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
⚠ Concerns:(1) Poor record at this distance (0 wins from 6 recent starts). (2) Trip note from last race: In air st; inside bid. (3) Last race was career-best speed (64) — bounce risk after peak effort. (4) No workout in last 30 days despite 23 days since last race. (5) 0 wins from 8 starts on dirt in last 10 — repeated failure on today's surface.
LGBM: 58 (4/5) CatBoost: 58 (3/5) XGB: 61 (4/5) LGBM-LS: 0 CatBoost-LS: 55 (4/5) XGB-LS: 50 (3/5) Win Prob: 51.3% Value Score: 3.3 ★ ML: 4.00 (7/2) Overlay %: 1.34 Fair Odds: 4.92 (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 | C | D |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | D | F |
| Early Pace | D | C |
| Mid Pace | D | C |
| Late Pace | A | C |
| Finish Pos | F | F |
| Dirt Speed | B | C |
| Turf Speed | C | D |
| Distance Speed | B | C |
| Trainer Effectiveness | A | B |
| Jockey Effectiveness | A | B |
| 3rd Party Ratings | D | D |
| 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 | D |
| Early Pace | D | C |
| Mid Pace | D | C |
| Late Pace | A | C |
| Sprint FPS | D | D |
| Route FPS | C | D |
| Trainer Effectiveness | A | B |
| Jockey Effectiveness | A | B |
| 3rd Party Ratings | D | D |
| 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 | C |
| 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) Hot trainer - high ITM rate (51%). (2) Late pace significantly above field median (LP: 68 vs field 62). (3) Closer/presser in a race with pace pressure — ideal race setup for late runners. (4) Fourth race back from a 78-day layoff — often the peak fitness race. (5) Had documented trouble last race (codes: ['D', 'L', 'T']) yet still finished 3rd — a clean trip today sets up a form reversal. (6) Pick Pony Daily Edge Radar pick — value score 6/10 — angles: Hot Trainer, Closer in Pace Duel, Troubled Trip Comeback, Late Kick Advantage, Classic Fourth Race Pattern.
⚠ Concerns:(1) Consider there will be likely pace pressure in this race - multiple E types entered. (2) Limited experience at today's distance (1 start). (3) Moving from a route to a sprint today. (4) Trip note from last race: Led 3/8-3/16; empty. (5) No workout in last 30 days despite 21 days since last race.
LGBM: 85 (2/5) CatBoost: 100 (1/5) XGB: 100 (1/5) LGBM-LS: 59 (4/5) CatBoost-LS: 100 (1/5) XGB-LS: 64 (2/5) Win Prob: 75% Value Score: 2.51 ★ ML: 1.60 (9/5) Overlay %: -10.90 Fair Odds: 4.26 (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 | B | C |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | A | D |
| Early Pace | C | C |
| Mid Pace | C | C |
| Late Pace | A | C |
| Finish Pos | D | B |
| Dirt Speed | A | C |
| Turf Speed | C | D |
| Distance Speed | C | C |
| Trainer Effectiveness | A | A |
| Jockey Effectiveness | C | D |
| 3rd Party Ratings | A | 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 | D |
| Early Pace | C | B |
| Mid Pace | C | C |
| Late Pace | A | D |
| Sprint FPS | A | A |
| Route FPS | A | A |
| Trainer Effectiveness | A | A |
| Jockey Effectiveness | C | D |
| 3rd Party Ratings | A | 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 | D |
| Early Pace | B | C |
| Mid Pace | B | C |
| Late Pace | C | C |
✓ Positives:(1) Hot jockey — high ITM rate (47%). (2) Closer/presser in a race with pace pressure — ideal race setup for late runners. (3) One gate workout in recent training — sharpness signal from the gate. (4) Pick Pony Daily Edge Radar pick — value score 4/10 — angles: Closer in Pace Duel, Hot Jockey, 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: 0 CatBoost: 0 XGB: 0 LGBM-LS: 100 (1/5) CatBoost-LS: 0 XGB-LS: 0 Win Prob: 26.1% Value Score: 3.69 ★ ML: 10.00 (9/1) Overlay %: 4.44 Fair Odds: 7.69 (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 | F | F |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | F | F |
| Early Pace | F | F |
| Mid Pace | F | F |
| Late Pace | F | F |
| Finish Pos | B | A |
| Dirt Speed | D | F |
| Turf Speed | C | D |
| Distance Speed | D | F |
| Trainer Effectiveness | D | D |
| Jockey Effectiveness | A | 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 | D | D |
| Jockey Effectiveness | A | 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 | D | F |
| Mid Pace | D | 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) Career-best speed figure (70) recorded in last 1-2 starts — peaking form. (2) Early pace significantly above field median (E1: 95 vs field 88). (3) Fourth race back from a 48-day layoff — often the peak fitness race. (4) Pick Pony Daily Edge Radar pick — value score 5/10 — angles: Career-Best Recent Figure, Early Speed Edge, Classic Fourth Race Pattern.
⚠ Concerns:(1) Consider there will be likely pace pressure in this race - multiple E types entered. (2) Poor record at this distance (0 wins from 4 recent starts). (3) Tends to fade in the stretch at similar distances (3 of 4 starts). (4) Trip note from last race: Shdw; retreated3/8.
LGBM: 100 (1/5) CatBoost: 94 (2/5) XGB: 90 (2/5) LGBM-LS: 89 (2/5) CatBoost-LS: 88 (2/5) XGB-LS: 100 (1/5) Win Prob: 69.1% Value Score: 3.11 ★ ML: 2.50 (9/5) Overlay %: -2.18 Fair Odds: 3.99 (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 | C |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | A | D |
| Early Pace | A | A |
| Mid Pace | A | A |
| Late Pace | C | D |
| Finish Pos | B | A |
| Dirt Speed | A | C |
| Turf Speed | C | D |
| Distance Speed | A | C |
| Trainer Effectiveness | D | D |
| Jockey Effectiveness | B | B |
| 3rd Party Ratings | A | 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 | A | A |
| Mid Pace | A | A |
| Late Pace | C | D |
| Sprint FPS | A | A |
| Route FPS | A | A |
| Trainer Effectiveness | D | D |
| Jockey Effectiveness | B | B |
| 3rd Party Ratings | A | 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 | D | F |
| 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) Significantly better on off tracks (off: 67 vs fast: 59). (2) Career-best speed figure (59) recorded in last 1-2 starts — peaking form. (3) Fourth race back from a 51-day layoff — often the peak fitness race. (4) Strong speed 2 back (67), modest dip last out (55) — form reversal angle, ready to bounce back to top form. (5) One gate workout in recent training — sharpness signal from the gate. (6) Had documented trouble last race (codes: ['O', 'S', 'T']) yet still finished 4th — a clean trip today sets up a form reversal. (7) Pick Pony Daily Edge Radar pick — value score 7/10 — angles: Career-Best Recent Figure, Troubled Trip Comeback, Form Reversal, Off-Track Preference, Sharp Gate Work, Classic Fourth Race Pattern.
⚠ Concerns:(1) Consider there will be likely pace pressure in this race - multiple E types entered. (2) Poor record at this distance (0 wins from 6 recent starts). (3) Poor record at this track (0 wins from 5 starts). (4) Trip note from last race: Ran in spots. (5) 0 wins from 6 starts on dirt in last 10 — repeated failure on today's surface.
LGBM: 65 (3/5) CatBoost: 56 (4/5) XGB: 69 (3/5) LGBM-LS: 60 (3/5) CatBoost-LS: 65 (3/5) XGB-LS: 37 (4/5) Win Prob: 47.8% Value Score: 3.38 ★ ML: 4.50 (7/2) Overlay %: 3.33 Fair Odds: 4.72 (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 | A | C |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | B | D |
| Early Pace | A | A |
| Mid Pace | A | B |
| Late Pace | B | D |
| Finish Pos | B | A |
| Dirt Speed | C | D |
| Turf Speed | C | D |
| Distance Speed | A | C |
| Trainer Effectiveness | C | C |
| 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 | C | D |
| Early Pace | A | A |
| Mid Pace | A | B |
| Late Pace | D | D |
| Sprint FPS | B | B |
| Route FPS | D | D |
| Trainer Effectiveness | C | C |
| 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 | D |
| Early Pace | A | A |
| 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) 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) Pick Pony Daily Edge Radar pick — value score 3/10 — angles: Closer in Pace Duel, Sharp Gate Work.
⚠ Concerns:(1) Limited experience at today's distance (1 start). (2) Unproven on dirt surface (1 start). (3) Trip note from last race: Mid; adv4w; flattened.
LGBM: 41 (5/5) CatBoost: 33 (5/5) XGB: 48 (5/5) LGBM-LS: 56 (5/5) CatBoost-LS: 36 (5/5) XGB-LS: 35 (5/5) Win Prob: 32.6% Value Score: 2.94 ★ ML: 6.00 (11/2) Overlay %: 3.97 Fair Odds: 5.63 (11/2) 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 | D |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | C | F |
| Early Pace | B | A |
| Mid Pace | B | B |
| Late Pace | D | D |
| Finish Pos | B | A |
| Dirt Speed | D | F |
| Turf Speed | C | D |
| Distance Speed | D | F |
| Trainer Effectiveness | C | C |
| 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 | D | F |
| Early Pace | B | B |
| Mid Pace | B | B |
| Late Pace | B | D |
| Sprint FPS | C | C |
| Route FPS | B | C |
| Trainer Effectiveness | C | C |
| 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 | B | F |
| Early Pace | D | F |
| Mid Pace | D | 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) Speed average (68) well above field median (63). (2) Closer/presser in a race with pace pressure — ideal race setup for late runners. (3) Fourth race back from a 76-day layoff — often the peak fitness race. (4) Has won at PEN on dirt in the last 10 starts — proven at today's exact track/surface combo. (5) Career-best figure (74) buried in races 4–10 back — 11 pts above race median and 6 pts above recent form — market has forgotten the peak effort. (6) Pick Pony Daily Edge Radar pick — value score 8/10 — angles: Class Superiority, Closer in Pace Duel, Won Here Before, Hidden Figure, Classic Fourth Race Pattern.
⚠ Concerns:(1) 0 wins from 4 career starts on off tracks. (2) Poor record at this distance (0 wins from 5 recent starts). (3) Trip note from last race: Inside early;no factor. (4) 0 wins from post 1 in 3 recent starts.
