser in a race with pace pressure — ideal race setup for late runners. (4) Consistent workout spacing (6, 6 days) — disciplined training regimen. (5) One gate workout in recent training — sharpness signal from the gate. (6) Pick Pony Daily Edge Radar pick — value score 5/10 — angles: Hot Trainer, Closer in Pace Duel, Sharp Workout Pattern, Sharp Gate Work.
⚠ Concerns:(1) First-time starter - no previous race record. (2) First time at today's distance. (3) Has never raced on dirt surface.
LGBM: 57 (8/15) CatBoost: 47 (8/15) XGB: 50 (10/15) LGBM-LS: 0 CatBoost-LS: 49 (8/15) XGB-LS: 59 (10/15) Win Prob: 40.1% Value Score: 5.39 ★ ML: 6.00 (11/2) Overlay %: -1.32 Fair Odds: 15.34 (14/1) O/U: Fair
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Figure Comparison
- Rating
- The three Pick Pony algorithm ratings (Algo 1, Algo 2, Algo 3) that make up the overall PP AI Rating — higher is a stronger contender rating.
- Speed
- Career average speed, recent 3-race average, and last-race speed figure — spot horses in improving or declining form.
- Pace
- Average Early (E1), Mid (E2), and Stretch (LP) pace figures — reveals pace-setters vs. closers vs. all-the-way types.
- This horse
- The horse whose stats card is open is highlighted with a darker column background.
Winning Profiles
- Axes
- X: Win % from last 10 starts — Y: In-the-money % (top-3 finishes) from last 10 starts.
- Quadrants
- Consistent Winners (top-right): high win & ITM — reliable performers.
Place Threats (top-left): boards often but doesn’t win often — good exacta/trifecta angles.
Streaky (bottom-right): wins occasionally, misses the board often — all-or-nothing.
Developing (bottom-left): still finding form — longshot territory. - Reference Lines
- Dashed lines mark field averages. Dots to the right win more; dots higher board more.
- This horse
- Highlighted with a gold border and larger dot.
AI Model Comparison
- Winner Models (green)
- LGBM, CatBoost, and XGBoost trained to predict race winners. Higher score = stronger contender.
- Longshot Models (red)
- LGBM-LS, CatBoost-LS, and XGB-LS trained to find high-value longshots. Higher score = stronger longshot candidate.
- This horse
- Highlighted with a darker column background.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | B | C |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | F | F |
| Early Pace | F | F |
| Mid Pace | F | F |
| Late Pace | F | F |
| Finish Pos | C | A |
| Dirt Speed | D | F |
| Turf Speed | D | D |
| Distance Speed | D | F |
| Trainer Effectiveness | A | B |
| Jockey Effectiveness | B | B |
| 3rd Party Ratings | F | F |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | F | F |
| Early Pace | F | F |
| Mid Pace | F | F |
| Late Pace | F | F |
| Sprint FPS | F | F |
| Route FPS | F | F |
| Trainer Effectiveness | A | B |
| Jockey Effectiveness | B | B |
| 3rd Party Ratings | F | F |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | F | F |
| Early Pace | F | F |
| Mid Pace | F | F |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:(1) Dropping in class today ($30,000 → $20,000). (2) Hot jockey — high ITM rate (44%). (3) Closer/presser in a race with pace pressure — ideal race setup for late runners. (4) Strong speed 2 back (66), modest dip last out (61) — form reversal angle, ready to bounce back to top form. (5) Dropping in class ($20,000 vs last $30,000) after a 34-day freshening — trainer setup-for-win angle. (6) Returning from 34-day layoff with a bullet workout — trainer signaling extra readiness for today's spot. (7) Pick Pony Daily Edge Radar pick — value score 8/10 — angles: Class Drop After Rest, Sharp Return Workout, Class Drop, Hot Jockey, Closer in Pace Duel, Form Reversal.
⚠ Concerns:(1) Has not raced in 34 days. (2) Consider there will be likely pace pressure in this race - multiple E types entered. (3) Moving from a route to a sprint today. (4) Poor record at this distance (0 wins from 4 recent starts). (5) Trip note from last race: Bump st;bid3p5/16;wknd. (6) No workout in last 30 days despite 34 days since last race. (7) 0 wins from 5 starts on dirt in last 10 — repeated failure on today's surface.
LGBM: 90 (3/15) CatBoost: 76 (6/15) XGB: 88 (5/15) LGBM-LS: 5 (13/15) CatBoost-LS: 74 (6/15) XGB-LS: 78 (5/15) Win Prob: 46.4% Value Score: 4.46 ★ ML: 4.00 (7/2) Overlay %: -3.81 Fair Odds: 14.13 (13/1) O/U: Underlay
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Figure Comparison
- Rating
- The three Pick Pony algorithm ratings (Algo 1, Algo 2, Algo 3) that make up the overall PP AI Rating — higher is a stronger contender rating.
- Speed
- Career average speed, recent 3-race average, and last-race speed figure — spot horses in improving or declining form.
- Pace
- Average Early (E1), Mid (E2), and Stretch (LP) pace figures — reveals pace-setters vs. closers vs. all-the-way types.
- This horse
- The horse whose stats card is open is highlighted with a darker column background.
Winning Profiles
- Axes
- X: Win % from last 10 starts — Y: In-the-money % (top-3 finishes) from last 10 starts.
- Quadrants
- Consistent Winners (top-right): high win & ITM — reliable performers.
Place Threats (top-left): boards often but doesn’t win often — good exacta/trifecta angles.
Streaky (bottom-right): wins occasionally, misses the board often — all-or-nothing.
Developing (bottom-left): still finding form — longshot territory. - Reference Lines
- Dashed lines mark field averages. Dots to the right win more; dots higher board more.
- This horse
- Highlighted with a gold border and larger dot.
AI Model Comparison
- Winner Models (green)
- LGBM, CatBoost, and XGBoost trained to predict race winners. Higher score = stronger contender.
- Longshot Models (red)
- LGBM-LS, CatBoost-LS, and XGB-LS trained to find high-value longshots. Higher score = stronger longshot candidate.
- This horse
- Highlighted with a darker column background.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | C | D |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | B | D |
| Early Pace | D | C |
| Mid Pace | A | B |
| Late Pace | F | D |
| Finish Pos | C | A |
| Dirt Speed | A | C |
| Turf Speed | C | C |
| Distance Speed | A | C |
| Trainer Effectiveness | D | D |
| Jockey Effectiveness | B | B |
| 3rd Party Ratings | A | B |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | C | D |
| Early Pace | D | D |
| Mid Pace | C | C |
| Late Pace | D | D |
| Sprint FPS | D | D |
| Route FPS | C | C |
| Trainer Effectiveness | D | D |
| Jockey Effectiveness | B | B |
| 3rd Party Ratings | A | B |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | B | D |
| Early Pace | C | C |
| Mid Pace | A | B |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:(1) Dropping in class today ($50,000 → $20,000). (2) Speed average (69) well above field median (63). (3) Career-best speed figure (70) recorded in last 1-2 starts — peaking form. (4) Closer/presser in a race with pace pressure — ideal race setup for late runners. (5) Career-best figure (75) buried in races 4–10 back — 12 pts above race median and 5 pts above recent form — market has forgotten the peak effort. (6) Pick Pony Daily Edge Radar pick — value score 9/10 — angles: Class Superiority, Career-Best Recent Figure, Class Drop, Closer in Pace Duel, Hidden Figure.
⚠ Concerns:(1) Consider there will be likely pace pressure in this race - multiple E types entered. (2) First time at today's distance. (3) Moving from a route to a sprint today. (4) Today's distance is shorter than any previous start. (5) Unproven on dirt surface (2 starts). (6) Trip note from last race: 3-6wd;tired stretch. (7) First start at KEE — never raced here before (last seen at: FG, OP, AQU).
LGBM: 89 (4/15) CatBoost: 86 (3/15) XGB: 93 (4/15) LGBM-LS: 83 (4/15) CatBoost-LS: 87 (3/15) XGB-LS: 91 (2/15) Win Prob: 57.4% Value Score: 4.41 ★ ML: 3.00 (5/2) Overlay %: -6.12 Fair Odds: 13.49 (12/1) O/U: Underlay
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Figure Comparison
- Rating
- The three Pick Pony algorithm ratings (Algo 1, Algo 2, Algo 3) that make up the overall PP AI Rating — higher is a stronger contender rating.
- Speed
- Career average speed, recent 3-race average, and last-race speed figure — spot horses in improving or declining form.
- Pace
- Average Early (E1), Mid (E2), and Stretch (LP) pace figures — reveals pace-setters vs. closers vs. all-the-way types.
- This horse
- The horse whose stats card is open is highlighted with a darker column background.
Winning Profiles
- Axes
- X: Win % from last 10 starts — Y: In-the-money % (top-3 finishes) from last 10 starts.
- Quadrants
- Consistent Winners (top-right): high win & ITM — reliable performers.
Place Threats (top-left): boards often but doesn’t win often — good exacta/trifecta angles.
Streaky (bottom-right): wins occasionally, misses the board often — all-or-nothing.
Developing (bottom-left): still finding form — longshot territory. - Reference Lines
- Dashed lines mark field averages. Dots to the right win more; dots higher board more.
- This horse
- Highlighted with a gold border and larger dot.
AI Model Comparison
- Winner Models (green)
- LGBM, CatBoost, and XGBoost trained to predict race winners. Higher score = stronger contender.
- Longshot Models (red)
- LGBM-LS, CatBoost-LS, and XGB-LS trained to find high-value longshots. Higher score = stronger longshot candidate.
- This horse
- Highlighted with a darker column background.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | B | C |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | A | C |
| Early Pace | D | D |
| Mid Pace | D | C |
| Late Pace | C | C |
| Finish Pos | C | A |
| Dirt Speed | A | C |
| Turf Speed | A | B |
| Distance Speed | D | F |
| Trainer Effectiveness | B | B |
| Jockey Effectiveness | B | B |
| 3rd Party Ratings | C | C |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | B | D |
| Early Pace | D | D |
| Mid Pace | D | C |
| Late Pace | D | D |
| Sprint FPS | F | F |
| Route FPS | F | F |
| Trainer Effectiveness | B | B |
| Jockey Effectiveness | B | B |
| 3rd Party Ratings | C | C |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | A | C |
| Early Pace | D | C |
| Mid Pace | D | D |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:(1) Dropping in class today ($50,000 → $20,000). (2) Equipment change today (code: 1). (3) Early pace significantly above field median (E1: 87 vs field 82). (4) Fourth race back from a 227-day layoff — often the peak fitness race. (5) Trainer 'MOTT RILEY' has 2 horses in today's card all showing last-race improvement — barn appears sharp right now. (6) Last race E1 pace (93.0) was 5.8 pts above personal avg (87.2) and horse still finished 5th — pace collapse victim; expect bounce if today's fractions are softer. (7) Pick Pony Daily Edge Radar pick — value score 6/10 — angles: Pace Collapse Victim, Class Drop, Early Speed Edge, Stable on Fire, Classic Fourth Race Pattern, Equipment Change.
⚠ Concerns:(1) Consider there will be likely pace pressure in this race - multiple E types entered. (2) Trip note from last race: Lght bump 1/8;gave way. (3) Outside post (9) in a large field of 16 horses. (4) Post 9 in a 16-horse dirt sprint — wide draw forces extra ground and a difficult first-turn path. (5) First start at KEE — never raced here before (last seen at: CNL, TP, ELP).
LGBM: 73 (7/15) CatBoost: 68 (7/15) XGB: 86 (6/15) LGBM-LS: 100 (1/15) CatBoost-LS: 67 (7/15) XGB-LS: 79 (4/15) Win Prob: 30.5% Value Score: 5.27 ★ ML: 8.00 (7/1) Overlay %: 2.12 Fair Odds: 11.65 (11/1) O/U: Overlay
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Figure Comparison
- Rating
- The three Pick Pony algorithm ratings (Algo 1, Algo 2, Algo 3) that make up the overall PP AI Rating — higher is a stronger contender rating.
- Speed
- Career average speed, recent 3-race average, and last-race speed figure — spot horses in improving or declining form.
- Pace
- Average Early (E1), Mid (E2), and Stretch (LP) pace figures — reveals pace-setters vs. closers vs. all-the-way types.
- This horse
- The horse whose stats card is open is highlighted with a darker column background.
Winning Profiles
- Axes
- X: Win % from last 10 starts — Y: In-the-money % (top-3 finishes) from last 10 starts.
- Quadrants
- Consistent Winners (top-right): high win & ITM — reliable performers.
Place Threats (top-left): boards often but doesn’t win often — good exacta/trifecta angles.
Streaky (bottom-right): wins occasionally, misses the board often — all-or-nothing.
Developing (bottom-left): still finding form — longshot territory. - Reference Lines
- Dashed lines mark field averages. Dots to the right win more; dots higher board more.
- This horse
- Highlighted with a gold border and larger dot.
AI Model Comparison
- Winner Models (green)
- LGBM, CatBoost, and XGBoost trained to predict race winners. Higher score = stronger contender.
- Longshot Models (red)
- LGBM-LS, CatBoost-LS, and XGB-LS trained to find high-value longshots. Higher score = stronger longshot candidate.
- This horse
- Highlighted with a darker column background.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | A | B |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | D | D |
| Early Pace | A | B |
| Mid Pace | A | B |
| Late Pace | D | D |
| Finish Pos | C | A |
| Dirt Speed | A | C |
| Turf Speed | D | D |
| Distance Speed | A | C |
| Trainer Effectiveness | C | C |
| Jockey Effectiveness | C | C |
| 3rd Party Ratings | A | B |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | D | D |
| Early Pace | A | A |
| Mid Pace | A | B |
| Late Pace | F | D |
| Sprint FPS | A | B |
| Route FPS | B | B |
| Trainer Effectiveness | C | C |
| Jockey Effectiveness | C | C |
| 3rd Party Ratings | A | B |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | D | D |
| Early Pace | B | C |
| Mid Pace | A | B |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:(1) Dropping in class today ($30,000 → $20,000). (2) Hot trainer - high ITM rate (48%). (3) Career-best speed figure (66) recorded in last 1-2 starts — peaking form. (4) Closer/presser in a race with pace pressure — ideal race setup for late runners. (5) Switching turf-to-dirt with a strong turf pedigree rating (107) — pedigree suggests main-track improvement is likely. (6) Pick Pony Daily Edge Radar pick — value score 7/10 — angles: Career-Best Recent Figure, Class Drop, Hot Trainer, Closer in Pace Duel, Pedigree-Backed Switch.
⚠ Concerns:(1) Moving from a route to a sprint today. (2) Switching from turf to dirt today. (3) Poor record at this distance (0 wins from 4 recent starts). (4) Trip note from last race: Stalk 2w;weakened lane. (5) Outside post (11) in a large field of 16 horses. (6) Post 11 in a 16-horse dirt sprint — wide draw forces extra ground and a difficult first-turn path.
LGBM: 95 (2/15) CatBoost: 81 (5/15) XGB: 81 (7/15) LGBM-LS: 9 (11/15) CatBoost-LS: 83 (5/15) XGB-LS: 65 (9/15) Win Prob: 41.8% Value Score: 4.41 ★ ML: 4.50 (7/2) Overlay %: -2.44 Fair Odds: 13.22 (12/1) O/U: Underlay
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Figure Comparison
- Rating
- The three Pick Pony algorithm ratings (Algo 1, Algo 2, Algo 3) that make up the overall PP AI Rating — higher is a stronger contender rating.
- Speed
- Career average speed, recent 3-race average, and last-race speed figure — spot horses in improving or declining form.
- Pace
- Average Early (E1), Mid (E2), and Stretch (LP) pace figures — reveals pace-setters vs. closers vs. all-the-way types.
- This horse
- The horse whose stats card is open is highlighted with a darker column background.
Winning Profiles
- Axes
- X: Win % from last 10 starts — Y: In-the-money % (top-3 finishes) from last 10 starts.
- Quadrants
- Consistent Winners (top-right): high win & ITM — reliable performers.
Place Threats (top-left): boards often but doesn’t win often — good exacta/trifecta angles.
Streaky (bottom-right): wins occasionally, misses the board often — all-or-nothing.
Developing (bottom-left): still finding form — longshot territory. - Reference Lines
- Dashed lines mark field averages. Dots to the right win more; dots higher board more.
- This horse
- Highlighted with a gold border and larger dot.
AI Model Comparison
- Winner Models (green)
- LGBM, CatBoost, and XGBoost trained to predict race winners. Higher score = stronger contender.
- Longshot Models (red)
- LGBM-LS, CatBoost-LS, and XGB-LS trained to find high-value longshots. Higher score = stronger longshot candidate.
- This horse
- Highlighted with a darker column background.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | B | C |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | B | C |
| Early Pace | B | C |
| Mid Pace | B | B |
| Late Pace | B | C |
| Finish Pos | C | A |
| Dirt Speed | B | C |
| Turf Speed | A | B |
| Distance Speed | D | F |
| Trainer Effectiveness | A | B |
| Jockey Effectiveness | F | F |
| 3rd Party Ratings | B | C |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | A | C |
| Early Pace | A | B |
| Mid Pace | A | B |
| Late Pace | A | B |
| Sprint FPS | A | B |
| Route FPS | A | B |
| Trainer Effectiveness | A | B |
| Jockey Effectiveness | F | F |
| 3rd Party Ratings | B | C |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | B | C |
| Early Pace | A | C |
| Mid Pace | B | B |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:(1) Career-best speed figure (59) recorded in last 1-2 starts — peaking form. (2) Hot jockey — high ITM rate (44%). (3) In the money in last 3 consecutive starts. (4) Early pace significantly above field median (E1: 88 vs field 82). (5) Speed improved +4 pts then +4 pts in last 2 starts (62 → 66 → 70) — trainer is progressively building fitness. (6) Trainer 'ANTONUIK JERRY' has 2 horses in today's card all showing last-race improvement — barn appears sharp right now. (7) Had documented trouble last race (codes: ['D', 'L', 'T']) yet still finished 2nd — a clean trip today sets up a form reversal. (8) Pick Pony Daily Edge Radar pick — value score 10/10 — angles: Consistent In-The-Money, Form Surge, Career-Best Recent Figure, Early Speed Edge, Hot Jockey, Troubled Trip Comeback, Stable on Fire.
⚠ Concerns:(1) Rising in class today ($15,000 → $20,000). (2) Consider there will be likely pace pressure in this race - multiple E types entered. (3) Poor record at this distance (0 wins from 9 recent starts). (4) Trip note from last race: Cleared;tagged at wire. (5) Outside post (13) in a large field of 16 horses. (6) Post 13 in a 16-horse dirt sprint — wide draw forces extra ground and a difficult first-turn path. (7) 0 wins from 7 starts on dirt in last 10 — repeated failure on today's surface. (8) First start at KEE — never raced here before (last seen at: TP).
LGBM: 52 (9/15) CatBoost: 45 (9/15) XGB: 58 (9/15) LGBM-LS: 89 (3/15) CatBoost-LS: 47 (9/15) XGB-LS: 51 (13/15) Win Prob: 34.6% Value Score: 8.64 ★ ML: 12.00 (11/1) Overlay %: 2.48 Fair Odds: 14.41 (13/1) O/U: Overlay
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Figure Comparison
- Rating
- The three Pick Pony algorithm ratings (Algo 1, Algo 2, Algo 3) that make up the overall PP AI Rating — higher is a stronger contender rating.
- Speed
- Career average speed, recent 3-race average, and last-race speed figure — spot horses in improving or declining form.
- Pace
- Average Early (E1), Mid (E2), and Stretch (LP) pace figures — reveals pace-setters vs. closers vs. all-the-way types.
- This horse
- The horse whose stats card is open is highlighted with a darker column background.
Winning Profiles
- Axes
- X: Win % from last 10 starts — Y: In-the-money % (top-3 finishes) from last 10 starts.
- Quadrants
- Consistent Winners (top-right): high win & ITM — reliable performers.
Place Threats (top-left): boards often but doesn’t win often — good exacta/trifecta angles.
Streaky (bottom-right): wins occasionally, misses the board often — all-or-nothing.
Developing (bottom-left): still finding form — longshot territory. - Reference Lines
- Dashed lines mark field averages. Dots to the right win more; dots higher board more.
- This horse
- Highlighted with a gold border and larger dot.
AI Model Comparison
- Winner Models (green)
- LGBM, CatBoost, and XGBoost trained to predict race winners. Higher score = stronger contender.
- Longshot Models (red)
- LGBM-LS, CatBoost-LS, and XGB-LS trained to find high-value longshots. Higher score = stronger longshot candidate.
- This horse
- Highlighted with a darker column background.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | C | C |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | B | C |
| Early Pace | A | A |
| Mid Pace | A | B |
| Late Pace | A | C |
| Finish Pos | C | A |
| Dirt Speed | C | D |
| Turf Speed | B | B |
| Distance Speed | D | F |
| Trainer Effectiveness | B | B |
| Jockey Effectiveness | A | B |
| 3rd Party Ratings | A | B |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | B | C |
| Early Pace | A | A |
| Mid Pace | A | B |
| Late Pace | B | C |
| Sprint FPS | A | B |
| Route FPS | B | C |
| Trainer Effectiveness | B | B |
| Jockey Effectiveness | A | B |
| 3rd Party Ratings | A | B |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | B | D |
| Early Pace | A | A |
| Mid Pace | B | B |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:(1) Dropping in class today ($30,000 → $20,000). (2) Speed average (69) well above field median (63). (3) Hot trainer - high ITM rate (49%). (4) Career-best speed figure (65) recorded in last 1-2 starts — peaking form. (5) Hot jockey — high ITM rate (48%). (6) Late pace significantly above field median (LP: 72 vs field 68). (7) Closer/presser in a race with pace pressure — ideal race setup for late runners. (8) Fourth race back from a 56-day layoff — often the peak fitness race. (9) Strong speed 2 back (78), modest dip last out (72) — form reversal angle, ready to bounce back to top form. (10) Had documented trouble last race (codes: ['D', 'O', 'S', 'T', 'U', 'V']) yet still finished 4th — a clean trip today sets up a form reversal. (11) Averages 75.7 speed pts in today's distance/surface configuration vs 64.0 in other configs (3 qualifying starts) — returning to ideal setup. (12) Pick Pony Daily Edge Radar pick — value score 10/10 — angles: Class Superiority, Career-Best Recent Figure, Class Drop, Late Kick Advantage, Hot Trainer, Hot Jockey, Troubled Trip Comeback, Closer in Pace Duel, Form Reversal, Return to Proven Setup, Classic Fourth Race Pattern.
⚠ Concerns:(1) Moving from a route to a sprint today. (2) Poor record at this distance (0 wins from 4 recent starts). (3) Trip note from last race: 2p-ins;vied shw;outkck. (4) Outside post (14) in a large field of 16 horses. (5) Was the betting favorite in the last race but finished off the board. (6) Post 14 in a 16-horse dirt sprint — wide draw forces extra ground and a difficult first-turn path. (7) 0 wins from 5 starts on dirt in last 10 — repeated failure on today's surface.
LGBM: 89 (5/15) CatBoost: 84 (4/15) XGB: 96 (3/15) LGBM-LS: 5 (14/15) CatBoost-LS: 83 (4/15) XGB-LS: 0 Win Prob: 34.5% Value Score: 4.64 ★ ML: 6.00 (11/2) Overlay %: -0.46 Fair Odds: 13.32 (12/1) O/U: Fair
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Figure Comparison
- Rating
- The three Pick Pony algorithm ratings (Algo 1, Algo 2, Algo 3) that make up the overall PP AI Rating — higher is a stronger contender rating.
- Speed
- Career average speed, recent 3-race average, and last-race speed figure — spot horses in improving or declining form.
- Pace
- Average Early (E1), Mid (E2), and Stretch (LP) pace figures — reveals pace-setters vs. closers vs. all-the-way types.
- This horse
- The horse whose stats card is open is highlighted with a darker column background.
Winning Profiles
- Axes
- X: Win % from last 10 starts — Y: In-the-money % (top-3 finishes) from last 10 starts.
- Quadrants
- Consistent Winners (top-right): high win & ITM — reliable performers.
Place Threats (top-left): boards often but doesn’t win often — good exacta/trifecta angles.
Streaky (bottom-right): wins occasionally, misses the board often — all-or-nothing.
Developing (bottom-left): still finding form — longshot territory. - Reference Lines
- Dashed lines mark field averages. Dots to the right win more; dots higher board more.
- This horse
- Highlighted with a gold border and larger dot.
AI Model Comparison
- Winner Models (green)
- LGBM, CatBoost, and XGBoost trained to predict race winners. Higher score = stronger contender.
- Longshot Models (red)
- LGBM-LS, CatBoost-LS, and XGB-LS trained to find high-value longshots. Higher score = stronger longshot candidate.
- This horse
- Highlighted with a darker column background.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | A | C |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | A | C |
| Early Pace | B | C |
| Mid Pace | B | C |
| Late Pace | A | C |
| Finish Pos | C | A |
| Dirt Speed | B | C |
| Turf Speed | B | B |
| Distance Speed | D | F |
| Trainer Effectiveness | A | B |
| Jockey Effectiveness | A | A |
| 3rd Party Ratings | A | A |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | A | B |
| Early Pace | B | C |
| Mid Pace | B | B |
| Late Pace | A | B |
| Sprint FPS | C | C |
| Route FPS | A | B |
| Trainer Effectiveness | A | B |
| Jockey Effectiveness | A | A |
| 3rd Party Ratings | A | A |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | A | C |
| Early Pace | C | C |
| Mid Pace | B | C |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:(1) Returning from 41-day layoff with a recent workout. (2) Dropping in class today ($30,000 → $20,000). (3) Speed average (71) well above field median (63). (4) Hot trainer - high ITM rate (49%). (5) Hot jockey — high ITM rate (53%). (6) 3 workouts in last 30 days — horse appears sharp and fit. (7) Late pace significantly above field median (LP: 85 vs field 68). (8) Closer/presser in a race with pace pressure — ideal race setup for late runners. (9) Dropping in class ($20,000 vs last $30,000) after a 41-day freshening — trainer setup-for-win angle. (10) Had documented trouble last race (codes: ['B', 'D', 'L', 'S', 'U']) yet still finished 2nd — a clean trip today sets up a form reversal. (11) Pick Pony Daily Edge Radar pick — value score 10/10 — angles: Class Superiority, Class Drop After Rest, Class Drop, Hot Trainer, Hot Jockey, Troubled Trip Comeback, Closer in Pace Duel, Late Kick Advantage, Sharp Workout Pattern.
⚠ Concerns:(1) Has not raced in 41 days. (2) Limited experience at today's distance (2 starts). (3) Unproven on dirt surface (2 starts). (4) Trip note from last race: Ins bid; duel; yld1/8. (5) Outside post (15) in a large field of 16 horses. (6) Post 15 in a 16-horse dirt sprint — wide draw forces extra ground and a difficult first-turn path. (7) First start at KEE — never raced here before (last seen at: FG).
LGBM: 100 (1/15) CatBoost: 100 (1/15) XGB: 100 (1/15) LGBM-LS: 9 (12/15) CatBoost-LS: 100 (1/15) XGB-LS: 28 (14/15) Win Prob: 50.8% Value Score: 4.39 ★ ML: 3.50 (5/2) Overlay %: -3.63 Fair Odds: 11.59 (11/1) O/U: Underlay
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Figure Comparison
- Rating
- The three Pick Pony algorithm ratings (Algo 1, Algo 2, Algo 3) that make up the overall PP AI Rating — higher is a stronger contender rating.
- Speed
- Career average speed, recent 3-race average, and last-race speed figure — spot horses in improving or declining form.
- Pace
- Average Early (E1), Mid (E2), and Stretch (LP) pace figures — reveals pace-setters vs. closers vs. all-the-way types.
- This horse
- The horse whose stats card is open is highlighted with a darker column background.
Winning Profiles
- Axes
- X: Win % from last 10 starts — Y: In-the-money % (top-3 finishes) from last 10 starts.
- Quadrants
- Consistent Winners (top-right): high win & ITM — reliable performers.
Place Threats (top-left): boards often but doesn’t win often — good exacta/trifecta angles.
Streaky (bottom-right): wins occasionally, misses the board often — all-or-nothing.
Developing (bottom-left): still finding form — longshot territory. - Reference Lines
- Dashed lines mark field averages. Dots to the right win more; dots higher board more.
- This horse
- Highlighted with a gold border and larger dot.
AI Model Comparison
- Winner Models (green)
- LGBM, CatBoost, and XGBoost trained to predict race winners. Higher score = stronger contender.
- Longshot Models (red)
- LGBM-LS, CatBoost-LS, and XGB-LS trained to find high-value longshots. Higher score = stronger longshot candidate.
- This horse
- Highlighted with a darker column background.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | A | B |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | A | C |
| Early Pace | C | C |
| Mid Pace | C | C |
| Late Pace | A | A |
| Finish Pos | C | A |
| Dirt Speed | D | F |
| Turf Speed | B | B |
| Distance Speed | D | F |
| Trainer Effectiveness | A | B |
| Jockey Effectiveness | A | A |
| 3rd Party Ratings | B | C |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | A | C |
| Early Pace | D | C |
| Mid Pace | C | C |
| Late Pace | A | A |
| Sprint FPS | D | D |
| Route FPS | D | D |
| Trainer Effectiveness | A | B |
| Jockey Effectiveness | A | A |
| 3rd Party Ratings | B | C |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | A | C |
| Early Pace | C | C |
| Mid Pace | C | C |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:(1) Returning from 49-day layoff with a recent workout. (2) Dropping in class today ($35,000 → $20,000). (3) Speed average (75) well above field median (63). (4) Late pace significantly above field median (LP: 81 vs field 68). (5) Closer/presser in a race with pace pressure — ideal race setup for late runners. (6) Switching turf-to-dirt with a strong turf pedigree rating (108) — pedigree suggests main-track improvement is likely. (7) Dropping in class ($20,000 vs last $35,000) after a 49-day freshening — trainer setup-for-win angle. (8) Career-best figure (91) buried in races 4–10 back — 28 pts above race median and 16 pts above recent form — market has forgotten the peak effort. (9) Averages 76.4 speed pts in today's distance/surface configuration vs 70.0 in other configs (8 qualifying starts) — returning to ideal setup. (10) Pick Pony Daily Edge Radar pick — value score 10/10 — angles: Class Superiority, Class Drop After Rest, Closer in Pace Duel, Hidden Figure, Late Kick Advantage, Class Drop, Return to Proven Setup, Pedigree-Backed Switch.
