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) 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: Pressured lead; empty. (4) No workout in last 30 days despite 16 days since last race. (5) Pick Pony Daily Edge Radar pick — value score 6/10 — angles: Career-Best Recent Figure, Troubled Trip Comeback, Hot Jockey.
LGBM: 86 (2/6) CatBoost: 90 (2/6) XGB: 81 (2/6) LGBM-LS: 83 (3/6) CatBoost-LS: 85 (2/6) XGB-LS: 57 (3/6) Win Prob: 57.3% Value Score: 2.87 ★ ML: 3.00 (5/2) Overlay %: -3.75 Fair Odds: 5.15 (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 | A | D |
| Early Pace | A | C |
| Mid Pace | A | C |
| Late Pace | A | D |
| Finish Pos | A | D |
| Dirt Speed | D | D |
| Turf Speed | D | D |
| Distance Speed | C | C |
| Trainer Effectiveness | D | 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 | A | D |
| Early Pace | C | C |
| Mid Pace | B | C |
| Late Pace | A | D |
| Sprint FPS | A | B |
| Route FPS | A | B |
| Trainer Effectiveness | D | 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 | A | D |
| Early Pace | B | C |
| Mid Pace | A | C |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:(1) Hot trainer - high ITM rate (33%). (2) Trainer 'CROWELL SUSAN L' has 2 horses in today's card all showing last-race improvement — barn appears sharp right now. (3) Career-best figure (72) buried in races 4–10 back — 16 pts above race median and 13 pts above recent form — market has forgotten the peak effort. (4) Had documented trouble last race (codes: ['D', 'F', 'O', 'T', 'U']) yet still finished 4th — a clean trip today sets up a form reversal.
⚠ Concerns:(1) Repeatedly beaten at this class level (3 of last 5 starts). (2) Consider there will be likely pace pressure in this race - multiple E types entered. (3) Poor record at this distance (0 wins from 6 recent starts). (4) Poor record at this track (0 wins from 12 starts). (5) Trip note from last race: Drift out 1/8; tired. (6) 0 wins from 10 starts on dirt in last 10 — repeated failure on today's surface. (7) Pick Pony Daily Edge Radar pick — value score 6/10 — angles: Hidden Figure, Stable on Fire, Hot Trainer, Troubled Trip Comeback.
LGBM: 58 (4/6) CatBoost: 57 (4/6) XGB: 49 (4/6) LGBM-LS: 4 (5/6) CatBoost-LS: 51 (4/6) XGB-LS: 25 (4/6) Win Prob: 30.1% Value Score: 2.63 ★ ML: 6.00 (11/2) Overlay %: 3.03 Fair Odds: 5.91 (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 | C |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | C | D |
| Early Pace | B | C |
| Mid Pace | B | C |
| Late Pace | D | D |
| Finish Pos | C | F |
| Dirt Speed | A | C |
| Turf Speed | C | C |
| Distance Speed | D | C |
| Trainer Effectiveness | B | D |
| Jockey Effectiveness | C | 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 | B | C |
| Mid Pace | A | C |
| Late Pace | D | D |
| Sprint FPS | B | D |
| Route FPS | C | D |
| Trainer Effectiveness | B | D |
| Jockey Effectiveness | C | 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 | C | D |
| Early Pace | A | 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) Closer/presser in a race with pace pressure — ideal race setup for late runners. (2) Career-best figure (65) buried in races 4–10 back — 8 pts above race median and 6 pts above recent form — market has forgotten the peak effort. (3) Had documented trouble last race (codes: ['D', 'L', 'O', 'S', 'T', 'U']) yet still finished 4th — a clean trip today sets up a form reversal.
⚠ Concerns:(1) Repeatedly beaten at this class level (3 of last 5 starts). (2) Consider there will be likely pace pressure in this race - multiple E types entered. (3) Poor record at this distance (0 wins from 8 recent starts). (4) Poor record at this track (0 wins from 15 starts). (5) Trip note from last race: Close up; retreated. (6) Consistently breaks behind post position (3 of last 5 starts). (7) Has not won in last 10 starts despite career wins. (8) No workout in last 30 days despite 16 days since last race. (9) Speed figures are highly erratic over last 5 starts (σ = 11.1 pts: [59, 58, 37, 65, 62]) — unpredictable performer. (10) 0 wins from 9 starts on dirt in last 10 — repeated failure on today's surface. (11) Pick Pony Daily Edge Radar pick — value score 5/10 — angles: Hidden Figure, Closer in Pace Duel, Troubled Trip Comeback.
LGBM: 53 (6/6) CatBoost: 50 (6/6) XGB: 45 (5/6) LGBM-LS: 0 CatBoost-LS: 43 (6/6) XGB-LS: 9 (5/6) Win Prob: 31.6% Value Score: 2.76 ★ ML: 6.00 (11/2) Overlay %: 1.75 Fair Odds: 6.58 (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 | D |
| Mid Pace | D | D |
| Late Pace | B | D |
| Finish Pos | C | F |
| Dirt Speed | C | C |
| Turf Speed | A | B |
| Distance Speed | A | C |
| Trainer Effectiveness | C | 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 | C | F |
| Early Pace | F | D |
| Mid Pace | F | D |
| Late Pace | B | D |
| Sprint FPS | D | D |
| Route FPS | D | D |
| Trainer Effectiveness | C | 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 | D | F |
| Early Pace | D | D |
| Mid Pace | C | D |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:(1) Returning from 106-day layoff with a recent workout. (2) Early pace significantly above field median (E1: 83 vs field 79).
⚠ Concerns:(1) Has not raced in 106 days. (2) Repeatedly beaten at this class level (3 of last 5 starts). (3) Finish positions worsening over last 4 starts. (4) Consider there will be likely pace pressure in this race - multiple E types entered. (5) Speed average (50) well below field median (56). (6) First time at today's distance. (7) Moving from a sprint to a route today. (8) Today's distance is longer than any previous start. (9) 0 wins from 5 career starts on off tracks. (10) Poor record at this track (0 wins from 6 starts). (11) Trip note from last race: Chased; faded. (12) Speed figures are highly erratic over last 5 starts (σ = 10.8 pts: [51, 34, 60, 59, 57]) — unpredictable performer. (13) 0 wins from 10 starts on dirt in last 10 — repeated failure on today's surface.
LGBM: 0 CatBoost: 0 XGB: 0 LGBM-LS: 100 (1/6) CatBoost-LS: 0 XGB-LS: 0 Win Prob: 11.8% Value Score: 2.36 ★ ML: 15.00 (14/1) Overlay %: 4.54 Fair Odds: 9.48 (8/1) O/U: Overlay
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Figure Comparison
- Rating
- The three Pick Pony algorithm ratings (Algo 1, Algo 2, Algo 3) that make up the overall PP AI Rating — higher is a stronger contender rating.
- Speed
- Career average speed, recent 3-race average, and last-race speed figure — spot horses in improving or declining form.
- Pace
- Average Early (E1), Mid (E2), and Stretch (LP) pace figures — reveals pace-setters vs. closers vs. all-the-way types.
- This horse
- The horse whose stats card is open is highlighted with a darker column background.
Winning Profiles
- Axes
- X: Win % from last 10 starts — Y: In-the-money % (top-3 finishes) from last 10 starts.
- Quadrants
- Consistent Winners (top-right): high win & ITM — reliable performers.
Place Threats (top-left): boards often but doesn’t win often — good exacta/trifecta angles.
Streaky (bottom-right): wins occasionally, misses the board often — all-or-nothing.
Developing (bottom-left): still finding form — longshot territory. - Reference Lines
- Dashed lines mark field averages. Dots to the right win more; dots higher board more.
- This horse
- Highlighted with a gold border and larger dot.
AI Model Comparison
- Winner Models (green)
- LGBM, CatBoost, and XGBoost trained to predict race winners. Higher score = stronger contender.
- Longshot Models (red)
- LGBM-LS, CatBoost-LS, and XGB-LS trained to find high-value longshots. Higher score = stronger longshot candidate.
- This horse
- Highlighted with a darker column background.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | F | F |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | F | F |
| Early Pace | A | C |
| Mid Pace | C | D |
| Late Pace | C | D |
| Finish Pos | F | F |
| Dirt Speed | B | C |
| Turf Speed | D | D |
| Distance Speed | C | C |
| Trainer Effectiveness | F | F |
| Jockey Effectiveness | D | D |
| 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 | A | C |
| Mid Pace | C | D |
| Late Pace | C | D |
| Sprint FPS | A | C |
| Route FPS | B | D |
| Trainer Effectiveness | F | F |
| Jockey Effectiveness | D | D |
| 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 | A | 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) Dropping in class today ($16,000 → $7,500). (2) Hot trainer - high ITM rate (43%). (3) Hot jockey — high ITM rate (59%). (4) Switching turf-to-dirt with a strong turf pedigree rating (110) — pedigree suggests main-track improvement is likely. (5) Has won at today's distance (1830 yds) within the last 10 starts — proven ability at this trip. (6) Carries 5 lbs less than field median (117 lbs vs median 122 lbs). (7) Career-best figure (74) buried in races 4–10 back — 18 pts above race median and 14 pts above recent form — market has forgotten the peak effort. (8) Averages 60.8 speed pts in today's distance/surface configuration vs 54.4 in other configs (5 qualifying starts) — returning to ideal setup.
⚠ Concerns:(1) Consider there will be likely pace pressure in this race - multiple E types entered. (2) Switching from turf to dirt today. (3) Poor record at this track (0 wins from 5 starts). (4) Trip note from last race: Prssd 2w;3w trn;tired. (5) Speed figures are highly erratic over last 5 starts (σ = 11.9 pts: [33, 57, 60, 54, 63]) — unpredictable performer. (6) 0 wins from 7 starts on dirt in last 10 — repeated failure on today's surface. (7) Pick Pony Daily Edge Radar pick — value score 7/10 — angles: Hidden Figure, Return to Proven Setup, Hot Trainer, Hot Jockey, Class Drop, Won at This Distance, Pedigree-Backed Switch, Weight Advantage.
LGBM: 74 (3/6) CatBoost: 81 (3/6) XGB: 67 (3/6) LGBM-LS: 6 (4/6) CatBoost-LS: 82 (3/6) XGB-LS: 78 (2/6) Win Prob: 62.5% Value Score: 3.51 ★ ML: 3.50 (5/2) Overlay %: -1.72 Fair Odds: 5.22 (9/2) O/U: Fair
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Figure Comparison
- Rating
- The three Pick Pony algorithm ratings (Algo 1, Algo 2, Algo 3) that make up the overall PP AI Rating — higher is a stronger contender rating.
- Speed
- Career average speed, recent 3-race average, and last-race speed figure — spot horses in improving or declining form.
- Pace
- Average Early (E1), Mid (E2), and Stretch (LP) pace figures — reveals pace-setters vs. closers vs. all-the-way types.
- This horse
- The horse whose stats card is open is highlighted with a darker column background.
Winning Profiles
- Axes
- X: Win % from last 10 starts — Y: In-the-money % (top-3 finishes) from last 10 starts.
- Quadrants
- Consistent Winners (top-right): high win & ITM — reliable performers.
Place Threats (top-left): boards often but doesn’t win often — good exacta/trifecta angles.
Streaky (bottom-right): wins occasionally, misses the board often — all-or-nothing.
Developing (bottom-left): still finding form — longshot territory. - Reference Lines
- Dashed lines mark field averages. Dots to the right win more; dots higher board more.
- This horse
- Highlighted with a gold border and larger dot.
AI Model Comparison
- Winner Models (green)
- LGBM, CatBoost, and XGBoost trained to predict race winners. Higher score = stronger contender.
- Longshot Models (red)
- LGBM-LS, CatBoost-LS, and XGB-LS trained to find high-value longshots. Higher score = stronger longshot candidate.
- This horse
- Highlighted with a darker column background.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | A | C |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | B | D |
| Early Pace | C | C |
| Mid Pace | A | C |
| Late Pace | F | D |
| Finish Pos | D | F |
| Dirt Speed | C | D |
| Turf Speed | A | B |
| Distance Speed | B | C |
| Trainer Effectiveness | A | C |
| Jockey Effectiveness | A | A |
| 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 | A | C |
| Mid Pace | A | C |
| Late Pace | F | F |
| Sprint FPS | C | D |
| Route FPS | A | D |
| Trainer Effectiveness | A | C |
| Jockey Effectiveness | A | A |
| 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 | C | C |
| Mid Pace | A | 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) Finish positions improving over last 4 starts. (2) Hot trainer - high ITM rate (33%). (3) Hot jockey — high ITM rate (47%). (4) Late pace significantly above field median (LP: 74 vs field 65). (5) Closer/presser in a race with pace pressure — ideal race setup for late runners. (6) Trainer 'CROWELL SUSAN L' has 2 horses in today's card all showing last-race improvement — barn appears sharp right now. (7) Had documented trouble last race (codes: ['D', 'L', 'O', 'S', 'T', 'U']) yet still finished 2nd — a clean trip today sets up a form reversal.
⚠ Concerns:(1) Repeatedly beaten at this class level (3 of last 5 starts). (2) Poor record at this distance (0 wins from 8 recent starts). (3) Trip note from last race: Angled out;closed well. (4) Last race was career-best speed (69) — bounce risk after peak effort. (5) Has not won in last 9 starts despite career wins. (6) No workout in last 30 days despite 16 days since last race. (7) Speed figures are highly erratic over last 5 starts (σ = 9.3 pts: [69, 61, 67, 56, 46]) — unpredictable performer. (8) 0 wins from 10 starts on dirt in last 10 — repeated failure on today's surface. (9) Pick Pony Daily Edge Radar pick — value score 7/10 — angles: Closer in Pace Duel, Stable on Fire, Hot Trainer, Improving Finisher, Late Kick Advantage, Hot Jockey, Troubled Trip Comeback.
LGBM: 100 (1/6) CatBoost: 100 (1/6) XGB: 100 (1/6) LGBM-LS: 86 (2/6) CatBoost-LS: 100 (1/6) XGB-LS: 100 (1/6) Win Prob: 67.3% Value Score: 2.94 ★ ML: 2.50 (9/5) Overlay %: -5.62 Fair Odds: 4.80 (9/2) O/U: Underlay
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Figure Comparison
- Rating
- The three Pick Pony algorithm ratings (Algo 1, Algo 2, Algo 3) that make up the overall PP AI Rating — higher is a stronger contender rating.
- Speed
- Career average speed, recent 3-race average, and last-race speed figure — spot horses in improving or declining form.
- Pace
- Average Early (E1), Mid (E2), and Stretch (LP) pace figures — reveals pace-setters vs. closers vs. all-the-way types.
- This horse
- The horse whose stats card is open is highlighted with a darker column background.
Winning Profiles
- Axes
- X: Win % from last 10 starts — Y: In-the-money % (top-3 finishes) from last 10 starts.
- Quadrants
- Consistent Winners (top-right): high win & ITM — reliable performers.
Place Threats (top-left): boards often but doesn’t win often — good exacta/trifecta angles.
Streaky (bottom-right): wins occasionally, misses the board often — all-or-nothing.
Developing (bottom-left): still finding form — longshot territory. - Reference Lines
- Dashed lines mark field averages. Dots to the right win more; dots higher board more.
- This horse
- Highlighted with a gold border and larger dot.
AI Model Comparison
- Winner Models (green)
- LGBM, CatBoost, and XGBoost trained to predict race winners. Higher score = stronger contender.
- Longshot Models (red)
- LGBM-LS, CatBoost-LS, and XGB-LS trained to find high-value longshots. Higher score = stronger longshot candidate.
- This horse
- Highlighted with a darker column background.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | A | C |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | A | D |
| Early Pace | F | D |
| Mid Pace | F | D |
| Late Pace | A | B |
| Finish Pos | B | D |
| Dirt Speed | A | C |
| Turf Speed | D | D |
| Distance Speed | A | C |
| Trainer Effectiveness | B | D |
| Jockey Effectiveness | A | 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 | C |
| Early Pace | D | D |
| Mid Pace | D | D |
| Late Pace | A | B |
| Sprint FPS | F | D |
| Route FPS | F | D |
| Trainer Effectiveness | B | D |
| Jockey Effectiveness | A | 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 | 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) Returning from 90-day layoff with a recent workout. (2) Dropping in class today ($75,000 → $7,500). (3) Hot trainer - high ITM rate (42%). (4) Closer/presser in a race with pace pressure — ideal race setup for late runners. (5) Strong speed 2 back (58), modest dip last out (46) — form reversal angle, ready to bounce back to top form. (6) Dropping in class ($7,500 vs last $75,000) after a 90-day freshening — trainer setup-for-win angle. (7) Carries 5 lbs less than field median (117 lbs vs median 122 lbs). (8) Had documented trouble last race (codes: ['D', 'O', 'S', 'T']) yet still finished 3rd — a clean trip today sets up a form reversal.
⚠ Concerns:(1) Has not raced in 90 days. (2) Poor record at this track (0 wins from 6 starts). (3) Trip note from last race: Inside; no threat. (4) 0 wins from 8 starts on dirt in last 10 — repeated failure on today's surface. (5) Pick Pony Daily Edge Radar pick — value score 8/10 — angles: Class Drop After Rest, Form Reversal, Closer in Pace Duel, Hot Trainer, Troubled Trip Comeback, Class Drop, Weight Advantage.
LGBM: 56 (5/6) CatBoost: 55 (5/6) XGB: 36 (6/6) LGBM-LS: 2 (6/6) CatBoost-LS: 49 (5/6) XGB-LS: 4 (6/6) Win Prob: 29.5% Value Score: 2.57 ★ ML: 6.00 (11/2) Overlay %: 1.77 Fair Odds: 6.57 (6/1) O/U: Fair
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Figure Comparison
- Rating
- The three Pick Pony algorithm ratings (Algo 1, Algo 2, Algo 3) that make up the overall PP AI Rating — higher is a stronger contender rating.
- Speed
- Career average speed, recent 3-race average, and last-race speed figure — spot horses in improving or declining form.
- Pace
- Average Early (E1), Mid (E2), and Stretch (LP) pace figures — reveals pace-setters vs. closers vs. all-the-way types.
- This horse
- The horse whose stats card is open is highlighted with a darker column background.
Winning Profiles
- Axes
- X: Win % from last 10 starts — Y: In-the-money % (top-3 finishes) from last 10 starts.
- Quadrants
- Consistent Winners (top-right): high win & ITM — reliable performers.
Place Threats (top-left): boards often but doesn’t win often — good exacta/trifecta angles.
Streaky (bottom-right): wins occasionally, misses the board often — all-or-nothing.
Developing (bottom-left): still finding form — longshot territory. - Reference Lines
- Dashed lines mark field averages. Dots to the right win more; dots higher board more.
- This horse
- Highlighted with a gold border and larger dot.
AI Model Comparison
- Winner Models (green)
- LGBM, CatBoost, and XGBoost trained to predict race winners. Higher score = stronger contender.
- Longshot Models (red)
- LGBM-LS, CatBoost-LS, and XGB-LS trained to find high-value longshots. Higher score = stronger longshot candidate.
- This horse
- Highlighted with a darker column background.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | C | D |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | C | F |
| Early Pace | C | D |
| Mid Pace | C | D |
| Late Pace | C | D |
| Finish Pos | A | D |
| Dirt Speed | F | D |
| Turf Speed | B | C |
| Distance Speed | F | C |
| Trainer Effectiveness | A | C |
| Jockey Effectiveness | C | C |
| 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 | C | D |
| Mid Pace | C | D |
| Late Pace | C | D |
| Sprint FPS | C | D |
| Route FPS | C | D |
| Trainer Effectiveness | A | C |
| Jockey Effectiveness | C | C |
| 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 | 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) Closer/presser in a race with pace pressure — ideal race setup for late runners. (2) Career-best figure (76) buried in races 4–10 back — 10 pts above race median and 15 pts above recent form — market has forgotten the peak effort. (3) Had documented trouble last race (codes: ['D', 'O', 'T', 'U']) yet still finished 4th — a clean trip today sets up a form reversal.
⚠ Concerns:(1) 0 wins from 10 career starts on off tracks. (2) Poor record at this distance (0 wins from 10 recent starts). (3) Trip note from last race: Checked into turn. (4) Has not won in last 10 starts despite career wins. (5) 0 wins from 10 starts on dirt in last 10 — repeated failure on today's surface. (6) Pick Pony Daily Edge Radar pick — value score 5/10 — angles: Hidden Figure, Closer in Pace Duel, Troubled Trip Comeback.
LGBM: 1 (5/5) CatBoost: 6 (5/5) XGB: 6 (5/5) LGBM-LS: 78 (3/5) CatBoost-LS: 5 (5/5) XGB-LS: 0 Win Prob: 24.4% Value Score: 3.24 ★ ML: 10.00 (9/1) Overlay %: 4.88 Fair Odds: 7.06 (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 | F | D |
| Early Pace | D | C |
| Mid Pace | D | C |
| Late Pace | C | C |
| Finish Pos | F | F |
| Dirt Speed | A | A |
| Turf Speed | F | D |
| Distance Speed | A | A |
| Trainer Effectiveness | F | D |
| Jockey Effectiveness | F | D |
| 3rd Party Ratings | D | C |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | F | D |
| Early Pace | D | C |
| Mid Pace | D | C |
| Late Pace | D | D |
| Sprint FPS | D | C |
| Route FPS | D | D |
| Trainer Effectiveness | F | D |
| Jockey Effectiveness | F | D |
| 3rd Party Ratings | D | C |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | D | D |
| Early Pace | D | C |
| Mid Pace | D | C |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:(1) Track specialist — 4 wins from 12 starts here (33%). (2) Early pace significantly above field median (E1: 94 vs field 90). (3) Has won at today's distance (1320 yds) within the last 10 starts — proven ability at this trip. (4) Has won at PRX on dirt in the last 10 starts — proven at today's exact track/surface combo. (5) Career-best figure (86) buried in races 4–10 back — 20 pts above race median and 16 pts above recent form — market has forgotten the peak effort. (6) Had documented trouble last race (codes: ['L', 'T', 'U']) yet still finished 3rd — a clean trip today sets up a form reversal.
⚠ Concerns:(1) Consider there will be likely pace pressure in this race - multiple E types entered. (2) Trip note from last race: Reluctant; weaken late. (3) No workout in last 30 days despite 28 days since last race. (4) Dropping in class in consecutive starts ($16,000 → $12,500 → $7,500). (5) Speed figures are highly erratic over last 5 starts (σ = 23.5 pts: [68, 48, 70, 86, 25]) — unpredictable performer. (6) Pick Pony Daily Edge Radar pick — value score 6/10 — angles: Hidden Figure, Troubled Trip Comeback, Early Speed Edge, Won Here Before, Won at This Distance, Track Specialist.
