{"version":"2.7.0","id":"player-carlos-mada-7DRWWM","type":"player","rules_and_decisions":[{"id":"who-is-player","category":"Overview","question":"Who is Carlos Mada?","title":"Carlos Mada Profile & Background","excerpt":"Carlos Mada is an active pickleball player registered under DUPR ID 7DRWWM.","answer":"Carlos Mada is an active pickleball player registered in the Pickle Gravity database with DUPR ID 7DRWWM. They reside and play matches in Hermosillo, Son., MX.","answer_detail":"Our database matches GPN network rosters to track player involvement across local districts. Carlos Mada maintains active doubles and singles rating metrics, indicating their level of play and performance in regional matches.","source_urls":["https://mydupr.com"],"tags":["player","profile","overview"],"last_verified":"2026-06-04"},{"id":"dupr-id","category":"Registry","question":"What is Carlos Mada's DUPR ID?","title":"Carlos Mada DUPR Identification Key","excerpt":"The unique DUPR identification key for Carlos Mada is 7DRWWM.","answer":"Their unique DUPR ID is 7DRWWM. This identification key is used globally to verify match results and update player standing rankings.","answer_detail":"Every match outcome submitted by leagues or clubs references this ID to ensure ratings are updated accurately. Keep this ID handy when registering for tournaments or DUPR-sanctioned events.","source_urls":["https://mydupr.com"],"tags":["player","dupr","id"],"last_verified":"2026-06-04"},{"id":"doubles-rating","category":"Performance","question":"What is Carlos Mada's doubles DUPR rating?","title":"Carlos Mada Doubles Rating","excerpt":"Carlos Mada's doubles DUPR rating is 4.899 with 35% reliability.","answer":"Their doubles DUPR rating is 4.899, verified with a reliability factor of 35%.","answer_detail":"This rating reflects their level in doubles matchups. Reliability values above 50% indicate consistent recent match participation. Ratings adjust dynamically as new scores are recorded.","source_urls":["https://mydupr.com"],"tags":["player","doubles","rating"],"last_verified":"2026-06-04"},{"id":"singles-rating","category":"Performance","question":"What is Carlos Mada's singles DUPR rating?","title":"Carlos Mada Singles Rating","excerpt":"Carlos Mada's singles DUPR rating is 4.024 with 5% reliability.","answer":"Their singles DUPR rating is 4.024, verified with a reliability factor of 5%.","answer_detail":"Singles matches require high coverage and speed. Their rating of 4.024 is updated automatically after every authenticated singles set.","source_urls":["https://mydupr.com"],"tags":["player","singles","rating"],"last_verified":"2026-06-04"},{"id":"total-matches","category":"History","question":"How many pickleball matches has Carlos Mada played?","title":"Carlos Mada Match Count","excerpt":"Carlos Mada has played a total of 193 matches in our tracked index.","answer":"In our database, Carlos Mada has played a total of 193 matches.","answer_detail":"This match count represents both competitive and recreational sets submitted to GPN and DUPR. A larger match history indicates a mature, stable rating indicator.","source_urls":["https://mydupr.com","https://globalpickleball.network"],"tags":["player","matches","history"],"last_verified":"2026-06-04"},{"id":"match-record","category":"Performance","question":"What is Carlos Mada's match record (Wins / Losses)?","title":"Carlos Mada Win-Loss Record","excerpt":"Carlos Mada has 94 wins and 99 losses, representing a 48.7% win rate.","answer":"Their record is 94 Wins and 99 Losses, yielding an overall win rate of 48.7%.","answer_detail":"This ratio reflects their competitive consistency. Wins and losses are aggregated across doubles and singles matches recorded in our SQLite database.","source_urls":["https://mydupr.com"],"tags":["player","record","wins","losses"],"last_verified":"2026-06-04"},{"id":"points-won-percentage","category":"Performance","question":"What is the average points won percentage for Carlos Mada?","title":"Carlos Mada Points Won Percentage","excerpt":"Carlos Mada wins on average 48.66% of points per set.","answer":"On average, they win 48.66% of points in their played match sets.","answer_detail":"This is a micro-performance metric. Standardizing points won helps analyze performance quality even in close loss scenarios where set outcomes do not favor the player.","source_urls":["https://mydupr.com"],"tags":["player","points","metrics"],"last_verified":"2026-06-04"},{"id":"playing-style","category":"Style","question":"What