⚠ Concerns:(1) Has not raced in 49 days. (2) Moving from a route to a sprint today. (3) Switching from turf to dirt today. (4) Poor record at this distance (0 wins from 9 recent starts). (5) Trip note from last race: Chased3-4w; weakened. (6) Outside post (16) in a large field of 16 horses. (7) Post 16 in a 16-horse dirt sprint — wide draw forces extra ground and a difficult first-turn path. (8) Speed figures are highly erratic over last 5 starts (σ = 12.6 pts: [65, 75, 64, 91, 88]) — unpredictable performer. (9) 0 wins from 8 starts on dirt in last 10 — repeated failure on today's surface. (10) First start at KEE — never raced here before (last seen at: GP).
LGBM: 89 (6/15) CatBoost: 87 (2/15) XGB: 98 (2/15) LGBM-LS: 5 (15/15) CatBoost-LS: 88 (2/15) XGB-LS: 13 (15/15) Win Prob: 40.8% Value Score: 3.91 ★ ML: 4.00 (7/2) Overlay %: -3.00 Fair Odds: 12.48 (11/1) O/U: Underlay
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Figure Comparison
- Rating
- The three Pick Pony algorithm ratings (Algo 1, Algo 2, Algo 3) that make up the overall PP AI Rating — higher is a stronger contender rating.
- Speed
- Career average speed, recent 3-race average, and last-race speed figure — spot horses in improving or declining form.
- Pace
- Average Early (E1), Mid (E2), and Stretch (LP) pace figures — reveals pace-setters vs. closers vs. all-the-way types.
- This horse
- The horse whose stats card is open is highlighted with a darker column background.
Winning Profiles
- Axes
- X: Win % from last 10 starts — Y: In-the-money % (top-3 finishes) from last 10 starts.
- Quadrants
- Consistent Winners (top-right): high win & ITM — reliable performers.
Place Threats (top-left): boards often but doesn’t win often — good exacta/trifecta angles.
Streaky (bottom-right): wins occasionally, misses the board often — all-or-nothing.
Developing (bottom-left): still finding form — longshot territory. - Reference Lines
- Dashed lines mark field averages. Dots to the right win more; dots higher board more.
- This horse
- Highlighted with a gold border and larger dot.
AI Model Comparison
- Winner Models (green)
- LGBM, CatBoost, and XGBoost trained to predict race winners. Higher score = stronger contender.
- Longshot Models (red)
- LGBM-LS, CatBoost-LS, and XGB-LS trained to find high-value longshots. Higher score = stronger longshot candidate.
- This horse
- Highlighted with a darker column background.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | A | B |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | A | B |
| Early Pace | C | C |
| Mid Pace | B | B |
| Late Pace | A | A |
| Finish Pos | C | A |
| Dirt Speed | A | A |
| Turf Speed | A | B |
| Distance Speed | A | C |
| Trainer Effectiveness | F | F |
| Jockey Effectiveness | F | D |
| 3rd Party Ratings | B | C |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | A | C |
| Early Pace | C | C |
| Mid Pace | B | B |
| Late Pace | C | D |
| Sprint FPS | B | C |
| Route FPS | A | B |
| Trainer Effectiveness | F | F |
| Jockey Effectiveness | F | D |
| 3rd Party Ratings | B | C |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | A | B |
| Early Pace | B | C |
| Mid Pace | A | B |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:(1) Speed average (81) well above field median (72). (2) Has a bullet work (fastest at track that day) — sharp conditioning signal. (3) Early pace significantly above field median (E1: 91 vs field 88). (4) Fourth race back from a 64-day layoff — often the peak fitness race. (5) Career-best figure (92) buried in races 4–10 back — 20 pts above race median and 9 pts above recent form — market has forgotten the peak effort. (6) Had documented trouble last race (codes: ['B', 'D', 'O', 'T', 'U']) yet still finished 2nd — a clean trip today sets up a form reversal. (7) Pick Pony Daily Edge Radar pick — value score 8/10 — angles: Class Superiority, Early Speed Edge, Troubled Trip Comeback, Hidden Figure, Bullet Workout, Classic Fourth Race Pattern.
⚠ Concerns:(1) Was claimed from its most recent race - new connections. (2) Consider there will be likely pace pressure in this race - multiple E types entered. (3) Poor record at this distance (0 wins from 8 recent starts). (4) Trip note from last race: 2p;bid btw3/16;outkckd. (5) Has not won in last 10 starts despite career wins. (6) 0 wins from 5 starts on dirt in last 10 — repeated failure on today's surface.
LGBM: 82 (3/8) CatBoost: 73 (3/8) XGB: 82 (3/8) LGBM-LS: 7 (8/8) CatBoost-LS: 69 (3/8) XGB-LS: 100 (1/8) Win Prob: 60% Value Score: 3.81 ★ ML: 4.00 (7/2) Overlay %: -2.33 Fair Odds: 6.46 (11/2) O/U: Fair
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Figure Comparison
- Rating
- The three Pick Pony algorithm ratings (Algo 1, Algo 2, Algo 3) that make up the overall PP AI Rating — higher is a stronger contender rating.
- Speed
- Career average speed, recent 3-race average, and last-race speed figure — spot horses in improving or declining form.
- Pace
- Average Early (E1), Mid (E2), and Stretch (LP) pace figures — reveals pace-setters vs. closers vs. all-the-way types.
- This horse
- The horse whose stats card is open is highlighted with a darker column background.
Winning Profiles
- Axes
- X: Win % from last 10 starts — Y: In-the-money % (top-3 finishes) from last 10 starts.
- Quadrants
- Consistent Winners (top-right): high win & ITM — reliable performers.
Place Threats (top-left): boards often but doesn’t win often — good exacta/trifecta angles.
Streaky (bottom-right): wins occasionally, misses the board often — all-or-nothing.
Developing (bottom-left): still finding form — longshot territory. - Reference Lines
- Dashed lines mark field averages. Dots to the right win more; dots higher board more.
- This horse
- Highlighted with a gold border and larger dot.
AI Model Comparison
- Winner Models (green)
- LGBM, CatBoost, and XGBoost trained to predict race winners. Higher score = stronger contender.
- Longshot Models (red)
- LGBM-LS, CatBoost-LS, and XGB-LS trained to find high-value longshots. Higher score = stronger longshot candidate.
- This horse
- Highlighted with a darker column background.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | A | B |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | A | A |
| Early Pace | B | A |
| Mid Pace | A | A |
| Late Pace | A | A |
| Finish Pos | D | D |
| Dirt Speed | B | A |
| Turf Speed | A | A |
| Distance Speed | B | A |
| Trainer Effectiveness | C | C |
| Jockey Effectiveness | B | B |
| 3rd Party Ratings | B | A |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | B | B |
| Early Pace | C | B |
| Mid Pace | C | B |
| Late Pace | C | A |
| Sprint FPS | C | B |
| Route FPS | C | B |
| Trainer Effectiveness | C | C |
| Jockey Effectiveness | B | B |
| 3rd Party Ratings | B | A |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | A | A |
| Early Pace | B | A |
| Mid Pace | B | B |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:(1) Speed average (81) well above field median (72). (2) Late pace significantly above field median (LP: 88 vs field 78). (3) Closer/presser in a race with pace pressure — ideal race setup for late runners. (4) Fourth race back from a 56-day layoff — often the peak fitness race. (5) Has won at today's distance (1320 yds) within the last 10 starts — proven ability at this trip. (6) Has won at KEE on dirt in the last 10 starts — proven at today's exact track/surface combo. (7) Pick Pony Daily Edge Radar pick — value score 8/10 — angles: Class Superiority, Won Here Before, Closer in Pace Duel, Won at This Distance, Late Kick Advantage, Classic Fourth Race Pattern.
⚠ Concerns:(1) Trip note from last race: 3-4p;5-6p1/8;no menace. (2) Consistently runs wide at the first call (3 of last 5 starts).
LGBM: 67 (4/8) CatBoost: 54 (4/8) XGB: 73 (4/8) LGBM-LS: 0 CatBoost-LS: 63 (4/8) XGB-LS: 64 (5/8) Win Prob: 32.1% Value Score: 2.86 ★ ML: 6.00 (11/2) Overlay %: 0.37 Fair Odds: 7.61 (7/1) O/U: Fair
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Figure Comparison
- Rating
- The three Pick Pony algorithm ratings (Algo 1, Algo 2, Algo 3) that make up the overall PP AI Rating — higher is a stronger contender rating.
- Speed
- Career average speed, recent 3-race average, and last-race speed figure — spot horses in improving or declining form.
- Pace
- Average Early (E1), Mid (E2), and Stretch (LP) pace figures — reveals pace-setters vs. closers vs. all-the-way types.
- This horse
- The horse whose stats card is open is highlighted with a darker column background.
Winning Profiles
- Axes
- X: Win % from last 10 starts — Y: In-the-money % (top-3 finishes) from last 10 starts.
- Quadrants
- Consistent Winners (top-right): high win & ITM — reliable performers.
Place Threats (top-left): boards often but doesn’t win often — good exacta/trifecta angles.
Streaky (bottom-right): wins occasionally, misses the board often — all-or-nothing.
Developing (bottom-left): still finding form — longshot territory. - Reference Lines
- Dashed lines mark field averages. Dots to the right win more; dots higher board more.
- This horse
- Highlighted with a gold border and larger dot.
AI Model Comparison
- Winner Models (green)
- LGBM, CatBoost, and XGBoost trained to predict race winners. Higher score = stronger contender.
- Longshot Models (red)
- LGBM-LS, CatBoost-LS, and XGB-LS trained to find high-value longshots. Higher score = stronger longshot candidate.
- This horse
- Highlighted with a darker column background.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | B | C |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | A | A |
| Early Pace | D | C |
| Mid Pace | C | B |
| Late Pace | A | A |
| Finish Pos | A | B |
| Dirt Speed | A | A |
| Turf Speed | D | D |
| Distance Speed | A | A |
| Trainer Effectiveness | F | F |
| Jockey Effectiveness | C | B |
| 3rd Party Ratings | B | A |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | B | A |
| Early Pace | F | D |
| Mid Pace | D | C |
| Late Pace | A | A |
| Sprint FPS | F | D |
| Route FPS | D | D |
| Trainer Effectiveness | F | F |
| Jockey Effectiveness | C | B |
| 3rd Party Ratings | B | A |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | A | A |
| Early Pace | D | C |
| Mid Pace | D | C |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:(1) Has a bullet work (fastest at track that day) — sharp conditioning signal. (2) Early pace significantly above field median (E1: 94 vs field 88). (3) Fourth race back from a 49-day layoff — often the peak fitness race. (4) Has won at today's distance (1320 yds) within the last 10 starts — proven ability at this trip. (5) Carries 6 lbs less than field median (118 lbs vs median 124 lbs). (6) Pick Pony Daily Edge Radar pick — value score 6/10 — angles: Early Speed Edge, Won at This Distance, Bullet Workout, Weight Advantage, Classic Fourth Race Pattern.
⚠ Concerns:(1) Consider there will be likely pace pressure in this race - multiple E types entered. (2) Speed average (63) well below field median (72). (3) Tends to fade in the stretch at similar distances (5 of 7 starts). (4) Trip note from last race: Ins;caught 1/4;faded. (5) Speed figures are highly erratic over last 5 starts (σ = 10.7 pts: [58, 48, 65, 74, 72]) — unpredictable performer.
LGBM: 12 (8/8) CatBoost: 14 (6/8) XGB: 27 (7/8) LGBM-LS: 88 (4/8) CatBoost-LS: 8 (7/8) XGB-LS: 14 (6/8) Win Prob: 9.1% Value Score: 3.59 ★ ML: 30.00 (30/1) Overlay %: 7.10 Fair Odds: 9.38 (8/1) O/U: Overlay
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Figure Comparison
- Rating
- The three Pick Pony algorithm ratings (Algo 1, Algo 2, Algo 3) that make up the overall PP AI Rating — higher is a stronger contender rating.
- Speed
- Career average speed, recent 3-race average, and last-race speed figure — spot horses in improving or declining form.
- Pace
- Average Early (E1), Mid (E2), and Stretch (LP) pace figures — reveals pace-setters vs. closers vs. all-the-way types.
- This horse
- The horse whose stats card is open is highlighted with a darker column background.
Winning Profiles
- Axes
- X: Win % from last 10 starts — Y: In-the-money % (top-3 finishes) from last 10 starts.
- Quadrants
- Consistent Winners (top-right): high win & ITM — reliable performers.
Place Threats (top-left): boards often but doesn’t win often — good exacta/trifecta angles.
Streaky (bottom-right): wins occasionally, misses the board often — all-or-nothing.
Developing (bottom-left): still finding form — longshot territory. - Reference Lines
- Dashed lines mark field averages. Dots to the right win more; dots higher board more.
- This horse
- Highlighted with a gold border and larger dot.
AI Model Comparison
- Winner Models (green)
- LGBM, CatBoost, and XGBoost trained to predict race winners. Higher score = stronger contender.
- Longshot Models (red)
- LGBM-LS, CatBoost-LS, and XGB-LS trained to find high-value longshots. Higher score = stronger longshot candidate.
- This horse
- Highlighted with a darker column background.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | C | D |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | D | D |
| Early Pace | A | A |
| Mid Pace | B | A |
| Late Pace | F | D |
| Finish Pos | B | C |
| Dirt Speed | C | B |
| Turf Speed | D | D |
| Distance Speed | F | C |
| Trainer Effectiveness | D | D |
| Jockey Effectiveness | D | C |
| 3rd Party Ratings | D | B |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | F | D |
| Early Pace | A | A |
| Mid Pace | A | A |
| Late Pace | F | D |
| Sprint FPS | C | B |
| Route FPS | C | B |
| Trainer Effectiveness | D | D |
| Jockey Effectiveness | D | C |
| 3rd Party Ratings | D | B |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | D | D |
| Early Pace | A | A |
| Mid Pace | A | A |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:(1) Returning from 46-day layoff with a recent workout. (2) Hot trainer - high ITM rate (46%). (3) Big last-race effort (78) — 12 pts above recent average. (4) Hot jockey — high ITM rate (53%). (5) Won last 2 consecutive starts. (6) Has won at today's distance (1320 yds) within the last 10 starts — proven ability at this trip. (7) Carries 6 lbs less than field median (118 lbs vs median 124 lbs). (8) Had documented trouble last race (codes: ['B', 'D', 'L', 'O', 'S', 'T']) yet still finished 1st — a clean trip today sets up a form reversal. (9) Pick Pony Daily Edge Radar pick — value score 9/10 — angles: Big Last Effort, Win Streak Momentum, Hot Trainer, Hot Jockey, Troubled Trip Comeback, Won at This Distance, Weight Advantage.
⚠ Concerns:(1) Has not raced in 46 days. (2) Consider there will be likely pace pressure in this race - multiple E types entered. (3) Limited experience at today's distance (2 starts). (4) Unproven on dirt surface (2 starts). (5) Trip note from last race: Stalk3w; bid; on task. (6) Last race was career-best speed (78) — bounce risk after peak effort. (7) First start at KEE — never raced here before (last seen at: FG).
LGBM: 46 (5/8) CatBoost: 39 (5/8) XGB: 37 (5/8) LGBM-LS: 85 (5/8) CatBoost-LS: 39 (5/8) XGB-LS: 72 (4/8) Win Prob: 18.6% Value Score: 2.12 ★ ML: 8.00 (7/1) Overlay %: 1.91 Fair Odds: 8.39 (7/1) O/U: Overlay
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Figure Comparison
- Rating
- The three Pick Pony algorithm ratings (Algo 1, Algo 2, Algo 3) that make up the overall PP AI Rating — higher is a stronger contender rating.
- Speed
- Career average speed, recent 3-race average, and last-race speed figure — spot horses in improving or declining form.
- Pace
- Average Early (E1), Mid (E2), and Stretch (LP) pace figures — reveals pace-setters vs. closers vs. all-the-way types.
- This horse
- The horse whose stats card is open is highlighted with a darker column background.
Winning Profiles
- Axes
- X: Win % from last 10 starts — Y: In-the-money % (top-3 finishes) from last 10 starts.
- Quadrants
- Consistent Winners (top-right): high win & ITM — reliable performers.
Place Threats (top-left): boards often but doesn’t win often — good exacta/trifecta angles.
Streaky (bottom-right): wins occasionally, misses the board often — all-or-nothing.
Developing (bottom-left): still finding form — longshot territory. - Reference Lines
- Dashed lines mark field averages. Dots to the right win more; dots higher board more.
- This horse
- Highlighted with a gold border and larger dot.
AI Model Comparison
- Winner Models (green)
- LGBM, CatBoost, and XGBoost trained to predict race winners. Higher score = stronger contender.
- Longshot Models (red)
- LGBM-LS, CatBoost-LS, and XGB-LS trained to find high-value longshots. Higher score = stronger longshot candidate.
- This horse
- Highlighted with a darker column background.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | D | D |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | D | C |
| Early Pace | D | C |
| Mid Pace | D | C |
| Late Pace | C | B |
| Finish Pos | D | D |
| Dirt Speed | D | B |
| Turf Speed | C | C |
| Distance Speed | D | B |
| Trainer Effectiveness | B | B |
| Jockey Effectiveness | A | A |
| 3rd Party Ratings | C | B |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | C | C |
| Early Pace | D | C |
| Mid Pace | D | C |
| Late Pace | B | A |
| Sprint FPS | B | A |
| Route FPS | B | A |
| Trainer Effectiveness | B | B |
| Jockey Effectiveness | A | A |
| 3rd Party Ratings | C | B |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | D | C |
| Early Pace | D | C |
| Mid Pace | D | C |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:(1) Hot trainer - high ITM rate (57%). (2) Hot jockey — high ITM rate (44%). (3) Fourth race back from a 70-day layoff — often the peak fitness race. (4) Strong speed 2 back (85), modest dip last out (80) — form reversal angle, ready to bounce back to top form. (5) Has won at today's distance (1320 yds) within the last 10 starts — proven ability at this trip. (6) Had documented trouble last race (codes: ['L', 'S', 'T', 'U']) yet still finished 2nd — a clean trip today sets up a form reversal. (7) Averages 82.7 speed pts in today's distance/surface configuration vs 73.7 in other configs (3 qualifying starts) — returning to ideal setup. (8) Pick Pony Daily Edge Radar pick — value score 7/10 — angles: Hot Trainer, Hot Jockey, Troubled Trip Comeback, Form Reversal, Won at This Distance, Return to Proven Setup, Classic Fourth Race Pattern.
⚠ Concerns:(1) Consider there will be likely pace pressure in this race - multiple E types entered. (2) Trip note from last race: Ins;game;caught late. (3) Post 7 in a 9-horse dirt sprint — wide draw forces extra ground and a difficult first-turn path. (4) First start at KEE — never raced here before (last seen at: TP).
LGBM: 100 (1/8) CatBoost: 100 (1/8) XGB: 100 (1/8) LGBM-LS: 100 (1/8) CatBoost-LS: 100 (1/8) XGB-LS: 78 (3/8) Win Prob: 76.2% Value Score: 2.71 ★ ML: 1.80 (9/5) Overlay %: -13.93 Fair Odds: 6.06 (11/2) O/U: Underlay
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Figure Comparison
- Rating
- The three Pick Pony algorithm ratings (Algo 1, Algo 2, Algo 3) that make up the overall PP AI Rating — higher is a stronger contender rating.
- Speed
- Career average speed, recent 3-race average, and last-race speed figure — spot horses in improving or declining form.
- Pace
- Average Early (E1), Mid (E2), and Stretch (LP) pace figures — reveals pace-setters vs. closers vs. all-the-way types.
- This horse
- The horse whose stats card is open is highlighted with a darker column background.
Winning Profiles
- Axes
- X: Win % from last 10 starts — Y: In-the-money % (top-3 finishes) from last 10 starts.
- Quadrants
- Consistent Winners (top-right): high win & ITM — reliable performers.
Place Threats (top-left): boards often but doesn’t win often — good exacta/trifecta angles.
Streaky (bottom-right): wins occasionally, misses the board often — all-or-nothing.
Developing (bottom-left): still finding form — longshot territory. - Reference Lines
- Dashed lines mark field averages. Dots to the right win more; dots higher board more.
- This horse
- Highlighted with a gold border and larger dot.
AI Model Comparison
- Winner Models (green)
- LGBM, CatBoost, and XGBoost trained to predict race winners. Higher score = stronger contender.
- Longshot Models (red)
- LGBM-LS, CatBoost-LS, and XGB-LS trained to find high-value longshots. Higher score = stronger longshot candidate.
- This horse
- Highlighted with a darker column background.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | A | B |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | B | B |
| Early Pace | C | A |
| Mid Pace | C | B |
| Late Pace | A | A |
| Finish Pos | A | B |
| Dirt Speed | F | F |
| Turf Speed | A | A |
| Distance Speed | B | A |
| Trainer Effectiveness | A | A |
| Jockey Effectiveness | B | B |
| 3rd Party Ratings | A | A |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | A | A |
| Early Pace | A | A |
| Mid Pace | B | A |
| Late Pace | B | A |
| Sprint FPS | B | A |
| Route FPS | A | A |
| Trainer Effectiveness | A | A |
| Jockey Effectiveness | B | B |
| 3rd Party Ratings | A | A |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | B | B |
| Early Pace | C | A |
| Mid Pace | C | B |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:(1) Finish positions improving over last 4 starts. (2) Hot trainer - high ITM rate (51%). (3) Big last-race effort (88) — 9 pts above recent average. (4) Hot jockey — high ITM rate (48%). (5) In the money in last 3 consecutive starts. (6) Early pace significantly above field median (E1: 92 vs field 88). (7) Has won at today's distance (1320 yds) within the last 10 starts — proven ability at this trip. (8) Dropping in class ($30,000 vs last $75,000) after a 87-day freshening — trainer setup-for-win angle. (9) Outstanding wet-track record: 1W from 4 starts (25%) — thrives when the going is off. (10) Speed improved +8 pts then +6 pts in last 2 starts (74 → 82 → 88) — trainer is progressively building fitness. (11) Had documented trouble last race (codes: ['D', 'L', 'S', 'V']) yet still finished 1st — a clean trip today sets up a form reversal. (12) Pick Pony Daily Edge Radar pick — value score 10/10 — angles: Big Last Effort, Consistent In-The-Money, Class Drop After Rest, Form Surge, Hot Trainer, Hot Jockey, Early Speed Edge, Improving Finisher, Off-Track Ace, Won at This Distance, Troubled Trip Comeback.
⚠ Concerns:(1) Has not raced in 87 days. (2) Consider there will be likely pace pressure in this race - multiple E types entered. (3) Tends to fade in the stretch at similar distances (6 of 10 starts). (4) Trip note from last race: Vied ins1/4;kicked clr. (5) Post 8 in a 9-horse dirt sprint — wide draw forces extra ground and a difficult first-turn path. (6) First start at KEE — never raced here before (last seen at: MVR, IND). (7) Two consecutive 5+ pt speed jumps (74 → 82 → 88) and last race speed is well above career average (75) — high bounce risk after back-to-back peak efforts.
LGBM: 95 (2/8) CatBoost: 88 (2/8) XGB: 95 (2/8) LGBM-LS: 99 (2/8) CatBoost-LS: 90 (2/8) XGB-LS: 95 (2/8) Win Prob: 53.1% Value Score: 2.36 ★ ML: 2.50 (9/5) Overlay %: -8.85 Fair Odds: 6.34 (11/2) O/U: Underlay
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Figure Comparison
- Rating
- The three Pick Pony algorithm ratings (Algo 1, Algo 2, Algo 3) that make up the overall PP AI Rating — higher is a stronger contender rating.
- Speed
- Career average speed, recent 3-race average, and last-race speed figure — spot horses in improving or declining form.
- Pace
- Average Early (E1), Mid (E2), and Stretch (LP) pace figures — reveals pace-setters vs. closers vs. all-the-way types.
- This horse
- The horse whose stats card is open is highlighted with a darker column background.
Winning Profiles
- Axes
- X: Win % from last 10 starts — Y: In-the-money % (top-3 finishes) from last 10 starts.
- Quadrants
- Consistent Winners (top-right): high win & ITM — reliable performers.
Place Threats (top-left): boards often but doesn’t win often — good exacta/trifecta angles.
Streaky (bottom-right): wins occasionally, misses the board often — all-or-nothing.
Developing (bottom-left): still finding form — longshot territory. - Reference Lines
- Dashed lines mark field averages. Dots to the right win more; dots higher board more.
- This horse
- Highlighted with a gold border and larger dot.
AI Model Comparison
- Winner Models (green)
- LGBM, CatBoost, and XGBoost trained to predict race winners. Higher score = stronger contender.
- Longshot Models (red)
- LGBM-LS, CatBoost-LS, and XGB-LS trained to find high-value longshots. Higher score = stronger longshot candidate.
- This horse
- Highlighted with a darker column background.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | B | B |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | B | B |
| Early Pace | A | A |
| Mid Pace | A | A |
| Late Pace | C | C |
| Finish Pos | B | C |
| Dirt Speed | A | A |
| Turf Speed | D | D |
| Distance Speed | A | A |
| Trainer Effectiveness | A | A |
| Jockey Effectiveness | A | A |
| 3rd Party Ratings | A | A |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | A | A |
| Early Pace | A | A |
| Mid Pace | A | A |
| Late Pace | C | A |
| Sprint FPS | A | A |
| Route FPS | B | A |
| Trainer Effectiveness | A | A |
| Jockey Effectiveness | A | A |
| 3rd Party Ratings | A | A |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | B | B |
| Early Pace | A | A |
| Mid Pace | A | A |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:(1) Returning from 97-day layoff with a recent workout. (2) Dropping in class today ($50,000 → $30,000). (3) 3 workouts in last 30 days — horse appears sharp and fit. (4) Has won at today's distance (1320 yds) within the last 10 starts — proven ability at this trip. (5) Dropping in class ($30,000 vs last $50,000) after a 97-day freshening — trainer setup-for-win angle. (6) Carries 5 lbs less than field median (119 lbs vs median 124 lbs). (7) Career-best figure (82) buried in races 4–10 back — 10 pts above race median and 10 pts above recent form — market has forgotten the peak effort. (8) Pick Pony Daily Edge Radar pick — value score 8/10 — angles: Class Drop After Rest, Class Drop, Won at This Distance, Hidden Figure, Sharp Workout Pattern, Weight Advantage.
⚠ Concerns:(1) Has not raced in 97 days. (2) Consider there will be likely pace pressure in this race - multiple E types entered. (3) Trip note from last race: Bmpd btw/bobbled st;3p. (4) Post 9 in a 9-horse dirt sprint — wide draw forces extra ground and a difficult first-turn path. (5) First start at KEE — never raced here before (last seen at: TP, CD).
LGBM: 26 (6/8) CatBoost: 13 (7/8) XGB: 26 (8/8) LGBM-LS: 90 (3/8) CatBoost-LS: 14 (6/8) XGB-LS: 8 (8/8) Win Prob: 20.9% Value Score: 5.58 ★ ML: 20.00 (20/1) Overlay %: 6.59 Fair Odds: 8.68 (8/1) O/U: Overlay
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Figure Comparison
- Rating
- The three Pick Pony algorithm ratings (Algo 1, Algo 2, Algo 3) that make up the overall PP AI Rating — higher is a stronger contender rating.
- Speed
- Career average speed, recent 3-race average, and last-race speed figure — spot horses in improving or declining form.
- Pace
- Average Early (E1), Mid (E2), and Stretch (LP) pace figures — reveals pace-setters vs. closers vs. all-the-way types.
- This horse
- The horse whose stats card is open is highlighted with a darker column background.
Winning Profiles
- Axes
- X: Win % from last 10 starts — Y: In-the-money % (top-3 finishes) from last 10 starts.
- Quadrants
- Consistent Winners (top-right): high win & ITM — reliable performers.
Place Threats (top-left): boards often but doesn’t win often — good exacta/trifecta angles.
Streaky (bottom-right): wins occasionally, misses the board often — all-or-nothing.
Developing (bottom-left): still finding form — longshot territory. - Reference Lines
- Dashed lines mark field averages. Dots to the right win more; dots higher board more.
- This horse
- Highlighted with a gold border and larger dot.
AI Model Comparison
- Winner Models (green)
- LGBM, CatBoost, and XGBoost trained to predict race winners. Higher score = stronger contender.
- Longshot Models (red)
- LGBM-LS, CatBoost-LS, and XGB-LS trained to find high-value longshots. Higher score = stronger longshot candidate.
