Clarifying user needs
I should begin by asking a clarifying question to understand what the user wants. It’s essential to provide some context and inquire if they’re looking for specific metrics, data sources, or analytical insights. I want to avoid making assumptions or hallucinating facts. I could mention that headlines can be misleading and briefly discuss metrics like points per game or schedule difficulty. Finally, I can suggest ways to compute relevant data from public datasets.Responding in Chinese and clarifying
I’ll respond in Chinese and start by asking a clarifying question. I can offer various angles for discussion and suggest that I can compile a table if I have the necessary data or permission to fetch sources.
It's important to note that different seasons have unique contexts, which might distort direct comparisons. I can list contributing factors, like player injuries, European fixtures, and new signings' adaptation.
Finally, I’ll ask if the user wants me to pull the raw numbers for their first 16 league matches for both seasons and visualize them. I need to keep my response concise and manageable for easier reading.
你想看哪种角度？这像是一条新闻标题，我可以做几件事：
- 快速梳理对比点：场均积分、进/失球、xG/xGA、xGD、射门/被射、PPDA、控球、创造高质量机会（SCA/GCA）等。
- 背景因素解读：赛程强度差异、伤病（如核心中卫/中场缺阵）、红黄牌与VAR、主客分布、欧战/杯赛干扰、运气成分（实际净胜球 vs xGD）。
- 拉数据做实证：抓取两季热刺英超前16轮的公开数据，生成一张对比表和几张图（滚动xGD、赛程难度、Pythagorean胜率），并给出是否“全面落后”的统计显著性判断。
需要的话告诉我：
- 你要英超联赛数据还是包含杯赛/欧战的“各项赛事”？
- 比对的是哪两任主帅的具体区间（“弗兰克”指的是谁的执教期）？
- 要不要我直接抓取FBref/Opta等公开数据并做一页图表总结？