From fa530b0df1377c40a3c8ac97c6e4db976f21bba7 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=E4=BE=9D=E7=91=AA=E8=B2=93?= Date: Thu, 30 Jul 2026 14:34:40 +0800 Subject: [PATCH] Initialize project structure, workflow rules, and research plan Co-Authored-By: Claude Fable 5 --- .env.example | 2 + .gitignore | 19 + CLAUDE.md | 51 ++ README.md | 31 + conference_abstract.md | 309 +++++++++ data/yearend_hot100_2016_2025.csv | 1001 +++++++++++++++++++++++++++++ docs/decision_log.md | 29 + docs/project_structure.md | 56 ++ docs/research_plan.md | 66 ++ 9 files changed, 1564 insertions(+) create mode 100644 .env.example create mode 100644 .gitignore create mode 100644 CLAUDE.md create mode 100644 README.md create mode 100644 conference_abstract.md create mode 100644 data/yearend_hot100_2016_2025.csv create mode 100644 docs/decision_log.md create mode 100644 docs/project_structure.md create mode 100644 docs/research_plan.md diff --git a/.env.example b/.env.example new file mode 100644 index 0000000..25ab4e9 --- /dev/null +++ b/.env.example @@ -0,0 +1,2 @@ +# Copy to .env and fill in. .env is gitignored. +ANTHROPIC_API_KEY=sk-ant-... diff --git a/.gitignore b/.gitignore new file mode 100644 index 0000000..b3ae1a9 --- /dev/null +++ b/.gitignore @@ -0,0 +1,19 @@ +# Copyrighted lyrics cache — never commit full lyrics +data/lyrics/ + +# Secrets +.env + +# Python +__pycache__/ +*.pyc +.venv/ +venv/ + +# IDE +.idea/ +.vscode/ + +# OS / Dropbox artifacts +*.conflicted copy* +.DS_Store diff --git a/CLAUDE.md b/CLAUDE.md new file mode 100644 index 0000000..81c8977 --- /dev/null +++ b/CLAUDE.md @@ -0,0 +1,51 @@ +# Project Workflow Rules + +Keep this file minimal. It is injected into every Claude Code +subagent; NEVER put research domain knowledge, theory, coding +criteria, or expected results here. Domain material lives in +`docs/` and is read only when explicitly needed. + +## Roles + +- The main Claude Code session is for discussion, planning, and + writing only. All analysis is executed by deterministic + scripts. +- Claude Code subagents are used only for engineering support + (writing scripts, style checks, reviews) — never as research + instruments. + +## Analysis pipeline (paper-bound work) + +- LLM analysis runs via Python scripts calling the Anthropic + Messages API: model `claude-sonnet-4-6`, `temperature=0`, + thinking disabled, Batch API where possible. +- Prompt definition files live in `prompts/_v.md` and + are passed verbatim as the system prompt. +- Every LLM step runs the same definition file twice, then a + separate arbitration step reconciles the two outputs + ("2 runs + 1 arbitration"). If arbitration output is + unexpected, revise the definition file and repeat the whole + cycle; never patch results by hand. +- Every execution is archived self-contained under + `runs//-/`: prompt snapshot, + raw outputs of both runs, arbitration output, and `meta.json` + (model ID, parameters, timestamps, batch IDs). +- Scripts read the API key from the `ANTHROPIC_API_KEY` + environment variable (`.env`, gitignored). Never hardcode + keys. + +## Data rules + +- `data/yearend_hot100_2016_2025.csv` is the only hand-placed + raw file; everything else in `data/` is script-derived. +- Full lyrics are copyrighted: they stay in `data/lyrics/` + (gitignored) and must never be committed or reproduced in + full anywhere in the repo. + +## Documents + +- `results/` holds final arbitrated tables (what the paper + cites); `runs/` holds raw audit records. The paper cites + `results/` only. +- Any change to a definition file, the codebook, or the plan is + recorded in `docs/decision_log.md` with date and reason. diff --git a/README.md b/README.md new file mode 100644 index 0000000..afb56ea --- /dev/null +++ b/README.md @@ -0,0 +1,31 @@ +# pop-fem-audit + +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。 + +台灣女性學學會 2026 年會論文之研究資料與分析程式。 + +## 目錄結構 + +見 `docs/project_structure.md`。研究步驟規劃見 +`docs/research_plan.md`；方法細節見 `docs/methodology.md`； +人工編碼手冊見 `docs/codebook.md`；決策日誌見 +`docs/decision_log.md`。 + +## 重現方式 + +1. 準備 Python 3.10+ 環境，安裝 `requirements.txt`。 +2. 將 Anthropic API 金鑰寫入 `.env`（格式見 `.env.example`）。 +3. 依 `docs/research_plan.md` 的階段順序執行 `scripts/` 下的 + 程式。LLM 步驟使用 `claude-sonnet-4-6`、temperature=0、 + thinking 關閉；每步驟獨立執行兩次後由仲裁步驟合併 + （「2+1」協定）。 +4. 每次執行的完整紀錄（定義檔快照、原始輸出、參數）存於 + `runs/`，可逐筆稽核。論文引用的最終資料表在 `results/`。 + +注意：歌詞受版權保護，`data/lyrics/` 不隨 repo 發布，須自行 +以 `scripts/` 中的抓取程式重建。 + +## 授權 + +（待定） diff --git a/conference_abstract.md b/conference_abstract.md new file mode 100644 index 0000000..e3db1f4 --- /dev/null +++ b/conference_abstract.md @@ -0,0 +1,309 @@ +# 流行音樂中「女性力量」語彙的挪用與污染 + +## ── 以 Billboard Year-End Hot 100（2018–2025）為例的內容分析 + +**投稿類別**：研究論文／口頭報告 +**關鍵字**：女性主義內容分析、流行音樂、empowerment、商品化、AI 文本分析、語言挪用 + +--- + +## 摘要 + +本研究以 2018–2025 年 Billboard Year-End Hot 100（共 684 首歌）為素材， +檢視「women-power-and-empowerment」（女性力量／賦權）這個流行音樂主題標籤 +在當代主流商業音樂中的使用實況。透過 AI pipeline 抽取主題標籤，再以人工 +逐首審視全部被標記為「女性力量」的 62 首歌，發現其中 **44% 屬於「假女性 +力量」**——表面採用 pro-women 詞彙（empowerment、boss bitch、queen、 +femininity），實質敘事框架卻是父權保護、物化、競爭性貶低其他女性，或將 +「賦權」等同於採用男性饒舌階層的炫耀邏輯。本研究歸納出五種「假女性力量」 +類型，並就「pussy」一詞作為女性代稱（metonym）的使用進行附加分析，發現 +此種以身體部位代稱人格的修辭橫跨男女歌手。研究亦發現大型語言模型（LLM） +對此種標籤污染存在系統性盲點，並提出框架感知（frame-aware）的修正方法 +作為方法學貢獻。 + +--- + +## 一、研究問題 + +「賦權」（empowerment）一詞自 1980 年代女性主義論述進入主流流行文化 +以來，已逐步被市場語彙化。Beyoncé、Lizzo、Megan Thee Stallion 等女 +性藝人的「女性力量」框架被廣泛流通，唱片公司、串流平台與商業媒體亦頻繁 +以 empowerment、boss、queen、she/her anthem 等標籤行銷女性藝人。 + +問題在於：**當「女性力量」成為一種行銷標籤時，它指涉的內容是什麼？** + +本研究提出兩個具體問題： + +1. 當主流商業音樂中一首歌被標記為「女性力量」時，其敘事框架是否實質上 + 傳達女性主體性（agency）、自主（autonomy）與獨立（independence）？ +2. 若不是，被誤標的內容呈現何種模式？這些模式如何與既有的厭女、物化、 + 父權結構關聯？ + +## 二、研究方法 + +### 2.1 語料 + +- **來源**：Billboard Year-End Hot 100（年度終榜），2018–2025 年 +- **總數**：684 首歌（含跨年榜重複的歌曲算一筆） +- **歌詞抓取**：Lyrics.ovh、LRCLIB API +- **元資料**：演唱者性別（男 / 女 / 混合團體）、年份、排名、合作署名 + +### 2.2 主題標籤抽取流程 + +採用四步驟混合式 AI pipeline： + +1. **逐首抽取主題關鍵字**（5–10 個 / 首，由 LLM agent 完成） +2. **同義詞合併**（1982 個原始關鍵字 → 718 個 canonical） +3. **主題分群**（718 個 canonical → 33 個 thematic element bucket） +4. **三角驗證 tagging**： + - **由下而上路徑**（bottom-up）：透過第 1–3 步歸納 + - **由上而下路徑**（top-down）：另一個 LLM agent 直接讀全文，套用既 + 定 33 bucket + - **逐主題盲審 judge**：對兩條路徑的差異逐一判定保留／剔除 + +最終產出固定 33 個 thematic element 的 v1 schema。 + +### 2.3 「女性力量」後驗審查 + +對全部 62 首被標記 `women-power-and-empowerment` 的歌進行人工逐首審 +視：由三個獨立 LLM subagent 分別判定 genuine（真）／peripheral（點綴） +／fake（假），最後人工仲裁；同時對其中出現「pussy」一詞的歌進行修辭 +脈絡分析。 + +### 2.4 「pussy」修辭分類 + +對全部 684 首歌中含「pussy / pussies」一詞的 53 首唯一歌曲（含跨年 +重複共 56 筆），逐詞分類為四種修辭功能： + +- **METONYM**：以 pussy 代稱「女人」這個人（不指身體部位） +- **ANATOMICAL**：指涉身體部位本身或性行為 +- **COWARD**：作為「膽小鬼」的中性侮辱 +- **OTHER**：動物或語境不明 + +每筆使用另標註：說話者性別（male / female / mixed）、指涉對象 +（self / other-women / women-collective-positive / women-collective-negative）。 + +## 三、主要發現 + +### 3.1 「女性力量」標籤的污染率：44% + +| 分類 | 數量 | 比例 | +|---|---:|---:| +| Genuine（真女性力量） | 28 | 45% | +| Peripheral（pro-women 僅為點綴） | 7 | 11% | +| **Fake（表面 pro-women，實質父權／物化／厭女）** | **27** | **44%** | + +近半數被標記為「女性力量」的主流商業歌曲，其敘事框架實際上並未傳達 +女性主體性、自主或獨立。 + +### 3.2 「假女性力量」的五種類型 + +#### 類型 A：男歌手的騎士保護者敘事（chivalric paternalism） + +男性歌手以「我會保護妳」、「我會供養妳」、「沒人能傷害妳」自居，將 +女性置於需要男性 wield power on behalf of her 的位置。**權力的源頭 +不在女性自己，而在替她出力的男性**。代表案例：Drake & 21 Savage +"Spin Bout U"（"I gotta protect ya"）、Drake "Nice For What"。 + +#### 類型 B：女歌手以身體部位代稱自我與女性整體 + +以 pussy / bitch 等性器詞彙作為「女人」的代名詞，看似 reclamation， +但其修辭結構仍內化於男性饒舌階層的詞彙邏輯中。代表案例：Cardi B & +Megan Thee Stallion "WAP"、Megan Thee Stallion "Thot Shit"、 +Megan Thee Stallion & Dua Lipa "Sweetest Pie"。 + +（注意：本研究區分**自指身體**的 pussy 使用——女歌手描述自己身體 +本身——與**以 pussy 代稱女人**這種 metonym 修辭。前者是粗俗詞彙 +但仍將女人視為主體；後者則將女人化約為其身體部位。詳見 3.3。） + +#### 類型 C：用男性指標衡量「賦權」 + +「Empowerment」被定義為擁有名牌、得到男人的錢、性的支配權、能凌駕 +其他女性。這種「賦權」本質是**將既有的（男性建構的）權力／資本指標 +讓渡給女性個體去追求**，而非挑戰結構。代表案例：Cardi B "I Like +It"、Cardi B "Up"、Megan Thee Stallion "Savage"、Mary J. Blige +"Juicy"。 + +#### 類型 D：競爭性貶低其他女性以自抬身價 + +歌曲表面 assert 女性力量，但其修辭策略是不斷貶低、嘲諷、威脅其他 +女性。「我是 queen」的命題往往以「她們是 fake / hoes / pussies」 +為陪襯前提。