In an encounter on the 11th of August, 2023 between Schalke 04 II and Wuppertaler SV for the Regionalliga West championship, Wuppertaler SV emerged as the victors with a 3-1 win against the home team.

Analyzing the game from a data perspective, Wuppertaler SV demonstrated an effective attacking strategy, scoring once in the first half and twice in the second half. The first goal was at 17:43, breaking the deadlock early in the game, which undoubtedly boosted their morale and imparted momentum for the ensuing play. Following the first goal, Schalke 04 II managed to level the playing field by scoring a goal at the 42nd minute of the game. However, Wuppertaler SV showcased their persistence, making a convincing comeback in the second half at 85:59 and 92:46, thus securing their win.

An interesting observation here is the distribution of yellow cards with five in total. Schalke 04 II managed to acquire three yellows, with all these cards being shown in the second half of the game. Two of these cards were distributed within a three-minute window, which potentially had a significant psychological effect on the team and may have contributed to Schalke's weakened defensive tactics leading to Wuppertaler SV's victory. Meanwhile, Wuppertaler SV received two yellow cards, spread out over the course of the match, which did not seem to affect their gameplay significantly.

The corner kick tally in the match does provide an insight into how aggressive each time was, Schalke 04 II had seven compared to Wuppertaler SV's four. This is a clear tell that Schalke was persistently pressing Wuppertaler's defense, but failed to convert these opportunities to goals. This reflects a relatively higher ball possession but with less effective attack implementation from Schalke 04 II.

In terms of offsides, both teams were level at one each showcasing discipline in their forward strategies. None of the teams were red-carded indicating well-controlled aggression from both teams.

As a conclusion, despite Schalke 04 II showing an aggressive play as supported by corner kick data, Wuppertaler SV managed to retain their composure and strategy to net more goals. Both teams demonstrated good offensive discipline with low offsides, but the more significant factor here seems to be the efficiency in utilizing opportunities that led to Wuppertaler's win. The number of yellow cards, especially for Schalke 04 II, could have disrupted the rhythm and focus of the team which translated into an advantage for Wuppertaler SV.

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