- This horse
- Highlighted with a darker column background.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | C | C |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | C | B |
| Early Pace | B | A |
| Mid Pace | B | A |
| Late Pace | D | C |
| Finish Pos | D | D |
| Dirt Speed | C | B |
| Turf Speed | B | B |
| Distance Speed | C | B |
| Trainer Effectiveness | C | D |
| Jockey Effectiveness | F | D |
| 3rd Party Ratings | D | B |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | D | C |
| Early Pace | B | A |
| Mid Pace | B | A |
| Late Pace | D | C |
| Sprint FPS | D | B |
| Route FPS | D | C |
| Trainer Effectiveness | C | D |
| Jockey Effectiveness | F | D |
| 3rd Party Ratings | D | B |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | C | C |
| Early Pace | B | A |
| Mid Pace | B | A |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:(1) Returning from 54-day layoff with a recent workout. (2) Early pace significantly above field median (E1: 86 vs field 83). (3) Closer/presser in a race with pace pressure — ideal race setup for late runners. (4) Has won at today's distance (1870 yds) within the last 10 starts — proven ability at this trip. (5) Had documented trouble last race (codes: ['B', 'L', 'S', 'T']) yet still finished 1st — a clean trip today sets up a form reversal. (6) Pick Pony Daily Edge Radar pick — value score 6/10 — angles: Early Speed Edge, Troubled Trip Comeback, Closer in Pace Duel, Won at This Distance.
⚠ Concerns:(1) Has not raced in 54 days. (2) Limited experience at today's distance (1 start). (3) Unproven on turf surface (1 start). (4) Trip note from last race: Angl 3-4w;best late. (5) Last race was career-best speed (81) — bounce risk after peak effort.
LGBM: 39 (7/9) CatBoost: 25 (9/9) XGB: 21 (6/9) LGBM-LS: 92 (7/9) CatBoost-LS: 24 (8/9) XGB-LS: 34 (5/9) Win Prob: 23.7% Value Score: 3.35 ★ ML: 10.00 (9/1) Overlay %: 1.76 Fair Odds: 10.35 (9/1) O/U: Overlay
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Figure Comparison
- Rating
- The three Pick Pony algorithm ratings (Algo 1, Algo 2, Algo 3) that make up the overall PP AI Rating — higher is a stronger contender rating.
- Speed
- Career average speed, recent 3-race average, and last-race speed figure — spot horses in improving or declining form.
- Pace
- Average Early (E1), Mid (E2), and Stretch (LP) pace figures — reveals pace-setters vs. closers vs. all-the-way types.
- This horse
- The horse whose stats card is open is highlighted with a darker column background.
Winning Profiles
- Axes
- X: Win % from last 10 starts — Y: In-the-money % (top-3 finishes) from last 10 starts.
- Quadrants
- Consistent Winners (top-right): high win & ITM — reliable performers.
Place Threats (top-left): boards often but doesn’t win often — good exacta/trifecta angles.
Streaky (bottom-right): wins occasionally, misses the board often — all-or-nothing.
Developing (bottom-left): still finding form — longshot territory. - Reference Lines
- Dashed lines mark field averages. Dots to the right win more; dots higher board more.
- This horse
- Highlighted with a gold border and larger dot.
AI Model Comparison
- Winner Models (green)
- LGBM, CatBoost, and XGBoost trained to predict race winners. Higher score = stronger contender.
- Longshot Models (red)
- LGBM-LS, CatBoost-LS, and XGB-LS trained to find high-value longshots. Higher score = stronger longshot candidate.
- This horse
- Highlighted with a darker column background.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | C | C |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | D | B |
| Early Pace | A | B |
| Mid Pace | A | A |
| Late Pace | F | C |
| Finish Pos | F | D |
| Dirt Speed | B | D |
| Turf Speed | B | A |
| Distance Speed | C | F |
| Trainer Effectiveness | D | D |
| Jockey Effectiveness | B | B |
| 3rd Party Ratings | D | B |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | F | B |
| Early Pace | A | B |
| Mid Pace | A | A |
| Late Pace | F | C |
| Sprint FPS | C | C |
| Route FPS | B | B |
| Trainer Effectiveness | D | D |
| Jockey Effectiveness | B | B |
| 3rd Party Ratings | D | B |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | A | A |
| Early Pace | A | B |
| Mid Pace | A | A |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:(1) Returning from 33-day layoff with a recent workout. (2) Career-best speed figure (70) recorded in last 1-2 starts — peaking form. (3) Strong speed 2 back (82), modest dip last out (75) — form reversal angle, ready to bounce back to top form. (4) Has won at today's distance (1870 yds) within the last 10 starts — proven ability at this trip. (5) Has won at KEE on turf in the last 10 starts — proven at today's exact track/surface combo. (6) Averages 77.0 speed pts in today's distance/surface configuration vs 67.0 in other configs (5 qualifying starts) — returning to ideal setup. (7) Pick Pony Daily Edge Radar pick — value score 7/10 — angles: Career-Best Recent Figure, Won Here Before, Form Reversal, Won at This Distance, Return to Proven Setup.
⚠ Concerns:(1) Has not raced in 33 days. (2) Consider there will be likely pace pressure in this race - multiple E types entered. (3) Trip note from last race: Svd gnd;no bid.
LGBM: 56 (6/9) CatBoost: 56 (6/9) XGB: 16 (8/9) LGBM-LS: 94 (5/9) CatBoost-LS: 55 (6/9) XGB-LS: 16 (7/9) Win Prob: 23.6% Value Score: 2.73 ★ ML: 8.00 (7/1) Overlay %: 0.43 Fair Odds: 10.05 (9/1) O/U: Fair
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Figure Comparison
- Rating
- The three Pick Pony algorithm ratings (Algo 1, Algo 2, Algo 3) that make up the overall PP AI Rating — higher is a stronger contender rating.
- Speed
- Career average speed, recent 3-race average, and last-race speed figure — spot horses in improving or declining form.
- Pace
- Average Early (E1), Mid (E2), and Stretch (LP) pace figures — reveals pace-setters vs. closers vs. all-the-way types.
- This horse
- The horse whose stats card is open is highlighted with a darker column background.
Winning Profiles
- Axes
- X: Win % from last 10 starts — Y: In-the-money % (top-3 finishes) from last 10 starts.
- Quadrants
- Consistent Winners (top-right): high win & ITM — reliable performers.
Place Threats (top-left): boards often but doesn’t win often — good exacta/trifecta angles.
Streaky (bottom-right): wins occasionally, misses the board often — all-or-nothing.
Developing (bottom-left): still finding form — longshot territory. - Reference Lines
- Dashed lines mark field averages. Dots to the right win more; dots higher board more.
- This horse
- Highlighted with a gold border and larger dot.
AI Model Comparison
- Winner Models (green)
- LGBM, CatBoost, and XGBoost trained to predict race winners. Higher score = stronger contender.
- Longshot Models (red)
- LGBM-LS, CatBoost-LS, and XGB-LS trained to find high-value longshots. Higher score = stronger longshot candidate.
- This horse
- Highlighted with a darker column background.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | C | C |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | C | B |
| Early Pace | B | C |
| Mid Pace | C | C |
| Late Pace | C | B |
| Finish Pos | D | C |
| Dirt Speed | B | C |
| Turf Speed | B | A |
| Distance Speed | A | B |
| Trainer Effectiveness | B | B |
| Jockey Effectiveness | D | B |
| 3rd Party Ratings | B | A |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | B | B |
| Early Pace | C | C |
| Mid Pace | C | C |
| Late Pace | B | A |
| Sprint FPS | A | B |
| Route FPS | A | B |
| Trainer Effectiveness | B | B |
| Jockey Effectiveness | D | B |
| 3rd Party Ratings | B | A |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | C | B |
| Early Pace | B | C |
| Mid Pace | B | C |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:(1) Returning from 133-day layoff with a recent workout. (2) Speed average (80) well above field median (74). (3) Hot trainer - high ITM rate (58%). (4) Hot jockey — high ITM rate (59%). (5) 3 workouts in last 30 days — horse appears sharp and fit. (6) Has a bullet work (fastest at track that day) — sharp conditioning signal. (7) Closer/presser in a race with pace pressure — ideal race setup for late runners. (8) Strong speed 2 back (84), modest dip last out (77) — form reversal angle, ready to bounce back to top form. (9) Consistent workout spacing (6, 7 days) — disciplined training regimen. (10) Has won at today's distance (1870 yds) within the last 10 starts — proven ability at this trip. (11) Returning from 133-day layoff with a bullet workout — trainer signaling extra readiness for today's spot. (12) Has won at KEE on turf in the last 10 starts — proven at today's exact track/surface combo. (13) Had documented trouble last race (codes: ['B', 'D', 'S']) yet still finished 4th — a clean trip today sets up a form reversal. (14) Pick Pony Daily Edge Radar pick — value score 10/10 — angles: Class Superiority, Sharp Return Workout, Won Here Before, Hot Trainer, Hot Jockey, Troubled Trip Comeback, Closer in Pace Duel, Form Reversal, Won at This Distance, Bullet Workout, Sharp Workout Pattern.
⚠ Concerns:(1) Has not raced in 133 days. (2) Limited experience at today's distance (2 starts). (3) Unproven on turf surface (1 start). (4) Switching from dirt to turf today. (5) Trip note from last race: Ins-2p;needed bid.
LGBM: 95 (2/9) CatBoost: 93 (2/9) XGB: 78 (4/9) LGBM-LS: 6 (8/9) CatBoost-LS: 96 (2/9) XGB-LS: 22 (6/9) Win Prob: 57.4% Value Score: 3.7 ★ ML: 4.00 (7/2) Overlay %: -3.54 Fair Odds: 7.35 (6/1) O/U: Underlay
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Figure Comparison
- Rating
- The three Pick Pony algorithm ratings (Algo 1, Algo 2, Algo 3) that make up the overall PP AI Rating — higher is a stronger contender rating.
- Speed
- Career average speed, recent 3-race average, and last-race speed figure — spot horses in improving or declining form.
- Pace
- Average Early (E1), Mid (E2), and Stretch (LP) pace figures — reveals pace-setters vs. closers vs. all-the-way types.
- This horse
- The horse whose stats card is open is highlighted with a darker column background.
Winning Profiles
- Axes
- X: Win % from last 10 starts — Y: In-the-money % (top-3 finishes) from last 10 starts.
- Quadrants
- Consistent Winners (top-right): high win & ITM — reliable performers.
Place Threats (top-left): boards often but doesn’t win often — good exacta/trifecta angles.
Streaky (bottom-right): wins occasionally, misses the board often — all-or-nothing.
Developing (bottom-left): still finding form — longshot territory. - Reference Lines
- Dashed lines mark field averages. Dots to the right win more; dots higher board more.
- This horse
- Highlighted with a gold border and larger dot.
AI Model Comparison
- Winner Models (green)
- LGBM, CatBoost, and XGBoost trained to predict race winners. Higher score = stronger contender.
- Longshot Models (red)
- LGBM-LS, CatBoost-LS, and XGB-LS trained to find high-value longshots. Higher score = stronger longshot candidate.
- This horse
- Highlighted with a darker column background.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | A | B |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | A | A |
| Early Pace | C | D |
| Mid Pace | B | B |
| Late Pace | D | B |
| Finish Pos | A | B |
| Dirt Speed | D | F |
| Turf Speed | A | A |
| Distance Speed | C | F |
| Trainer Effectiveness | A | A |
| Jockey Effectiveness | A | A |
| 3rd Party Ratings | A | A |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | A | A |
| Early Pace | C | D |
| Mid Pace | B | B |
| Late Pace | D | B |
| Sprint FPS | C | C |
| Route FPS | A | A |
| Trainer Effectiveness | A | A |
| Jockey Effectiveness | A | A |
| 3rd Party Ratings | A | A |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | A | A |
| Early Pace | D | D |
| Mid Pace | C | C |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:(1) Big last-race effort (76) — 12 pts above recent average. (2) Hot jockey — high ITM rate (47%). (3) Closer/presser in a race with pace pressure — ideal race setup for late runners. (4) Has won at today's distance (1320 yds) within the last 10 starts — proven ability at this trip. (5) Speed improved +13 pts then +5 pts in last 2 starts (58 → 71 → 76) — trainer is progressively building fitness. (6) Had documented trouble last race (codes: ['B', 'D', 'L', 'S', 'U']) yet still finished 2nd — a clean trip today sets up a form reversal. (7) Averages 69.0 speed pts in today's distance/surface configuration vs 59.4 in other configs (4 qualifying starts) — returning to ideal setup. (8) Pick Pony Daily Edge Radar pick — value score 9/10 — angles: Big Last Effort, Form Surge, Hot Jockey, Troubled Trip Comeback, Closer in Pace Duel, Won at This Distance, Return to Proven Setup.
⚠ Concerns:(1) Was claimed from its most recent race - new connections. (2) Speed average (64) well below field median (70). (3) Trip note from last race: Ins;3-4p upr;rally;bid. (4) Last race was career-best speed (76) — bounce risk after peak effort. (5) First start at PEN — never raced here before (last seen at: TP). (6) Two consecutive 5+ pt speed jumps (58 → 71 → 76) and last race speed is well above career average (64) — high bounce risk after back-to-back peak efforts.
LGBM: 28 (6/6) CatBoost: 24 (6/6) XGB: 36 (6/6) LGBM-LS: 0 CatBoost-LS: 26 (6/6) XGB-LS: 47 (5/6) Win Prob: 41.6% Value Score: 3.64 ★ ML: 6.00 (11/2) Overlay %: 0.45 Fair Odds: 7.41 (6/1) O/U: Fair
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Figure Comparison
- Rating
- The three Pick Pony algorithm ratings (Algo 1, Algo 2, Algo 3) that make up the overall PP AI Rating — higher is a stronger contender rating.
- Speed
- Career average speed, recent 3-race average, and last-race speed figure — spot horses in improving or declining form.
- Pace
- Average Early (E1), Mid (E2), and Stretch (LP) pace figures — reveals pace-setters vs. closers vs. all-the-way types.
- This horse
- The horse whose stats card is open is highlighted with a darker column background.
Winning Profiles
- Axes
- X: Win % from last 10 starts — Y: In-the-money % (top-3 finishes) from last 10 starts.
- Quadrants
- Consistent Winners (top-right): high win & ITM — reliable performers.
Place Threats (top-left): boards often but doesn’t win often — good exacta/trifecta angles.
Streaky (bottom-right): wins occasionally, misses the board often — all-or-nothing.
Developing (bottom-left): still finding form — longshot territory. - Reference Lines
- Dashed lines mark field averages. Dots to the right win more; dots higher board more.
- This horse
- Highlighted with a gold border and larger dot.
AI Model Comparison
- Winner Models (green)
- LGBM, CatBoost, and XGBoost trained to predict race winners. Higher score = stronger contender.
- Longshot Models (red)
- LGBM-LS, CatBoost-LS, and XGB-LS trained to find high-value longshots. Higher score = stronger longshot candidate.
- This horse
- Highlighted with a darker column background.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | D | D |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | F | D |
| Early Pace | D | D |
| Mid Pace | D | D |
| Late Pace | C | B |
| Finish Pos | F | F |
| Dirt Speed | F | D |
| Turf Speed | B | B |
| Distance Speed | F | C |
| Trainer Effectiveness | C | C |
| Jockey Effectiveness | B | B |
| 3rd Party Ratings | F | B |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | D | C |
| Early Pace | F | D |
| Mid Pace | F | D |
| Late Pace | A | B |
| Sprint FPS | D | D |
| Route FPS | F | D |
| Trainer Effectiveness | C | C |
| Jockey Effectiveness | B | B |
| 3rd Party Ratings | F | B |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | F | D |
| Early Pace | F | D |
| Mid Pace | F | D |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:(1) Speed average (80) well above field median (74). (2) Closer/presser in a race with pace pressure — ideal race setup for late runners. (3) Fourth race back from a 58-day layoff — often the peak fitness race. (4) Strong speed 2 back (85), modest dip last out (77) — form reversal angle, ready to bounce back to top form. (5) Has won at today's distance (1870 yds) within the last 10 starts — proven ability at this trip. (6) Had documented trouble last race (codes: ['D', 'F', 'L', 'O', 'T', 'V']) yet still finished 4th — a clean trip today sets up a form reversal. (7) Pick Pony Daily Edge Radar pick — value score 8/10 — angles: Class Superiority, Troubled Trip Comeback, Closer in Pace Duel, Form Reversal, Won at This Distance, Classic Fourth Race Pattern.
⚠ Concerns:(1) Has not raced in 33 days. (2) Trip note from last race: 4 wide move; flattened. (3) First start at KEE — never raced here before (last seen at: GP, AQU).
LGBM: 72 (4/9) CatBoost: 81 (4/9) XGB: 100 (1/9) LGBM-LS: 2 (9/9) CatBoost-LS: 72 (4/9) XGB-LS: 42 (4/9) Win Prob: 32.3% Value Score: 2.49 ★ ML: 5.00 (9/2) Overlay %: -0.73 Fair Odds: 7.19 (6/1) O/U: Fair
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Figure Comparison
- Rating
- The three Pick Pony algorithm ratings (Algo 1, Algo 2, Algo 3) that make up the overall PP AI Rating — higher is a stronger contender rating.
- Speed
- Career average speed, recent 3-race average, and last-race speed figure — spot horses in improving or declining form.
- Pace
- Average Early (E1), Mid (E2), and Stretch (LP) pace figures — reveals pace-setters vs. closers vs. all-the-way types.
- This horse
- The horse whose stats card is open is highlighted with a darker column background.
Winning Profiles
- Axes
- X: Win % from last 10 starts — Y: In-the-money % (top-3 finishes) from last 10 starts.
- Quadrants
- Consistent Winners (top-right): high win & ITM — reliable performers.
Place Threats (top-left): boards often but doesn’t win often — good exacta/trifecta angles.
Streaky (bottom-right): wins occasionally, misses the board often — all-or-nothing.
Developing (bottom-left): still finding form — longshot territory. - Reference Lines
- Dashed lines mark field averages. Dots to the right win more; dots higher board more.
- This horse
- Highlighted with a gold border and larger dot.
AI Model Comparison
- Winner Models (green)
- LGBM, CatBoost, and XGBoost trained to predict race winners. Higher score = stronger contender.
- Longshot Models (red)
- LGBM-LS, CatBoost-LS, and XGB-LS trained to find high-value longshots. Higher score = stronger longshot candidate.
- This horse
- Highlighted with a darker column background.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | A | B |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | A | A |
| Early Pace | C | C |
| Mid Pace | C | C |
| Late Pace | B | A |
| Finish Pos | B | B |
| Dirt Speed | D | F |
| Turf Speed | A | A |
| Distance Speed | A | B |
| Trainer Effectiveness | F | D |
| Jockey Effectiveness | B | B |
| 3rd Party Ratings | A | A |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | A | A |
| Early Pace | B | C |
| Mid Pace | C | C |
| Late Pace | D | B |
| Sprint FPS | A | B |
| Route FPS | A | B |
| Trainer Effectiveness | F | D |
| Jockey Effectiveness | B | B |
| 3rd Party Ratings | A | A |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | B | B |
| Early Pace | A | B |
| Mid Pace | B | C |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:(1) Returning from 33-day layoff with a recent workout. (2) Hot trainer - high ITM rate (45%). (3) Hot jockey — high ITM rate (48%). (4) Late pace significantly above field median (LP: 86 vs field 82). (5) Fourth race back from a 46-day layoff — often the peak fitness race. (6) Has won at today's distance (1870 yds) within the last 10 starts — proven ability at this trip. (7) Returning from 33-day layoff with a bullet workout — trainer signaling extra readiness for today's spot. (8) Had documented trouble last race (codes: ['D', 'U', 'V']) yet still finished 1st — a clean trip today sets up a form reversal. (9) Pick Pony Daily Edge Radar pick — value score 7/10 — angles: Sharp Return Workout, Hot Trainer, Hot Jockey, Troubled Trip Comeback, Won at This Distance, Late Kick Advantage, Classic Fourth Race Pattern.
⚠ Concerns:(1) Has not raced in 33 days. (2) Trip note from last race: 3-2wd; up 1/16; drvng.
LGBM: 100 (1/9) CatBoost: 100 (1/9) XGB: 93 (2/9) LGBM-LS: 95 (4/9) CatBoost-LS: 100 (1/9) XGB-LS: 0 Win Prob: 62.5% Value Score: 3.22 ★ ML: 3.00 (5/2) Overlay %: -7.08 Fair Odds: 7.11 (6/1) O/U: Underlay
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Figure Comparison
- Rating
- The three Pick Pony algorithm ratings (Algo 1, Algo 2, Algo 3) that make up the overall PP AI Rating — higher is a stronger contender rating.
- Speed
- Career average speed, recent 3-race average, and last-race speed figure — spot horses in improving or declining form.
- Pace
- Average Early (E1), Mid (E2), and Stretch (LP) pace figures — reveals pace-setters vs. closers vs. all-the-way types.
- This horse
- The horse whose stats card is open is highlighted with a darker column background.
Winning Profiles
- Axes
- X: Win % from last 10 starts — Y: In-the-money % (top-3 finishes) from last 10 starts.
- Quadrants
- Consistent Winners (top-right): high win & ITM — reliable performers.
Place Threats (top-left): boards often but doesn’t win often — good exacta/trifecta angles.
Streaky (bottom-right): wins occasionally, misses the board often — all-or-nothing.
Developing (bottom-left): still finding form — longshot territory. - Reference Lines
- Dashed lines mark field averages. Dots to the right win more; dots higher board more.
- This horse
- Highlighted with a gold border and larger dot.
AI Model Comparison
- Winner Models (green)
- LGBM, CatBoost, and XGBoost trained to predict race winners. Higher score = stronger contender.
- Longshot Models (red)
- LGBM-LS, CatBoost-LS, and XGB-LS trained to find high-value longshots. Higher score = stronger longshot candidate.
- This horse
- Highlighted with a darker column background.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | A | B |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | C | B |
| Early Pace | D | D |
| Mid Pace | F | D |
| Late Pace | B | A |
| Finish Pos | B | B |
| Dirt Speed | D | F |
| Turf Speed | C | B |
| Distance Speed | A | B |
| Trainer Effectiveness | A | B |
| Jockey Effectiveness | A | A |
| 3rd Party Ratings | B | A |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | D | B |
| Early Pace | D | D |
| Mid Pace | D | D |
| Late Pace | B | A |
| Sprint FPS | A | C |
| Route FPS | B | B |
| Trainer Effectiveness | A | B |
| Jockey Effectiveness | A | A |
| 3rd Party Ratings | B | A |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | D | C |
| Early Pace | C | D |
| Mid Pace | C | D |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:(1) Returning from 82-day layoff with a recent workout. (2) Career-best speed figure (80) recorded in last 1-2 starts — peaking form. (3) Hot jockey — high ITM rate (53%). (4) 3 workouts in last 30 days — horse appears sharp and fit. (5) Late pace significantly above field median (LP: 94 vs field 82). (6) Closer/presser in a race with pace pressure — ideal race setup for late runners. (7) First career start on turf with a strong turf pedigree rating of 109 — bred for the surface; first-timers with strong pedigree win at a price. (8) Pick Pony Daily Edge Radar pick — value score 7/10 — angles: Career-Best Recent Figure, Late Kick Advantage, Hot Jockey, Closer in Pace Duel, Sharp Workout Pattern, First-Time Turf with Pedigree.
⚠ Concerns:(1) Has not raced in 82 days. (2) Limited experience at today's distance (1 start). (3) Has never raced on turf surface. (4) Switching from dirt to turf today. (5) Trip note from last race: Slow st; btw; wknd. (6) Outside post (8) in a large field of 10 horses.
LGBM: 81 (3/9) CatBoost: 71 (5/9) XGB: 67 (5/9) LGBM-LS: 0 CatBoost-LS: 81 (3/9) XGB-LS: 60 (3/9) Win Prob: 36.4% Value Score: 3.28 ★ ML: 6.00 (11/2) Overlay %: 0.48 Fair Odds: 7.64 (7/1) O/U: Fair
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Figure Comparison
- Rating
- The three Pick Pony algorithm ratings (Algo 1, Algo 2, Algo 3) that make up the overall PP AI Rating — higher is a stronger contender rating.
- Speed
- Career average speed, recent 3-race average, and last-race speed figure — spot horses in improving or declining form.
- Pace
- Average Early (E1), Mid (E2), and Stretch (LP) pace figures — reveals pace-setters vs. closers vs. all-the-way types.
- This horse
- The horse whose stats card is open is highlighted with a darker column background.
Winning Profiles
- Axes
- X: Win % from last 10 starts — Y: In-the-money % (top-3 finishes) from last 10 starts.
- Quadrants
- Consistent Winners (top-right): high win & ITM — reliable performers.
Place Threats (top-left): boards often but doesn’t win often — good exacta/trifecta angles.
Streaky (bottom-right): wins occasionally, misses the board often — all-or-nothing.
Developing (bottom-left): still finding form — longshot territory. - Reference Lines
- Dashed lines mark field averages. Dots to the right win more; dots higher board more.
- This horse
- Highlighted with a gold border and larger dot.
AI Model Comparison
- Winner Models (green)
- LGBM, CatBoost, and XGBoost trained to predict race winners. Higher score = stronger contender.
- Longshot Models (red)
- LGBM-LS, CatBoost-LS, and XGB-LS trained to find high-value longshots. Higher score = stronger longshot candidate.
- This horse
- Highlighted with a darker column background.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | B | B |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | B | A |
| Early Pace | F | D |
| Mid Pace | D | D |
| Late Pace | A | A |
| Finish Pos | C | B |
| Dirt Speed | A | B |
| Turf Speed | F | D |
| Distance Speed | C | F |
| Trainer Effectiveness | B | B |
| Jockey Effectiveness | A | A |
| 3rd Party Ratings | D | A |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | C | B |
| Early Pace | D | D |
| Mid Pace | D | D |
| Late Pace | A | A |
| Sprint FPS | F | D |
| Route FPS | F | D |
| Trainer Effectiveness | B | B |
| Jockey Effectiveness | A | A |
| 3rd Party Ratings | D | A |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | A | A |
| Early Pace | D | D |
| Mid Pace | D | D |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:(1) Speed average (85) well above field median (74). (2) Early pace significantly above field median (E1: 88 vs field 83). (3) Late pace significantly above field median (LP: 91 vs field 82). (4) Closer/presser in a race with pace pressure — ideal race setup for late runners. (5) Consistent workout spacing (7, 6 days) — disciplined training regimen. (6) Had documented trouble last race (codes: ['D', 'O', 'S', 'T']) yet still finished 1st — a clean trip today sets up a form reversal. (7) Pick Pony Daily Edge Radar pick — value score 8/10 — angles: Class Superiority, Early Speed Edge, Troubled Trip Comeback, Closer in Pace Duel, Late Kick Advantage.
⚠ Concerns:(1) Has not raced in 235 days. (2) First time at today's distance. (3) Moving from a sprint to a route today. (4) Today's distance is longer than any previous start. (5) Unproven on turf surface (1 start). (6) Trip note from last race: Powered past 1/8th. (7) Outside post (9) in a large field of 10 horses.
LGBM: 58 (5/9) CatBoost: 82 (3/9) XGB: 79 (3/9) LGBM-LS: 96 (3/9) CatBoost-LS: 64 (5/9) XGB-LS: 100 (1/9) Win Prob: 19% Value Score: 2.2 ★ ML: 8.00 (7/1) Overlay %: 1.98 Fair Odds: 8.43 (7/1) O/U: Overlay
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Figure Comparison
- Rating
- The three Pick Pony algorithm ratings (Algo 1, Algo 2, Algo 3) that make up the overall PP AI Rating — higher is a stronger contender rating.
- Speed
- Career average speed, recent 3-race average, and last-race speed figure — spot horses in improving or declining form.
- Pace
- Average Early (E1), Mid (E2), and Stretch (LP) pace figures — reveals pace-setters vs. closers vs. all-the-way types.
- This horse
- The horse whose stats card is open is highlighted with a darker column background.
Winning Profiles
- Axes
- X: Win % from last 10 starts — Y: In-the-money % (top-3 finishes) from last 10 starts.
- Quadrants
- Consistent Winners (top-right): high win & ITM — reliable performers.
Place Threats (top-left): boards often but doesn’t win often — good exacta/trifecta angles.
Streaky (bottom-right): wins occasionally, misses the board often — all-or-nothing.
Developing (bottom-left): still finding form — longshot territory. - Reference Lines
- Dashed lines mark field averages. Dots to the right win more; dots higher board more.
- This horse
- Highlighted with a gold border and larger dot.
AI Model Comparison
- Winner Models (green)
- LGBM, CatBoost, and XGBoost trained to predict race winners. Higher score = stronger contender.
- Longshot Models (red)
- LGBM-LS, CatBoost-LS, and XGB-LS trained to find high-value longshots. Higher score = stronger longshot candidate.
- This horse
- Highlighted with a darker column background.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | B | C |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | A | A |
| Early Pace | A | A |
| Mid Pace | A | B |
| Late Pace | A | A |
| Finish Pos | A | A |
| Dirt Speed | D | F |
| Turf Speed | A | A |
| Distance Speed | C | F |
| Trainer Effectiveness | D | C |
| Jockey Effectiveness | C | B |
| 3rd Party Ratings | C | A |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | A | A |
| Early Pace | A | B |
| Mid Pace | B | B |
| Late Pace | A | A |
| Sprint FPS | B | C |
| Route FPS | C | C |
| Trainer Effectiveness | D | C |
| Jockey Effectiveness | C | B |
| 3rd Party Ratings | C | A |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | B | A |
| Early Pace | F | F |
| Mid Pace | F | F |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:(1) Returning from 82-day layoff with a recent workout. (2) Hot jockey — high ITM rate (53%). (3) In the money in last 5 consecutive starts. (4) 3 workouts in last 30 days — horse appears sharp and fit. (5) Has a bullet work (fastest at track that day) — sharp conditioning signal. (6) Strong speed 2 back (85), modest dip last out (79) — form reversal angle, ready to bounce back to top form. (7) Returning from 82-day layoff with a bullet workout — trainer signaling extra readiness for today's spot. (8) Had documented trouble last race (codes: ['B', 'D', 'F', 'O', 'S', 'T', 'U']) yet still finished 2nd — a clean trip today sets up a form reversal. (9) Pick Pony Daily Edge Radar pick — value score 8/10 — angles: Consistent In-The-Money, Sharp Return Workout, Hot Jockey, Troubled Trip Comeback, Form Reversal, Bullet Workout, Sharp Workout Pattern.