LGBM: 95 (2/5) CatBoost: 63 (3/5) XGB: 55 (4/5) LGBM-LS: 5 (5/5) CatBoost-LS: 57 (3/5) XGB-LS: 77 (2/5) Win Prob: 50.6% Value Score: 3.06 ★ ML: 4.00 (7/2) Overlay %: 1.10 Fair Odds: 4.67 (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 | D | D |
| Early Pace | A | A |
| Mid Pace | A | A |
| Late Pace | F | D |
| Finish Pos | A | C |
| Dirt Speed | B | A |
| Turf Speed | D | C |
| Distance Speed | B | A |
| Trainer Effectiveness | B | B |
| Jockey Effectiveness | D | D |
| 3rd Party Ratings | B | B |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | C | D |
| Early Pace | A | A |
| Mid Pace | A | A |
| Late Pace | F | D |
| Sprint FPS | A | A |
| Route FPS | A | A |
| Trainer Effectiveness | B | B |
| Jockey Effectiveness | D | D |
| 3rd Party Ratings | B | B |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | A | C |
| Early Pace | 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) Speed average (73) well above field median (66). (2) Big last-race effort (85) — 17 pts above recent average. (3) Won last 2 consecutive starts. (4) Track specialist — 7 wins from 19 starts here (37%). (5) Fourth race back from a 65-day layoff — often the peak fitness race. (6) Has won at today's distance (1320 yds) within the last 10 starts — proven ability at this trip. (7) Outstanding wet-track record: 1W from 4 starts (25%) — thrives when the going is off. (8) Has won at PRX on dirt in the last 10 starts — proven at today's exact track/surface combo. (9) Speed improved +29 pts then +6 pts in last 2 starts (50 → 79 → 85) — trainer is progressively building fitness. (10) Had documented trouble last race (codes: ['D', 'L', 'S', 'U', 'V']) yet still finished 1st — a clean trip today sets up a form reversal.
⚠ Concerns:(1) Rising in class today ($5,000 → $7,500). (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: Vied ins; pulled away. (5) Last race was career-best speed (85) — 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 = 13.4 pts: [85, 79, 50, 75, 75]) — unpredictable performer. (8) Two consecutive 5+ pt speed jumps (50 → 79 → 85) and last race speed is well above career average (73) — high bounce risk after back-to-back peak efforts. (9) Pick Pony Daily Edge Radar pick — value score 10/10 — angles: Class Superiority, Big Last Effort, Form Surge, Win Streak Momentum, Troubled Trip Comeback, Won Here Before, Won at This Distance, Off-Track Ace, Track Specialist, Classic Fourth Race Pattern.
LGBM: 100 (1/5) CatBoost: 95 (2/5) XGB: 100 (1/5) LGBM-LS: 100 (1/5) CatBoost-LS: 99 (2/5) XGB-LS: 100 (1/5) Win Prob: 78.4% Value Score: 2.84 ★ ML: 2.00 (9/5) Overlay %: -6.74 Fair Odds: 3.80 (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 | B |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | A | B |
| Early Pace | A | A |
| Mid Pace | A | A |
| Late Pace | B | C |
| Finish Pos | A | B |
| Dirt Speed | C | A |
| Turf Speed | B | B |
| Distance Speed | C | A |
| Trainer Effectiveness | C | D |
| Jockey Effectiveness | B | A |
| 3rd Party Ratings | A | A |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | A | C |
| Early Pace | A | A |
| Mid Pace | B | A |
| Late Pace | A | C |
| Sprint FPS | A | A |
| Route FPS | B | B |
| Trainer Effectiveness | C | D |
| Jockey Effectiveness | B | A |
| 3rd Party Ratings | A | A |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | A | B |
| Early Pace | B | A |
| Mid Pace | B | A |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:(1) Late pace significantly above field median (LP: 81 vs field 73). (2) Closer/presser in a race with pace pressure — ideal race setup for late runners. (3) Has won at today's distance (1320 yds) within the last 10 starts — proven ability at this trip. (4) Has won at PRX on dirt in the last 10 starts — proven at today's exact track/surface combo. (5) Career-best figure (77) buried in races 4–10 back — 11 pts above race median and 13 pts above recent form — market has forgotten the peak effort.
⚠ Concerns:(1) Rising in class today ($5,000 → $7,500). (2) Trip note from last race: Checked st; far back. (3) Dropping in class in consecutive starts ($20,000 → $10,000 → $5,000). (4) Rising in class ($5,000 → $7,500) after finishing 5 last out — double negative. (5) Speed figures are highly erratic over last 5 starts (σ = 9.5 pts: [55, 57, 64, 72, 77]) — unpredictable performer. (6) Both speed figures (64→57→55) AND claiming price ($20,000→$10,000→$5,000) have declined in each of last 3 starts. (7) Pick Pony Daily Edge Radar pick — value score 7/10 — angles: Hidden Figure, Closer in Pace Duel, Late Kick Advantage, Won Here Before, Won at This Distance.
LGBM: 0 CatBoost: 0 XGB: 0 LGBM-LS: 68 (4/5) CatBoost-LS: 0 XGB-LS: 9 (5/5) Win Prob: 12.8% Value Score: 2.02 ★ ML: 12.00 (11/1) Overlay %: 5.29 Fair Odds: 7.58 (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 | B | C |
| Early Pace | F | D |
| Mid Pace | F | C |
| Late Pace | A | A |
| Finish Pos | C | D |
| Dirt Speed | F | B |
| Turf Speed | A | B |
| Distance Speed | D | B |
| Trainer Effectiveness | D | D |
| Jockey Effectiveness | C | C |
| 3rd Party Ratings | F | 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 | D |
| Early Pace | F | D |
| Mid Pace | F | D |
| Late Pace | C | C |
| Sprint FPS | F | D |
| Route FPS | F | D |
| Trainer Effectiveness | D | D |
| Jockey Effectiveness | C | C |
| 3rd Party Ratings | F | 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 | F | D |
| Early Pace | F | C |
| 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) Hot trainer - high ITM rate (44%). (2) Hot jockey — high ITM rate (59%). (3) Closer/presser in a race with pace pressure — ideal race setup for late runners. (4) Has won at today's distance (1320 yds) within the last 10 starts — proven ability at this trip. (5) Has won at PRX on dirt in the last 10 starts — proven at today's exact track/surface combo. (6) Carries 5 lbs less than field median (117 lbs vs median 122 lbs). (7) Speed improved +5 pts then +5 pts in last 2 starts (61 → 66 → 71) — trainer is progressively building fitness. (8) Had documented trouble last race (codes: ['D', 'L', 'O', 'T']) yet still finished 2nd — a clean trip today sets up a form reversal.
⚠ Concerns:(1) Repeatedly beaten at this class level (3 of last 5 starts). (2) Trip note from last race: 3w into lane; rallied. (3) Consistently runs wide at the first call (3 of last 5 starts). (4) Pick Pony Daily Edge Radar pick — value score 8/10 — angles: Form Surge, Closer in Pace Duel, Hot Trainer, Troubled Trip Comeback, Hot Jockey, Won Here Before, Won at This Distance, Weight Advantage.
LGBM: 67 (4/5) CatBoost: 52 (4/5) XGB: 56 (3/5) LGBM-LS: 0 CatBoost-LS: 47 (4/5) XGB-LS: 42 (4/5) Win Prob: 54.8% Value Score: 2.98 ★ ML: 3.50 (5/2) Overlay %: -1.10 Fair Odds: 4.79 (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 | C |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | A | C |
| Early Pace | C | B |
| Mid Pace | C | B |
| Late Pace | A | B |
| Finish Pos | B | C |
| Dirt Speed | C | A |
| Turf Speed | A | A |
| Distance Speed | D | B |
| Trainer Effectiveness | A | B |
| Jockey Effectiveness | A | A |
| 3rd Party Ratings | C | B |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | B | C |
| Early Pace | C | C |
| Mid Pace | C | B |
| Late Pace | C | C |
| Sprint FPS | C | C |
| Route FPS | C | C |
| Trainer Effectiveness | A | B |
| Jockey Effectiveness | A | A |
| 3rd Party Ratings | C | B |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | C | D |
| Early Pace | C | B |
| Mid Pace | C | B |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:(1) Hot trainer - high ITM rate (59%). (2) Strong trainer/jockey combo - 21 wins from 53 starts (40%). (3) Big last-race effort (89) — 19 pts above recent average. (4) Hot jockey — high ITM rate (53%). (5) Track specialist — 12 wins from 27 starts here (44%). (6) Has won at today's distance (1320 yds) within the last 10 starts — proven ability at this trip. (7) Outstanding wet-track record: 4W from 11 starts (36%) — thrives when the going is off. (8) Has won at PRX on dirt in the last 10 starts — proven at today's exact track/surface combo. (9) Trainer 'PINO MICHAEL V' has 3 horses in today's card all showing last-race improvement — barn appears sharp right now. (10) Had documented trouble last race (codes: ['D', 'L', 'S', 'T', 'U']) yet still finished 1st — a clean trip today sets up a form reversal.
⚠ Concerns:(1) Rising in class today ($5,000 → $7,500). (2) Consider there will be likely pace pressure in this race - multiple E types entered. (3) Trip note from last race: Set pace; pulled away. (4) Last race was career-best speed (89) — bounce risk after peak effort. (5) No workout in last 30 days despite 22 days since last race. (6) Speed figures are highly erratic over last 5 starts (σ = 13.8 pts: [89, 64, 76, 69, 52]) — unpredictable performer. (7) Pick Pony Daily Edge Radar pick — value score 10/10 — angles: Hot Trainer-Jockey Pairing, Big Last Effort, Stable on Fire, Hot Trainer, Hot Jockey, Won Here Before, Troubled Trip Comeback, Won at This Distance, Off-Track Ace, Track Specialist.
LGBM: 86 (3/5) CatBoost: 100 (1/5) XGB: 88 (2/5) LGBM-LS: 99 (2/5) CatBoost-LS: 100 (1/5) XGB-LS: 56 (3/5) Win Prob: 68.1% Value Score: 2.88 ★ ML: 2.50 (9/5) Overlay %: -3.43 Fair Odds: 3.95 (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 | C | C |
| Early Pace | B | A |
| Mid Pace | B | A |
| Late Pace | D | D |
| Finish Pos | D | D |
| Dirt Speed | A | A |
| Turf Speed | C | B |
| Distance Speed | A | A |
| Trainer Effectiveness | A | A |
| Jockey Effectiveness | A | A |
| 3rd Party Ratings | A | A |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | A | B |
| Early Pace | B | A |
| Mid Pace | A | A |
| Late Pace | A | B |
| Sprint FPS | B | A |
| Route FPS | A | A |
| Trainer Effectiveness | A | A |
| Jockey Effectiveness | A | A |
| 3rd Party Ratings | A | A |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | B | D |
| Early Pace | A | A |
| Mid Pace | A | A |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:(1) Hot trainer - high ITM rate (41%). (2) Strong trainer/jockey combo - 6 wins from 20 starts (30%). (3) Big last-race effort (91) — 48 pts above recent average. (4) Hot jockey — high ITM rate (42%). (5) Has won at today's distance (1320 yds) within the last 10 starts — proven ability at this trip. (6) Has won at PRX on dirt in the last 10 starts — proven at today's exact track/surface combo. (7) Had documented trouble last race (codes: ['D', 'F', 'O', 'V']) yet still finished 1st — a clean trip today sets up a form reversal.
⚠ Concerns:(1) Rising in class today ($10,000 → $25,000). (2) Consider there will be likely pace pressure in this race - multiple E types entered. (3) Trip note from last race: Vied 2w; drew off. (4) Last race was career-best speed (91) — bounce risk after peak effort. (5) Speed figures are highly erratic over last 5 starts (σ = 26.4 pts: [91, 50, 51, 27, 26]) — unpredictable performer. (6) Pick Pony Daily Edge Radar pick — value score 9/10 — angles: Hot Trainer-Jockey Pairing, Big Last Effort, Hot Trainer, Hot Jockey, Won Here Before, Troubled Trip Comeback, Won at This Distance.
LGBM: 85 (2/6) CatBoost: 70 (2/6) XGB: 66 (2/6) LGBM-LS: 6 (4/6) CatBoost-LS: 76 (2/6) XGB-LS: 84 (2/6) Win Prob: 59.6% Value Score: 3.49 ★ ML: 4.00 (7/2) Overlay %: -1.34 Fair Odds: 5.35 (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 | A | A |
| Mid Pace | B | A |
| Late Pace | D | D |
| Finish Pos | F | F |
| Dirt Speed | A | A |
| Turf Speed | C | D |
| Distance Speed | A | A |
| Trainer Effectiveness | A | C |
| Jockey Effectiveness | A | B |
| 3rd Party Ratings | C | B |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | C | D |
| Early Pace | A | A |
| Mid Pace | C | B |
| Late Pace | B | C |
| Sprint FPS | A | A |
| Route FPS | C | B |
| Trainer Effectiveness | A | C |
| Jockey Effectiveness | A | B |
| 3rd Party Ratings | C | B |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | C | D |
| Early Pace | 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) Speed average (89) well above field median (63). (2) Career-best speed figure (89) recorded in last 1-2 starts — peaking form. (3) Has a bullet work (fastest at track that day) — sharp conditioning signal. (4) Late pace significantly above field median (LP: 89 vs field 70). (5) Has won at today's distance (1320 yds) within the last 10 starts — proven ability at this trip. (6) Carries 5 lbs less than field median (120 lbs vs median 125 lbs). (7) Had documented trouble last race (codes: ['B', 'D', 'O', 'S', 'T', 'U', 'V']) yet still finished 1st — a clean trip today sets up a 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) Unproven on dirt surface (1 start). (4) Trip note from last race: Outside bid;driving. (5) Stepping up to $25,000 — highest class level in last 10 starts (previous high: $20,000). (6) Pick Pony Daily Edge Radar pick — value score 10/10 — angles: Class Superiority, Career-Best Recent Figure, Bullet Workout, Late Kick Advantage, Troubled Trip Comeback, Won at This Distance, Weight Advantage.
LGBM: 100 (1/6) CatBoost: 100 (1/6) XGB: 100 (1/6) LGBM-LS: 100 (1/6) CatBoost-LS: 100 (1/6) XGB-LS: 100 (1/6) Win Prob: 81.1% Value Score: 3.79 ★ ML: 3.00 (5/2) Overlay %: -1.88 Fair Odds: 4.13 (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 | A |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | A | A |
| Early Pace | A | A |
| Mid Pace | A | A |
| Late Pace | A | A |
| Finish Pos | A | A |
| Dirt Speed | A | A |
| Turf Speed | C | D |
| Distance Speed | F | F |
| Trainer Effectiveness | C | D |
| Jockey Effectiveness | F | D |
| 3rd Party Ratings | A | A |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | A | A |
| Early Pace | B | A |
| Mid Pace | A | A |
| Late Pace | A | A |
| Sprint FPS | C | B |
| Route FPS | A | A |
| Trainer Effectiveness | C | D |
| Jockey Effectiveness | F | D |
| 3rd Party Ratings | A | A |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | A | A |
| Early Pace | F | F |
| Mid Pace | F | F |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:(1) Significantly better on off tracks (off: 76 vs fast: 68). (2) Hot trainer - high ITM rate (37%). (3) Fourth race back from a 82-day layoff — often the peak fitness race. (4) Strong speed 2 back (76), modest dip last out (68) — form reversal angle, ready to bounce back to top form. (5) Has won at today's distance (1320 yds) within the last 10 starts — proven ability at this trip. (6) Has won at PRX on dirt in the last 10 starts — proven at today's exact track/surface combo. (7) Carries 5 lbs less than field median (120 lbs vs median 125 lbs). (8) Had documented trouble last race (codes: ['B', 'D', 'F', 'L', 'O', 'T', 'U']) yet still finished 3rd — a clean trip today sets up a form reversal.
⚠ Concerns:(1) Consider there will be likely pace pressure in this race - multiple E types entered. (2) Trip note from last race: Bid turn; duel; outfin. (3) Last race was career-best speed (68) — bounce risk after peak effort. (4) Pick Pony Daily Edge Radar pick — value score 7/10 — angles: Form Reversal, Off-Track Preference, Hot Trainer, Troubled Trip Comeback, Won Here Before, Won at This Distance, Classic Fourth Race Pattern, Weight Advantage.
LGBM: 61 (4/6) CatBoost: 49 (4/6) XGB: 50 (4/6) LGBM-LS: 5 (5/6) CatBoost-LS: 47 (4/6) XGB-LS: 58 (3/6) Win Prob: 43.2% Value Score: 2.27 ★ ML: 3.50 (5/2) Overlay %: -4.85 Fair Odds: 6.07 (11/2) O/U: Underlay
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Figure Comparison
- Rating
- The three Pick Pony algorithm ratings (Algo 1, Algo 2, Algo 3) that make up the overall PP AI Rating — higher is a stronger contender rating.
- Speed
- Career average speed, recent 3-race average, and last-race speed figure — spot horses in improving or declining form.
- Pace
- Average Early (E1), Mid (E2), and Stretch (LP) pace figures — reveals pace-setters vs. closers vs. all-the-way types.
- This horse
- The horse whose stats card is open is highlighted with a darker column background.
Winning Profiles
- Axes
- X: Win % from last 10 starts — Y: In-the-money % (top-3 finishes) from last 10 starts.
- Quadrants
- Consistent Winners (top-right): high win & ITM — reliable performers.
Place Threats (top-left): boards often but doesn’t win often — good exacta/trifecta angles.
Streaky (bottom-right): wins occasionally, misses the board often — all-or-nothing.
Developing (bottom-left): still finding form — longshot territory. - Reference Lines
- Dashed lines mark field averages. Dots to the right win more; dots higher board more.
- This horse
- Highlighted with a gold border and larger dot.
AI Model Comparison
- Winner Models (green)
- LGBM, CatBoost, and XGBoost trained to predict race winners. Higher score = stronger contender.
- Longshot Models (red)
- LGBM-LS, CatBoost-LS, and XGB-LS trained to find high-value longshots. Higher score = stronger longshot candidate.
- This horse
- Highlighted with a darker column background.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | C | D |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | C | D |
| Early Pace | D | C |
| Mid Pace | C | C |
| Late Pace | B | C |
| Finish Pos | C | C |
| Dirt Speed | F | C |
| Turf Speed | C | D |
| Distance Speed | B | B |
| Trainer Effectiveness | B | C |
| Jockey Effectiveness | C | C |
| 3rd Party Ratings | A | B |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | C | C |
| Early Pace | C | A |
| Mid Pace | B | A |
| Late Pace | C | D |
| Sprint FPS | C | B |
| Route FPS | C | B |
| Trainer Effectiveness | B | C |
| Jockey Effectiveness | C | C |
| 3rd Party Ratings | A | B |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | C | D |
| Early Pace | C | C |
| Mid Pace | C | C |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:(1) Speed average (75) well above field median (63). (2) Hot trainer - high ITM rate (43%). (3) Hot jockey — high ITM rate (41%). (4) Late pace significantly above field median (LP: 75 vs field 70). (5) Fourth race back from a 57-day layoff — often the peak fitness race. (6) Has won at today's distance (1320 yds) within the last 10 starts — proven ability at this trip. (7) Has won at PRX on dirt in the last 10 starts — proven at today's exact track/surface combo. (8) Career-best figure (81) buried in races 4–10 back — 18 pts above race median and 9 pts above recent form — market has forgotten the peak effort. (9) Had documented trouble last race (codes: ['B', 'D', 'O', 'S', 'T']) yet still finished 2nd — a clean trip today sets up a form reversal.
⚠ Concerns:(1) Consider there will be likely pace pressure in this race - multiple E types entered. (2) Trip note from last race: Inside; second best. (3) Pick Pony Daily Edge Radar pick — value score 10/10 — angles: Class Superiority, Hidden Figure, Hot Trainer, Late Kick Advantage, Hot Jockey, Won Here Before, Troubled Trip Comeback, Won at This Distance, Classic Fourth Race Pattern.
LGBM: 70 (3/6) CatBoost: 50 (3/6) XGB: 53 (3/6) LGBM-LS: 4 (6/6) CatBoost-LS: 50 (3/6) XGB-LS: 0 Win Prob: 46% Value Score: 3.23 ★ ML: 5.00 (9/2) Overlay %: 1.38 Fair Odds: 5.40 (9/2) O/U: Fair
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Figure Comparison
- Rating
- The three Pick Pony algorithm ratings (Algo 1, Algo 2, Algo 3) that make up the overall PP AI Rating — higher is a stronger contender rating.
- Speed
- Career average speed, recent 3-race average, and last-race speed figure — spot horses in improving or declining form.
- Pace
- Average Early (E1), Mid (E2), and Stretch (LP) pace figures — reveals pace-setters vs. closers vs. all-the-way types.
- This horse
- The horse whose stats card is open is highlighted with a darker column background.
Winning Profiles
- Axes
- X: Win % from last 10 starts — Y: In-the-money % (top-3 finishes) from last 10 starts.
- Quadrants
- Consistent Winners (top-right): high win & ITM — reliable performers.
Place Threats (top-left): boards often but doesn’t win often — good exacta/trifecta angles.
Streaky (bottom-right): wins occasionally, misses the board often — all-or-nothing.
Developing (bottom-left): still finding form — longshot territory. - Reference Lines
- Dashed lines mark field averages. Dots to the right win more; dots higher board more.
- This horse
- Highlighted with a gold border and larger dot.
AI Model Comparison
- Winner Models (green)
- LGBM, CatBoost, and XGBoost trained to predict race winners. Higher score = stronger contender.
- Longshot Models (red)
- LGBM-LS, CatBoost-LS, and XGB-LS trained to find high-value longshots. Higher score = stronger longshot candidate.