代表案例：Latto "Big Energy"、Nicki Minaj & Ice +Spice "Barbie World"、Ice Spice "Princess Diana"、GloRilla & +Cardi B "Tomorrow 2"。 + +#### 類型 E：直接複製男性饒舌階層 + +歌詞結構幾乎是男性饒舌歌手歌詞的字面翻版（炫富、嗆對手、宣告 turf、 +sexual dominance），只是性別主詞置換。**這不是 reclamation 而是 +horizontal substitution**。代表案例：GloRilla "Yeah Glo!"、Nicki +Minaj "FTCU"、GloRilla & Megan Thee Stallion "Wanna Be"、 +Sexyy Red "Get It Sexyy"。 + +### 3.3 「Pussy」作為女性代稱：跨性別的內化 + +對 53 首唯一歌曲的逐詞分析發現： + +- **Dominant METONYM 歌曲**：8 首（pussy 主要功能是代稱女人） +- **Dominant ANATOMICAL 歌曲**：32 首（指涉身體 / 性行為） +- **Dominant COWARD 歌曲**：13 首 + +以 pussy 代稱女人這種 metonym 修辭出現於兩類說話者： + +**男性歌手**（將女人化約為其性器）： +- Drake — "Life Is Good"（2020）、"Spin Bout U"（2023） +- The Weeknd — "Heartless"（2020，同一首中 2 次） +- 21 Savage — "redrum"（2024） +- Bryson Tiller — "Whatever She Wants"（2024） + +**女性歌手**（用 pussy 貶低、排序其他女性）： +- Cardi B — "Tomorrow 2"（2023） +- GloRilla — "Wanna Be"（2024）、"Yeah Glo!"（2024） + +值得注意的是：**女性歌手以 pussy 代稱「自己作為女性主體」** +（reclamation 用法，target = women-collective-positive）的案例 +——例如 Megan Thee Stallion 在多首歌中的女性主體宣告——本研究**不 +列入物化清單**，因其修辭結構是 assert woman as subject，而非 +reduce woman to organ。 + +但 GloRilla、Cardi B 在上述歌曲中的 pussy 使用，是用此詞**對其他 +女性進行排序與貶低**——「她們是 pussies」、「真 pussy 在這裡」—— +此即類型 D 與類型 E 的修辭操作。**身體部位代稱人格的修辭一旦進入 +女性互貶的邏輯，仍是女性物化框架的延續，不因說話者為女性而免疫。** + +### 3.4 LLM 內容分析的系統性盲點 + +追溯被誤標為「女性力量」的 27 首假歌曲，其標籤來源分布： + +| 標籤來源 | 數量 | +|---|---:| +| **由下而上 + 由上而下兩條路徑都同意**（直接進入 agreed，judge 看不到） | **24 / 27** | +| 僅由下而上路徑提出 | 3 / 27 | +| 僅由上而下路徑提出 | 0 / 27 | + +**89% 的假標籤是兩條結構不同的 LLM 路徑「共同同意」的結果。** + +這個發現挑戰了「triangulation 透過路徑差異對抗單一路徑偏誤」的方法 +學假設。當兩條路徑都跑在同一個 LLM 家族（本研究使用 Anthropic 的 +Sonnet 模型）上時，它們**共享表面詞彙的 pattern-match 偏誤**——只要 +歌詞包含「女性主體 + 提及女性議題 + 強勢語氣」這個表層組合，兩條路徑 +都會傾向標記為「女性力量」，無論敘事框架實際是父權還是物化。 + +這呼應 Bender、Gebru 等學者對大型語言模型 stochastic parroting +特性的批判：模型內化的是訓練語料裡「empowerment 該長什麼樣子」的 +表層共識，而這個共識本身就是被市場去政治化過的。 + +## 四、討論 + +### 4.1 「女性力量」作為去政治化的市場符號 + +本研究的核心發現可以這樣概括：在當代主流商業音樂的標籤生態中，「女性 +力量」作為符號的流通已經與其原初的女性主義內涵嚴重脫鉤。**Empowerment +這個詞彙本身的存在不再保證敘事框架是賦權的**——它甚至常與最徹底的 +父權／物化框架共存於同一首歌。 + +### 4.2 「反向挪用」的悖論 + +特別值得女性主義關注的是「類型 E」現象：女性饒舌歌手大規模採用男性 +饒舌階層的修辭範式（炫富、嗆對手、性支配、體型／外貌互貶）作為 +「empowerment」的表現。這種操作可以從兩個對立的角度詮釋： + +- **解放詮釋**：女性奪取了原本被男性壟斷的 assertive 修辭空間； +- **內化詮釋**：女性內化了 hegemonic masculinity 的成功標準，把它 + 當作「女性也能達到」的目標，而**未挑戰這個標準本身**。 + +本研究傾向後者詮釋，理由是：類型 E 的歌曲幾乎全數同時包含類型 D +（競爭性貶低其他女性）與類型 B（pussy 代稱女人），其結構整體性地 +複製了男性饒舌的厭女語法，而非挑戰它。**「女性也能做這件事」不等於 +「這件事被女性主義化了」**。 + +### 4.3 身體部位代稱的跨性別內化 + +類型 B 與「pussy 作為女人代稱」的修辭，是上述內化最具體的語言層證 +據。當女性歌手在歌詞中說「real pussy in this bitch」（真女人在 +這裡）時，「真女人」這個概念本身就是**用男性凝視的詞彙來定義的**—— +女人 = pussy。這個等式在女性說話者口中重述，形式上的反轉（女性 +agency）並沒有改變內容上的物化（女人是其性器）。 + +## 五、方法學貢獻 + +### 5.1 LLM 共同盲點不是絕對極限，而是提示問題 + +本研究進一步測試了一個 prompt 修正：在 by-down/top-down agent 與 +judge agent 的提示中加入： + +1. **框架原則（frame vs vocabulary）**：任何主題的判定應看敘事 + 框架，不只看詞彙； +2. **權力來源測試**（針對 women-power 專用）：權力來自女性自己， + 還是來自他者（男性、男性指標、貶低其他女性）？ +3. **Agreed 例外規則**：對 women-power 此標籤，judge 可以例外推翻 + agreed 的保留決定。 + +對全部 684 首歌重新跑這個修正版 pipeline 後： + +- 28 首假女性力量被移除 +- 標籤的「假率」由 44% 降至 5% 以下 +- 對 v1 漏掉的 19 首真實女性力量歌曲被補回 + +這顯示：**LLM 的「共同盲點」不是模型架構的絕對極限，而是「沒有提示 +要找什麼，模型就不會找」的問題**。給予明確的框架感知提示後，同一個 +模型可以執行 frame-level 分析。 + +### 5.2 對人文／性別研究使用 AI 工具的啟示 + +本研究實證地呈現了兩個對未來方法學設計重要的點： + +1. **路徑結構不同 ≠ 獨立**：在同一個 LLM 家族上，方法上不同的多 + 條路徑仍共享訓練語料層次的偏誤。真正的「triangulation」需要 + model diversity（跨家族），不只方法 diversity。 +2. **Frame-aware prompting 是可行且必要的**：對於 women-power + 這類「市場已先一步污染」的概念，分析者必須事先清楚 articulate + 什麼算真、什麼算假，並把這個區分寫進 prompt。 + +## 六、限制 + +1. **代表性**：Billboard YE Hot 100 反映美國主流商業市場，不代表 + 獨立、地下、非英語流行音樂； +2. **語言限制**：拉丁語系歌曲的歌詞分析深度受限； +3. **schema 主觀性**：33 個 bucket 為 AI 一次性歸納，非學術共識 + 分類； +4. **跨文化遷移**：本研究的「假女性力量」類型主要出自美國黑人女 + 饒舌歌手脈絡，其結構與台灣／華語流行音樂中的相應現象有何異同， + 是後續研究的重要方向。 + +## 七、結論 + +主流商業流行音樂中的「女性力量」標籤已被市場語彙化到與女性主義原 +初內涵嚴重脫鉤的程度。在 2018–2025 年 Billboard 年終榜上，**44% +的「女性力量」歌曲實質框架是父權、物化或厭女的**。被誤標的歌曲呈 +現五種類型：男性騎士保護敘事、女性身體部位代稱、男性指標衡量賦權、 +競爭性貶低其他女性、直接複製男性饒舌階層。 + +這個標籤污染現象的存在本身，就是當代「女性力量」作為市場符號去政治 +化的最佳證明。當「empowerment」可以同時指涉真實的女性主體性宣告 +（如 Sabrina Carpenter "Feather"、Miley Cyrus "Flowers"、HUNTR/X +"Golden"）與「我比其他婊子更高級」這類內化於男性凝視框架的競爭性 +炫耀（如 GloRilla "Yeah Glo!"