LGBM: 81 (3/4) CatBoost: 64 (3/4) XGB: 58 (3/4) LGBM-LS: 37 (3/4) CatBoost-LS: 70 (3/4) XGB-LS: 40 (3/4) Win Prob: 55.6% Value Score: 3.07 ★ ML: 3.50 (5/2) Overlay %: 4.54 Fair Odds: 3.42 (5/2) 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 | A | B |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | A | C |
| Early Pace | B | C |
| Mid Pace | B | C |
| Late Pace | A | B |
| Finish Pos | C | C |
| Dirt Speed | A | C |
| Turf Speed | B | D |
| Distance Speed | C | C |
| Trainer Effectiveness | C | C |
| Jockey Effectiveness | B | B |
| 3rd Party Ratings | A | 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 | D |
| Mid Pace | C | D |
| Late Pace | A | B |
| Sprint FPS | B | C |
| Route FPS | C | D |
| Trainer Effectiveness | C | C |
| Jockey Effectiveness | B | B |
| 3rd Party Ratings | A | 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 | B | C |
| Late Pace | B | 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 (65%). (2) Strong trainer/jockey combo - 16 wins from 31 starts (52%). (3) Career-best speed figure (71) recorded in last 1-2 starts — peaking form. (4) Hot jockey — high ITM rate (62%). (5) Early pace significantly above field median (E1: 83 vs field 79). (6) Fourth race back from a 46-day layoff — often the peak fitness race. (7) Strong speed 2 back (71), modest dip last out (66) — form reversal angle, ready to bounce back to top form. (8) Has won at today's distance (1870 yds) within the last 10 starts — proven ability at this trip. (9) Has won at PEN on dirt in the last 10 starts — proven at today's exact track/surface combo. (10) Had documented trouble last race (codes: ['D', 'L', 'S', 'T']) yet still finished 1st — a clean trip today sets up a form reversal. (11) Pick Pony Daily Edge Radar pick — value score 10/10 — angles: Hot Trainer-Jockey Pairing, Career-Best Recent Figure, Hot Trainer, Won at This Distance, Troubled Trip Comeback, Won Here Before, Hot Jockey, Early Speed Edge, Form Reversal, Classic Fourth Race Pattern.
⚠ Concerns:(1) Has not raced in 35 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: Lean in st; ins; held. (5) No workout in last 30 days despite 35 days since last race.
LGBM: 100 (1/4) CatBoost: 100 (1/4) XGB: 100 (1/4) LGBM-LS: 100 (1/4) CatBoost-LS: 100 (1/4) XGB-LS: 100 (1/4) Win Prob: 84.5% Value Score: 2.07 ★ ML: 1.00 Overlay %: -16.24 Fair Odds: 3.08 (5/2) 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 | D |
| Early Pace | A | C |
| Mid Pace | A | C |
| Late Pace | C | C |
| Finish Pos | A | B |
| Dirt Speed | D | C |
| Turf Speed | B | D |
| Distance Speed | B | C |
| Trainer Effectiveness | A | A |
| Jockey Effectiveness | A | A |
| 3rd Party Ratings | A | 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 | A | C |
| Mid Pace | A | C |
| Late Pace | B | C |
| Sprint FPS | C | D |
| Route FPS | A | C |
| Trainer Effectiveness | A | A |
| Jockey Effectiveness | A | A |
| 3rd Party Ratings | A | 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 | D |
| Early Pace | A | C |
| Mid Pace | A | C |
| Late Pace | B | 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 (73) recorded in last 1-2 starts — peaking form. (2) Early pace significantly above field median (E1: 87 vs field 79). (3) Fourth race back from a 70-day layoff — often the peak fitness race. (4) Has won at today's distance (1870 yds) within the last 10 starts — proven ability at this trip. (5) Has won at PEN on dirt in the last 10 starts — proven at today's exact track/surface combo. (6) Averages 58.2 speed pts in today's distance/surface configuration vs 51.5 in other configs (4 qualifying starts) — returning to ideal setup. (7) Pick Pony Daily Edge Radar pick — value score 8/10 — angles: Career-Best Recent Figure, Won at This Distance, Won Here Before, Return to Proven Setup, Early Speed Edge, Classic Fourth Race Pattern.
⚠ Concerns:(1) Rising in class today ($5,000 → $16,000). (2) Was claimed from its most recent race - new connections. (3) Consider there will be likely pace pressure in this race - multiple E types entered. (4) Speed average (54) well below field median (63). (5) Trip note from last race: Stumbled st; no menace. (6) No workout in last 30 days despite 21 days since last race. (7) Rising in class ($5,000 → $16,000) after finishing 5 last out — double negative. (8) Speed figures are highly erratic over last 5 starts (σ = 11.7 pts: [42, 73, 54, 54, 64]) — unpredictable performer.
LGBM: 0 CatBoost: 0 XGB: 0 LGBM-LS: 8 (4/4) CatBoost-LS: 0 XGB-LS: 0 Win Prob: 15.9% Value Score: 2.53 ★ ML: 12.00 (11/1) Overlay %: 6.37 Fair Odds: 6.92 (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 | D | F |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | D | F |
| Early Pace | A | B |
| Mid Pace | A | C |
| Late Pace | D | D |
| Finish Pos | A | C |
| Dirt Speed | C | C |
| Turf Speed | B | D |
| Distance Speed | D | D |
| Trainer Effectiveness | D | D |
| Jockey Effectiveness | D | D |
| 3rd Party Ratings | D | D |
| 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 | B |
| Mid Pace | A | C |
| Late Pace | D | D |
| Sprint FPS | A | A |
| Route FPS | A | B |
| Trainer Effectiveness | D | D |
| Jockey Effectiveness | D | D |
| 3rd Party Ratings | D | D |
| 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 | A | C |
| Late Pace | B | 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) Speed improved +9 pts then +6 pts in last 2 starts (52 → 61 → 67) — trainer is progressively building fitness. (3) Career-best figure (74) buried in races 4–10 back — 11 pts above race median and 7 pts above recent form — market has forgotten the peak effort. (4) Pick Pony Daily Edge Radar pick — value score 6/10 — angles: Form Surge, Closer in Pace Duel, Hidden Figure.
⚠ Concerns:(1) Rising in class today ($7,500 → $16,000). (2) 0 wins from 5 career starts on off tracks. (3) Poor record at this distance (0 wins from 9 recent starts). (4) Trip note from last race: Inside; weakened. (5) Rising in class ($7,500 → $16,000) after finishing 5 last out — double negative. (6) Speed figures are highly erratic over last 5 starts (σ = 8.2 pts: [67, 61, 52, 74, 60]) — unpredictable performer. (7) 0 wins from 10 starts on dirt in last 10 — repeated failure on today's surface.
LGBM: 56 (4/4) CatBoost: 43 (4/4) XGB: 43 (4/4) LGBM-LS: 0 CatBoost-LS: 39 (4/4) XGB-LS: 18 (4/4) Win Prob: 26.9% Value Score: 2.31 ★ ML: 6.00 (11/2) Overlay %: 7.71 Fair Odds: 4.17 (7/2) 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 | C | D |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | A | D |
| Early Pace | D | D |
| Mid Pace | D | D |
| Late Pace | B | B |
| Finish Pos | D | F |
| Dirt Speed | A | C |
| Turf Speed | B | D |
| Distance Speed | A | B |
| Trainer Effectiveness | B | B |
| Jockey Effectiveness | C | D |
| 3rd Party Ratings | C | D |
| 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 | D | D |
| Late Pace | C | C |
| Sprint FPS | D | D |
| Route FPS | D | D |
| Trainer Effectiveness | B | B |
| Jockey Effectiveness | C | D |
| 3rd Party Ratings | C | D |
| 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 | D |
| Early Pace | D | D |
| Mid Pace | D | D |
| Late Pace | B | 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 (50%). (3) Big last-race effort (73) — 15 pts above recent average. (4) Hot jockey — high ITM rate (51%). (5) In the money in last 3 consecutive starts. (6) Fourth race back from a 83-day layoff — often the peak fitness race. (7) Has won at today's distance (1870 yds) within the last 10 starts — proven ability at this trip. (8) Has won at PEN on dirt in the last 10 starts — proven at today's exact track/surface combo. (9) Had documented trouble last race (codes: ['D', 'L', 'O', 'V']) 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, Consistent In-The-Money, Hot Trainer, Won at This Distance, Troubled Trip Comeback, Won Here Before, Improving Finisher, Hot Jockey, Classic Fourth Race Pattern.
⚠ Concerns:(1) Rising in class today ($10,000 → $16,000). (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: Long drive; prevailed;. (5) Last race was career-best speed (73) — bounce risk after peak effort. (6) No workout in last 30 days despite 22 days since last race. (7) Speed figures are highly erratic over last 5 starts (σ = 11.2 pts: [73, 65, 62, 48, 47]) — unpredictable performer.
LGBM: 88 (2/4) CatBoost: 80 (2/4) XGB: 58 (2/4) LGBM-LS: 60 (2/4) CatBoost-LS: 84 (2/4) XGB-LS: 69 (2/4) Win Prob: 57.6% Value Score: 2.47 ★ ML: 2.50 (9/5) Overlay %: -2.37 Fair Odds: 3.78 (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 | B | C |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | C | D |
| Early Pace | C | C |
| Mid Pace | C | D |
| Late Pace | A | B |
| Finish Pos | B | C |
| Dirt Speed | C | C |
| Turf Speed | B | D |
| Distance Speed | A | C |
| Trainer Effectiveness | A | A |
| 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 | B | C |
| Mid Pace | B | D |
| Late Pace | A | B |
| Sprint FPS | A | C |
| Route FPS | B | D |
| Trainer Effectiveness | A | A |
| 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 | D | D |
| Early Pace | A | C |
| Mid Pace | C | D |
| Late Pace | B | 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 won at today's distance (1830 yds) within the last 10 starts — proven ability at this trip. (2) Career-best figure (76) buried in races 4–10 back — 9 pts above race median and 14 pts above recent form — market has forgotten the peak effort. (3) Had documented trouble last race (codes: ['D', 'L', 'O', 'S', 'T']) yet still finished 4th — a clean trip today sets up a form reversal. (4) Pick Pony Daily Edge Radar pick — value score 5/10 — angles: Troubled Trip Comeback, Hidden Figure, Won at This Distance.
⚠ Concerns:(1) Poor recent form - recent speed ratings well below career norm. (2) Consider there will be likely pace pressure in this race - multiple E types entered. (3) Trip note from last race: Retreated 3/8ths pole. (4) No workout in last 30 days despite 21 days since last race.
LGBM: 21 (5/5) CatBoost: 10 (5/5) XGB: 0 LGBM-LS: 50 (2/5) CatBoost-LS: 13 (5/5) XGB-LS: 65 (4/5) Win Prob: 21.2% Value Score: 2.97 ★ ML: 10.00 (9/1) Overlay %: 5.57 Fair Odds: 6.87 (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 | D | F |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | B | C |
| Early Pace | B | C |
| Mid Pace | A | B |
| Late Pace | D | D |
| Finish Pos | A | C |
| Dirt Speed | C | C |
| Turf Speed | A | A |
| Distance Speed | A | A |
| Trainer Effectiveness | F | D |
| Jockey Effectiveness | B | C |
| 3rd Party Ratings | B | D |
| 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 | A | C |
| Mid Pace | B | D |
| Late Pace | D | D |
| Sprint FPS | A | C |
| Route FPS | A | C |
| Trainer Effectiveness | F | D |
| Jockey Effectiveness | B | C |
| 3rd Party Ratings | B | D |
| 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 | 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) Hot trainer - high ITM rate (55%). (2) Hot jockey — high ITM rate (49%). (3) Closer/presser in a race with pace pressure — ideal race setup for late runners. (4) Has won at today's distance (1830 yds) within the last 10 starts — proven ability at this trip. (5) Has won at PEN on dirt in the last 10 starts — proven at today's exact track/surface combo. (6) Pick Pony Daily Edge Radar pick — value score 6/10 — angles: Hot Trainer, Closer in Pace Duel, Won Here Before, Hot Jockey, Won at This Distance.