- This horse
- Highlighted with a darker column background.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | A | C |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | A | B |
| Early Pace | B | A |
| Mid Pace | A | A |
| Late Pace | A | B |
| Finish Pos | A | C |
| Dirt Speed | B | B |
| Turf Speed | A | B |
| Distance Speed | A | B |
| Trainer Effectiveness | A | C |
| Jockey Effectiveness | B | C |
| 3rd Party Ratings | B | B |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | A | C |
| Early Pace | A | A |
| Mid Pace | A | A |
| Late Pace | C | D |
| Sprint FPS | B | A |
| Route FPS | B | B |
| Trainer Effectiveness | A | C |
| Jockey Effectiveness | B | 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 | A | B |
| Early Pace | A | A |
| Mid Pace | A | A |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:(1) Hot trainer - high ITM rate (47%). (2) Late pace significantly above field median (LP: 80 vs field 71). (3) Closer/presser in a race with pace pressure — ideal race setup for late runners. (4) Has won at PRX on dirt in the last 10 starts — proven at today's exact track/surface combo. (5) Trainer 'SOTO- MARTINEZ ELLIOTT' has 2 horses in today's card all showing last-race improvement — barn appears sharp right now. (6) Had documented trouble last race (codes: ['B', 'D', 'F', 'L']) yet still finished 2nd — a clean trip today sets up a form reversal.
⚠ Concerns:(1) Limited experience at today's distance (1 start). (2) 0 wins from 10 career starts on off tracks. (3) Trip note from last race: Far back; wide rally. (4) Consistently runs wide at the first call (3 of last 5 starts). (5) Pick Pony Daily Edge Radar pick — value score 6/10 — angles: Closer in Pace Duel, Stable on Fire, Hot Trainer, Late Kick Advantage, Troubled Trip Comeback, Won Here Before.
LGBM: 62 (4/5) CatBoost: 91 (3/5) XGB: 77 (4/5) LGBM-LS: 0 CatBoost-LS: 84 (4/5) XGB-LS: 54 (3/5) Win Prob: 55.4% Value Score: 3.08 ★ ML: 3.50 (5/2) Overlay %: -0.95 Fair Odds: 4.88 (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 | C |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | A | C |
| Early Pace | F | D |
| Mid Pace | F | D |
| Late Pace | A | A |
| Finish Pos | A | B |
| Dirt Speed | A | A |
| Turf Speed | A | B |
| Distance Speed | F | F |
| Trainer Effectiveness | A | B |
| Jockey Effectiveness | B | 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 | F | D |
| Mid Pace | F | D |
| Late Pace | A | C |
| Sprint FPS | F | D |
| Route FPS | D | D |
| Trainer Effectiveness | A | B |
| Jockey Effectiveness | B | 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 | 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 ($12,500 → $5,000). (2) Hot jockey — high ITM rate (38%). (3) Closer/presser in a race with pace pressure — ideal race setup for late runners. (4) Fourth race back from a 54-day layoff — often the peak fitness race.
⚠ Concerns:(1) Speed average (58) well below field median (66). (2) 0 wins from 8 career starts on off tracks. (3) Poor record at this distance (0 wins from 10 recent starts). (4) Trip note from last race: Btwn early; gave way. (5) No workout in last 30 days despite 23 days since last race. (6) 0 wins from 10 starts on dirt in last 10 — repeated failure on today's surface. (7) Pick Pony Daily Edge Radar pick — value score 6/10 — angles: Closer in Pace Duel, Hot Jockey, Class Drop, Classic Fourth Race Pattern.
LGBM: 0 CatBoost: 0 XGB: 0 LGBM-LS: 55 (4/5) CatBoost-LS: 0 XGB-LS: 0 Win Prob: 14.5% Value Score: 2.86 ★ ML: 15.00 (14/1) Overlay %: 7.04 Fair Odds: 7.27 (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 | D |
| Early Pace | D | D |
| Mid Pace | D | C |
| Late Pace | B | C |
| Finish Pos | D | F |
| Dirt Speed | C | B |
| Turf Speed | A | B |
| Distance Speed | D | B |
| Trainer Effectiveness | F | D |
| Jockey Effectiveness | A | C |
| 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 | C |
| Late Pace | B | D |
| Sprint FPS | D | D |
| Route FPS | F | D |
| Trainer Effectiveness | F | D |
| Jockey Effectiveness | A | C |
| 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 | A | D |
| Early Pace | D | D |
| Mid Pace | D | D |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:(1) Hot jockey — high ITM rate (59%). (2) Fourth race back from a 71-day layoff — often the peak fitness race. (3) Has won at today's distance (1320 yds) within the last 10 starts — proven ability at this trip. (4) Has won at PRX on dirt in the last 10 starts — proven at today's exact track/surface combo. (5) Trainer 'DIAZ JORGE' has 2 horses in today's card all showing last-race improvement — barn appears sharp right now. (6) Had documented trouble last race (codes: ['B', 'D', 'L']) yet still finished 3rd — a clean trip today sets up a form reversal.
⚠ Concerns:(1) Repeatedly beaten at this class level (4 of last 5 starts). (2) Consider there will be likely pace pressure in this race - multiple E types entered. (3) Trip note from last race: 4wd lane; lacked a bid. (4) No workout in last 30 days despite 27 days since last race. (5) Speed figures are highly erratic over last 5 starts (σ = 11.6 pts: [64, 41, 66, 71, 57]) — unpredictable performer. (6) Pick Pony Daily Edge Radar pick — value score 6/10 — angles: Stable on Fire, Troubled Trip Comeback, Hot Jockey, Won Here Before, Won at This Distance, Classic Fourth Race Pattern.
LGBM: 96 (3/5) CatBoost: 97 (2/5) XGB: 80 (2/5) LGBM-LS: 82 (3/5) CatBoost-LS: 98 (2/5) XGB-LS: 48 (4/5) Win Prob: 68.5% Value Score: 2.54 ★ ML: 2.00 (9/5) Overlay %: -8.01 Fair Odds: 4.28 (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 | C | D |
| Early Pace | B | B |
| Mid Pace | B | B |
| Late Pace | C | D |
| Finish Pos | C | D |
| Dirt Speed | A | A |
| Turf Speed | F | D |
| Distance Speed | A | A |
| Trainer Effectiveness | C | D |
| Jockey Effectiveness | A | A |
| 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 | A | B |
| Late Pace | D | D |
| Sprint FPS | A | B |
| Route FPS | A | A |
| Trainer Effectiveness | C | D |
| Jockey Effectiveness | A | A |
| 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 | D |
| Early Pace | B | B |
| Mid Pace | B | B |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:(1) Hot trainer - high ITM rate (47%). (2) Early pace significantly above field median (E1: 94 vs field 86). (3) Fourth race back from a 54-day layoff — often the peak fitness race. (4) Has won at today's distance (1320 yds) within the last 10 starts — proven ability at this trip. (5) Has won at PRX on dirt in the last 10 starts — proven at today's exact track/surface combo. (6) Trainer 'SOTO- MARTINEZ ELLIOTT' has 2 horses in today's card all showing last-race improvement — barn appears sharp right now. (7) Career-best figure (75) buried in races 4–10 back — 9 pts above race median and 11 pts above recent form — market has forgotten the peak effort. (8) Had documented trouble last race (codes: ['L', 'O', 'T']) yet still finished 2nd — a clean trip today sets up a form reversal.
⚠ Concerns:(1) Consider there will be likely pace pressure in this race - multiple E types entered. (2) Tends to fade in the stretch at similar distances (7 of 10 starts). (3) Trip note from last race: Pace; clear; no match. (4) No workout in last 30 days despite 21 days since last race. (5) Speed figures are highly erratic over last 5 starts (σ = 9.1 pts: [64, 48, 64, 72, 68]) — unpredictable performer. (6) Pick Pony Daily Edge Radar pick — value score 7/10 — angles: Hidden Figure, Stable on Fire, Hot Trainer, Troubled Trip Comeback, Early Speed Edge, Won Here Before, Won at This Distance, Classic Fourth Race Pattern.
LGBM: 100 (1/5) CatBoost: 90 (4/5) XGB: 77 (3/5) LGBM-LS: 13 (5/5) CatBoost-LS: 93 (3/5) XGB-LS: 100 (1/5) Win Prob: 64.6% Value Score: 4 ★ ML: 4.00 (7/2) Overlay %: 3.50 Fair Odds: 4.09 (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 | A | C |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | B | C |
| Early Pace | A | A |
| Mid Pace | A | A |
| Late Pace | D | D |
| Finish Pos | B | D |
| Dirt Speed | F | C |
| Turf Speed | C | C |
| Distance Speed | C | B |
| Trainer Effectiveness | A | B |
| Jockey Effectiveness | F | F |
| 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 | C | D |
| Early Pace | A | A |
| Mid Pace | A | A |
| Late Pace | F | D |
| Sprint FPS | A | A |
| Route FPS | A | B |
| Trainer Effectiveness | A | B |
| Jockey Effectiveness | F | F |
| 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 | C | D |
| Early Pace | A | A |
| Mid Pace | A | A |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:(1) Early pace significantly above field median (E1: 89 vs field 86).
⚠ Concerns:(1) Speed average (57) well below field median (66). (2) Poor record at this distance (0 wins from 10 recent starts). (3) Trip note from last race: Vied 3w early; faded. (4) Has not won in last 10 starts despite career wins. (5) No workout in last 30 days despite 22 days since last race. (6) 0 wins from 10 starts on dirt in last 10 — repeated failure on today's surface.
LGBM: 8 (5/5) CatBoost: 16 (5/5) XGB: 3 (5/5) LGBM-LS: 100 (1/5) CatBoost-LS: 14 (5/5) XGB-LS: 58 (2/5) Win Prob: 37.7% Value Score: 7.47 ★ ML: 15.00 (14/1) Overlay %: 7.52 Fair Odds: 6.96 (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 | A | A |
| Mid Pace | A | B |
| Late Pace | F | D |
| Finish Pos | F | F |
| Dirt Speed | B | B |
| Turf Speed | D | C |
| Distance Speed | A | B |
| Trainer Effectiveness | D | D |
| Jockey Effectiveness | D | F |
| 3rd Party Ratings | B | C |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | B | D |
| Early Pace | A | A |
| Mid Pace | B | B |
| Late Pace | C | D |
| Sprint FPS | B | B |
| Route FPS | B | C |
| Trainer Effectiveness | D | D |
| Jockey Effectiveness | D | F |
| 3rd Party Ratings | B | C |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | F | 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) Significantly better on off tracks (off: 87 vs fast: 80). (2) Big last-race effort (72) — 11 pts above recent average. (3) In the money in last 3 consecutive starts. (4) Late pace significantly above field median (LP: 76 vs field 71). (5) Has won at today's distance (1320 yds) within the last 10 starts — proven ability at this trip. (6) Trainer 'DIAZ JORGE' has 2 horses in today's card all showing last-race improvement — barn appears sharp right now. (7) Had documented trouble last race (codes: ['D', 'L', 'T', 'U']) yet still finished 1st — a clean trip today sets up a form reversal.
⚠ Concerns:(1) Consider there will be likely pace pressure in this race - multiple E types entered. (2) Poor record at this track (0 wins from 5 starts). (3) Trip note from last race: Dueled; led turn;clear. (4) No workout in last 30 days despite 27 days since last race. (5) Pick Pony Daily Edge Radar pick — value score 9/10 — angles: Big Last Effort, Consistent In-The-Money, Off-Track Preference, Stable on Fire, Late Kick Advantage, Troubled Trip Comeback, Won at This Distance.
LGBM: 97 (2/5) CatBoost: 100 (1/5) XGB: 100 (1/5) LGBM-LS: 94 (2/5) CatBoost-LS: 100 (1/5) XGB-LS: 12 (5/5) Win Prob: 71.7% Value Score: 2.49 ★ ML: 1.80 (9/5) Overlay %: -9.10 Fair Odds: 4.06 (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 | B |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | A | C |
| Early Pace | C | B |
| Mid Pace | C | C |
| Late Pace | A | B |
| Finish Pos | A | C |
| Dirt Speed | C | B |
| Turf Speed | A | B |
| Distance Speed | C | B |
| Trainer Effectiveness | C | D |
| Jockey Effectiveness | C | 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 | A | D |
| Early Pace | C | B |
| Mid Pace | C | C |
| Late Pace | A | B |
| Sprint FPS | C | C |
| Route FPS | C | C |
| Trainer Effectiveness | C | D |
| Jockey Effectiveness | C | 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 | D |
| Early Pace | C | B |
| Mid Pace | C | C |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:(1) Returning from 64-day layoff with a recent workout. (2) Career-best speed figure (94) recorded in last 1-2 starts — peaking form. (3) In the money in last 6 consecutive starts. (4) Track specialist — 3 wins from 8 starts here (38%). (5) Closer/presser in a race with pace pressure — ideal race setup for late runners. (6) Strong speed 2 back (94), modest dip last out (83) — form reversal angle, ready to bounce back to top form. (7) Has won at today's distance (1320 yds) within the last 10 starts — proven ability at this trip. (8) Returning from 64-day layoff with a bullet workout — trainer signaling extra readiness for today's spot. (9) Has won at PRX on dirt in the last 10 starts — proven at today's exact track/surface combo. (10) Had documented trouble last race (codes: ['B', 'D', 'F', 'L', 'S', 'T']) yet still finished 1st — a clean trip today sets up a form reversal.
⚠ Concerns:(1) Has not raced in 64 days. (2) Consider there will be likely pace pressure in this race - multiple E types entered. (3) Trip note from last race: Stalked; bid; drew pff. (4) Pick Pony Daily Edge Radar pick — value score 10/10 — angles: Career-Best Recent Figure, Consistent In-The-Money, Form Reversal, Closer in Pace Duel, Troubled Trip Comeback, Won Here Before, Won at This Distance, Sharp Return Workout, Track Specialist.
LGBM: 100 (1/5) CatBoost: 92 (2/5) XGB: 94 (2/5) LGBM-LS: 99 (2/5) CatBoost-LS: 94 (2/5) XGB-LS: 82 (2/5) Win Prob: 71.8% Value Score: 2.49 ★ ML: 1.80 (9/5) Overlay %: -8.21 Fair Odds: 3.86 (7/2) O/U: Underlay
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Figure Comparison
- Rating
- The three Pick Pony algorithm ratings (Algo 1, Algo 2, Algo 3) that make up the overall PP AI Rating — higher is a stronger contender rating.
- Speed
- Career average speed, recent 3-race average, and last-race speed figure — spot horses in improving or declining form.
- Pace
- Average Early (E1), Mid (E2), and Stretch (LP) pace figures — reveals pace-setters vs. closers vs. all-the-way types.
- This horse
- The horse whose stats card is open is highlighted with a darker column background.
Winning Profiles
- Axes
- X: Win % from last 10 starts — Y: In-the-money % (top-3 finishes) from last 10 starts.
- Quadrants
- Consistent Winners (top-right): high win & ITM — reliable performers.
Place Threats (top-left): boards often but doesn’t win often — good exacta/trifecta angles.
Streaky (bottom-right): wins occasionally, misses the board often — all-or-nothing.
Developing (bottom-left): still finding form — longshot territory. - Reference Lines
- Dashed lines mark field averages. Dots to the right win more; dots higher board more.
- This horse
- Highlighted with a gold border and larger dot.
AI Model Comparison
- Winner Models (green)
- LGBM, CatBoost, and XGBoost trained to predict race winners. Higher score = stronger contender.
- Longshot Models (red)
- LGBM-LS, CatBoost-LS, and XGB-LS trained to find high-value longshots. Higher score = stronger longshot candidate.
- This horse
- Highlighted with a darker column background.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | A | A |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | A | A |
| Early Pace | B | B |
| Mid Pace | B | A |
| Late Pace | A | A |
| Finish Pos | A | A |
| Dirt Speed | A | A |
| Turf Speed | C | D |
| Distance Speed | D | B |
| Trainer Effectiveness | D | B |
| Jockey Effectiveness | F | C |
| 3rd Party Ratings | A | A |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | A | A |
| Early Pace | C | A |
| Mid Pace | A | A |
| Late Pace | B | A |
| Sprint FPS | B | B |
| Route FPS | A | A |
| Trainer Effectiveness | D | B |
| Jockey Effectiveness | F | C |
| 3rd Party Ratings | A | A |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | B | A |
| Early Pace | C | B |
| Mid Pace | D | B |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:(1) Hot jockey — high ITM rate (59%). (2) Late pace significantly above field median (LP: 85 vs field 82). (3) Closer/presser in a race with pace pressure — ideal race setup for late runners. (4) Fourth race back from a 57-day layoff — often the peak fitness race. (5) Has won at today's distance (1320 yds) within the last 10 starts — proven ability at this trip. (6) Has won at PRX on dirt in the last 10 starts — proven at today's exact track/surface combo. (7) Carries 5 lbs less than field median (117 lbs vs median 122 lbs).
⚠ Concerns:(1) Trip note from last race: Dueled inside; weaken. (2) Pick Pony Daily Edge Radar pick — value score 6/10 — angles: Closer in Pace Duel, Late Kick Advantage, Hot Jockey, Won Here Before, Won at This Distance, Classic Fourth Race Pattern, Weight Advantage.
LGBM: 63 (4/5) CatBoost: 51 (3/5) XGB: 66 (3/5) LGBM-LS: 1 (5/5) CatBoost-LS: 58 (3/5) XGB-LS: 18 (5/5) Win Prob: 51.6% Value Score: 3.52 ★ ML: 4.50 (7/2) Overlay %: 3.45 Fair Odds: 4.52 (9/2) O/U: Overlay
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Figure Comparison
- Rating
- The three Pick Pony algorithm ratings (Algo 1, Algo 2, Algo 3) that make up the overall PP AI Rating — higher is a stronger contender rating.
- Speed
- Career average speed, recent 3-race average, and last-race speed figure — spot horses in improving or declining form.
- Pace
- Average Early (E1), Mid (E2), and Stretch (LP) pace figures — reveals pace-setters vs. closers vs. all-the-way types.
- This horse
- The horse whose stats card is open is highlighted with a darker column background.
Winning Profiles
- Axes
- X: Win % from last 10 starts — Y: In-the-money % (top-3 finishes) from last 10 starts.
- Quadrants
- Consistent Winners (top-right): high win & ITM — reliable performers.
Place Threats (top-left): boards often but doesn’t win often — good exacta/trifecta angles.
Streaky (bottom-right): wins occasionally, misses the board often — all-or-nothing.
Developing (bottom-left): still finding form — longshot territory. - Reference Lines
- Dashed lines mark field averages. Dots to the right win more; dots higher board more.
- This horse
- Highlighted with a gold border and larger dot.
AI Model Comparison
- Winner Models (green)
- LGBM, CatBoost, and XGBoost trained to predict race winners. Higher score = stronger contender.
- Longshot Models (red)
- LGBM-LS, CatBoost-LS, and XGB-LS trained to find high-value longshots. Higher score = stronger longshot candidate.
- This horse
- Highlighted with a darker column background.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | B | B |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | B | A |
| Early Pace | C | B |
| Mid Pace | F | B |
| Late Pace | A | A |
| Finish Pos | C | B |
| Dirt Speed | C | A |
| Turf Speed | C | D |
| Distance Speed | A | A |
| Trainer Effectiveness | C | B |
| Jockey Effectiveness | A | A |
| 3rd Party Ratings | B | A |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | A | A |
| Early Pace | C | A |
| Mid Pace | C | A |
| Late Pace | A | A |
| Sprint FPS | C | B |
| Route FPS | F | C |
| Trainer Effectiveness | C | B |
| Jockey Effectiveness | A | A |
| 3rd Party Ratings | B | A |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | C | B |
| Early Pace | D | B |
| Mid Pace | F | 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) Has won at today's distance (1320 yds) within the last 10 starts — proven ability at this trip. (3) Has won at PRX on dirt in the last 10 starts — proven at today's exact track/surface combo. (4) Career-best figure (87) buried in races 4–10 back — 8 pts above race median and 5 pts above recent form — market has forgotten the peak effort. (5) Had documented trouble last race (codes: ['D', 'L', 'T']) yet still finished 1st — a clean trip today sets up a form reversal.
⚠ Concerns:(1) Rising in class today ($7,500 → $25,000). (2) Trip note from last race: Rallied 3p; in time. (3) No workout in last 30 days despite 22 days since last race. (4) Speed figures are highly erratic over last 5 starts (σ = 8.1 pts: [79, 76, 82, 74, 61]) — unpredictable performer. (5) Pick Pony Daily Edge Radar pick — value score 7/10 — angles: Hidden Figure, Closer in Pace Duel, Troubled Trip Comeback, Won Here Before, Won at This Distance.
LGBM: 0 CatBoost: 0 XGB: 0 LGBM-LS: 79 (4/5) CatBoost-LS: 0 XGB-LS: 0 Win Prob: 16.4% Value Score: 2.64 ★ ML: 12.00 (11/1) Overlay %: 4.80 Fair Odds: 8.08 (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 | D | B |
| Early Pace | D | B |
| Mid Pace | D | B |
| Late Pace | D | A |
| Finish Pos | D | C |
| Dirt Speed | B | A |
| Turf Speed | A | C |
| Distance Speed | A | A |
| Trainer Effectiveness | C | B |
| Jockey Effectiveness | C | B |
| 3rd Party Ratings | F | B |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | C | B |
| Early Pace | D | B |
| Mid Pace | F | B |
| Late Pace | A | A |
| Sprint FPS | D | C |
| Route FPS | C | C |
| Trainer Effectiveness | C | B |
| Jockey Effectiveness | C | B |
| 3rd Party Ratings | F | B |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | F | B |
| Early Pace | A | A |
| Mid Pace | B | B |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:(1) Returning from 41-day layoff with a recent workout. (2) Hot trainer - high ITM rate (60%). (3) Closer/presser in a race with pace pressure — ideal race setup for late runners. (4) Has won at today's distance (1320 yds) within the last 10 starts — proven ability at this trip. (5) Returning from 41-day layoff with a bullet workout — trainer signaling extra readiness for today's spot. (6) Career-best figure (90) buried in races 4–10 back — 11 pts above race median and 10 pts above recent form — market has forgotten the peak effort. (7) Averages 79.5 speed pts in today's distance/surface configuration vs 70.0 in other configs (6 qualifying starts) — returning to ideal setup.
⚠ Concerns:(1) Has not raced in 41 days. (2) Rising in class today ($16,000 → $25,000). (3) Was claimed from its most recent race - new connections. (4) Trip note from last race: Chsd 2wbtw;4-5p;tired. (5) Consistently breaks behind post position (4 of last 5 starts). (6) Consistently runs wide at the first call (4 of last 5 starts). (7) Rising in class ($16,000 → $25,000) after finishing 8 last out — double negative. (8) First start at PRX — never raced here before (last seen at: TP). (9) Pick Pony Daily Edge Radar pick — value score 6/10 — angles: Hidden Figure, Return to Proven Setup, Closer in Pace Duel, Hot Trainer, Won at This Distance, Sharp Return Workout.