⚠ Concerns:(1) Has not raced in 82 days. (2) Consider there will be likely pace pressure in this race - multiple E types entered. (3) Unproven on dirt surface (2 starts). (4) Poor record at this distance (0 wins from 5 recent starts). (5) Trip note from last race: Ins;tip upr;bid;outfns. (6) First start at KEE — never raced here before (last seen at: TP, KEE).
LGBM: 44 (6/7) CatBoost: 41 (5/7) XGB: 36 (6/7) LGBM-LS: 88 (3/7) CatBoost-LS: 50 (5/7) XGB-LS: 85 (2/7) Win Prob: 26.8% Value Score: 3.1 ★ ML: 8.00 (7/1) Overlay %: 3.32 Fair Odds: 7.34 (6/1) O/U: Overlay
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Figure Comparison
- Rating
- The three Pick Pony algorithm ratings (Algo 1, Algo 2, Algo 3) that make up the overall PP AI Rating — higher is a stronger contender rating.
- Speed
- Career average speed, recent 3-race average, and last-race speed figure — spot horses in improving or declining form.
- Pace
- Average Early (E1), Mid (E2), and Stretch (LP) pace figures — reveals pace-setters vs. closers vs. all-the-way types.
- This horse
- The horse whose stats card is open is highlighted with a darker column background.
Winning Profiles
- Axes
- X: Win % from last 10 starts — Y: In-the-money % (top-3 finishes) from last 10 starts.
- Quadrants
- Consistent Winners (top-right): high win & ITM — reliable performers.
Place Threats (top-left): boards often but doesn’t win often — good exacta/trifecta angles.
Streaky (bottom-right): wins occasionally, misses the board often — all-or-nothing.
Developing (bottom-left): still finding form — longshot territory. - Reference Lines
- Dashed lines mark field averages. Dots to the right win more; dots higher board more.
- This horse
- Highlighted with a gold border and larger dot.
AI Model Comparison
- Winner Models (green)
- LGBM, CatBoost, and XGBoost trained to predict race winners. Higher score = stronger contender.
- Longshot Models (red)
- LGBM-LS, CatBoost-LS, and XGB-LS trained to find high-value longshots. Higher score = stronger longshot candidate.
- This horse
- Highlighted with a darker column background.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | B | B |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | B | B |
| Early Pace | C | C |
| Mid Pace | C | B |
| Late Pace | C | B |
| Finish Pos | A | A |
| Dirt Speed | F | F |
| Turf Speed | A | B |
| Distance Speed | A | A |
| Trainer Effectiveness | C | B |
| Jockey Effectiveness | B | A |
| 3rd Party Ratings | A | A |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | B | B |
| Early Pace | C | C |
| Mid Pace | C | C |
| Late Pace | C | B |
| Sprint FPS | D | D |
| Route FPS | D | D |
| Trainer Effectiveness | C | B |
| Jockey Effectiveness | B | A |
| 3rd Party Ratings | A | A |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | B | B |
| Early Pace | C | C |
| Mid Pace | B | C |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:(1) Returning from 61-day layoff with a recent workout. (2) Big last-race effort (84) — 14 pts above recent average. (3) 3 workouts in last 30 days — horse appears sharp and fit. (4) Late pace significantly above field median (LP: 84 vs field 78). (5) Closer/presser in a race with pace pressure — ideal race setup for late runners. (6) Consistent workout spacing (8, 7 days) — disciplined training regimen. (7) Speed improved +20 pts then +4 pts in last 2 starts (60 → 80 → 84) — trainer is progressively building fitness. (8) Had documented trouble last race (codes: ['D', 'L', 'S', 'T']) yet still finished 2nd — a clean trip today sets up a form reversal. (9) Pick Pony Daily Edge Radar pick — value score 8/10 — angles: Big Last Effort, Form Surge, Troubled Trip Comeback, Closer in Pace Duel, Late Kick Advantage, Sharp Workout Pattern.
⚠ Concerns:(1) Has not raced in 61 days. (2) Unproven on dirt surface (2 starts). (3) Trip note from last race: Steadied early;4w gain. (4) Last race was career-best speed (84) — bounce risk after peak effort. (5) First start at KEE — never raced here before (last seen at: GP, BAQ).
LGBM: 58 (5/7) CatBoost: 56 (3/7) XGB: 65 (4/7) LGBM-LS: 0 CatBoost-LS: 58 (3/7) XGB-LS: 64 (3/7) Win Prob: 44% Value Score: 3.1 ★ ML: 4.50 (7/2) Overlay %: -1.77 Fair Odds: 7.05 (6/1) O/U: Fair
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Figure Comparison
- Rating
- The three Pick Pony algorithm ratings (Algo 1, Algo 2, Algo 3) that make up the overall PP AI Rating — higher is a stronger contender rating.
- Speed
- Career average speed, recent 3-race average, and last-race speed figure — spot horses in improving or declining form.
- Pace
- Average Early (E1), Mid (E2), and Stretch (LP) pace figures — reveals pace-setters vs. closers vs. all-the-way types.
- This horse
- The horse whose stats card is open is highlighted with a darker column background.
Winning Profiles
- Axes
- X: Win % from last 10 starts — Y: In-the-money % (top-3 finishes) from last 10 starts.
- Quadrants
- Consistent Winners (top-right): high win & ITM — reliable performers.
Place Threats (top-left): boards often but doesn’t win often — good exacta/trifecta angles.
Streaky (bottom-right): wins occasionally, misses the board often — all-or-nothing.
Developing (bottom-left): still finding form — longshot territory. - Reference Lines
- Dashed lines mark field averages. Dots to the right win more; dots higher board more.
- This horse
- Highlighted with a gold border and larger dot.
AI Model Comparison
- Winner Models (green)
- LGBM, CatBoost, and XGBoost trained to predict race winners. Higher score = stronger contender.
- Longshot Models (red)
- LGBM-LS, CatBoost-LS, and XGB-LS trained to find high-value longshots. Higher score = stronger longshot candidate.
- This horse
- Highlighted with a darker column background.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | D | C |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | C | B |
| Early Pace | F | D |
| Mid Pace | F | D |
| Late Pace | B | A |
| Finish Pos | D | F |
| Dirt Speed | A | B |
| Turf Speed | A | B |
| Distance Speed | A | A |
| Trainer Effectiveness | D | B |
| Jockey Effectiveness | C | B |
| 3rd Party Ratings | B | B |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | C | B |
| Early Pace | F | D |
| Mid Pace | F | D |
| Late Pace | B | A |
| Sprint FPS | D | D |
| Route FPS | D | D |
| Trainer Effectiveness | D | B |
| Jockey Effectiveness | C | B |
| 3rd Party Ratings | B | B |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | C | B |
| Early Pace | D | D |
| Mid Pace | D | D |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:(1) Returning from 74-day layoff with a recent workout. (2) Hot trainer - high ITM rate (47%). (3) Career-best speed figure (67) recorded in last 1-2 starts — peaking form. (4) Hot jockey — high ITM rate (59%). (5) 3 workouts in last 30 days — horse appears sharp and fit. (6) Has a bullet work (fastest at track that day) — sharp conditioning signal. (7) Consistent workout spacing (8, 7 days) — disciplined training regimen. (8) Returning from 74-day layoff with a bullet workout — trainer signaling extra readiness for today's spot. (9) Pick Pony Daily Edge Radar pick — value score 7/10 — angles: Career-Best Recent Figure, Sharp Return Workout, Hot Trainer, Hot Jockey, Bullet Workout, Sharp Workout Pattern.
⚠ Concerns:(1) Has not raced in 74 days. (2) Consider there will be likely pace pressure in this race - multiple E types entered. (3) Speed average (67) well below field median (76). (4) Limited experience at today's distance (1 start). (5) Unproven on dirt surface (1 start). (6) Trip note from last race: Step slow;inside;tired.
LGBM: 63 (4/7) CatBoost: 35 (6/7) XGB: 58 (5/7) LGBM-LS: 3 (7/7) CatBoost-LS: 34 (6/7) XGB-LS: 23 (7/7) Win Prob: 42.6% Value Score: 3.82 ★ ML: 6.00 (11/2) Overlay %: 0.89 Fair Odds: 7.31 (6/1) O/U: Fair
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Figure Comparison
- Rating
- The three Pick Pony algorithm ratings (Algo 1, Algo 2, Algo 3) that make up the overall PP AI Rating — higher is a stronger contender rating.
- Speed
- Career average speed, recent 3-race average, and last-race speed figure — spot horses in improving or declining form.
- Pace
- Average Early (E1), Mid (E2), and Stretch (LP) pace figures — reveals pace-setters vs. closers vs. all-the-way types.
- This horse
- The horse whose stats card is open is highlighted with a darker column background.
Winning Profiles
- Axes
- X: Win % from last 10 starts — Y: In-the-money % (top-3 finishes) from last 10 starts.
- Quadrants
- Consistent Winners (top-right): high win & ITM — reliable performers.
Place Threats (top-left): boards often but doesn’t win often — good exacta/trifecta angles.
Streaky (bottom-right): wins occasionally, misses the board often — all-or-nothing.
Developing (bottom-left): still finding form — longshot territory. - Reference Lines
- Dashed lines mark field averages. Dots to the right win more; dots higher board more.
- This horse
- Highlighted with a gold border and larger dot.
AI Model Comparison
- Winner Models (green)
- LGBM, CatBoost, and XGBoost trained to predict race winners. Higher score = stronger contender.
- Longshot Models (red)
- LGBM-LS, CatBoost-LS, and XGB-LS trained to find high-value longshots. Higher score = stronger longshot candidate.
- This horse
- Highlighted with a darker column background.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | C | B |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | D | C |
| Early Pace | B | B |
| Mid Pace | B | A |
| Late Pace | D | D |
| Finish Pos | C | D |
| Dirt Speed | D | C |
| Turf Speed | C | D |
| Distance Speed | D | F |
| Trainer Effectiveness | B | B |
| Jockey Effectiveness | A | A |
| 3rd Party Ratings | C | B |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | D | C |
| Early Pace | B | B |
| Mid Pace | B | A |
| Late Pace | D | D |
| Sprint FPS | A | A |
| Route FPS | A | A |
| Trainer Effectiveness | B | B |
| Jockey Effectiveness | A | A |
| 3rd Party Ratings | C | B |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | D | C |
| Early Pace | F | F |
| Mid Pace | F | F |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:(1) Returning from 40-day layoff with a recent workout. (2) Hot trainer - high ITM rate (58%). (3) Career-best speed figure (65) recorded in last 1-2 starts — peaking form. (4) Equipment change today (code: 2). (5) Hot jockey — high ITM rate (54%). (6) 4 workouts in last 30 days — horse appears sharp and fit. (7) Early pace significantly above field median (E1: 91 vs field 85). (8) Consistent workout spacing (6, 7 days) — disciplined training regimen. (9) Pick Pony Daily Edge Radar pick — value score 7/10 — angles: Career-Best Recent Figure, Hot Trainer, Hot Jockey, Early Speed Edge, Sharp Workout Pattern, Equipment Change.
⚠ Concerns:(1) Has not raced in 40 days. (2) Consider there will be likely pace pressure in this race - multiple E types entered. (3) Speed average (65) well below field median (76). (4) Limited experience at today's distance (1 start). (5) Unproven on dirt surface (1 start). (6) Trip note from last race: Chased4-5 wide; tired.
LGBM: 100 (1/7) CatBoost: 54 (4/7) XGB: 78 (3/7) LGBM-LS: 8 (6/7) CatBoost-LS: 56 (4/7) XGB-LS: 41 (6/7) Win Prob: 66.4% Value Score: 4.25 ★ ML: 4.00 (7/2) Overlay %: -1.84 Fair Odds: 6.26 (11/2) O/U: Fair
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Figure Comparison
- Rating
- The three Pick Pony algorithm ratings (Algo 1, Algo 2, Algo 3) that make up the overall PP AI Rating — higher is a stronger contender rating.
- Speed
- Career average speed, recent 3-race average, and last-race speed figure — spot horses in improving or declining form.
- Pace
- Average Early (E1), Mid (E2), and Stretch (LP) pace figures — reveals pace-setters vs. closers vs. all-the-way types.
- This horse
- The horse whose stats card is open is highlighted with a darker column background.
Winning Profiles
- Axes
- X: Win % from last 10 starts — Y: In-the-money % (top-3 finishes) from last 10 starts.
- Quadrants
- Consistent Winners (top-right): high win & ITM — reliable performers.
Place Threats (top-left): boards often but doesn’t win often — good exacta/trifecta angles.
Streaky (bottom-right): wins occasionally, misses the board often — all-or-nothing.
Developing (bottom-left): still finding form — longshot territory. - Reference Lines
- Dashed lines mark field averages. Dots to the right win more; dots higher board more.
- This horse
- Highlighted with a gold border and larger dot.
AI Model Comparison
- Winner Models (green)
- LGBM, CatBoost, and XGBoost trained to predict race winners. Higher score = stronger contender.
- Longshot Models (red)
- LGBM-LS, CatBoost-LS, and XGB-LS trained to find high-value longshots. Higher score = stronger longshot candidate.
- This horse
- Highlighted with a darker column background.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | B | B |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | F | D |
| Early Pace | A | A |
| Mid Pace | A | A |
| Late Pace | F | D |
| Finish Pos | F | F |
| Dirt Speed | D | C |
| Turf Speed | C | D |
| Distance Speed | D | F |
| Trainer Effectiveness | A | A |
| Jockey Effectiveness | A | A |
| 3rd Party Ratings | F | B |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | F | D |
| Early Pace | A | A |
| Mid Pace | A | A |
| Late Pace | F | D |
| Sprint FPS | B | B |
| Route FPS | C | B |
| Trainer Effectiveness | A | A |
| Jockey Effectiveness | A | A |
| 3rd Party Ratings | F | B |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | F | D |
| Early Pace | F | F |
| Mid Pace | F | F |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:(1) Returning from 61-day layoff with a recent workout. (2) Speed average (82) well above field median (76). (3) Hot trainer - high ITM rate (59%). (4) Career-best speed figure (83) recorded in last 1-2 starts — peaking form. (5) 4 workouts in last 30 days — horse appears sharp and fit. (6) Late pace significantly above field median (LP: 85 vs field 78). (7) Consistent workout spacing (6, 7 days) — disciplined training regimen. (8) Trainer 'BROWN CHAD C' has 3 horses in today's card all showing last-race improvement — barn appears sharp right now. (9) Had documented trouble last race (codes: ['F', 'L', 'O', 'T', 'U']) yet still finished 3rd — a clean trip today sets up a form reversal. (10) Pick Pony Daily Edge Radar pick — value score 10/10 — angles: Class Superiority, Career-Best Recent Figure, Late Kick Advantage, Hot Trainer, Troubled Trip Comeback, Stable on Fire, Sharp Workout Pattern.
⚠ Concerns:(1) Has not raced in 61 days. (2) Consider there will be likely pace pressure in this race - multiple E types entered. (3) Limited experience at today's distance (2 starts). (4) Unproven on dirt surface (2 starts). (5) Trip note from last race: Rail; pace; fought on.
LGBM: 79 (3/7) CatBoost: 97 (2/7) XGB: 97 (2/7) LGBM-LS: 92 (2/7) CatBoost-LS: 99 (2/7) XGB-LS: 57 (4/7) Win Prob: 71.3% Value Score: 3.2 ★ ML: 2.50 (9/5) Overlay %: -6.29 Fair Odds: 5.25 (9/2) O/U: Underlay
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Figure Comparison
- Rating
- The three Pick Pony algorithm ratings (Algo 1, Algo 2, Algo 3) that make up the overall PP AI Rating — higher is a stronger contender rating.
- Speed
- Career average speed, recent 3-race average, and last-race speed figure — spot horses in improving or declining form.
- Pace
- Average Early (E1), Mid (E2), and Stretch (LP) pace figures — reveals pace-setters vs. closers vs. all-the-way types.
- This horse
- The horse whose stats card is open is highlighted with a darker column background.
Winning Profiles
- Axes
- X: Win % from last 10 starts — Y: In-the-money % (top-3 finishes) from last 10 starts.
- Quadrants
- Consistent Winners (top-right): high win & ITM — reliable performers.
Place Threats (top-left): boards often but doesn’t win often — good exacta/trifecta angles.
Streaky (bottom-right): wins occasionally, misses the board often — all-or-nothing.
Developing (bottom-left): still finding form — longshot territory. - Reference Lines
- Dashed lines mark field averages. Dots to the right win more; dots higher board more.
- This horse
- Highlighted with a gold border and larger dot.
AI Model Comparison
- Winner Models (green)
- LGBM, CatBoost, and XGBoost trained to predict race winners. Higher score = stronger contender.
- Longshot Models (red)
- LGBM-LS, CatBoost-LS, and XGB-LS trained to find high-value longshots. Higher score = stronger longshot candidate.
- This horse
- Highlighted with a darker column background.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | A | A |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | A | A |
| Early Pace | D | C |
| Mid Pace | D | B |
| Late Pace | A | A |
| Finish Pos | B | B |
| Dirt Speed | A | B |
| Turf Speed | C | D |
| Distance Speed | B | A |
| Trainer Effectiveness | A | A |
| Jockey Effectiveness | D | C |
| 3rd Party Ratings | B | A |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | A | A |
| Early Pace | D | C |
| Mid Pace | C | C |
| Late Pace | A | A |
| Sprint FPS | C | C |
| Route FPS | B | B |
| Trainer Effectiveness | A | A |
| Jockey Effectiveness | D | C |
| 3rd Party Ratings | B | A |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | A | A |
| Early Pace | B | C |
| Mid Pace | A | B |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:(1) Returning from 40-day layoff with a recent workout. (2) Career-best speed figure (83) recorded in last 1-2 starts — peaking form. (3) 4 workouts in last 30 days — horse appears sharp and fit. (4) Early pace significantly above field median (E1: 92 vs field 85). (5) Closer/presser in a race with pace pressure — ideal race setup for late runners. (6) Consistent workout spacing (7, 7 days) — disciplined training regimen. (7) Had documented trouble last race (codes: ['B', 'D', 'L']) yet still finished 2nd — a clean trip today sets up a form reversal. (8) Pick Pony Daily Edge Radar pick — value score 7/10 — angles: Career-Best Recent Figure, Early Speed Edge, Troubled Trip Comeback, Closer in Pace Duel, Sharp Workout Pattern.
⚠ Concerns:(1) Has not raced in 40 days. (2) Limited experience at today's distance (1 start). (3) Unproven on dirt surface (2 starts). (4) Trip note from last race: Bid5w;clear1/16;nailed.
LGBM: 94 (2/7) CatBoost: 100 (1/7) XGB: 100 (1/7) LGBM-LS: 100 (1/7) CatBoost-LS: 100 (1/7) XGB-LS: 100 (1/7) Win Prob: 57.6% Value Score: 2.95 ★ ML: 3.00 (5/2) Overlay %: -3.36 Fair Odds: 5.19 (9/2) O/U: Fair
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Figure Comparison
- Rating
- The three Pick Pony algorithm ratings (Algo 1, Algo 2, Algo 3) that make up the overall PP AI Rating — higher is a stronger contender rating.
- Speed
- Career average speed, recent 3-race average, and last-race speed figure — spot horses in improving or declining form.
- Pace
- Average Early (E1), Mid (E2), and Stretch (LP) pace figures — reveals pace-setters vs. closers vs. all-the-way types.
- This horse
- The horse whose stats card is open is highlighted with a darker column background.
Winning Profiles
- Axes
- X: Win % from last 10 starts — Y: In-the-money % (top-3 finishes) from last 10 starts.
- Quadrants
- Consistent Winners (top-right): high win & ITM — reliable performers.
Place Threats (top-left): boards often but doesn’t win often — good exacta/trifecta angles.
Streaky (bottom-right): wins occasionally, misses the board often — all-or-nothing.
Developing (bottom-left): still finding form — longshot territory. - Reference Lines
- Dashed lines mark field averages. Dots to the right win more; dots higher board more.
- This horse
- Highlighted with a gold border and larger dot.
AI Model Comparison
- Winner Models (green)
- LGBM, CatBoost, and XGBoost trained to predict race winners. Higher score = stronger contender.
- Longshot Models (red)
- LGBM-LS, CatBoost-LS, and XGB-LS trained to find high-value longshots. Higher score = stronger longshot candidate.
- This horse
- Highlighted with a darker column background.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | A | A |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | A | A |
| Early Pace | A | A |
| Mid Pace | A | A |
| Late Pace | B | B |
| Finish Pos | A | B |
| Dirt Speed | A | B |
| Turf Speed | C | D |
| Distance Speed | D | F |
| Trainer Effectiveness | C | B |
| Jockey Effectiveness | B | A |
| 3rd Party Ratings | A | A |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | A | A |
| Early Pace | A | A |
| Mid Pace | A | A |
| Late Pace | B | B |
| Sprint FPS | B | B |
| Route FPS | A | A |
| Trainer Effectiveness | C | B |
| Jockey Effectiveness | B | A |
| 3rd Party Ratings | A | A |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | A | A |
| Early Pace | A | A |
| Mid Pace | A | A |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:(1) Returning from 54-day layoff with a recent workout. (2) Speed average (85) well above field median (77). (3) Career-best speed figure (87) recorded in last 1-2 starts — peaking form. (4) Hot jockey — high ITM rate (56%). (5) 3 workouts in last 30 days — horse appears sharp and fit. (6) Has a bullet work (fastest at track that day) — sharp conditioning signal. (7) Early pace significantly above field median (E1: 96 vs field 84). (8) Consistent workout spacing (6, 9 days) — disciplined training regimen. (9) Returning from 54-day layoff with a bullet workout — trainer signaling extra readiness for today's spot. (10) Had documented trouble last race (codes: ['D', 'O', 'S']) yet still finished 1st — a clean trip today sets up a form reversal. (11) First career start on turf with a strong turf pedigree rating of 108 — bred for the surface; first-timers with strong pedigree win at a price. (12) Pick Pony Daily Edge Radar pick — value score 10/10 — angles: Class Superiority, Career-Best Recent Figure, Sharp Return Workout, Hot Jockey, Troubled Trip Comeback, Bullet Workout, Early Speed Edge, Sharp Workout Pattern, First-Time Turf with Pedigree.
⚠ Concerns:(1) Has not raced in 54 days. (2) Consider there will be likely pace pressure in this race - multiple E types entered. (3) First time at today's distance. (4) Moving from a sprint to a route today. (5) Today's distance is longer than any previous start. (6) Has never raced on turf surface. (7) Switching from dirt to turf today. (8) Trip note from last race: Chase;4p;in command.
LGBM: 86 (2/9) CatBoost: 79 (2/9) XGB: 70 (2/9) LGBM-LS: 3 (7/9) CatBoost-LS: 79 (2/9) XGB-LS: 90 (4/9) Win Prob: 56.1% Value Score: 4.4 ★ ML: 4.50 (7/2) Overlay %: -1.61 Fair Odds: 7.96 (7/1) O/U: Fair
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Figure Comparison
- Rating
- The three Pick Pony algorithm ratings (Algo 1, Algo 2, Algo 3) that make up the overall PP AI Rating — higher is a stronger contender rating.
- Speed
- Career average speed, recent 3-race average, and last-race speed figure — spot horses in improving or declining form.
- Pace
- Average Early (E1), Mid (E2), and Stretch (LP) pace figures — reveals pace-setters vs. closers vs. all-the-way types.
- This horse
- The horse whose stats card is open is highlighted with a darker column background.
Winning Profiles
- Axes
- X: Win % from last 10 starts — Y: In-the-money % (top-3 finishes) from last 10 starts.
- Quadrants
- Consistent Winners (top-right): high win & ITM — reliable performers.
Place Threats (top-left): boards often but doesn’t win often — good exacta/trifecta angles.
Streaky (bottom-right): wins occasionally, misses the board often — all-or-nothing.
Developing (bottom-left): still finding form — longshot territory. - Reference Lines
- Dashed lines mark field averages. Dots to the right win more; dots higher board more.
- This horse
- Highlighted with a gold border and larger dot.
AI Model Comparison
- Winner Models (green)
- LGBM, CatBoost, and XGBoost trained to predict race winners. Higher score = stronger contender.
- Longshot Models (red)
- LGBM-LS, CatBoost-LS, and XGB-LS trained to find high-value longshots. Higher score = stronger longshot candidate.
- This horse
- Highlighted with a darker column background.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | B | B |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | A | A |
| Early Pace | A | A |
| Mid Pace | A | A |
| Late Pace | B | A |
| Finish Pos | A | A |
| Dirt Speed | A | A |
| Turf Speed | D | D |
| Distance Speed | C | F |
| Trainer Effectiveness | C | C |
| Jockey Effectiveness | A | A |
| 3rd Party Ratings | B | A |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | A | A |
| Early Pace | A | A |
| Mid Pace | A | A |
| Late Pace | B | A |
| Sprint FPS | B | B |
| Route FPS | A | A |
| Trainer Effectiveness | C | C |
| Jockey Effectiveness | A | A |
| 3rd Party Ratings | B | A |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | A | A |
| Early Pace | A | A |
| Mid Pace | A | A |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:(1) Returning from 77-day layoff with a recent workout. (2) Hot trainer - high ITM rate (45%). (3) Equipment change today (code: 1). (4) 4 workouts in last 30 days — horse appears sharp and fit. (5) Strong speed 2 back (89), modest dip last out (80) — form reversal angle, ready to bounce back to top form. (6) Consistent workout spacing (7, 7 days) — disciplined training regimen. (7) Has won at today's distance (1870 yds) within the last 10 starts — proven ability at this trip. (8) Pick Pony Daily Edge Radar pick — value score 5/10 — angles: Hot Trainer, Form Reversal, Won at This Distance, Sharp Workout Pattern, Equipment Change.
⚠ Concerns:(1) Has not raced in 77 days. (2) Consider there will be likely pace pressure in this race - multiple E types entered. (3) Unproven on turf surface (2 starts). (4) Switching from dirt to turf today. (5) Tends to fade in the stretch at similar distances (2 of 3 starts). (6) Trip note from last race: Keen ins;stdy btw1/16. (7) Was the betting favorite in the last race but finished off the board. (8) First start at KEE — never raced here before (last seen at: TP, CD).
LGBM: 48 (6/9) CatBoost: 52 (4/9) XGB: 46 (7/9) LGBM-LS: 83 (2/9) CatBoost-LS: 59 (5/9) XGB-LS: 100 (1/9) Win Prob: 21.2% Value Score: 2.71 ★ ML: 8.00 (7/1) Overlay %: 2.24 Fair Odds: 8.95 (8/1) O/U: Overlay
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Figure Comparison
- Rating
- The three Pick Pony algorithm ratings (Algo 1, Algo 2, Algo 3) that make up the overall PP AI Rating — higher is a stronger contender rating.
- Speed
- Career average speed, recent 3-race average, and last-race speed figure — spot horses in improving or declining form.
- Pace
- Average Early (E1), Mid (E2), and Stretch (LP) pace figures — reveals pace-setters vs. closers vs. all-the-way types.
- This horse
- The horse whose stats card is open is highlighted with a darker column background.
Winning Profiles
- Axes
- X: Win % from last 10 starts — Y: In-the-money % (top-3 finishes) from last 10 starts.
- Quadrants
- Consistent Winners (top-right): high win & ITM — reliable performers.
Place Threats (top-left): boards often but doesn’t win often — good exacta/trifecta angles.
Streaky (bottom-right): wins occasionally, misses the board often — all-or-nothing.
Developing (bottom-left): still finding form — longshot territory. - Reference Lines
- Dashed lines mark field averages. Dots to the right win more; dots higher board more.
- This horse
- Highlighted with a gold border and larger dot.
AI Model Comparison
- Winner Models (green)
- LGBM, CatBoost, and XGBoost trained to predict race winners. Higher score = stronger contender.
- Longshot Models (red)
- LGBM-LS, CatBoost-LS, and XGB-LS trained to find high-value longshots. Higher score = stronger longshot candidate.
- This horse
- Highlighted with a darker column background.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | B | B |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | B | B |
| Early Pace | D | C |
| Mid Pace | C | C |
| Late Pace | C | A |
| Finish Pos | B | B |
| Dirt Speed | C | F |
| Turf Speed | C | B |
| Distance Speed | C | F |
| Trainer Effectiveness | A | B |
| Jockey Effectiveness | C | B |
| 3rd Party Ratings | A | A |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | B | A |
| Early Pace | D | C |
| Mid Pace | C | C |
| Late Pace | A | A |
| Sprint FPS | D | C |
| Route FPS | C | C |
| Trainer Effectiveness | A | B |
| Jockey Effectiveness | C | B |
| 3rd Party Ratings | A | A |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | C | B |
| Early Pace | C | C |
| Mid Pace | C | C |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:(1) Returning from 42-day layoff with a recent workout. (2) Hot trainer - high ITM rate (50%). (3) Hot jockey — high ITM rate (54%). (4) 4 workouts in last 30 days — horse appears sharp and fit. (5) Consistent workout spacing (7, 7 days) — disciplined training regimen. (6) Has won at today's distance (1870 yds) within the last 10 starts — proven ability at this trip. (7) Had documented trouble last race (codes: ['B', 'D', 'L', 'S']) yet still finished 1st — a clean trip today sets up a form reversal. (8) Pick Pony Daily Edge Radar pick — value score 6/10 — angles: Hot Trainer, Hot Jockey, Troubled Trip Comeback, Won at This Distance, Sharp Workout Pattern.