、Latto "Big Energy"），這個詞已經 +失去了區辨意義。 + +對 AI 內容分析方法學而言，本研究指出共同 LLM 盲點是 prompt 問題 +而非模型極限：給予明確的框架感知提示後，同一個模型可以做 frame-level +分析。這對未來在性別研究、文化研究領域使用 AI 工具的學者而言，是一 +個具體可行的修正路徑。 + +--- + +## 附錄：分析資料 + +- 完整 62 首 women-power 歌曲分類資料（genuine / peripheral / fake）： + `theme_extraction/women_power_analysis/final_classification.json` +- 53 首 pussy 修辭使用分類：`pussy_usage_analysis.json` +- 33 個 thematic element schema（v1）：`theme_extraction/v1_schema.json` +- v1.1 修正後全量重跑統計：`theme_extraction/v1_1_summary.json` + +## 投稿資訊（待確認） + +- **目標研討會**：女學會年會 +- **論文長度**：（依會議要求調整，本檔約 3,400 字，可作為 extended + abstract 或論文初稿大綱） +- **作者**：（待補） diff --git a/data/yearend_hot100_2016_2025.csv b/data/yearend_hot100_2016_2025.csv new file mode 100644 index 0000000..7ad4c2c --- /dev/null +++ b/data/yearend_hot100_2016_2025.csv @@ -0,0 +1,1001 @@ +year,rank,title,artist +2016,1,Love Yourself,Justin Bieber +2016,2,Sorry,Justin Bieber +2016,3,One Dance,Drake featuring Wizkid and Kyla +2016,4,Work,Rihanna featuring Drake +2016,5,Stressed Out,Twenty One Pilots +2016,6,Panda,Desiigner +2016,7,Hello,Adele +2016,8,Don't Let Me Down,The Chainsmokers featuring Daya +2016,9,Can't Stop the Feeling!,Justin Timberlake +2016,10,Closer,The Chainsmokers featuring Halsey +2016,11,Cheap Thrills,Sia featuring Sean Paul +2016,12,7 Years,Lukas Graham +2016,13,Needed Me,Rihanna +2016,14,My House,Flo Rida +2016,15,I Took a Pill in Ibiza,Mike Posner +2016,16,Work from Home,Fifth Harmony featuring Ty Dolla Sign +2016,17,This Is What You Came For,Calvin Harris featuring Rihanna +2016,18,Cake by the Ocean,DNCE +2016,19,"Me, Myself & I",G-Eazy and Bebe Rexha +2016,20,Ride,Twenty One Pilots +2016,21,Heathens,Twenty One Pilots +2016,22,Pillowtalk,Zayn +2016,23,Stitches,Shawn Mendes +2016,24,Hotline Bling,Drake +2016,25,Cold Water,Major Lazer featuring Justin Bieber and MØ +2016,26,Send My Love (To Your New Lover),Adele +2016,27,Roses,The Chainsmokers featuring Rozes +2016,28,Treat You Better,Shawn Mendes +2016,29,Too Good,Drake featuring Rihanna +2016,30,Low Life,Future featuring The Weeknd +2016,31,What Do You Mean?,Justin Bieber +2016,32,The Hills,The Weeknd +2016,33,Just Like Fire,P!nk +2016,34,Broccoli,DRAM featuring Lil Yachty +2016,35,Don't,Bryson Tiller +2016,36,Dangerous Woman,Ariana Grande +2016,37,Jumpman,Drake and Future +2016,38,"I Hate U, I Love U",Gnash featuring Olivia O'Brien +2016,39,Here,Alessia Cara +2016,40,Same Old Love,Selena Gomez +2016,41,Controlla,Drake +2016,42,Like I'm Gonna Lose You,Meghan Trainor featuring John Legend +2016,43,One Call Away,Charlie Puth +2016,44,Let It Go,James Bay +2016,45,No,Meghan Trainor +2016,46,Never Forget You,Zara Larsson and MNEK +2016,47,Let Me Love You,DJ Snake featuring Justin Bieber +2016,48,Don't Mind,Kent Jones +2016,49,H.O.L.Y.,Florida Georgia Line +2016,50,We Don't Talk Anymore,Charlie Puth featuring Selena Gomez +2016,51,Into You,Ariana Grande +2016,52,Gold,Kiiara +2016,53,Exchange,Bryson Tiller +2016,54,679,Fetty Wap featuring Remy Boyz +2016,55,Oui,Jeremih +2016,56,Hands to Myself,Selena Gomez +2016,57,2 Phones,Kevin Gates +2016,58,Starboy,The Weeknd featuring Daft Punk +2016,59,For Free,DJ Khaled featuring Drake +2016,60,Never Be Like You,Flume featuring Kai +2016,61,In the Night,The Weeknd +2016,62,Me Too,Meghan Trainor +2016,63,Ex's & Oh's,Elle King +2016,64,Die a Happy Man,Thomas Rhett +2016,65,White Iverson,Post Malone +2016,66,Close,Nick Jonas featuring Tove Lo +2016,67,Unsteady,X Ambassadors +2016,68,Sucker for Pain,"Lil Wayne, Wiz Khalifa and Imagine Dragons with Logic and Ty Dolla Sign featuring X Ambassadors" +2016,69,Down in the DM,Yo Gotti featuring Nicki Minaj +2016,70,Luv,Tory Lanez +2016,71,Sorry,Beyoncé +2016,72,Can't Feel My Face,The Weeknd +2016,73,Hymn for the Weekend,Coldplay +2016,74,Say It,Tory Lanez +2016,75,Antidote,Travis Scott +2016,76,Lost Boy,Ruth B +2016,77,Side to Side,Ariana Grande featuring Nicki Minaj +2016,78,"Sit Still, Look Pretty",Daya +2016,79,Wildest Dreams,Taylor Swift +2016,80,Middle,DJ Snake