ptto

Clarifying metrics for analysis

I want to be concise and only ask when needed. It would be helpful to clarify the metrics and competitions involved. I could offer two options: either I fetch public data and compute, or they provide the numbers. Since we're in the 2024-25 mid-season (December 2025), the first 16 matches likely include league and UCL group stage games. Without network access, I can't guarantee correctness, so asking clarifying questions seems best. I could propose metrics for the analysis while keeping it concise.Proposing data scraping options

![ran](/assets/images/DA2C581F.JPEG)

I can suggest creating a small Python script to scrape data from Transfermarkt or FBref, or use the Fotmob API. But first, I need to ask a couple of clarifying questions: Which competitions and metrics should I focus on? I can provide default values like all competitions and core metrics. Should I also ask if they want a table included? Additionally, I'd like to clarify if they're referring to last season's matches or this season's. Once I have their confirmation, we can fetch the data via FBref.

![eofcl](/assets/images/B97CFAC6.jpeg)

想确认下范围后给你精确对比:

luesl

确认后我可以:

  1. 抓取公开数据(如 FBref/Opta聚合)计算并给出汇总表与要点;
  2. 若你已有数据源/文件,也可直接用它生成对比图表。