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import requests
import re
import unicodedata
from datetime import datetime
from zoneinfo import ZoneInfo
from playwright.sync_api import sync_playwright
MLB_SCHEDULE_URL = "https://statsapi.mlb.com/api/v1/schedule"
MLB_LIVE_URL = "https://statsapi.mlb.com/api/v1.1/game/{game_pk}/feed/live"
SAVANT_PREVIEW_URL = (
"https://baseballsavant.mlb.com/preview"
"?game_pk={game_pk}&game_date={game_date}&date={game_date}"
)
SAVANT_HITTER_X_URL = (
"https://baseballsavant.mlb.com/savant-player/"
"{slug}?stats=statcast-r-hitting-mlb"
)
SAVANT_HITTER_SPLIT_URL = (
"https://baseballsavant.mlb.com/savant-player/"
"{slug}?stats=splits-r-hitting-mlb&season={season}"
)
SAVANT_PITCHER_X_URL = (
"https://baseballsavant.mlb.com/savant-player/"
"{slug}?stats=statcast-r-pitching-mlb"
)
HITTER_X_TABLE_SELECTOR = "#statcast_glance_batter > table"
HITTER_PLATOON_TABLE_SELECTOR = "#date-platoon-mlb > table"
PITCHER_X_TABLE_SELECTOR = "#statcast_stats_pitching > table"
PA_THRESHOLD_HITTER = 50
PITCH_THRESHOLD_PITCHER = 500
def today_pacific() -> str:
return datetime.now(ZoneInfo("America/Los_Angeles")).strftime("%Y-%m-%d")
def normalize_name(name: str) -> str:
if not name:
return ""
name = unicodedata.normalize("NFKD", name)
name = "".join(ch for ch in name if not unicodedata.combining(ch))
name = name.lower().strip()
name = re.sub(r"[^\w\s]", "", name)
suffixes = {"jr", "sr", "ii", "iii", "iv", "v"}
parts = [p for p in name.split() if p not in suffixes]
return " ".join(parts)
def get_json(url: str, params=None) -> dict:
r = requests.get(url, params=params, timeout=25)
r.raise_for_status()
return r.json()
def safe_int(text: str) -> int:
text = (text or "").strip().replace(",", "")
try:
return int(text)
except Exception:
return 0
def safe_float(text: str) -> float:
text = (text or "").strip().replace("%", "").replace(",", "")
try:
return float(text)
except Exception:
return 0.0
def get_games():
date_str = today_pacific()
data = get_json(MLB_SCHEDULE_URL, params={"sportId": 1, "date": date_str})
games = []
for d in data.get("dates", []):
for g in d.get("games", []):
game_pk = g.get("gamePk")
away = g.get("teams", {}).get("away", {}).get("team", {}).get("name", "Away")
home = g.get("teams", {}).get("home", {}).get("team", {}).get("name", "Home")
status = g.get("status", {}).get("detailedState", "")
label = f"{away} @ {home} | {status}"
games.append((label, game_pk))
if not games:
return gr.update(choices=[], value=None)
return gr.update(choices=games, value=games[0][1])
def fetch_game_players(game_pk: int):
data = get_json(MLB_LIVE_URL.format(game_pk=game_pk))
game_data = data.get("gameData", {})
live_data = data.get("liveData", {})
box_teams = live_data.get("boxscore", {}).get("teams", {})
players_meta = game_data.get("players", {})
probable = game_data.get("probablePitchers", {})
away_team = game_data.get("teams", {}).get("away", {}).get("name", "Away")
home_team = game_data.get("teams", {}).get("home", {}).get("name", "Home")
players = []
for side in ["away", "home"]:
team_name = away_team if side == "away" else home_team
team_box = box_teams.get(side, {})
batter_ids = team_box.get("batters", [])
players_box = team_box.get("players", {})
for idx, pid in enumerate(batter_ids[:9], start=1):
player = players_box.get(f"ID{pid}", {})
name = player.get("person", {}).get("fullName", "")
hand = players_meta.get(f"ID{pid}", {}).get("batSide", {}).get("code", "")
players.append(
{
"type": "hitter",
"order": idx,
"side": side,
"team": team_name,
"player_id": pid,
"name": name,
"hand": hand,
"norm_name": normalize_name(name),
}
)
p = probable.get(side, {})
pid = p.get("id")
name = p.get("fullName", "")
hand = players_meta.get(f"ID{pid}", {}).get("pitchHand", {}).get("code", "") if pid else ""
if name and pid:
players.append(
{
"type": "pitcher",