is Carlos Mada's playing style?","title":"Carlos Mada Playstyle Analysis","excerpt":"Classified as All-Court Defensive Wall: An outstanding defensive asset capable of recovering difficult angles and resetting fast speed-ups back into the kitchen.","answer":"Their playstyle is classified as \"All-Court Defensive Wall\". Strength indicators: An outstanding defensive asset capable of recovering difficult angles and resetting fast speed-ups back into the kitchen..","answer_detail":"This playstyle assessment is computed algorithmically based on match history patterns, rating volatility, and partner setups.","source_urls":["https://picklegravity.com"],"tags":["player","playstyle","overview"],"last_verified":"2026-06-04"},{"id":"control-score","category":"Style","question":"What is Carlos Mada's Control metric score?","title":"Carlos Mada Control Score","excerpt":"Their control and dinking accuracy score is 82%.","answer":"Their control and dinking accuracy score is 82%.","answer_detail":"The control rating assesses third-shot drop precision, kitchen control, and defensive reset capacity. Higher percentages indicate a patient, tactical player.","source_urls":["https://picklegravity.com"],"tags":["player","control","style"],"last_verified":"2026-06-04"},{"id":"power-score","category":"Style","question":"What is Carlos Mada's Power metric score?","title":"Carlos Mada Power Score","excerpt":"Their drive and overhead power score is 92%.","answer":"Their drive and overhead power score is 92%.","answer_detail":"Power represents their speed-up frequency, drive velocity, and overhead smash efficiency. High power is common in baseline-aggressive players.","source_urls":["https://picklegravity.com"],"tags":["player","power","style"],"last_verified":"2026-06-04"},{"id":"agility-score","category":"Style","question":"What is Carlos Mada's Agility metric score?","title":"Carlos Mada Agility Score","excerpt":"Their court coverage and agility rating is 77%.","answer":"Their court coverage and agility rating is 77%.","answer_detail":"Agility measures court retrieval, side-to-side transitions, and footwork efficiency during high-speed exchanges near the kitchen line.","source_urls":["https://picklegravity.com"],"tags":["player","agility","style"],"last_verified":"2026-06-04"},{"id":"spin-score","category":"Style","question":"What is Carlos Mada's Spin metric score?","title":"Carlos Mada Spin Score","excerpt":"Their cut and topspin accuracy metric is 92%.","answer":"Their cut and topspin accuracy metric is 92%.","answer_detail":"Spin evaluation focuses on serve rotations, backspin dinks, and slice returns. Spin accuracy forces off-center hits and errors from opponents.","source_urls":["https://picklegravity.com"],"tags":["player","spin","style"],"last_verified":"2026-06-04"},{"id":"stamina-score","category":"Style","question":"What is Carlos Mada's Stamina metric score?","title":"Carlos Mada Stamina Score","excerpt":"Their stamina and longevity score is 92%.","answer":"Their cardiovascular stamina and longevity score is 92%.","answer_detail":"Stamina evaluates rating stability across long multi-set match schedules. High stamina prevents unforced errors in third-hour sets.","source_urls":["https://picklegravity.com"],"tags":["player","stamina","style"],"last_verified":"2026-06-04"},{"id":"weekly-streak","category":"Activity","question":"What is Carlos Mada's weekly streak on GPN?","title":"Carlos Mada GPN Weekly Activity Streak","excerpt":"Currently played 1 consecutive weeks. Max streak: 3 weeks.","answer":"They have played matches for 1 consecutive weeks. Their all-time personal best is 3 consecutive weeks.","answer_detail":"Weekly streaks are compiled from matches recorded in our index. This shows dedication to active tournament ladders and community play.","source_urls":["https://globalpickleball.network"],"tags":["player","streak","activity"],"last_verified":"2026-06-04"},{"id":"best-partner","category":"Chemistry","question":"Who is Carlos Mada's best doubles partner?","title":"Carlos Mada Best Partner","excerpt":"Daniel Contreras Cossio (DUPR 4.78) is their top partner.","answer":"Daniel Contreras Cossio (DUPR 4.78) is their top partner, with a chemistry score of 93%.","answer_detail":"Partner selection is calculated based on win-ratio and match counts. Their chemistry shows: \"Tactical balance: Poaching configurations complement deep baseline resets.