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</head>
Tools for A Feminist Audit of Pop Music
Description
This is a collection of supporting tools for the conference paper "流行音樂中「女性力量」語彙的挪用與污染——以 Billboard Year-End Hot 100（2016–2025）為例的內容分析".
Installation
Use pip to install these tools.
% pip install .
This will install the pop-fem-audit-tools script in the Python environment.
Usage
% pop-fem-audit-tools {command} [options] [arguments]
Runs a specific tool command, where "command" can be:
build-db
Initialize or rebuild the database from the CSV Billboard ranking table, parse songs and its artists, and output song and artist lists for references. Check pop-fem-audit-tools build-db -h for complete instructions on its usage.
fetch-artists
Fetch artist data from Wikidata, for build-db to merge the fetched data into the database. Check pop-fem-audit-tools fetch-artists -h for complete instructions on its usage.
fetch-lyrics
Fetch lyrics, for build-db to merge the fetched lyrics into the database. Lyrics are not committed into the repository due to copyright issue. Check pop-fem-audit-tools fetch-lyrics -h for complete instructions on its usage.
export-llm-input
Export song data for run-llm to talk to LLM. Check pop-fem-audit-tools export-llm-input -h for complete instructions on its usage.
run-llm
A general command that runs specific LLM instructions with the Anthropic API. The API key must be present in the .env file in the working directory. Check pop-fem-audit-tools run-llm -h for complete instructions on its usage.
pool-keywords
Deterministically pool the keywords of the two tagging runs into the clustering step's input, per the project's handoff contract. Check pop-fem-audit-tools pool-keywords -h for complete instructions on its usage.
cluster-keywords
Deterministically build the coding vocabulary from the pooled keywords by sentence-embedding and clustering them. Requires the optional cluster dependency group. Check pop-fem-audit-tools cluster-keywords -h for complete instructions on its usage.
Copyright
Copyright (c) 2026 imacat.
Licensed under the Apache License, Version 2.0 (the "License");
you may not use this file except in compliance with the License.
You may obtain a copy of the License at
http://www.apache.org/licenses/LICENSE-2.0
Unless required by applicable law or agreed to in writing, software
distributed under the License is distributed on an "AS IS" BASIS,
WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
See the License for the specific language governing permissions and
limitations under the License.
</html>
imacatandClaude Opus 5
41dc3ea2ea