"order": None,
"side": side,
"team": team_name,
"player_id": pid,
"name": name,
"hand": hand,
"norm_name": normalize_name(name),
}
)
return players, {"away_team": away_team, "home_team": home_team}
def scrape_savant_player_links_for_game(page, game_pk: int, game_date: str):
preview_url = SAVANT_PREVIEW_URL.format(game_pk=game_pk, game_date=game_date)
page.goto(preview_url, wait_until="domcontentloaded", timeout=60000)
page.wait_for_timeout(5000)
links = page.locator('a[href*="/savant-player/"]')
link_count = links.count()
rows = []
seen = set()
for i in range(link_count):
href = links.nth(i).get_attribute("href") or ""
name = links.nth(i).inner_text().strip()
if not name:
continue
m = re.search(r"/savant-player/([a-z0-9-]+)", href)
if not m:
continue
slug = m.group(1)
norm = normalize_name(name)
if norm in seen:
continue
seen.add(norm)
rows.append(
{
"name": name,
"norm_name": norm,
"slug": slug,
}
)
return rows
def match_players_to_savant(players, savant_rows):
savant_map = {r["norm_name"]: r for r in savant_rows}
matched = []
for player in players:
savant = savant_map.get(player["norm_name"])
row = dict(player)
if savant:
row["matched"] = True
row["savant_slug"] = savant["slug"]
else:
row["matched"] = False
row["savant_slug"] = None
matched.append(row)
return matched
def parse_hitter_x_stats_year_table(page):
page.wait_for_selector(HITTER_X_TABLE_SELECTOR, timeout=30000)
page.wait_for_timeout(800)
rows = page.locator(f"{HITTER_X_TABLE_SELECTOR} tbody tr")
out = {}
for i in range(rows.count()):
row = rows.nth(i)
cells = row.locator("td")
if cells.count() < 19:
continue
vals = [cells.nth(c).inner_text().strip() for c in range(cells.count())]
if not vals[0].isdigit():
continue
yr = int(vals[0])
out[yr] = {
"season": yr,
"pa": safe_int(vals[2]),
"xwoba": safe_float(vals[14]),
"xba": safe_float(vals[11]),
"xslg": safe_float(vals[12]),
"hard_hit_pct": safe_float(vals[16]),
"barrel_pct": safe_float(vals[5]),
"k_pct": safe_float(vals[17]),
"bb_pct": safe_float(vals[18]),
}
return out
def parse_hitter_platoon_rows(page, season: int):
page.wait_for_selector(HITTER_PLATOON_TABLE_SELECTOR, timeout=30000)
page.wait_for_timeout(800)
rows = page.locator(f"{HITTER_PLATOON_TABLE_SELECTOR} tbody tr")
out = {}
for i in range(min(rows.count(), 2)):
row = rows.nth(i)
cells = row.locator("td")
if cells.count() < 20:
continue
split_label = cells.nth(2).inner_text().strip()
split_key = "vs_L" if "Left" in split_label else "vs_R"
out[split_key] = {
"season": season,
"split": split_label,
"pa": safe_int(cells.nth(3).inner_text()),
"ops": safe_float(cells.nth(19).inner_text()),
}
return out
def combine_hitter_split_rows(row_2026, row_2025):
if not row_2026 and not row_2025:
return {}
if row_2026 and row_2026.get("pa", 0) >= PA_THRESHOLD_HITTER:
out = dict(row_2026)
out["source"] = "2026_only"
return out
if not row_2025:
out = dict(row_2026) if row_2026 else {}
if out:
out["source"] = "2026_only_no_2025"
return out
pa_26 = row_2026.get("pa", 0) if row_2026 else 0
pa_25 = row_2025.get("pa", 0)
total = pa_26 + pa_25
if total == 0:
return {}
def weighted(key):
v26 = row_2026.get(key, 0.0) if row_2026 else 0.0
v25 = row_2025.get(key, 0.0)
return ((v26 * pa_26) + (v25 * pa_25)) / total
return {
"split": row_2026["split"] if row_2026 else row_2025["split"],
"pa_2026": pa_26,
"pa_2025": pa_25,
"pa_total_used": total,
"ops": weighted("ops"),
"source": "2026_plus_2025",
}
def blend_hitter_overall_xstats(x2026, x2025):
if not x2026 and not x2025:
return {}
if x2026 and x2026.get("pa", 0) >= PA_THRESHOLD_HITTER:
out = dict(x2026)
out["source"] = "2026_only"
return out
if not x2025:
out = dict(x2026) if x2026 else {}
if out:
out["source"] = "2026_only_no_2025"
return out
pa_26 = x2026.get("pa", 0) if x2026 else 0
pa_25 = x2025.get("pa", 0)
total = pa_26 + pa_25
def weighted(key):