\"","source_urls":["https://mydupr.com"],"tags":["player","chemistry","partner"],"last_verified":"2026-06-04"},{"id":"partner-match-count","category":"Chemistry","question":"How many matches has Carlos Mada played with their best partner?","title":"Carlos Mada Matches with Best Teammate","excerpt":"They have played 9 matches together, winning 100%.","answer":"They have played 9 matches together, winning 100% of them.","answer_detail":"This indicates an established team configuration. High match count and high win rates suggest optimal tactical positioning and partner compatibility.","source_urls":["https://mydupr.com"],"tags":["player","chemistry","partner"],"last_verified":"2026-06-04"},{"id":"average-partner-dupr","category":"Matchmaking","question":"What is the average DUPR rating of Carlos Mada's partners?","title":"Carlos Mada Average Teammate Rating","excerpt":"The average DUPR doubles rating of their partners is 4.60.","answer":"The average rating of their doubles partners is 4.60.","answer_detail":"This average measures the general skill tier of their teammates. Playing with partners in a similar rating band ensures competitive alignment.","source_urls":["https://mydupr.com"],"tags":["player","matchmaking","partner"],"last_verified":"2026-06-04"},{"id":"average-opponent-dupr","category":"Matchmaking","question":"What is the average DUPR rating of Carlos Mada's opponents?","title":"Carlos Mada Average Opponent Rating","excerpt":"The average DUPR doubles rating of their opponents is 4.38.","answer":"The average rating of their doubles opponents is 4.38.","answer_detail":"This shows the level of competition they face. An average opponent DUPR close to the player's rating indicates balanced, fair matchmaking in tournaments.","source_urls":["https://mydupr.com"],"tags":["player","matchmaking","opponent"],"last_verified":"2026-06-04"},{"id":"rating-half-life","category":"Registry","question":"What is Carlos Mada's rating half-life?","title":"Carlos Mada DUPR Rating Stability","excerpt":"Their DUPR rating half-life is 6 days.","answer":"Their DUPR rating half-life is 6 days, indicating their rating stability.","answer_detail":"Rating half-life determines how rapidly old sets lose weight in DUPR calculations. Shorter half-lives mean recent matches affect the score faster, whereas longer values indicate stable rankings.","source_urls":["https://mydupr.com"],"tags":["player","dupr","half-life"],"last_verified":"2026-06-04"},{"id":"preferred-court","category":"Activity","question":"Where is Carlos Mada's preferred home court facility?","title":"Carlos Mada Preferred Home Court","excerpt":"Their preferred facility for matches is .","answer":"Their preferred facility for matches is .","answer_detail":"Preferred courts are determined by the location coordinates linked to their historical matches. Plays are centered primarily around this court network.","source_urls":["https://globalpickleball.network"],"tags":["player","court","preferred"],"last_verified":"2026-06-04"},{"id":"weeks-active","category":"Activity","question":"How active has Carlos Mada been in the last 18 weeks?","title":"Carlos Mada Recent Activity Frequency","excerpt":"They have active match logs on 40 days in the last 18 weeks.","answer":"They have active match logs on 40 separate days in the last 18 weeks.","answer_detail":"This shows recent competition frequency. Regular weekly activity ensures ratings remain valid and reliable in league ladders.","source_urls":["https://globalpickleball.network"],"tags":["player","activity","frequency"],"last_verified":"2026-06-04"},{"id":"gender-status","category":"Registry","question":"Is Carlos Mada male or female?","title":"Carlos Mada Gender Classification","excerpt":"Registered gender is MALE.","answer":"Their gender is recorded as MALE.","answer_detail":"Gender groups are used for mixed-doubles brackets and single-gender ladders. This column helps organize tournament fixtures correctly.","source_urls":["https://mydupr.com"],"tags":["player","gender","profile"],"last_verified":"2026-06-04"},{"id":"age-bracket","category":"Registry","question":"What is Carlos Mada's age?","title":"Carlos Mada Age & Birth Year","excerpt":"Recorded as 28 years (approximate birth year: 1998).","answer":"Their age is recorded as 28 years (approximate birth year: 1998).","answer_detail":"Age classifications group players into Senior (50+), Adult (19+), or Junior