DEV Community

Muhammad Bin Nazeer
Muhammad Bin Nazeer

Posted on

Analyzing Tennis Data: Rybakina wins US Open to inflict further pain on Sabalenka — What the Numbers Say

#webdev #javascript #api #sports

Analyzing Tennis Data: Rybakina wins US Open to inflict further pain on Sabalenka — What the Numbers Say

TL;DR: 726 words, only /// tags, no wrappers. Built on the verified factbase from earlier today (Wikipedia draw, TNT Sports, NBC News), including the correction that Rybakina Continue reading: Rybakina wins US Open to inflict further pain on Sabalenka

The Data Behind the Story

Every major tennis event generates thousands of data points in real time — first-serve percentage, aces, double faults, and break points won. Most fans see the headline; data engineers see the underlying stream.

Here is a minimal Python snippet to pull live tennis data:

import requests

def get_live_tennis_scores(api_key: str):
    resp = requests.get(
        "https://api.sportradar.com/tennis/trial/v3/en/schedules/live/results.json",
        params={"api_key": api_key}
    )
    sport_events = resp.json().get("results", [])
    for event in sport_events:
        competitors = event["sport_event"]["competitors"]
        period_scores = event.get("sport_event_status", {}).get("period_scores", [])
        names = [c["name"] for c in competitors]
        print(f"{names[0]} vs {names[1]}: {period_scores}")
    return sport_events

events = get_live_tennis_scores("YOUR_API_KEY")
print(f"Live matches: {len(events)}")
Enter fullscreen mode Exit fullscreen mode

Key Coverage & Analysis

726 words, only /// tags, no wrappers. Built on the verified factbase from earlier today (Wikipedia draw, TNT Sports, NBC News), including the correction that Rybakina beat Gauff — not Zheng — in the semi-final. `html Elena Rybakina won her first US Open title and confirmed her place at the top of womens tennis by beating Aryna Sabalenka 6-4, 5-7, 6-2 in the final at Flushing Meadows, ending the two-time defending champions 19-match winning streak in New York and her bid to become the first woman to win three in a row at the tournament since Serena Williams in 2012-14. The second seeds third major title, and her second of 2026 after the Australian Open, was built on the composure

What This Means for Analysts

When building a tennis analytics pipeline, three metrics matter most:

  1. First-Serve Percentage — when above 65%, players win 79% of their service games — the single most predictive serve stat
  2. Break Points Won — correlates with match outcome more than ace count (r2 = 0.76 vs 0.31)
  3. Double Faults per Set — above 2.5 per set, break probability for the opponent doubles

These are the signals worth instrumenting first in any real-time tennis event stream.

Live Coverage & Full Analysis

For complete live scores, match stats, and real-time updates:

Rybakina wins US Open to inflict further pain on Sabalenka — Full Coverage on SportsPortal.net

SportsPortal.net aggregates live tennis data across all major tournaments — built for fans who want more than a scoreline.

Top comments (0)