v26 = x2026.get(key, 0.0) if x2026 else 0.0
v25 = x2025.get(key, 0.0)
return ((v26 * pa_26) + (v25 * pa_25)) / total
return {
"pa_2026": pa_26,
"pa_2025": pa_25,
"pa_total_used": total,
"xwoba": weighted("xwoba"),
"xba": weighted("xba"),
"xslg": weighted("xslg"),
"hard_hit_pct": weighted("hard_hit_pct"),
"barrel_pct": weighted("barrel_pct"),
"k_pct": weighted("k_pct"),
"bb_pct": weighted("bb_pct"),
"source": "2026_plus_2025",
}
def parse_pitcher_xstats(page):
page.wait_for_selector(PITCHER_X_TABLE_SELECTOR, timeout=30000)
page.wait_for_timeout(800)
rows = page.locator(f"{PITCHER_X_TABLE_SELECTOR} tbody tr")
out = {}
for i in range(rows.count()):
row = rows.nth(i)
cells = row.locator("td")
if cells.count() < 21:
continue
vals = [cells.nth(c).inner_text().strip() for c in range(cells.count())]
if not vals[0].isdigit():
continue
yr = int(vals[0])
out[yr] = {
"season": yr,
"pitches": safe_int(vals[2]),
"xwoba": safe_float(vals[14]),
"xba": safe_float(vals[11]),
"xslg": safe_float(vals[12]),
"hard_hit_pct": safe_float(vals[16]),
"barrel_pct": safe_float(vals[5]),
"k_pct": safe_float(vals[17]),
"bb_pct": safe_float(vals[18]),
"era": safe_float(vals[19]),
"xera": safe_float(vals[20]),
}
return out
def blend_pitcher_xstats(x2026, x2025):
if not x2026 and not x2025:
return {}
if x2026 and x2026.get("pitches", 0) >= PITCH_THRESHOLD_PITCHER:
out = dict(x2026)
out["source"] = "2026_only"
return out
if not x2025:
out = dict(x2026) if x2026 else {}
if out:
out["source"] = "2026_only_no_2025"
return out
p26 = x2026.get("pitches", 0) if x2026 else 0
p25 = x2025.get("pitches", 0)
total = p26 + p25
def weighted(key):
v26 = x2026.get(key, 0.0) if x2026 else 0.0
v25 = x2025.get(key, 0.0)
return ((v26 * p26) + (v25 * p25)) / total
return {
"pitches_2026": p26,
"pitches_2025": p25,
"pitches_total_used": total,
"xwoba": weighted("xwoba"),
"xba": weighted("xba"),
"xslg": weighted("xslg"),
"hard_hit_pct": weighted("hard_hit_pct"),
"barrel_pct": weighted("barrel_pct"),
"k_pct": weighted("k_pct"),
"bb_pct": weighted("bb_pct"),
"era": weighted("era"),
"xera": weighted("xera"),
"source": "2026_plus_2025",
}
def scrape_hitter_savant_data(page, player_slug: str):
x_url = SAVANT_HITTER_X_URL.format(slug=player_slug)
split_2026_url = SAVANT_HITTER_SPLIT_URL.format(slug=player_slug, season=2026)
split_2025_url = SAVANT_HITTER_SPLIT_URL.format(slug=player_slug, season=2025)
page.goto(x_url, wait_until="domcontentloaded", timeout=60000)
page.wait_for_timeout(2200)
x_years = parse_hitter_x_stats_year_table(page)
page.goto(split_2026_url, wait_until="domcontentloaded", timeout=60000)
page.wait_for_timeout(2200)
split_2026 = parse_hitter_platoon_rows(page, 2026)
page.goto(split_2025_url, wait_until="domcontentloaded", timeout=60000)
page.wait_for_timeout(2200)
split_2025 = parse_hitter_platoon_rows(page, 2025)
x_2026 = x_years.get(2026, {})
x_2025 = x_years.get(2025, {})
return {
"overall_used": blend_hitter_overall_xstats(x_2026, x_2025),
"vs_L_used": combine_hitter_split_rows(split_2026.get("vs_L"), split_2025.get("vs_L")),
"vs_R_used": combine_hitter_split_rows(split_2026.get("vs_R"), split_2025.get("vs_R")),
}
def scrape_pitcher_savant_data(page, player_slug: str):
x_url = SAVANT_PITCHER_X_URL.format(slug=player_slug)
page.goto(x_url, wait_until="domcontentloaded", timeout=60000)
page.wait_for_timeout(2500)
x_years = parse_pitcher_xstats(page)
x_2026 = x_years.get(2026, {})
x_2025 = x_years.get(2025, {})
return {"overall_used": blend_pitcher_xstats(x_2026, x_2025)}
def compact_player_block(player, data):
if player["type"] == "pitcher":
overall = data.get("overall_used", {})
return (
f"SP {player['team']} | {player['name']} ({player['hand']}) | "
f"xwOBA {overall.get('xwoba', 0):.3f} | xERA {overall.get('xera', 0):.2f} | "
f"K% {overall.get('k_pct', 0):.1f} | BB% {overall.get('bb_pct', 0):.1f} | "
