39 Commits
Author SHA1 Message Date
imacatandClaude Fable 5 a4f8ac719a Require valid JSON with escaped quotes in the definition files
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
2026-08-05 06:15:14 +08:00
imacatandClaude Fable 5 74b3844b9a Forbid Markdown code fences in the definition-file outputs
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
2026-08-05 06:15:14 +08:00
imacatandClaude Fable 5 2755b63a37 Record the song-775 refusal ablation and rule it unanalyzable
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
2026-08-05 00:42:24 +08:00
imacatandClaude Fable 5 4286e62f12 Add watermark normalization to fetch-lyrics
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
2026-08-05 00:42:06 +08:00
imacatandClaude Fable 5 cbc91047b5 Add the natural-coding definition files with single-pass convergence
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
2026-08-04 23:23:25 +08:00
imacatandClaude Fable 5 aa65f6a3b3 Settle women-power as the a-priori screen label term
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
2026-08-04 22:41:42 +08:00
imacatandClaude Fable 5 d155d1ba21 Reduce run-llm to a pure batch executor
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
2026-08-04 19:31:24 +08:00
imacatandClaude Fable 5 5e509ffcad Record the natural-coding pipeline design in the project documents
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
2026-08-04 17:22:52 +08:00
imacatandClaude Fable 5 4eb9f50238 Gather the CLI command modules into a commands sub-package
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
2026-08-04 15:34:50 +08:00
imacatandClaude Fable 5 814bfa8910 Add the export-llm-input subcommand for the lyrics-only LLM input
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
2026-08-04 15:34:36 +08:00
imacatandClaude Fable 5 179de0ccd7 Regenerate the artists report with the Wikidata snapshot applied
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
2026-08-04 15:34:36 +08:00
imacatandClaude Fable 5 edb582daf9 Rename the Markdown documents to dash-connected names
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
2026-08-04 15:34:36 +08:00
imacatandClaude Fable 5 21c5ae5481 Drop the engine preparation from build-db
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
2026-08-04 15:34:36 +08:00
imacatandClaude Fable 5 383670ab2b Move the invariant checks into the importers and drop find_violations
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
2026-08-04 15:34:36 +08:00
imacatandClaude Fable 5 c59a023095 Package the capture-layer application into a CaptureImporter class
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
2026-08-04 15:34:36 +08:00
imacatandClaude Fable 5 10dc4cb693 Repackage the build-db import steps into job classes
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
2026-08-04 15:34:36 +08:00
imacatandClaude Fable 5 449675e7a2 Capture the song lyrics from the pilot study and the public APIs
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
2026-08-04 15:34:36 +08:00
imacatandClaude Fable 5 a7806c0c9d Align the fetch-lyrics summary with fetch-artists via shared utils
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