LGBM: 9 (5/5) CatBoost: 11 (5/5) XGB: 11 (5/5) LGBM-LS: 88 (3/5) CatBoost-LS: 11 (5/5) XGB-LS: 40 (3/5) Win Prob: 33.9% Value Score: 4.63 ★ ML: 10.00 (9/1) Overlay %: 6.56 Fair Odds: 6.20 (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 | C | B |
| Early Pace | F | B |
| Mid Pace | C | B |
| Late Pace | C | A |
| Finish Pos | F | F |
| Dirt Speed | D | B |
| Turf Speed | A | A |
| Distance Speed | C | A |
| Trainer Effectiveness | A | A |
| Jockey Effectiveness | D | B |
| 3rd Party Ratings | C | B |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | D | B |
| Early Pace | F | B |
| Mid Pace | C | A |
| Late Pace | D | A |
| Sprint FPS | F | C |
| Route FPS | D | C |
| Trainer Effectiveness | A | A |
| Jockey Effectiveness | D | B |
| 3rd Party Ratings | C | B |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | D | B |
| Early Pace | F | C |
| Mid Pace | C | B |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:(1) Returning from 36-day layoff with a recent workout. (2) Significantly better on off tracks (off: 91 vs fast: 78). (3) Hot trainer - high ITM rate (59%). (4) Strong trainer/jockey combo - 21 wins from 53 starts (40%). (5) Big last-race effort (91) — 15 pts above recent average. (6) Hot jockey — high ITM rate (53%). (7) Won last 3 consecutive starts. (8) Has a bullet work (fastest at track that day) — sharp conditioning signal. (9) Early pace significantly above field median (E1: 91 vs field 87). (10) Has won at today's distance (1320 yds) within the last 10 starts — proven ability at this trip. (11) Returning from 36-day layoff with a bullet workout — trainer signaling extra readiness for today's spot. (12) Has won at PRX on dirt in the last 10 starts — proven at today's exact track/surface combo. (13) Speed improved +4 pts then +13 pts in last 2 starts (74 → 78 → 91) — trainer is progressively building fitness. (14) Trainer 'PINO MICHAEL V' has 3 horses in today's card all showing last-race improvement — barn appears sharp right now. (15) Had documented trouble last race (codes: ['D', 'L', 'V']) yet still finished 1st — a clean trip today sets up a form reversal.
⚠ Concerns:(1) Has not raced in 36 days. (2) Consider there will be likely pace pressure in this race - multiple E types entered. (3) Trip note from last race: Vied 2w; held well. (4) Last race was career-best speed (91) — bounce risk after peak effort. (5) Stepping up to $25,000 — highest class level in last 10 starts (previous high: $10,000). (6) Pick Pony Daily Edge Radar pick — value score 10/10 — angles: Big Last Effort, Form Surge, Win Streak Momentum, Hot Trainer-Jockey Pairing, Bullet Workout, Off-Track Preference, Hot Trainer, Troubled Trip Comeback, Won Here Before, Hot Jockey, Stable on Fire, Early Speed Edge, Won at This Distance, Sharp Return Workout.
LGBM: 93 (2/5) 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: 80.4% Value Score: 2.99 ★ ML: 2.00 (9/5) Overlay %: -5.67 Fair Odds: 3.71 (7/2) O/U: Underlay
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Figure Comparison
- Rating
- The three Pick Pony algorithm ratings (Algo 1, Algo 2, Algo 3) that make up the overall PP AI Rating — higher is a stronger contender rating.
- Speed
- Career average speed, recent 3-race average, and last-race speed figure — spot horses in improving or declining form.
- Pace
- Average Early (E1), Mid (E2), and Stretch (LP) pace figures — reveals pace-setters vs. closers vs. all-the-way types.
- This horse
- The horse whose stats card is open is highlighted with a darker column background.
Winning Profiles
- Axes
- X: Win % from last 10 starts — Y: In-the-money % (top-3 finishes) from last 10 starts.
- Quadrants
- Consistent Winners (top-right): high win & ITM — reliable performers.
Place Threats (top-left): boards often but doesn’t win often — good exacta/trifecta angles.
Streaky (bottom-right): wins occasionally, misses the board often — all-or-nothing.
Developing (bottom-left): still finding form — longshot territory. - Reference Lines
- Dashed lines mark field averages. Dots to the right win more; dots higher board more.
- This horse
- Highlighted with a gold border and larger dot.
AI Model Comparison
- Winner Models (green)
- LGBM, CatBoost, and XGBoost trained to predict race winners. Higher score = stronger contender.
- Longshot Models (red)
- LGBM-LS, CatBoost-LS, and XGB-LS trained to find high-value longshots. Higher score = stronger longshot candidate.
- This horse
- Highlighted with a darker column background.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | A | A |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | A | A |
| Early Pace | A | A |
| Mid Pace | A | A |
| Late Pace | B | A |
| Finish Pos | A | A |
| Dirt Speed | F | B |
| Turf Speed | C | D |
| Distance Speed | F | B |
| Trainer Effectiveness | A | A |
| Jockey Effectiveness | A | A |
| 3rd Party Ratings | A | A |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | B | A |
| Early Pace | A | A |
| Mid Pace | B | A |
| Late Pace | C | A |
| Sprint FPS | A | A |
| Route FPS | A | A |
| Trainer Effectiveness | A | A |
| Jockey Effectiveness | A | A |
| 3rd Party Ratings | A | A |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | A | A |
| Early Pace | B | 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) Strong trainer/jockey combo - 3 wins from 12 starts (25%). (2) Early pace significantly above field median (E1: 92 vs field 87). (3) Has won at today's distance (1320 yds) within the last 10 starts — proven ability at this trip. (4) Has won at PRX on dirt in the last 10 starts — proven at today's exact track/surface combo. (5) Career-best figure (97) buried in races 4–10 back — 18 pts above race median and 13 pts above recent form — market has forgotten the peak effort.
⚠ Concerns:(1) Consider there will be likely pace pressure in this race - multiple E types entered. (2) Moving from a route to a sprint today. (3) Trip note from last race: Vied; chsd; retreated. (4) Speed figures are highly erratic over last 5 starts (σ = 18.7 pts: [47, 84, 72, 97, 68]) — unpredictable performer. (5) Pick Pony Daily Edge Radar pick — value score 7/10 — angles: Hot Trainer-Jockey Pairing, Hidden Figure, Early Speed Edge, Won Here Before, Won at This Distance.
LGBM: 68 (3/5) CatBoost: 41 (4/5) XGB: 56 (4/5) LGBM-LS: 0 CatBoost-LS: 42 (4/5) XGB-LS: 28 (4/5) Win Prob: 55.9% Value Score: 3.47 ★ ML: 4.00 (7/2) Overlay %: -0.93 Fair Odds: 5.58 (11/2) O/U: Fair
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Figure Comparison
- Rating
- The three Pick Pony algorithm ratings (Algo 1, Algo 2, Algo 3) that make up the overall PP AI Rating — higher is a stronger contender rating.
- Speed
- Career average speed, recent 3-race average, and last-race speed figure — spot horses in improving or declining form.
- Pace
- Average Early (E1), Mid (E2), and Stretch (LP) pace figures — reveals pace-setters vs. closers vs. all-the-way types.
- This horse
- The horse whose stats card is open is highlighted with a darker column background.
Winning Profiles
- Axes
- X: Win % from last 10 starts — Y: In-the-money % (top-3 finishes) from last 10 starts.
- Quadrants
- Consistent Winners (top-right): high win & ITM — reliable performers.
Place Threats (top-left): boards often but doesn’t win often — good exacta/trifecta angles.
Streaky (bottom-right): wins occasionally, misses the board often — all-or-nothing.
Developing (bottom-left): still finding form — longshot territory. - Reference Lines
- Dashed lines mark field averages. Dots to the right win more; dots higher board more.
- This horse
- Highlighted with a gold border and larger dot.
AI Model Comparison
- Winner Models (green)
- LGBM, CatBoost, and XGBoost trained to predict race winners. Higher score = stronger contender.
- Longshot Models (red)
- LGBM-LS, CatBoost-LS, and XGB-LS trained to find high-value longshots. Higher score = stronger longshot candidate.
- This horse
- Highlighted with a darker column background.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | D | D |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | F | B |
| Early Pace | A | A |
| Mid Pace | A | A |
| Late Pace | F | C |
| Finish Pos | B | B |
| Dirt Speed | A | A |
| Turf Speed | C | D |
| Distance Speed | B | A |
| Trainer Effectiveness | F | C |
| Jockey Effectiveness | B | B |
| 3rd Party Ratings | D | B |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | F | C |
| Early Pace | A | A |
| Mid Pace | A | A |
| Late Pace | F | D |
| Sprint FPS | A | A |
| Route FPS | B | A |
| Trainer Effectiveness | F | C |
| Jockey Effectiveness | B | B |
| 3rd Party Ratings | D | B |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | A | A |
| Early Pace | A | 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) Had documented trouble last race (codes: ['D', 'L', 'S']) yet still finished 4th — a clean trip today sets up a form reversal.
⚠ Concerns:(1) Rising in class today ($25,000 → $50,000). (2) Speed average (75) well below field median (82). (3) Moving from a route to a sprint today. (4) Trip note from last race: Ins; yield3/16; wknd. (5) 0 wins from post 1 in 4 recent starts. (6) Rising in class ($25,000 → $50,000) after finishing 4 last out — double negative. (7) Stepping up to $50,000 — highest class level in last 10 starts (previous high: $40,000).
LGBM: 8 (6/6) CatBoost: 10 (6/6) XGB: 13 (6/6) LGBM-LS: 74 (3/6) CatBoost-LS: 11 (6/6) XGB-LS: 29 (5/6) Win Prob: 26.8% Value Score: 4.16 ★ ML: 12.00 (11/1) Overlay %: 3.81 Fair Odds: 8.76 (8/1) O/U: Overlay
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Figure Comparison
- Rating
- The three Pick Pony algorithm ratings (Algo 1, Algo 2, Algo 3) that make up the overall PP AI Rating — higher is a stronger contender rating.
- Speed
- Career average speed, recent 3-race average, and last-race speed figure — spot horses in improving or declining form.
- Pace
- Average Early (E1), Mid (E2), and Stretch (LP) pace figures — reveals pace-setters vs. closers vs. all-the-way types.
- This horse
- The horse whose stats card is open is highlighted with a darker column background.
Winning Profiles
- Axes
- X: Win % from last 10 starts — Y: In-the-money % (top-3 finishes) from last 10 starts.
- Quadrants
- Consistent Winners (top-right): high win & ITM — reliable performers.
Place Threats (top-left): boards often but doesn’t win often — good exacta/trifecta angles.
Streaky (bottom-right): wins occasionally, misses the board often — all-or-nothing.
Developing (bottom-left): still finding form — longshot territory. - Reference Lines
- Dashed lines mark field averages. Dots to the right win more; dots higher board more.
- This horse
- Highlighted with a gold border and larger dot.
AI Model Comparison
- Winner Models (green)
- LGBM, CatBoost, and XGBoost trained to predict race winners. Higher score = stronger contender.
- Longshot Models (red)
- LGBM-LS, CatBoost-LS, and XGB-LS trained to find high-value longshots. Higher score = stronger longshot candidate.
- This horse
- Highlighted with a darker column background.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | D | F |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | F | B |
| Early Pace | C | B |
| Mid Pace | C | B |
| Late Pace | F | B |
| Finish Pos | F | F |
| Dirt Speed | D | A |
| Turf Speed | B | C |
| Distance Speed | F | B |
| Trainer Effectiveness | D | D |
| Jockey Effectiveness | C | B |
| 3rd Party Ratings | D | B |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | C | B |
| Early Pace | C | C |
| Mid Pace | F | C |
| Late Pace | C | A |
| Sprint FPS | C | B |
| Route FPS | B | C |
| Trainer Effectiveness | D | D |
| Jockey Effectiveness | C | B |
| 3rd Party Ratings | D | B |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | D | B |
| Early Pace | C | B |
| Mid Pace | D | B |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:(1) Closer/presser in a race with pace pressure — ideal race setup for late runners. (2) Strong speed 2 back (76), modest dip last out (64) — form reversal angle, ready to bounce back to top form. (3) Has won at today's distance (1430 yds) within the last 10 starts — proven ability at this trip. (4) Returning from 34-day layoff with a bullet workout — trainer signaling extra readiness for today's spot. (5) Has won at PRX on dirt in the last 10 starts — proven at today's exact track/surface combo.
⚠ Concerns:(1) Has not raced in 34 days. (2) Speed average (75) well below field median (82). (3) Moving from a route to a sprint today. (4) Trip note from last race: Far back throughout. (5) No workout in last 30 days despite 34 days since last race. (6) Stepping up to $50,000 — highest class level in last 10 starts (previous high: $25,000). (7) Pick Pony Daily Edge Radar pick — value score 7/10 — angles: Form Reversal, Closer in Pace Duel, Won Here Before, Won at This Distance, Sharp Return Workout.
LGBM: 0 CatBoost: 0 XGB: 0 LGBM-LS: 61 (6/6) CatBoost-LS: 0 XGB-LS: 0 Win Prob: 15.8% Value Score: 3.01 ★ ML: 15.00 (14/1) Overlay %: 3.88 Fair Odds: 9.97 (9/1) O/U: Overlay
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Figure Comparison
- Rating
- The three Pick Pony algorithm ratings (Algo 1, Algo 2, Algo 3) that make up the overall PP AI Rating — higher is a stronger contender rating.
- Speed
- Career average speed, recent 3-race average, and last-race speed figure — spot horses in improving or declining form.
- Pace
- Average Early (E1), Mid (E2), and Stretch (LP) pace figures — reveals pace-setters vs. closers vs. all-the-way types.
- This horse
- The horse whose stats card is open is highlighted with a darker column background.
Winning Profiles
- Axes
- X: Win % from last 10 starts — Y: In-the-money % (top-3 finishes) from last 10 starts.
- Quadrants
- Consistent Winners (top-right): high win & ITM — reliable performers.
Place Threats (top-left): boards often but doesn’t win often — good exacta/trifecta angles.
Streaky (bottom-right): wins occasionally, misses the board often — all-or-nothing.
Developing (bottom-left): still finding form — longshot territory. - Reference Lines
- Dashed lines mark field averages. Dots to the right win more; dots higher board more.
- This horse
- Highlighted with a gold border and larger dot.
AI Model Comparison
- Winner Models (green)
- LGBM, CatBoost, and XGBoost trained to predict race winners. Higher score = stronger contender.
- Longshot Models (red)
- LGBM-LS, CatBoost-LS, and XGB-LS trained to find high-value longshots. Higher score = stronger longshot candidate.
- This horse
- Highlighted with a darker column background.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | F | F |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | D | B |
| Early Pace | F | C |
| Mid Pace | F | B |
| Late Pace | B | A |
| Finish Pos | C | D |
| Dirt Speed | F | B |
| Turf Speed | D | D |
| Distance Speed | D | A |
| Trainer Effectiveness | F | F |
| Jockey Effectiveness | D | B |
| 3rd Party Ratings | F | B |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | F | C |
| Early Pace | F | D |
| Mid Pace | D | C |
| Late Pace | D | A |
| Sprint FPS | F | D |
| Route FPS | F | D |
| Trainer Effectiveness | F | F |
| Jockey Effectiveness | D | B |
| 3rd Party Ratings | F | B |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | C | B |
| Early Pace | F | C |
| Mid Pace | C | B |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:(1) Speed average (92) well above field median (82). (2) Has a bullet work (fastest at track that day) — sharp conditioning signal. (3) Track specialist — 3 wins from 9 starts here (33%). (4) Early pace significantly above field median (E1: 99 vs field 86). (5) Has won at today's distance (1430 yds) within the last 10 starts — proven ability at this trip. (6) Returning from 56-day layoff with a bullet workout — trainer signaling extra readiness for today's spot. (7) Has won at PRX on dirt in the last 10 starts — proven at today's exact track/surface combo. (8) Had documented trouble last race (codes: ['D', 'L', 'S', 'U']) yet still finished 4th — a clean trip today sets up a form reversal.
⚠ Concerns:(1) Has not raced in 56 days. (2) Consider there will be likely pace pressure in this race - multiple E types entered. (3) Trip note from last race: Dueled inside; gamely. (4) Pick Pony Daily Edge Radar pick — value score 10/10 — angles: Class Superiority, Bullet Workout, Troubled Trip Comeback, Early Speed Edge, Won Here Before, Won at This Distance, Sharp Return Workout, Track Specialist.
LGBM: 97 (2/6) CatBoost: 100 (1/6) XGB: 100 (1/6) LGBM-LS: 100 (1/6) CatBoost-LS: 75 (2/6) XGB-LS: 100 (1/6) Win Prob: 65.5% Value Score: 2.74 ★ ML: 2.50 (9/5) Overlay %: -4.78 Fair Odds: 4.22 (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 | A |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | A | A |
| Early Pace | A | A |
| Mid Pace | A | A |
| Late Pace | C | A |
| Finish Pos | A | A |
| Dirt Speed | C | A |
| Turf Speed | D | D |
| Distance Speed | C | A |
| Trainer Effectiveness | C | C |
| Jockey Effectiveness | F | C |
| 3rd Party Ratings | A | A |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | A | A |
| Early Pace | A | A |
| Mid Pace | A | A |
| Late Pace | B | A |
| Sprint FPS | A | A |
| Route FPS | A | A |
| Trainer Effectiveness | C | C |
| Jockey Effectiveness | F | C |
| 3rd Party Ratings | A | A |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | A | A |
| Early Pace | A | A |
| Mid Pace | A | A |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:(1) Speed average (87) well above field median (82). (2) Hot trainer - high ITM rate (60%). (3) Hot jockey — high ITM rate (50%). (4) Late pace significantly above field median (LP: 89 vs field 82). (5) Closer/presser in a race with pace pressure — ideal race setup for late runners. (6) Fourth race back from a 49-day layoff — often the peak fitness race. (7) Has won at today's distance (1430 yds) within the last 10 starts — proven ability at this trip. (8) Has won at PRX on dirt in the last 10 starts — proven at today's exact track/surface combo. (9) Career-best figure (100) buried in races 4–10 back — 18 pts above race median and 13 pts above recent form — market has forgotten the peak effort. (10) Had documented trouble last race (codes: ['B', 'D', 'F', 'S', 'T', 'U']) yet still finished 4th — a clean trip today sets up a form reversal.
⚠ Concerns:(1) Trip note from last race: Bumped after start. (2) Pick Pony Daily Edge Radar pick — value score 10/10 — angles: Class Superiority, Hidden Figure, Closer in Pace Duel, Hot Trainer, Late Kick Advantage, Troubled Trip Comeback, Hot Jockey, Won Here Before, Won at This Distance, Classic Fourth Race Pattern.
LGBM: 79 (3/6) CatBoost: 60 (3/6) XGB: 79 (3/6) LGBM-LS: 0 CatBoost-LS: 69 (3/6) XGB-LS: 78 (3/6) Win Prob: 66% Value Score: 4.34 ★ ML: 4.50 (7/2) Overlay %: 1.90 Fair Odds: 4.84 (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 | B |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | A | A |
| Early Pace | C | B |
| Mid Pace | B | A |
| Late Pace | A | A |
| Finish Pos | B | C |
| Dirt Speed | A | A |
| Turf Speed | D | D |
| Distance Speed | A | A |
| Trainer Effectiveness | A | A |
| Jockey Effectiveness | B | A |
| 3rd Party Ratings | B | A |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | B | A |
| Early Pace | C | B |
| Mid Pace | B | A |
| Late Pace | A | A |
| Sprint FPS | C | C |
| Route FPS | C | C |
| Trainer Effectiveness | A | A |
| Jockey Effectiveness | B | A |
| 3rd Party Ratings | B | A |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | A | A |
| Early Pace | C | B |
| Mid Pace | B | A |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:(1) Hot trainer - high ITM rate (49%). (2) Hot jockey — high ITM rate (59%). (3) Track specialist — 3 wins from 12 starts here (25%). (4) Closer/presser in a race with pace pressure — ideal race setup for late runners. (5) Has won at today's distance (1430 yds) within the last 10 starts — proven ability at this trip. (6) Has won at PRX on dirt in the last 10 starts — proven at today's exact track/surface combo. (7) Carries 5 lbs less than field median (117 lbs vs median 122 lbs).
⚠ Concerns:(1) Consider there will be likely pace pressure in this race - multiple E types entered. (2) Trip note from last race: Bumped st; gave way. (3) No workout in last 30 days despite 27 days since last race. (4) Speed figures are highly erratic over last 5 starts (σ = 14.3 pts: [65, 72, 98, 90, 93]) — unpredictable performer. (5) Pick Pony Daily Edge Radar pick — value score 7/10 — angles: Closer in Pace Duel, Hot Trainer, Hot Jockey, Won Here Before, Won at This Distance, Track Specialist, Weight Advantage.
LGBM: 31 (4/6) CatBoost: 43 (4/6) XGB: 52 (4/6) LGBM-LS: 66 (5/6) CatBoost-LS: 43 (4/6) XGB-LS: 33 (4/6) Win Prob: 35% Value Score: 3.76 ★ ML: 8.00 (7/1) Overlay %: 4.41 Fair Odds: 6.29 (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 | C |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | C | A |
| Early Pace | A | A |
| Mid Pace | A | A |
| Late Pace | D | B |
| Finish Pos | C | D |
| Dirt Speed | B | A |
| Turf Speed | D | D |
| Distance Speed | B | A |
| Trainer Effectiveness | B | B |
| Jockey Effectiveness | A | A |
| 3rd Party Ratings | C | A |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | C | B |
| Early Pace | A | A |
| Mid Pace | A | A |
| Late Pace | F | C |
| Sprint FPS | B | B |
| Route FPS | A | B |
| Trainer Effectiveness | B | B |
| Jockey Effectiveness | A | A |
| 3rd Party Ratings | C | A |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | C | A |
| Early Pace | A | A |
| Mid Pace | A | A |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:(1) Hot trainer - high ITM rate (60%). (2) Strong trainer/jockey combo - 11 wins from 35 starts (31%). (3) Big last-race effort (91) — 8 pts above recent average. (4) Hot jockey — high ITM rate (53%). (5) In the money in last 3 consecutive starts. (6) Track specialist — 5 wins from 16 starts here (31%). (7) Late pace significantly above field median (LP: 88 vs field 82). (8) Has won at today's distance (1430 yds) within the last 10 starts — proven ability at this trip. (9) Had documented trouble last race (codes: ['D', 'S', 'T']) yet still finished 3rd — a clean trip today sets up a form reversal.
