gg

2026-05-11 20:50:31 +03:00
parent 70fdc066c7
commit 4dcc4ced50
8 changed files with 718 additions and 192 deletions
@@ -0,0 +1,257 @@
+"""
+Multi-market hit-rate backtest.
+
+Runs the orchestrator against historical finished matches and measures raw V25
+pick accuracy per market — independent of the "playable" gate. This isolates
+model quality from the value-detection thresholds.
+
+Usage:
+    python scripts/backtest_hitrate.py --start 2026-05-01 --end 2026-05-09 [--limit 500]
+"""
+
+from __future__ import annotations
+
+import argparse
+import json
+import os
+import sys
+import time
+from collections import defaultdict
+from typing import Any, Dict, List, Optional, Tuple
+
+import psycopg2
+from psycopg2.extras import RealDictCursor
+
+sys.path.insert(0, os.path.dirname(os.path.dirname(os.path.abspath(__file__))))
+
+from data.db import get_clean_dsn
+from services.single_match_orchestrator import SingleMatchOrchestrator
+
+
+def fetch_matches(cur, start_date: str, end_date: str, limit: Optional[int]) -> List[Dict[str, Any]]:
+    cur.execute(
+        """
+        SELECT m.id, m.score_home, m.score_away, m.ht_score_home, m.ht_score_away,
+               m.mst_utc, t1.name as home_name, t2.name as away_name
+        FROM matches m
+        LEFT JOIN teams t1 ON m.home_team_id = t1.id
+        LEFT JOIN teams t2 ON m.away_team_id = t2.id
+        WHERE m.status IN ('FT', 'AET', 'PEN')
+          AND m.sport = 'football'
+          AND to_timestamp(m.mst_utc / 1000.0)::date BETWEEN %s::date AND %s::date
+          AND m.score_home IS NOT NULL
+          AND m.score_away IS NOT NULL
+        ORDER BY m.mst_utc ASC
+        """ + (f" LIMIT {int(limit)}" if limit else ""),
+        (start_date, end_date),
+    )
+    return cur.fetchall()
+
+
+def actual_ms(h: int, a: int) -> str:
+    return "1" if h > a else ("X" if h == a else "2")
+
+
+def actual_ht(hh: Optional[int], ha: Optional[int]) -> Optional[str]:
+    if hh is None or ha is None:
+        return None
+    return "1" if hh > ha else ("X" if hh == ha else "2")
+
+
+OVER_TOKENS = {"over", "üst", "ust"}
+UNDER_TOKENS = {"under", "alt"}
+YES_TOKENS = {"yes", "var", "kg var"}
+NO_TOKENS = {"no", "yok", "kg yok"}
+ODD_TOKENS = {"odd", "tek"}
+EVEN_TOKENS = {"even", "çift", "cift"}
+
+
+def _norm(s: str) -> str:
+    return str(s or "").strip().lower()
+
+
+def score_pick(market: str, predicted: str, h: int, a: int, hh: Optional[int], ha: Optional[int]) -> Optional[bool]:
+    """Return True/False for hit, or None if cannot evaluate."""
+    total = h + a
+    ht_total = (hh + ha) if hh is not None and ha is not None else None
+    p = _norm(predicted)
+
+    if market == "MS":
+        return p.upper() == actual_ms(h, a)
+    if market in ("OU15", "OU25", "OU35"):
+        line = {"OU15": 1.5, "OU25": 2.5, "OU35": 3.5}[market]
+        if p in OVER_TOKENS:
+            return total > line
+        if p in UNDER_TOKENS:
+            return total < line
+        return None
+    if market == "BTTS":
+        btts = h > 0 and a > 0
+        if p in YES_TOKENS:
+            return btts
+        if p in NO_TOKENS:
+            return not btts
+        return None
+    if market == "HT":
+        ht = actual_ht(hh, ha)
+        return None if ht is None else p.upper() == ht
+    if market in ("HT_OU05", "HT_OU15"):
+        if ht_total is None:
+            return None
+        line = 0.5 if market == "HT_OU05" else 1.5
+        if p in OVER_TOKENS:
+            return ht_total > line
+        if p in UNDER_TOKENS:
+            return ht_total < line
+        return None
+    if market == "HTFT":
+        ht = actual_ht(hh, ha)
+        if ht is None:
+            return None
+        full = actual_ms(h, a)
+        norm = p.replace(" ", "").upper().replace("0", "X")
+        return norm == f"{ht}/{full}"
+    if market == "OE":
+        odd = total % 2 == 1
+        if p in ODD_TOKENS:
+            return odd
+        if p in EVEN_TOKENS:
+            return not odd
+        return None
+    if market == "DC":
+        ms = actual_ms(h, a)
+        compact = p.replace("-", "").upper()
+        if compact == "1X":
+            return ms in ("1", "X")
+        if compact == "X2":
+            return ms in ("X", "2")
+        if compact == "12":
+            return ms in ("1", "2")
+        return None
+    # CARDS / HCAP cannot be scored without extra data
+    return None
+
+
+def top_pick(probs: Dict[str, float]) -> Tuple[Optional[str], float]:
+    if not probs:
+        return None, 0.0
+    key = max(probs, key=lambda k: float(probs.get(k, 0) or 0))
+    return key, float(probs.get(key, 0) or 0)
+
+
+def run(start_date: str, end_date: str, limit: Optional[int], out_path: Optional[str]) -> None:
+    dsn = get_clean_dsn()
+    print(f"DSN host={dsn.split('@')[-1].split('/')[0]}")
+    conn = psycopg2.connect(dsn)
+    cur = conn.cursor(cursor_factory=RealDictCursor)
+
+    matches = fetch_matches(cur, start_date, end_date, limit)
+    print(f"Found {len(matches)} matches between {start_date} and {end_date}")
+    if not matches:
+        return
+
+    orchestrator = SingleMatchOrchestrator()
+
+    market_stats: Dict[str, Dict[str, Any]] = defaultdict(lambda: {
+        "total": 0, "hits": 0, "skipped": 0,
+        "playable_total": 0, "playable_hits": 0,
+        "conf_sum": 0.0,
+    })
+    detailed_rows: List[Dict[str, Any]] = []
+    errors = 0
+    started = time.time()
+
+    for idx, m in enumerate(matches, 1):
+        try:
+            pkg = orchestrator.analyze_match(m["id"])
+        except Exception as e:
+            errors += 1
+            if errors <= 5:
+                print(f"[ERR] {m['id']}: {e}")
+            continue
+        if not pkg:
+            continue
+
+        board = pkg.get("market_board", {}) or {}
+        h = int(m["score_home"])
+        a = int(m["score_away"])
+        hh = m.get("ht_score_home")
+        ha = m.get("ht_score_away")
+
+        for market, entry in board.items():
+            if not isinstance(entry, dict):
+                continue
+            probs = entry.get("probs") or {}
+            pick, prob = top_pick(probs)
+            if pick is None:
+                continue
+            hit = score_pick(market, pick, h, a, hh, ha)
+            stats = market_stats[market]
+            if hit is None:
+                stats["skipped"] += 1
+                continue
+            stats["total"] += 1
+            stats["conf_sum"] += prob
+            if hit:
+                stats["hits"] += 1
+            if entry.get("playable") is True:
+                stats["playable_total"] += 1
+                if hit:
+                    stats["playable_hits"] += 1
+            detailed_rows.append({
+                "match_id": m["id"],
+                "market": market,
+                "pick": pick,
+                "prob": round(prob, 4),
+                "hit": hit,
+                "playable": bool(entry.get("playable")),
+                "score": f"{h}-{a}",
+                "ht_score": f"{hh}-{ha}" if hh is not None else None,
+            })
+
+        if idx % 25 == 0:
+            elapsed = time.time() - started
+            print(f"  ... processed {idx}/{len(matches)} ({elapsed:.1f}s)")
+
+    elapsed = time.time() - started
+    print("\n" + "=" * 72)
+    print(f"BACKTEST {start_date} .. {end_date}  |  matches={len(matches)}  errors={errors}  elapsed={elapsed:.1f}s")
+    print("=" * 72)
+    header = f"{'Market':<10} {'N':>5} {'Hit':>5} {'Rate':>7} {'AvgConf':>8} | {'PlayN':>6} {'PlayHit':>7} {'PlayRate':>8}"
+    print(header)
+    print("-" * 72)
+    for market in sorted(market_stats.keys()):
+        s = market_stats[market]
+        n = s["total"]
+        rate = (s["hits"] / n * 100) if n else 0.0