2026-08-04 15:34:26 +08:00
imacatandClaude Fable 5 105664e93b Remove the missing-lyrics report from fetch-lyrics
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
2026-08-04 15:15:49 +08:00
imacatandClaude Fable 5 1220c21807 Fall back to the original artist credit when fetching lyrics
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
2026-08-04 15:15:49 +08:00
imacatandClaude Fable 5 86914de850 Remove the retired artist overrides layer and the mixed artist type
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
2026-08-04 15:15:49 +08:00
imacat 8463cfc906 Keep the artist snapshot sorted by name 2026-08-04 15:15:49 +08:00
imacat ef4112c61e Show resolved count and elapsed time in the fetch-artists summary 2026-08-04 15:15:49 +08:00
imacat 1eaebeb5fb Resolve artists on Wikidata via exact-match SPARQL with song corroboration 2026-08-04 15:15:49 +08:00
imacat 6fc4b7db17 Restore official artist name spellings in the canonical table 2026-08-04 15:15:49 +08:00
imacat c94b6f2589 Record the complete-Wikidata-then-capture workflow decision 2026-08-04 15:15:49 +08:00
imacat b3ac12c88d Export human-readable songs and artists reports to the derived data layer 2026-08-04 15:15:49 +08:00
imacat 5b2c192827 Split artist credits with documented exceptions and normalize artist names 2026-08-04 15:15:49 +08:00
imacat 991ab5d93a Merge same-song chart rows via a canonical artist credit table 2026-08-04 15:15:49 +08:00
imacat 78cf5e6ce0 Store the source chart CSV with its original CRLF line endings 2026-08-04 15:15:49 +08:00
imacat aa78a54d12 Align the source chart CSV with the archived Billboard year-end charts 2026-08-04 15:15:49 +08:00
imacatandClaude Fable 5 3d472d5c15 Reorganize data/ into source, captures, and manual layers
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
2026-08-04 15:15:49 +08:00
imacatandClaude Fable 5 2f048dee36 Make every subcommand input an explicit CLI argument or option
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
2026-08-04 15:13:31 +08:00
imacatandClaude Fable 5 a3062e848c Refactor internal data passing to dataclasses and enums, and remove unneeded defensive code
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
2026-08-04 15:13:31 +08:00
imacatandClaude Fable 5 1b2d46cb42 Add the data layer with the build-db, fetch-lyrics, and fetch-artists subcommands
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
2026-08-04 15:12:22 +08:00
imacatandClaude Fable 5 f2ccca60b5 Use the unified pydantic-settings configuration in run_llm
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
2026-08-04 14:03:37 +08:00
imacatandClaude Fable 5 db7b5f6679 Record the data storage architecture and phase-1 plan in the project documents
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
2026-08-04 14:03:37 +08:00
imacatandClaude Fable 5 98b665537f Add the tools sub-project with the run_llm batch runner
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
2026-08-04 14:03:28 +08:00
imacatandClaude Fable 5 9a089f6c6b Initialize project structure, workflow rules, and research plan
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
2026-07-30 18:51:10 +08:00
13 changed files with 183 additions and 10 deletions