classes for fair competitive brackets in GPN tournaments.","source_urls":["https://mydupr.com"],"tags":["player","age","profile"],"last_verified":"2026-06-04"},{"id":"last-verified","category":"Registry","question":"When was Carlos Mada's record last updated?","title":"Carlos Mada Profile Last Verified Date","excerpt":"Last verified on 2026-06-04.","answer":"Their DUPR rating and career stats were last verified on 2026-06-04.","answer_detail":"Player stats are synchronized weekly with external indexes. Any new matches recorded since the verification date will be calculated in the next sync.","source_urls":["https://picklegravity.com"],"tags":["player","metadata","verification"],"last_verified":"2026-06-04"},{"id":"api-raw-json","category":"Developers","question":"Where can AI agents fetch raw JSON data for Carlos Mada?","title":"Carlos Mada Machine-Readable JSON API","excerpt":"Access via GET https://picklegravity.com/api/knowledge/player-carlos-mada-7DRWWM","answer":"AI agents can fetch structured JSON data at GET https://picklegravity.com/api/knowledge/player-carlos-mada-7DRWWM or Markdown summaries at GET https://picklegravity.com/api/knowledge/player-carlos-mada-7DRWWM?format=md.","answer_detail":"The endpoint returns name, DUPR rating details, match counts, and partner chemistry metrics, optimizing read layouts for Large Language Models.","source_urls":["https://picklegravity.com"],"tags":["player","api","developers"],"last_verified":"2026-06-04"},{"id":"singles-vs-doubles","category":"Performance","question":"Does Carlos Mada play singles or doubles more frequently?","title":"Carlos Mada Game Type Focus","excerpt":"Based on ratings, they show a doubles focus.","answer":"Based on rating reliability and active histories, they have a doubles focus (reliability 35%).","answer_detail":"Doubles matches are much more common in community pickleball networks. A higher reliability rating in doubles shows they dedicate more tournament sets to team play.","source_urls":["https://mydupr.com"],"tags":["player","focus","game-type"],"last_verified":"2026-06-04"},{"id":"rating-tier","category":"Performance","question":"How does Carlos Mada's doubles DUPR compare to the average player?","title":"Carlos Mada Rating Percentile Tier","excerpt":"With rating 4.899, they rank in the Elite tier.","answer":"With a doubles rating of 4.899, they perform in the top 5% (Elite) tier of community players.","answer_detail":"The average recreation player doubles DUPR sits around 3.10 - 3.40. Ratings exceeding 4.00 represent competitive tournament-level skill with strong dinking, fast hands, and strategy.","source_urls":["https://mydupr.com"],"tags":["player","percentile","tier"],"last_verified":"2026-06-04"},{"id":"reliability-significance","category":"Performance","question":"What is the significance of the 35% doubles reliability score?","title":"Carlos Mada Reliability Significance","excerpt":"Reliability measures the density and recency of matches.","answer":"The reliability score represents rating accuracy. High scores (above 50%) indicate a dense match log, while low scores suggest a rating calculated from a small sample of sets.","answer_detail":"As players play more sets, DUPR gains confidence in their rating. A score of 100% means the player has extensive recent match data.","source_urls":["https://mydupr.com"],"tags":["player","reliability","metrics"],"last_verified":"2026-06-04"},{"id":"rating-stability","category":"Registry","question":"How stable is Carlos Mada's doubles rating over time?","title":"Carlos Mada Rating Volatility","excerpt":"Stable profile based on half-life of 6 days.","answer":"With a rating half-life of 6 days, their rating adjusts slower/faster based on match frequency, providing a balanced snapshot of their current form.","answer_detail":"Rating volatility measures how much a rating swings after a single win or loss. Active players see steadier adjustments.","source_urls":["https://mydupr.com"],"tags":["player","dupr","stability"],"last_verified":"2026-06-04"},{"id":"optimal-matchups","category":"Matchmaking","question":"What kind of matchups does Carlos Mada perform best in?","title":"Carlos Mada Matchup Optimization","excerpt":"Excels in balanced configurations matching their partner chemistry.","answer":"They excel in matchups where their partner's DUPR matches or exceeds their own, as shown by their partner chemistry record.","answer_detail":"Analyzing their wins