⚠ Concerns:(1) Has not raced in 42 days. (2) Consider there will be likely pace pressure in this race - multiple E types entered. (3) Limited experience at today's distance (1 start). (4) Unproven on turf surface (1 start). (5) Trip note from last race: 2p-ins;bmpd1/16;gamely.
LGBM: 70 (4/9) CatBoost: 48 (6/9) XGB: 49 (5/9) LGBM-LS: 1 (9/9) CatBoost-LS: 55 (7/9) XGB-LS: 57 (7/9) Win Prob: 48.7% Value Score: 4.85 ★ ML: 6.00 (11/2) Overlay %: 0.87 Fair Odds: 8.17 (7/1) O/U: Fair
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Figure Comparison
- Rating
- The three Pick Pony algorithm ratings (Algo 1, Algo 2, Algo 3) that make up the overall PP AI Rating — higher is a stronger contender rating.
- Speed
- Career average speed, recent 3-race average, and last-race speed figure — spot horses in improving or declining form.
- Pace
- Average Early (E1), Mid (E2), and Stretch (LP) pace figures — reveals pace-setters vs. closers vs. all-the-way types.
- This horse
- The horse whose stats card is open is highlighted with a darker column background.
Winning Profiles
- Axes
- X: Win % from last 10 starts — Y: In-the-money % (top-3 finishes) from last 10 starts.
- Quadrants
- Consistent Winners (top-right): high win & ITM — reliable performers.
Place Threats (top-left): boards often but doesn’t win often — good exacta/trifecta angles.
Streaky (bottom-right): wins occasionally, misses the board often — all-or-nothing.
Developing (bottom-left): still finding form — longshot territory. - Reference Lines
- Dashed lines mark field averages. Dots to the right win more; dots higher board more.
- This horse
- Highlighted with a gold border and larger dot.
AI Model Comparison
- Winner Models (green)
- LGBM, CatBoost, and XGBoost trained to predict race winners. Higher score = stronger contender.
- Longshot Models (red)
- LGBM-LS, CatBoost-LS, and XGB-LS trained to find high-value longshots. Higher score = stronger longshot candidate.
- This horse
- Highlighted with a darker column background.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | A | B |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | D | B |
| Early Pace | B | B |
| Mid Pace | D | D |
| Late Pace | A | A |
| Finish Pos | A | A |
| Dirt Speed | C | F |
| Turf Speed | C | B |
| Distance Speed | C | F |
| Trainer Effectiveness | A | A |
| Jockey Effectiveness | A | A |
| 3rd Party Ratings | C | A |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | D | C |
| Early Pace | B | B |
| Mid Pace | D | D |
| Late Pace | A | A |
| Sprint FPS | A | A |
| Route FPS | B | B |
| Trainer Effectiveness | A | A |
| Jockey Effectiveness | A | A |
| 3rd Party Ratings | C | A |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | D | C |
| Early Pace | F | F |
| Mid Pace | F | F |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:(1) Hot trainer - high ITM rate (46%). (2) Hot jockey — high ITM rate (56%). (3) Early pace significantly above field median (E1: 90 vs field 84). (4) Strong speed 2 back (84), modest dip last out (79) — form reversal angle, ready to bounce back to top form. (5) Has won at today's distance (1870 yds) within the last 10 starts — proven ability at this trip. (6) First career start on turf with a strong turf pedigree rating of 108 — bred for the surface; first-timers with strong pedigree win at a price. (7) Pick Pony Daily Edge Radar pick — value score 6/10 — angles: Hot Trainer, Hot Jockey, Early Speed Edge, Form Reversal, Won at This Distance, First-Time Turf with Pedigree.
⚠ Concerns:(1) Consider there will be likely pace pressure in this race - multiple E types entered. (2) Limited experience at today's distance (2 starts). (3) Has never raced on turf surface. (4) Switching from dirt to turf today. (5) Trip note from last race: Bob bit;4p;bid;yld btw. (6) First start at KEE — never raced here before (last seen at: TP).
LGBM: 39 (7/9) CatBoost: 49 (5/9) XGB: 48 (6/9) LGBM-LS: 82 (3/9) CatBoost-LS: 61 (4/9) XGB-LS: 75 (5/9) Win Prob: 35.8% Value Score: 5.61 ★ ML: 10.00 (9/1) Overlay %: 3.00 Fair Odds: 9.65 (9/1) O/U: Overlay
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Figure Comparison
- Rating
- The three Pick Pony algorithm ratings (Algo 1, Algo 2, Algo 3) that make up the overall PP AI Rating — higher is a stronger contender rating.
- Speed
- Career average speed, recent 3-race average, and last-race speed figure — spot horses in improving or declining form.
- Pace
- Average Early (E1), Mid (E2), and Stretch (LP) pace figures — reveals pace-setters vs. closers vs. all-the-way types.
- This horse
- The horse whose stats card is open is highlighted with a darker column background.
Winning Profiles
- Axes
- X: Win % from last 10 starts — Y: In-the-money % (top-3 finishes) from last 10 starts.
- Quadrants
- Consistent Winners (top-right): high win & ITM — reliable performers.
Place Threats (top-left): boards often but doesn’t win often — good exacta/trifecta angles.
Streaky (bottom-right): wins occasionally, misses the board often — all-or-nothing.
Developing (bottom-left): still finding form — longshot territory. - Reference Lines
- Dashed lines mark field averages. Dots to the right win more; dots higher board more.
- This horse
- Highlighted with a gold border and larger dot.
AI Model Comparison
- Winner Models (green)
- LGBM, CatBoost, and XGBoost trained to predict race winners. Higher score = stronger contender.
- Longshot Models (red)
- LGBM-LS, CatBoost-LS, and XGB-LS trained to find high-value longshots. Higher score = stronger longshot candidate.
- This horse
- Highlighted with a darker column background.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | C | C |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | C | B |
| Early Pace | A | A |
| Mid Pace | A | A |
| Late Pace | D | C |
| Finish Pos | D | D |
| Dirt Speed | C | F |
| Turf Speed | D | D |
| Distance Speed | C | F |
| Trainer Effectiveness | A | B |
| Jockey Effectiveness | A | A |
| 3rd Party Ratings | A | A |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | C | B |
| Early Pace | A | A |
| Mid Pace | A | A |
| Late Pace | D | C |
| Sprint FPS | B | B |
| Route FPS | B | B |
| Trainer Effectiveness | A | B |
| Jockey Effectiveness | A | A |
| 3rd Party Ratings | A | A |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | C | B |
| Early Pace | A | A |
| Mid Pace | A | A |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:(1) Returning from 47-day layoff with a recent workout. (2) 3 workouts in last 30 days — horse appears sharp and fit. (3) Has won at today's distance (1870 yds) within the last 10 starts — proven ability at this trip. (4) Had documented trouble last race (codes: ['B', 'D', 'S', 'T', 'U']) yet still finished 1st — a clean trip today sets up a form reversal. (5) Pick Pony Daily Edge Radar pick — value score 4/10 — angles: Troubled Trip Comeback, Won at This Distance, Sharp Workout Pattern.
⚠ Concerns:(1) Has not raced in 47 days. (2) Consider there will be likely pace pressure in this race - multiple E types entered. (3) Limited experience at today's distance (2 starts). (4) Unproven on turf surface (2 starts). (5) Trip note from last race: 5wd 1st; bump upper.
LGBM: 78 (3/9) CatBoost: 57 (3/9) XGB: 65 (3/9) LGBM-LS: 2 (8/9) CatBoost-LS: 65 (3/9) XGB-LS: 64 (6/9) Win Prob: 41.9% Value Score: 3.58 ★ ML: 5.00 (9/2) Overlay %: -0.98 Fair Odds: 8.32 (7/1) O/U: Fair
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Figure Comparison
- Rating
- The three Pick Pony algorithm ratings (Algo 1, Algo 2, Algo 3) that make up the overall PP AI Rating — higher is a stronger contender rating.
- Speed
- Career average speed, recent 3-race average, and last-race speed figure — spot horses in improving or declining form.
- Pace
- Average Early (E1), Mid (E2), and Stretch (LP) pace figures — reveals pace-setters vs. closers vs. all-the-way types.
- This horse
- The horse whose stats card is open is highlighted with a darker column background.
Winning Profiles
- Axes
- X: Win % from last 10 starts — Y: In-the-money % (top-3 finishes) from last 10 starts.
- Quadrants
- Consistent Winners (top-right): high win & ITM — reliable performers.
Place Threats (top-left): boards often but doesn’t win often — good exacta/trifecta angles.
Streaky (bottom-right): wins occasionally, misses the board often — all-or-nothing.
Developing (bottom-left): still finding form — longshot territory. - Reference Lines
- Dashed lines mark field averages. Dots to the right win more; dots higher board more.
- This horse
- Highlighted with a gold border and larger dot.
AI Model Comparison
- Winner Models (green)
- LGBM, CatBoost, and XGBoost trained to predict race winners. Higher score = stronger contender.
- Longshot Models (red)
- LGBM-LS, CatBoost-LS, and XGB-LS trained to find high-value longshots. Higher score = stronger longshot candidate.
- This horse
- Highlighted with a darker column background.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | C | C |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | C | B |
| Early Pace | C | B |
| Mid Pace | D | D |
| Late Pace | A | A |
| Finish Pos | A | A |
| Dirt Speed | C | F |
| Turf Speed | B | B |
| Distance Speed | C | F |
| Trainer Effectiveness | B | C |
| Jockey Effectiveness | D | C |
| 3rd Party Ratings | C | A |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | C | B |
| Early Pace | C | C |
| Mid Pace | D | D |
| Late Pace | A | A |
| Sprint FPS | C | B |
| Route FPS | C | B |
| Trainer Effectiveness | B | C |
| Jockey Effectiveness | D | C |
| 3rd Party Ratings | C | A |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | B | A |
| Early Pace | D | C |
| Mid Pace | D | D |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:(1) Returning from 33-day layoff with a recent workout. (2) Speed average (85) well above field median (77). (3) Has won at today's distance (1870 yds) within the last 10 starts — proven ability at this trip. (4) Had documented trouble last race (codes: ['D', 'L', 'O', 'S', 'T', 'U']) yet still finished 3rd — a clean trip today sets up a form reversal. (5) Pick Pony Daily Edge Radar pick — value score 7/10 — angles: Class Superiority, Troubled Trip Comeback, Won at This Distance.
⚠ Concerns:(1) Has not raced in 33 days. (2) Consider there will be likely pace pressure in this race - multiple E types entered. (3) Limited experience at today's distance (2 starts). (4) Unproven on turf surface (2 starts). (5) Trip note from last race: Chase;2p;duel;kept on.
LGBM: 100 (1/9) CatBoost: 100 (1/9) XGB: 100 (1/9) LGBM-LS: 100 (1/9) CatBoost-LS: 100 (1/9) XGB-LS: 57 (8/9) Win Prob: 81.8% Value Score: 2.8 ★ ML: 1.40 (10/11) Overlay %: -15.83 Fair Odds: 6.44 (11/2) O/U: Underlay
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Figure Comparison
- Rating
- The three Pick Pony algorithm ratings (Algo 1, Algo 2, Algo 3) that make up the overall PP AI Rating — higher is a stronger contender rating.
- Speed
- Career average speed, recent 3-race average, and last-race speed figure — spot horses in improving or declining form.
- Pace
- Average Early (E1), Mid (E2), and Stretch (LP) pace figures — reveals pace-setters vs. closers vs. all-the-way types.
- This horse
- The horse whose stats card is open is highlighted with a darker column background.
Winning Profiles
- Axes
- X: Win % from last 10 starts — Y: In-the-money % (top-3 finishes) from last 10 starts.
- Quadrants
- Consistent Winners (top-right): high win & ITM — reliable performers.
Place Threats (top-left): boards often but doesn’t win often — good exacta/trifecta angles.
Streaky (bottom-right): wins occasionally, misses the board often — all-or-nothing.
Developing (bottom-left): still finding form — longshot territory. - Reference Lines
- Dashed lines mark field averages. Dots to the right win more; dots higher board more.
- This horse
- Highlighted with a gold border and larger dot.
AI Model Comparison
- Winner Models (green)
- LGBM, CatBoost, and XGBoost trained to predict race winners. Higher score = stronger contender.
- Longshot Models (red)
- LGBM-LS, CatBoost-LS, and XGB-LS trained to find high-value longshots. Higher score = stronger longshot candidate.
- This horse
- Highlighted with a darker column background.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | A | A |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | A | A |
| Early Pace | C | B |
| Mid Pace | B | B |
| Late Pace | B | A |
| Finish Pos | B | A |
| Dirt Speed | C | F |
| Turf Speed | A | A |
| Distance Speed | A | A |
| Trainer Effectiveness | C | C |
| Jockey Effectiveness | B | A |
| 3rd Party Ratings | A | A |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | A | A |
| Early Pace | C | C |
| Mid Pace | B | B |
| Late Pace | C | A |
| Sprint FPS | F | F |
| Route FPS | F | F |
| Trainer Effectiveness | C | C |
| Jockey Effectiveness | B | A |
| 3rd Party Ratings | A | A |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | A | A |
| Early Pace | A | A |
| Mid Pace | A | A |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:(1) Returning from 188-day layoff with a recent workout. (2) 4 workouts in last 30 days — horse appears sharp and fit. (3) Consistent workout spacing (6, 8 days) — disciplined training regimen. (4) Has won at today's distance (1870 yds) within the last 10 starts — proven ability at this trip. (5) Had documented trouble last race (codes: ['B', 'D', 'O', 'T', 'U', 'V']) yet still finished 4th — a clean trip today sets up a form reversal. (6) Pick Pony Daily Edge Radar pick — value score 4/10 — angles: Troubled Trip Comeback, Won at This Distance, Sharp Workout Pattern.
⚠ Concerns:(1) Has not raced in 188 days. (2) Consider there will be likely pace pressure in this race - multiple E types entered. (3) Tends to fade in the stretch at similar distances (2 of 3 starts). (4) Trip note from last race: Tug 3w;vied btw;outkck. (5) Outside post (10) in a large field of 10 horses.
LGBM: 67 (5/9) CatBoost: 42 (7/9) XGB: 62 (4/9) LGBM-LS: 0 CatBoost-LS: 58 (6/9) XGB-LS: 93 (3/9) Win Prob: 28.3% Value Score: 2.82 ★ ML: 6.00 (11/2) Overlay %: 1.14 Fair Odds: 7.95 (7/1) O/U: Fair
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Figure Comparison
- Rating
- The three Pick Pony algorithm ratings (Algo 1, Algo 2, Algo 3) that make up the overall PP AI Rating — higher is a stronger contender rating.
- Speed
- Career average speed, recent 3-race average, and last-race speed figure — spot horses in improving or declining form.
- Pace
- Average Early (E1), Mid (E2), and Stretch (LP) pace figures — reveals pace-setters vs. closers vs. all-the-way types.
- This horse
- The horse whose stats card is open is highlighted with a darker column background.
Winning Profiles
- Axes
- X: Win % from last 10 starts — Y: In-the-money % (top-3 finishes) from last 10 starts.
- Quadrants
- Consistent Winners (top-right): high win & ITM — reliable performers.
Place Threats (top-left): boards often but doesn’t win often — good exacta/trifecta angles.
Streaky (bottom-right): wins occasionally, misses the board often — all-or-nothing.
Developing (bottom-left): still finding form — longshot territory. - Reference Lines
- Dashed lines mark field averages. Dots to the right win more; dots higher board more.
- This horse
- Highlighted with a gold border and larger dot.
AI Model Comparison
- Winner Models (green)
- LGBM, CatBoost, and XGBoost trained to predict race winners. Higher score = stronger contender.
- Longshot Models (red)
- LGBM-LS, CatBoost-LS, and XGB-LS trained to find high-value longshots. Higher score = stronger longshot candidate.
- This horse
- Highlighted with a darker column background.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | A | B |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | A | A |
| Early Pace | A | B |
| Mid Pace | A | A |
| Late Pace | C | A |
| Finish Pos | C | B |
| Dirt Speed | C | F |
| Turf Speed | A | A |
| Distance Speed | A | B |
| Trainer Effectiveness | B | B |
| Jockey Effectiveness | C | B |
| 3rd Party Ratings | B | A |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | A | A |
| Early Pace | A | B |
| Mid Pace | A | B |
| Late Pace | C | A |
| Sprint FPS | A | A |
| Route FPS | A | A |
| Trainer Effectiveness | B | B |
| Jockey Effectiveness | C | B |
| 3rd Party Ratings | B | A |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | B | A |
| Early Pace | B | B |
| Mid Pace | B | B |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:(1) Returning from 33-day layoff with a recent workout. (2) Hot trainer - high ITM rate (50%). (3) 3 workouts in last 30 days — horse appears sharp and fit. (4) Fourth race back from a 77-day layoff — often the peak fitness race. (5) Consistent workout spacing (7, 6 days) — disciplined training regimen. (6) Switching turf-to-dirt with a strong turf pedigree rating (110) — pedigree suggests main-track improvement is likely. (7) Has won at today's distance (1870 yds) within the last 10 starts — proven ability at this trip. (8) Last race E1 pace (85.0) was 5.2 pts above personal avg (79.8) and horse still finished 5th — pace collapse victim; expect bounce if today's fractions are softer. (9) Pick Pony Daily Edge Radar pick — value score 6/10 — angles: Pace Collapse Victim, Hot Trainer, Won at This Distance, Sharp Workout Pattern, Pedigree-Backed Switch, Classic Fourth Race Pattern.
⚠ Concerns:(1) Has not raced in 33 days. (2) Consider there will be likely pace pressure in this race - multiple E types entered. (3) Unproven on dirt surface (2 starts). (4) Switching from turf to dirt today. (5) Trip note from last race: Rated4-3w;bid3w;wkn1/8.
LGBM: 81 (4/5) CatBoost: 86 (3/5) XGB: 71 (3/5) LGBM-LS: 8 (4/5) CatBoost-LS: 78 (3/5) XGB-LS: 20 (4/5) Win Prob: 59.9% Value Score: 3.45 ★ ML: 3.50 (5/2) Overlay %: 2.29 Fair Odds: 4.09 (7/2) O/U: Fair
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Figure Comparison
- Rating
- The three Pick Pony algorithm ratings (Algo 1, Algo 2, Algo 3) that make up the overall PP AI Rating — higher is a stronger contender rating.
- Speed
- Career average speed, recent 3-race average, and last-race speed figure — spot horses in improving or declining form.
- Pace
- Average Early (E1), Mid (E2), and Stretch (LP) pace figures — reveals pace-setters vs. closers vs. all-the-way types.
- This horse
- The horse whose stats card is open is highlighted with a darker column background.
Winning Profiles
- Axes
- X: Win % from last 10 starts — Y: In-the-money % (top-3 finishes) from last 10 starts.
- Quadrants
- Consistent Winners (top-right): high win & ITM — reliable performers.
Place Threats (top-left): boards often but doesn’t win often — good exacta/trifecta angles.
Streaky (bottom-right): wins occasionally, misses the board often — all-or-nothing.
Developing (bottom-left): still finding form — longshot territory. - Reference Lines
- Dashed lines mark field averages. Dots to the right win more; dots higher board more.
- This horse
- Highlighted with a gold border and larger dot.
AI Model Comparison
- Winner Models (green)
- LGBM, CatBoost, and XGBoost trained to predict race winners. Higher score = stronger contender.
- Longshot Models (red)
- LGBM-LS, CatBoost-LS, and XGB-LS trained to find high-value longshots. Higher score = stronger longshot candidate.
- This horse
- Highlighted with a darker column background.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | A | B |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | B | B |
| Early Pace | C | C |
| Mid Pace | C | C |
| Late Pace | B | A |
| Finish Pos | D | C |
| Dirt Speed | C | B |
| Turf Speed | A | A |
| Distance Speed | C | B |
| Trainer Effectiveness | A | A |
| Jockey Effectiveness | B | B |
| 3rd Party Ratings | B | A |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | B | B |
| Early Pace | C | C |
| Mid Pace | C | C |
| Late Pace | B | A |
| Sprint FPS | A | B |
| Route FPS | A | B |
| Trainer Effectiveness | A | A |
| Jockey Effectiveness | B | B |
| 3rd Party Ratings | B | A |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | A | B |
| Early Pace | D | D |
| Mid Pace | C | C |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:(1) Returning from 88-day layoff with a recent workout. (2) Hot trainer - high ITM rate (59%). (3) Big last-race effort (81) — 8 pts above recent average. (4) Hot jockey — high ITM rate (48%). (5) 4 workouts in last 30 days — horse appears sharp and fit. (6) Closer/presser in a race with pace pressure — ideal race setup for late runners. (7) Consistent workout spacing (6, 7 days) — disciplined training regimen. (8) Has won at today's distance (1870 yds) within the last 10 starts — proven ability at this trip. (9) Speed improved +5 pts then +4 pts in last 2 starts (72 → 77 → 81) — trainer is progressively building fitness. (10) Trainer 'BROWN CHAD C' has 3 horses in today's card all showing last-race improvement — barn appears sharp right now. (11) Had documented trouble last race (codes: ['B', 'D', 'L', 'T']) yet still finished 1st — a clean trip today sets up a form reversal. (12) Pick Pony Daily Edge Radar pick — value score 9/10 — angles: Big Last Effort, Form Surge, Hot Trainer, Hot Jockey, Troubled Trip Comeback, Closer in Pace Duel, Won at This Distance, Stable on Fire, Sharp Workout Pattern.
⚠ Concerns:(1) Has not raced in 88 days. (2) Unproven on dirt surface (1 start). (3) Trip note from last race: 4p;bid 3w;clr;wrap lat. (4) Last race was career-best speed (81) — bounce risk after peak effort. (5) First start at KEE — never raced here before (last seen at: TAM, KEE, KD).
LGBM: 97 (2/5) CatBoost: 66 (4/5) XGB: 69 (4/5) LGBM-LS: 6 (5/5) CatBoost-LS: 73 (4/5) XGB-LS: 100 (1/5) Win Prob: 51.2% Value Score: 3.61 ★ ML: 4.50 (7/2) Overlay %: 3.13 Fair Odds: 4.77 (9/2) O/U: Overlay
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Figure Comparison
- Rating
- The three Pick Pony algorithm ratings (Algo 1, Algo 2, Algo 3) that make up the overall PP AI Rating — higher is a stronger contender rating.
- Speed
- Career average speed, recent 3-race average, and last-race speed figure — spot horses in improving or declining form.
- Pace
- Average Early (E1), Mid (E2), and Stretch (LP) pace figures — reveals pace-setters vs. closers vs. all-the-way types.
- This horse
- The horse whose stats card is open is highlighted with a darker column background.
Winning Profiles
- Axes
- X: Win % from last 10 starts — Y: In-the-money % (top-3 finishes) from last 10 starts.
- Quadrants
- Consistent Winners (top-right): high win & ITM — reliable performers.
Place Threats (top-left): boards often but doesn’t win often — good exacta/trifecta angles.
Streaky (bottom-right): wins occasionally, misses the board often — all-or-nothing.
Developing (bottom-left): still finding form — longshot territory. - Reference Lines
- Dashed lines mark field averages. Dots to the right win more; dots higher board more.
- This horse
- Highlighted with a gold border and larger dot.
AI Model Comparison
- Winner Models (green)
- LGBM, CatBoost, and XGBoost trained to predict race winners. Higher score = stronger contender.
- Longshot Models (red)
- LGBM-LS, CatBoost-LS, and XGB-LS trained to find high-value longshots. Higher score = stronger longshot candidate.
- This horse
- Highlighted with a darker column background.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | B | B |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | C | B |
| Early Pace | D | D |
| Mid Pace | D | D |
| Late Pace | A | A |
| Finish Pos | B | B |
| Dirt Speed | C | B |
| Turf Speed | A | B |
| Distance Speed | D | F |
| Trainer Effectiveness | A | A |
| Jockey Effectiveness | A | A |
| 3rd Party Ratings | C | A |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | B | B |
| Early Pace | D | C |
| Mid Pace | F | D |
| Late Pace | A | A |
| Sprint FPS | C | D |
| Route FPS | C | B |
| Trainer Effectiveness | A | A |
| Jockey Effectiveness | A | A |
| 3rd Party Ratings | C | A |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | C | B |
| Early Pace | C | D |
| Mid Pace | D | D |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:(1) Returning from 54-day layoff with a recent workout. (2) Career-best speed figure (86) recorded in last 1-2 starts — peaking form. (3) Equipment change today (code: 1). (4) Hot jockey — high ITM rate (53%). (5) Has won at today's distance (1870 yds) within the last 10 starts — proven ability at this trip. (6) Pick Pony Daily Edge Radar pick — value score 6/10 — angles: Career-Best Recent Figure, Hot Jockey, Won at This Distance, Equipment Change.
⚠ Concerns:(1) Has not raced in 54 days. (2) Consider there will be likely pace pressure in this race - multiple E types entered. (3) Limited experience at today's distance (2 starts). (4) Trip note from last race: Trckd 2-3w;tired drive. (5) First start at KEE — never raced here before (last seen at: FG, CD).
LGBM: 100 (1/5) CatBoost: 100 (1/5) XGB: 100 (1/5) LGBM-LS: 99 (2/5) CatBoost-LS: 100 (1/5) XGB-LS: 43 (3/5) Win Prob: 69.3% Value Score: 2.48 ★ ML: 1.80 (9/5) Overlay %: -8.28 Fair Odds: 4.10 (7/2) O/U: Underlay
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Figure Comparison
- Rating
- The three Pick Pony algorithm ratings (Algo 1, Algo 2, Algo 3) that make up the overall PP AI Rating — higher is a stronger contender rating.
- Speed
- Career average speed, recent 3-race average, and last-race speed figure — spot horses in improving or declining form.
- Pace
- Average Early (E1), Mid (E2), and Stretch (LP) pace figures — reveals pace-setters vs. closers vs. all-the-way types.
- This horse
- The horse whose stats card is open is highlighted with a darker column background.
Winning Profiles
- Axes
- X: Win % from last 10 starts — Y: In-the-money % (top-3 finishes) from last 10 starts.
- Quadrants
- Consistent Winners (top-right): high win & ITM — reliable performers.
Place Threats (top-left): boards often but doesn’t win often — good exacta/trifecta angles.
Streaky (bottom-right): wins occasionally, misses the board often — all-or-nothing.
Developing (bottom-left): still finding form — longshot territory. - Reference Lines
- Dashed lines mark field averages. Dots to the right win more; dots higher board more.
- This horse
- Highlighted with a gold border and larger dot.
AI Model Comparison
- Winner Models (green)
- LGBM, CatBoost, and XGBoost trained to predict race winners. Higher score = stronger contender.
- Longshot Models (red)
- LGBM-LS, CatBoost-LS, and XGB-LS trained to find high-value longshots. Higher score = stronger longshot candidate.
- This horse
- Highlighted with a darker column background.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | A | A |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | A | B |
| Early Pace | A | B |
| Mid Pace | A | B |
| Late Pace | D | B |
| Finish Pos | A | B |
| Dirt Speed | A | A |
| Turf Speed | D | D |
| Distance Speed | A | A |
| Trainer Effectiveness | B | B |
| Jockey Effectiveness | A | A |
| 3rd Party Ratings | A | A |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | B | B |
| Early Pace | A | C |
| Mid Pace | A | B |
| Late Pace | D | B |
| Sprint FPS | D | D |
| Route FPS | D | C |
| Trainer Effectiveness | B | B |
| Jockey Effectiveness | A | A |
| 3rd Party Ratings | A | A |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | B | B |
| Early Pace | A | C |
| Mid Pace | A | B |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:(1) Returning from 131-day layoff with a recent workout. (2) 4 workouts in last 30 days — horse appears sharp and fit. (3) Consistent workout spacing (6, 8 days) — disciplined training regimen. (4) Has won at today's distance (1870 yds) within the last 10 starts — proven ability at this trip. (5) Pick Pony Daily Edge Radar pick — value score 3/10 — angles: Won at This Distance, Sharp Workout Pattern.
⚠ Concerns:(1) Has not raced in 131 days. (2) Moving from a sprint to a route today. (3) Trip note from last race: Ins;5p btw upr;no thrt.
LGBM: 97 (3/5) CatBoost: 96 (2/5) XGB: 81 (2/5) LGBM-LS: 100 (1/5) CatBoost-LS: 91 (2/5) XGB-LS: 80 (2/5) Win Prob: 56% Value Score: 2.51 ★ ML: 2.50 (9/5) Overlay %: -4.57 Fair Odds: 4.64 (9/2) O/U: Underlay
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Figure Comparison
- Rating
- The three Pick Pony algorithm ratings (Algo 1, Algo 2, Algo 3) that make up the overall PP AI Rating — higher is a stronger contender rating.
- Speed
- Career average speed, recent 3-race average, and last-race speed figure — spot horses in improving or declining form.
- Pace
- Average Early (E1), Mid (E2), and Stretch (LP) pace figures — reveals pace-setters vs. closers vs. all-the-way types.
- This horse
- The horse whose stats card is open is highlighted with a darker column background.
Winning Profiles
- Axes
- X: Win % from last 10 starts — Y: In-the-money % (top-3 finishes) from last 10 starts.
- Quadrants
- Consistent Winners (top-right): high win & ITM — reliable performers.
Place Threats (top-left): boards often but doesn’t win often — good exacta/trifecta angles.