+27 -5
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@@ -99,8 +99,8 @@
## 2026-08-02
- **`import-lyrics` 不設為子命令,pilot 歌詞改以私人腳本
匯入**。理由:pilot 捕捉檔不隨論文發布,子命令
- **`import-lyrics` 不設為子命令,pilot 歌詞改以 `excludes/`
私人腳本匯入**。理由:pilot 捕捉檔不隨論文發布,子命令
形式會在發布的 CLI 裡留下讀者無法執行的死命令——要交待的
是「沿用 pilot 捕捉」的事實(記於 lyrics-provenance.csv 與
論文方法節),不是工具本身;工具移出專案,發布管線即
@@ -178,8 +178,8 @@
來源公開可稽核,快照乾淨、overrides 縮小;論文方法節揭露
「捕捉前經研究者查證補完」。性別以公開自我認同為準,
推測不確定且無佐證者列疑慮清單;查證屬資料策展而非
分析,以 Claude Code 輔助、不走分析 APIQS 批次
私人工作檔留存,不隨論文發布。
分析,以 Claude Code 輔助、不走分析 APIQS 批次
`excludes/`私人工作檔,不隨論文發布
## 2026-08-04
@@ -227,7 +227,7 @@
- **Markdown 檔名一律以 dash 連接**decision-log.md、
research-plan.md、project-structure.md 等;與 data/ 層
CSV 檔名慣例一致),定義檔命名慣例同步改為
`prompts/<task>-v<N>.md`(如 screen-v1.md),版本庫外的
`prompts/<task>-v<N>.md`(如 screen-v1.md),`excludes/`
私人工作檔一併改名;`conference_abstract.md` 改名並搬入
`paper/`——它是本次年會實際送出的摘要,與全文同屬投稿
血脈,不是 `docs/` 的內部工作文件。全 repo 指涉同步更新。
@@ -374,3 +374,25 @@
層;(3) 複雜仲裁機械無以自證其益(見前條)。驗證改為
確定性格式檢查(完整分割、組名唯一、cap ≤ 50),違規
依協定修訂定義檔重跑。
## 2026-08-05
- **歌詞捕捉加浮水印/誤碼正規化**:全語料普查(程式窮舉
非 ASCII)發現歌詞站浮水印與 cp1252 誤碼——同形字(西里爾
е 160 處/78 檔、希臘 ό 6 處)、異體空格(U+2005 211 處、
U+205F 80 處、U+200A 6 處)、零寬字元(U+200B 3 處)、C1
誤碼(U+0091/92/93/94/97 共 58 處;先前手修之 U+0085 同
類);受影響 81/883 檔全部來自 pilot 匯入,新抓取檔乾淨。
正規化規則四條(C1 依 cp1252 本義還原、同形字還原、異體
空格→ASCII 空格、零寬刪除)實作於 fetch-lyrics 的
normalize_lyrics(),寫入時套用;既有語料以同一函式一次性
套用。倒放行等歌曲本體內容不動——策展界線:清傳輸雜質,
不改內容。
- **Song 775 拒答機制查明與裁定為無法分析**:tag 首跑僅
此一首遭模型拒答。以隔離子代理做消融測試(四變體)
證實觸發源是歌詞中的倒放拼寫行(觸發混淆文字防護),
與歌詞中的種族蔑稱無關、與零寬字元亦無關(移除
U+200B 而保留倒放行仍拒答)。裁定:倒放行是歌曲的
忠實內容,保留不動——語料忠實優先於可分析性;該首
視為無法分析,缺漏歸因於 Anthropic 平台防護,非本
研究語料的問題。
+1 -1
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@@ -73,7 +73,7 @@ pop-fem-audit/
│ └── methodology.md # 方法細節(全文方法節底稿;
│ # 映射分析方法須在看結果前寫定)
└── paper/
├── abstract.md # 摘要
├── conference-abstract.md # pilot 摘要(投稿版)
└── full-paper.md # 全文
```
+7 -3
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@@ -7,7 +7,7 @@
- **研究敘事**:全文為獨立完整的正式研究(2016–2025 十年語料
共 1000 筆榜單紀錄,凍結程序後全量執行),**不與先導研究
做比較**;全文數字一律以正式研究
paper/conference-abstract.md做比較**;全文數字一律以正式研究
結果為準。先導研究僅作為 codebook v0 與假說的內部來源,
記於決策日誌,不進入論文敘事。
- **執行原則**:主會話只做討論;所有分析由 deterministic script
@@ -72,8 +72,8 @@
候選歌曲的歌手另做深度背景(族裔以公開自我認同為準、音樂
場景),script 輔助、人工核定。
- **Pilot 歌詞沿用(私人匯入,不進發布管線)**:先導研究
捕捉檔(lyrics.json684 首,20182025)以私人腳本
匯入歌詞快取——只取識別欄位與歌詞本文,以
捕捉檔(lyrics.json684 首,20182025)以 `excludes/`
私人腳本匯入歌詞快取——只取識別欄位與歌詞本文,以
(year, rank) 精確匹配 song_id。匯入工具不屬於專案交付物
(讀者拿不到其輸入),讀者的重現路徑純粹是 `fetch-lyrics`
沿用之**事實**記於 `data/captures/lyrics-provenance.csv`(進 git):
@@ -165,10 +165,14 @@
與「貶低其他女性/以男性指標定義權力」。
- 流程:v0 → 校準樣本試編 → 修訂 → 凍結 v1 → 全量編碼;
中途修訂須記決策日誌並回檢已編歌曲。
- Positionality statement 寫入論文(53 歲、長年婦運者、資深
工程師、離開學術圈多年、因整理榜單而起)。
## 其他已定案事項
- 歌詞受版權保護:完整歌詞不進 git(`data/captures/lyrics/` gitignored),
論文與 repo 只留分類所引摘錄。
- 工程支援(寫 script、style check、審稿)用公司訂閱的
Claude Code;進論文的分析 token 由個人 API 帳號支付。
- Fable 5 不用於 pipeline:成本高、thinking 無法關閉且不可稽核、
無 temperature 控制,且會混淆「盲點是提示問題」的核心主張。
+4
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@@ -14,6 +14,10 @@ Rules:
- For each keyword, quote 1 to 3 verbatim lines of the lyrics
that ground it; do not give a keyword you cannot ground.