featuring Bipolar Sunshine +2016,81,On My Mind,Ellie Goulding +2016,82,Pop Style,Drake featuring Jay-Z and Kanye West +2016,83,When We Were Young,Adele +2016,84,Hide Away,Daya +2016,85,Lean On,Major Lazer and DJ Snake featuring MØ +2016,86,I Know What You Did Last Summer,Shawn Mendes and Camila Cabello +2016,87,All the Way Up,Fat Joe and Remy Ma featuring French Montana and Infared +2016,88,Watch Me,Silentó +2016,89,Back to Sleep,Chris Brown +2016,90,No Limit,Usher featuring Young Thug +2016,91,Cut It,O.T. Genasis featuring Young Dolph +2016,92,Really Really,Kevin Gates +2016,93,All In My Head (Flex),Fifth Harmony featuring Fetty Wap +2016,94,Starving,Hailee Steinfeld and Grey featuring Zedd +2016,95,Adventure of a Lifetime,Coldplay +2016,96,Humble and Kind,Tim McGraw +2016,97,Wicked,Future +2016,98,Tiimmy Turner,Desiigner +2016,99,See You Again,Wiz Khalifa featuring Charlie Puth +2016,100,Perfect,One Direction +2017,1,Shape of You,Ed Sheeran +2017,2,Despacito (Remix),Luis Fonsi and Daddy Yankee featuring Justin Bieber +2017,3,That's What I Like,Bruno Mars +2017,4,Humble,Kendrick Lamar +2017,5,Something Just Like This,The Chainsmokers and Coldplay +2017,6,Bad and Boujee,Migos featuring Lil Uzi Vert +2017,7,Closer,The Chainsmokers featuring Halsey +2017,8,Body Like a Back Road,Sam Hunt +2017,9,Believer,Imagine Dragons +2017,10,Congratulations,Post Malone featuring Quavo +2017,11,Say You Won't Let Go,James Arthur +2017,12,I'm the One,"DJ Khaled featuring Justin Bieber, Quavo, Chance the Rapper and Lil Wayne" +2017,13,XO Tour Llif3,Lil Uzi Vert +2017,14,Mask Off,Future +2017,15,Unforgettable,French Montana featuring Swae Lee +2017,16,24K Magic,Bruno Mars +2017,17,Stay,Zedd and Alessia Cara +2017,18,Wild Thoughts,DJ Khaled featuring Rihanna and Bryson Tiller +2017,19,Black Beatles,Rae Sremmurd featuring Gucci Mane +2017,20,Starboy,The Weeknd featuring Daft Punk +2017,21,Location,Khalid +2017,22,Attention,Charlie Puth +2017,23,There's Nothing Holdin' Me Back,Shawn Mendes +2017,24,Bodak Yellow,Cardi B +2017,25,Redbone,Childish Gambino +2017,26,I Don't Wanna Live Forever,Zayn and Taylor Swift +2017,27,It Ain't Me,Kygo and Selena Gomez +2017,28,iSpy,Kyle featuring Lil Yachty +2017,29,Issues,Julia Michaels +2017,30,Scars to Your Beautiful,Alessia Cara +2017,31,1-800-273-8255,Logic featuring Alessia Cara and Khalid +2017,32,Slow Hands,Niall Horan +2017,33,Love on the Brain,Rihanna +2017,34,I Feel It Coming,The Weeknd featuring Daft Punk +2017,35,Bounce Back,Big Sean +2017,36,Strip That Down,Liam Payne featuring Quavo +2017,37,Fake Love,Drake +2017,38,Don't Wanna Know,Maroon 5 featuring Kendrick Lamar +2017,39,Look What You Made Me Do,Taylor Swift +2017,40,Castle on the Hill,Ed Sheeran +2017,41,Bad Things,Machine Gun Kelly and Camila Cabello +2017,42,Paris,The Chainsmokers +2017,43,Side to Side,Ariana Grande featuring Nicki Minaj +2017,44,Rockabye,Clean Bandit featuring Sean Paul and Anne-Marie +2017,45,Feel It Still,Portugal. The Man +2017,46,Let Me Love You,DJ Snake featuring Justin Bieber +2017,47,Sorry Not Sorry,Demi Lovato +2017,48,Bank Account,21 Savage +2017,49,Can't Stop the Feeling!,Justin Timberlake +2017,50,Mi Gente,J Balvin and Willy William featuring Beyoncé +2017,51,Thunder,Imagine Dragons +2017,52,T-shirt,Migos +2017,53,Rake It Up,Yo Gotti featuring Nicki Minaj +2017,54,Mercy,Shawn Mendes +2017,55,Tunnel Vision,Kodak Black +2017,56,Rockstar,Post Malone featuring 21 Savage +2017,57,In Case You Didn't Know,Brett Young +2017,58,Heathens,Twenty One Pilots +2017,59,Now or Never,Halsey +2017,60,Caroline,Aminé +2017,61,Rolex,Ayo & Teo +2017,62,DNA,Kendrick Lamar +2017,63,Juju on That Beat (TZ Anthem),Zay Hilfigerrr & Zayion McCall +2017,64,Swang,Rae Sremmurd +2017,65,Passionfruit,Drake +2017,66,Loyalty,Kendrick Lamar featuring Rihanna +2017,67,Praying,Kesha +2017,68,Goosebumps,Travis Scott +2017,69,Cold,Maroon 5 featuring Future +2017,70,Broccoli,DRAM featuring Lil Yachty +2017,71,Slide,Calvin Harris featuring Frank Ocean and Migos +2017,72,What