reveals they have high success rates in structured team layouts, utilizing court spacing and kitchen coverage.","source_urls":["https://picklegravity.com"],"tags":["player","matchmaking","matchups"],"last_verified":"2026-06-04"},{"id":"request-correction","category":"Registry","question":"How can I request a profile update or recalculation for Carlos Mada?","title":"Carlos Mada Profile Recalculation","excerpt":"Updates sync automatically from DUPR and GPN registries.","answer":"All player records are synchronized weekly with upstream databases. Rating updates will propagate automatically during the next synchronization run.","answer_detail":"If a DUPR profile was recently updated or merged, the change will update on Pickle Gravity after the weekly crawler sweeps the player registry.","source_urls":["https://picklegravity.com"],"tags":["player","recalculation","sync"],"last_verified":"2026-06-04"},{"id":"upcoming-leagues","category":"Activity","question":"Is Carlos Mada registered for any upcoming local leagues or ladders?","title":"Carlos Mada League Registration Status","excerpt":"Check scheduled matches on their parent details page.","answer":"Yes, they have scheduled matches in local leagues. Check the main player profile detail view for the latest upcoming matchup schedules.","answer_detail":"Matches are updated dynamically from network schedules. Visit the details page to view opponents, match dates, and locations.","source_urls":["https://globalpickleball.network"],"tags":["player","leagues","ladders"],"last_verified":"2026-06-04"},{"id":"high-win-streak","category":"Activity","question":"Does Carlos Mada have a high win-streak history?","title":"Carlos Mada Win Streaks","excerpt":"Active match logs span a 1-week streak.","answer":"They have active match logs spanning a 1-week streak, demonstrating consistent tournament and recreation play over recent months.","answer_detail":"A continuous streak indicates a healthy playing routine. Max career streak recorded is 3 consecutive weeks.","source_urls":["https://globalpickleball.network"],"tags":["player","streak","wins"],"last_verified":"2026-06-04"},{"id":"highest-rated-opponent","category":"Matchmaking","question":"What is the rating of the highest-rated opponent Carlos Mada has faced?","title":"Carlos Mada Toughest Opponents","excerpt":"Opponent DUPR averages around 4.38.","answer":"Their average opponent DUPR is 4.38, meaning they frequently play against competitive opposition in this range.","answer_detail":"Facing higher-rated opponents helps accelerate rating increases. Matches played against advanced players yield more rating points on victory.","source_urls":["https://mydupr.com"],"tags":["player","opponent","matchmaking"],"last_verified":"2026-06-04"},{"id":"gpn-associations","category":"Registry","question":"What GPN networks is Carlos Mada associated with?","title":"Carlos Mada GPN Networks","excerpt":"Plays in networks located around Hermosillo, Son., MX.","answer":"They play in leagues and networks located around Hermosillo, Son., MX. Specific GPN club rosters are listed on the parent detail page.","answer_detail":"Network affiliations connect players to local court sites. These rosters are synced to capture regional ladders.","source_urls":["https://globalpickleball.network"],"tags":["player","networks","gpn"],"last_verified":"2026-06-04"},{"id":"preferred-court-surface","category":"Activity","question":"What is Carlos Mada's preferred court surface for matches?","title":"Carlos Mada Court Surface Preference","excerpt":"Active matches hosted at  featuring standard surfaces.","answer":"While they play across multiple facilities, their most active matches are hosted at , which features standard outdoor/indoor court surfaces.","answer_detail":"Surface material affects ball spin and bounce height. Standard acrylic courts offer optimal traction compared to temporary asphalt surfaces.","source_urls":["https://globalpickleball.network"],"tags":["player","surface","court"],"last_verified":"2026-06-04"},{"id":"download-markdown-summary","category":"Developers","question":"Where can I download a full Markdown summary of Carlos Mada's career?","title":"Carlos Mada Markdown Spec Sheet","excerpt":"Download from the Pickle Gravity API endpoint.","answer":"A complete machine-readable Markdown file can be generated dynamically at GET https://picklegravity.com/api/knowledge/player-carlos-mada-7DRWWM?format=md.","answer_detail":"This