Do not wrap the output in a Markdown code fence.
The output must be valid JSON; escape any double quote
inside a string as \".
Output a single JSON object mapping each keyword to its list
of quotes, and nothing else:
+4
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@@ -17,6 +17,10 @@ Rules:
by hyphens, that best names the theme it gathers. Group
names must be unique.
Do not wrap the output in a Markdown code fence.
The output must be valid JSON; escape any double quote
inside a string as \".
Output a single JSON object mapping each group name to the
list of its member keywords, and nothing else:
+4
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@@ -20,6 +20,10 @@ Rules:
by hyphens, that best names the theme it gathers. Group
names must be unique.
Do not wrap the output in a Markdown code fence.
The output must be valid JSON; escape any double quote
inside a string as \".
Output a single JSON object mapping each group name to the
list of its member keywords, and nothing else:
+4
View File
@@ -21,6 +21,10 @@ Rules:
the lyrics that ground it; do not assign a keyword you
cannot ground.
Do not wrap the output in a Markdown code fence.
The output must be valid JSON; escape any double quote
inside a string as \".
Output a single JSON object mapping each assigned keyword to
its list of quotes (an empty object when no keyword applies),
and nothing else:
+4
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@@ -30,6 +30,10 @@ Rules:
lines of the lyrics; quote them.
- Do not add any keyword that is not listed.
Do not wrap the output in a Markdown code fence.
The output must be valid JSON; escape any double quote
inside a string as \".
Output a single JSON object mapping each kept keyword to your
list of quotes, and nothing else. A dropped keyword is simply
left out; output an empty object when nothing is kept:
+4
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@@ -12,6 +12,10 @@ Rules:
lines of the lyrics that ground the judgment; if you cannot
ground it in a quote, the answer is no.
Do not wrap the output in a Markdown code fence.
The output must be valid JSON; escape any double quote
inside a string as \".
Output a single JSON array and nothing else: the quoted
lines when the song expresses the theme, or an empty array
when it does not:
+4
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@@ -21,6 +21,10 @@ Rules:
lines of the lyrics that ground the judgment; if you cannot
ground it in a quote, the answer is no.
Do not wrap the output in a Markdown code fence.
The output must be valid JSON; escape any double quote
inside a string as \".
Output a single JSON array and nothing else: the quoted
lines when the song expresses the theme, or an empty array
when it does not:
@@ -57,6 +57,49 @@ SLEEP_SECONDS: float = 1.0
"""The delay between consecutive HTTP requests, in seconds."""
def _build_normalization() -> dict[int, str | None]:
"""Build the lyrics normalization translation table.
:return: The codepoint-to-replacement mapping, a replacement
of None meaning removal.
"""
table: dict[int, str | None] = {}
codepoint: int
for codepoint in range(0x80, 0xa0):
try:
table[codepoint] = bytes([codepoint]).decode("cp1252")
except UnicodeDecodeError:
table[codepoint] = None
table[0x0435] = "e"
table[0x03cc] = "ó"
for codepoint in (0x2005, 0x205f, 0x200a):
table[codepoint] = " "
for codepoint in (0x200b, 0x200c, 0x200d, 0xfeff):
table[codepoint] = None
return table
NORMALIZATION: dict[int, str | None] = _build_normalization()
"""The codepoint-to-replacement mapping applied to fetched
lyrics: cp1252-mojibake restoration for U+0080-U+009F (with the
five byte values undefined in cp1252 removed), homoglyph
restoration for the Cyrillic "e" and the Greek "o" with tonos,
ASCII-space restoration for exotic space variants, and removal
of zero-width characters. A replacement of None removes the
codepoint."""
def normalize_lyrics(text: str) -> str:
"""Restore or remove watermark and mojibake characters.