f"HH% {overall.get('hard_hit_pct', 0):.1f} | Barrel% {overall.get('barrel_pct', 0):.1f}"
)
overall = data.get("overall_used", {})
vs_l = data.get("vs_L_used", {})
vs_r = data.get("vs_R_used", {})
return (
f"{player['order']:>2}. {player['name']} ({player['hand']}) | "
f"xwOBA {overall.get('xwoba', 0):.3f} | xSLG {overall.get('xslg', 0):.3f} | "
f"HH% {overall.get('hard_hit_pct', 0):.1f} | K% {overall.get('k_pct', 0):.1f} | "
f"BB% {overall.get('bb_pct', 0):.1f} | "
f"OPS vL {vs_l.get('ops', 0):.3f} | OPS vR {vs_r.get('ops', 0):.3f}"
)
def build_final_report(meta, matched, scraped_map, started_at):
elapsed = int((datetime.now() - started_at).total_seconds())
away_pitcher = None
home_pitcher = None
away_hitters = []
home_hitters = []
for player in matched:
pdata = scraped_map.get(player["name"], {})
line = compact_player_block(player, pdata) if pdata else (
f"{player['type'].upper()} | {player['team']} | {player['name']} ({player['hand']}) | No Savant match"
)
if player["type"] == "pitcher":
if player["side"] == "away":
away_pitcher = line
else:
home_pitcher = line
else:
if player["side"] == "away":
away_hitters.append(line)
else:
home_hitters.append(line)
report = [
f"{meta['away_team']} @ {meta['home_team']}",
f"Date (PT): {today_pacific()}",
f"Build time: {elapsed}s",
"",
away_pitcher or "Away SP not found",
home_pitcher or "Home SP not found",
"",
f"{meta['away_team']} lineup",
*away_hitters,
"",
f"{meta['home_team']} lineup",
*home_hitters,
]
return "\n".join(report)
def run_selected_game(game_pk):
if not game_pk:
yield "No game selected."
return
started_at = datetime.now()
game_date = today_pacific()
try:
yield f"Loading selected game...\nDate (PT): {game_date}"
players, meta = fetch_game_players(game_pk)
yield (
f"Loading selected game...\n"
f"{meta['away_team']} @ {meta['home_team']}\n"
f"Found {len(players)} MLB players to process."
)
with sync_playwright() as p:
browser = p.chromium.launch(
headless=True,
args=["--no-sandbox", "--disable-dev-shm-usage"]
)
page = browser.new_page()
savant_rows = scrape_savant_player_links_for_game(page, game_pk, game_date)
matched = match_players_to_savant(players, savant_rows)
total = len(matched)
scraped_map = {}
progress_lines = [
f"{meta['away_team']} @ {meta['home_team']}",
f"Matched {sum(1 for x in matched if x['matched'])}/{total} players to Savant.",
"",
]
for idx, player in enumerate(matched, start=1):
elapsed = int((datetime.now() - started_at).total_seconds())
if not player["matched"] or not player["savant_slug"]:
progress_lines.append(
f"[{idx}/{total}] {player['type']} {player['name']} -> no Savant match"
)
yield "\n".join(progress_lines[-12:])
continue
progress_lines.append(
f"[{idx}/{total}] loading {player['type']} {player['name']}..."
)
yield "\n".join(progress_lines[-12:])
if player["type"] == "hitter":
pdata = scrape_hitter_savant_data(page, player["savant_slug"])
else:
pdata = scrape_pitcher_savant_data(page, player["savant_slug"])
scraped_map[player["name"]] = pdata
progress_lines.append(
f"[{idx}/{total}] done {player['name']}"
)
if elapsed >= 60:
progress_lines.append(
"Still working normally — full lineup scraping just takes a bit."
)
yield "\n".join(progress_lines[-12:])
browser.close()
final_report = build_final_report(meta, matched, scraped_map, started_at)
yield final_report
except Exception as e:
yield f"Error: {repr(e)}"
with gr.Blocks() as app:
gr.Markdown("## MLB Savant Quick Runner")
gr.Markdown("Today's games auto-load using Pacific time. Click Run for the selected game.")
dropdown = gr.Dropdown(label="Today's Games", choices=[])
button = gr.Button("Run Selected Game")
output = gr.Textbox(label="Output", lines=30)
app.load(get_games, outputs=dropdown)
button.click(run_selected_game, inputs=dropdown, outputs=output)
app.queue()
if __name__ == "__main__":
app.launch(server_name="0.0.0.0", server_port=7860) |