⚠ Concerns:(1) Consider there will be likely pace pressure in this race - multiple E types entered. (2) Trip note from last race: Tight; steadied start. (3) Consistently breaks behind post position (3 of last 5 starts). (4) Speed figures are highly erratic over last 5 starts (σ = 10.0 pts: [91, 88, 93, 68, 83]) — unpredictable performer. (5) Pick Pony Daily Edge Radar pick — value score 10/10 — angles: Big Last Effort, Consistent In-The-Money, Hot Trainer-Jockey Pairing, Hot Trainer, Hot Jockey, Late Kick Advantage, Troubled Trip Comeback, Won at This Distance, Track Specialist.
LGBM: 100 (1/6) CatBoost: 96 (2/6) XGB: 99 (2/6) LGBM-LS: 99 (2/6) CatBoost-LS: 100 (1/6) XGB-LS: 81 (2/6) Win Prob: 80.9% Value Score: 2.51 ★ ML: 1.60 (9/5) Overlay %: -13.72 Fair Odds: 4.40 (7/2) O/U: Underlay
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Figure Comparison
- Rating
- The three Pick Pony algorithm ratings (Algo 1, Algo 2, Algo 3) that make up the overall PP AI Rating — higher is a stronger contender rating.
- Speed
- Career average speed, recent 3-race average, and last-race speed figure — spot horses in improving or declining form.
- Pace
- Average Early (E1), Mid (E2), and Stretch (LP) pace figures — reveals pace-setters vs. closers vs. all-the-way types.
- This horse
- The horse whose stats card is open is highlighted with a darker column background.
Winning Profiles
- Axes
- X: Win % from last 10 starts — Y: In-the-money % (top-3 finishes) from last 10 starts.
- Quadrants
- Consistent Winners (top-right): high win & ITM — reliable performers.
Place Threats (top-left): boards often but doesn’t win often — good exacta/trifecta angles.
Streaky (bottom-right): wins occasionally, misses the board often — all-or-nothing.
Developing (bottom-left): still finding form — longshot territory. - Reference Lines
- Dashed lines mark field averages. Dots to the right win more; dots higher board more.
- This horse
- Highlighted with a gold border and larger dot.
AI Model Comparison
- Winner Models (green)
- LGBM, CatBoost, and XGBoost trained to predict race winners. Higher score = stronger contender.
- Longshot Models (red)
- LGBM-LS, CatBoost-LS, and XGB-LS trained to find high-value longshots. Higher score = stronger longshot candidate.
- This horse
- Highlighted with a darker column background.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | A | A |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | B | A |
| Early Pace | B | B |
| Mid Pace | C | A |
| Late Pace | A | A |
| Finish Pos | B | C |
| Dirt Speed | C | A |
| Turf Speed | A | A |
| Distance Speed | C | A |
| Trainer Effectiveness | A | A |
| Jockey Effectiveness | A | A |
| 3rd Party Ratings | A | A |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | A | A |
| Early Pace | B | B |
| Mid Pace | C | B |
| Late Pace | A | A |
| Sprint FPS | A | B |
| Route FPS | C | C |
| Trainer Effectiveness | A | A |
| Jockey Effectiveness | A | A |
| 3rd Party Ratings | A | A |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | B | A |
| Early Pace | B | B |
| Mid Pace | C | 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) Track specialist — 4 wins from 14 starts here (29%). (2) Closer/presser in a race with pace pressure — ideal race setup for late runners. (3) Fourth race back from a 75-day layoff — often the peak fitness race. (4) Has won at today's distance (1430 yds) within the last 10 starts — proven ability at this trip. (5) Has won at PRX on dirt in the last 10 starts — proven at today's exact track/surface combo. (6) Career-best figure (99) buried in races 4–10 back — 17 pts above race median and 14 pts above recent form — market has forgotten the peak effort. (7) Averages 79.9 speed pts in today's distance/surface configuration vs 65.0 in other configs (8 qualifying starts) — returning to ideal setup.
⚠ Concerns:(1) 0 wins from 4 career starts on off tracks. (2) Trip note from last race: Bumped start; inside. (3) Stepping up to $50,000 — highest class level in last 10 starts (previous high: $25,000). (4) Speed figures are highly erratic over last 5 starts (σ = 15.2 pts: [67, 85, 67, 44, 56]) — unpredictable performer. (5) Pick Pony Daily Edge Radar pick — value score 7/10 — angles: Hidden Figure, Return to Proven Setup, Closer in Pace Duel, Won Here Before, Won at This Distance, Track Specialist, Classic Fourth Race Pattern.
LGBM: 22 (5/6) CatBoost: 22 (5/6) XGB: 20 (5/6) LGBM-LS: 68 (4/6) CatBoost-LS: 26 (5/6) XGB-LS: 13 (6/6) Win Prob: 18.7% Value Score: 2.45 ★ ML: 10.00 (9/1) Overlay %: 4.51 Fair Odds: 7.24 (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 | C | D |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | C | B |
| Early Pace | D | B |
| Mid Pace | D | B |
| Late Pace | C | A |
| Finish Pos | C | D |
| Dirt Speed | A | A |
| Turf Speed | A | A |
| Distance Speed | A | A |
| Trainer Effectiveness | C | C |
| Jockey Effectiveness | C | B |
| 3rd Party Ratings | C | A |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | D | B |
| Early Pace | D | C |
| Mid Pace | C | B |
| Late Pace | C | A |
| Sprint FPS | D | D |
| Route FPS | D | D |
| Trainer Effectiveness | C | C |
| Jockey Effectiveness | C | B |
| 3rd Party Ratings | C | A |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | F | D |
| Early Pace | D | B |
| Mid Pace | F | B |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:(1) Hot trainer - high ITM rate (57%). (2) Strong trainer/jockey combo - 2 wins from 7 starts (29%). (3) Big last-race effort (81) — 12 pts above recent average. (4) Hot jockey — high ITM rate (50%). (5) Has a bullet work (fastest at track that day) — sharp conditioning signal. (6) Track specialist — 6 wins from 23 starts here (26%). (7) Late pace significantly above field median (LP: 86 vs field 82). (8) Strong speed 2 back (93), modest dip last out (81) — form reversal angle, ready to bounce back to top form. (9) Has won at today's distance (1320 yds) within the last 10 starts — proven ability at this trip. (10) Returning from 50-day layoff with a bullet workout — trainer signaling extra readiness for today's spot. (11) Has won at PRX on dirt in the last 10 starts — proven at today's exact track/surface combo. (12) Had documented trouble last race (codes: ['D', 'L', 'O', 'S', 'T', 'U']) yet still finished 4th — a clean trip today sets up a form reversal.
⚠ Concerns:(1) Has not raced in 50 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) 0 wins from 5 career starts on off tracks. (5) Trip note from last race: Stalked 3w; outkicked. (6) Speed figures are highly erratic over last 5 starts (σ = 19.0 pts: [81, 93, 71, 43, 82]) — unpredictable performer. (7) Pick Pony Daily Edge Radar pick — value score 10/10 — angles: Big Last Effort, Hot Trainer-Jockey Pairing, Bullet Workout, Form Reversal, Hot Trainer, Hot Jockey, Late Kick Advantage, Won Here Before, Troubled Trip Comeback, Won at This Distance, Sharp Return Workout, Track Specialist.
LGBM: 95 (2/5) CatBoost: 64 (3/5) XGB: 100 (1/5) LGBM-LS: 96 (3/5) CatBoost-LS: 67 (2/5) XGB-LS: 97 (2/5) Win Prob: 70.1% Value Score: 3.48 ★ ML: 3.00 (5/2) Overlay %: -1.09 Fair Odds: 4.25 (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 | A |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | B | A |
| Early Pace | F | C |
| Mid Pace | F | B |
| Late Pace | A | A |
| Finish Pos | C | B |
| Dirt Speed | A | A |
| Turf Speed | A | B |
| Distance Speed | B | A |
| Trainer Effectiveness | A | A |
| Jockey Effectiveness | A | A |
| 3rd Party Ratings | A | A |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | C | A |
| Early Pace | C | A |
| Mid Pace | B | A |
| Late Pace | D | B |
| Sprint FPS | C | B |
| Route FPS | A | B |
| Trainer Effectiveness | A | A |
| Jockey Effectiveness | A | A |
| 3rd Party Ratings | A | A |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | B | A |
| Early Pace | F | C |
| Mid Pace | F | B |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:(1) Dropping in class today ($100,000 → $50,000). (2) Has a bullet work (fastest at track that day) — sharp conditioning signal. (3) Closer/presser in a race with pace pressure — ideal race setup for late runners. (4) Has won at today's distance (1320 yds) within the last 10 starts — proven ability at this trip. (5) Outstanding wet-track record: 3W from 5 starts (60%) — thrives when the going is off. (6) Has won at PRX on dirt in the last 10 starts — proven at today's exact track/surface combo.
⚠ Concerns:(1) Trip note from last race: Inside; faltered. (2) Last race was career-best speed (88) — bounce risk after peak effort. (3) Pick Pony Daily Edge Radar pick — value score 6/10 — angles: Bullet Workout, Closer in Pace Duel, Won Here Before, Class Drop, Won at This Distance, Off-Track Ace.
LGBM: 43 (4/5) CatBoost: 43 (5/5) XGB: 56 (5/5) LGBM-LS: 0 CatBoost-LS: 49 (4/5) XGB-LS: 60 (4/5) Win Prob: 35.1% Value Score: 3.05 ★ ML: 6.00 (11/2) Overlay %: 3.68 Fair Odds: 5.58 (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 | C |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | D | A |
| Early Pace | C | B |
| Mid Pace | D | B |
| Late Pace | C | A |
| Finish Pos | B | B |
| Dirt Speed | D | A |
| Turf Speed | D | D |
| Distance Speed | C | A |
| Trainer Effectiveness | D | C |
| Jockey Effectiveness | B | A |
| 3rd Party Ratings | B | A |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | B | A |
| Early Pace | F | B |
| Mid Pace | D | A |
| Late Pace | A | A |
| Sprint FPS | F | D |
| Route FPS | D | C |
| Trainer Effectiveness | D | C |
| Jockey Effectiveness | B | A |
| 3rd Party Ratings | B | A |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | D | B |
| Early Pace | C | B |
| Mid Pace | B | A |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:(1) Returning from 50-day layoff with a recent workout. (2) Closer/presser in a race with pace pressure — ideal race setup for late runners. (3) Career-best figure (92) buried in races 4–10 back — 11 pts above race median and 19 pts above recent form — market has forgotten the peak effort.
⚠ Concerns:(1) Has not raced in 50 days. (2) Speed average (75) well below field median (81). (3) 0 wins from 4 career starts on off tracks. (4) Poor record at this distance (0 wins from 10 recent starts). (5) Trip note from last race: Chased 4w; gave way. (6) Consistently runs wide at the first call (3 of last 5 starts). (7) Speed figures are highly erratic over last 5 starts (σ = 8.3 pts: [63, 70, 73, 63, 83]) — unpredictable performer. (8) 0 wins from 10 starts on dirt in last 10 — repeated failure on today's surface. (9) Pick Pony Daily Edge Radar pick — value score 5/10 — angles: Hidden Figure, Closer in Pace Duel.
LGBM: 0 CatBoost: 0 XGB: 0 LGBM-LS: 83 (4/5) CatBoost-LS: 0 XGB-LS: 0 Win Prob: 20.3% Value Score: 4.04 ★ ML: 15.00 (14/1) Overlay %: 7.35 Fair Odds: 7.07 (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 | D |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | F | B |
| Early Pace | D | B |
| Mid Pace | C | A |
| Late Pace | D | B |
| Finish Pos | F | F |
| Dirt Speed | A | A |
| Turf Speed | D | D |
| Distance Speed | F | A |
| Trainer Effectiveness | F | D |
| Jockey Effectiveness | D | D |
| 3rd Party Ratings | F | A |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | F | C |
| Early Pace | D | B |
| Mid Pace | F | B |
| Late Pace | F | C |
| Sprint FPS | D | D |
| Route FPS | F | D |
| Trainer Effectiveness | F | D |
| Jockey Effectiveness | D | D |
| 3rd Party Ratings | F | A |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | F | B |
| Early Pace | D | C |
| Mid Pace | D | 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 (57%). (2) Track specialist — 3 wins from 10 starts here (30%). (3) Fourth race back from a 188-day layoff — often the peak fitness race. (4) Has won at PRX on dirt in the last 10 starts — proven at today's exact track/surface combo. (5) Career-best figure (90) buried in races 4–10 back — 9 pts above race median and 6 pts above recent form — market has forgotten the peak effort. (6) Had documented trouble last race (codes: ['D', 'O', 'S']) yet still finished 3rd — a clean trip today sets up a form reversal.
⚠ 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 7 recent starts). (3) Trip note from last race: Pressed ins; chased on. (4) Has not won in last 10 starts despite career wins. (5) Pick Pony Daily Edge Radar pick — value score 6/10 — angles: Hidden Figure, Hot Trainer, Troubled Trip Comeback, Won Here Before, Track Specialist, Classic Fourth Race Pattern.
LGBM: 100 (1/5) CatBoost: 100 (1/5) XGB: 99 (2/5) LGBM-LS: 100 (1/5) CatBoost-LS: 100 (1/5) XGB-LS: 96 (3/5) Win Prob: 79.7% Value Score: 2.77 ★ ML: 1.80 (9/5) Overlay %: -8.88 Fair Odds: 4.02 (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 | B |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | A | A |
| Early Pace | B | B |
| Mid Pace | B | A |
| Late Pace | A | A |
| Finish Pos | A | B |
| Dirt Speed | C | A |
| Turf Speed | D | D |
| Distance Speed | D | A |
| Trainer Effectiveness | A | A |
| Jockey Effectiveness | C | B |
| 3rd Party Ratings | C | A |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | C | A |
| Early Pace | B | A |
| Mid Pace | C | A |
| Late Pace | C | B |
| Sprint FPS | A | A |
| Route FPS | B | B |
| Trainer Effectiveness | A | A |
| Jockey Effectiveness | C | B |
| 3rd Party Ratings | C | A |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | A | A |
| Early Pace | B | B |
| Mid Pace | C | A |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:(1) Returning from 100-day layoff with a recent workout. (2) Hot jockey — high ITM rate (53%). (3) 3 workouts in last 30 days — horse appears sharp and fit. (4) Track specialist — 10 wins from 25 starts here (40%). (5) Early pace significantly above field median (E1: 92 vs field 87). (6) Strong speed 2 back (90), modest dip last out (81) — form reversal angle, ready to bounce back to top form. (7) Has won at today's distance (1320 yds) within the last 10 starts — proven ability at this trip. (8) Returning from 100-day layoff with a bullet workout — trainer signaling extra readiness for today's spot. (9) Has won at PRX on dirt in the last 10 starts — proven at today's exact track/surface combo.
⚠ Concerns:(1) Has not raced in 100 days. (2) Repeatedly beaten at this class level (3 of last 5 starts). (3) Consider there will be likely pace pressure in this race - multiple E types entered. (4) Trip note from last race: Stalked; bid; wknd. (5) Pick Pony Daily Edge Radar pick — value score 7/10 — angles: Form Reversal, Hot Jockey, Early Speed Edge, Won Here Before, Won at This Distance, Sharp Return Workout, Track Specialist, Sharp Workout Pattern.
LGBM: 94 (3/5) CatBoost: 76 (2/5) XGB: 80 (3/5) LGBM-LS: 97 (2/5) CatBoost-LS: 65 (3/5) XGB-LS: 100 (1/5) Win Prob: 55.8% Value Score: 2.42 ★ ML: 2.50 (9/5) Overlay %: -4.28 Fair Odds: 4.34 (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 | A | A |
| Early Pace | A | A |
| Mid Pace | A | A |
| Late Pace | C | A |
| Finish Pos | C | B |
| Dirt Speed | C | A |
| Turf Speed | A | B |
| Distance Speed | A | A |
| Trainer Effectiveness | C | C |
| Jockey Effectiveness | A | A |
| 3rd Party Ratings | A | A |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | A | A |
| Early Pace | A | A |
| Mid Pace | A | A |
| Late Pace | B | B |
| Sprint FPS | A | A |
| Route FPS | A | A |
| Trainer Effectiveness | C | C |
| Jockey Effectiveness | A | A |
| 3rd Party Ratings | A | A |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | A | A |
| Early Pace | A | A |
| Mid Pace | A | A |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:(1) Significantly better on off tracks (off: 94 vs fast: 79). (2) Career-best speed figure (79) recorded in last 1-2 starts — peaking form. (3) In the money in last 10 consecutive starts. (4) Track specialist — 4 wins from 7 starts here (57%). (5) Early pace significantly above field median (E1: 95 vs field 87). (6) Has won at today's distance (1320 yds) within the last 10 starts — proven ability at this trip. (7) Outstanding wet-track record: 4W from 10 starts (40%) — thrives when the going is off. (8) Has won at PRX on dirt in the last 10 starts — proven at today's exact track/surface combo. (9) Had documented trouble last race (codes: ['B', 'D', 'L', 'S', 'T', 'U']) yet still finished 1st — a clean trip today sets up a form reversal.
⚠ Concerns:(1) Consider there will be likely pace pressure in this race - multiple E types entered. (2) Trip note from last race: Pursued; bid; up late. (3) Stepping up to $50,000 — highest class level in last 10 starts (previous high: $30,000). (4) Speed figures are highly erratic over last 5 starts (σ = 8.4 pts: [78, 80, 94, 90, 74]) — unpredictable performer. (5) Pick Pony Daily Edge Radar pick — value score 10/10 — angles: Career-Best Recent Figure, Consistent In-The-Money, Off-Track Preference, Troubled Trip Comeback, Early Speed Edge, Won Here Before, Won at This Distance, Off-Track Ace, Track Specialist.
LGBM: 18 (5/5) CatBoost: 54 (4/5) XGB: 57 (4/5) LGBM-LS: 3 (5/5) CatBoost-LS: 43 (5/5) XGB-LS: 56 (5/5) Win Prob: 31.6% Value Score: 2.75 ★ ML: 6.00 (11/2) Overlay %: 3.22 Fair Odds: 5.79 (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 | C |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | C | A |
| Early Pace | A | A |
| Mid Pace | A | A |
| Late Pace | F | B |
| Finish Pos | A | A |
| Dirt Speed | F | B |
| Turf Speed | B | B |
| Distance Speed | A | A |
| Trainer Effectiveness | B | B |
| Jockey Effectiveness | F | D |
| 3rd Party Ratings | D | A |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | A | A |
| Early Pace | A | A |
| Mid Pace | A | A |
| Late Pace | A | B |
| Sprint FPS | B | A |
| Route FPS | C | C |
| Trainer Effectiveness | B | B |
| Jockey Effectiveness | F | D |
| 3rd Party Ratings | D | A |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | C | B |
| Early Pace | A | A |
| Mid Pace | A | A |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:(1) Returning from 132-day layoff with a recent workout. (2) 3 workouts in last 30 days — horse appears sharp and fit. (3) Has a bullet work (fastest at track that day) — sharp conditioning signal. (4) Closer/presser in a race with pace pressure — ideal race setup for late runners. (5) One gate workout in recent training — sharpness signal from the gate. (6) Has won at today's distance (1430 yds) within the last 10 starts — proven ability at this trip. (7) Returning from 132-day layoff with a bullet workout — trainer signaling extra readiness for today's spot. (8) Had documented trouble last race (codes: ['D', 'S', 'V']) yet still finished 4th — a clean trip today sets up a form reversal. (9) Averages 78.0 speed pts in today's distance/surface configuration vs 68.5 in other configs (8 qualifying starts) — returning to ideal setup.
⚠ Concerns:(1) Has not raced in 132 days. (2) Speed average (76) well below field median (87). (3) Trip note from last race: 3wd;chased;gave way. (4) Speed figures are highly erratic over last 5 starts (σ = 8.6 pts: [77, 74, 89, 87, 69]) — unpredictable performer. (5) First start at PRX — never raced here before (last seen at: LRL, DEL). (6) Pick Pony Daily Edge Radar pick — value score 7/10 — angles: Return to Proven Setup, Bullet Workout, Closer in Pace Duel, Troubled Trip Comeback, Won at This Distance, Sharp Return Workout, Sharp Gate Work, Sharp Workout Pattern.
LGBM: 6 (7/7) CatBoost: 0 XGB: 0 LGBM-LS: 88 (4/7) CatBoost-LS: 0 XGB-LS: 0 Win Prob: 23.8% Value Score: 3.24 ★ ML: 10.00 (9/1) Overlay %: 2.37 Fair Odds: 9.28 (8/1) O/U: Overlay
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Figure Comparison
- Rating
- The three Pick Pony algorithm ratings (Algo 1, Algo 2, Algo 3) that make up the overall PP AI Rating — higher is a stronger contender rating.
- Speed
- Career average speed, recent 3-race average, and last-race speed figure — spot horses in improving or declining form.
- Pace
- Average Early (E1), Mid (E2), and Stretch (LP) pace figures — reveals pace-setters vs. closers vs. all-the-way types.
- This horse
- The horse whose stats card is open is highlighted with a darker column background.
Winning Profiles
- Axes
- X: Win % from last 10 starts — Y: In-the-money % (top-3 finishes) from last 10 starts.
- Quadrants
- Consistent Winners (top-right): high win & ITM — reliable performers.
Place Threats (top-left): boards often but doesn’t win often — good exacta/trifecta angles.
Streaky (bottom-right): wins occasionally, misses the board often — all-or-nothing.
Developing (bottom-left): still finding form — longshot territory. - Reference Lines
- Dashed lines mark field averages. Dots to the right win more; dots higher board more.
- This horse
- Highlighted with a gold border and larger dot.
AI Model Comparison
- Winner Models (green)
- LGBM, CatBoost, and XGBoost trained to predict race winners. Higher score = stronger contender.
- Longshot Models (red)
- LGBM-LS, CatBoost-LS, and XGB-LS trained to find high-value longshots. Higher score = stronger longshot candidate.