:param text: The lyrics text as fetched from an API.
:return: The text with the codepoints in
:data:`NORMALIZATION` replaced or removed; every other
character is unchanged.
"""
return text.translate(NORMALIZATION)
def parse_args(argv: list[str] | None) -> argparse.Namespace:
"""Parse the command-line arguments.
@@ -187,6 +230,9 @@ def save_lyrics(lyrics_dir: Path, song_id: int,
The cache directory is created when missing.
The lyrics text is normalized with :func:`normalize_lyrics`
before being written.
:param lyrics_dir: The lyrics cache directory.
:param song_id: The song ID.
:param lyrics: The lyrics text.
@@ -195,7 +241,7 @@ def save_lyrics(lyrics_dir: Path, song_id: int,
"""
lyrics_dir.mkdir(parents=True, exist_ok=True)
(lyrics_dir / f"{song_id}.txt").write_text(
lyrics, encoding="utf-8")
normalize_lyrics(lyrics), encoding="utf-8")
def append_provenance(path: Path, song_id: int,
+73
View File
@@ -317,6 +317,79 @@ class TestFetchLyrics(unittest.TestCase):
self.assertEqual([x[0] for x in rows[1:]],
["1", "2", "2"])
def test_normalize_cp1252_mojibake(self) -> None:
"""Test that cp1252 mojibake codepoints are restored."""
self.assertEqual(
fetch_lyrics.normalize_lyrics("wait…"),
"wait…")
self.assertEqual(
fetch_lyrics.normalize_lyrics(
"‘quote’"),
"quote")
self.assertEqual(
fetch_lyrics.normalize_lyrics(
"“quote”"),
"“quote”")
self.assertEqual(
fetch_lyrics.normalize_lyrics("dash—line"),
"dash—line")
def test_normalize_undefined_cp1252_removed(self) -> None:
"""Test that undefined cp1252 byte values are removed."""
text: str = ("abcdef")
self.assertEqual(
fetch_lyrics.normalize_lyrics(text), "abcdef")
def test_normalize_homoglyphs(self) -> None:
"""Test that watermark homoglyphs are restored."""
self.assertEqual(
fetch_lyrics.normalize_lyrics("likе that"),
"like that")
self.assertEqual(
fetch_lyrics.normalize_lyrics("lό que soy"),
"ló que soy")
def test_normalize_space_variants(self) -> None:
"""Test that exotic space variants become ASCII space."""
self.assertEqual(
fetch_lyrics.normalize_lyrics(
"abcd"),
"a b c d")
def test_normalize_zero_width_removed(self) -> None:
"""Test that zero-width characters are removed."""
text: str = (
"abcde")
self.assertEqual(
fetch_lyrics.normalize_lyrics(text), "abcde")
def test_normalize_ascii_unchanged(self) -> None:
"""Test that plain ASCII text passes through unchanged."""
text: str = "Hello, it's me\n"
self.assertEqual(
fetch_lyrics.normalize_lyrics(text), text)
def test_normalize_legitimate_non_ascii_unchanged(self) -> None:
"""Test that legitimate non-ASCII content is unchanged."""
text: str = "¿cómo estás? 안녕하세요\n"
self.assertEqual(
fetch_lyrics.normalize_lyrics(text), text)
def test_fetched_lyrics_saved_normalized(self) -> None:
"""Test that a fetched lyric is normalized before saving."""
self.__seed([("Hello", "Adele")])
with mock.patch(
"urllib.request.urlopen",
side_effect=[self.__response(
{"lyrics": "wait… likе"
" thatnow\n"})]):
status: int = self.__run_fetch()[0]
self.assertEqual(status, 0)
self.assertEqual(
(self.__lyrics / "1.txt")
.read_text(encoding="utf-8"),
"wait… like that now\n")
def test_no_store_fails(self) -> None:
"""Test that a missing working store fails the run."""
urlopen: mock.Mock