Ifs,Kane Brown featuring Lauren Alaina +2017,73,Chained to the Rhythm,Katy Perry featuring Skip Marley +2017,74,Feels,"Calvin Harris featuring Pharrell Williams, Katy Perry and Big Sean" +2017,75,All Time Low,Jon Bellion +2017,76,Hurricane,Luke Combs +2017,77,Too Good at Goodbyes,Sam Smith +2017,78,Young Dumb & Broke,Khalid +2017,79,Magnolia,Playboi Carti +2017,80,Love Galore,SZA featuring Travis Scott +2017,81,Drowning,A Boogie wit da Hoodie featuring Kodak Black +2017,82,Starving,Hailee Steinfeld and Grey featuring Zedd +2017,83,Both,Gucci Mane featuring Drake +2017,84,What About Us,P!nk +2017,85,Swalla,Jason Derulo featuring Nicki Minaj and Ty Dolla Sign +2017,86,Slippery,Migos featuring Gucci Mane +2017,87,Sign of the Times,Harry Styles +2017,88,Water Under the Bridge,Adele +2017,89,Malibu,Miley Cyrus +2017,90,Down,Marian Hill +2017,91,No Promises,Cheat Codes featuring Demi Lovato +2017,92,Treat You Better,Shawn Mendes +2017,93,I Get the Bag,Gucci Mane featuring Migos +2017,94,Small Town Boy,Dustin Lynch +2017,95,Everyday We Lit,YFN Lucci featuring PnB Rock +2017,96,Havana,Camila Cabello featuring Young Thug +2017,97,What Lovers Do,Maroon 5 featuring SZA +2017,98,Do Re Mi,Blackbear +2017,99,Look at Me!,XXXTentacion +2017,100,The Fighter,Keith Urban featuring Carrie Underwood +2018,1,God's Plan,Drake +2018,2,Perfect,Ed Sheeran +2018,3,Meant to Be,Bebe Rexha featuring Florida Georgia Line +2018,4,Havana,Camila Cabello featuring Young Thug +2018,5,Rockstar,Post Malone featuring 21 Savage +2018,6,Psycho,Post Malone featuring Ty Dolla Sign +2018,7,I Like It,"Cardi B, Bad Bunny and J Balvin" +2018,8,The Middle,"Zedd, Maren Morris and Grey" +2018,9,In My Feelings,Drake +2018,10,Girls Like You,Maroon 5 featuring Cardi B +2018,11,Nice for What,Drake +2018,12,Lucid Dreams,Juice Wrld +2018,13,Better Now,Post Malone +2018,14,Finesse,Bruno Mars featuring Cardi B +2018,15,Boo'd Up,Ella Mai +2018,16,New Rules,Dua Lipa +2018,17,Sad!,XXXTentacion +2018,18,Never Be the Same,Camila Cabello +2018,19,Love Lies,Khalid and Normani +2018,20,No Tears Left to Cry,Ariana Grande +2018,21,Mine,Bazzi +2018,22,Thunder,Imagine Dragons +2018,23,Look Alive,BlocBoy JB featuring Drake +2018,24,Delicate,Taylor Swift +2018,25,Yes Indeed,Lil Baby and Drake +2018,26,Friends,Marshmello and Anne-Marie +2018,27,Bad at Love,Halsey +2018,28,Taste,Tyga featuring Offset +2018,29,Let You Down,NF +2018,30,No Limit,G-Eazy featuring ASAP Rocky and Cardi B +2018,31,Fefe,6ix9ine featuring Nicki Minaj and Murda Beatz +2018,32,Tequila,Dan + Shay +2018,33,Feel It Still,Portugal. The Man +2018,34,MotorSport,"Migos, Nicki Minaj and Cardi B" +2018,35,I Like Me Better,Lauv +2018,36,Youngblood,5 Seconds of Summer +2018,37,Whatever It Takes,Imagine Dragons +2018,38,Ric Flair Drip,Offset and Metro Boomin +2018,39,I Fall Apart,Post Malone +2018,40,Pray for Me,The Weeknd and Kendrick Lamar +2018,41,Back to You,Selena Gomez +2018,42,Sicko Mode,Travis Scott +2018,43,Walk It Talk It,Migos featuring Drake +2018,44,Gucci Gang,Lil Pump +2018,45,Him & I,G-Eazy and Halsey +2018,46,In My Blood,Shawn Mendes +2018,47,All the Stars,Kendrick Lamar and SZA +2018,48,Stir Fry,Migos +2018,49,Too Good at Goodbyes,Sam Smith +2018,50,Love,Kendrick Lamar featuring Zacari +2018,51,This Is America,Childish Gambino +2018,52,Nonstop,Drake +2018,53,Heaven,Kane Brown +2018,54,Bodak Yellow,Cardi B +2018,55,Freaky Friday,Lil Dicky featuring Chris Brown +2018,56,Gummo,6ix9ine +2018,57,Plug Walk,Rich the Kid +2018,58,Wait,Maroon 5 +2018,59,Be Careful,Cardi B +2018,60,Wolves,Selena Gomez and Marshmello +2018,61,Bartier Cardi,Cardi B featuring 21 Savage +2018,62,God Is a Woman,Ariana Grande +2018,63,Big Bank,"YG featuring 2 Chainz, Nicki Minaj and Big Sean" +2018,64,Sorry Not Sorry,Demi Lovato +2018,65,How Long,Charlie Puth +2018,66,Lights Down Low,Max featuring Gnash +2018,67,Young Dumb & Broke,Khalid +2018,68,One Kiss,Calvin Harris and Dua Lipa +2018,69,Natural,Imagine Dragons +2018,70,You Make It Easy,Jason Aldean +2018,71,Shape of