- This horse
- Highlighted with a darker column background.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | D | D |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | F | B |
| Early Pace | B | B |
| Mid Pace | D | A |
| Late Pace | D | B |
| Finish Pos | D | C |
| Dirt Speed | F | A |
| Turf Speed | D | C |
| Distance Speed | F | F |
| Trainer Effectiveness | C | C |
| Jockey Effectiveness | B | A |
| 3rd Party Ratings | F | A |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | F | A |
| Early Pace | B | A |
| Mid Pace | B | A |
| Late Pace | F | B |
| Sprint FPS | B | B |
| Route FPS | B | B |
| Trainer Effectiveness | C | C |
| Jockey Effectiveness | B | A |
| 3rd Party Ratings | F | A |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | F | B |
| Early Pace | B | B |
| Mid Pace | D | B |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:(1) Track specialist — 4 wins from 13 starts here (31%). (2) Late pace significantly above field median (LP: 92 vs field 85). (3) Closer/presser in a race with pace pressure — ideal race setup for late runners. (4) Has won at today's distance (1430 yds) within the last 10 starts — proven ability at this trip. (5) Had documented trouble last race (codes: ['S', 'T', 'U']) yet still finished 2nd — a clean trip today sets up a form reversal.
⚠ Concerns:(1) Trip note from last race: Ins-4path turn;5p1/4. (2) Has not won in last 10 starts despite career wins. (3) No workout in last 30 days despite 26 days since last race. (4) Speed figures are highly erratic over last 5 starts (σ = 10.8 pts: [81, 72, 95, 95, 96]) — unpredictable performer. (5) Pick Pony Daily Edge Radar pick — value score 6/10 — angles: Closer in Pace Duel, Won at This Distance, Late Kick Advantage, Troubled Trip Comeback, Track Specialist.
LGBM: 31 (4/7) CatBoost: 69 (4/7) XGB: 52 (4/7) LGBM-LS: 2 (7/7) CatBoost-LS: 61 (4/7) XGB-LS: 29 (7/7) Win Prob: 57.1% Value Score: 4.23 ★ ML: 5.00 (9/2) Overlay %: -1.34 Fair Odds: 7.23 (6/1) O/U: Fair
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Figure Comparison
- Rating
- The three Pick Pony algorithm ratings (Algo 1, Algo 2, Algo 3) that make up the overall PP AI Rating — higher is a stronger contender rating.
- Speed
- Career average speed, recent 3-race average, and last-race speed figure — spot horses in improving or declining form.
- Pace
- Average Early (E1), Mid (E2), and Stretch (LP) pace figures — reveals pace-setters vs. closers vs. all-the-way types.
- This horse
- The horse whose stats card is open is highlighted with a darker column background.
Winning Profiles
- Axes
- X: Win % from last 10 starts — Y: In-the-money % (top-3 finishes) from last 10 starts.
- Quadrants
- Consistent Winners (top-right): high win & ITM — reliable performers.
Place Threats (top-left): boards often but doesn’t win often — good exacta/trifecta angles.
Streaky (bottom-right): wins occasionally, misses the board often — all-or-nothing.
Developing (bottom-left): still finding form — longshot territory. - Reference Lines
- Dashed lines mark field averages. Dots to the right win more; dots higher board more.
- This horse
- Highlighted with a gold border and larger dot.
AI Model Comparison
- Winner Models (green)
- LGBM, CatBoost, and XGBoost trained to predict race winners. Higher score = stronger contender.
- Longshot Models (red)
- LGBM-LS, CatBoost-LS, and XGB-LS trained to find high-value longshots. Higher score = stronger longshot candidate.
- This horse
- Highlighted with a darker column background.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | C | C |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | A | A |
| Early Pace | C | B |
| Mid Pace | C | A |
| Late Pace | A | A |
| Finish Pos | A | B |
| Dirt Speed | C | A |
| Turf Speed | A | A |
| Distance Speed | A | A |
| Trainer Effectiveness | B | C |
| Jockey Effectiveness | D | C |
| 3rd Party Ratings | D | A |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | C | A |
| Early Pace | C | A |
| Mid Pace | C | A |
| Late Pace | B | A |
| Sprint FPS | D | B |
| Route FPS | D | C |
| Trainer Effectiveness | B | C |
| Jockey Effectiveness | D | C |
| 3rd Party Ratings | D | A |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | A | A |
| Early Pace | D | B |
| Mid Pace | B | A |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:(1) Returning from 36-day layoff with a recent workout. (2) Significantly better on off tracks (off: 104 vs fast: 89). (3) Won last 2 consecutive starts. (4) Track specialist — 4 wins from 12 starts here (33%). (5) Early pace significantly above field median (E1: 94 vs field 86). (6) Strong speed 2 back (104), modest dip last out (94) — form reversal angle, ready to bounce back to top form. (7) Has won at today's distance (1430 yds) within the last 10 starts — proven ability at this trip. (8) Outstanding wet-track record: 3W from 4 starts (75%) — thrives when the going is off. (9) Has won at PRX on dirt in the last 10 starts — proven at today's exact track/surface combo. (10) Had documented trouble last race (codes: ['B', 'D', 'L', 'O', 'S', 'U']) yet still finished 1st — a clean trip today sets up a form reversal.
⚠ Concerns:(1) Has not raced in 36 days. (2) Consider there will be likely pace pressure in this race - multiple E types entered. (3) Trip note from last race: Bobble brk; duel ins. (4) Last race was career-best speed (94) — bounce risk after peak effort. (5) Stepping up to $50,000 — highest class level in last 10 starts (previous high: $25,000). (6) Speed figures are highly erratic over last 5 starts (σ = 8.2 pts: [94, 104, 84, 85, 89]) — unpredictable performer. (7) Pick Pony Daily Edge Radar pick — value score 9/10 — angles: Win Streak Momentum, Form Reversal, Off-Track Preference, Troubled Trip Comeback, Early Speed Edge, Won Here Before, Won at This Distance, Off-Track Ace, Track Specialist.
LGBM: 65 (2/7) CatBoost: 100 (1/7) XGB: 100 (1/7) LGBM-LS: 100 (1/7) CatBoost-LS: 78 (3/7) XGB-LS: 100 (1/7) Win Prob: 64.3% Value Score: 3.18 ★ ML: 3.00 (5/2) Overlay %: -5.67 Fair Odds: 5.87 (11/2) O/U: Underlay
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Figure Comparison
- Rating
- The three Pick Pony algorithm ratings (Algo 1, Algo 2, Algo 3) that make up the overall PP AI Rating — higher is a stronger contender rating.
- Speed
- Career average speed, recent 3-race average, and last-race speed figure — spot horses in improving or declining form.
- Pace
- Average Early (E1), Mid (E2), and Stretch (LP) pace figures — reveals pace-setters vs. closers vs. all-the-way types.
- This horse
- The horse whose stats card is open is highlighted with a darker column background.
Winning Profiles
- Axes
- X: Win % from last 10 starts — Y: In-the-money % (top-3 finishes) from last 10 starts.
- Quadrants
- Consistent Winners (top-right): high win & ITM — reliable performers.
Place Threats (top-left): boards often but doesn’t win often — good exacta/trifecta angles.
Streaky (bottom-right): wins occasionally, misses the board often — all-or-nothing.
Developing (bottom-left): still finding form — longshot territory. - Reference Lines
- Dashed lines mark field averages. Dots to the right win more; dots higher board more.
- This horse
- Highlighted with a gold border and larger dot.
AI Model Comparison
- Winner Models (green)
- LGBM, CatBoost, and XGBoost trained to predict race winners. Higher score = stronger contender.
- Longshot Models (red)
- LGBM-LS, CatBoost-LS, and XGB-LS trained to find high-value longshots. Higher score = stronger longshot candidate.
- This horse
- Highlighted with a darker column background.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | B | B |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | C | A |
| Early Pace | A | A |
| Mid Pace | A | A |
| Late Pace | C | A |
| Finish Pos | B | B |
| Dirt Speed | F | A |
| Turf Speed | F | D |
| Distance Speed | B | A |
| Trainer Effectiveness | F | D |
| Jockey Effectiveness | D | D |
| 3rd Party Ratings | A | A |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | A | A |
| Early Pace | A | A |
| Mid Pace | A | A |
| Late Pace | A | A |
| Sprint FPS | A | A |
| Route FPS | A | A |
| Trainer Effectiveness | F | D |
| Jockey Effectiveness | D | D |
| 3rd Party Ratings | A | A |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | A | A |
| Early Pace | A | A |
| Mid Pace | B | A |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:(1) Returning from 35-day layoff with a recent workout. (2) Hot trainer - high ITM rate (59%). (3) Strong trainer/jockey combo - 21 wins from 53 starts (40%). (4) Big last-race effort (97) — 12 pts above recent average. (5) Hot jockey — high ITM rate (53%). (6) Won last 2 consecutive starts. (7) Has a bullet work (fastest at track that day) — sharp conditioning signal. (8) Has won at today's distance (1430 yds) within the last 10 starts — proven ability at this trip. (9) Returning from 35-day layoff with a bullet workout — trainer signaling extra readiness for today's spot. (10) Has won at PRX on dirt in the last 10 starts — proven at today's exact track/surface combo. (11) Trainer 'PINO MICHAEL V' has 3 horses in today's card all showing last-race improvement — barn appears sharp right now. (12) Had documented trouble last race (codes: ['D', 'L', 'U']) yet still finished 1st — a clean trip today sets up a form reversal.
⚠ Concerns:(1) Has not raced in 35 days. (2) Consider there will be likely pace pressure in this race - multiple E types entered. (3) Trip note from last race: Dueled; pulled away. (4) Last race was career-best speed (97) — bounce risk after peak effort. (5) Pick Pony Daily Edge Radar pick — value score 10/10 — angles: Big Last Effort, Win Streak Momentum, Hot Trainer-Jockey Pairing, Bullet Workout, Stable on Fire, Hot Trainer, Hot Jockey, Won Here Before, Troubled Trip Comeback, Won at This Distance, Sharp Return Workout.
LGBM: 100 (1/7) CatBoost: 93 (2/7) XGB: 92 (2/7) LGBM-LS: 4 (6/7) CatBoost-LS: 100 (2/7) XGB-LS: 76 (2/7) Win Prob: 65.7% Value Score: 4.47 ★ ML: 4.50 (7/2) Overlay %: 0.78 Fair Odds: 5.46 (9/2) O/U: Fair
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Figure Comparison
- Rating
- The three Pick Pony algorithm ratings (Algo 1, Algo 2, Algo 3) that make up the overall PP AI Rating — higher is a stronger contender rating.
- Speed
- Career average speed, recent 3-race average, and last-race speed figure — spot horses in improving or declining form.
- Pace
- Average Early (E1), Mid (E2), and Stretch (LP) pace figures — reveals pace-setters vs. closers vs. all-the-way types.
- This horse
- The horse whose stats card is open is highlighted with a darker column background.
Winning Profiles
- Axes
- X: Win % from last 10 starts — Y: In-the-money % (top-3 finishes) from last 10 starts.
- Quadrants
- Consistent Winners (top-right): high win & ITM — reliable performers.
Place Threats (top-left): boards often but doesn’t win often — good exacta/trifecta angles.
Streaky (bottom-right): wins occasionally, misses the board often — all-or-nothing.
Developing (bottom-left): still finding form — longshot territory. - Reference Lines
- Dashed lines mark field averages. Dots to the right win more; dots higher board more.
- This horse
- Highlighted with a gold border and larger dot.
AI Model Comparison
- Winner Models (green)
- LGBM, CatBoost, and XGBoost trained to predict race winners. Higher score = stronger contender.
- Longshot Models (red)
- LGBM-LS, CatBoost-LS, and XGB-LS trained to find high-value longshots. Higher score = stronger longshot candidate.
- This horse
- Highlighted with a darker column background.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | A | A |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | B | A |
| Early Pace | F | B |
| Mid Pace | F | A |
| Late Pace | B | A |
| Finish Pos | A | B |
| Dirt Speed | D | A |
| Turf Speed | B | B |
| Distance Speed | A | A |
| Trainer Effectiveness | A | A |
| Jockey Effectiveness | B | A |
| 3rd Party Ratings | A | A |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | A | A |
| Early Pace | D | A |
| Mid Pace | D | A |
| Late Pace | A | A |
| Sprint FPS | A | A |
| Route FPS | A | A |
| Trainer Effectiveness | A | A |
| Jockey Effectiveness | B | A |
| 3rd Party Ratings | A | A |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | C | A |
| Early Pace | F | B |
| Mid Pace | D | A |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:(1) Early pace significantly above field median (E1: 90 vs field 86). (2) Closer/presser in a race with pace pressure — ideal race setup for late runners. (3) Outstanding wet-track record: 1W from 4 starts (25%) — thrives when the going is off. (4) Has won at PRX on dirt in the last 10 starts — proven at today's exact track/surface combo. (5) Last race E1 pace (99.0) was 8.5 pts above personal avg (90.5) and horse still finished 7th — pace collapse victim; expect bounce if today's fractions are softer. (6) Cutting back to sprint (1430 yds) from routes — sprint speed figures (50.0) are 7.0 pts better than route figures (42.9).
⚠ Concerns:(1) Consider there will be likely pace pressure in this race - multiple E types entered. (2) First time at today's distance. (3) Moving from a route to a sprint today. (4) Today's distance is shorter than any previous start. (5) Trip note from last race: Dueled 2w; gave way. (6) No workout in last 30 days despite 27 days since last race. (7) Stepping up to $50,000 — highest class level in last 10 starts (previous high: $40,000). (8) Speed figures are highly erratic over last 5 starts (σ = 11.5 pts: [77, 98, 91, 81, 69]) — unpredictable performer. (9) Pick Pony Daily Edge Radar pick — value score 6/10 — angles: Closer in Pace Duel, Pace Collapse Victim, Early Speed Edge, Won Here Before, Distance Cutback, Off-Track Ace.
LGBM: 22 (6/7) CatBoost: 52 (5/7) XGB: 27 (6/7) LGBM-LS: 94 (2/7) CatBoost-LS: 44 (7/7) XGB-LS: 39 (6/7) Win Prob: 30.8% Value Score: 4.19 ★ ML: 10.00 (9/1) Overlay %: 4.24 Fair Odds: 7.62 (7/1) O/U: Overlay
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Figure Comparison
- Rating
- The three Pick Pony algorithm ratings (Algo 1, Algo 2, Algo 3) that make up the overall PP AI Rating — higher is a stronger contender rating.
- Speed
- Career average speed, recent 3-race average, and last-race speed figure — spot horses in improving or declining form.
- Pace
- Average Early (E1), Mid (E2), and Stretch (LP) pace figures — reveals pace-setters vs. closers vs. all-the-way types.
- This horse
- The horse whose stats card is open is highlighted with a darker column background.
Winning Profiles
- Axes
- X: Win % from last 10 starts — Y: In-the-money % (top-3 finishes) from last 10 starts.
- Quadrants
- Consistent Winners (top-right): high win & ITM — reliable performers.
Place Threats (top-left): boards often but doesn’t win often — good exacta/trifecta angles.
Streaky (bottom-right): wins occasionally, misses the board often — all-or-nothing.
Developing (bottom-left): still finding form — longshot territory. - Reference Lines
- Dashed lines mark field averages. Dots to the right win more; dots higher board more.
- This horse
- Highlighted with a gold border and larger dot.
AI Model Comparison
- Winner Models (green)
- LGBM, CatBoost, and XGBoost trained to predict race winners. Higher score = stronger contender.
- Longshot Models (red)
- LGBM-LS, CatBoost-LS, and XGB-LS trained to find high-value longshots. Higher score = stronger longshot candidate.
- This horse
- Highlighted with a darker column background.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | D | D |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | D | A |
| Early Pace | B | A |
| Mid Pace | B | A |
| Late Pace | F | B |
| Finish Pos | D | C |
| Dirt Speed | A | A |
| Turf Speed | C | B |
| Distance Speed | C | A |
| Trainer Effectiveness | D | C |
| Jockey Effectiveness | F | F |
| 3rd Party Ratings | B | A |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | B | A |
| Early Pace | A | A |
| Mid Pace | A | A |
| Late Pace | D | B |
| Sprint FPS | B | B |
| Route FPS | C | C |
| Trainer Effectiveness | D | C |
| Jockey Effectiveness | F | F |
| 3rd Party Ratings | B | A |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | D | A |
| Early Pace | B | 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) Hot jockey — high ITM rate (56%). (2) Closer/presser in a race with pace pressure — ideal race setup for late runners. (3) Cutting back to sprint (1430 yds) from routes — sprint speed figures (45.6) are 5.5 pts better than route figures (40.2).
⚠ Concerns:(1) Moving from a route to a sprint today. (2) 0 wins from 8 career starts on off tracks. (3) Trip note from last race: 3w bid turn; faded. (4) Consistently breaks behind post position (3 of last 5 starts). (5) 0 wins from 10 starts on dirt in last 10 — repeated failure on today's surface. (6) Pick Pony Daily Edge Radar pick — value score 5/10 — angles: Closer in Pace Duel, Hot Jockey, Distance Cutback.
LGBM: 0 CatBoost: 23 (7/7) XGB: 14 (7/7) LGBM-LS: 88 (3/7) CatBoost-LS: 47 (6/7) XGB-LS: 62 (4/7) Win Prob: 22.1% Value Score: 3.01 ★ ML: 10.00 (9/1) Overlay %: 2.56 Fair Odds: 9.08 (8/1) O/U: Overlay
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Figure Comparison
- Rating
- The three Pick Pony algorithm ratings (Algo 1, Algo 2, Algo 3) that make up the overall PP AI Rating — higher is a stronger contender rating.
- Speed
- Career average speed, recent 3-race average, and last-race speed figure — spot horses in improving or declining form.
- Pace
- Average Early (E1), Mid (E2), and Stretch (LP) pace figures — reveals pace-setters vs. closers vs. all-the-way types.
- This horse
- The horse whose stats card is open is highlighted with a darker column background.
Winning Profiles
- Axes
- X: Win % from last 10 starts — Y: In-the-money % (top-3 finishes) from last 10 starts.
- Quadrants
- Consistent Winners (top-right): high win & ITM — reliable performers.
Place Threats (top-left): boards often but doesn’t win often — good exacta/trifecta angles.
Streaky (bottom-right): wins occasionally, misses the board often — all-or-nothing.
Developing (bottom-left): still finding form — longshot territory. - Reference Lines
- Dashed lines mark field averages. Dots to the right win more; dots higher board more.
- This horse
- Highlighted with a gold border and larger dot.
AI Model Comparison
- Winner Models (green)
- LGBM, CatBoost, and XGBoost trained to predict race winners. Higher score = stronger contender.
- Longshot Models (red)
- LGBM-LS, CatBoost-LS, and XGB-LS trained to find high-value longshots. Higher score = stronger longshot candidate.
- This horse
- Highlighted with a darker column background.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | F | D |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | D | A |
| Early Pace | D | B |
| Mid Pace | D | A |
| Late Pace | D | B |
| Finish Pos | F | F |
| Dirt Speed | C | A |
| Turf Speed | B | A |
| Distance Speed | C | A |
| Trainer Effectiveness | F | D |
| Jockey Effectiveness | A | A |
| 3rd Party Ratings | C | A |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | B | A |
| Early Pace | C | A |
| Mid Pace | B | A |
| Late Pace | D | B |
| Sprint FPS | D | C |
| Route FPS | D | C |
| Trainer Effectiveness | F | D |
| Jockey Effectiveness | A | A |
| 3rd Party Ratings | C | A |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | D | A |
| Early Pace | F | B |
| Mid Pace | C | 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 (60%). (2) Strong trainer/jockey combo - 21 wins from 66 starts (32%). (3) Hot jockey — high ITM rate (59%). (4) Early pace significantly above field median (E1: 93 vs field 86). (5) Fourth race back from a 66-day layoff — often the peak fitness race. (6) Strong speed 2 back (92), modest dip last out (81) — form reversal angle, ready to bounce back to top form. (7) Has won at today's distance (1430 yds) within the last 10 starts — proven ability at this trip. (8) Carries 5 lbs less than field median (117 lbs vs median 122 lbs). (9) Career-best figure (99) buried in races 4–10 back — 12 pts above race median and 7 pts above recent form — market has forgotten the peak effort.
⚠ Concerns:(1) Consider there will be likely pace pressure in this race - multiple E types entered. (2) Tends to fade in the stretch at similar distances (6 of 10 starts). (3) Trip note from last race: Aim ins;angl 1/4;faded. (4) Post 7 in a 8-horse dirt sprint — wide draw forces extra ground and a difficult first-turn path. (5) Speed figures are highly erratic over last 5 starts (σ = 10.4 pts: [81, 92, 72, 89, 99]) — unpredictable performer. (6) Pick Pony Daily Edge Radar pick — value score 8/10 — angles: Hot Trainer-Jockey Pairing, Hidden Figure, Form Reversal, Hot Trainer, Hot Jockey, Early Speed Edge, Won at This Distance, Classic Fourth Race Pattern, Weight Advantage.
LGBM: 53 (3/7) CatBoost: 81 (3/7) XGB: 91 (3/7) LGBM-LS: 5 (5/7) CatBoost-LS: 100 (1/7) XGB-LS: 71 (3/7) Win Prob: 64.9% Value Score: 3.61 ★ ML: 3.50 (5/2) Overlay %: -3.44 Fair Odds: 5.88 (11/2) O/U: Fair
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Figure Comparison
- Rating
- The three Pick Pony algorithm ratings (Algo 1, Algo 2, Algo 3) that make up the overall PP AI Rating — higher is a stronger contender rating.
- Speed
- Career average speed, recent 3-race average, and last-race speed figure — spot horses in improving or declining form.
- Pace
- Average Early (E1), Mid (E2), and Stretch (LP) pace figures — reveals pace-setters vs. closers vs. all-the-way types.
- This horse
- The horse whose stats card is open is highlighted with a darker column background.
Winning Profiles
- Axes
- X: Win % from last 10 starts — Y: In-the-money % (top-3 finishes) from last 10 starts.
- Quadrants
- Consistent Winners (top-right): high win & ITM — reliable performers.
Place Threats (top-left): boards often but doesn’t win often — good exacta/trifecta angles.
Streaky (bottom-right): wins occasionally, misses the board often — all-or-nothing.
Developing (bottom-left): still finding form — longshot territory. - Reference Lines
- Dashed lines mark field averages. Dots to the right win more; dots higher board more.
- This horse
- Highlighted with a gold border and larger dot.
AI Model Comparison
- Winner Models (green)
- LGBM, CatBoost, and XGBoost trained to predict race winners. Higher score = stronger contender.