Streaky (bottom-right): wins occasionally, misses the board often — all-or-nothing.
Developing (bottom-left): still finding form — longshot territory. - Reference Lines
- Dashed lines mark field averages. Dots to the right win more; dots higher board more.
- This horse
- Highlighted with a gold border and larger dot.
AI Model Comparison
- Winner Models (green)
- LGBM, CatBoost, and XGBoost trained to predict race winners. Higher score = stronger contender.
- Longshot Models (red)
- LGBM-LS, CatBoost-LS, and XGB-LS trained to find high-value longshots. Higher score = stronger longshot candidate.
- This horse
- Highlighted with a darker column background.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | C | B |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | A | A |
| Early Pace | B | C |
| Mid Pace | A | B |
| Late Pace | A | A |
| Finish Pos | A | B |
| Dirt Speed | A | A |
| Turf Speed | D | D |
| Distance Speed | A | A |
| Trainer Effectiveness | C | B |
| Jockey Effectiveness | C | B |
| 3rd Party Ratings | A | A |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | A | A |
| Early Pace | B | C |
| Mid Pace | A | B |
| Late Pace | A | A |
| Sprint FPS | B | C |
| Route FPS | B | B |
| Trainer Effectiveness | C | B |
| Jockey Effectiveness | C | B |
| 3rd Party Ratings | A | A |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | A | B |
| Early Pace | B | C |
| Mid Pace | A | A |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:(1) Returning from 36-day layoff with a recent workout. (2) Big last-race effort (78) — 9 pts above recent average. (3) 3 workouts in last 30 days — horse appears sharp and fit. (4) Early pace significantly above field median (E1: 86 vs field 82). (5) Closer/presser in a race with pace pressure — ideal race setup for late runners. (6) Fourth race back from a 50-day layoff — often the peak fitness race. (7) Consistent workout spacing (7, 7 days) — disciplined training regimen. (8) Has won at today's distance (1870 yds) within the last 10 starts — proven ability at this trip. (9) Had documented trouble last race (codes: ['B', 'D', 'L', 'S', 'T']) yet still finished 2nd — a clean trip today sets up a form reversal. (10) Pick Pony Daily Edge Radar pick — value score 8/10 — angles: Big Last Effort, Early Speed Edge, Troubled Trip Comeback, Closer in Pace Duel, Won at This Distance, Sharp Workout Pattern, Classic Fourth Race Pattern.
⚠ Concerns:(1) Has not raced in 36 days. (2) Tends to fade in the stretch at similar distances (2 of 3 starts). (3) Trip note from last race: Ins;rl bid;cleard;bstd. (4) Last race was career-best speed (78) — bounce risk after peak effort. (5) First start at KEE — never raced here before (last seen at: TP).
LGBM: 58 (5/5) CatBoost: 37 (5/5) XGB: 54 (5/5) LGBM-LS: 0 CatBoost-LS: 38 (5/5) XGB-LS: 0 Win Prob: 35.2% Value Score: 3.16 ★ ML: 6.00 (11/2) Overlay %: 4.35 Fair Odds: 5.45 (9/2) O/U: Overlay
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Figure Comparison
- Rating
- The three Pick Pony algorithm ratings (Algo 1, Algo 2, Algo 3) that make up the overall PP AI Rating — higher is a stronger contender rating.
- Speed
- Career average speed, recent 3-race average, and last-race speed figure — spot horses in improving or declining form.
- Pace
- Average Early (E1), Mid (E2), and Stretch (LP) pace figures — reveals pace-setters vs. closers vs. all-the-way types.
- This horse
- The horse whose stats card is open is highlighted with a darker column background.
Winning Profiles
- Axes
- X: Win % from last 10 starts — Y: In-the-money % (top-3 finishes) from last 10 starts.
- Quadrants
- Consistent Winners (top-right): high win & ITM — reliable performers.
Place Threats (top-left): boards often but doesn’t win often — good exacta/trifecta angles.
Streaky (bottom-right): wins occasionally, misses the board often — all-or-nothing.
Developing (bottom-left): still finding form — longshot territory. - Reference Lines
- Dashed lines mark field averages. Dots to the right win more; dots higher board more.
- This horse
- Highlighted with a gold border and larger dot.
AI Model Comparison
- Winner Models (green)
- LGBM, CatBoost, and XGBoost trained to predict race winners. Higher score = stronger contender.
- Longshot Models (red)
- LGBM-LS, CatBoost-LS, and XGB-LS trained to find high-value longshots. Higher score = stronger longshot candidate.
- This horse
- Highlighted with a darker column background.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | D | C |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | D | C |
| Early Pace | A | B |
| Mid Pace | B | B |
| Late Pace | F | C |
| Finish Pos | F | D |
| Dirt Speed | D | C |
| Turf Speed | D | D |
| Distance Speed | D | F |
| Trainer Effectiveness | D | C |
| Jockey Effectiveness | D | D |
| 3rd Party Ratings | D | A |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | F | C |
| Early Pace | A | B |
| Mid Pace | C | C |
| Late Pace | F | C |
| Sprint FPS | A | C |
| Route FPS | A | B |
| Trainer Effectiveness | D | C |
| Jockey Effectiveness | D | D |
| 3rd Party Ratings | D | A |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | D | C |
| Early Pace | A | B |
| Mid Pace | B | C |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:(1) Returning from 50-day layoff with a recent workout. (2) Hot jockey — high ITM rate (56%). (3) Early pace significantly above field median (E1: 90 vs field 82). (4) Strong speed 2 back (93), modest dip last out (86) — form reversal angle, ready to bounce back to top form. (5) Pick Pony Daily Edge Radar pick — value score 6/10 — angles: Early Speed Edge, Hot Jockey, Form Reversal.
⚠ Concerns:(1) Has not raced in 50 days. (2) Consider there will be likely pace pressure in this race - multiple E types entered. (3) First time at today's distance. (4) Moving from a sprint to a route today. (5) Today's distance is longer than any previous start. (6) Switching from dirt to turf today. (7) Trip note from last race: 3p;5p upr;no factor.
LGBM: 56 (6/15) CatBoost: 72 (5/15) XGB: 68 (4/15) LGBM-LS: 87 (7/15) CatBoost-LS: 53 (5/15) XGB-LS: 64 (5/15) Win Prob: 24% Value Score: 5.83 ★ ML: 15.00 (14/1) Overlay %: 2.47 Fair Odds: 14.16 (13/1) O/U: Overlay
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Figure Comparison
- Rating
- The three Pick Pony algorithm ratings (Algo 1, Algo 2, Algo 3) that make up the overall PP AI Rating — higher is a stronger contender rating.
- Speed
- Career average speed, recent 3-race average, and last-race speed figure — spot horses in improving or declining form.
- Pace
- Average Early (E1), Mid (E2), and Stretch (LP) pace figures — reveals pace-setters vs. closers vs. all-the-way types.
- This horse
- The horse whose stats card is open is highlighted with a darker column background.
Winning Profiles
- Axes
- X: Win % from last 10 starts — Y: In-the-money % (top-3 finishes) from last 10 starts.
- Quadrants
- Consistent Winners (top-right): high win & ITM — reliable performers.
Place Threats (top-left): boards often but doesn’t win often — good exacta/trifecta angles.
Streaky (bottom-right): wins occasionally, misses the board often — all-or-nothing.
Developing (bottom-left): still finding form — longshot territory. - Reference Lines
- Dashed lines mark field averages. Dots to the right win more; dots higher board more.
- This horse
- Highlighted with a gold border and larger dot.
AI Model Comparison
- Winner Models (green)
- LGBM, CatBoost, and XGBoost trained to predict race winners. Higher score = stronger contender.
- Longshot Models (red)
- LGBM-LS, CatBoost-LS, and XGB-LS trained to find high-value longshots. Higher score = stronger longshot candidate.
- This horse
- Highlighted with a darker column background.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | D | C |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | A | A |
| Early Pace | A | A |
| Mid Pace | A | A |
| Late Pace | C | A |
| Finish Pos | C | C |
| Dirt Speed | D | F |
| Turf Speed | B | A |
| Distance Speed | D | C |
| Trainer Effectiveness | B | B |
| Jockey Effectiveness | A | A |
| 3rd Party Ratings | B | A |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | B | A |
| Early Pace | B | A |
| Mid Pace | A | A |
| Late Pace | D | A |
| Sprint FPS | A | C |
| Route FPS | B | B |
| Trainer Effectiveness | B | B |
| Jockey Effectiveness | A | A |
| 3rd Party Ratings | B | A |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | A | A |
| Early Pace | A | A |
| Mid Pace | A | A |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:(1) Returning from 75-day layoff with a recent workout. (2) Hot trainer - high ITM rate (59%). (3) Hot jockey — high ITM rate (59%). (4) In the money in last 3 consecutive starts. (5) 4 workouts in last 30 days — horse appears sharp and fit. (6) Closer/presser in a race with pace pressure — ideal race setup for late runners. (7) Consistent workout spacing (7, 7 days) — disciplined training regimen. (8) Has won at today's distance (1760 yds) within the last 10 starts — proven ability at this trip. (9) Trainer 'BROWN CHAD C' has 3 horses in today's card all showing last-race improvement — barn appears sharp right now. (10) Had documented trouble last race (codes: ['S', 'T', 'U']) yet still finished 2nd — a clean trip today sets up a form reversal. (11) Pick Pony Daily Edge Radar pick — value score 8/10 — angles: Consistent In-The-Money, Hot Trainer, Hot Jockey, Troubled Trip Comeback, Closer in Pace Duel, Won at This Distance, Stable on Fire, Sharp Workout Pattern.
⚠ Concerns:(1) Has not raced in 75 days. (2) Trip note from last race: Awk st;2w;7w3/16;surge. (3) First start at KEE — never raced here before (last seen at: GP, TAM, BAQ).
LGBM: 100 (1/15) CatBoost: 100 (1/15) XGB: 91 (2/15) LGBM-LS: 100 (1/15) CatBoost-LS: 100 (1/15) XGB-LS: 100 (1/15) Win Prob: 64.4% Value Score: 3.9 ★ ML: 3.00 (5/2) Overlay %: -8.54 Fair Odds: 11.55 (11/1) O/U: Underlay
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Figure Comparison
- Rating
- The three Pick Pony algorithm ratings (Algo 1, Algo 2, Algo 3) that make up the overall PP AI Rating — higher is a stronger contender rating.
- Speed
- Career average speed, recent 3-race average, and last-race speed figure — spot horses in improving or declining form.
- Pace
- Average Early (E1), Mid (E2), and Stretch (LP) pace figures — reveals pace-setters vs. closers vs. all-the-way types.
- This horse
- The horse whose stats card is open is highlighted with a darker column background.
Winning Profiles
- Axes
- X: Win % from last 10 starts — Y: In-the-money % (top-3 finishes) from last 10 starts.
- Quadrants
- Consistent Winners (top-right): high win & ITM — reliable performers.
Place Threats (top-left): boards often but doesn’t win often — good exacta/trifecta angles.
Streaky (bottom-right): wins occasionally, misses the board often — all-or-nothing.
Developing (bottom-left): still finding form — longshot territory. - Reference Lines
- Dashed lines mark field averages. Dots to the right win more; dots higher board more.
- This horse
- Highlighted with a gold border and larger dot.
AI Model Comparison
- Winner Models (green)
- LGBM, CatBoost, and XGBoost trained to predict race winners. Higher score = stronger contender.
- Longshot Models (red)
- LGBM-LS, CatBoost-LS, and XGB-LS trained to find high-value longshots. Higher score = stronger longshot candidate.
- This horse
- Highlighted with a darker column background.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | A | B |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | B | A |
| Early Pace | C | C |
| Mid Pace | C | B |
| Late Pace | B | A |
| Finish Pos | A | B |
| Dirt Speed | D | F |
| Turf Speed | C | A |
| Distance Speed | B | A |
| Trainer Effectiveness | A | A |
| Jockey Effectiveness | A | A |
| 3rd Party Ratings | A | A |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | A | A |
| Early Pace | C | C |
| Mid Pace | C | B |
| Late Pace | A | A |
| Sprint FPS | D | D |
| Route FPS | D | C |
| Trainer Effectiveness | A | A |
| Jockey Effectiveness | A | A |
| 3rd Party Ratings | A | A |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | C | A |
| Early Pace | C | C |
| Mid Pace | D | B |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:(1) Returning from 68-day layoff with a recent workout. (2) 3 workouts in last 30 days — horse appears sharp and fit. (3) Closer/presser in a race with pace pressure — ideal race setup for late runners. (4) Consistent workout spacing (8, 7 days) — disciplined training regimen. (5) Has won at today's distance (1760 yds) within the last 10 starts — proven ability at this trip. (6) Career-best figure (95) buried in races 4–10 back — 11 pts above race median and 8 pts above recent form — market has forgotten the peak effort. (7) Pick Pony Daily Edge Radar pick — value score 6/10 — angles: Closer in Pace Duel, Won at This Distance, Hidden Figure, Sharp Workout Pattern.
⚠ Concerns:(1) Has not raced in 68 days. (2) Trip note from last race: Outside;2-3p;outkicked.
LGBM: 34 (10/15) CatBoost: 48 (8/15) XGB: 4 (14/15) LGBM-LS: 83 (10/15) CatBoost-LS: 29 (11/15) XGB-LS: 55 (6/15) Win Prob: 9.5% Value Score: 1.88 ★ ML: 12.00 (11/1) Overlay %: 0.83 Fair Odds: 15.93 (15/1) O/U: Fair
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Figure Comparison
- Rating
- The three Pick Pony algorithm ratings (Algo 1, Algo 2, Algo 3) that make up the overall PP AI Rating — higher is a stronger contender rating.
- Speed
- Career average speed, recent 3-race average, and last-race speed figure — spot horses in improving or declining form.
- Pace
- Average Early (E1), Mid (E2), and Stretch (LP) pace figures — reveals pace-setters vs. closers vs. all-the-way types.
- This horse
- The horse whose stats card is open is highlighted with a darker column background.
Winning Profiles
- Axes
- X: Win % from last 10 starts — Y: In-the-money % (top-3 finishes) from last 10 starts.
- Quadrants
- Consistent Winners (top-right): high win & ITM — reliable performers.
Place Threats (top-left): boards often but doesn’t win often — good exacta/trifecta angles.
Streaky (bottom-right): wins occasionally, misses the board often — all-or-nothing.
Developing (bottom-left): still finding form — longshot territory. - Reference Lines
- Dashed lines mark field averages. Dots to the right win more; dots higher board more.
- This horse
- Highlighted with a gold border and larger dot.
AI Model Comparison
- Winner Models (green)
- LGBM, CatBoost, and XGBoost trained to predict race winners. Higher score = stronger contender.
- Longshot Models (red)
- LGBM-LS, CatBoost-LS, and XGB-LS trained to find high-value longshots. Higher score = stronger longshot candidate.
- This horse
- Highlighted with a darker column background.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | B | C |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | D | A |
| Early Pace | D | C |
| Mid Pace | D | C |
| Late Pace | A | A |
| Finish Pos | D | D |
| Dirt Speed | D | F |
| Turf Speed | B | A |
| Distance Speed | C | A |
| Trainer Effectiveness | C | B |
| Jockey Effectiveness | C | B |
| 3rd Party Ratings | B | A |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | D | A |
| Early Pace | C | C |
| Mid Pace | C | B |
| Late Pace | C | A |
| Sprint FPS | D | D |
| Route FPS | F | D |
| Trainer Effectiveness | C | B |
| Jockey Effectiveness | C | B |
| 3rd Party Ratings | B | A |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | D | A |
| Early Pace | D | C |
| Mid Pace | D | C |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:(1) Returning from 35-day layoff with a recent workout. (2) Hot trainer - high ITM rate (53%). (3) Early pace significantly above field median (E1: 87 vs field 82). (4) Closer/presser in a race with pace pressure — ideal race setup for late runners. (5) Fourth race back from a 202-day layoff — often the peak fitness race. (6) Returning from 35-day layoff with a bullet workout — trainer signaling extra readiness for today's spot. (7) Had documented trouble last race (codes: ['L', 'S', 'T', 'U']) yet still finished 1st — a clean trip today sets up a form reversal. (8) Pick Pony Daily Edge Radar pick — value score 6/10 — angles: Sharp Return Workout, Hot Trainer, Early Speed Edge, Troubled Trip Comeback, Closer in Pace Duel, Classic Fourth Race Pattern.
⚠ Concerns:(1) Has not raced in 35 days. (2) Limited experience at today's distance (1 start). (3) Moving from a sprint to a route today. (4) Unproven on turf surface (2 starts). (5) Switching from dirt to turf today. (6) Trip note from last race: Step slw st;up in time. (7) First start at KEE — never raced here before (last seen at: TP, SAR).
LGBM: 53 (7/15) CatBoost: 85 (3/15) XGB: 53 (6/15) LGBM-LS: 93 (4/15) CatBoost-LS: 58 (4/15) XGB-LS: 71 (3/15) Win Prob: 33.2% Value Score: 5.53 ★ ML: 10.00 (9/1) Overlay %: 0.62 Fair Odds: 14.11 (13/1) O/U: Fair
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Figure Comparison
- Rating
- The three Pick Pony algorithm ratings (Algo 1, Algo 2, Algo 3) that make up the overall PP AI Rating — higher is a stronger contender rating.
- Speed
- Career average speed, recent 3-race average, and last-race speed figure — spot horses in improving or declining form.
- Pace
- Average Early (E1), Mid (E2), and Stretch (LP) pace figures — reveals pace-setters vs. closers vs. all-the-way types.
- This horse
- The horse whose stats card is open is highlighted with a darker column background.
Winning Profiles
- Axes
- X: Win % from last 10 starts — Y: In-the-money % (top-3 finishes) from last 10 starts.
- Quadrants
- Consistent Winners (top-right): high win & ITM — reliable performers.
Place Threats (top-left): boards often but doesn’t win often — good exacta/trifecta angles.
Streaky (bottom-right): wins occasionally, misses the board often — all-or-nothing.
Developing (bottom-left): still finding form — longshot territory. - Reference Lines
- Dashed lines mark field averages. Dots to the right win more; dots higher board more.
- This horse
- Highlighted with a gold border and larger dot.
AI Model Comparison
- Winner Models (green)
- LGBM, CatBoost, and XGBoost trained to predict race winners. Higher score = stronger contender.
- Longshot Models (red)
- LGBM-LS, CatBoost-LS, and XGB-LS trained to find high-value longshots. Higher score = stronger longshot candidate.
- This horse
- Highlighted with a darker column background.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | B | C |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | B | A |
| Early Pace | B | B |
| Mid Pace | B | A |
| Late Pace | C | A |
| Finish Pos | A | A |
| Dirt Speed | D | F |
| Turf Speed | D | A |
| Distance Speed | F | F |
| Trainer Effectiveness | A | A |
| Jockey Effectiveness | F | D |
| 3rd Party Ratings | C | A |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | B | A |
| Early Pace | B | B |
| Mid Pace | B | A |
| Late Pace | C | A |
| Sprint FPS | B | C |
| Route FPS | C | C |
| Trainer Effectiveness | A | A |
| Jockey Effectiveness | F | D |
| 3rd Party Ratings | C | A |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | B | A |
| Early Pace | B | B |
| Mid Pace | B | A |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:(1) Returning from 215-day layoff with a recent workout. (2) Career-best speed figure (99) recorded in last 1-2 starts — peaking form. (3) Hot jockey — high ITM rate (54%). (4) 3 workouts in last 30 days — horse appears sharp and fit. (5) Has a bullet work (fastest at track that day) — sharp conditioning signal. (6) Early pace significantly above field median (E1: 91 vs field 82). (7) Has won at today's distance (1760 yds) within the last 10 starts — proven ability at this trip. (8) Returning from 215-day layoff with a bullet workout — trainer signaling extra readiness for today's spot. (9) Pick Pony Daily Edge Radar pick — value score 8/10 — angles: Career-Best Recent Figure, Sharp Return Workout, Early Speed Edge, Hot Jockey, Bullet Workout, Won at This Distance, Sharp Workout Pattern.
⚠ Concerns:(1) Has not raced in 215 days. (2) Consider there will be likely pace pressure in this race - multiple E types entered. (3) Unproven on turf surface (2 starts). (4) Trip note from last race: 3-p turn;moved up;5-p. (5) Speed figures are highly erratic over last 5 starts (σ = 11.6 pts: [85, 101, 84, 73, 99]) — unpredictable performer. (6) First start at KEE — never raced here before (last seen at: KD, SAR, TDN).
LGBM: 58 (5/15) CatBoost: 61 (6/15) XGB: 37 (8/15) LGBM-LS: 78 (11/15) CatBoost-LS: 44 (7/15) XGB-LS: 68 (4/15) Win Prob: 24.8% Value Score: 3.38 ★ ML: 8.00 (7/1) Overlay %: -0.56 Fair Odds: 13.76 (13/1) O/U: Fair
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Figure Comparison
- Rating
- The three Pick Pony algorithm ratings (Algo 1, Algo 2, Algo 3) that make up the overall PP AI Rating — higher is a stronger contender rating.
- Speed
- Career average speed, recent 3-race average, and last-race speed figure — spot horses in improving or declining form.
- Pace
- Average Early (E1), Mid (E2), and Stretch (LP) pace figures — reveals pace-setters vs. closers vs. all-the-way types.
- This horse
- The horse whose stats card is open is highlighted with a darker column background.
Winning Profiles
- Axes
- X: Win % from last 10 starts — Y: In-the-money % (top-3 finishes) from last 10 starts.
- Quadrants
- Consistent Winners (top-right): high win & ITM — reliable performers.
Place Threats (top-left): boards often but doesn’t win often — good exacta/trifecta angles.
Streaky (bottom-right): wins occasionally, misses the board often — all-or-nothing.
Developing (bottom-left): still finding form — longshot territory. - Reference Lines
- Dashed lines mark field averages. Dots to the right win more; dots higher board more.
- This horse
- Highlighted with a gold border and larger dot.
AI Model Comparison
- Winner Models (green)
- LGBM, CatBoost, and XGBoost trained to predict race winners. Higher score = stronger contender.
- Longshot Models (red)
- LGBM-LS, CatBoost-LS, and XGB-LS trained to find high-value longshots. Higher score = stronger longshot candidate.
- This horse
- Highlighted with a darker column background.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | B | B |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | B | A |
| Early Pace | A | A |
| Mid Pace | A | A |
| Late Pace | F | B |
| Finish Pos | C | C |
| Dirt Speed | A | A |
| Turf Speed | A | A |
| Distance Speed | A | A |
| Trainer Effectiveness | C | C |
| Jockey Effectiveness | A | A |
| 3rd Party Ratings | A | A |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | A | A |
| Early Pace | A | A |
| Mid Pace | B | A |
| Late Pace | F | B |
| Sprint FPS | B | C |
| Route FPS | B | B |
| Trainer Effectiveness | C | C |
| Jockey Effectiveness | A | A |
| 3rd Party Ratings | A | A |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | B | A |
| Early Pace | A | A |
| Mid Pace | A | A |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:(1) Returning from 82-day layoff with a recent workout. (2) Hot jockey — high ITM rate (53%). (3) 3 workouts in last 30 days — horse appears sharp and fit. (4) Closer/presser in a race with pace pressure — ideal race setup for late runners. (5) Has won at today's distance (1760 yds) within the last 10 starts — proven ability at this trip. (6) Returning from 82-day layoff with a bullet workout — trainer signaling extra readiness for today's spot. (7) Pick Pony Daily Edge Radar pick — value score 6/10 — angles: Sharp Return Workout, Hot Jockey, Closer in Pace Duel, Won at This Distance, Sharp Workout Pattern.
⚠ Concerns:(1) Has not raced in 82 days. (2) Trip note from last race: Trail most; fin well. (3) Consistently breaks behind post position (3 of last 5 starts).
LGBM: 89 (2/15) CatBoost: 78 (4/15) XGB: 64 (5/15) LGBM-LS: 0 CatBoost-LS: 67 (3/15) XGB-LS: 79 (2/15) Win Prob: 32.1% Value Score: 3.4 ★ ML: 6.00 (11/2) Overlay %: -1.53 Fair Odds: 11.66 (11/1) O/U: Fair
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Figure Comparison
- Rating
- The three Pick Pony algorithm ratings (Algo 1, Algo 2, Algo 3) that make up the overall PP AI Rating — higher is a stronger contender rating.
- Speed
- Career average speed, recent 3-race average, and last-race speed figure — spot horses in improving or declining form.
- Pace
- Average Early (E1), Mid (E2), and Stretch (LP) pace figures — reveals pace-setters vs. closers vs. all-the-way types.
- This horse
- The horse whose stats card is open is highlighted with a darker column background.
Winning Profiles
- Axes
- X: Win % from last 10 starts — Y: In-the-money % (top-3 finishes) from last 10 starts.
- Quadrants
- Consistent Winners (top-right): high win & ITM — reliable performers.
Place Threats (top-left): boards often but doesn’t win often — good exacta/trifecta angles.
Streaky (bottom-right): wins occasionally, misses the board often — all-or-nothing.
Developing (bottom-left): still finding form — longshot territory. - Reference Lines
- Dashed lines mark field averages. Dots to the right win more; dots higher board more.
- This horse
- Highlighted with a gold border and larger dot.
AI Model Comparison
- Winner Models (green)
- LGBM, CatBoost, and XGBoost trained to predict race winners. Higher score = stronger contender.
- Longshot Models (red)
- LGBM-LS, CatBoost-LS, and XGB-LS trained to find high-value longshots. Higher score = stronger longshot candidate.
- This horse
- Highlighted with a darker column background.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | A | A |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | A | A |
| Early Pace | C | C |
| Mid Pace | B | A |
| Late Pace | C | A |
| Finish Pos | B | B |
| Dirt Speed | D | F |
| Turf Speed | A | A |
| Distance Speed | A | A |
| Trainer Effectiveness | B | B |
| Jockey Effectiveness | A | A |
| 3rd Party Ratings | A | A |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | A | A |
| Early Pace | C | D |
| Mid Pace | C | B |
| Late Pace | C | A |
| Sprint FPS | C | C |
| Route FPS | A | B |
| Trainer Effectiveness | B | B |
| Jockey Effectiveness | A | A |
| 3rd Party Ratings | A | A |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | A | A |
| Early Pace | C | C |
| Mid Pace | B | A |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:(1) Early pace significantly above field median (E1: 89 vs field 82). (2) Has won at today's distance (1760 yds) within the last 10 starts — proven ability at this trip. (3) Has won at KEE on turf in the last 10 starts — proven at today's exact track/surface combo. (4) Last race E1 pace (98.0) was 8.7 pts above personal avg (89.3) and horse still finished 6th — pace collapse victim; expect bounce if today's fractions are softer. (5) Career-best figure (92) buried in races 4–10 back — 8 pts above race median and 12 pts above recent form — market has forgotten the peak effort. (6) Averages 82.6 speed pts in today's distance/surface configuration vs 77.4 in other configs (5 qualifying starts) — returning to ideal setup. (7) Pick Pony Daily Edge Radar pick — value score 7/10 — angles: Won Here Before, Pace Collapse Victim, Early Speed Edge, Won at This Distance, Hidden Figure, Return to Proven Setup.
⚠ Concerns:(1) Consider there will be likely pace pressure in this race - multiple E types entered. (2) Moving from a sprint to a route today. (3) Tends to fade in the stretch at similar distances (3 of 5 starts). (4) Trip note from last race: Track 2p;faded btw5/16. (5) Speed figures are highly erratic over last 5 starts (σ = 8.5 pts: [79, 80, 80, 92, 68]) — unpredictable performer.
LGBM: 8 (15/15) CatBoost: 28 (11/15) XGB: 45 (7/15) LGBM-LS: 95 (3/15) CatBoost-LS: 20 (12/15) XGB-LS: 55 (7/15) Win Prob: 30.7% Value Score: 9.75 ★ ML: 20.00 (20/1) Overlay %: 3.00 Fair Odds: 15.28 (14/1) O/U: Overlay
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Figure Comparison
- Rating
- The three Pick Pony algorithm ratings (Algo 1, Algo 2, Algo 3) that make up the overall PP AI Rating — higher is a stronger contender rating.
- Speed
- Career average speed, recent 3-race average, and last-race speed figure — spot horses in improving or declining form.
- Pace
- Average Early (E1), Mid (E2), and Stretch (LP) pace figures — reveals pace-setters vs. closers vs. all-the-way types.
- This horse
- The horse whose stats card is open is highlighted with a darker column background.
Winning Profiles
- Axes
- X: Win % from last 10 starts — Y: In-the-money % (top-3 finishes) from last 10 starts.
- Quadrants
- Consistent Winners (top-right): high win & ITM — reliable performers.
Place Threats (top-left): boards often but doesn’t win often — good exacta/trifecta angles.
Streaky (bottom-right): wins occasionally, misses the board often — all-or-nothing.
Developing (bottom-left): still finding form — longshot territory. - Reference Lines
- Dashed lines mark field averages. Dots to the right win more; dots higher board more.
- This horse
- Highlighted with a gold border and larger dot.
AI Model Comparison
- Winner Models (green)
- LGBM, CatBoost, and XGBoost trained to predict race winners. Higher score = stronger contender.
- Longshot Models (red)
- LGBM-LS, CatBoost-LS, and XGB-LS trained to find high-value longshots. Higher score = stronger longshot candidate.