+        avg_conf = (s["conf_sum"] / n * 100) if n else 0.0
+        pn = s["playable_total"]
+        prate = (s["playable_hits"] / pn * 100) if pn else 0.0
+        print(f"{market:<10} {n:>5} {s['hits']:>5} {rate:>6.1f}% {avg_conf:>7.1f}% | {pn:>6} {s['playable_hits']:>7} {prate:>7.1f}%")
+
+    if out_path:
+        payload = {
+            "range": {"start": start_date, "end": end_date},
+            "match_count": len(matches),
+            "errors": errors,
+            "elapsed_sec": round(elapsed, 1),
+            "market_stats": {k: dict(v) for k, v in market_stats.items()},
+            "rows": detailed_rows,
+        }
+        with open(out_path, "w") as f:
+            json.dump(payload, f, indent=2, ensure_ascii=False)
+        print(f"\nSaved details to {out_path}")
+
+
+def main() -> None:
+    p = argparse.ArgumentParser()
+    p.add_argument("--start", required=True, help="YYYY-MM-DD")
+    p.add_argument("--end", required=True, help="YYYY-MM-DD")
+    p.add_argument("--limit", type=int, default=None)
+    p.add_argument("--out", default=None, help="Optional JSON output path")
+    args = p.parse_args()
+    run(args.start, args.end, args.limit, args.out)
+
+
+if __name__ == "__main__":
+    main()
@@ -26,7 +26,7 @@
        "@nestjs/swagger": "^11.2.4",
        "@nestjs/terminus": "^11.0.0",
        "@nestjs/throttler": "^6.5.0",
-        "@prisma/client": "5.22.0",
+        "@prisma/client": "^6.19.3",
        "axios": "^1.13.6",
        "bcrypt": "^6.0.0",
        "bullmq": "^5.66.4",
@@ -46,7 +46,7 @@
        "passport-jwt": "^4.0.1",
        "pino": "^10.1.0",
        "pino-http": "^11.0.0",
-        "prisma": "5.22.0",
+        "prisma": "^6.19.3",
        "reflect-metadata": "^0.2.2",
        "rxjs": "^7.8.1",
        "twitter-api-v2": "^1.29.0",
@@ -3773,60 +3773,75 @@
      }
    },
    "node_modules/@prisma/client": {
-      "version": "5.22.0",
-      "resolved": "https://registry.npmjs.org/@prisma/client/-/client-5.22.0.tgz",
-      "integrity": "sha512-M0SVXfyHnQREBKxCgyo7sffrKttwE6R8PMq330MIUF0pTwjUhLbW84pFDlf06B27XyCR++VtjugEnIHdr07SVA==",
+      "version": "6.19.3",
+      "resolved": "https://registry.npmjs.org/@prisma/client/-/client-6.19.3.tgz",
+      "integrity": "sha512-mKq3jQFhjvko5LTJFHGilsuQs+W+T3Gm451NzuTDGQxwCzwXHYnIu2zGkRoW+Exq3Rob7yp2MfzSrdIiZVhrBg==",
      "hasInstallScript": true,
      "engines": {
-        "node": ">=16.13"
+        "node": ">=18.18"
      },
      "peerDependencies": {
-        "prisma": "*"
+        "prisma": "*",
+        "typescript": ">=5.1.0"
      },
      "peerDependenciesMeta": {
        "prisma": {
          "optional": true
+        },
+        "typescript": {
+          "optional": true
        }
      }
    },
+    "node_modules/@prisma/config": {
+      "version": "6.19.3",
+      "resolved": "https://registry.npmjs.org/@prisma/config/-/config-6.19.3.tgz",
+      "integrity": "sha512-CBPT44BjlQxEt8kiMEauji2WHTDoVBOKl7UlewXmUgBPnr/oPRZC3psci5chJnYmH0ivEIog2OU9PGWoki3DLQ==",
+      "dependencies": {
+        "c12": "3.1.0",
+        "deepmerge-ts": "7.1.5",
+        "effect": "3.21.0",
+        "empathic": "2.0.0"
+      }
+    },
    "node_modules/@prisma/debug": {
-      "version": "5.22.0",
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+      "version": "6.19.3",
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+      "resolved": "https://registry.npmjs.org/@prisma/engines/-/engines-6.19.3.tgz",
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-        "@prisma/fetch-engine": "5.22.0",
-        "@prisma/get-platform": "5.22.0"
+        "@prisma/debug": "6.19.3",
+        "@prisma/engines-version": "7.1.1-3.c2990dca591cba766e3b7ef5d9e8a84796e47ab7",
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+      "resolved": "https://registry.npmjs.org/@prisma/engines-version/-/engines-version-7.1.1-3.c2990dca591cba766e3b7ef5d9e8a84796e47ab7.tgz",
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    "node_modules/@prisma/fetch-engine": {
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-      "resolved": "https://registry.npmjs.org/@prisma/fetch-engine/-/fetch-engine-5.22.0.tgz",
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+      "version": "6.19.3",
+      "resolved": "https://registry.npmjs.org/@prisma/fetch-engine/-/fetch-engine-6.19.3.tgz",
+      "integrity": "sha512-tKtl/qco9Nt7LU5iKhpultD8O4vMCZcU2CHjNTnRrL1QvSUr5W/GcyFPjNL87GtRrwBc7ubXXD9xy4EvLvt8JA==",
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-        "@prisma/debug": "5.22.0",
-        "@prisma/engines-version": "5.22.0-44.605197351a3c8bdd595af2d2a9bc3025bca48ea2",
-        "@prisma/get-platform": "5.22.0"
+        "@prisma/debug": "6.19.3",
+        "@prisma/engines-version": "7.1.1-3.c2990dca591cba766e3b7ef5d9e8a84796e47ab7",
+        "@prisma/get-platform": "6.19.3"
      }
    },
    "node_modules/@prisma/get-platform": {
-      "version": "5.22.0",
-      "resolved": "https://registry.npmjs.org/@prisma/get-platform/-/get-platform-5.22.0.tgz",
-      "integrity": "sha512-pHhpQdr1UPFpt+zFfnPazhulaZYCUqeIcPpJViYoq9R+D/yw4fjE+CtnsnKzPYm0ddUbeXUzjGVGIRVgPDCk4Q==",
+      "version": "6.19.3",
+      "resolved": "https://registry.npmjs.org/@prisma/get-platform/-/get-platform-6.19.3.tgz",
+      "integrity": "sha512-xFj1VcJ1N3MKooOQAGO0W5tsd0W2QzIvW7DD7c/8H14Zmp4jseeWAITm+w2LLoLrlhoHdPPh0NMZ8mfL6puoHA==",
      "dependencies": {
-        "@prisma/debug": "5.22.0"
+        "@prisma/debug": "6.19.3"
      }
    },
    "node_modules/@redis/bloom": {
@@ -4603,6 +4618,11 @@
      "resolved": "https://registry.npmjs.org/@socket.io/component-emitter/-/component-emitter-3.1.2.tgz",
      "integrity": "sha512-9BCxFwvbGg/RsZK9tjXd8s4UcwR0MWeFQ1XEKIQVVvAGJyINdrqKMcTRyLoK8Rse1GjzLV9cwjWV1olXRWEXVA=="
    },
+    "node_modules/@standard-schema/spec": {
+      "version": "1.1.0",
+      "resolved": "https://registry.npmjs.org/@standard-schema/spec/-/spec-1.1.0.tgz",
+      "integrity": "sha512-l2aFy5jALhniG5HgqrD6jXLi/rUWrKvqN/qJx6yoJsgKhblVd+iqqU4RCXavm/jPityDo5TCvKMnpjKnOriy0w=="
+    },
    "node_modules/@tokenizer/inflate": {
      "version": "0.4.1",
      "resolved": "https://registry.npmjs.org/@tokenizer/inflate/-/inflate-0.4.1.tgz",
@@ -6366,6 +6386,44 @@
        "node": ">= 0.8"
      }
    },
+    "node_modules/c12": {
+      "version": "3.1.0",
+      "resolved": "https://registry.npmjs.org/c12/-/c12-3.1.0.tgz",
+      "integrity": "sha512-uWoS8OU1MEIsOv8p/5a82c3H31LsWVR5qiyXVfBNOzfffjUWtPnhAb4BYI2uG2HfGmZmFjCtui5XNWaps+iFuw==",
+      "dependencies": {
+        "chokidar": "^4.0.3",
+        "confbox": "^0.2.2",
+        "defu": "^6.1.4",
+        "dotenv": "^16.6.1",
+        "exsolve": "^1.0.7",
+        "giget": "^2.0.0",
+        "jiti": "^2.4.2",
+        "ohash": "^2.0.11",
+        "pathe": "^2.0.3",
+        "perfect-debounce": "^1.0.0",
+        "pkg-types": "^2.2.0",
+        "rc9": "^2.1.2"
+      },
+      "peerDependencies": {
+        "magicast": "^0.3.5"
+      },
+      "peerDependenciesMeta": {
+        "magicast": {
+          "optional": true
+        }
+      }
+    },
+    "node_modules/c12/node_modules/dotenv": {
+      "version": "16.6.1",
+      "resolved": "https://registry.npmjs.org/dotenv/-/dotenv-16.6.1.tgz",
+      "integrity": "sha512-uBq4egWHTcTt33a72vpSG0z3HnPuIl6NqYcTrKEg2azoEyl2hpW0zqlxysq2pK9HlDIHyHyakeYaYnSAwd8bow==",
+      "engines": {
+        "node": ">=12"
+      },
+      "funding": {
+        "url": "https://dotenvx.com"
+      }
+    },
    "node_modules/cache-manager": {
      "version": "7.2.7",
      "resolved": "https://registry.npmjs.org/cache-manager/-/cache-manager-7.2.7.tgz",
@@ -6582,7 +6640,6 @@
      "version": "4.0.3",
