rta-exclude-strategy

Community

Automate RTA exclusion strategies and reports

AuthorOliverOuyang
Version1.0.0
Installs0

System Documentation

What problem does it solve?

Automates the identification and generation of RTA (Real-Time Advertising) exclusion strategies by combining V8 and V9RN model cross-analysis so data teams can quickly remove low-quality segments while controlling business impact.

Core Features & Use Cases

  • End-to-end analysis pipeline: data loading, cleaning, model-group aggregation, and validation of required fields (V8/V9RN, group, expo_cnt, cost, t3_ato, t3_safe_adt, t3_loan_amt).
  • Intelligent place-in/place-out algorithm: initial selection by V9RN, rectangle-based place-in from the bottom-right, place-out from the top-right, constraint validation and threshold adjustment to respect max-exclude limits.
  • Enterprise reporting: generates Excel and interactive HTML reports with heatmaps, cross-tables, and comparison charts for strategy evaluation and operational handoff.

Quick Start

Run the rta-exclude-strategy skill to analyze experiment_data.csv using ctrl as the control group and save Excel and HTML reports to ./reports.

Dependency Matrix

Required Modules

pandasnumpyopenpyxl

Components

scripts

💻 Claude Code Installation

Recommended: Let Claude install automatically. Simply copy and paste the text below to Claude Code.

Please help me install this Skill:
Name: rta-exclude-strategy
Download link: https://github.com/OliverOuyang/shuhe-work-skills/archive/main.zip#rta-exclude-strategy

Please download this .zip file, extract it, and install it in the .claude/skills/ directory.
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