- This horse
- Highlighted with a darker column background.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | D | D |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | F | A |
| Early Pace | A | A |
| Mid Pace | A | A |
| Late Pace | F | B |
| Finish Pos | D | C |
| Dirt Speed | A | A |
| Turf Speed | C | A |
| Distance Speed | B | A |
| Trainer Effectiveness | D | C |
| Jockey Effectiveness | F | C |
| 3rd Party Ratings | F | A |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | F | A |
| Early Pace | A | A |
| Mid Pace | A | A |
| Late Pace | F | D |
| Sprint FPS | A | A |
| Route FPS | A | A |
| Trainer Effectiveness | D | C |
| Jockey Effectiveness | F | C |
| 3rd Party Ratings | F | A |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | D | A |
| Early Pace | A | A |
| Mid Pace | A | A |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:(1) Returning from 183-day layoff with a recent workout. (2) Speed average (91) well above field median (84). (3) Hot trainer - high ITM rate (56%). (4) 3 workouts in last 30 days — horse appears sharp and fit. (5) Has a bullet work (fastest at track that day) — sharp conditioning signal. (6) Closer/presser in a race with pace pressure — ideal race setup for late runners. (7) Strong speed 2 back (93), modest dip last out (83) — form reversal angle, ready to bounce back to top form. (8) Returning from 183-day layoff with a bullet workout — trainer signaling extra readiness for today's spot. (9) Pick Pony Daily Edge Radar pick — value score 9/10 — angles: Class Superiority, Sharp Return Workout, Hot Trainer, Closer in Pace Duel, Form Reversal, Bullet Workout, Sharp Workout Pattern.
⚠ Concerns:(1) Has not raced in 183 days. (2) Poor record at this distance (0 wins from 10 recent starts). (3) Trip note from last race: 3w;4p1/4;left ld;flatn. (4) Outside post (8) in a large field of 16 horses. (5) 0 wins from 10 starts on turf in last 10 — repeated failure on today's surface.
LGBM: 60 (4/15) CatBoost: 45 (9/15) XGB: 74 (3/15) LGBM-LS: 92 (5/15) CatBoost-LS: 42 (8/15) XGB-LS: 43 (13/15) Win Prob: 38.9% Value Score: 5.3 ★ ML: 8.00 (7/1) Overlay %: 0.25 Fair Odds: 12.18 (11/1) O/U: Fair
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Figure Comparison
- Rating
- The three Pick Pony algorithm ratings (Algo 1, Algo 2, Algo 3) that make up the overall PP AI Rating — higher is a stronger contender rating.
- Speed
- Career average speed, recent 3-race average, and last-race speed figure — spot horses in improving or declining form.
- Pace
- Average Early (E1), Mid (E2), and Stretch (LP) pace figures — reveals pace-setters vs. closers vs. all-the-way types.
- This horse
- The horse whose stats card is open is highlighted with a darker column background.
Winning Profiles
- Axes
- X: Win % from last 10 starts — Y: In-the-money % (top-3 finishes) from last 10 starts.
- Quadrants
- Consistent Winners (top-right): high win & ITM — reliable performers.
Place Threats (top-left): boards often but doesn’t win often — good exacta/trifecta angles.
Streaky (bottom-right): wins occasionally, misses the board often — all-or-nothing.
Developing (bottom-left): still finding form — longshot territory. - Reference Lines
- Dashed lines mark field averages. Dots to the right win more; dots higher board more.
- This horse
- Highlighted with a gold border and larger dot.
AI Model Comparison
- Winner Models (green)
- LGBM, CatBoost, and XGBoost trained to predict race winners. Higher score = stronger contender.
- Longshot Models (red)
- LGBM-LS, CatBoost-LS, and XGB-LS trained to find high-value longshots. Higher score = stronger longshot candidate.
- This horse
- Highlighted with a darker column background.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | A | B |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | A | A |
| Early Pace | B | C |
| Mid Pace | A | A |
| Late Pace | D | A |
| Finish Pos | D | C |
| Dirt Speed | D | F |
| Turf Speed | A | A |
| Distance Speed | A | A |
| Trainer Effectiveness | A | A |
| Jockey Effectiveness | F | C |
| 3rd Party Ratings | B | A |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | A | A |
| Early Pace | B | B |
| Mid Pace | A | A |
| Late Pace | F | A |
| Sprint FPS | A | B |
| Route FPS | A | A |
| Trainer Effectiveness | A | A |
| Jockey Effectiveness | F | C |
| 3rd Party Ratings | B | A |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | A | A |
| Early Pace | B | C |
| Mid Pace | A | A |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:(1) Returning from 36-day layoff with a recent workout. (2) Big last-race effort (88) — 8 pts above recent average. (3) Hot jockey — high ITM rate (44%). (4) Won last 2 consecutive starts. (5) Late pace significantly above field median (LP: 96 vs field 89). (6) Fourth race back from a 70-day layoff — often the peak fitness race. (7) Has won at today's distance (1760 yds) within the last 10 starts — proven ability at this trip. (8) Returning from 36-day layoff with a bullet workout — trainer signaling extra readiness for today's spot. (9) Had documented trouble last race (codes: ['D', 'L', 'U']) yet still finished 1st — a clean trip today sets up a form reversal. (10) Pick Pony Daily Edge Radar pick — value score 9/10 — angles: Big Last Effort, Win Streak Momentum, Sharp Return Workout, Hot Jockey, Troubled Trip Comeback, Won at This Distance, Late Kick Advantage, Classic Fourth Race Pattern.
⚠ Concerns:(1) Has not raced in 36 days. (2) Consider there will be likely pace pressure in this race - multiple E types entered. (3) Trip note from last race: 4p2nd;dug in;held. (4) Outside post (9) in a large field of 16 horses. (5) First start at KEE — never raced here before (last seen at: TAM, GP, LRL).
LGBM: 80 (3/15) CatBoost: 99 (2/15) XGB: 100 (1/15) LGBM-LS: 5 (15/15) CatBoost-LS: 67 (2/15) XGB-LS: 41 (14/15) Win Prob: 58.4% Value Score: 4.43 ★ ML: 4.00 (7/2) Overlay %: -5.19 Fair Odds: 11.47 (10/1) O/U: Underlay
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Figure Comparison
- Rating
- The three Pick Pony algorithm ratings (Algo 1, Algo 2, Algo 3) that make up the overall PP AI Rating — higher is a stronger contender rating.
- Speed
- Career average speed, recent 3-race average, and last-race speed figure — spot horses in improving or declining form.
- Pace
- Average Early (E1), Mid (E2), and Stretch (LP) pace figures — reveals pace-setters vs. closers vs. all-the-way types.
- This horse
- The horse whose stats card is open is highlighted with a darker column background.
Winning Profiles
- Axes
- X: Win % from last 10 starts — Y: In-the-money % (top-3 finishes) from last 10 starts.
- Quadrants
- Consistent Winners (top-right): high win & ITM — reliable performers.
Place Threats (top-left): boards often but doesn’t win often — good exacta/trifecta angles.
Streaky (bottom-right): wins occasionally, misses the board often — all-or-nothing.
Developing (bottom-left): still finding form — longshot territory. - Reference Lines
- Dashed lines mark field averages. Dots to the right win more; dots higher board more.
- This horse
- Highlighted with a gold border and larger dot.
AI Model Comparison
- Winner Models (green)
- LGBM, CatBoost, and XGBoost trained to predict race winners. Higher score = stronger contender.
- Longshot Models (red)
- LGBM-LS, CatBoost-LS, and XGB-LS trained to find high-value longshots. Higher score = stronger longshot candidate.
- This horse
- Highlighted with a darker column background.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | A | A |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | D | A |
| Early Pace | F | D |
| Mid Pace | F | D |
| Late Pace | A | A |
| Finish Pos | A | A |
| Dirt Speed | D | F |
| Turf Speed | D | A |
| Distance Speed | F | F |
| Trainer Effectiveness | F | D |
| Jockey Effectiveness | B | B |
| 3rd Party Ratings | A | A |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | D | A |
| Early Pace | F | D |
| Mid Pace | D | C |
| Late Pace | A | A |
| Sprint FPS | F | F |
| Route FPS | F | F |
| Trainer Effectiveness | F | D |
| Jockey Effectiveness | B | B |
| 3rd Party Ratings | A | A |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | F | B |
| Early Pace | F | D |
| Mid Pace | F | D |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:(1) Returning from 62-day layoff with a recent workout. (2) Significantly better on off tracks (off: 88 vs fast: 77). (3) Hot jockey — high ITM rate (44%). (4) Has a bullet work (fastest at track that day) — sharp conditioning signal. (5) Early pace significantly above field median (E1: 91 vs field 82). (6) Closer/presser in a race with pace pressure — ideal race setup for late runners. (7) Has won at today's distance (1760 yds) within the last 10 starts — proven ability at this trip. (8) Returning from 62-day layoff with a bullet workout — trainer signaling extra readiness for today's spot. (9) Had documented trouble last race (codes: ['L', 'S', 'V']) yet still finished 4th — a clean trip today sets up a form reversal. (10) Averages 87.4 speed pts in today's distance/surface configuration vs 78.8 in other configs (5 qualifying starts) — returning to ideal setup. (11) Pick Pony Daily Edge Radar pick — value score 9/10 — angles: Off-Track Preference, Sharp Return Workout, Early Speed Edge, Hot Jockey, Troubled Trip Comeback, Closer in Pace Duel, Won at This Distance, Return to Proven Setup, Bullet Workout.
⚠ Concerns:(1) Has not raced in 62 days. (2) Switching from dirt to turf today. (3) Trip note from last race: Swerve 7p5/16;willngly. (4) Outside post (14) in a large field of 16 horses. (5) Last race was career-best speed (90) — bounce risk after peak effort. (6) Was the betting favorite in the last race but finished off the board.
LGBM: 33 (11/15) CatBoost: 54 (7/15) XGB: 34 (9/15) LGBM-LS: 90 (6/15) CatBoost-LS: 50 (6/15) XGB-LS: 51 (8/15) Win Prob: 25.9% Value Score: 5.1 ★ ML: 12.00 (11/1) Overlay %: 0.78 Fair Odds: 16.07 (15/1) O/U: Fair
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Figure Comparison
- Rating
- The three Pick Pony algorithm ratings (Algo 1, Algo 2, Algo 3) that make up the overall PP AI Rating — higher is a stronger contender rating.
- Speed
- Career average speed, recent 3-race average, and last-race speed figure — spot horses in improving or declining form.
- Pace
- Average Early (E1), Mid (E2), and Stretch (LP) pace figures — reveals pace-setters vs. closers vs. all-the-way types.
- This horse
- The horse whose stats card is open is highlighted with a darker column background.
Winning Profiles
- Axes
- X: Win % from last 10 starts — Y: In-the-money % (top-3 finishes) from last 10 starts.
- Quadrants
- Consistent Winners (top-right): high win & ITM — reliable performers.
Place Threats (top-left): boards often but doesn’t win often — good exacta/trifecta angles.
Streaky (bottom-right): wins occasionally, misses the board often — all-or-nothing.
Developing (bottom-left): still finding form — longshot territory. - Reference Lines
- Dashed lines mark field averages. Dots to the right win more; dots higher board more.
- This horse
- Highlighted with a gold border and larger dot.
AI Model Comparison
- Winner Models (green)
- LGBM, CatBoost, and XGBoost trained to predict race winners. Higher score = stronger contender.
- Longshot Models (red)
- LGBM-LS, CatBoost-LS, and XGB-LS trained to find high-value longshots. Higher score = stronger longshot candidate.
- This horse
- Highlighted with a darker column background.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | C | C |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | C | A |
| Early Pace | A | A |
| Mid Pace | B | A |
| Late Pace | F | B |
| Finish Pos | F | D |
| Dirt Speed | B | B |
| Turf Speed | C | A |
| Distance Speed | B | A |
| Trainer Effectiveness | D | C |
| Jockey Effectiveness | B | B |
| 3rd Party Ratings | C | A |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | B | A |
| Early Pace | B | A |
| Mid Pace | B | A |
| Late Pace | D | A |
| Sprint FPS | C | C |
| Route FPS | D | C |
| Trainer Effectiveness | D | C |
| Jockey Effectiveness | B | B |
| 3rd Party Ratings | C | A |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | A | A |
| Early Pace | A | A |
| Mid Pace | B | A |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:(1) Returning from 34-day layoff with a recent workout. (2) Hot jockey — high ITM rate (54%). (3) Early pace significantly above field median (E1: 89 vs field 81). (4) Has won at today's distance (1540 yds) within the last 10 starts — proven ability at this trip. (5) Dropping in class ($20,000 vs last $40,000) after a 34-day freshening — trainer setup-for-win angle. (6) Career-best figure (84) buried in races 4–10 back — 20 pts above race median and 9 pts above recent form — market has forgotten the peak effort. (7) Pick Pony Daily Edge Radar pick — value score 8/10 — angles: Class Drop After Rest, Early Speed Edge, Hot Jockey, Won at This Distance, Hidden Figure.
⚠ Concerns:(1) Has not raced in 34 days. (2) Consider there will be likely pace pressure in this race - multiple E types entered. (3) Trip note from last race: Chsd;4-2p turn;mvd out. (4) Speed figures are highly erratic over last 5 starts (σ = 13.0 pts: [53, 75, 63, 81, 84]) — unpredictable performer.
LGBM: 55 (5/14) CatBoost: 43 (8/14) XGB: 44 (7/14) LGBM-LS: 100 (2/14) CatBoost-LS: 46 (6/14) XGB-LS: 95 (2/14) Win Prob: 39.3% Value Score: 10.27 ★ ML: 15.00 (14/1) Overlay %: 3.37 Fair Odds: 12.89 (12/1) O/U: Overlay
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Figure Comparison
- Rating
- The three Pick Pony algorithm ratings (Algo 1, Algo 2, Algo 3) that make up the overall PP AI Rating — higher is a stronger contender rating.
- Speed
- Career average speed, recent 3-race average, and last-race speed figure — spot horses in improving or declining form.
- Pace
- Average Early (E1), Mid (E2), and Stretch (LP) pace figures — reveals pace-setters vs. closers vs. all-the-way types.
- This horse
- The horse whose stats card is open is highlighted with a darker column background.
Winning Profiles
- Axes
- X: Win % from last 10 starts — Y: In-the-money % (top-3 finishes) from last 10 starts.
- Quadrants
- Consistent Winners (top-right): high win & ITM — reliable performers.
Place Threats (top-left): boards often but doesn’t win often — good exacta/trifecta angles.
Streaky (bottom-right): wins occasionally, misses the board often — all-or-nothing.
Developing (bottom-left): still finding form — longshot territory. - Reference Lines
- Dashed lines mark field averages. Dots to the right win more; dots higher board more.
- This horse
- Highlighted with a gold border and larger dot.
AI Model Comparison
- Winner Models (green)
- LGBM, CatBoost, and XGBoost trained to predict race winners. Higher score = stronger contender.
- Longshot Models (red)
- LGBM-LS, CatBoost-LS, and XGB-LS trained to find high-value longshots. Higher score = stronger longshot candidate.
- This horse
- Highlighted with a darker column background.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | A | C |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | B | C |
| Early Pace | A | A |
| Mid Pace | A | A |
| Late Pace | F | D |
| Finish Pos | B | D |
| Dirt Speed | B | B |
| Turf Speed | F | D |
| Distance Speed | A | A |
| Trainer Effectiveness | B | C |
| Jockey Effectiveness | A | A |
| 3rd Party Ratings | A | B |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | D | D |
| Early Pace | A | A |
| Mid Pace | A | A |
| Late Pace | F | D |
| Sprint FPS | A | A |
| Route FPS | A | A |
| Trainer Effectiveness | B | C |
| Jockey Effectiveness | A | A |
| 3rd Party Ratings | A | B |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | B | D |
| Early Pace | A | A |
| Mid Pace | A | A |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:(1) Returning from 42-day layoff with a recent workout. (2) Dropping in class today ($32,000 → $20,000). (3) Speed average (71) well above field median (64). (4) Hot trainer - high ITM rate (46%). (5) Hot jockey — high ITM rate (48%). (6) 3 workouts in last 30 days — horse appears sharp and fit. (7) Late pace significantly above field median (LP: 76 vs field 70). (8) Closer/presser in a race with pace pressure — ideal race setup for late runners. (9) Has won at today's distance (1540 yds) within the last 10 starts — proven ability at this trip. (10) Dropping in class ($20,000 vs last $32,000) after a 42-day freshening — trainer setup-for-win angle. (11) Career-best figure (78) buried in races 4–10 back — 14 pts above race median and 5 pts above recent form — market has forgotten the peak effort. (12) Pick Pony Daily Edge Radar pick — value score 10/10 — angles: Class Superiority, Class Drop After Rest, Class Drop, Hot Trainer, Hot Jockey, Closer in Pace Duel, Won at This Distance, Hidden Figure, Late Kick Advantage, Sharp Workout Pattern.
⚠ Concerns:(1) Has not raced in 42 days. (2) Moving from a route to a sprint today. (3) Trip note from last race: Rail-3p;cued1/4;evenly. (4) First start at KEE — never raced here before (last seen at: OP, CD).
LGBM: 68 (3/14) CatBoost: 65 (3/14) XGB: 66 (3/14) LGBM-LS: 6 (14/14) CatBoost-LS: 61 (3/14) XGB-LS: 78 (6/14) Win Prob: 45% Value Score: 4.04 ★ ML: 4.50 (7/2) Overlay %: -3.92 Fair Odds: 12.87 (12/1) O/U: Underlay
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Figure Comparison
- Rating
- The three Pick Pony algorithm ratings (Algo 1, Algo 2, Algo 3) that make up the overall PP AI Rating — higher is a stronger contender rating.
- Speed
- Career average speed, recent 3-race average, and last-race speed figure — spot horses in improving or declining form.
- Pace
- Average Early (E1), Mid (E2), and Stretch (LP) pace figures — reveals pace-setters vs. closers vs. all-the-way types.
- This horse
- The horse whose stats card is open is highlighted with a darker column background.
Winning Profiles
- Axes
- X: Win % from last 10 starts — Y: In-the-money % (top-3 finishes) from last 10 starts.
- Quadrants
- Consistent Winners (top-right): high win & ITM — reliable performers.
Place Threats (top-left): boards often but doesn’t win often — good exacta/trifecta angles.
Streaky (bottom-right): wins occasionally, misses the board often — all-or-nothing.
Developing (bottom-left): still finding form — longshot territory. - Reference Lines
- Dashed lines mark field averages. Dots to the right win more; dots higher board more.
- This horse
- Highlighted with a gold border and larger dot.
AI Model Comparison
- Winner Models (green)
- LGBM, CatBoost, and XGBoost trained to predict race winners. Higher score = stronger contender.
- Longshot Models (red)
- LGBM-LS, CatBoost-LS, and XGB-LS trained to find high-value longshots. Higher score = stronger longshot candidate.
- This horse
- Highlighted with a darker column background.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | B | C |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | A | C |
| Early Pace | D | C |
| Mid Pace | C | C |
| Late Pace | A | B |
| Finish Pos | A | B |
| Dirt Speed | B | B |
| Turf Speed | D | C |
| Distance Speed | B | C |
| Trainer Effectiveness | A | B |
| Jockey Effectiveness | A | A |
| 3rd Party Ratings | B | B |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | A | B |
| Early Pace | D | D |
| Mid Pace | C | C |
| Late Pace | C | B |
| Sprint FPS | F | D |
| Route FPS | C | C |
| Trainer Effectiveness | A | B |
| Jockey Effectiveness | A | A |
| 3rd Party Ratings | B | B |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | A | C |
| Early Pace | C | C |
| Mid Pace | B | C |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:(1) Returning from 48-day layoff with a recent workout. (2) Dropping in class today ($30,000 → $20,000). (3) Speed average (73) well above field median (64). (4) Late pace significantly above field median (LP: 78 vs field 70). (5) Closer/presser in a race with pace pressure — ideal race setup for late runners. (6) Strong speed 2 back (78), modest dip last out (69) — form reversal angle, ready to bounce back to top form. (7) Dropping in class ($20,000 vs last $30,000) after a 48-day freshening — trainer setup-for-win angle. (8) Had documented trouble last race (codes: ['B', 'D', 'O', 'S', 'T', 'U']) yet still finished 3rd — a clean trip today sets up a form reversal. (9) Pick Pony Daily Edge Radar pick — value score 10/10 — angles: Class Superiority, Class Drop After Rest, Class Drop, Troubled Trip Comeback, Closer in Pace Duel, Form Reversal, Late Kick Advantage.
⚠ Concerns:(1) Has not raced in 48 days. (2) Poor record at this distance (0 wins from 7 recent starts). (3) Poor record at this track (0 wins from 5 starts). (4) Trip note from last race: Brsh;4-5p;outkckd;stay. (5) Consistently breaks behind post position (3 of last 5 starts). (6) Consistently runs wide at the first call (3 of last 5 starts). (7) 0 wins from 8 starts on dirt in last 10 — repeated failure on today's surface.
LGBM: 44 (8/14) CatBoost: 54 (5/14) XGB: 48 (5/14) LGBM-LS: 82 (5/14) CatBoost-LS: 49 (5/14) XGB-LS: 55 (9/14) Win Prob: 19.7% Value Score: 2.89 ★ ML: 8.00 (7/1) Overlay %: 0.67 Fair Odds: 12.38 (11/1) O/U: Fair
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Figure Comparison
- Rating
- The three Pick Pony algorithm ratings (Algo 1, Algo 2, Algo 3) that make up the overall PP AI Rating — higher is a stronger contender rating.
- Speed
- Career average speed, recent 3-race average, and last-race speed figure — spot horses in improving or declining form.
- Pace
- Average Early (E1), Mid (E2), and Stretch (LP) pace figures — reveals pace-setters vs. closers vs. all-the-way types.
- This horse
- The horse whose stats card is open is highlighted with a darker column background.
Winning Profiles
- Axes
- X: Win % from last 10 starts — Y: In-the-money % (top-3 finishes) from last 10 starts.
- Quadrants
- Consistent Winners (top-right): high win & ITM — reliable performers.
Place Threats (top-left): boards often but doesn’t win often — good exacta/trifecta angles.
Streaky (bottom-right): wins occasionally, misses the board often — all-or-nothing.
Developing (bottom-left): still finding form — longshot territory. - Reference Lines
- Dashed lines mark field averages. Dots to the right win more; dots higher board more.
- This horse
- Highlighted with a gold border and larger dot.
AI Model Comparison
- Winner Models (green)
- LGBM, CatBoost, and XGBoost trained to predict race winners. Higher score = stronger contender.
- Longshot Models (red)
- LGBM-LS, CatBoost-LS, and XGB-LS trained to find high-value longshots. Higher score = stronger longshot candidate.
- This horse
- Highlighted with a darker column background.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | A | B |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | A | B |
| Early Pace | D | C |
| Mid Pace | C | C |
| Late Pace | A | B |
| Finish Pos | A | C |
| Dirt Speed | A | A |
| Turf Speed | A | A |
| Distance Speed | A | C |
| Trainer Effectiveness | C | C |
| Jockey Effectiveness | F | D |
| 3rd Party Ratings | A | B |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | A | B |
| Early Pace | C | D |
| Mid Pace | C | C |
| Late Pace | A | B |
| Sprint FPS | B | C |
| Route FPS | A | B |
| Trainer Effectiveness | C | C |
| Jockey Effectiveness | F | D |
| 3rd Party Ratings | A | B |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | A | B |
| Early Pace | F | D |
| Mid Pace | C | C |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:(1) Dropping in class today ($30,000 → $20,000). (2) Closer/presser in a race with pace pressure — ideal race setup for late runners. (3) Has won at today's distance (1540 yds) within the last 10 starts — proven ability at this trip. (4) Pick Pony Daily Edge Radar pick — value score 6/10 — angles: Class Drop, Closer in Pace Duel, Won at This Distance.
⚠ Concerns:(1) Finish positions worsening over last 4 starts. (2) Unproven on dirt surface (2 starts). (3) Trip note from last race: Tracked 4p; no threat. (4) Speed figures are highly erratic over last 5 starts (σ = 28.1 pts: [70, 76, 80, 71, 12]) — unpredictable performer. (5) First start at KEE — never raced here before (last seen at: TP, CNL).
LGBM: 26 (11/14) CatBoost: 32 (10/14) XGB: 36 (8/14) LGBM-LS: 76 (6/14) CatBoost-LS: 32 (10/14) XGB-LS: 53 (11/14) Win Prob: 21% Value Score: 5.49 ★ ML: 15.00 (14/1) Overlay %: 2.71 Fair Odds: 14.29 (13/1) O/U: Overlay
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Figure Comparison
- Rating
- The three Pick Pony algorithm ratings (Algo 1, Algo 2, Algo 3) that make up the overall PP AI Rating — higher is a stronger contender rating.
- Speed
- Career average speed, recent 3-race average, and last-race speed figure — spot horses in improving or declining form.
- Pace
- Average Early (E1), Mid (E2), and Stretch (LP) pace figures — reveals pace-setters vs. closers vs. all-the-way types.
- This horse
- The horse whose stats card is open is highlighted with a darker column background.
Winning Profiles
- Axes
- X: Win % from last 10 starts — Y: In-the-money % (top-3 finishes) from last 10 starts.
- Quadrants
- Consistent Winners (top-right): high win & ITM — reliable performers.
Place Threats (top-left): boards often but doesn’t win often — good exacta/trifecta angles.
Streaky (bottom-right): wins occasionally, misses the board often — all-or-nothing.
Developing (bottom-left): still finding form — longshot territory. - Reference Lines
- Dashed lines mark field averages. Dots to the right win more; dots higher board more.
- This horse
- Highlighted with a gold border and larger dot.
AI Model Comparison
- Winner Models (green)
- LGBM, CatBoost, and XGBoost trained to predict race winners. Higher score = stronger contender.
- Longshot Models (red)
- LGBM-LS, CatBoost-LS, and XGB-LS trained to find high-value longshots. Higher score = stronger longshot candidate.
- This horse
- Highlighted with a darker column background.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | C | D |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | D | D |
| Early Pace | B | C |
| Mid Pace | C | C |
| Late Pace | D | D |
| Finish Pos | C | D |
| Dirt Speed | F | F |
| Turf Speed | A | A |
| Distance Speed | D | F |
| Trainer Effectiveness | F | F |
| Jockey Effectiveness | C | C |
| 3rd Party Ratings | B | B |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | A | B |
| Early Pace | C | C |
| Mid Pace | B | C |
| Late Pace | A | B |
| Sprint FPS | C | C |
| Route FPS | A | B |
| Trainer Effectiveness | F | F |
| Jockey Effectiveness | C | C |
| 3rd Party Ratings | B | B |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | D | D |
| Early Pace | D | D |
| Mid Pace | C | C |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:(1) Returning from 33-day layoff with a recent workout. (2) Speed average (76) well above field median (64). (3) Hot trainer - high ITM rate (48%). (4) Early pace significantly above field median (E1: 91 vs field 81). (5) Late pace significantly above field median (LP: 76 vs field 70). (6) Has won at today's distance (1540 yds) within the last 10 starts — proven ability at this trip. (7) Career-best figure (85) buried in races 4–10 back — 21 pts above race median and 15 pts above recent form — market has forgotten the peak effort. (8) Had documented trouble last race (codes: ['D', 'O', 'V']) yet still finished 4th — a clean trip today sets up a form reversal. (9) Pick Pony Daily Edge Radar pick — value score 9/10 — angles: Class Superiority, Hot Trainer, Early Speed Edge, Troubled Trip Comeback, Won at This Distance, Hidden Figure, Late Kick Advantage.
⚠ Concerns:(1) Has not raced in 33 days. (2) Consider there will be likely pace pressure in this race - multiple E types entered. (3) Trip note from last race: Vied2w;needed more. (4) Outside post (9) in a large field of 15 horses. (5) Post 9 in a 15-horse dirt sprint — wide draw forces extra ground and a difficult first-turn path. (6) Speed figures are highly erratic over last 5 starts (σ = 8.8 pts: [70, 66, 70, 85, 84]) — unpredictable performer. (7) First start at KEE — never raced here before (last seen at: HOU).
LGBM: 96 (2/14) CatBoost: 79 (2/14) XGB: 86 (2/14) LGBM-LS: 10 (13/14) CatBoost-LS: 82 (2/14) XGB-LS: 79 (5/14) Win Prob: 57.9% Value Score: 4.26 ★ ML: 3.50 (5/2) Overlay %: -4.47 Fair Odds: 9.95 (9/1) O/U: Underlay
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Figure Comparison
- Rating
- The three Pick Pony algorithm ratings (Algo 1, Algo 2, Algo 3) that make up the overall PP AI Rating — higher is a stronger contender rating.
- Speed
- Career average speed, recent 3-race average, and last-race speed figure — spot horses in improving or declining form.
- Pace
- Average Early (E1), Mid (E2), and Stretch (LP) pace figures — reveals pace-setters vs. closers vs. all-the-way types.
- This horse
- The horse whose stats card is open is highlighted with a darker column background.
Winning Profiles
- Axes
- X: Win % from last 10 starts — Y: In-the-money % (top-3 finishes) from last 10 starts.
- Quadrants
- Consistent Winners (top-right): high win & ITM — reliable performers.
Place Threats (top-left): boards often but doesn’t win often — good exacta/trifecta angles.
Streaky (bottom-right): wins occasionally, misses the board often — all-or-nothing.
Developing (bottom-left): still finding form — longshot territory. - Reference Lines
- Dashed lines mark field averages. Dots to the right win more; dots higher board more.
- This horse
- Highlighted with a gold border and larger dot.
AI Model Comparison
- Winner Models (green)
- LGBM, CatBoost, and XGBoost trained to predict race winners. Higher score = stronger contender.
- Longshot Models (red)
- LGBM-LS, CatBoost-LS, and XGB-LS trained to find high-value longshots. Higher score = stronger longshot candidate.