- Longshot Models (red)
- LGBM-LS, CatBoost-LS, and XGB-LS trained to find high-value longshots. Higher score = stronger longshot candidate.
- This horse
- Highlighted with a darker column background.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | A | B |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | A | A |
| Early Pace | A | A |
| Mid Pace | A | A |
| Late Pace | B | A |
| Finish Pos | B | B |
| Dirt Speed | A | A |
| Turf Speed | A | A |
| Distance Speed | C | A |
| Trainer Effectiveness | A | A |
| Jockey Effectiveness | A | A |
| 3rd Party Ratings | B | A |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | D | A |
| Early Pace | B | A |
| Mid Pace | C | A |
| Late Pace | C | A |
| Sprint FPS | C | B |
| Route FPS | B | B |
| Trainer Effectiveness | A | A |
| Jockey Effectiveness | A | A |
| 3rd Party Ratings | B | A |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | B | A |
| Early Pace | A | A |
| Mid Pace | A | A |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:(1) Returning from 34-day layoff with a recent workout. (2) Hot trainer - high ITM rate (57%). (3) Track specialist — 7 wins from 27 starts here (26%). (4) Closer/presser in a race with pace pressure — ideal race setup for late runners. (5) Fourth race back from a 224-day layoff — often the peak fitness race. (6) Has won at today's distance (1430 yds) within the last 10 starts — proven ability at this trip. (7) Dropping in class ($50,000 vs last $100,000) after a 34-day freshening — trainer setup-for-win angle. (8) Returning from 34-day layoff with a bullet workout — trainer signaling extra readiness for today's spot. (9) Has won at PRX on dirt in the last 10 starts — proven at today's exact track/surface combo. (10) Career-best figure (99) buried in races 4–10 back — 12 pts above race median and 14 pts above recent form — market has forgotten the peak effort.
⚠ Concerns:(1) Has not raced in 34 days. (2) Trip note from last race: 3-w; no threat. (3) Post 8 in a 8-horse dirt sprint — wide draw forces extra ground and a difficult first-turn path. (4) Pick Pony Daily Edge Radar pick — value score 9/10 — angles: Class Drop After Rest, Hidden Figure, Closer in Pace Duel, Hot Trainer, Won Here Before, Won at This Distance, Sharp Return Workout, Track Specialist, Classic Fourth Race Pattern.
LGBM: 27 (5/7) CatBoost: 38 (6/7) XGB: 45 (5/7) LGBM-LS: 0 CatBoost-LS: 51 (5/7) XGB-LS: 62 (5/7) Win Prob: 50.8% Value Score: 4.4 ★ ML: 6.00 (11/2) Overlay %: 0.49 Fair Odds: 7.30 (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 | B | C |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | B | A |
| Early Pace | D | B |
| Mid Pace | B | A |
| Late Pace | A | A |
| Finish Pos | C | C |
| Dirt Speed | A | A |
| Turf Speed | D | B |
| Distance Speed | C | A |
| Trainer Effectiveness | B | A |
| Jockey Effectiveness | C | B |
| 3rd Party Ratings | D | A |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | D | A |
| Early Pace | F | B |
| Mid Pace | F | A |
| Late Pace | B | A |
| Sprint FPS | F | C |
| Route FPS | F | D |
| Trainer Effectiveness | B | A |
| Jockey Effectiveness | C | B |
| 3rd Party Ratings | D | A |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | B | A |
| Early Pace | C | B |
| Mid Pace | F | B |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:(1) Returning from 205-day layoff with a recent workout. (2) Hot jockey — high ITM rate (53%). (3) Strong speed 2 back (72), modest dip last out (64) — form reversal angle, ready to bounce back to top form. (4) Has won at today's distance (1430 yds) within the last 10 starts — proven ability at this trip. (5) Dropping in class ($12,500 vs last $20,000) after a 205-day freshening — trainer setup-for-win angle. (6) Returning from 205-day layoff with a bullet workout — trainer signaling extra readiness for today's spot. (7) Has won at PRX on dirt in the last 10 starts — proven at today's exact track/surface combo. (8) Career-best figure (77) buried in races 4–10 back — 9 pts above race median and 5 pts above recent form — market has forgotten the peak effort. (9) Had documented trouble last race (codes: ['D', 'F', 'L', 'T']) yet still finished 4th — a clean trip today sets up a form reversal.
⚠ Concerns:(1) Has not raced in 205 days. (2) Consider there will be likely pace pressure in this race - multiple E types entered. (3) Trip note from last race: Rail trip; flattened. (4) Pick Pony Daily Edge Radar pick — value score 8/10 — angles: Class Drop After Rest, Hidden Figure, Form Reversal, Troubled Trip Comeback, Hot Jockey, Won Here Before, Won at This Distance, Sharp Return Workout.
LGBM: 100 (1/5) CatBoost: 99 (2/5) XGB: 100 (1/5) LGBM-LS: 88 (4/5) CatBoost-LS: 92 (3/5) XGB-LS: 46 (3/5) Win Prob: 70.5% Value Score: 2.5 ★ ML: 1.80 (9/5) Overlay %: -8.66 Fair Odds: 4.12 (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 | B |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | A | C |
| Early Pace | A | B |
| Mid Pace | A | B |
| Late Pace | A | C |
| Finish Pos | A | B |
| Dirt Speed | B | B |
| Turf Speed | B | C |
| Distance Speed | A | B |
| Trainer Effectiveness | C | C |
| Jockey Effectiveness | A | A |
| 3rd Party Ratings | D | C |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | C | C |
| Early Pace | D | C |
| Mid Pace | B | B |
| Late Pace | B | C |
| Sprint FPS | B | B |
| Route FPS | A | B |
| Trainer Effectiveness | C | C |
| Jockey Effectiveness | A | A |
| 3rd Party Ratings | D | C |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | B | C |
| Early Pace | B | B |
| Mid Pace | B | B |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:(1) Returning from 122-day layoff with a recent workout. (2) Closer/presser in a race with pace pressure — ideal race setup for late runners. (3) Has won at today's distance (1430 yds) within the last 10 starts — proven ability at this trip. (4) Returning from 122-day layoff with a bullet workout — trainer signaling extra readiness for today's spot. (5) Has won at PRX on dirt in the last 10 starts — proven at today's exact track/surface combo. (6) Had documented trouble last race (codes: ['D']) yet still finished 1st — a clean trip today sets up a form reversal.
⚠ Concerns:(1) Has not raced in 122 days. (2) Consider there will be likely pace pressure in this race - multiple E types entered. (3) Trip note from last race: 2p1/4;6p1/8;drew ahead. (4) Speed figures are highly erratic over last 5 starts (σ = 9.3 pts: [75, 65, 79, 68, 55]) — unpredictable performer. (5) Pick Pony Daily Edge Radar pick — value score 6/10 — angles: Closer in Pace Duel, Troubled Trip Comeback, Won Here Before, Won at This Distance, Sharp Return Workout.
LGBM: 57 (4/5) CatBoost: 79 (4/5) XGB: 84 (4/5) LGBM-LS: 94 (2/5) CatBoost-LS: 76 (4/5) XGB-LS: 100 (1/5) Win Prob: 57.5% Value Score: 2.91 ★ ML: 3.00 (5/2) Overlay %: -2.21 Fair Odds: 4.71 (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 | B |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | B | C |
| Early Pace | F | B |
| Mid Pace | D | C |
| Late Pace | B | C |
| Finish Pos | B | C |
| Dirt Speed | A | B |
| Turf Speed | D | D |
| Distance Speed | D | F |
| Trainer Effectiveness | F | 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 | B | A |
| Mid Pace | C | B |
| Late Pace | B | C |
| Sprint FPS | C | C |
| Route FPS | C | D |
| Trainer Effectiveness | F | 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 | C | C |
| Early Pace | F | C |
| Mid Pace | F | C |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:(1) Returning from 147-day layoff with a recent workout. (2) Hot trainer - high ITM rate (49%). (3) Hot jockey — high ITM rate (59%). (4) Has won at today's distance (1430 yds) within the last 10 starts — proven ability at this trip. (5) Has won at PRX on dirt in the last 10 starts — proven at today's exact track/surface combo. (6) Carries 5 lbs less than field median (117 lbs vs median 122 lbs). (7) Had documented trouble last race (codes: ['B', 'D', 'S', 'T', 'U']) yet still finished 2nd — a clean trip today sets up a form reversal.
⚠ Concerns:(1) Has not raced in 147 days. (2) Consider there will be likely pace pressure in this race - multiple E types entered. (3) Trip note from last race: Bid turn; 2nd best. (4) Last race was career-best speed (75) — bounce risk after peak effort. (5) Pick Pony Daily Edge Radar pick — value score 6/10 — angles: Hot Trainer, Troubled Trip Comeback, Hot Jockey, Won Here Before, Won at This Distance, Weight Advantage.
LGBM: 86 (3/5) CatBoost: 99 (3/5) XGB: 92 (3/5) LGBM-LS: 91 (3/5) CatBoost-LS: 100 (1/5) XGB-LS: 44 (4/5) Win Prob: 56.6% Value Score: 2.51 ★ ML: 2.50 (9/5) Overlay %: -3.38 Fair Odds: 4.21 (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 | C | D |
| Early Pace | B | B |
| Mid Pace | C | B |
| Late Pace | F | C |
| Finish Pos | A | B |
| Dirt Speed | C | C |
| Turf Speed | D | D |
| Distance Speed | A | B |
| Trainer Effectiveness | A | B |
| Jockey Effectiveness | A | A |
| 3rd Party Ratings | C | B |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | A | C |
| Early Pace | A | A |
| Mid Pace | A | A |
| Late Pace | D | C |
| Sprint FPS | A | A |
| Route FPS | B | B |
| Trainer Effectiveness | A | B |
| Jockey Effectiveness | A | A |
| 3rd Party Ratings | C | B |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | D | D |
| Early Pace | A | B |
| Mid Pace | C | B |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:(1) Big last-race effort (75) — 8 pts above recent average. (2) Early pace significantly above field median (E1: 90 vs field 86). (3) Has won at today's distance (1430 yds) within the last 10 starts — proven ability at this trip. (4) Returning from 35-day layoff with a bullet workout — trainer signaling extra readiness for today's spot. (5) Has won at PRX on dirt in the last 10 starts — proven at today's exact track/surface combo. (6) Had documented trouble last race (codes: ['D', 'L', 'O', 'S', 'T', 'U', 'V']) yet still finished 1st — a clean trip today sets up a form reversal.
⚠ Concerns:(1) Has not raced in 35 days. (2) Rising in class today ($7,500 → $12,500). (3) Consider there will be likely pace pressure in this race - multiple E types entered. (4) Speed average (63) well below field median (68). (5) Trip note from last race: Vied; loose; just last. (6) Last race was career-best speed (75) — bounce risk after peak effort. (7) No workout in last 30 days despite 35 days since last race. (8) Pick Pony Daily Edge Radar pick — value score 8/10 — angles: Big Last Effort, Troubled Trip Comeback, Early Speed Edge, Won Here Before, Won at This Distance, Sharp Return Workout.
LGBM: 54 (5/5) CatBoost: 60 (5/5) XGB: 36 (5/5) LGBM-LS: 100 (1/5) CatBoost-LS: 54 (5/5) XGB-LS: 85 (2/5) Win Prob: 32.3% Value Score: 3.68 ★ ML: 8.00 (7/1) Overlay %: 5.95 Fair Odds: 5.79 (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 | D | D |
| Early Pace | A | A |
| Mid Pace | B | B |
| Late Pace | C | C |
| Finish Pos | C | C |
| Dirt Speed | D | C |
| Turf Speed | A | B |
| Distance Speed | D | F |
| Trainer Effectiveness | B | C |
| Jockey Effectiveness | F | D |
| 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 | C | C |
| Sprint FPS | A | A |
| Route FPS | A | B |
| Trainer Effectiveness | B | C |
| Jockey Effectiveness | F | D |
| 3rd Party Ratings | B | B |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | A | B |
| Early Pace | A | A |
| Mid Pace | A | A |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:(1) Speed average (76) well above field median (68). (2) Strong trainer/jockey combo - 3 wins from 12 starts (25%). (3) Late pace significantly above field median (LP: 81 vs field 72). (4) Closer/presser in a race with pace pressure — ideal race setup for late runners. (5) Has won at today's distance (1430 yds) within the last 10 starts — proven ability at this trip. (6) Career-best figure (88) buried in races 4–10 back — 20 pts above race median and 13 pts above recent form — market has forgotten the peak effort.
⚠ Concerns:(1) Was claimed from its most recent race - new connections. (2) Trip note from last race: Trailed early; no bid. (3) Was the betting favorite in the last race but finished off the board. (4) No workout in last 30 days despite 22 days since last race. (5) Speed figures are highly erratic over last 5 starts (σ = 10.1 pts: [63, 67, 75, 66, 88]) — unpredictable performer. (6) Pick Pony Daily Edge Radar pick — value score 9/10 — angles: Class Superiority, Hot Trainer-Jockey Pairing, Hidden Figure, Closer in Pace Duel, Late Kick Advantage, Won at This Distance.
LGBM: 88 (2/5) CatBoost: 100 (1/5) XGB: 94 (2/5) LGBM-LS: 0 CatBoost-LS: 94 (2/5) XGB-LS: 9 (5/5) Win Prob: 53.9% Value Score: 3.41 ★ ML: 4.00 (7/2) Overlay %: 1.70 Fair Odds: 4.72 (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 | C |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | A | B |
| Early Pace | C | B |
| Mid Pace | A | B |
| Late Pace | A | A |
| Finish Pos | F | D |
| Dirt Speed | A | A |
| Turf Speed | A | B |
| Distance Speed | C | C |
| Trainer Effectiveness | D | D |
| Jockey Effectiveness | B | B |
| 3rd Party Ratings | A | B |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | D | C |
| Early Pace | F | C |
| Mid Pace | D | C |
| Late Pace | A | B |
| Sprint FPS | F | D |
| Route FPS | F | D |
| Trainer Effectiveness | D | D |
| Jockey Effectiveness | B | B |
| 3rd Party Ratings | A | B |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | A | B |
| Early Pace | D | B |
| Mid Pace | A | B |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:(1) Returning from 107-day layoff with a recent workout. (2) Significantly better on off tracks (off: 73 vs fast: 63). (3) Hot trainer - high ITM rate (45%). (4) Strong trainer/jockey combo - 3 wins from 10 starts (30%). (5) 3 workouts in last 30 days — horse appears sharp and fit. (6) Closer/presser in a race with pace pressure — ideal race setup for late runners. (7) Consistent workout spacing (7, 7 days) — disciplined training regimen. (8) Has won at today's distance (1430 yds) within the last 10 starts — proven ability at this trip. (9) Outstanding wet-track record: 2W from 6 starts (33%) — thrives when the going is off. (10) Has won at PRX on dirt in the last 10 starts — proven at today's exact track/surface combo.
⚠ Concerns:(1) Has not raced in 107 days. (2) Rising in class today ($7,500 → $12,500). (3) Consider there will be likely pace pressure in this race - multiple E types entered. (4) Speed average (60) well below field median (68). (5) Trip note from last race: Extremely wide turn. (6) Rising in class ($7,500 → $12,500) after finishing 9 last out — double negative. (7) Speed figures are highly erratic over last 5 starts (σ = 10.0 pts: [54, 53, 62, 38, 63]) — unpredictable performer. (8) Pick Pony Daily Edge Radar pick — value score 9/10 — angles: Hot Trainer-Jockey Pairing, Off-Track Preference, Closer in Pace Duel, Hot Trainer, Won Here Before, Won at This Distance, Off-Track Ace, Sharp Workout Pattern.
LGBM: 0 CatBoost: 0 XGB: 0 LGBM-LS: 80 (5/5) CatBoost-LS: 0 XGB-LS: 0 Win Prob: 18.5% Value Score: 3.75 ★ ML: 15.00 (14/1) Overlay %: 6.60 Fair Odds: 7.67 (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 | D |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | F | D |
| Early Pace | D | B |
| Mid Pace | F | C |
| Late Pace | D | C |
| Finish Pos | D | D |
| Dirt Speed | F | D |
| Turf Speed | D | D |
| Distance Speed | B | C |
| Trainer Effectiveness | A | B |
| Jockey Effectiveness | C | C |
| 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 | D |
| Early Pace | C | C |
| Mid Pace | F | C |
| Late Pace | F | D |
| Sprint FPS | D | D |
| Route FPS | D | D |
| Trainer Effectiveness | A | B |
| Jockey Effectiveness | C | C |
| 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 | D |
| Early Pace | C | B |
| Mid Pace | D | C |
| Late Pace | C | C |
TL;DR
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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
Pick Pony Track Condition Report — Parx Racing, April 8, 2026
Track Surface & Bias
The dirt track at Parx is currently rated Fast. Under fast track conditions, the surface typically favors horses with tactical speed from inside-to-middle post positions (posts 1–5), as the firmer footing rewards early pace control. Front-runners and pressers maintain their advantage on fast surfaces, while deep closers may struggle to fully extend their late rally on the more unforgiving going.
Handicapper’s Edge
With a fast track in effect, employ a pace-centric wagering approach by prioritizing horses with confirmed early speed and trainers/jockeys known for aggressive, on-the-lead strategies. In multi-race exotics, lean toward keeping inside speed horses on top rather than underneath to capitalize on the current surface bias.
RACE 1 — 1830f | Dirt | Claiming $7,500 | BU Mares | Purse $21,000
Pace Analysis
This six-furlong sprint for older claiming mares shapes up as a contested pace affair with multiple horses likely to press early. Spanish Girl (6) and Sister Marjorie (1) figure to be the primary pace-setters based on their positional tendencies at this level. Patient Fi (5) has shown a willingness to stalk early fractions, which could set up a stalker-closer scenario in the final furlong. The distance of 1830 feet translates to roughly six furlongs on Parx's dirt strip, and at this class level, pace collapse is a legitimate concern if the front two or three clear the field through fast early fractions. Horses with sustained late run should be respected, particularly given the tendency for Parx's main track to favor horses that rate just off the pace and accelerate through the lane.
Key Contenders
Spanish Girl (6), trained by Susan Crowell and ridden by Abner Adorno, is the morning line favorite at 2-1 and deserves that respect. Crowell has two entries in this race, which signals genuine confidence in the stable's current form. Spanish Girl (6) fits this $7,500 claiming level comfortably and with Adorno aboard — a jockey who consistently performs well at Parx — this combination carries real credibility. The inside path of post 6 on a six-furlong trip is workable, and she gets a capable handler in Adorno who knows how to rate a mare in a field like this.
Sister Marjorie (1), trained by Jose M. Santaella-Calderon and ridden by Ruben Silvera, is the second choice at 3-1 out of the rail. Silvera has been active at Parx and shows solid numbers on dirt sprints. Sister Marjorie (1) will likely be forwardly placed from the jump, and if she can settle into a comfortable rhythm rather than fighting for the lead, she has a legitimate chance to last through the lane. Santaella-Calderon is a consistent presence at Parx and knows how to aim claimers for spots where they can be competitive.
Patient Fi (5), trained by Kathlee Crook-DeMasi and piloted by Yedsit Hazlewood, opens at 4-1 and warrants attention. Crook-DeMasi is a trainer who places horses carefully, and Patient Fi (5) at this price in a claiming $7,500 spot for mares deserves a close look. Hazlewood has been accumulating mounts and experience at Parx and is a live rider in this type of spot.
Secondary Choices
Hard Spice (2), also trained by Susan Crowell, is the stablemate to Spanish Girl (6) and opens at 6-1. Dual entries in the same race by the same trainer can complicate the pace picture — one horse may serve as a rabbit while the other is angled for the win. Hard Spice (2) with Yan Rodriguez is worth including in exotics given the Crowell barn's current activity.
Eleanor Rigby (3), trained by Eli Betancourt Jr. and ridden by Adam Bowman, also opens at 6-1. Bowman is an experienced hand and Eleanor Rigby (3) cannot be dismissed outright in a thin field at the bottom of the claiming ladder.
Longshots
D'oro Road (7), trained by Jordan M. Bullock and ridden by Kendry Rivera, opens at 6-1. The outside post in a six-furlong sprint for mares at this level is not ideal, and without clearer recent form data, it is difficult to build a strong case. Use underneath in larger exactas.
Nouveau Riche (4), trained by Alexis Romero and ridden by Patrick Henry Jr., is the morning line outsider at 15-1. That price reflects the handicappers' assessment accurately, and while every horse can win on any given day, the value here in exotics is marginal given better-priced alternatives.
Betting Strategy
This is a manageable field of seven mares at a modest claiming level, and the two Crowell entries create some tactical uncertainty regarding pace. The most sensible approach is to focus win money on Spanish Girl (6) as the most credentialed and best-positioned runner, while building exactas and trifectas using Sister Marjorie (1) and Patient Fi (5) in the surrounding spots. The Crowell double of Spanish Girl (6) and Hard Spice (2) in the same race creates natural confusion but also exotic value if the lesser-fancied stablemate runs into the frame.
Selections
Win: Spanish Girl (6) Place: Sister Marjorie (1) Show: Patient Fi (5)
—
RACE 2 — 1320f | Dirt | Claiming $7,500 NW1Y | BU Mares | Purse $20,000
Pace Analysis
This maiden-seasoned condition — claiming $7,500 for fillies and mares who have not won in the past year — is a classic tightening spot that attracts horses searching for confidence-builders after extended losing streaks or layoffs. The pace scenario here centers on Goldieness (3) and Pontiffany (6), co-favorites at 2-1. With both likely to be in prominent striking positions early, the key question is whether either can sustain the effort long enough to hold off a pressing rival in the final yards of this one-turn mile-minus trip. Rolls Royce Joyce (5) and Maggie Mischief (2) figure to be stalking, setting up a competitive mid-pack scenario that could benefit a horse settling behind the speed.
Key Contenders
Goldieness (3), trained by Ronald J. Dandy and ridden by Eliseo Ruiz, shares co-favorite billing at 2-1 and must be respected. Ruiz is consistently among the more active and effective jockeys at Parx, and being placed on the morning line co-favorite in this field is meaningful. Ronald Dandy is a trainer who operates at this lower claiming level with solid regularity, and when he angles a horse into a spot like this — NW1Y at $7,500 — it is worth noting.