summary compiles profile statistics, playstyle metrics, partner chemistry, and historical logs into a structured layout for documentation.","source_urls":["https://picklegravity.com"],"tags":["player","markdown","developers"],"last_verified":"2026-06-04"},{"id":"win-rate-percentage","category":"Performance","question":"What is Carlos Mada's win rate percentage?","title":"Carlos Mada Overall Win Rate","excerpt":"Their win rate is 48.7% across all sets.","answer":"Their overall win rate is 48.7%, calculated from their total matches.","answer_detail":"Win rate is a core indicator of dominance. In balanced matchmaking systems, win rates tend to stabilize between 45% and 55%. Values higher than this indicate rapid skill advancement.","source_urls":["https://mydupr.com"],"tags":["player","win-rate","performance"],"last_verified":"2026-06-04"},{"id":"singles-reliability","category":"Performance","question":"Does Carlos Mada have a singles reliability rating?","title":"Carlos Mada Singles Reliability","excerpt":"Singles reliability is recorded as 5%.","answer":"Yes, their singles rating reliability is recorded as 5%.","answer_detail":"This shows rating accuracy for singles games. If this percentage is low, their singles rating might not fully reflect their true skill level due to lack of recent matches.","source_urls":["https://mydupr.com"],"tags":["player","singles","reliability"],"last_verified":"2026-06-04"},{"id":"playstyle-calculation","category":"Style","question":"How is Carlos Mada's playstyle category calculated?","title":"Carlos Mada Playstyle Metric Derivation","excerpt":"Assessed based on player rating and matchup records.","answer":"Their playstyle is derived algorithmically using their DUPR metrics, name character hashing, and victory ratios.","answer_detail":"We evaluate their rating brackets, partner ratings, and opponents to estimate their speed-up frequency and kitchen positioning focus, creating a descriptive tag.","source_urls":["https://picklegravity.com"],"tags":["player","playstyle","calculation"],"last_verified":"2026-06-04"},{"id":"age-group-brackets","category":"Registry","question":"What is the age bracket of Carlos Mada based on birth year?","title":"Carlos Mada Age Bracket Classification","excerpt":"Classified in the age brackets corresponding to birth year 1998.","answer":"Based on their birth year 1998, they fall into the Adult (19+) tournament classification.","answer_detail":"Age brackets maintain fair competition. Senior brackets focus on court placement and dinking patience, whereas open Adult brackets feature high-intensity baseline speed-ups.","source_urls":["https://mydupr.com"],"tags":["player","age","bracket"],"last_verified":"2026-06-04"},{"id":"half-life-matchmaking","category":"Registry","question":"How does the rating half-life impact Carlos Mada's matchmaking rank?","title":"Carlos Mada Half-Life Impact on Rank","excerpt":"Determines rating decay and ranking responsiveness.","answer":"Rating half-life of 6 days determines how quickly their DUPR rating responds to tournament setups.","answer_detail":"A lower half-life encourages active match participation, as older sets lose influence quickly. A higher half-life keeps ratings stable during breaks.","source_urls":["https://mydupr.com"],"tags":["player","half-life","matchmaking"],"last_verified":"2026-06-04"},{"id":"challenge-player","category":"Overview","question":"Can I challenge Carlos Mada to a match on GPN?","title":"Challenge Carlos Mada","excerpt":"Challenges can be issued through affiliated GPN networks.","answer":"Challenges can be issued directly on the GPN platform if they are listed in an active regional network.","answer_detail":"Affiliated networks allow members to schedule challenge matches. Look up their network association on their main profile page to coordinate sets.","source_urls":["https://globalpickleball.network"],"tags":["player","challenge","match"],"last_verified":"2026-06-04"},{"id":"indoor-outdoor-focus","category":"Overview","question":"Does Carlos Mada play indoor or outdoor matches more?","title":"Carlos Mada Indoor vs. Outdoor Preference","excerpt":"Calculated from preferred court coordinates and schedules.","answer":"Their matches are hosted primarily at , which determines their environment focus.","answer_detail":"Outdoor courts are subject to wind and temperature changes, requiring heavy topspin. 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