      "resolved": "https://registry.npmjs.org/chokidar/-/chokidar-4.0.3.tgz",
      "integrity": "sha512-Qgzu8kfBvo+cA4962jnP1KkS6Dop5NS6g7R5LFYJr4b8Ub94PPQXUksCw9PvXoeXPRRddRNC5C1JQUR2SMGtnA==",
-      "dev": true,
      "dependencies": {
        "readdirp": "^4.0.1"
      },
@@ -6623,6 +6680,14 @@
        "node": ">=8"
      }
    },
+    "node_modules/citty": {
+      "version": "0.1.6",
+      "resolved": "https://registry.npmjs.org/citty/-/citty-0.1.6.tgz",
+      "integrity": "sha512-tskPPKEs8D2KPafUypv2gxwJP8h/OaJmC82QQGGDQcHvXX43xF2VDACcJVmZ0EuSxkpO9Kc4MlrA3q0+FG58AQ==",
+      "dependencies": {
+        "consola": "^3.2.3"
+      }
+    },
    "node_modules/cjs-module-lexer": {
      "version": "2.2.0",
      "resolved": "https://registry.npmjs.org/cjs-module-lexer/-/cjs-module-lexer-2.2.0.tgz",
@@ -6852,6 +6917,11 @@
        "typedarray": "^0.0.6"
      }
    },
+    "node_modules/confbox": {
+      "version": "0.2.4",
+      "resolved": "https://registry.npmjs.org/confbox/-/confbox-0.2.4.tgz",
+      "integrity": "sha512-ysOGlgTFbN2/Y6Cg3Iye8YKulHw+R2fNXHrgSmXISQdMnomY6eNDprVdW9R5xBguEqI954+S6709UyiO7B+6OQ=="
+    },
    "node_modules/consola": {
      "version": "3.4.2",
      "resolved": "https://registry.npmjs.org/consola/-/consola-3.4.2.tgz",
@@ -7109,6 +7179,14 @@
        "node": ">=0.10.0"
      }
    },
+    "node_modules/deepmerge-ts": {
+      "version": "7.1.5",
+      "resolved": "https://registry.npmjs.org/deepmerge-ts/-/deepmerge-ts-7.1.5.tgz",
+      "integrity": "sha512-HOJkrhaYsweh+W+e74Yn7YStZOilkoPb6fycpwNLKzSPtruFs48nYis0zy5yJz1+ktUhHxoRDJ27RQAWLIJVJw==",
+      "engines": {
+        "node": ">=16.0.0"
+      }
+    },
    "node_modules/defaults": {
      "version": "1.0.4",
      "resolved": "https://registry.npmjs.org/defaults/-/defaults-1.0.4.tgz",
@@ -7121,6 +7199,11 @@
        "url": "https://github.com/sponsors/sindresorhus"
      }
    },
+    "node_modules/defu": {
+      "version": "6.1.7",
+      "resolved": "https://registry.npmjs.org/defu/-/defu-6.1.7.tgz",
+      "integrity": "sha512-7z22QmUWiQ/2d0KkdYmANbRUVABpZ9SNYyH5vx6PZ+nE5bcC0l7uFvEfHlyld/HcGBFTL536ClDt3DEcSlEJAQ=="
+    },
    "node_modules/delayed-stream": {
      "version": "1.0.0",
      "resolved": "https://registry.npmjs.org/delayed-stream/-/delayed-stream-1.0.0.tgz",
@@ -7145,6 +7228,11 @@
        "node": ">= 0.8"
      }
    },
+    "node_modules/destr": {
+      "version": "2.0.5",
+      "resolved": "https://registry.npmjs.org/destr/-/destr-2.0.5.tgz",
+      "integrity": "sha512-ugFTXCtDZunbzasqBxrK93Ik/DRYsO6S/fedkWEMKqt04xZ4csmnmwGDBAb07QWNaGMAmnTIemsYZCksjATwsA=="
+    },
    "node_modules/detect-libc": {
      "version": "2.1.2",
      "resolved": "https://registry.npmjs.org/detect-libc/-/detect-libc-2.1.2.tgz",
@@ -7292,6 +7380,15 @@
      "resolved": "https://registry.npmjs.org/ee-first/-/ee-first-1.1.1.tgz",
      "integrity": "sha512-WMwm9LhRUo+WUaRN+vRuETqG89IgZphVSNkdFgeb6sS/E4OrDIN7t48CAewSHXc6C8lefD8KKfr5vY61brQlow=="
    },
+    "node_modules/effect": {
+      "version": "3.21.0",
+      "resolved": "https://registry.npmjs.org/effect/-/effect-3.21.0.tgz",
+      "integrity": "sha512-PPN80qRokCd1f015IANNhrwOnLO7GrrMQfk4/lnZRE/8j7UPWrNNjPV0uBrZutI/nHzernbW+J0hdqQysHiSnQ==",
+      "dependencies": {
+        "@standard-schema/spec": "^1.0.0",
+        "fast-check": "^3.23.1"
+      }
+    },
    "node_modules/electron-to-chromium": {
      "version": "1.5.267",
      "resolved": "https://registry.npmjs.org/electron-to-chromium/-/electron-to-chromium-1.5.267.tgz",
@@ -7315,6 +7412,14 @@
      "resolved": "https://registry.npmjs.org/emoji-regex/-/emoji-regex-8.0.0.tgz",
      "integrity": "sha512-MSjYzcWNOA0ewAHpz0MxpYFvwg6yjy1NG3xteoqz644VCo/RPgnr1/GGt+ic3iJTzQ8Eu3TdM14SawnVUmGE6A=="
    },
+    "node_modules/empathic": {
+      "version": "2.0.0",
+      "resolved": "https://registry.npmjs.org/empathic/-/empathic-2.0.0.tgz",
+      "integrity": "sha512-i6UzDscO/XfAcNYD75CfICkmfLedpyPDdozrLMmQc5ORaQcdMoc21OnlEylMIqI7U8eniKrPMxxtj8k0vhmJhA==",
+      "engines": {
+        "node": ">=14"
+      }
+    },
    "node_modules/encodeurl": {
      "version": "2.0.0",
      "resolved": "https://registry.npmjs.org/encodeurl/-/encodeurl-2.0.0.tgz",
@@ -7862,11 +7967,52 @@
        "url": "https://opencollective.com/express"
      }
    },
+    "node_modules/exsolve": {
+      "version": "1.0.8",
+      "resolved": "https://registry.npmjs.org/exsolve/-/exsolve-1.0.8.tgz",
+      "integrity": "sha512-LmDxfWXwcTArk8fUEnOfSZpHOJ6zOMUJKOtFLFqJLoKJetuQG874Uc7/Kki7zFLzYybmZhp1M7+98pfMqeX8yA=="
+    },
    "node_modules/extend": {
      "version": "3.0.2",
      "resolved": "https://registry.npmjs.org/extend/-/extend-3.0.2.tgz",
      "integrity": "sha512-fjquC59cD7CyW6urNXK0FBufkZcoiGG80wTuPujX590cB5Ttln20E2UB4S/WARVqhXffZl2LNgS+gQdPIIim/g=="
    },
+    "node_modules/fast-check": {
+      "version": "3.23.2",
+      "resolved": "https://registry.npmjs.org/fast-check/-/fast-check-3.23.2.tgz",
+      "integrity": "sha512-h5+1OzzfCC3Ef7VbtKdcv7zsstUQwUDlYpUTvjeUsJAssPgLn7QzbboPtL5ro04Mq0rPOsMzl7q5hIbRs2wD1A==",
+      "funding": [
+        {
+          "type": "individual",
+          "url": "https://github.com/sponsors/dubzzz"
+        },
+        {
+          "type": "opencollective",
+          "url": "https://opencollective.com/fast-check"
+        }
+      ],
+      "dependencies": {
+        "pure-rand": "^6.1.0"
+      },
+      "engines": {
+        "node": ">=8.0.0"
+      }
+    },
+    "node_modules/fast-check/node_modules/pure-rand": {
+      "version": "6.1.0",
+      "resolved": "https://registry.npmjs.org/pure-rand/-/pure-rand-6.1.0.tgz",
+      "integrity": "sha512-bVWawvoZoBYpp6yIoQtQXHZjmz35RSVHnUOTefl8Vcjr8snTPY1wnpSPMWekcFwbxI6gtmT7rSYPFvz71ldiOA==",
+      "funding": [
+        {
+          "type": "individual",
+          "url": "https://github.com/sponsors/dubzzz"
+        },
+        {
+          "type": "opencollective",
+          "url": "https://opencollective.com/fast-check"
+        }
+      ]
+    },
    "node_modules/fast-copy": {
      "version": "4.0.2",
      "resolved": "https://registry.npmjs.org/fast-copy/-/fast-copy-4.0.2.tgz",
@@ -8388,6 +8534,22 @@
        "url": "https://github.com/sponsors/sindresorhus"
      }
    },
+    "node_modules/giget": {
+      "version": "2.0.0",
+      "resolved": "https://registry.npmjs.org/giget/-/giget-2.0.0.tgz",
+      "integrity": "sha512-L5bGsVkxJbJgdnwyuheIunkGatUF/zssUoxxjACCseZYAVbaqdh9Tsmmlkl8vYan09H7sbvKt4pS8GqKLBrEzA==",
+      "dependencies": {
+        "citty": "^0.1.6",
+        "consola": "^3.4.0",
+        "defu": "^6.1.4",
+        "node-fetch-native": "^1.6.6",
+        "nypm": "^0.6.0",
+        "pathe": "^2.0.3"
+      },
+      "bin": {
+        "giget": "dist/cli.mjs"
+      }
+    },
    "node_modules/github-from-package": {
      "version": "0.0.0",
      "resolved": "https://registry.npmjs.org/github-from-package/-/github-from-package-0.0.0.tgz",
@@ -9727,6 +9889,14 @@
        "url": "https://github.com/chalk/supports-color?sponsor=1"
      }
    },
+    "node_modules/jiti": {
+      "version": "2.7.0",
+      "resolved": "https://registry.npmjs.org/jiti/-/jiti-2.7.0.tgz",
+      "integrity": "sha512-AC/7JofJvZGrrneWNaEnJeOLUx+JlGt7tNa0wZiRPT4MY1wmfKjt2+6O2p2uz2+skll8OZZmJMNqeke7kKbNgQ==",
+      "bin": {
+        "jiti": "lib/jiti-cli.mjs"
+      }
+    },
    "node_modules/joycon": {
      "version": "3.1.1",
      "resolved": "https://registry.npmjs.org/joycon/-/joycon-3.1.1.tgz",
@@ -10575,6 +10745,11 @@
        "url": "https://opencollective.com/node-fetch"
      }
    },
+    "node_modules/node-fetch-native": {
+      "version": "1.6.7",
+      "resolved": "https://registry.npmjs.org/node-fetch-native/-/node-fetch-native-1.6.7.tgz",