You,Ed Sheeran +2018,72,I Get the Bag,Gucci Mane featuring Migos +2018,73,No Brainer,"DJ Khaled featuring Justin Bieber, Chance the Rapper and Quavo" +2018,74,Plain Jane,ASAP Ferg featuring Nicki Minaj +2018,75,Sky Walker,Miguel featuring Travis Scott +2018,76,Marry Me,Thomas Rhett +2018,77,Eastside,"Benny Blanco, Halsey and Khalid" +2018,78,Call Out My Name,The Weeknd +2018,79,King's Dead,"Jay Rock, Kendrick Lamar, Future and James Blake" +2018,80,Happier,Marshmello and Bastille +2018,81,Te Boté,"Nio García, Darell and Casper Mágico featuring Bad Bunny, Nicky Jam and Ozuna" +2018,82,Simple,Florida Georgia Line +2018,83,Lemon,N.E.R.D and Rihanna +2018,84,1-800-273-8255,Logic featuring Alessia Cara and Khalid +2018,85,Say Something,Justin Timberlake featuring Chris Stapleton +2018,86,I'm Upset,Drake +2018,87,Get Along,Kenny Chesney +2018,88,Moonlight,XXXTentacion +2018,89,What Lovers Do,Maroon 5 featuring SZA +2018,90,X,Nicky Jam and J Balvin +2018,91,Outside Today,YoungBoy Never Broke Again +2018,92,Trip,Ella Mai +2018,93,Dura,Daddy Yankee +2018,94,Changes,XXXTentacion +2018,95,Mercy,Brett Young +2018,96,One Number Away,Luke Combs +2018,97,Powerglide,Rae Sremmurd featuring Juicy J +2018,98,IDGAF,Dua Lipa +2018,99,Mi Gente,J Balvin and Willy William featuring Beyoncé +2018,100,Believer,Imagine Dragons +2019,1,Old Town Road,Lil Nas X Featuring Billy Ray Cyrus +2019,2,Sunflower (Spider-Man: Into The Spider-Verse),Post Malone & Swae Lee +2019,3,Without Me,Halsey +2019,4,Bad Guy,Billie Eilish +2019,5,Wow.,Post Malone +2019,6,Happier,Marshmello & Bastille +2019,7,7 Rings,Ariana Grande +2019,8,Talk,Khalid +2019,9,Sicko Mode,Travis Scott +2019,10,Sucker,Jonas Brothers +2019,11,High Hopes,Panic! At The Disco +2019,12,"Thank U, Next",Ariana Grande +2019,13,Truth Hurts,Lizzo +2019,14,Dancing With A Stranger,Sam Smith & Normani +2019,15,Senorita,Shawn Mendes & Camila Cabello +2019,16,I Don't Care,Ed Sheeran & Justin Bieber +2019,17,Eastside,"benny blanco, Halsey & Khalid" +2019,18,Going Bad,Meek Mill Featuring Drake +2019,19,Shallow,Lady Gaga & Bradley Cooper +2019,20,Better,Khalid +2019,21,No Guidance,Chris Brown Featuring Drake +2019,22,Girls Like You,Maroon 5 Featuring Cardi B +2019,23,Sweet But Psycho,Ava Max +2019,24,Suge,DaBaby +2019,25,Middle Child,J. Cole +2019,26,Drip Too Hard,Lil Baby & Gunna +2019,27,Someone You Loved,Lewis Capaldi +2019,28,Ran$om,Lil Tecca +2019,29,If I Can't Have You,Shawn Mendes +2019,30,Goodbyes,Post Malone Featuring Young Thug +2019,31,ZEZE,Kodak Black Featuring Travis Scott & Offset +2019,32,Better Now,Post Malone +2019,33,Youngblood,5 Seconds Of Summer +2019,34,Money In The Grave,Drake Featuring Rick Ross +2019,35,Speechless,Dan + Shay +2019,36,"Break Up With Your Girlfriend, I'm Bored",Ariana Grande +2019,37,Please Me,Cardi B & Bruno Mars +2019,38,Money,Cardi B +2019,39,You Need To Calm Down,Taylor Swift +2019,40,Panini,Lil Nas X +2019,41,Look Back At It,A Boogie Wit da Hoodie +2019,42,A Lot,21 Savage +2019,43,ME!,Taylor Swift Featuring Brendon Urie +2019,44,MIA,Bad Bunny Featuring Drake +2019,45,Pop Out,Polo G Featuring Lil Tjay +2019,46,Beautiful Crazy,Luke Combs +2019,47,Thotiana,Blueface +2019,48,Lucid Dreams,Juice WRLD +2019,49,Mo Bamba,Sheck Wes +2019,50,Beautiful People,Ed Sheeran Featuring Khalid +2019,51,Wake Up In The Sky,Gucci Mane X Bruno Mars X Kodak Black +2019,52,Whiskey Glasses,Morgan Wallen +2019,53,God's Country,Blake Shelton +2019,54,Be Alright,Dean Lewis +2019,55,Pure Water,Mustard & Migos +2019,56,The Git Up,Blanco Brown +2019,57,Taki Taki,"DJ Snake Featuring Selena Gomez, Ozuna & Cardi B" +2019,58,Close To Me,Ellie Goulding X Diplo Featuring Swae Lee +2019,59,Envy Me,Calboy +2019,60,You Say,Lauren Daigle +2019,61,"Hey Look Ma, I Made It",Panic! At The Disco +2019,62,Circles,Post Malone +2019,63,Beer Never Broke My Heart,Luke Combs +2019,64,The London,"Young Thug, J. Cole & Travis Scott" +2019,65,Con Calma,Daddy Yankee & Katy Perry Featuring Snow +2019,66,Murder On My Mind,YNW Melly +2019,67,When The