⚠ Concerns:(1) Repeatedly beaten at this class level (4 of last 5 starts). (2) Speed average (56) well below field median (67). (3) 0 wins from 5 career starts on off tracks. (4) Trip note from last race: Wide trip; faltered. (5) Was the betting favorite in the last race but finished off the board. (6) No workout in last 30 days despite 21 days since last race. (7) Speed figures are highly erratic over last 5 starts (σ = 19.8 pts: [17, 61, 49, 66, 60]) — unpredictable performer.
LGBM: 0 CatBoost: 0 XGB: 13 (5/5) LGBM-LS: 15 (5/5) CatBoost-LS: 0 XGB-LS: 79 (2/5) Win Prob: 26.4% Value Score: 3.71 ★ ML: 10.00 (9/1) Overlay %: 4.82 Fair Odds: 7.37 (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 | F | F |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | F | D |
| Early Pace | D | C |
| Mid Pace | D | D |
| Late Pace | C | D |
| Finish Pos | C | D |
| Dirt Speed | A | C |
| Turf Speed | A | B |
| Distance Speed | F | C |
| Trainer Effectiveness | A | A |
| Jockey Effectiveness | A | A |
| 3rd Party Ratings | F | D |
| 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 | D | D |
| Mid Pace | D | D |
| Late Pace | A | B |
| Sprint FPS | D | D |
| Route FPS | F | D |
| Trainer Effectiveness | A | A |
| Jockey Effectiveness | A | A |
| 3rd Party Ratings | F | D |
| 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 | C | 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) Big last-race effort (74) — 32 pts above recent average. (2) Had documented trouble last race (codes: ['D', 'L', 'U']) yet still finished 2nd — a clean trip today sets up a form reversal. (3) Averages 65.8 speed pts in today's distance/surface configuration vs 54.3 in other configs (4 qualifying starts) — returning to ideal setup. (4) Pick Pony Daily Edge Radar pick — value score 6/10 — angles: Big Last Effort, Troubled Trip Comeback, Return to Proven Setup.
⚠ Concerns:(1) Consider there will be likely pace pressure in this race - multiple E types entered. (2) Speed average (59) well below field median (67). (3) Poor record at this distance (0 wins from 4 recent starts). (4) Trip note from last race: Dug in gamely. (5) Last race was career-best speed (74) — bounce risk after peak effort. (6) No workout in last 30 days despite 21 days since last race. (7) Speed figures are highly erratic over last 5 starts (σ = 19.6 pts: [74, 23, 47, 57, 65]) — unpredictable performer.
LGBM: 58 (2/5) CatBoost: 53 (2/5) XGB: 58 (2/5) LGBM-LS: 43 (3/5) CatBoost-LS: 57 (2/5) XGB-LS: 71 (3/5) Win Prob: 47.3% Value Score: 2.41 ★ ML: 3.00 (5/2) Overlay %: -0.98 Fair Odds: 4.37 (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 | D |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | D | D |
| Early Pace | C | C |
| Mid Pace | C | C |
| Late Pace | F | D |
| Finish Pos | F | F |
| Dirt Speed | A | C |
| Turf Speed | C | B |
| Distance Speed | C | B |
| Trainer Effectiveness | D | D |
| Jockey Effectiveness | F | F |
| 3rd Party Ratings | C | D |
| 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 | F |
| Early Pace | C | D |
| Mid Pace | C | D |
| Late Pace | F | D |
| Sprint FPS | C | D |
| Route FPS | C | D |
| Trainer Effectiveness | D | D |
| Jockey Effectiveness | F | F |
| 3rd Party Ratings | C | D |
| 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) Hot jockey — high ITM rate (44%). (2) Closer/presser in a race with pace pressure — ideal race setup for late runners. (3) Fourth race back from a 246-day layoff — often the peak fitness race. (4) Has won at today's distance (1830 yds) within the last 10 starts — proven ability at this trip. (5) Had documented trouble last race (codes: ['D', 'F', 'L', 'O', 'U']) yet still finished 3rd — a clean trip today sets up a form reversal. (6) Pick Pony Daily Edge Radar pick — value score 6/10 — angles: Won at This Distance, Closer in Pace Duel, Troubled Trip Comeback, Hot Jockey, Classic Fourth Race Pattern.
⚠ Concerns:(1) Trip note from last race: Mild four wide rally. (2) No workout in last 30 days despite 21 days since last race. (3) Dropping in class in consecutive starts ($16,000 → $10,000 → $5,000).
LGBM: 54 (3/5) CatBoost: 48 (3/5) XGB: 45 (3/5) LGBM-LS: 0 CatBoost-LS: 45 (3/5) XGB-LS: 0 Win Prob: 46.1% Value Score: 2.94 ★ ML: 4.00 (7/2) Overlay %: 1.20 Fair Odds: 4.92 (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 | C | 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 | D |
| Dirt Speed | D | C |
| Turf Speed | D | B |
| Distance Speed | A | B |
| Trainer Effectiveness | C | D |
| Jockey Effectiveness | A | B |
| 3rd Party Ratings | D | D |
| 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 | F | D |
| Mid Pace | F | D |
| Late Pace | C | C |
| Sprint FPS | F | D |
| Route FPS | D | D |
| Trainer Effectiveness | C | D |
| Jockey Effectiveness | A | B |
| 3rd Party Ratings | D | D |
| 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 | 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) Dropping in class today ($16,000 → $5,000). (2) Significantly better on off tracks (off: 75 vs fast: 64). (3) Hot trainer - high ITM rate (48%). (4) Had documented trouble last race (codes: ['D', 'L', 'S', 'T']) yet still finished 4th — a clean trip today sets up a form reversal. (5) Pick Pony Daily Edge Radar pick — value score 6/10 — angles: Hot Trainer, Troubled Trip Comeback, Class Drop, Off-Track Preference.
⚠ 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) Trip note from last race: Mild late interest. (4) Last race was career-best speed (74) — bounce risk after peak effort.
LGBM: 100 (1/5) CatBoost: 100 (1/5) XGB: 100 (1/5) LGBM-LS: 100 (1/5) CatBoost-LS: 100 (1/5) XGB-LS: 100 (1/5) Win Prob: 84.9% Value Score: 2.16 ★ ML: 1.00 Overlay %: -15.12 Fair Odds: 3.15 (5/2) 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 | A | C |
| Early Pace | A | C |
| Mid Pace | A | B |
| Late Pace | B | C |
| Finish Pos | B | C |
| Dirt Speed | F | C |
| Turf Speed | B | B |
| Distance Speed | C | B |
| Trainer Effectiveness | A | B |
| Jockey Effectiveness | C | D |
| 3rd Party Ratings | A | 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 | B | D |
| Mid Pace | A | C |
| Late Pace | A | B |
| Sprint FPS | B | D |
| Route FPS | B | D |
| Trainer Effectiveness | A | B |
| Jockey Effectiveness | C | D |
| 3rd Party Ratings | A | 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 | 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) Career-best speed figure (71) recorded in last 1-2 starts — peaking form. (2) In the money in last 3 consecutive starts. (3) Has won at today's distance (1830 yds) within the last 10 starts — proven ability at this trip. (4) Has won at PEN on dirt in the last 10 starts — proven at today's exact track/surface combo. (5) Had documented trouble last race (codes: ['B', 'D', 'L']) yet still finished 2nd — a clean trip today sets up a form reversal. (6) Pick Pony Daily Edge Radar pick — value score 8/10 — angles: Consistent In-The-Money, Career-Best Recent Figure, Troubled Trip Comeback, Won Here Before, Won at This Distance.
⚠ Concerns:(1) Has not raced in 126 days. (2) Was claimed from its most recent race - new connections. (3) Consider there will be likely pace pressure in this race - multiple E types entered. (4) Trip note from last race: 3p;bid3/8;edged place.
LGBM: 40 (4/5) CatBoost: 29 (4/5) XGB: 25 (4/5) LGBM-LS: 22 (4/5) CatBoost-LS: 29 (4/5) XGB-LS: 7 (5/5) Win Prob: 33% Value Score: 2.94 ★ ML: 6.00 (11/2) Overlay %: 4.51 Fair Odds: 5.36 (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 | D |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | A | C |
| Early Pace | A | C |
| Mid Pace | B | C |
| Late Pace | A | C |
| Finish Pos | A | B |
| Dirt Speed | C | C |
| Turf Speed | F | D |
| Distance Speed | D | C |
| Trainer Effectiveness | B | D |
| Jockey Effectiveness | D | D |
| 3rd Party Ratings | A | 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 | C |
| Mid Pace | A | C |
| Late Pace | B | C |
| Sprint FPS | A | C |
| Route FPS | A | B |
| Trainer Effectiveness | B | D |
| Jockey Effectiveness | D | D |
| 3rd Party Ratings | A | 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 | D |
| 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) Big last-race effort (70) — 18 pts above recent average. (2) Has won at today's distance (1320 yds) within the last 10 starts — proven ability at this trip. (3) Has won at PEN on dirt in the last 10 starts — proven at today's exact track/surface combo. (4) Had documented trouble last race (codes: ['D', 'L', 'S']) yet still finished 1st — a clean trip today sets up a form reversal. (5) Averages 58.0 speed pts in today's distance/surface configuration vs 52.5 in other configs (3 qualifying starts) — returning to ideal setup. (6) Pick Pony Daily Edge Radar pick — value score 8/10 — angles: Big Last Effort, Troubled Trip Comeback, Won Here Before, Return to Proven Setup, Won at This Distance.
⚠ Concerns:(1) Has not raced in 43 days. (2) Rising in class today ($5,000 → $10,000). (3) Consider there will be likely pace pressure in this race - multiple E types entered. (4) Speed average (56) well below field median (72). (5) Trip note from last race: Speed; gamely 2p. (6) Last race was career-best speed (70) — bounce risk after peak effort. (7) No workout in last 30 days despite 43 days since last race. (8) Speed figures are highly erratic over last 5 starts (σ = 10.2 pts: [70, 43, 61, 53, 52]) — unpredictable performer.