+      "integrity": "sha512-g9yhqoedzIUm0nTnTqAQvueMPVOuIY16bqgAJJC8XOOubYFNwz6IER9qs0Gq2Xd0+CecCKFjtdDTMA4u4xG06Q=="
+    },
    "node_modules/node-gyp-build": {
      "version": "4.8.4",
      "resolved": "https://registry.npmjs.org/node-gyp-build/-/node-gyp-build-4.8.4.tgz",
@@ -10651,6 +10826,27 @@
        "url": "https://github.com/fb55/nth-check?sponsor=1"
      }
    },
+    "node_modules/nypm": {
+      "version": "0.6.6",
+      "resolved": "https://registry.npmjs.org/nypm/-/nypm-0.6.6.tgz",
+      "integrity": "sha512-vRyr0r4cbBapw07Xw8xrj9Teq3o7MUD35rSaTcanDbW+aK2XHDgJFiU6ZTj2GBw7Q12ysdsyFss+Vdz4hQ0Y6Q==",
+      "dependencies": {
+        "citty": "^0.2.2",
+        "pathe": "^2.0.3",
+        "tinyexec": "^1.1.1"
+      },
+      "bin": {
+        "nypm": "dist/cli.mjs"
+      },
+      "engines": {
+        "node": ">=18"
+      }
+    },
+    "node_modules/nypm/node_modules/citty": {
+      "version": "0.2.2",
+      "resolved": "https://registry.npmjs.org/citty/-/citty-0.2.2.tgz",
+      "integrity": "sha512-+6vJA3L98yv+IdfKGZHBNiGW5KHn22e/JwID0Strsz8h4S/csAu/OuICwxrg44k5MRiZHWIo8XXuJgQTriRP4w=="
+    },
    "node_modules/object-assign": {
      "version": "4.1.1",
      "resolved": "https://registry.npmjs.org/object-assign/-/object-assign-4.1.1.tgz",
@@ -10679,6 +10875,11 @@
        "url": "https://github.com/sponsors/ljharb"
      }
    },
+    "node_modules/ohash": {
+      "version": "2.0.11",
+      "resolved": "https://registry.npmjs.org/ohash/-/ohash-2.0.11.tgz",
+      "integrity": "sha512-RdR9FQrFwNBNXAr4GixM8YaRZRJ5PUWbKYbE5eOsrwAjJW0q2REGcf79oYPsLyskQCZG1PLN+S/K1V00joZAoQ=="
+    },
    "node_modules/on-exit-leak-free": {
      "version": "2.1.2",
      "resolved": "https://registry.npmjs.org/on-exit-leak-free/-/on-exit-leak-free-2.1.2.tgz",
@@ -10995,11 +11196,21 @@
        "node": ">=8"
      }
    },
+    "node_modules/pathe": {
+      "version": "2.0.3",
+      "resolved": "https://registry.npmjs.org/pathe/-/pathe-2.0.3.tgz",
+      "integrity": "sha512-WUjGcAqP1gQacoQe+OBJsFA7Ld4DyXuUIjZ5cc75cLHvJ7dtNsTugphxIADwspS+AraAUePCKrSVtPLFj/F88w=="
+    },
    "node_modules/pause": {
      "version": "0.0.1",
      "resolved": "https://registry.npmjs.org/pause/-/pause-0.0.1.tgz",
      "integrity": "sha512-KG8UEiEVkR3wGEb4m5yZkVCzigAD+cVEJck2CzYZO37ZGJfctvVptVO192MwrtPhzONn6go8ylnOdMhKqi4nfg=="
    },
+    "node_modules/perfect-debounce": {
+      "version": "1.0.0",
+      "resolved": "https://registry.npmjs.org/perfect-debounce/-/perfect-debounce-1.0.0.tgz",
+      "integrity": "sha512-xCy9V055GLEqoFaHoC1SoLIaLmWctgCUaBaWxDZ7/Zx4CTyX7cJQLJOok/orfjZAh9kEYpjJa4d0KcJmCbctZA=="
+    },
    "node_modules/picocolors": {
      "version": "1.1.1",
      "resolved": "https://registry.npmjs.org/picocolors/-/picocolors-1.1.1.tgz",
@@ -11181,6 +11392,16 @@
        "node": ">=8"
      }
    },
+    "node_modules/pkg-types": {
+      "version": "2.3.1",
+      "resolved": "https://registry.npmjs.org/pkg-types/-/pkg-types-2.3.1.tgz",
+      "integrity": "sha512-y+ichcgc2LrADuhLNAx8DFjVfgz91pRxfZdI3UDhxHvcVEZsenLO+7XaU5vOp0u/7V/wZ+plyuQxtrDlZJ+yeg==",
+      "dependencies": {
+        "confbox": "^0.2.4",
+        "exsolve": "^1.0.8",
+        "pathe": "^2.0.3"
+      }
+    },
    "node_modules/pluralize": {
      "version": "8.0.0",
      "resolved": "https://registry.npmjs.org/pluralize/-/pluralize-8.0.0.tgz",
@@ -11308,21 +11529,27 @@
      }
    },
    "node_modules/prisma": {
-      "version": "5.22.0",
-      "resolved": "https://registry.npmjs.org/prisma/-/prisma-5.22.0.tgz",
-      "integrity": "sha512-vtpjW3XuYCSnMsNVBjLMNkTj6OZbudcPPTPYHqX0CJfpcdWciI1dM8uHETwmDxxiqEwCIE6WvXucWUetJgfu/A==",
+      "version": "6.19.3",
+      "resolved": "https://registry.npmjs.org/prisma/-/prisma-6.19.3.tgz",
+      "integrity": "sha512-++ZJ0ijLrDJF6hNB4t4uxg2br3fC4H9Yc9tcbjr2fcNFP3rh/SBNrAgjhsqBU4Ght8JPrVofG/ZkXfnSfnYsFg==",
      "hasInstallScript": true,
      "dependencies": {
-        "@prisma/engines": "5.22.0"
+        "@prisma/config": "6.19.3",
+        "@prisma/engines": "6.19.3"
      },
      "bin": {
        "prisma": "build/index.js"
      },
      "engines": {
-        "node": ">=16.13"
+        "node": ">=18.18"
      },
-      "optionalDependencies": {
-        "fsevents": "2.3.3"
+      "peerDependencies": {
+        "typescript": ">=5.1.0"
+      },
+      "peerDependenciesMeta": {
+        "typescript": {
+          "optional": true
+        }
      }
    },
    "node_modules/process-warning": {
@@ -11474,6 +11701,15 @@
        "node": ">=0.10.0"
      }
    },
+    "node_modules/rc9": {
+      "version": "2.1.2",
+      "resolved": "https://registry.npmjs.org/rc9/-/rc9-2.1.2.tgz",
+      "integrity": "sha512-btXCnMmRIBINM2LDZoEmOogIZU7Qe7zn4BpomSKZ/ykbLObuBdvG+mFq11DL6fjH1DRwHhrlgtYWG96bJiC7Cg==",
+      "dependencies": {
+        "defu": "^6.1.4",
+        "destr": "^2.0.3"
+      }
+    },
    "node_modules/react-is": {
      "version": "18.3.1",
      "resolved": "https://registry.npmjs.org/react-is/-/react-is-18.3.1.tgz",
@@ -11497,7 +11733,6 @@
      "version": "4.1.2",
      "resolved": "https://registry.npmjs.org/readdirp/-/readdirp-4.1.2.tgz",
      "integrity": "sha512-GDhwkLfywWL2s6vEjyhri+eXmfH6j1L7JE27WhqLeYzoh/A3DBaYGEj2H/HFZCn/kMfim73FXxEJTw06WtxQwg==",
-      "dev": true,
      "engines": {
        "node": ">= 14.18.0"
      },
@@ -12593,6 +12828,14 @@
        "real-require": "^0.2.0"
      }
    },
+    "node_modules/tinyexec": {
+      "version": "1.1.2",
+      "resolved": "https://registry.npmjs.org/tinyexec/-/tinyexec-1.1.2.tgz",
+      "integrity": "sha512-dAqSqE/RabpBKI8+h26GfLq6Vb3JVXs30XYQjdMjaj/c2tS8IYYMbIzP599KtRj7c57/wYApb3QjgRgXmrCukA==",
+      "engines": {
+        "node": ">=18"
+      }
+    },
    "node_modules/tinyglobby": {
      "version": "0.2.15",
      "resolved": "https://registry.npmjs.org/tinyglobby/-/tinyglobby-0.2.15.tgz",
@@ -12918,7 +13161,7 @@
      "version": "5.9.3",
      "resolved": "https://registry.npmjs.org/typescript/-/typescript-5.9.3.tgz",
      "integrity": "sha512-jl1vZzPDinLr9eUt3J/t7V6FgNEw9QjvBPdysz9KfQDD41fQrC2Y4vKQdiaUpFT4bXlb1RHhLpp8wtm6M5TgSw==",
-      "dev": true,
+      "devOptional": true,
      "bin": {
        "tsc": "bin/tsc",
        "tsserver": "bin/tsserver"
@@ -55,7 +55,7 @@
    "@nestjs/swagger": "^11.2.4",
    "@nestjs/terminus": "^11.0.0",
    "@nestjs/throttler": "^6.5.0",
-    "@prisma/client": "5.22.0",
+    "@prisma/client": "^6.19.3",
    "axios": "^1.13.6",
    "bcrypt": "^6.0.0",
    "bullmq": "^5.66.4",
@@ -75,7 +75,7 @@
    "passport-jwt": "^4.0.1",
    "pino": "^10.1.0",
    "pino-http": "^11.0.0",
-    "prisma": "5.22.0",
+    "prisma": "^6.19.3",
    "reflect-metadata": "^0.2.2",
    "rxjs": "^7.8.1",
    "twitter-api-v2": "^1.29.0",
@@ -110,9 +110,6 @@
    "typescript": "^5.7.3",
    "typescript-eslint": "^8.20.0"
  },
-  "prisma": {
-    "seed": "ts-node prisma/seed.ts"
-  },
  "jest": {
    "moduleFileExtensions": [
      "js",
@@ -129,5 +126,8 @@
    ],
    "coverageDirectory": "../coverage",
    "testEnvironment": "node"
+  },
+  "prisma": {
+    "seed": "ts-node prisma/seed.ts"
  }
 }
@@ -1,7 +1,15 @@
-module.exports = {
-  datasource: {
-    url:
-      process.env.DATABASE_URL ||
-      'postgresql://suggestbet:SuGGesT2026SecuRe@localhost:15432/boilerplate_db?schema=public',
+import path from 'node:path';
+import { defineConfig, env } from 'prisma/config';
+import { config } from 'dotenv';
+
+config({ path: '.env.local' });
+
+export default defineConfig({
+  schema: path.join('prisma', 'schema.prisma'),
+  migrations: {
+    path: path.join('prisma', 'migrations'),
  },
-};
+  datasource: {
+    url: env('DATABASE_URL'),
+  },
+});
@@ -42,22 +42,22 @@ model League {
 }

