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Finnish Veikkausliiga · Score Research

07-25 22:00 CST · Finnish Veikkausliiga · Separate HT/FT models

KuPs

Home side / left market direction

Full-time first pick 1:1 Probability 19.8% · Standard score cluster Standard score cluster: 1:1 19.8%; 2:1 14.2%; 1:2 9.6%; 2:2 8.8% Half-time first pick 0:0 (60.4%)

Vaasa VPS

Away side / right market direction

Five-Factor Read

1. Market strength KuPs side rates higher

The handicap leans toward KuPs; the market prices the home side as stronger.

2. Form and pace 0:0

HT first pick is 0:0 (60.4%); HT draw probability is 64.8%, so the model still respects early caution.

3. AI Sidecar Read FT total 2.75

This match uses a DeepSeek AI sidecar factor. The AI signal only applies a small candidate-score reweighting and does not override the market/history main model by itself. AI note: 古比斯主场防守稳固但进攻低效，瓦萨客场有竞争力，节奏慢，微雨增加变数，模型支持平局或小比分。

4. Venue factor non-neutral / weather risk

Venue: 萨翁萨诺马特体育场. Non-neutral venue. Weather/temperature: 微雨, 18℃～19℃. The schedule marks this as non-neutral, so home/away identity remains a weak background factor. Weather creates a disruption signal, so high-tempo attacking chains and blowout tails are treated more carefully. The totals line is high, but the weather-risk signal keeps unconditional open-game assumptions under review.

5. Sample and soft factors Strong sample

259 comparable matches; market bucket support is solid

Full-Time Score Distribution

1:1 19.8%

2:1 14.2%

1:2 9.6%

2:2 8.8%

3:1 8.5%

3:2 4.8%

2:3 4.5%

4:1 3.0%

FT market: side line 0.25 · total 2.75 · Bucket ah_ou:0.25/3.0

Score cluster: Standard score cluster: 1:1 19.8%; 2:1 14.2%; 1:2 9.6%; 2:2 8.8%

Half-Time Score Distribution

0:0 60.4%

1:0 19.7%

0:1 9.2%

1:1 4.2%

2:0 2.5%

0:2 1.3%

2:1 0.9%

3:0 0.6%

HT market: side line 0.25 · total 1.00

KuPs win43.2%

Draw31.8%

Vaasa VPS win24.9%

KuPs expected goals1.90

Vaasa VPS expected goals1.51

Under 3.555.9%

FT temperature0.95

Empirical weight76.4%

Sample size259

Europe 1X2home 43.7% / draw 26.5% / away 29.9%

Key Variables

First-goal path KuPs benefits most from opening the scoring; if HT stays 0:0, the FT distribution compresses toward lower scores.

Deciding factor Draw probability is 31.8%, so the exact-score set should keep draw and one-goal-margin scripts alive.

Risk point Under 3.5 is 55.9%; if the live total moves up materially, rerun the model.

Pre-Match Update · Market Movement

Published 2026-08-05 01:19:00 CST (started/finished about 243h 20m ago) | Snapshot window: pending -> 2026-08-05 01:19:00

First snapshotFT handicap 待补 · total 待补

Latest marketFT handicap 0.25 · total 2.75

Movement: FT handicap data pending; FT total data pending; HT handicap data pending; HT total data pending.

Pre-match note: Market snapshots are thin; refresh Feijing data again before publishing the final pre-match version.

Final Read: 1:1

Predicted side: KuPs win · Actual side: KuPs win · side aligned

Using the full-time handicap, totals, comparable market buckets and half-time market, the model's full-time first pick for KuPs vs Vaasa VPS is 1:1 (19.8%). KuPs side rates higher. This match uses a DeepSeek AI sidecar factor. The AI signal only applies a small candidate-score reweighting and does not override the market/history main model by itself. AI note: 古比斯主场防守稳固但进攻低效，瓦萨客场有竞争力，节奏慢，微雨增加变数，模型支持平局或小比分。 HT first pick is 0:0 (60.4%); HT draw probability is 64.8%, so the model still respects early caution. Exact-score outputs are probability rankings for pre-match research and review.

Risk note: exact scores are low-hit-rate events. The model output is a probability ranking, not a certainty; late market moves, lineups, red cards and early goals can reshape the distribution.

Sources

Feijing · fixtures, results, Asian handicap, totals, half-time markets, Europe 1X2 · Local history database · historical market lines, full-time scores, half-time scores · DeepSeek · AI sidecar context, bounded candidate reweighting only