- This horse
- Highlighted with a darker column background.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | A | B |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | A | B |
| Early Pace | A | A |
| Mid Pace | A | A |
| Late Pace | B | B |
| Finish Pos | A | B |
| Dirt Speed | A | A |
| Turf Speed | F | D |
| Distance Speed | D | F |
| Trainer Effectiveness | A | B |
| Jockey Effectiveness | B | C |
| 3rd Party Ratings | A | B |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | B | C |
| Early Pace | A | A |
| Mid Pace | A | A |
| Late Pace | D | D |
| Sprint FPS | A | A |
| Route FPS | A | A |
| Trainer Effectiveness | A | B |
| Jockey Effectiveness | B | C |
| 3rd Party Ratings | A | B |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | A | B |
| Early Pace | A | A |
| Mid Pace | A | A |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:(1) Big last-race effort (76) — 12 pts above recent average. (2) Late pace significantly above field median (LP: 76 vs field 70). (3) Closer/presser in a race with pace pressure — ideal race setup for late runners. (4) Has won at today's distance (1540 yds) within the last 10 starts — proven ability at this trip. (5) Carries 6 lbs less than field median (118 lbs vs median 124 lbs). (6) Speed improved +13 pts then +5 pts in last 2 starts (58 → 71 → 76) — trainer is progressively building fitness. (7) Had documented trouble last race (codes: ['B', 'D', 'L', 'S', 'U']) yet still finished 2nd — a clean trip today sets up a form reversal. (8) Averages 69.0 speed pts in today's distance/surface configuration vs 59.4 in other configs (4 qualifying starts) — returning to ideal setup. (9) Pick Pony Daily Edge Radar pick — value score 9/10 — angles: Big Last Effort, Form Surge, Troubled Trip Comeback, Closer in Pace Duel, Won at This Distance, Return to Proven Setup, Late Kick Advantage, Weight Advantage.
⚠ Concerns:(1) Rising in class today ($15,000 → $20,000). (2) Was claimed from its most recent race - new connections. (3) Trip note from last race: Ins;3-4p upr;rally;bid. (4) Outside post (11) in a large field of 15 horses. (5) Last race was career-best speed (76) — bounce risk after peak effort. (6) Post 11 in a 15-horse dirt sprint — wide draw forces extra ground and a difficult first-turn path. (7) First start at KEE — never raced here before (last seen at: TP). (8) Two consecutive 5+ pt speed jumps (58 → 71 → 76) and last race speed is well above career average (64) — high bounce risk after back-to-back peak efforts.
LGBM: 37 (9/14) CatBoost: 45 (7/14) XGB: 34 (10/14) LGBM-LS: 87 (3/14) CatBoost-LS: 43 (8/14) XGB-LS: 85 (3/14) Win Prob: 21.2% Value Score: 3.81 ★ ML: 10.00 (9/1) Overlay %: 0.96 Fair Odds: 14.32 (13/1) O/U: Fair
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Figure Comparison
- Rating
- The three Pick Pony algorithm ratings (Algo 1, Algo 2, Algo 3) that make up the overall PP AI Rating — higher is a stronger contender rating.
- Speed
- Career average speed, recent 3-race average, and last-race speed figure — spot horses in improving or declining form.
- Pace
- Average Early (E1), Mid (E2), and Stretch (LP) pace figures — reveals pace-setters vs. closers vs. all-the-way types.
- This horse
- The horse whose stats card is open is highlighted with a darker column background.
Winning Profiles
- Axes
- X: Win % from last 10 starts — Y: In-the-money % (top-3 finishes) from last 10 starts.
- Quadrants
- Consistent Winners (top-right): high win & ITM — reliable performers.
Place Threats (top-left): boards often but doesn’t win often — good exacta/trifecta angles.
Streaky (bottom-right): wins occasionally, misses the board often — all-or-nothing.
Developing (bottom-left): still finding form — longshot territory. - Reference Lines
- Dashed lines mark field averages. Dots to the right win more; dots higher board more.
- This horse
- Highlighted with a gold border and larger dot.
AI Model Comparison
- Winner Models (green)
- LGBM, CatBoost, and XGBoost trained to predict race winners. Higher score = stronger contender.
- Longshot Models (red)
- LGBM-LS, CatBoost-LS, and XGB-LS trained to find high-value longshots. Higher score = stronger longshot candidate.
- This horse
- Highlighted with a darker column background.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | B | D |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | C | D |
| Early Pace | F | D |
| Mid Pace | F | D |
| Late Pace | A | B |
| Finish Pos | C | F |
| Dirt Speed | D | D |
| Turf Speed | B | B |
| Distance Speed | D | F |
| Trainer Effectiveness | C | C |
| Jockey Effectiveness | C | C |
| 3rd Party Ratings | C | B |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | C | C |
| Early Pace | F | D |
| Mid Pace | F | D |
| Late Pace | B | B |
| Sprint FPS | D | D |
| Route FPS | D | D |
| Trainer Effectiveness | C | C |
| Jockey Effectiveness | C | C |
| 3rd Party Ratings | C | B |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | C | D |
| Early Pace | D | D |
| Mid Pace | F | D |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:(1) Speed average (76) well above field median (64). (2) Hot trainer - high ITM rate (44%). (3) Hot jockey — high ITM rate (44%). (4) Has a bullet work (fastest at track that day) — sharp conditioning signal. (5) Early pace significantly above field median (E1: 85 vs field 81). (6) Late pace significantly above field median (LP: 76 vs field 70). (7) Fourth race back from a 83-day layoff — often the peak fitness race. (8) Has won at today's distance (1540 yds) within the last 10 starts — proven ability at this trip. (9) Had documented trouble last race (codes: ['D', 'L', 'O', 'S', 'T', 'U']) yet still finished 3rd — a clean trip today sets up a form reversal. (10) Averages 79.2 speed pts in today's distance/surface configuration vs 70.0 in other configs (6 qualifying starts) — returning to ideal setup. (11) Pick Pony Daily Edge Radar pick — value score 10/10 — angles: Class Superiority, Late Kick Advantage, Hot Trainer, Hot Jockey, Early Speed Edge, Troubled Trip Comeback, Won at This Distance, Return to Proven Setup, Bullet Workout, Classic Fourth Race Pattern.
⚠ Concerns:(1) Consider there will be likely pace pressure in this race - multiple E types entered. (2) Trip note from last race: Outside;3p;late gain. (3) Outside post (12) in a large field of 15 horses. (4) Post 12 in a 15-horse dirt sprint — wide draw forces extra ground and a difficult first-turn path. (5) Speed figures are highly erratic over last 5 starts (σ = 9.3 pts: [78, 69, 88, 88, 70]) — unpredictable performer.
LGBM: 100 (1/14) CatBoost: 100 (1/14) XGB: 100 (1/14) LGBM-LS: 100 (1/14) CatBoost-LS: 100 (1/14) XGB-LS: 74 (7/14) Win Prob: 69% Value Score: 3.38 ★ ML: 2.00 (9/5) Overlay %: -10.96 Fair Odds: 9.58 (9/1) O/U: Underlay
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Figure Comparison
- Rating
- The three Pick Pony algorithm ratings (Algo 1, Algo 2, Algo 3) that make up the overall PP AI Rating — higher is a stronger contender rating.
- Speed
- Career average speed, recent 3-race average, and last-race speed figure — spot horses in improving or declining form.
- Pace
- Average Early (E1), Mid (E2), and Stretch (LP) pace figures — reveals pace-setters vs. closers vs. all-the-way types.
- This horse
- The horse whose stats card is open is highlighted with a darker column background.
Winning Profiles
- Axes
- X: Win % from last 10 starts — Y: In-the-money % (top-3 finishes) from last 10 starts.
- Quadrants
- Consistent Winners (top-right): high win & ITM — reliable performers.
Place Threats (top-left): boards often but doesn’t win often — good exacta/trifecta angles.
Streaky (bottom-right): wins occasionally, misses the board often — all-or-nothing.
Developing (bottom-left): still finding form — longshot territory. - Reference Lines
- Dashed lines mark field averages. Dots to the right win more; dots higher board more.
- This horse
- Highlighted with a gold border and larger dot.
AI Model Comparison
- Winner Models (green)
- LGBM, CatBoost, and XGBoost trained to predict race winners. Higher score = stronger contender.
- Longshot Models (red)
- LGBM-LS, CatBoost-LS, and XGB-LS trained to find high-value longshots. Higher score = stronger longshot candidate.
- This horse
- Highlighted with a darker column background.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | A | B |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | A | B |
| Early Pace | B | B |
| Mid Pace | A | A |
| Late Pace | A | B |
| Finish Pos | B | C |
| Dirt Speed | A | A |
| Turf Speed | A | B |
| Distance Speed | A | C |
| Trainer Effectiveness | B | B |
| Jockey Effectiveness | B | B |
| 3rd Party Ratings | A | A |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | A | B |
| Early Pace | A | A |
| Mid Pace | A | A |
| Late Pace | C | B |
| Sprint FPS | A | B |
| Route FPS | B | B |
| Trainer Effectiveness | B | B |
| Jockey Effectiveness | B | B |
| 3rd Party Ratings | A | A |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | A | B |
| Early Pace | A | B |
| Mid Pace | A | B |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:(1) Hot jockey — high ITM rate (48%). (2) Closer/presser in a race with pace pressure — ideal race setup for late runners. (3) Fourth race back from a 98-day layoff — often the peak fitness race. (4) Has won at today's distance (1540 yds) within the last 10 starts — proven ability at this trip. (5) Had documented trouble last race (codes: ['L', 'O', 'T', 'U']) yet still finished 2nd — a clean trip today sets up a form reversal. (6) Pick Pony Daily Edge Radar pick — value score 6/10 — angles: Hot Jockey, Troubled Trip Comeback, Closer in Pace Duel, Won at This Distance, Classic Fourth Race Pattern.
⚠ Concerns:(1) Trip note from last race: 3p;angle5p upr;kept on. (2) Outside post (13) in a large field of 15 horses. (3) Post 13 in a 15-horse dirt sprint — wide draw forces extra ground and a difficult first-turn path.
LGBM: 48 (7/14) CatBoost: 38 (9/14) XGB: 46 (6/14) LGBM-LS: 73 (7/14) CatBoost-LS: 35 (9/14) XGB-LS: 100 (1/14) Win Prob: 19.2% Value Score: 3.44 ★ ML: 10.00 (9/1) Overlay %: 0.96 Fair Odds: 14.32 (13/1) O/U: Fair
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Figure Comparison
- Rating
- The three Pick Pony algorithm ratings (Algo 1, Algo 2, Algo 3) that make up the overall PP AI Rating — higher is a stronger contender rating.
- Speed
- Career average speed, recent 3-race average, and last-race speed figure — spot horses in improving or declining form.
- Pace
- Average Early (E1), Mid (E2), and Stretch (LP) pace figures — reveals pace-setters vs. closers vs. all-the-way types.
- This horse
- The horse whose stats card is open is highlighted with a darker column background.
Winning Profiles
- Axes
- X: Win % from last 10 starts — Y: In-the-money % (top-3 finishes) from last 10 starts.
- Quadrants
- Consistent Winners (top-right): high win & ITM — reliable performers.
Place Threats (top-left): boards often but doesn’t win often — good exacta/trifecta angles.
Streaky (bottom-right): wins occasionally, misses the board often — all-or-nothing.
Developing (bottom-left): still finding form — longshot territory. - Reference Lines
- Dashed lines mark field averages. Dots to the right win more; dots higher board more.
- This horse
- Highlighted with a gold border and larger dot.
AI Model Comparison
- Winner Models (green)
- LGBM, CatBoost, and XGBoost trained to predict race winners. Higher score = stronger contender.
- Longshot Models (red)
- LGBM-LS, CatBoost-LS, and XGB-LS trained to find high-value longshots. Higher score = stronger longshot candidate.
- This horse
- Highlighted with a darker column background.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | D | D |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | C | D |
| Early Pace | C | C |
| Mid Pace | B | C |
| Late Pace | D | D |
| Finish Pos | D | F |
| Dirt Speed | C | B |
| Turf Speed | B | B |
| Distance Speed | A | C |
| Trainer Effectiveness | D | D |
| Jockey Effectiveness | A | A |
| 3rd Party Ratings | D | C |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | C | C |
| Early Pace | B | C |
| Mid Pace | B | C |
| Late Pace | B | B |
| Sprint FPS | C | C |
| Route FPS | D | C |
| Trainer Effectiveness | D | D |
| Jockey Effectiveness | A | A |
| 3rd Party Ratings | D | C |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | C | D |
| Early Pace | B | C |
| Mid Pace | C | C |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:(1) Closer/presser in a race with pace pressure — ideal race setup for late runners. (2) One gate workout in recent training — sharpness signal from the gate. (3) Has won at today's distance (1540 yds) within the last 10 starts — proven ability at this trip. (4) Carries 6 lbs less than field median (118 lbs vs median 124 lbs). (5) Pick Pony Daily Edge Radar pick — value score 5/10 — angles: Closer in Pace Duel, Won at This Distance, Sharp Gate Work, Weight Advantage.
⚠ Concerns:(1) Trip note from last race: Off slow;5p;outrun. (2) Outside post (15) in a large field of 15 horses. (3) Post 15 in a 15-horse dirt sprint — wide draw forces extra ground and a difficult first-turn path.
LGBM: 61 (4/14) CatBoost: 57 (4/14) XGB: 65 (4/14) LGBM-LS: 0 CatBoost-LS: 53 (4/14) XGB-LS: 67 (8/14) Win Prob: 30.3% Value Score: 3.47 ★ ML: 6.00 (11/2) Overlay %: -1.92 Fair Odds: 13.66 (13/1) O/U: Underlay
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Figure Comparison
- Rating
- The three Pick Pony algorithm ratings (Algo 1, Algo 2, Algo 3) that make up the overall PP AI Rating — higher is a stronger contender rating.
- Speed
- Career average speed, recent 3-race average, and last-race speed figure — spot horses in improving or declining form.
- Pace
- Average Early (E1), Mid (E2), and Stretch (LP) pace figures — reveals pace-setters vs. closers vs. all-the-way types.
- This horse
- The horse whose stats card is open is highlighted with a darker column background.
Winning Profiles
- Axes
- X: Win % from last 10 starts — Y: In-the-money % (top-3 finishes) from last 10 starts.
- Quadrants
- Consistent Winners (top-right): high win & ITM — reliable performers.
Place Threats (top-left): boards often but doesn’t win often — good exacta/trifecta angles.
Streaky (bottom-right): wins occasionally, misses the board often — all-or-nothing.
Developing (bottom-left): still finding form — longshot territory. - Reference Lines
- Dashed lines mark field averages. Dots to the right win more; dots higher board more.
- This horse
- Highlighted with a gold border and larger dot.
AI Model Comparison
- Winner Models (green)
- LGBM, CatBoost, and XGBoost trained to predict race winners. Higher score = stronger contender.
- Longshot Models (red)
- LGBM-LS, CatBoost-LS, and XGB-LS trained to find high-value longshots. Higher score = stronger longshot candidate.
- This horse
- Highlighted with a darker column background.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | B | D |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | C | D |
| Early Pace | D | D |
| Mid Pace | D | C |
| Late Pace | B | C |
| Finish Pos | C | D |
| Dirt Speed | C | B |
| Turf Speed | C | C |
| Distance Speed | B | C |
| Trainer Effectiveness | D | D |
| Jockey Effectiveness | D | D |
| 3rd Party Ratings | C | C |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | B | C |
| Early Pace | B | C |
| Mid Pace | D | C |
| Late Pace | A | A |
| Sprint FPS | D | D |
| Route FPS | D | D |
| Trainer Effectiveness | D | D |
| Jockey Effectiveness | D | D |
| 3rd Party Ratings | C | C |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | C | D |
| Early Pace | D | C |
| Mid Pace | D | C |
| Late Pace | C | C |
TL;DR
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Pick Pony's AI picks work best when used with our Past Performance reports to enhance your handicapping and are especially effective for identifying potential longshot selections. You can purchase custom Past Performance reports through one of our subscription options. Learn more about Pick Pony's Past Performance reports here. We also provide handpicked Expert Picks from Pick Pony's analysts.
Remember: Our AI models trend towards value. When deciding whether to bet a horse to win, place, or show, always look for value in the odds (read our article on betting and odds for more information).
| Race 1 | |
| Win: | 1 – Baytown Nora (15/1) |
| Place: | 2 – Crossfire (9/2) |
| Show: | 3 – Gates Of Eden (20/1) |
| Other contenders: | 4 – Uncle With Money (12/1), 5 – Skara Brae (6/5), 6 – Mr. Fete (8/1) |
| Race 2 | |
| Win: | 15 – Gus's Gal (7/2) |
| Place: | 9 – Hylla (8/1) |
| Show: | 16 – Queen Mckinzie (4/1) |
| Other contenders: | 14 – Lexico (6/1), 5 – Sharing Wisdom (3/1), 11 – Click (9/2), 2 – Safe Space (6/1), 13 – Dodecahedron (12/1) |
| Race 3 | |
| Win: | 1 – Ma Rae's Girl (4/1) |
| Place: | 7 – Flame Dancer (9/5) |
| Show: | 8 – Sweet Scorecard (5/2) |
| Other contenders: | 3 – Mom's Cheesecake (6/1), 9 – Viral Plane Lady (20/1), 4 – Ashkenazi (30/1) |
| Race 4 | |
| Win: | 3 – Amberglen (4/1) |
| Place: | 5 – Trust Account (3/1) |
| Show: | 4 – Tideoftime (5/1) |
| Other contenders: | 8 – White Smoke (6/1), 9 – Luster (8/1), 2 – Backgammon (8/1) |
| Race 5 | |
| Win: | 6 – Mr. Miracle (5/2) |
| Place: | 8 – Royal Crescent (3/1) |
| Show: | 5 – Hickman Creek (4/1) |
| Other contenders: | 1 – Maginnesontap (8/1), 4 – Spartacus (6/1), 2 – Fourth Dimension (9/2) |
| Race 6 | |
| Win: | 7 – Kokomotion (7/5) |
| Place: | 4 – East Jabip (6/1) |
| Show: | 10 – Soloist (6/1) |
| Other contenders: | 1 – May Gray (9/2), 3 – Petronella (8/1), 6 – Three To G (5/1) |
| Race 7 | |
| Win: | 3 – Majestical (9/5) |
| Place: | 1 – Call Me Precious (7/2) |
| Show: | 2 – Market Chill (9/2) |
| Other contenders: | 5 – Go To Girl (5/2), 6 – Queenstown (6/1) |
| Race 8 | |
| Win: | 9 – Mcravin (4/1) |
| Place: | 6 – Reagan's Wit (6/1) |
| Show: | 2 – Risk Tolerance (3/1) |
| Other contenders: | 8 – Mountain Bear (8/1), 5 – Clever Again (8/1), 4 – Fond Farewell (10/1), 3 – Simulate (12/1), 14 – Joejoe Go (12/1) |
| Race 9 | |
| Win: | 9 – Haleakala (7/2) |
| Place: | 12 – Merry Madison (2/1) |
| Show: | 5 – Mustang Lady (8/1) |
| Other contenders: | 1 – Formaggio (15/1), 2 – Onmywaytosavthday (9/2), 11 – But Seriously (10/1), 15 – Authentic Angel (6/1), 6 – Rhaenys (15/1) |
| AI Weight Settings |
| Speed: 21, FPS: 5, FPS Midpoint: 78, FPS Late: 5, Pace Last 3: 5, Pace Last Race: 5, Early Pace: 24, Mid Pace: 24, Late Pace: 88, Post Position: 26, PPPP Rating: 54, Average Finish: 5, Days Since Last Race: 25, Jockey: 10, Trainer: 20, Track Bias: 20, Morning Line: 9, Pedigree: 5, Works: 80, Weight: 86, Medications: 90, Weather: 17, Race Trouble: 61, Last Race: 1, Last Three Races: 51, All Races: 5, Best Race: 57, Proprietary AI: 10, |
| Race 1 | |
| Win: | 1 – Baytown Nora (15/1) |
| Place: | 2 – Crossfire (9/2) |
| Show: | 3 – Gates Of Eden (20/1) |
| Other contenders: | 4 – Uncle With Money (12/1), 5 – Skara Brae (6/5), 6 – Mr. Fete (8/1) |
| Race 2 | |
| Win: | 15 – Gus's Gal (7/2) |
| Place: | 9 – Hylla (8/1) |
| Show: | 16 – Queen Mckinzie (4/1) |
| Other contenders: | 14 – Lexico (6/1), 11 – Click (9/2), 13 – Dodecahedron (12/1), 5 – Sharing Wisdom (3/1), 3 – Sea Zest (4/1) |
| Race 3 | |
| Win: | 7 – Flame Dancer (9/5) |
| Place: | 8 – Sweet Scorecard (5/2) |
| Show: | 1 – Ma Rae's Girl (4/1) |
| Other contenders: | 3 – Mom's Cheesecake (6/1), 6 – Danzig's Dora (8/1), 9 – Viral Plane Lady (20/1) |
| Race 4 | |
| Win: | 5 – Trust Account (3/1) |
| Place: | 4 – Tideoftime (5/1) |
| Show: | 3 – Amberglen (4/1) |
| Other contenders: | 8 – White Smoke (6/1), 9 – Luster (8/1), 1 – Callmeyourmajesty (10/1) |
| Race 5 | |
| Win: | 6 – Mr. Miracle (5/2) |
| Place: | 8 – Royal Crescent (3/1) |
| Show: | 5 – Hickman Creek (4/1) |
| Other contenders: | 2 – Fourth Dimension (9/2), 1 – Maginnesontap (8/1), 4 – Spartacus (6/1) |
| Race 6 | |
| Win: | 7 – Kokomotion (7/5) |
| Place: | 10 – Soloist (6/1) |
| Show: | 4 – East Jabip (6/1) |
| Other contenders: | 1 – May Gray (9/2), 3 – Petronella (8/1), 6 – Three To G (5/1) |
| Race 7 | |
| Win: | 3 – Majestical (9/5) |
| Place: | 1 – Call Me Precious (7/2) |
| Show: | 2 – Market Chill (9/2) |
| Other contenders: | 5 – Go To Girl (5/2), 6 – Queenstown (6/1) |
| Race 8 | |
| Win: | 6 – Reagan's Wit (6/1) |
| Place: | 2 – Risk Tolerance (3/1) |
| Show: | 8 – Mountain Bear (8/1) |
| Other contenders: | 5 – Clever Again (8/1), 9 – Mcravin (4/1), 4 – Fond Farewell (10/1), 3 – Simulate (12/1), 1 – Smokey Smokey (15/1) |
| Race 9 | |
| Win: | 12 – Merry Madison (2/1) |
| Place: | 9 – Haleakala (7/2) |
| Show: | 5 – Mustang Lady (8/1) |
| Other contenders: | 1 – Formaggio (15/1), 2 – Onmywaytosavthday (9/2), 11 – But Seriously (10/1), 15 – Authentic Angel (6/1), 13 – Brave Samantha (10/1) |
| AI Weight Settings |
| Speed: 19, FPS: 76, FPS Midpoint: 27, FPS Late: 2, Pace Last 3: 19, Pace Last Race: 3, Early Pace: 41, Mid Pace: 38, Late Pace: 97, Post Position: 19, PPPP Rating: 11, Average Finish: 2, Days Since Last Race: 26, Jockey: 7, Trainer: 21, Track Bias: 26, Morning Line: 19, Pedigree: 23, Works: 21, Weight: 94, Medications: 63, Weather: 27, Race Trouble: 17, Last Race: 2, Last Three Races: 76, All Races: 76, Best Race: 18, Proprietary AI: 4, |
| Race 1 | |
| Win: | 1 – Baytown Nora (15/1) |
| Place: | 2 – Crossfire (9/2) |
| Show: | 3 – Gates Of Eden (20/1) |
| Other contenders: | 4 – Uncle With Money (12/1), 5 – Skara Brae (6/5), 6 – Mr. Fete (8/1) |
| Race 2 | |
| Win: | 9 – Hylla (8/1) |
| Place: | 15 – Gus's Gal (7/2) |
| Show: | 16 – Queen Mckinzie (4/1) |
| Other contenders: | 11 – Click (9/2), 3 – Sea Zest (4/1), 5 – Sharing Wisdom (3/1), 14 – Lexico (6/1), 13 – Dodecahedron (12/1) |
| Race 3 | |
| Win: | 7 – Flame Dancer (9/5) |
| Place: | 8 – Sweet Scorecard (5/2) |
| Show: | 1 – Ma Rae's Girl (4/1) |
| Other contenders: | 3 – Mom's Cheesecake (6/1), 6 – Danzig's Dora (8/1), 9 – Viral Plane Lady (20/1) |
| Race 4 | |
| Win: | 4 – Tideoftime (5/1) |
| Place: | 5 – Trust Account (3/1) |
| Show: | 3 – Amberglen (4/1) |
| Other contenders: | 8 – White Smoke (6/1), 9 – Luster (8/1), 2 – Backgammon (8/1) |
| Race 5 | |
| Win: | 8 – Royal Crescent (3/1) |
| Place: | 6 – Mr. Miracle (5/2) |
| Show: | 5 – Hickman Creek (4/1) |
| Other contenders: | 4 – Spartacus (6/1), 2 – Fourth Dimension (9/2), 1 – Maginnesontap (8/1) |
| Race 6 | |
| Win: | 7 – Kokomotion (7/5) |
| Place: | 1 – May Gray (9/2) |
| Show: | 6 – Three To G (5/1) |
| Other contenders: | 10 – Soloist (6/1), 4 – East Jabip (6/1), 5 – Rhythm Lady (10/1) |
| Race 7 | |
| Win: | 1 – Call Me Precious (7/2) |
| Place: | 3 – Majestical (9/5) |
| Show: | 5 – Go To Girl (5/2) |
| Other contenders: | 2 – Market Chill (9/2), 6 – Queenstown (6/1) |
| Race 8 | |
| Win: | 9 – Mcravin (4/1) |
| Place: | 2 – Risk Tolerance (3/1) |
| Show: | 6 – Reagan's Wit (6/1) |
| Other contenders: | 8 – Mountain Bear (8/1), 1 – Smokey Smokey (15/1), 7 – Pineland (20/1), 4 – Fond Farewell (10/1), 5 – Clever Again (8/1) |
| Race 9 | |
| Win: | 12 – Merry Madison (2/1) |
| Place: | 9 – Haleakala (7/2) |
| Show: | 2 – Onmywaytosavthday (9/2) |
| Other contenders: | 1 – Formaggio (15/1), 5 – Mustang Lady (8/1), 15 – Authentic Angel (6/1), 13 – Brave Samantha (10/1), 6 – Rhaenys (15/1) |
| AI Weight Settings |
| Speed: 1, FPS: 96, FPS Midpoint: 50, FPS Late: 1, Pace Last 3: 1, Pace Last Race: 1, Early Pace: 50, Mid Pace: 50, Late Pace: 50, Post Position: 2, PPPP Rating: 1, Average Finish: 25, Days Since Last Race: 11, Jockey: 1, Trainer: 1, Track Bias: 20, Morning Line: 1, Pedigree: 1, Works: 1, Weight: 50, Medications: 50, Weather: 27, Race Trouble: 50, Last Race: 1, Last Three Races: 1, All Races: 1, Best Race: 1, Proprietary AI: 1, |
| AMBERGLEN | ASHKENAZI | AUTHENTIC ANGEL | BACKGAMMON | BAYTOWN NORA |
| BOLD TIME | BRAVE SAMANTHA | BUGS MALONE | BUT SERIOUSLY | CAIRO CAPER |
| CALLMEYOURMAJESTY | CAROL'S MELODY | CLEVER AGAIN | CLICK | CROSSFIRE |
| DANZIG'S DORA | DENISE SAYS NO | DODECAHEDRON | EAST JABIP | EJTIMAA |
| ESMARK | FLAME DANCER | FOND FAREWELL | FORMAGGIO | FOURFIFTYSEVEN |
| GATES OF EDEN | GO TO GIRL | GUS'S GAL | HALEAKALA | HICKMAN CREEK |
| HUCK'S AGENDA | HYLLA | JOEJOE GO | JUST A MINUTE | KOKOMOTION |
| LITTLE EMPRESS | LUSTER | MA RAE'S GIRL | MAGINNESONTAP | MAJESTICAL |
| MARIPOSA MOON | MARKET CHILL | MAY GRAY | MCRAVIN | MERRY MADISON |
| MOTHER GREEN | MOUNTAIN BEAR | MR. FETE | MR. MIRACLE | MUSTANG LADY |
| PETRONELLA | PINELAND | QUEEN MCKINZIE | QUEENSTOWN | REAGAN'S WIT |
| RED ROYALTY | RHAENYS | RHYTHM LADY | RIDE THE BROOM | RISK TOLERANCE |
| ROYAL CRESCENT | RUIVA | SAFE SPACE | SEA ZEST | SHARING WISDOM |
| SKARA BRAE | SMOKEY SMOKEY | SOLOIST | SOUTH PHILLY SLIDE | SPARTACUS |
| STAKEHOLDER | STAR WATCH | SWEET SCORECARD | THREE TO G | TIDEOFTIME |
| TRUST ACCOUNT | UNCLE WITH MONEY | VIRAL PLANE LADY | VOLUNTOLD | WHITE SMOKE |
| ZAFYRE | ZEE R ONE |
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✓ Positives:(1) 4 workouts in last 30 days — horse appears sharp and fit. (2) Has a bullet work (fastest at track that day) — sharp conditioning signal. (3) Consistent workout spacing (7, 7 days) — disciplined training regimen. (4) Pick Pony Daily Edge Radar pick — value score 4/10 — angles: Bullet Workout, Sharp Workout Pattern.