 model Team {
-  id                   String                     @id
-  name                 String
-  slug                 String?
-  sport                Sport
-  logoUrl              String?                    @map("logo_url")
-  createdAt            DateTime                   @default(now()) @map("created_at")
-  awayMatchesLive      LiveMatch[]                @relation("AwayTeamLive")
-  homeMatchesLive      LiveMatch[]                @relation("HomeTeamLive")
-  playerEvents         MatchPlayerEvents[]
-  playerParticipations MatchPlayerParticipation[]
+  id                    String                     @id
+  name                  String
+  slug                  String?
+  sport                 Sport
+  logoUrl               String?                    @map("logo_url")
+  createdAt             DateTime                   @default(now()) @map("created_at")
+  awayMatchesLive       LiveMatch[]                @relation("AwayTeamLive")
+  homeMatchesLive       LiveMatch[]                @relation("HomeTeamLive")
+  playerEvents          MatchPlayerEvents[]
+  playerParticipations  MatchPlayerParticipation[]
  basketballPlayerStats BasketballPlayerStats[]
-  footballTeamStats    FootballTeamStats[]
-  basketballTeamStats  BasketballTeamStats[]
-  awayMatches          Match[]                    @relation("AwayTeam")
-  homeMatches          Match[]                    @relation("HomeTeam")
-  eloRating            TeamEloRating?
+  footballTeamStats     FootballTeamStats[]
+  basketballTeamStats   BasketballTeamStats[]
+  awayMatches           Match[]                    @relation("AwayTeam")
+  homeMatches           Match[]                    @relation("HomeTeam")
+  eloRating             TeamEloRating?