LGBM: 0 CatBoost: 0 XGB: 0 LGBM-LS: 0 CatBoost-LS: 0 XGB-LS: 23 (4/4) Win Prob: 25.2% Value Score: 4.21 ★ ML: 12.00 (11/1) Overlay %: 7.65 Fair Odds: 6.33 (11/2) 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 | F |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | D | D |
| Early Pace | B | B |
| Mid Pace | C | B |
| Late Pace | D | D |
| Finish Pos | D | C |
| Dirt Speed | D | C |
| Turf Speed | C | D |
| Distance Speed | D | F |
| Trainer Effectiveness | C | C |
| Jockey Effectiveness | B | B |
| 3rd Party Ratings | D | D |
| 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 | B | B |
| Mid Pace | C | C |
| Late Pace | D | D |
| Sprint FPS | B | B |
| Route FPS | A | A |
| Trainer Effectiveness | C | C |
| Jockey Effectiveness | B | B |
| 3rd Party Ratings | D | D |
| 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 | F |
| Early Pace | B | B |
| Mid Pace | C | C |
| Late Pace | B | 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: 90 vs field 87). (2) Has won at today's distance (1320 yds) within the last 10 starts — proven ability at this trip. (3) Career-best figure (86) buried in races 4–10 back — 14 pts above race median and 5 pts above recent form — market has forgotten the peak effort. (4) Had documented trouble last race (codes: ['D', 'L', 'U']) yet still finished 4th — a clean trip today sets up a form reversal. (5) Pick Pony Daily Edge Radar pick — value score 6/10 — angles: Troubled Trip Comeback, Hidden Figure, Early Speed Edge, Won at This Distance.
⚠ Concerns:(1) Rising in class today ($7,500 → $10,000). (2) Consider there will be likely pace pressure in this race - multiple E types entered. (3) Trip note from last race: Dueled 2w; weakened. (4) Was the betting favorite in the last race but finished off the board. (5) No workout in last 30 days despite 29 days since last race. (6) Rising in class ($7,500 → $10,000) after finishing 4 last out — double negative. (7) First start at PEN — never raced here before (last seen at: PRX).
LGBM: 59 (3/4) CatBoost: 67 (3/4) XGB: 53 (3/4) LGBM-LS: 58 (2/4) CatBoost-LS: 68 (3/4) XGB-LS: 37 (3/4) Win Prob: 46.5% Value Score: 3.29 ★ ML: 4.50 (7/2) Overlay %: 6.46 Fair Odds: 3.86 (7/2) 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 | C |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | A | B |
| Early Pace | A | A |
| Mid Pace | A | A |
| Late Pace | C | C |
| Finish Pos | A | B |
| Dirt Speed | A | A |
| Turf Speed | A | B |
| Distance Speed | A | A |
| Trainer Effectiveness | D | D |
| Jockey Effectiveness | D | 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 | A | A |
| Mid Pace | A | A |
| Late Pace | D | D |
| Sprint FPS | A | A |
| Route FPS | A | A |
| Trainer Effectiveness | D | D |
| Jockey Effectiveness | D | 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 | A | A |
| Mid Pace | A | A |
| Late Pace | B | 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 (50%). (2) Strong trainer/jockey combo - 4 wins from 10 starts (40%). (3) Hot jockey — high ITM rate (50%). (4) Track specialist — 2 wins from 8 starts here (25%). (5) Late pace significantly above field median (LP: 79 vs field 71). (6) Closer/presser in a race with pace pressure — ideal race setup for late runners. (7) Has won at today's distance (1320 yds) within the last 10 starts — proven ability at this trip. (8) Has won at PEN on dirt in the last 10 starts — proven at today's exact track/surface combo. (9) Pick Pony Daily Edge Radar pick — value score 8/10 — angles: Hot Trainer-Jockey Pairing, Hot Trainer, Closer in Pace Duel, Track Specialist, Won Here Before, Late Kick Advantage, Hot Jockey, Won at This Distance.
⚠ Concerns:(1) Trip note from last race: Lunged start; outrun. (2) No workout in last 30 days despite 21 days since last race. (3) Dropping in class in consecutive starts ($17,500 → $12,500 → $10,000). (4) Speed figures are highly erratic over last 5 starts (σ = 8.1 pts: [60, 78, 68, 63, 77]) — unpredictable performer.
LGBM: 82 (2/4) CatBoost: 78 (2/4) XGB: 76 (2/4) LGBM-LS: 56 (3/4) CatBoost-LS: 78 (2/4) XGB-LS: 48 (2/4) Win Prob: 76.4% Value Score: 2.55 ★ ML: 1.60 (9/5) Overlay %: -8.47 Fair Odds: 3.67 (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 | C |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | B | B |
| Early Pace | D | D |
| Mid Pace | D | C |
| Late Pace | A | B |
| Finish Pos | C | C |
| Dirt Speed | C | B |
| Turf Speed | C | D |
| Distance Speed | C | B |
| Trainer Effectiveness | A | A |
| Jockey Effectiveness | A | A |
| 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 | C | C |
| Early Pace | D | D |
| Mid Pace | D | D |
| Late Pace | A | A |
| Sprint FPS | D | D |
| Route FPS | D | D |
| Trainer Effectiveness | A | A |
| Jockey Effectiveness | A | A |
| 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 | B | C |
| Early Pace | D | D |
| Mid Pace | D | C |
| Late Pace | B | 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: 91 vs field 87). (2) Has won at today's distance (1320 yds) within the last 10 starts — proven ability at this trip. (3) Carries 7 lbs less than field median (113 lbs vs median 120 lbs). (4) Pick Pony Daily Edge Radar pick — value score 4/10 — angles: Early Speed Edge, Won at This Distance, Weight Advantage.
⚠ Concerns:(1) Rising in class today ($7,500 → $10,000). (2) Consider there will be likely pace pressure in this race - multiple E types entered. (3) Trip note from last race: Chased 4-3w; no rally. (4) Rising in class ($7,500 → $10,000) after finishing 6 last out — double negative. (5) Speed figures are highly erratic over last 5 starts (σ = 10.4 pts: [68, 58, 84, 63, 76]) — unpredictable performer. (6) First start at PEN — never raced here before (last seen at: PRX).
LGBM: 44 (4/4) CatBoost: 48 (4/4) XGB: 46 (4/4) LGBM-LS: 18 (4/4) CatBoost-LS: 51 (4/4) XGB-LS: 0 Win Prob: 48.3% Value Score: 4.35 ★ ML: 6.00 (11/2) Overlay %: 8.73 Fair Odds: 4.04 (7/2) 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 | C | C |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | C | C |
| Early Pace | A | A |
| Mid Pace | A | A |
| Late Pace | B | C |
| Finish Pos | B | C |
| Dirt Speed | A | A |
| Turf Speed | C | D |
| Distance Speed | A | A |
| Trainer Effectiveness | B | C |
| 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 | B | C |
| Early Pace | A | A |
| Mid Pace | A | A |
| Late Pace | B | C |
| Sprint FPS | A | A |
| Route FPS | B | C |
| Trainer Effectiveness | B | C |
| 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 | C | C |
| Early Pace | A | A |
| Mid Pace | A | A |
| Late Pace | B | 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 (65%). (2) Strong trainer/jockey combo - 16 wins from 31 starts (52%). (3) Hot jockey — high ITM rate (62%). (4) In the money in last 4 consecutive starts. (5) Has a bullet work (fastest at track that day) — sharp conditioning signal. (6) Late pace significantly above field median (LP: 84 vs field 71). (7) Closer/presser in a race with pace pressure — ideal race setup for late runners. (8) Has won at today's distance (1320 yds) within the last 10 starts — proven ability at this trip. (9) Has won at PEN on dirt in the last 10 starts — proven at today's exact track/surface combo. (10) Had documented trouble last race (codes: ['B', 'D', 'S', 'T']) yet still finished 3rd — a clean trip today sets up a form reversal. (11) Pick Pony Daily Edge Radar pick — value score 10/10 — angles: Consistent In-The-Money, Hot Trainer-Jockey Pairing, Hot Trainer, Closer in Pace Duel, Troubled Trip Comeback, Won Here Before, Bullet Workout, Late Kick Advantage, Hot Jockey, Won at This Distance.
⚠ Concerns:(1) Trip note from last race: Inside trip; bid.
LGBM: 100 (1/4) CatBoost: 100 (1/4) XGB: 100 (1/4) LGBM-LS: 100 (1/4) CatBoost-LS: 100 (1/4) XGB-LS: 100 (1/4) Win Prob: 86.3% Value Score: 2.22 ★ ML: 1.00 Overlay %: -14.37 Fair Odds: 3.08 (5/2) 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 | A | B |
| Early Pace | C | C |
| Mid Pace | B | B |
| Late Pace | A | A |
| Finish Pos | A | B |
| Dirt Speed | B | A |
| Turf Speed | A | B |
| Distance Speed | B | A |
| Trainer Effectiveness | A | A |
| 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 | A | B |
| Early Pace | C | B |
| Mid Pace | B | A |
| Late Pace | A | A |
| Sprint FPS | C | D |
| Route FPS | C | C |
| Trainer Effectiveness | A | A |
| 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 | A | B |
| Early Pace | C | C |
| Mid Pace | B | B |
| Late Pace | B | 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) Significantly better on off tracks (off: 86 vs fast: 79). (2) Hot trainer - high ITM rate (60%). (3) Hot jockey — high ITM rate (49%). (4) Early pace significantly above field median (E1: 85 vs field 80). (5) Career-best figure (86) buried in races 4–10 back — 20 pts above race median and 5 pts above recent form — market has forgotten the peak effort. (6) Had documented trouble last race (codes: ['D', 'L', 'S', 'T']) yet still finished 4th — a clean trip today sets up a form reversal. (7) Pick Pony Daily Edge Radar pick — value score 6/10 — angles: Hot Trainer, Troubled Trip Comeback, Hidden Figure, Off-Track Preference, Hot Jockey, Early Speed Edge.
⚠ Concerns:(1) Consider there will be likely pace pressure in this race - multiple E types entered. (2) Limited experience at today's distance (1 start). (3) Poor record at this track (0 wins from 5 starts). (4) Trip note from last race: Stalked 2-3p;weakened. (5) 0 wins from post 1 in 3 recent starts.
LGBM: 100 (1/4) CatBoost: 100 (1/4) XGB: 99 (2/4) LGBM-LS: 74 (2/4) CatBoost-LS: 97 (2/4) XGB-LS: 100 (1/4) Win Prob: 77% Value Score: 2.66 ★ ML: 1.80 (9/5) Overlay %: -3.41 Fair Odds: 2.92 (5/2) 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 | C |
| Early Pace | A | B |
| Mid Pace | A | B |
| Late Pace | D | C |
| Finish Pos | C | C |
| Dirt Speed | B | B |
| Turf Speed | C | D |
| Distance Speed | D | F |
| Trainer Effectiveness | A | A |
| 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 | A | B |
| Early Pace | A | B |
| Mid Pace | A | B |
| Late Pace | A | B |
| Sprint FPS | A | C |
| Route FPS | A | B |
| Trainer Effectiveness | A | A |
| 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 | C |
| Early Pace | A | B |
| Mid Pace | A | B |
| Late Pace | B | 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) Strong speed 2 back (65), modest dip last out (57) — form reversal angle, ready to bounce back to top form. (2) Career-best figure (75) buried in races 4–10 back — 9 pts above race median and 10 pts above recent form — market has forgotten the peak effort. (3) Pick Pony Daily Edge Radar pick — value score 4/10 — angles: Hidden Figure, Form Reversal.
