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x-analytics

Data & analytics

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Updated 10-15 20:12

About this skill

X Analytics

Drop a account_analytics_content_*.csv to the AI → automatically produces a report YYYY-MM-DD_YYYY-MM-DD-深度挖掘.md + assets/*.png, including data analysis + handbook-benchmarked account-building advice.

When to use

  • The user says 分析X数据 / 复盘推文 / 看看账号 / 黄金时段 / 话题ROI or directly drops a CSV path
  • Wants adata analysis + account advicereport (don't write off-topic nonsense, only based on the CSV and handbook/）

How to use

  1. Get data: use the CSV path given by the user; if not given, find the latest *.csv
  2. Run script：python scripts/x-analyze.py <csv> --out <目录> --followers <粉> --niche <赛道> --yes
    • --followers If not provided, ask once (default 0),--niche If not provided, automatically identify the niche
    • --topics Can pass a custom word list,--lite/--deep Can force a mode
  3. View report: check <out>/YYYY-MM-DD_YYYY-MM-DD-*/.md and assets/*.png whether generated, and use the report's four sections — overview/topics/funnel/handbook benchmark — to summarize
python scripts/x-analyze.py "./account_analytics_content_2026-08-21_2026-08-27.csv" --out ./x-reports --followers 2800 --niche AI --yes
python scripts/x-analyze.py "./xxx.csv" --out ./x-reports --yes

Output

  • Markdown + charts: period, total/average, topic ROI, golden time slots, funnel, Top10 (automatically add weekly comparison/word count, etc. when data volume is large)
  • At the end there is benchmarked advice from the "X Growth Handbook", giving an actionable checklist by follower stage, and noting the cited handbook/ chapters

Want to change the output style? Directly refer to D:/Com-Sci-Tech/Obsidian/Clog/每周复盘/2026-07-31_2026-08-27-深度挖掘.md 's layout; the Markdown generated by the script can be fine-tuned on this basis.

References

  • references/skeleton.md — report skeleton (standard 6 sections, automatically identify the niche, stage by follower count)
  • references/handbook/ — the original text of the 8-chapter handbook, can git pull update
  • references/topics.json / topics.generic.json — word list, can be customized or automatically identified
  • references/metrics.md / csv-aliases.md — metrics and column-name fault-tolerance notes

Guardrails

  • Missing Post id / Post text / Impressions directly errors out
  • hours use Snowflake (id>>22)+1288834974657 → CST restore
  • Only writes locally, does not automatically git push