  @@index([name])
  @@index([sport])
@@ -80,24 +80,24 @@ model Player {
 }

 model Match {
-  id                    String                       @id
-  leagueId              String?                      @map("league_id")
-  homeTeamId            String?                      @map("home_team_id")
-  awayTeamId            String?                      @map("away_team_id")
+  id                    String                     @id
+  leagueId              String?                    @map("league_id")
+  homeTeamId            String?                    @map("home_team_id")
+  awayTeamId            String?                    @map("away_team_id")
  sport                 Sport
-  matchName             String?                      @map("match_name")
-  matchSlug             String?                      @map("match_slug")
-  mstUtc                BigInt                       @map("mst_utc")
+  matchName             String?                    @map("match_name")
+  matchSlug             String?                    @map("match_slug")
+  mstUtc                BigInt                     @map("mst_utc")
  status                String?
  state                 String?
-  scoreHome             Int?                         @map("score_home")
-  scoreAway             Int?                         @map("score_away")
-  htScoreHome           Int?                         @map("ht_score_home")
-  htScoreAway           Int?                         @map("ht_score_away")
+  scoreHome             Int?                       @map("score_home")
+  scoreAway             Int?                       @map("score_away")
+  htScoreHome           Int?                       @map("ht_score_home")
+  htScoreAway           Int?                       @map("ht_score_away")
  winner                String?
-  iddaaCode             String?                      @map("iddaa_code")
-  createdAt             DateTime                     @default(now()) @map("created_at")
-  updatedAt             DateTime                     @updatedAt @map("updated_at")
+  iddaaCode             String?                    @map("iddaa_code")
+  createdAt             DateTime                   @default(now()) @map("created_at")
+  updatedAt             DateTime                   @updatedAt @map("updated_at")
  footballAiFeatures    FootballAiFeature?
  basketballAiFeatures  BasketballAiFeature?
  officials             MatchOfficial[]
@@ -106,11 +106,12 @@ model Match {
  basketballPlayerStats BasketballPlayerStats[]
  footballTeamStats     FootballTeamStats[]
  basketballTeamStats   BasketballTeamStats[]
-  awayTeam              Team?                        @relation("AwayTeam", fields: [awayTeamId], references: [id])
-  homeTeam              Team?                        @relation("HomeTeam", fields: [homeTeamId], references: [id])
-  league                League?                      @relation(fields: [leagueId], references: [id])
+  awayTeam              Team?                      @relation("AwayTeam", fields: [awayTeamId], references: [id])
+  homeTeam              Team?                      @relation("HomeTeam", fields: [homeTeamId], references: [id])
+  league                League?                    @relation(fields: [leagueId], references: [id])
  oddCategories         OddCategory[]
  prediction            Prediction?
+  predictionOutcomes    PredictionOutcome[]
  couponItems           UserCouponItem[]

  @@index([awayTeamId])
@@ -270,25 +271,25 @@ model TeamEloRating {
 }

 model MatchPlayerEvents {
-  id              Int            @id @default(autoincrement())
-  matchId         String         @map("match_id")
-  playerId        String         @map("player_id")
-  teamId          String         @map("team_id")
-  eventType       EventType      @map("event_type")
-  eventSubtype    String?        @map("event_subtype")
-  timeMinute      String         @map("time_minute")
-  timeSeconds     Int?           @map("time_seconds")
-  periodId        Int?           @map("period_id")
-  assistPlayerId  String?        @map("assist_player_id")
-  scoreAfter      String?        @map("score_after")
-  playerOutId     String?        @map("player_out_id")
-  position        MatchPosition?
-  createdAt       DateTime       @default(now()) @map("created_at")
-  assistPlayer    Player?        @relation("AssistPlayer", fields: [assistPlayerId], references: [id])
-  match           Match          @relation(fields: [matchId], references: [id], onDelete: Cascade)
-  player          Player         @relation("EventPlayer", fields: [playerId], references: [id], onDelete: Cascade)
-  substitutedOut  Player?        @relation("SubstitutedOut", fields: [playerOutId], references: [id])
-  team            Team           @relation(fields: [teamId], references: [id], onDelete: Cascade)
+  id             Int            @id @default(autoincrement())
+  matchId        String         @map("match_id")
+  playerId       String         @map("player_id")
+  teamId         String         @map("team_id")
+  eventType      EventType      @map("event_type")
+  eventSubtype   String?        @map("event_subtype")
+  timeMinute     String         @map("time_minute")
+  timeSeconds    Int?           @map("time_seconds")
+  periodId       Int?           @map("period_id")
+  assistPlayerId String?        @map("assist_player_id")
+  scoreAfter     String?        @map("score_after")
+  playerOutId    String?        @map("player_out_id")
+  position       MatchPosition?
+  createdAt      DateTime       @default(now()) @map("created_at")
+  assistPlayer   Player?        @relation("AssistPlayer", fields: [assistPlayerId], references: [id])
+  match          Match          @relation(fields: [matchId], references: [id], onDelete: Cascade)
+  player         Player         @relation("EventPlayer", fields: [playerId], references: [id], onDelete: Cascade)
+  substitutedOut Player?        @relation("SubstitutedOut", fields: [playerOutId], references: [id])
+  team           Team           @relation(fields: [teamId], references: [id], onDelete: Cascade)

