
Requesting clarity on football performance
I need to respond to the user who asked about the "Key player performance leaderboard for the football league season" in Chinese. It’s a bit ambiguous, so I should ask for clarification on which league and season they mean. They might also be asking for code or a formatted article instead of just a list. Since the guidelines suggest not asking too many questions, I could propose options and provide a template for the leaderboard, including various metrics like goals and assists.Formulating a response plan
Since I don't have access to real data, I can create a template and script if the user provides a CSV. First, I need to confirm the league (like EPL, La Liga) and season (2023-24). It’s risky to fabricate a generic example with made-up stats, so I should offer a Google Sheet template instead. I could also provide a Python script that calculates the "clutch index." For options, I can suggest producing a narrative list if they specify the league and season, or I can process their provided data if they share a CSV file.Creating a script skeleton
I need to provide a small script skeleton that reads CSV fields like goals, assists, minutes, xG, xA, and several others. I should include definitions for the relevant formulas. Once I outline this, I’ll ask the user to upload their data. Following the CLI formatting guidelines, I can present small code blocks to make it clear and easy to follow. This way, the user can understand how to use the script effectively!Proposing a scoring formula
I’m thinking about a scoring formula for player performance. For offense, I’ll weigh metrics like goals, assists, and expected goals with specific values. Then, I want to include factors for possession, defense, and clutch impacts. Each area will have its own weight. I'll also set a normalization rule, ensuring players have more than 900 minutes to qualify and using Z-scores to avoid bias. Finally, I’ll produce a generator script based on this formula to help compute the scores!Crafting a response in Chinese
I’m preparing a Python script that reads CSV data containing player statistics like goals, assists, and tackles. Some users might not have all data, so I can compute partial metrics. I want to provide a concise response in Chinese, asking for details on the league, season, and data source. I'll outline possibilities for the output format, whether a table, report, or leaderboard image.

I’ll also offer to create a scoring formula and a minimal Python snippet, keeping everything straightforward and useful!
想做哪一个联赛与赛季的“关键球员表现排行榜”?我可以按你指定的数据源与口味产出榜单(表格+短评),也可以给你一套可复用的打分脚本。先确认这几件事:
如果你已有球员赛季数据(CSV),我可以用下面这套“关键影响力评分”来生成榜单,保证可解释、可复现:
示例权重(可按你偏好调整):
如果你要立刻跑分,请把数据整理成CSV,包含至少这些列:
我可以用这些列生成“关键球员表现榜 Top N”,并附每名球员的分项雷达/条形拆解与一句话短评。
告诉我:
需要的话,我也可以先给你一份空白CSV模板和可本地运行的Python脚本,一键产出榜单与可分享图片。