large-file-kpi-analysis
Installation
SKILL.md
Skill Steps
This sub-skill covers one capability of the Excel workflow. For reading/counting/Parquet optimization, see the parent workflow SKILL.md.
Step1 提取关键指标,进行物理量/指标的单位一致性验证计算,并对核心业务指标进行降序排列。
# 1. 物理量/指标单位一致性验证与计算 (保留公式结构示例)
col_numerator = 'numerator_col' # 示例:Mx (kN·m)
col_denominator = 'denominator_col' # 示例:Wx (cm³)
col_target = 'target_col' # 示例:sigma (MPa)
if col_numerator in data.columns and col_denominator in data.columns and col_target in data.columns:
# 单位换算示例:统一到标准单位后计算
data['den_converted'] = data[col_denominator] * 1e-6
data['num_converted'] = data[col_numerator] * 1e3
data['calc_result_pa'] = data['num_converted'] / data['den_converted']
data['calc_result_mpa'] = data['calc_result_pa'] / 1e6