  @@index([assistPlayerId])
  @@index([eventType])
@@ -319,28 +320,28 @@ model MatchPlayerParticipation {
 }

 model BasketballPlayerStats {
-  id              Int      @id @default(autoincrement())
-  matchId         String   @map("match_id")
-  playerId        String   @map("player_id")
-  teamId          String   @map("team_id")
-  minutes         String?
-  points          Int?
-  rebounds        Int?
-  assists         Int?
-  steals          Int?
-  blocks          Int?
-  turnovers       Int?
-  fgMade          Int?     @map("fg_made")
-  fgAttempted     Int?     @map("fg_attempted")
-  threePtMade     Int?     @map("three_pt_made")
-  threePtAttempted Int?    @map("three_pt_attempted")
-  ftMade          Int?     @map("ft_made")
-  ftAttempted     Int?     @map("ft_attempted")
-  fouls           Int?
-  createdAt       DateTime @default(now()) @map("created_at")
-  match           Match    @relation(fields: [matchId], references: [id], onDelete: Cascade)
-  player          Player   @relation(fields: [playerId], references: [id], onDelete: Cascade)
-  team            Team     @relation(fields: [teamId], references: [id], onDelete: Cascade)
+  id               Int      @id @default(autoincrement())
+  matchId          String   @map("match_id")
+  playerId         String   @map("player_id")
+  teamId           String   @map("team_id")
+  minutes          String?
+  points           Int?
+  rebounds         Int?
+  assists          Int?
+  steals           Int?
+  blocks           Int?
+  turnovers        Int?
+  fgMade           Int?     @map("fg_made")
+  fgAttempted      Int?     @map("fg_attempted")
+  threePtMade      Int?     @map("three_pt_made")
+  threePtAttempted Int?     @map("three_pt_attempted")
+  ftMade           Int?     @map("ft_made")
+  ftAttempted      Int?     @map("ft_attempted")
+  fouls            Int?
+  createdAt        DateTime @default(now()) @map("created_at")
+  match            Match    @relation(fields: [matchId], references: [id], onDelete: Cascade)
+  player           Player   @relation(fields: [playerId], references: [id], onDelete: Cascade)
+  team             Team     @relation(fields: [teamId], references: [id], onDelete: Cascade)

  @@unique([matchId, playerId, teamId])
  @@index([matchId])
@@ -429,13 +430,13 @@ model OfficialRole {
 // ─────────────────────────────────────────────────────────────

 model OddCategory {
-  dbId           Int             @id @default(autoincrement()) @map("db_id")
-  matchId        String          @map("match_id")
-  categoryJsonId Int?            @map("category_json_id")
+  dbId           Int            @id @default(autoincrement()) @map("db_id")
+  matchId        String         @map("match_id")
+  categoryJsonId Int?           @map("category_json_id")
  name           String?
  sport          Sport?
-  createdAt      DateTime        @default(now()) @map("created_at")
-  match          Match           @relation(fields: [matchId], references: [id], onDelete: Cascade)
+  createdAt      DateTime       @default(now()) @map("created_at")
+  match          Match          @relation(fields: [matchId], references: [id], onDelete: Cascade)
  selections     OddSelection[]

  @@unique([matchId, name])
@@ -445,17 +446,17 @@ model OddCategory {
 }

 model OddSelection {
-  dbId       Int          @id @default(autoincrement()) @map("db_id")
-  categoryId Int          @map("odd_category_db_id")
+  dbId       Int           @id @default(autoincrement()) @map("db_id")
+  categoryId Int           @map("odd_category_db_id")
  name       String?
-  oddValue   String?      @map("odd_value")
+  oddValue   String?       @map("odd_value")
  position   String?
  sov        Float?
  state      String?
  sport      Sport?
-  createdAt  DateTime     @default(now()) @map("created_at")
-  updatedAt  DateTime     @default(now()) @map("updated_at")
-  category   OddCategory  @relation(fields: [categoryId], references: [dbId], onDelete: Cascade)
+  createdAt  DateTime      @default(now()) @map("created_at")
+  updatedAt  DateTime      @default(now()) @map("updated_at")
+  category   OddCategory   @relation(fields: [categoryId], references: [dbId], onDelete: Cascade)
  history    OddsHistory[]

  @@unique([categoryId, name])
@@ -505,6 +506,29 @@ model PredictionRun {
  @@map("prediction_runs")
 }

+model PredictionOutcome {
+  id            BigInt    @id @default(autoincrement())
+  matchId       String    @map("match_id")
+  market        String
+  pick          String
+  probability   Float
+  confidence    Float
+  odds          Float?
+  playable      Boolean   @default(false)
+  engineVersion String    @map("engine_version")
+  generatedAt   DateTime  @default(now()) @map("generated_at")
+  resolved      Boolean   @default(false)
+  hit           Boolean?
+  resolvedAt    DateTime? @map("resolved_at")
+  match         Match     @relation(fields: [matchId], references: [id], onDelete: Cascade)
+
+  @@unique([matchId, market, engineVersion])
+  @@index([market, resolvedAt(sort: Desc)])
+  @@index([resolved, generatedAt])
+  @@index([playable, resolved])
+  @@map("prediction_outcomes")
+}
+
 model AiPredictionsLog {
  id              Int      @id @default(autoincrement())
  matchId         String   @map("match_id")
@@ -553,20 +577,20 @@ model User {
 }

 model Subscription {
-  id                   String              @id @default(uuid())
-  userId               String              @unique @map("user_id")
-  paddleSubscriptionId String?             @unique @map("paddle_subscription_id")
-  paddleCustomerId     String?             @map("paddle_customer_id")
-  plan                 SubscriptionStatus  @default(free)
-  billingInterval      BillingInterval?    @map("billing_interval")
-  currentPeriodStart   DateTime?           @map("current_period_start")
-  currentPeriodEnd     DateTime?           @map("current_period_end")
-  cancelledAt          DateTime?           @map("cancelled_at")
-  cancelEffectiveDate  DateTime?           @map("cancel_effective_date")
-  paddlePriceId        String?             @map("paddle_price_id")
-  createdAt            DateTime            @default(now()) @map("created_at")
-  updatedAt            DateTime            @updatedAt @map("updated_at")
-  user                 User                @relation(fields: [userId], references: [id], onDelete: Cascade)
+  id                   String             @id @default(uuid())
+  userId               String             @unique @map("user_id")
+  paddleSubscriptionId String?            @unique @map("paddle_subscription_id")
+  paddleCustomerId     String?            @map("paddle_customer_id")
+  plan                 SubscriptionStatus @default(free)
+  billingInterval      BillingInterval?   @map("billing_interval")
+  currentPeriodStart   DateTime?          @map("current_period_start")
+  currentPeriodEnd     DateTime?          @map("current_period_end")
+  cancelledAt          DateTime?          @map("cancelled_at")
+  cancelEffectiveDate  DateTime?          @map("cancel_effective_date")
+  paddlePriceId        String?            @map("paddle_price_id")
+  createdAt            DateTime           @default(now()) @map("created_at")
+  updatedAt            DateTime           @updatedAt @map("updated_at")
+  user                 User               @relation(fields: [userId], references: [id], onDelete: Cascade)

  @@index([paddleSubscriptionId])
  @@index([paddleCustomerId])
@@ -1,4 +1,5 @@
 import { Controller, Post, Body, HttpCode } from "@nestjs/common";
+import { Throttle } from "@nestjs/throttler";
 import { I18n, I18nContext } from "nestjs-i18n";
 import { ApiTags, ApiOperation, ApiOkResponse } from "@nestjs/swagger";
 import { AuthService } from "./auth.service";
@@ -21,6 +22,7 @@ export class AuthController {

  @Post("register")
  @Public()
+  @Throttle({ default: { limit: 10, ttl: 60000 } })
  @HttpCode(200)
  @ApiOperation({ summary: "Register a new user" })
  @ApiOkResponse({
@@ -37,6 +39,7 @@ export class AuthController {

  @Post("login")
  @Public()
+  @Throttle({ default: { limit: 5, ttl: 60000 } })
  @HttpCode(200)
  @ApiOperation({ summary: "Login with email and password" })
  @ApiOkResponse({ description: "Login successful", type: TokenResponseDto })
@@ -50,6 +53,7 @@ export class AuthController {

  @Post("refresh")
  @Public()
+  @Throttle({ default: { limit: 10, ttl: 60000 } })
  @HttpCode(200)
  @ApiOperation({ summary: "Refresh access token" })
  @ApiOkResponse({
@@ -1,4 +1,5 @@
 import { Injectable, Logger } from "@nestjs/common";
+import { Prisma } from "@prisma/client";
 import { PrismaService } from "../../../database/prisma.service";