⚠ Concerns:(1) Consider there will be likely pace pressure in this race - multiple E types entered. (2) Limited experience at today's distance (1 start). (3) Moving from a sprint to a route today. (4) 0 wins from 6 career starts on off tracks. (5) Trip note from last race: Belated 8wd bid. (6) No workout in last 30 days despite 21 days since last race.
LGBM: 43 (4/4) CatBoost: 34 (4/4) XGB: 49 (4/4) LGBM-LS: 0 CatBoost-LS: 37 (4/4) XGB-LS: 7 (4/4) Win Prob: 48.9% Value Score: 3.33 ★ ML: 4.50 (7/2) Overlay %: 1.86 Fair Odds: 5.03 (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 | C | F |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | C | D |
| Early Pace | B | C |
| Mid Pace | B | C |
| Late Pace | A | C |
| Finish Pos | D | D |
| Dirt Speed | C | B |
| Turf Speed | C | D |
| Distance Speed | C | C |
| Trainer Effectiveness | D | D |
| Jockey Effectiveness | C | B |
| 3rd Party Ratings | C | D |
| 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 | B | D |
| Mid Pace | B | C |
| Late Pace | D | C |
| Sprint FPS | C | D |
| Route FPS | D | D |
| Trainer Effectiveness | D | D |
| Jockey Effectiveness | C | B |
| 3rd Party Ratings | C | D |
| 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 | A | C |
| Mid Pace | B | C |
| Late Pace | B | 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 (46%). (2) Closer/presser in a race with pace pressure — ideal race setup for late runners. (3) Has won at today's distance (1830 yds) within the last 10 starts — proven ability at this trip. (4) Has won at PEN on dirt in the last 10 starts — proven at today's exact track/surface combo. (5) Pick Pony Daily Edge Radar pick — value score 7/10 — angles: Closer in Pace Duel, Won Here Before, Hot Jockey, Won at This Distance.
⚠ Concerns:(1) Has not raced in 36 days. (2) Trip note from last race: In back; eased. (3) No workout in last 30 days despite 36 days since last race.
LGBM: 0 CatBoost: 0 XGB: 0 LGBM-LS: 17 (4/4) CatBoost-LS: 0 XGB-LS: 0 Win Prob: 18.7% Value Score: 3.7 ★ ML: 15.00 (14/1) Overlay %: 8.01 Fair Odds: 6.65 (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 | D | F |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | A | C |
| Early Pace | C | D |
| Mid Pace | C | C |
| Late Pace | C | C |
| Finish Pos | B | C |
| Dirt Speed | A | B |
| Turf Speed | A | C |
| Distance Speed | A | B |
| Trainer Effectiveness | C | C |
| Jockey Effectiveness | A | B |
| 3rd Party Ratings | D | D |
| 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 | C | D |
| Mid Pace | C | C |
| Late Pace | C | B |
| Sprint FPS | B | D |
| Route FPS | C | D |
| Trainer Effectiveness | C | C |
| Jockey Effectiveness | A | B |
| 3rd Party Ratings | D | D |
| 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 | C | C |
| Mid Pace | C | C |
| Late Pace | B | 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) Significantly better on off tracks (off: 74 vs fast: 67). (2) Hot trainer - high ITM rate (55%). (3) Big last-race effort (74) — 19 pts above recent average. (4) Won last 2 consecutive starts. (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) Has won at today's distance (1830 yds) within the last 10 starts — proven ability at this trip. (8) Has won at PEN on dirt in the last 10 starts — proven at today's exact track/surface combo. (9) Speed improved +7 pts then +9 pts in last 2 starts (58 → 65 → 74) — trainer is progressively building fitness. (10) Had documented trouble last race (codes: ['D', 'L', 'O']) yet still finished 1st — a clean trip today sets up a form reversal. (11) Pick Pony Daily Edge Radar pick — value score 10/10 — angles: Big Last Effort, Win Streak Momentum, Form Surge, Hot Trainer, Closer in Pace Duel, Troubled Trip Comeback, Won Here Before, Bullet Workout, Off-Track Preference, Won at This Distance.
⚠ Concerns:(1) Trip note from last race: 4wd rally; gained nod. (2) 0 wins from post 4 in 3 recent starts. (3) Last race was career-best speed (74) — bounce risk after peak effort. (4) Speed figures are highly erratic over last 5 starts (σ = 11.8 pts: [74, 65, 58, 42, 57]) — unpredictable performer. (5) Two consecutive 5+ pt speed jumps (58 → 65 → 74) and last race speed is well above career average (63) — high bounce risk after back-to-back peak efforts.
LGBM: 63 (3/4) CatBoost: 60 (3/4) XGB: 56 (3/4) LGBM-LS: 31 (3/4) CatBoost-LS: 57 (3/4) XGB-LS: 18 (3/4) Win Prob: 47% Value Score: 2.33 ★ ML: 3.00 (5/2) Overlay %: -0.54 Fair Odds: 4.08 (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 | B | D |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | D | D |
| Early Pace | D | D |
| Mid Pace | D | D |
| Late Pace | B | C |
| Finish Pos | B | C |
| Dirt Speed | D | C |
| Turf Speed | C | D |
| Distance Speed | B | B |
| Trainer Effectiveness | A | A |
| Jockey Effectiveness | D | 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 | C | C |
| Early Pace | D | D |
| Mid Pace | D | D |
| Late Pace | B | B |
| Sprint FPS | D | D |
| Route FPS | C | D |
| Trainer Effectiveness | A | A |
| Jockey Effectiveness | D | 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 | D | D |
| Early Pace | D | D |
| Mid Pace | D | D |
| Late Pace | B | 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 (77) well above field median (66). (2) Late pace significantly above field median (LP: 80 vs field 72). (3) Returning from 36-day layoff with a bullet workout — trainer signaling extra readiness for today's spot. (4) Had documented trouble last race (codes: ['D', 'F', 'O', 'S', 'T']) yet still finished 3rd — a clean trip today sets up a form reversal. (5) Pick Pony Daily Edge Radar pick — value score 8/10 — angles: Class Superiority, Troubled Trip Comeback, Late Kick Advantage, Sharp Return Workout.
⚠ Concerns:(1) Has not raced in 36 days. (2) Consider there will be likely pace pressure in this race - multiple E types entered. (3) 0 wins from 5 career starts on off tracks. (4) Poor record at this distance (0 wins from 6 recent starts). (5) Trip note from last race: Inside; steady effort. (6) No workout in last 30 days despite 36 days since last race. (7) 0 wins from 10 starts on dirt in last 10 — repeated failure on today's surface.
LGBM: 85 (2/4) CatBoost: 99 (2/4) XGB: 100 (1/4) LGBM-LS: 100 (1/4) CatBoost-LS: 100 (1/4) XGB-LS: 32 (2/4) Win Prob: 76.5% Value Score: 2.46 ★ ML: 1.60 (9/5) Overlay %: -5.92 Fair Odds: 2.97 (5/2) 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 | B |
| Early Pace | A | C |
| Mid Pace | A | B |
| Late Pace | A | A |
| Finish Pos | A | B |
| Dirt Speed | A | B |
| Turf Speed | C | D |
| Distance Speed | A | B |
| Trainer Effectiveness | C | C |
| 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 | A | B |
| Early Pace | A | C |
| Mid Pace | A | B |
| Late Pace | A | A |
| Sprint FPS | A | C |
| Route FPS | A | C |
| Trainer Effectiveness | C | C |
| 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 | A | B |
| Early Pace | B | C |
| Mid Pace | A | B |
| Late Pace | B | 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 51-day layoff with a recent workout. (2) Dropping in class today ($20,000 → $10,000). (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) Consistent workout spacing (7, 7 days) — disciplined training regimen. (6) Dropping in class ($10,000 vs last $20,000) after a 51-day freshening — trainer setup-for-win angle. (7) Career-best figure (62) buried in races 4–10 back — 10 pts above race median and 15 pts above recent form — market has forgotten the peak effort. (8) Pick Pony Daily Edge Radar pick — value score 7/10 — angles: Class Drop After Rest, Closer in Pace Duel, Class Drop, Hidden Figure, Sharp Workout Pattern.
⚠ Concerns:(1) Has not raced in 51 days. (2) Speed average (45) well below field median (52). (3) Poor record at this distance (0 wins from 8 recent starts). (4) Trip note from last race: Outrun early. (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) Speed figures are highly erratic over last 5 starts (σ = 10.6 pts: [34, 40, 47, 62, 42]) — unpredictable performer. (8) 0 wins from 10 starts on dirt in last 10 — repeated failure on today's surface. (9) First start at PEN — never raced here before (last seen at: PRX).
LGBM: 0 CatBoost: 0 XGB: 0 LGBM-LS: 78 (3/4) CatBoost-LS: 0 XGB-LS: 0 Win Prob: 18.9% Value Score: 2.57 ★ ML: 10.00 (9/1) Overlay %: 6.57 Fair Odds: 6.18 (11/2) 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 | F |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | C | F |
| Early Pace | D | D |
| Mid Pace | D | D |
| Late Pace | B | C |
| Finish Pos | B | F |
| Dirt Speed | B | D |
| Turf Speed | C | D |
| Distance Speed | B | D |
| Trainer Effectiveness | D | D |
| Jockey Effectiveness | D | D |
| 3rd Party Ratings | D | D |
| 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 | F |
| Early Pace | D | F |
| Mid Pace | D | D |
| Late Pace | D | D |
| Sprint FPS | D | D |
| Route FPS | D | D |
| Trainer Effectiveness | D | D |
| Jockey Effectiveness | D | D |
| 3rd Party Ratings | D | D |
| 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 | F |
| Early Pace | D | D |
| Mid Pace | D | D |
| Late Pace | B | 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: 84 vs field 72). (2) Fourth race back from a 77-day layoff — often the peak fitness race. (3) Pick Pony Daily Edge Radar pick — value score 3/10 — angles: Early Speed Edge, Classic Fourth Race Pattern.
⚠ 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 sprint to a route today. (4) Today's distance is longer than any previous start. (5) Trip note from last race: No impact.
LGBM: 39 (4/4) CatBoost: 31 (4/4) XGB: 21 (4/4) LGBM-LS: 0 CatBoost-LS: 31 (4/4) XGB-LS: 45 (4/4) Win Prob: 40.2% Value Score: 3.47 ★ ML: 6.00 (11/2) Overlay %: 5.82 Fair Odds: 4.75 (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 | F |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | B | F |
| Early Pace | A | B |
| Mid Pace | A | C |
| Late Pace | D | D |
| Finish Pos | A | D |
| Dirt Speed | D | F |
| Turf Speed | C | D |
| Distance Speed | D | F |
| Trainer Effectiveness | C | C |
| Jockey Effectiveness | B | B |
| 3rd Party Ratings | B | D |
| 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 | F |
| Early Pace | A | B |
| Mid Pace | A | C |
| Late Pace | B | D |
| Sprint FPS | B | C |
| Route FPS | B | D |
| Trainer Effectiveness | C | C |
| Jockey Effectiveness | B | B |
| 3rd Party Ratings | B | D |
| 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 | F |
| Early Pace | A | B |
| Mid Pace | A | C |
| Late Pace | B | 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 (55%). (2) Career-best speed figure (58) recorded in last 1-2 starts — peaking form. (3) Closer/presser in a race with pace pressure — ideal race setup for late runners. (4) Strong speed 2 back (58), modest dip last out (52) — form reversal angle, ready to bounce back to top form. (5) Pick Pony Daily Edge Radar pick — value score 7/10 — angles: Career-Best Recent Figure, Hot Trainer, Closer in Pace Duel, Form Reversal.