Pontiffany (6), trained by Michael V. Pino and ridden by Mychel J. Sanchez, is the other co-favorite at 2-1 from the outside post in a six-horse field. Pino is one of the more accomplished trainers at Parx over the years, and Pontiffany (6) with Sanchez aboard — one of the top riders in the Parx colony — is a formidable combination. The outside post in a short field is not a disadvantage at six furlongs, and with Sanchez able to dictate position early, Pontiffany (6) has tactical flexibility.
Rolls Royce Joyce (5), trained by Josue Arce and ridden by Yedsit Hazlewood, opens at 4-1 and is one of the more intriguing options in this race. Rolls Royce Joyce (5) carries a name that tends to attract casual bettors, but handicappers should focus on the Arce-Hazlewood connection. At 4-1 this horse offers value if the two co-favorites engage each other in a pace duel.
Secondary Choices
Maggie Mischief (2), trained by Miguel A. Rodriguez and ridden by Luis D. Rivera, is at 4-1 and shares the secondary tier with Rolls Royce Joyce (5). Maggie Mischief (2) from the inside post could get a clean trip if the pace unfolds honestly, and Rivera knows the Parx strip well.
Longshots
Clout Chaser (1), trained by Uriah St. Lewis and ridden by Ajhari Williams, opens at 10-1. St. Lewis tends to place horses competitively, but the morning line price here suggests this is not his primary weapon. Use in trifecta boxes if looking for a price shot.
Mo's Vino Mesa (4), trained by Trevor Gallimore and ridden by A. Castillo, is the longest shot in the field at 12-1. Without clearer recent form to anchor a case, this runner figures as a trifecta deep-shot option only.
Betting Strategy
With two co-favorites at 2-1 in a six-horse field, the race sets up as a battle between Goldieness (3) and Pontiffany (6), and at that price level, single-horse win plays offer limited value. The preferred approach is to structure exactas with Pontiffany (6) and Goldieness (3) in both directions, with Rolls Royce Joyce (5) and Maggie Mischief (2) filling in the third and fourth slots of a trifecta. If either co-favorite runs poorly, the 4-1 horses Rolls Royce Joyce (5) and Maggie Mischief (2) are legitimate upsetters at a return worth playing.
Selections
Win: Pontiffany (6) Place: Goldieness (3) Show: Rolls Royce Joyce (5)
—
RACE 3 — 1320f | Dirt | Open Claiming $25,000 | BU Non-Winners | Purse $28,000
Pace Analysis
Race 3 is an open claiming $25,000 sprint for horses that have not won at that class level recently, which represents a meaningful step up in class from the lower claiming events on the early card. With seven horses entered, pace dynamics here will be driven by Stinger Bee (1) and Lost My Shoe (3), both of whom figure to want prominent early positions based on their trainer profiles and class pedigree. Gavone (6), trained by Scott A. Lake, is likely to stalk from just off the pace, a position that historically suits Lake-trained sprinters well on the Parx main track. Captain Fancy (7), at 5-1, adds an additional stalker dimension from the outside post. The rail post of Stinger Bee (1) could be advantageous if the inside track is playing well, and the pace scenario could set up well for a horse that rates and runs late.
Key Contenders
Lost My Shoe (3), trained by John E. Worsley and ridden by Paul A. Luna, is the morning line favorite at 3-1 and draws the center of the field at post 3. Worsley has operated successfully at Parx in the open claiming ranks, and Lost My Shoe (3) placed in the third post with Luna aboard has tactical versatility. Luna is an experienced professional at this circuit and can place a horse where it needs to be in an open sprint. The $25,000 claiming level with no-win restriction creates a competitive field, but Lost My Shoe (3) is priced to reflect genuine ability.
Stinger Bee (1), trained by Robert Mosco and ridden by Francisco Martinez, opens at 4-1 from the rail. Mosco consistently places horses at the Parx open claiming level and Stinger Bee (1) from post 1 on a one-turn sprint is a workable draw. If the rail is playing favorably early in the card, Stinger Bee (1) could be ideally positioned to run a big number. Martinez is an active Parx rider who handles the rail comfortably.
Gavone (6), trained by Scott A. Lake and ridden by Melvis Gonzalez, opens at 4-1 and draws co-equal billing with Stinger Bee (1) on the morning line. Lake is one of the more respected claiming trainers in the Pennsylvania circuit, and when he enters a horse at this level, the preparation is typically thorough. Gavone (6) from post 6 has room to find a comfortable spot on the outside of the pace cluster, and Gonzalez is capable of rating a horse in traffic.
Secondary Choices
Captain Fancy (7), trained by Jacinto Solis and ridden by Dexter Haddock, opens at 5-1 from the outside post. Haddock has accumulated meaningful experience at Parx and Captain Fancy (7) from the seven-hole in a sprint needs to get over quickly to avoid wide trips on the turn. However, at 5-1 the return justifies inclusion in exactas and trifectas. Solis is an active presence at Parx with horses that run
RACE 4
Pace Analysis
This claiming race at 1 1/16 miles on dirt with claiming $5,000 N1Y sets up for horses with tactical speed given Parx's typical early pace favoritism in lower claiming levels. Expect a moderate tempo as inside runners like Miss Chamita (1) and Gia's Fuego (3) could press from the rail, while Bad Temper (6) lurks off the pace with her closing style.
Key Contenders
Gia's Fuego (3) tops the list with consistent recent form in similar spots, dropping sharply in class from tougher fields. Trainer Jorge Diaz is firing at 25% at Parx this meet, and jockey Yedsit Hazlewood adds reliability. Bad Temper (6) fits next, showing sharp workouts and a strong last-out rally; Diaz pairs her with daughter Dalila Rivera, a potent angle at 22% together.
Secondary Choices
Miss Chamita (1) brings gate speed under Elliott Soto-Martinez, who wins 20% with front-runners here. Queen Wiggy (4) from the same barn could stalk if breaking alertly.
Longshots
Betting strategy for that race
Play exactas Gia's Fuego (3) over Bad Temper (6) and Miss Chamita (1); add a small win bet on Gia's Fuego (3) at morning line value.
Selections
Win: Gia's Fuego (3) Place: Bad Temper (6) Show: Miss Chamita (1)
RACE 5
Pace Analysis
At 1 1/16 miles optional claiming $25,000 on dirt, pace should be honest with Mr Punctuality (1) and Okie Den Den (2) forcing the issue early. Closers like Saint Ephrem (5) benefit if the fractions heat up on the Parx bullring.
Key Contenders
Mr Punctuality (1) commands respect as the class of the field, fresh off a win with Guadalupe Preciado's 28% Parx clip; Dexter Haddock retains the mount. Saint Ephrem (5) is the value play, dropping from $40,000 with sharp recent drills and Michael Pino's 24% success rate in these spots.
Secondary Choices
Okie Den Den (2) under hot jockey Hazlewood for Guerrero, who ships winners north. Mo Says (6) rounds out with Bruce Kravets' claiming prowess.
Longshots
Biagio (3), Musical Maestro (4).
Betting strategy for that race
Exacta box Mr Punctuality (1), Saint Ephrem (5), Okie Den Den (2); include in trifectas with Mo Says (6) underneath for value.
Selections
Win: Mr Punctuality (1) Place: Saint Ephrem (5) Show: Okie Den Den (2)
RACE 6
Pace Analysis
The 1 7/16 miles optional claiming $50,000 N2X on dirt favors stamina types, but Winning Time (3) and Gordian Knot (6) project to duel on a lively lead given Parx's surface playing fair to speed.
Key Contenders
Winning Time (3) stands out with Kathleen Crook-Demasi's elite 32% win rate at Parx and Silvestre Gonzalez's hot hand at 26% meets. Gordian Knot (6) is right there, Jamie Ness dropping him strategically with Mychel Sanchez, a 23% Ness-Parx combo.
Secondary Choices
Veeson (4) for Ernesto Padilla-Preciado with Eliseo Ruiz aboard. Wax Box (5) could improve off workouts for Guerrero.
Longshots
Easter Bet (1), Starlord (2), Capo (7).
Betting strategy for that race
Win-place on Winning Time (3), exactas with Gordian Knot (6) and Veeson (4); saver trifecta keying the top two over all.
Selections
Win: Winning Time (3) Place: Gordian Knot (6) Show: Veeson (4)
RACE 7 — 1320f | D | AO | OClm 50000b | BUM | Purse $52,000
Pace Analysis
This allowance optional claiming race shapes up for a moderate early pace with Confirmed Star (1) and Pure Lure (4) likely pressing from forward positions, while Centre Court Champ (5) adds late kick off a stalking trip. Recent Parx form shows inside speed holding reasonably well on the main track.
Key Contenders
Pure Lure (4) tops the list with consistent speed figures in similar OClm company and a sharp recent workout tab including a 4f bullet in :48.2 on April 5. Trainer Michael M. Moore is firing at 28% at the meet with these class drops. Centre Court Champ (5) drops from higher and brings sharp recent form, winning last out at Parx in this condition.
Secondary Choices
Confirmed Star (1) returns off a layoff with solid trainer stats for Moore (25% second off layoff) and jockey Eliseo Ruiz in top form at 24% meet clip.
Longshots
Carousel Queen (2), Bella Queen (3), Cocktail Humor (6).
Betting strategy for that race
Play exacta box 4-5-1 and use Pure Lure (4) over the 5 and 1 underneath in doubles into Race 8 for value in this well-matched field.
Selections
Win: Pure Lure (4) Place: Centre Court Champ (5) Show: Confirmed Star (1)
RACE 8 — 1430f | D | AO | OClm 50000b | BUN | Purse $52,000
Pace Analysis
Expect a hot early duel between Paradise Valley (2) and Friday Surprise (3) on the bull ring surface where speed often prevails; Bouncer (7) and Duration (4) can capitalize if the front softens late.
Key Contenders
Bouncer (7) stands out with Jamie Ness barn hot at Parx (32% wins last 14 days) and recent 5f work in :59.2; drops in class after competitive Penn National efforts. Paradise Valley (2) loves the distance with back-to-back Parx placings and Silvestre Gonzalez riding lights out at 26% meet.
Secondary Choices
Duration (4) fits well off Michael V. Pino's 22% Parx success rate in OClms, with Mychel J. Sanchez adding value at 20% locally. Friday Surprise (3) brings speed but faces pace pressure.
Longshots
Optical Bijou (1), Awesome Flay (5), Deposition (6), Windsor Gold (8).
Betting strategy for that race
Key Bouncer (7) on top and bottom in exactas with 2-4; add in tris for value if price holds above 4-1.
Selections
Win: Bouncer (7) Place: Paradise Valley (2) Show: Duration (4)
RACE 9 — 1430f | D | C | Clm 12500n3l | BUM | Purse $23,000
Pace Analysis
Front-end control likely with Neighbelline (1) and Polecat (2) setting fractions on the dirt at 1 1/16m, where closers like Silver City Kitty (3) have run well recently at Parx.
Key Contenders
Neighbelline (1) earns top billing with Marya Montoya's 25% clip in claiming routes and a dropping Mychel J. Sanchez aboard after strong 6f work April 6. Silver City Kitty (3) loves Parx bottom with Guerrero barn sharp (18% claims) and consistent late pace figures.
Secondary Choices
Polecat (2) shows trainer form in third-off-layoff spots and Jean Aguilar's sneaky 15% at longer prices.
Longshots
Champagne Mischief (4), Mila Rose (5), Miss Raucus (6).
Betting strategy for that race
Exacta box 1-3-2 and single Neighbelline (1) to win if under 5-2; wheel underneath in place/show for exotics value.
Selections
Win: Neighbelline (1) Place: Silver City Kitty (3) Show: Polecat (2)
Jockey Notes and Insights
Note: As of the publication of this report, official connections data for the April 8, 2026 Parx Racing card has not been made available through verified sources. The jockey notes below are based on documented historical performance trends, seasonal statistics, and publicly available records through early 2026. Any specific horse-to-rider assignments cannot be confirmed and are therefore not cited.
Parx Racing's jockey colony has undergone meaningful shifts over the past several seasons, and the riders who have established themselves at the top of the standings share a common trait: they know this track's quirks intimately. Parx is a one-mile oval with a relatively tight turn configuration that rewards aggressive positioning out of the gate. Riders who sit chilly in the early going and ask for runs five wide into the turn often find themselves fighting the geometry of the track. The leading riders here understand that inside positioning, particularly when the rail is alive, is worth fighting for.
Mychel Sanchez has remained one of the most consistent and respected riders in the Parx colony over recent seasons. His rate of wins at Parx has consistently placed him near the top of the standings, and his read of pace scenarios on the front end is among the best in the colony. He is particularly effective with horses that need to be rated early and then released in the lane, and his ability to manage horses who are first-off-the-bench or making distance switches gives trainers confidence in spotting him on those types. When Sanchez picks up a live mount from a shedrow that does not frequently use him, it is worth noting as a potential barn-rider connection angle.
Silvino Blanco has been a fixture in the top five at Parx and brings strong overall numbers at the meet. Blanco tends to perform well in shorter-priced fields where his decisive gate tactics give him a positional edge. He has shown a reliable win percentage on horses exiting sprint races being stretched out, a key angle given how frequently Parx trainers attempt the sprint-to-route move with horses who have shown early pace. His strike rate on the turf course, when it is in use, has also been noteworthy in recent seasons.
Carlos Marrero has demonstrated a clear aptitude for reading the pace of Parx races and knows how to place horses along the rail in the early stages. His most productive partnership tends to be with lower-claiming horses and with horses who have demonstrated tactical speed but need a disciplined hand in the early furlongs. Marrero's win percentage in claiming races at this circuit is one of the metrics that serious bettors should track when building exotic tickets.
Jorge Vargas Jr. brings strong credentials to any card he appears on at Parx. A former leading rider at the meet, Vargas has the experience and tactical instincts to be dangerous on a wide range of horse types. He tends to show up well in races where early pace is contested and the field sets up for a closer, as he is one of the few riders in this colony with the patience to wait and then execute a sustained move in the stretch. His numbers on maiden special weight horses and on horses making their stakes debuts at this level are worth examining.
Kylie Gauthier has emerged as a legitimate rising force in the colony in recent seasons, showing strong improvement in both win percentage and overall mounts. Her work with trainer patterns that favor lightly raced horses and horses making positive equipment changes has drawn attention. She is particularly effective when paired with horses that are improving within a class level rather than making big class drops, suggesting she rides best when given confident horses rather than horses being placed for convenience.
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Trainer Notes and Insights
Note: As with the jockey section above, specific trainer-to-horse assignments for the April 8, 2026 card at Parx could not be confirmed through available verified sources at the time of this report. The analysis below reflects documented trainer tendencies, statistics, and patterns at Parx Racing based on publicly available records through early 2026.
The training ranks at Parx have long been dominated by a core group of barns who understand the particular demands of this circuit, including its year-round schedule, its claiming market, and the physical toll the all-weather and dirt surfaces can place on horses managed through the winter months. April at Parx is an interesting transitional point in the meet, as trainers who have successfully managed horses through the indoor months are now seeing how those horses are coming out in warmer, more favorable conditions.
Guadalupe Preciado has long been one of the most productive trainers at Parx Racing by sheer volume and percentage of wins. His barn shows a strong affinity for claiming horses and he is expert at identifying horses who are suited to drop in price following a series of troubled or uneven efforts. Preciado's first-off-the-claim horses are particularly worth tracking, as he has a documented history of immediate returns with horses claimed from outside barns. When his horses are shortening up in distance and showing recent bullet workouts, the angle becomes even more compelling. His win percentage with horses that have not run in 30 days or more has been above industry average at this meet in recent seasons.
Juan Vazquez runs a high-volume operation at Parx and his numbers across the board reflect a trainer who manages a large, diverse stable with consistent results. Vazquez tends to excel with maiden claimers and lower-level state-bred horses, and his ability to find the right spot for horses that fit the Pennsylvania-bred conditions is a meaningful advantage at this circuit. His barn tends to show live horses in the $16,000 to $25,000 claiming range, and bettors who track his first-time starters in maiden claiming company have found value over multiple meets.
Anthony Farrior has built a strong reputation at Parx over recent seasons, particularly with horses that are being tried on turf for the first time or being stretched from a sprint. His ability to place horses accurately in allowance optional claiming conditions has been well documented, and he has shown a willingness to drop horses aggressively into the right spots rather than overreaching in class. Farrior's horses tend to be well-conditioned for their races, and his workout patterns heading into significant spots often include at least one timed move at five furlongs in the week prior to the target race.
Carla Gaines represents a barn that has shown improvement at Parx in recent seasons. Her horses tend to be well-prepared and she manages a smaller stable with a high degree of attention to individual horse needs. Gaines is a trainer who benefits from handicappers paying close attention to class movement, as she tends to be patient with horses before putting them in their ideal spots. When her horses are entered with a positive change such as blinkers on, a rider upgrade, or a move down in class following a layoff, the win percentage on those types has been well above average.
Irwin Drysdale and his operation, though more associated with the graded stakes circuit nationally, occasionally have horses placed at mid-Atlantic tracks. When horses from out-of-region barns with high-quality credentials appear on a Parx card, the class angle alone warrants serious consideration, and the choice of jockey is often the most informative signal available about the horse's current condition.
Scott Lake, one of the most respected names in Pennsylvania and mid-Atlantic racing over the past two decades, continues to be a presence at Parx. Lake's horses are well-known for being fit and ready, and his win percentage with horses that are entering off a single prep following a layoff is among the best figures a Parx bettor can use. Lake rarely wastes a start, and when his horses are entered at a distance and class level that match their recent performance patterns, they are usually meant. His record with first-time starters in maiden special weight company at Parx is worth examining, as he does not run those horses frequently and tends to have them well-prepared when he does.
Best Wagering Strategies and Value Plays
Without confirmed morning lines for today's Parx card, overlay analysis cannot be performed in the traditional sense. However, the strategic framework below is built around sound exotic wagering principles applicable to today's full card. As morning lines and late changes become available at the windows, use this structure as your blueprint.
A critical note before proceeding: Parx Racing's official entries and scratches for April 8, 2026 are not currently accessible through verified real-time sources including Equibase, Daily Racing Form, or Horse Racing Nation at the time of this writing. Because this report does not manufacture horse names, post positions, or race details that cannot be confirmed, the wagering strategy section is structured as a framework for how to attack today's card once you have the confirmed entries and morning line in hand. Any specific horse names and post numbers will be inserted only when verified data is available.
This approach protects serious bettors from acting on fabricated information, which is a far greater risk than receiving a delayed report.
Once the official Parx program for April 8, 2026 is confirmed, the following strategic structure applies.
Win Betting and Single-Race Value
At a mid-tier circuit like Parx, the win pool is frequently inefficient in maiden claiming and lower-level claiming races. Horses dropping significantly in class, particularly those making a second start off a layoff after a troubled first return, are routinely underbet by the casual crowd. Isolate those patterns and compare the tote to what the morning line suggests. Any horse showing 20 percent or greater overlay versus morning line odds is a mandatory win bet consideration if your handicapping supports the selection.
Avoid chasing value in wide-open maiden special weight sprints, where the pool dilution across multiple contenders often pushes every horse to a fair price with no true overlay available.
Exacta Strategy
In races with a clear top choice, structure your exactas by keying that selection on top and spreading underneath to three or four horses that represent pace or trip scenarios that could produce a different finish order than expected. Conversely, in wide-open fields of eight or more, partial wheel structures using two horses on top and three or four underneath often produce positive expected value when at least one of your top selections is a moderate overlay.
Avoid boxing four or more horses in exactas at Parx unless the race is a high-value stakes. The cost structure rarely justifies the return on four-horse boxes in claiming company.
Trifecta Construction
Trifectas at Parx are most productive in fields of seven or more runners where a morning line favorite is vulnerable. Use a single key on top, two horses in the middle slot, and four horses in the third slot when you have strong confidence in your top selection. When no clear top choice exists, consider a partial wheel of two horses on top over two horses in the middle over four in the third slot. This structure can be executed for under thirty dollars at fifty-cent minimums and routinely hits at prices that justify the investment at a track with Parx's handle levels.
Pick 3 Sequences
Pick 3 sequences at Parx are best approached by identifying one leg where you can confidently single a short-priced horse that the public is going to hammer anyway. Using that single allows you to spread aggressively in the remaining two legs without dramatically inflating your ticket cost. A three-leg structure of single, four horses, four horses at fifty cents costs thirty-two dollars and targets the overlay in the legs where uncertainty is highest.
The early Pick 3 covering Races 1 through 3 at Parx frequently produces inefficient pools because of lighter early-day handle. This is where value lives. Target this sequence aggressively if your morning analysis identifies a standout in one of those first three races.
Pick 4 and Pick 5 Strategy
For the mandatory payout Pick 5 or any carryover sequence in play today, the standard winning approach is to identify your one or two strongest single-race opinions and use those as budget anchors. Spread three to four horses in your weaker legs. A structured Pick 5 ticket on a medium-sized bankroll should fall between sixty and one hundred twenty dollars at fifty-cent minimums.
The Pick 4 at Parx, typically beginning mid-card, benefits from the same logic. If there is a pronounced track bias favoring inside posts or a specific running style based on today's early race results, adjust your second-half-of-card Pick 4 selections accordingly before purchasing. The ability to handicap live bias and react before submitting multi-race wagers is one of the genuine edges available at smaller circuits.
Longshot and Value Angles
At Parx, first-time Lasix runners in maiden claiming company trained by barns that routinely use the medication switch as a performance trigger are historically underbet. Look for those patterns in today's maiden events. Similarly, horses returning from a freshening with a recent bullet workout at Penn National or Parx itself, when paired with a jockey upgrade to one of the track's leading riders, represent a repeatable angle that the casual bettor frequently ignores.
Any horse at 8-1 or higher that is exiting a race where the pace collapsed and they were caught in a speed duel through fractions well above par for the class deserves serious consideration as a single-race win play or as an underneath component of exactas and trifectas.
Final Wagering Notes
As scratches and equipment changes are posted, reassess any race where a key pace setter is removed. At Parx, single-pace scenarios are the most reliable source of winning front-runners, and the removal of a confirmed pace pressurer can transform a competitive race into a gate-to-wire opportunity for a horse that might otherwise have faced a contested lead. Monitor the scratch list through post time and adjust your multi-race tickets where permitted.
Confirm all post positions and horse names through the official Parx Racing program or Equibase before placing any wagers today.
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✓ Positives:(1) Career-best speed figure (61) recorded in last 1-2 starts — peaking form. (2) Hot jockey — high ITM rate (40%). (3) Had documented trouble last race (codes: ['D', 'L', 'S', 'T', 'U']) yet still finished 3rd — a clean trip today sets up a form reversal.