 // ─────────────────────────────────────────────────────────────
@@ -108,16 +109,21 @@ export class FrequencyEngineService {
    venue: "home" | "away",
    oddsBand: string,
  ): Promise<TeamFrequencyRow | null> {
-    const venueColumn = venue === "home" ? "m.home_team_id" : "m.away_team_id";
-    const oddsSelection = venue === "home" ? "'1'" : "'2'";
+    // venue is a typed literal ("home"|"away") — safe to use with Prisma.raw()
+    const venueColumnRaw = Prisma.raw(
+      venue === "home" ? "m.home_team_id" : "m.away_team_id",
+    );
+    const oddsSelectionValue = venue === "home" ? "1" : "2";
+    const winConditionRaw = Prisma.raw(
+      venue === "home" ? "score_home > score_away" : "score_away > score_home",
+    );
    const bandRange = this.parseBandRange(oddsBand);

    if (!bandRange) {
      return null;
    }

-    const rows = await this.prisma.$queryRawUnsafe<TeamFrequencyRow[]>(
-      `
+    const rows = await this.prisma.$queryRaw<TeamFrequencyRow[]>(Prisma.sql`
      WITH team_matches AS (
        SELECT
          m.id AS match_id,
@@ -127,32 +133,26 @@ export class FrequencyEngineService {
          CAST(os.odd_value AS DECIMAL) AS team_odds
        FROM matches m
        JOIN odd_categories oc ON oc.match_id = m.id AND oc.name = 'Maç Sonucu'
-        JOIN odd_selections os ON os.odd_category_db_id = oc.db_id AND os.name = ${oddsSelection}
+        JOIN odd_selections os ON os.odd_category_db_id = oc.db_id AND os.name = ${oddsSelectionValue}
        WHERE m.status = 'FT'
          AND m.score_home IS NOT NULL
-          AND ${venueColumn} = $1
-          AND CAST(os.odd_value AS DECIMAL) >= $2
-          AND CAST(os.odd_value AS DECIMAL) < $3
+          AND ${venueColumnRaw} = ${teamId}
+          AND CAST(os.odd_value AS DECIMAL) >= ${bandRange.min}
+          AND CAST(os.odd_value AS DECIMAL) < ${bandRange.max}
      )
      SELECT
-        $1::text AS team_id,
-        $4::text AS venue,
-        $5::text AS odds_band,
+        ${teamId}::text AS team_id,
+        ${venue}::text AS venue,
+        ${oddsBand}::text AS odds_band,
        COUNT(*)::int AS total_matches,
        COALESCE(AVG(CASE WHEN total_goals > 1 THEN 1.0 ELSE 0.0 END), 0)::float AS ou15_rate,
        COALESCE(AVG(CASE WHEN total_goals > 2 THEN 1.0 ELSE 0.0 END), 0)::float AS ou25_rate,
        COALESCE(AVG(CASE WHEN total_goals > 3 THEN 1.0 ELSE 0.0 END), 0)::float AS ou35_rate,
        COALESCE(AVG(CASE WHEN score_home > 0 AND score_away > 0 THEN 1.0 ELSE 0.0 END), 0)::float AS btts_rate,
-        COALESCE(AVG(CASE WHEN ${venue === "home" ? "score_home > score_away" : "score_away > score_home"} THEN 1.0 ELSE 0.0 END), 0)::float AS win_rate,
+        COALESCE(AVG(CASE WHEN ${winConditionRaw} THEN 1.0 ELSE 0.0 END), 0)::float AS win_rate,
        COALESCE(AVG(total_goals), 0)::float AS avg_goals
      FROM team_matches
-      `,
-      teamId,
-      bandRange.min,
-      bandRange.max,
-      venue,
-      oddsBand,
-    );
+    `);

    if (!rows.length || rows[0].total_matches < MIN_MATCHES) {
      return null;
@@ -335,8 +335,7 @@ export class FrequencyEngineService {

    if (matchIds && matchIds.length > 0) {
      // Belirli maçlar istendi
-      return this.prisma.$queryRawUnsafe<UpcomingMatchRow[]>(
-        `
+      return this.prisma.$queryRaw<UpcomingMatchRow[]>(Prisma.sql`
        SELECT
          lm.id AS match_id,
          lm.home_team_id,
@@ -359,18 +358,15 @@ export class FrequencyEngineService {
        LEFT JOIN teams ht ON lm.home_team_id = ht.id
        LEFT JOIN teams at ON lm.away_team_id = at.id
        LEFT JOIN leagues l ON lm.league_id = l.id
-        WHERE lm.id = ANY($1)
+        WHERE lm.id = ANY(${matchIds})
          AND lm.odds IS NOT NULL
          AND lm.odds != 'null'::jsonb
        ORDER BY lm.mst_utc ASC
-        `,
-        matchIds,
-      );
+      `);
    }

    // Otomatik: yaklaşan tüm maçlar
-    return this.prisma.$queryRawUnsafe<UpcomingMatchRow[]>(
-      `
+    return this.prisma.$queryRaw<UpcomingMatchRow[]>(Prisma.sql`
      SELECT
        lm.id AS match_id,
        lm.home_team_id,
@@ -393,26 +389,22 @@ export class FrequencyEngineService {
      LEFT JOIN teams ht ON lm.home_team_id = ht.id
      LEFT JOIN teams at ON lm.away_team_id = at.id
      LEFT JOIN leagues l ON lm.league_id = l.id
-      WHERE lm.mst_utc >= $1
+      WHERE lm.mst_utc >= ${BigInt(nowMs)}
        AND lm.sport = 'football'
        AND lm.odds IS NOT NULL
        AND lm.odds != 'null'::jsonb
        AND (lm.status IS NULL OR lm.status NOT IN ('FT', 'AET', 'PEN', 'ABD', 'CANC', 'PST', 'SUSP', 'INT', 'AWD', 'WO'))
        AND (lm.state IS NULL OR lm.state NOT IN ('after', 'postponed', 'cancelled', 'abandoned'))
      ORDER BY lm.mst_utc ASC
-      LIMIT $2
-      `,
-      BigInt(nowMs),
-      limit,
-    );
+      LIMIT ${limit}
+    `);
  }

  /**
   * Lig bazlı gol profili.
   */
  async getLeagueProfile(leagueId: string): Promise<LeagueProfileRow | null> {
-    const rows = await this.prisma.$queryRawUnsafe<LeagueProfileRow[]>(
-      `
+    const rows = await this.prisma.$queryRaw<LeagueProfileRow[]>(Prisma.sql`
      SELECT
        m.league_id,
        l.name AS league_name,
@@ -424,12 +416,10 @@ export class FrequencyEngineService {
      JOIN leagues l ON m.league_id = l.id
      WHERE m.status = 'FT'
        AND m.score_home IS NOT NULL
-        AND m.league_id = $1
+        AND m.league_id = ${leagueId}
      GROUP BY m.league_id, l.name
      HAVING COUNT(*) >= 20
-      `,
-      leagueId,
-    );
+    `);

    return rows.length > 0 ? rows[0] : null;
  }
@@ -6,6 +6,7 @@
 */

 import { Injectable, Logger } from "@nestjs/common";
+import { Prisma } from "@prisma/client";
 import { PrismaService } from "../../database/prisma.service";
 import {
  Sport,
@@ -858,11 +859,11 @@ export class FeederPersistenceService {
    // Use raw SQL for performance — Prisma's { some: {} } relation filters
    // generate heavy correlated subqueries that hang on Raspberry Pi with
    // large tables (15M+ odd_selections, 3M+ participations).
-    const result = await this.prisma.$queryRawUnsafe<Array<{ id: string }>>(
-      `
+    const result = await this.prisma.$queryRaw<Array<{ id: string }>>(
+      Prisma.sql`
      SELECT m.id
      FROM matches m
-      WHERE m.id = ANY($1::text[])
+      WHERE m.id = ANY(${matchIds}::text[])
        AND EXISTS (SELECT 1 FROM odd_categories oc WHERE oc.match_id = m.id)
        AND (
          (m.sport = 'football'
@@ -875,7 +876,6 @@ export class FeederPersistenceService {
           AND EXISTS (SELECT 1 FROM basketball_player_stats bps WHERE bps.match_id = m.id))
        )
      `,
-      matchIds,
    );

    return result.map((r) => r.id);