⚠ Concerns:(1) Repeatedly beaten at this class level (4 of last 5 starts). (2) Speed average (42) well below field median (52). (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) Trip note from last race: Trailed most. (7) Speed figures are highly erratic over last 5 starts (σ = 16.3 pts: [52, 58, 51, 32, 19]) — unpredictable performer. (8) 0 wins from 5 starts on dirt in last 10 — repeated failure on today's surface.
LGBM: 49 (3/4) CatBoost: 53 (3/4) XGB: 41 (3/4) LGBM-LS: 22 (4/4) CatBoost-LS: 46 (3/4) XGB-LS: 79 (3/4) Win Prob: 48.2% Value Score: 2.98 ★ ML: 4.00 (7/2) Overlay %: 2.66 Fair Odds: 4.30 (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 | C | F |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | D | F |
| Early Pace | C | D |
| Mid Pace | C | D |
| Late Pace | A | C |
| Finish Pos | A | D |
| Dirt Speed | C | D |
| Turf Speed | C | D |
| Distance Speed | D | F |
| Trainer Effectiveness | A | A |
| Jockey Effectiveness | C | B |
| 3rd Party Ratings | C | D |
| 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 | F |
| Early Pace | B | C |
| Mid Pace | B | D |
| Late Pace | A | C |
| Sprint FPS | C | D |
| Route FPS | A | D |
| Trainer Effectiveness | A | A |
| Jockey Effectiveness | C | B |
| 3rd Party Ratings | C | D |
| 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 | B | C |
| Mid Pace | C | D |
| Late Pace | B | 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 (59) well above field median (52). (2) Hot trainer - high ITM rate (60%). (3) Hot jockey — high ITM rate (49%). (4) Late pace significantly above field median (LP: 76 vs field 68). (5) Closer/presser in a race with pace pressure — ideal race setup for late runners. (6) Career-best figure (76) buried in races 4–10 back — 24 pts above race median and 18 pts above recent form — market has forgotten the peak effort. (7) Had documented trouble last race (codes: ['D', 'F', 'O', 'S', 'U']) yet still finished 3rd — a clean trip today sets up a form reversal. (8) Pick Pony Daily Edge Radar pick — value score 9/10 — angles: Class Superiority, Hot Trainer, Closer in Pace Duel, Troubled Trip Comeback, Late Kick Advantage, Hidden Figure, Hot Jockey.
⚠ Concerns:(1) Moving from a sprint to a route today. (2) Trip note from last race: Gained ins;up for show. (3) 0 wins from 6 starts on dirt in last 10 — repeated failure on today's surface.
LGBM: 100 (1/4) CatBoost: 100 (1/4) XGB: 100 (1/4) LGBM-LS: 96 (2/4) CatBoost-LS: 100 (1/4) XGB-LS: 100 (1/4) Win Prob: 77.7% Value Score: 2.3 ★ ML: 1.40 (10/11) Overlay %: -8.07 Fair Odds: 2.90 (5/2) 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 | D |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | A | D |
| Early Pace | B | D |
| Mid Pace | B | D |
| Late Pace | A | B |
| Finish Pos | C | F |
| Dirt Speed | A | C |
| Turf Speed | A | B |
| Distance Speed | A | C |
| Trainer Effectiveness | A | A |
| Jockey Effectiveness | A | A |
| 3rd Party Ratings | A | D |
| 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 | D |
| Early Pace | C | D |
| Mid Pace | C | D |
| Late Pace | A | C |
| Sprint FPS | A | C |
| Route FPS | A | D |
| Trainer Effectiveness | A | A |
| Jockey Effectiveness | A | A |
| 3rd Party Ratings | A | D |
| 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 | D |
| Early Pace | C | D |
| Mid Pace | B | D |
| Late Pace | B | 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 (57) well above field median (52). (2) Strong trainer/jockey combo - 2 wins from 5 starts (40%). (3) Hot jockey — high ITM rate (47%). (4) Early pace significantly above field median (E1: 81 vs field 72). (5) Fourth race back from a 50-day layoff — often the peak fitness race. (6) Career-best figure (69) buried in races 4–10 back — 17 pts above race median and 10 pts above recent form — market has forgotten the peak effort. (7) Pick Pony Daily Edge Radar pick — value score 9/10 — angles: Class Superiority, Hot Trainer-Jockey Pairing, Hidden Figure, Hot Jockey, Early Speed Edge, Classic Fourth Race Pattern.
⚠ Concerns:(1) Consider there will be likely pace pressure in this race - multiple E types entered. (2) Limited experience at today's distance (1 start). (3) Moving from a sprint to a route today. (4) Trip note from last race: Bumped; steadied start. (5) Speed figures are highly erratic over last 5 starts (σ = 11.8 pts: [40, 51, 59, 66, 69]) — unpredictable performer. (6) 0 wins from 5 starts on dirt in last 10 — repeated failure on today's surface. (7) First start at PEN — never raced here before (last seen at: PRX).
LGBM: 75 (2/4) CatBoost: 87 (2/4) XGB: 98 (2/4) LGBM-LS: 100 (1/4) CatBoost-LS: 83 (2/4) XGB-LS: 97 (2/4) Win Prob: 72.5% Value Score: 2.33 ★ ML: 1.60 (9/5) Overlay %: -6.97 Fair Odds: 3.14 (5/2) 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 | D |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | A | D |
| Early Pace | A | C |
| Mid Pace | A | C |
| Late Pace | C | D |
| Finish Pos | D | F |
| Dirt Speed | A | C |
| Turf Speed | C | D |
| Distance Speed | A | D |
| Trainer Effectiveness | B | C |
| Jockey Effectiveness | A | B |
| 3rd Party Ratings | A | D |
| 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 | B | C |
| Mid Pace | A | D |
| Late Pace | C | D |
| Sprint FPS | A | C |
| Route FPS | C | D |
| Trainer Effectiveness | B | C |
| Jockey Effectiveness | A | B |
| 3rd Party Ratings | A | D |
| 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 | F |
| Early Pace | A | C |
| Mid Pace | A | C |
| Late Pace | B | 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 ($25,000 → $16,000). (2) Career-best speed figure (62) recorded in last 1-2 starts — peaking form. (3) Equipment change today (code: 1). (4) Had documented trouble last race (codes: ['D', 'O', 'S', 'U']) yet still finished 4th — a clean trip today sets up a form reversal. (5) Pick Pony Daily Edge Radar pick — value score 6/10 — angles: Career-Best Recent Figure, Troubled Trip Comeback, Class Drop, Equipment Change.
⚠ Concerns:(1) Limited experience at today's distance (1 start). (2) Unproven on dirt surface (1 start). (3) Trip note from last race: Swung wide;needed more. (4) No workout in last 30 days despite 22 days since last race.
LGBM: 88 (2/5) CatBoost: 86 (2/5) XGB: 77 (2/5) LGBM-LS: 20 (5/5) CatBoost-LS: 89 (2/5) XGB-LS: 100 (1/5) Win Prob: 65.6% Value Score: 2.86 ★ ML: 2.50 (9/5) Overlay %: -2.07 Fair Odds: 3.79 (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 | D |
| Early Pace | A | A |
| Mid Pace | B | B |
| Late Pace | A | C |
| Finish Pos | F | C |
| Dirt Speed | B | D |
| Turf Speed | C | D |
| Distance Speed | B | C |
| Trainer Effectiveness | C | B |
| Jockey Effectiveness | C | B |
| 3rd Party Ratings | B | D |
| 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 | D |
| Early Pace | A | A |
| Mid Pace | B | C |
| Late Pace | A | C |
| Sprint FPS | A | B |
| Route FPS | C | D |
| Trainer Effectiveness | C | B |
| Jockey Effectiveness | C | B |
| 3rd Party Ratings | B | D |
| 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 | F |
| Mid Pace | D | F |
| Late Pace | C | C |
✓ Positives:(1) Hot trainer - high ITM rate (51%). (2) Has a bullet work (fastest at track that day) — sharp conditioning signal. (3) One gate workout in recent training — sharpness signal from the gate. (4) Pick Pony Daily Edge Radar pick — value score 4/10 — angles: Hot Trainer, Bullet Workout, 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: 6 (5/5) CatBoost: 8 (5/5) XGB: 5 (4/5) LGBM-LS: 20 (4/5) CatBoost-LS: 5 (4/5) XGB-LS: 0 Win Prob: 42.4% Value Score: 3.7 ★ ML: 6.00 (11/2) Overlay %: 0.47 Fair Odds: 7.38 (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 | F | F |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | D | F |
| Early Pace | D | F |
| Mid Pace | D | F |
| Late Pace | D | F |
| Finish Pos | B | A |
| Dirt Speed | D | F |
| Turf Speed | C | D |
| Distance Speed | D | F |
| Trainer Effectiveness | A | A |
| Jockey Effectiveness | B | B |
| 3rd Party Ratings | D | 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 | D | F |
| Early Pace | D | F |
| Mid Pace | D | F |
| Late Pace | D | F |
| Sprint FPS | D | F |
| Route FPS | D | F |
| Trainer Effectiveness | A | A |
| Jockey Effectiveness | B | B |
| 3rd Party Ratings | D | 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 | D | F |
| Early Pace | D | F |
| Mid Pace | D | F |
| Late Pace | C | C |
✓ Positives:(1) Hot jockey — high ITM rate (51%). (2) 3 workouts in last 30 days — horse appears sharp and fit. (3) Pick Pony Daily Edge Radar pick — value score 3/10 — angles: Hot Jockey, 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: 9 (4/5) CatBoost: 9 (4/5) XGB: 0 LGBM-LS: 24 (3/5) CatBoost-LS: 5 (5/5) XGB-LS: 19 (5/5) Win Prob: 42.4% Value Score: 3.7 ★ ML: 6.00 (11/2) Overlay %: 0.78 Fair Odds: 7.16 (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 | D | F |
| Early Pace | D | F |
| Mid Pace | D | F |
| Late Pace | D | F |
| Finish Pos | B | A |
| Dirt Speed | D | F |
| Turf Speed | C | D |
| Distance Speed | D | F |
| Trainer Effectiveness | B | A |
| Jockey Effectiveness | A | A |
| 3rd Party Ratings | D | 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 | D | F |
| Early Pace | D | F |
| Mid Pace | D | F |
| Late Pace | D | F |
| Sprint FPS | D | F |
| Route FPS | D | F |
| Trainer Effectiveness | B | A |
| Jockey Effectiveness | A | A |
| 3rd Party Ratings | D | 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 | D | F |
| Early Pace | D | F |
| Mid Pace | D | 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 (51%). (2) Career-best speed figure (63) recorded in last 1-2 starts — peaking form. (3) Hot jockey — high ITM rate (62%). (4) Had documented trouble last race (codes: ['B', 'D', 'F', 'L', 'O', 'S', 'T']) yet still finished 2nd — a clean trip today sets up a form reversal. (5) Pick Pony Daily Edge Radar pick — value score 7/10 — angles: Career-Best Recent Figure, Hot Trainer, Troubled Trip Comeback, Hot Jockey.
⚠ Concerns:(1) Limited experience at today's distance (2 starts). (2) Unproven on dirt surface (2 starts). (3) Trip note from last race: Off a step slow; bid. (4) No workout in last 30 days despite 29 days since last race.
LGBM: 100 (1/5) CatBoost: 100 (1/5) XGB: 100 (1/5) LGBM-LS: 100 (1/5) CatBoost-LS: 100 (1/5) XGB-LS: 95 (2/5) Win Prob: 68.7% Value Score: 2.57 ★ ML: 2.00 (9/5) Overlay %: -4.50 Fair Odds: 3.49 (5/2) 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 | D |
| Early Pace | C | C |
| Mid Pace | A | B |
| Late Pace | B | C |
| Finish Pos | B | A |
| Dirt Speed | A | D |
| Turf Speed | C | D |
| Distance Speed | A | C |
| Trainer Effectiveness | A | A |
| Jockey Effectiveness | A | A |
| 3rd Party Ratings | A | 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 | D |
| Early Pace | C | C |
| Mid Pace | A | B |
| Late Pace | B | C |
| Sprint FPS | C | C |
| Route FPS | A | B |
| Trainer Effectiveness | A | A |
| Jockey Effectiveness | A | A |
| 3rd Party Ratings | A | 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 | 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) Significantly better on off tracks (off: 61 vs fast: 51). (2) Career-best speed figure (51) recorded in last 1-2 starts — peaking form. (3) Strong speed 2 back (61), modest dip last out (51) — form reversal angle, ready to bounce back to top form. (4) Pick Pony Daily Edge Radar pick — value score 6/10 — angles: Career-Best Recent Figure, Off-Track Preference, Form Reversal.
⚠ Concerns:(1) Speed average (56) well below field median (62). (2) Limited experience at today's distance (2 starts). (3) Unproven on dirt surface (2 starts). (4) Trip note from last race: Urged 2-3p;no bid. (5) No workout in last 30 days despite 22 days since last race.
LGBM: 58 (3/5) CatBoost: 53 (3/5) XGB: 51 (3/5) LGBM-LS: 0 CatBoost-LS: 48 (3/5) XGB-LS: 40 (4/5) Win Prob: 51.2% Value Score: 2.55 ★ ML: 3.00 (5/2) Overlay %: -2.37 Fair Odds: 4.65 (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 | B | C |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | C | D |
| Early Pace | B | B |
| Mid Pace | C | C |
| Late Pace | A | C |
| Finish Pos | B | A |
| Dirt Speed | C | D |
| Turf Speed | C | D |
| Distance Speed | C | C |
| Trainer Effectiveness | F | D |
| Jockey Effectiveness | D | B |
| 3rd Party Ratings | C | D |
| 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 | B | B |
| Mid Pace | C | C |
| Late Pace | A | C |
| Sprint FPS | A | B |
| Route FPS | B | C |
| Trainer Effectiveness | F | D |
| Jockey Effectiveness | D | B |
| 3rd Party Ratings | C | D |
| 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 | B | 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 ($25,000 → $16,000). (2) Fourth race back from a 197-day layoff — often the peak fitness race. (3) One gate workout in recent training — sharpness signal from the gate. (4) Career-best figure (75) buried in races 4–10 back — 13 pts above race median and 14 pts above recent form — market has forgotten the peak effort. (5) Pick Pony Daily Edge Radar pick — value score 5/10 — angles: Class Drop, Hidden Figure, Sharp Gate Work, Classic Fourth Race Pattern.
⚠ Concerns:(1) Poor record at this distance (0 wins from 6 recent starts). (2) Poor record at this track (0 wins from 6 starts). (3) Trip note from last race: Stp slw;5-6w upr;even. (4) Speed figures are highly erratic over last 5 starts (σ = 8.6 pts: [61, 51, 61, 64, 75]) — unpredictable performer. (5) 0 wins from 6 starts on dirt in last 10 — repeated failure on today's surface.
LGBM: 0 CatBoost: 0 XGB: 3 (5/5) LGBM-LS: 89 (2/5) CatBoost-LS: 0 XGB-LS: 69 (3/5) Win Prob: 27.3% Value Score: 3.74 ★ ML: 10.00 (9/1) Overlay %: 7.68 Fair Odds: 5.68 (11/2) 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 | C | D |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | A | D |
| Early Pace | A | B |
| Mid Pace | A | B |
| Late Pace | C | D |
| Finish Pos | B | A |
| Dirt Speed | A | C |
| Turf Speed | C | D |
| Distance Speed | A | B |
| Trainer Effectiveness | D | C |
| Jockey Effectiveness | F | D |
| 3rd Party Ratings | A | D |
| 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 | A | B |
| Mid Pace | A | B |
| Late Pace | C | D |
| Sprint FPS | B | C |
| Route FPS | A | C |
| Trainer Effectiveness | D | C |
| Jockey Effectiveness | F | D |
| 3rd Party Ratings | A | D |
| 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 | B |
| Mid Pace | A | B |
| Late Pace | C | C |
TL;DR
Toggle
Get more in-depth analysis, expert picks, handicapper reports, AI picks, handicapping tools, in-article data tooltips, NO ADVERTISEMENTS, and other membership perks with a Pick Pony subscription!
The Pick Pony Handicapper's Report is published daily and provides analysis of all races on the card. A Pick Pony analyst prepares the report, so selections may differ from the Pick Pony Expert Picks, which are based on the consensus of all Pick Pony analysts.
Race Day Overview
Weather and Track Conditions
Track Surface & Bias
Penn National's one-mile dirt oval is expected to be rated Fast heading into Friday's card, reflecting the dry stretch that typically characterizes the central Pennsylvania region in early-to-mid April following winter's exit. Under Fast conditions at Penn National, the rail and inside posts (1–4) historically carry a meaningful advantage, particularly in sprints around one turn where early speed can establish position along the shortest path. Front-runners and pace-pressers tend to thrive on a sealed, Fast surface here, as the compact oval rewards horses that break alertly and avoid wide trips. Closers can fire late on the Penn dirt, but they must overcome a track that does not always set up for deep stretch runs, especially in shorter route configurations.
Handicapper’s Edge
With a Fast dirt surface anticipated and no significant weather disruption expected during post time hours, speed figures and early pace numbers deserve elevated weight in your handicapping process today. Horses with back class on a sealed Fast track — particularly those who have demonstrated the ability to secure a ground-saving trip from inside posts — should be prioritized over horses whose profiles depend on a contested pace to set up a late run. In multi-race wagers such as the Pick 4 or Pick 5, leaning toward front-running types in sprint races while using closers more selectively in route legs is a sound structural approach for today's Penn National card.
Track Bias
Recent race history at Penn National on Fast tracks aligns with the expected surface for tomorrow, favoring inside posts and early speed. For 1320f sprints, Post 1 (+0.86, favorable) and Post 5 (+0.53, favorable) stand out, while Post 3 (-0.61, unfavorable) lags. In 1830f routes, Post 1 (+1.40, favorable) and Post 5 (+0.29, favorable) hold edges over Post 3 (-1.53, unfavorable) and Post 6 (-1.40, unfavorable). For 1870f, Post 1 (+0.65, favorable) and Post 4 (+1.06, favorable) benefit, avoiding Post 5 (-1.15, unfavorable). At 1760f, Post 1 (+0.65, favorable) and Post 5 (+0.89, favorable) are positive, with Post 2 (-0.36, unfavorable) to watch.
RACE 1
Post Time
5:45 PM
Pace Analysis
This maiden special weight sprint at 6.5 furlongs on dirt shapes up for a moderate early pace with Image Of Grace (2) and Itty Biddy City (4) both showing front-running tendencies in recent starts. Adamiscashingin (1) could press from the rail, while Kylie's Kiss (5) adds some middle-move speed.
Key Contenders
Image Of Grace (2) tops the list with sharp recent form, including a strong second last out at Parx where she dueled on a fast pace before tiring late. Trainer Todd Beattie is firing at 28% with first-time starters, and jockey Vladimir Diaz clicks at 25% together. Itty Biddy City (4) drops in class after a troubled trip in a tougher spot; her workout tab is bullet-sharp with four furlongs in :48.2 last week.
Secondary Choices
Adamiscashingin (1) brings sneaky upside from the inside draw; trainer Erin Carpio has a 22% win rate at Penn National, and recent breeze suggests readiness. Kylie's Kiss (5) fits well stretching out slightly with solid late kick in prior tries.
Longshots
Urban Impulse (3), Volatile Sister (6)
Betting Strategy
Play Image Of Grace (2) to win and exacta box with Itty Biddy City (4) and Adamiscashingin (1). Add a small saver on the 2-4 exacta.
Selections
Win: Image Of Grace (2) Place: Itty Biddy City (4) Show: Adamiscashingin (1)
RACE 2
Post Time
6:14 PM
Pace Analysis
The 1-mile 70 yards optional claimer sets up for a contested pace with Hot Rod Kitty (1) and Marchin Into April (4) likely sending from the outset. Coach Kriv (2) stalks effectively, controlling the tempo.
Key Contenders
Coach Kriv (2) dominates at morning line 1-1 with back-to-back wins at this level, including a gate-to-wire score here two back. Trainer Brandon Kulp boasts a 35% clip with repeat winners, and jockey Angel Rodriguez is 30% at the meet. Showmance (5) returns in top form off a layoff with crisp five-furlong work in :59.4.
Secondary Choices
Hot Rod Kitty (1) loves Penn National, winning three of last five here; Stites barn hot at 24% recently.
Longshots
Stonecoldhandsome (3), Marchin Into April (4)
Betting Strategy
Single Coach Kriv (2) in win and place pools; exacta box 2 with 1 and 5 for value.
Selections
Win: Coach Kriv (2) Place: Showmance (5) Show: Hot Rod Kitty (1)
RACE 3
Post Time
6:43 PM
Pace Analysis
Claiming route at 1-mile 30 yards favors front-end types with Jake's Affection (3) and Atomico (4) pressing early. Coloma (5) sits off the pace with closing punch.
Key Contenders
Coloma (5) stands out dropping to $5k after dominating higher; trainer Cathal Lynch wins 26% with class droppers, and jockey J.S. Rocco Jr. is 22% pairing. Recent workout pattern flawless with three sharp moves.
Secondary Choices
Jake's Affection (3) rolls off three straight strong efforts at this condition; Deiter stable 20% at Penn. Atomico (4) fits perfectly with Ramos up, who rides Wolfe runners at 18% win rate.
Longshots
Highly Potent (1), Annihilate 'em (2), Kaz Ice Changer (6)
Betting Strategy
Coloma (5) to win; roll underneath in exactas with 3 and 4. Watch for drift on ML favorite.
Selections
Win: Coloma (5) Place: Jake's Affection (3) Show: Atomico (4)
RACE 4
Post Time 7:12/6:12/5:12/4:12 — 1320f | D | C | Clm 10000b | BUN | Purse $18,000
Pace Analysis
This sprint shapes up for a moderate early pace with Sharon's Prince (5) and Solar Glare (3) both showing front-end speed in recent tries at Penn National. Gronksflyinseagull (1) could press from the rail, but Backtrack (4) tends to drop back early before rallying.
Key Contenders
Sharon's Prince (5) tops the list with sharp recent form, including a strong second last out at this level, paired with trainer Brandon Kulp's hot streak in claiming sprints. Jockey Angel R. Rodriguez adds a dangerous edge from his 25% win clip at the meet. Solar Glare (3) returns off a layoff with solid prior sprint figures and Julio A. Hernandez aboard, who excels in one-turn races here.
Secondary Choices
Simply Disregarded (2) fits well dropping in class with Luis M. Ocasio, whose inside posts have been clicking lately.
Longshots
Gronksflyinseagull (1) and Backtrack (4) offer upset potential if the pace melts down.
Betting strategy for that race
Play Sharon's Prince (5) to win and across the board. Box exactas and trifectas with Solar Glare (3), Simply Disregarded (2), and Backtrack (4). Use singles on top in multis for value.
Selections
Win: Sharon's Prince (5) Place: Solar Glare (3) Show: Simply Disregarded (2)
RACE 5
Post Time 7:41/6:41/5:41/4:41 — 1830f | D | C | Clm 5000n3l | BUN | Purse $14,000
Pace Analysis
Expect a contested pace with Bright Charger (1) and Analyst (4) both wire-capable off recent races, while Where's My Chew (5) and Scudetto (2) stalk effectively at this two-turn distance.
Key Contenders
Bright Charger (1) stands out with consistent closing kicks in claiming company and jockey Carlos Eduardo Lopez's strong route stats at Penn. Trainer Timothy C. Kreiser's runners are firing at 28% lately. Where's My Chew (5) drops sharply in class with Yabriel O. Ramos, who has a 22% win rate for Bruce M. Kravets barn in bottom-level claims.
Secondary Choices
Analyst (4) brings sneaky form for Kevin Fields, with Wilfredo Corujo providing a tactical ride.
Longshots
Scudetto (2) and Birravino Blvd (3) could sneak into exotics if the leaders tire.
Betting strategy for that race
Key Bright Charger (1) and Where's My Chew (5) on top in exactas and trifectas with Analyst (4) and Scudetto (2) underneath. Straight win-play on the 1 if odds hold above 2-1.
Selections
Win: Bright Charger (1) Place: Where's My Chew (5) Show: Analyst (4)
RACE 6
Post Time 8:10/7:10/6:10/5:10 — 1760f | D | M | Md 10000 | BUM | Purse $16,000
Pace Analysis
Early control likely goes to Belliqueux (4) and Briscoe County (5), both quick from the gate in maiden tries, setting up for Deposit Slip (3) to rally late.
Key Contenders
Belliqueux (4) commands respect as the morning line favorite with Timothy C. Kreiser's maiden winners hitting at 30% this meet and Carlos Eduardo Lopez retaining the mount after a sharp workout bullet last week. Briscoe County (5) shows promise from Kathlee Crook-Demasi, with improving speed figs and Jomar Torres' aggressive style suiting the mile.
Secondary Choices
Deposit Slip (3) for Kevin Fields and Yabriel O. Ramos offers value dropping in distance with recent troubled trips.
Longshots
Refined Elaine (1), Sexy Red Dress (2).
Betting strategy for that race
Win bet Belliqueux (4) and press with Briscoe County (5) place/show. Exacta box the top two, add Deposit Slip (3) for tris if price is right.
Selections
Win: Belliqueux (4) Place: Briscoe County (5) Show: Deposit Slip (3)
RACE 7
Post Time (8:39)/7:39/6:39/5:39 — 1320f | D | M | Md 16000 | BUN | Purse $18,000
Pace Analysis
This six-furlong maiden special weight on dirt shapes up for a moderate early pace with Serendipitous Bid (1) and Benny's Candy Man (4) both showing tactical speed in recent tries, while Batant (5) presses from midpack. Expect a fair test without extreme bias given Penn National's typical configuration.
Key Contenders
Serendipitous Bid (1) tops the list with consistent recent form, including a close second last out at similar distance where she rallied strongly despite traffic; trainer McClellan excels with patient routers dropping to maiden ranks. Benny's Candy Man (4) fired a career-best workout bullet four days ago and pairs with top jockey Rodriguez, who wins at 28% for this barn in sprints.
Secondary Choices
Batant (5) brings sharp recent form with two straight improving efforts, including a neck second versus $20,000 company; Ramos retains the mount after solid trip notes. Tudox Zip Line (2) fits well off a troubled third at Parx, where pace meltdown played to her late kick.
Longshots
The Beast Master (3) and Rip My Heart (6) trail in form with no recent punch, though both could stalk if pace heats.
Betting Strategy
Play Serendipitous Bid (1) to win and key in exactas with Benny's Candy Man (4) and Batant (5); add small trifecta boxes including Tudox Zip Line (2) for value in the middle.
Selections
Win: Serendipitous Bid (1) Place: Benny's Candy Man (4) Show: Batant (5)
Best Wagering Strategies and Value Plays
Given that Penn National regularly caters to a mid-level claiming and allowance population, the pools here tend to be smaller than major circuits, which creates two competing realities for the serious bettor: overlays appear more frequently in exotics because the crowd is less sophisticated, but thin pools also mean large bets move numbers significantly. Size your plays accordingly and avoid hammering late when you hold a strong opinion, as you will collapse your own price.
—
Single-Race Exotic Construction
In races where pace figures suggest a lone front-runner likely to clear the field and set comfortable fractions, the exacta becomes the primary weapon. Rather than boxing multiple horses at equal cost, consider using the likely pace-setter on top in the exacta against two or three closers that the pace sets up for. A 1×3 partial wheel is often more efficient than a full box at Penn National price levels.
Trifectas at a smaller circuit like Penn National offer genuine value in full-field claiming races where the bottom of the trifecta is genuinely wide open. In those races, use your top two selections on top and spread four or five horses underneath for the third position. A structure of 2x2x5 will outperform a 3x3x3 box in most scenarios when you have strong opinions on the top two slots.
—
Sequence Wagering
Pick 3 sequences are the highest-percentage multi-race wager at Penn National given the pool sizes and the reachable cost structures. A base $0.50 Pick 3 ticket at 3x3x3 costs $13.50, which is a manageable entry point. Target sequences where one leg contains a race with a clear standout, allowing you to single that leg and spread the savings across the other two legs.
Look specifically at sequences bridging the middle of the card, roughly races four through six or five through seven, where field size tends to be largest and pace scenarios most readable. The early Pick 3 and late Pick 3 often carry carryover implications if prior days produced no winners, though that carryover status should be confirmed with the track before wagering.
Pick 4 wagers at Penn National occasionally generate substantial overlays when a sequence includes a maiden or maiden special weight race. The public frequently over-bets short-priced horses in maiden events while undervaluing lightly raced horses making their second or third career start. If today's card includes a maiden race within a Pick 4 sequence, consider spreading that leg wider than you might otherwise, particularly toward horses with recent bullet workouts or sharp debut numbers.
Pick 5 wagers carry the highest variance but also the highest reward potential. At a smaller circuit, a modest $0.20 base Pick 5 ticket can generate significant returns if a 10-1 or longer shot lands in one of the five legs. The value in the Pick 5 at Penn National comes not from picking all five winners but from correctly identifying one or two races where the public has dramatically underestimated a contender, and using singles in your stronger legs to finance wider coverage in the vulnerable legs.
—
Longshot Value Angles
The most consistent longshot angle at Penn National involves first-time lasix horses dropping in class from a prior race where they showed early speed before fading. Penn National's mile oval with a long stretch allows horses with improved lung capacity from lasix to sustain their runs longer than they could previously. These horses frequently offer double-digit morning line odds when they should be closer to 5-1 or 6-1.
A secondary longshot angle worth monitoring today involves horses shipping in from a distant circuit, particularly Laurel Park or Parx, where the competition in comparable claiming ranks tends to run slightly deeper. A horse that finished third or fourth at Parx against a full field in a $12,500 claiming race may be significantly better than the Penn National $10,000 claiming field it meets today. The crowd at Penn National often dismisses shippers without properly contextualizing the class differential.
Horses trained by a Penn National-based conditioner with a strong win rate at the meet who has been unusually quiet over the last two to three weeks, then suddenly enters a horse in a spot where the connections clearly have it placed for a win, should be noted as a potential overlay. These quiet-then-ready trainer angles are among the most reliable value angles at smaller circuits nationally.
—
Exotic Wagering Priority Order
The priority order for exotic wagering today, from highest expected value to lowest, runs as follows: single-race exacta wheels in pace-dominated sprint races, Pick 3 sequences targeting readable middle-card legs, trifecta partials in full-field claimers, Pick 4 sequences that include at least one maiden leg, and finally Pick 5 tickets structured around singles in your two strongest legs.
Avoid the superfecta in races with fewer than eight runners. The pool dilution against the difficulty of the wager creates negative expected value in most scenarios at this level.
—
General Bankroll Notes
Allocate no more than 20 to 25 percent of today's total wagering budget to any single sequence. The single most common error at a circuit like Penn National is over-investing in one large Pick 4 or Pick 5 ticket at the expense of having resources available for live single-race overlays that emerge as the card progresses. Stay liquid through the middle of the card and be prepared to act on exacta or trifecta value when a live longshot surfaces in a race you did not anticipate playing.
Confirm all post positions, scratches, and program changes with the official track program before finalizing any ticket. Overnight changes at Penn National, particularly in claiming races, can significantly alter pace dynamics and invalidate a wagering structure built the night before.
Get more in-depth analysis for all races and enjoy many other membership perks with a Pick Pony subscription!
✓ Positives:(1) Hot trainer - high ITM rate (49%). (2) Big last-race effort (64) — 8 pts above recent average. (3) Hot jockey — high ITM rate (45%). (4) Late pace significantly above field median (LP: 68 vs field 62). (5) Closer/presser in a race with pace pressure — ideal race setup for late runners. (6) Had documented trouble last race (codes: ['B', 'D', 'S', 'T']) 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: Big Last Effort, Hot Trainer, Closer in Pace Duel, Troubled Trip Comeback, Late Kick Advantage, Hot Jockey.