Party's Over,Billie Eilish +2019,68,Act Up,City Girls +2019,69,I Like It,"Cardi B, Bad Bunny & J Balvin" +2019,70,Trampoline,SHAED +2019,71,Leave Me Alone,Flipp Dinero +2019,72,Breathin,Ariana Grande +2019,73,Bury A Friend,Billie Eilish +2019,74,Close Friends,Lil Baby +2019,75,Baby Shark,Pinkfong +2019,76,My Type,Saweetie +2019,77,Worth It,YK Osiris +2019,78,Only Human,Jonas Brothers +2019,79,Knockin' Boots,Luke Bryan +2019,80,Trip,Ella Mai +2019,81,Rumor,Lee Brice +2019,82,Swervin,A Boogie Wit da Hoodie Featuring 6ix9ine +2019,83,How Do You Sleep?,Sam Smith +2019,84,Baby,Lil Baby & DaBaby +2019,85,Look What God Gave Her,Thomas Rhett +2019,86,Good As You,Kane Brown +2019,87,Clout,Offset Featuring Cardi B +2019,88,Love Lies,Khalid & Normani +2019,89,One Thing Right,Marshmello & Kane Brown +2019,90,Cash Shit,Megan Thee Stallion Featuring DaBaby +2019,91,Tequila,Dan + Shay +2019,92,Shotta Flow,NLE Choppa +2019,93,Hot Girl Summer,"Megan Thee Stallion, Nicki Minaj & Ty Dolla $ign" +2019,94,Talk You Out Of It,Florida Georgia Line +2019,95,Beautiful,Bazzi Featuring Camila Cabello +2019,96,Eyes On You,Chase Rice +2019,97,All To Myself,Dan + Shay +2019,98,Boyfriend,Ariana Grande & Social House +2019,99,Walk Me Home,P!nk +2019,100,Robbery,Juice WRLD +2020,1,Blinding Lights,The Weeknd +2020,2,Circles,Post Malone +2020,3,The Box,Roddy Ricch +2020,4,Don't Start Now,Dua Lipa +2020,5,Rockstar,DaBaby Featuring Roddy Ricch +2020,6,Adore You,Harry Styles +2020,7,Life Is Good,Future Featuring Drake +2020,8,Memories,Maroon 5 +2020,9,The Bones,Maren Morris +2020,10,Someone You Loved,Lewis Capaldi +2020,11,Say So,Doja Cat +2020,12,I Hope,Gabby Barrett Featuring Charlie Puth +2020,13,Whats Poppin,"Jack Harlow Featuring DaBaby, Tory Lanez & Lil Wayne" +2020,14,Dance Monkey,Tones And I +2020,15,Savage,Megan Thee Stallion +2020,16,Roxanne,Arizona Zervas +2020,17,Intentions,Justin Bieber Featuring Quavo +2020,18,Everything I Wanted,Billie Eilish +2020,19,Roses,SAINt JHN +2020,20,Watermelon Sugar,Harry Styles +2020,21,Before You Go,Lewis Capaldi +2020,22,Falling,Trevor Daniel +2020,23,"10,000 Hours",Dan + Shay & Justin Bieber +2020,24,WAP,Cardi B Featuring Megan Thee Stallion +2020,25,Ballin',Mustard & Roddy Ricch +2020,26,Hot Girl Bummer,blackbear +2020,27,Blueberry Faygo,Lil Mosey +2020,28,Heartless,The Weeknd +2020,29,BOP,DaBaby +2020,30,Lose You To Love Me,Selena Gomez +2020,31,Good As Hell,Lizzo +2020,32,Toosie Slide,Drake +2020,33,Break My Heart,Dua Lipa +2020,34,Chasin' You,Morgan Wallen +2020,35,Savage Love (Laxed - Siren Beat),Jawsh 685 x Jason Derulo +2020,36,No Guidance,Chris Brown Featuring Drake +2020,37,My Oh My,Camila Cabello Featuring DaBaby +2020,38,Dynamite,BTS +2020,39,Go Crazy,Chris Brown & Young Thug +2020,40,High Fashion,Roddy Ricch Featuring Mustard +2020,41,Laugh Now Cry Later,Drake Featuring Lil Durk +2020,42,Woah,Lil Baby +2020,43,Death Bed,Powfu Featuring beabadoobee +2020,44,Senorita,Shawn Mendes & Camila Cabello +2020,45,HIGHEST IN THE ROOM,Travis Scott +2020,46,Bad Guy,Billie Eilish +2020,47,Mood,24kGoldn Featuring iann dior +2020,48,Rain On Me,Lady Gaga & Ariana Grande +2020,49,For The Night,Pop Smoke Featuring Lil Baby & DaBaby +2020,50,RITMO (Bad Boys For Life),Black Eyed Peas X J Balvin +2020,51,Heart On Ice,Rod Wave +2020,52,Nobody But You,Blake Shelton Duet With Gwen Stefani +2020,53,Trampoline,SHAED +2020,54,Come & Go,Juice WRLD x Marshmello +2020,55,Truth Hurts,Lizzo +2020,56,If The World Was Ending,JP Saxe Featuring Julia Michaels +2020,57,We Paid,Lil Baby & 42 Dugg +2020,58,Yummy,Justin Bieber +2020,59,One Man Band,Old Dominion +2020,60,Got What I Got,Jason Aldean +2020,61,Sunday Best,Surfaces +2020,62,Godzilla,Eminem Featuring Juice WRLD +2020,63,Bandit,Juice WRLD & YoungBoy Never Broke Again +2020,64,Party Girl,StaySolidRocky +2020,65,Die From A Broken Heart,Maddie & Tae +2020,66,Popstar,DJ Khaled Featuring Drake +2020,67,All I Want For Christmas Is You,Mariah Carey +2020,68,One Of Them Girls,Lee Brice +2020,69,Hard To Forget,Sam Hunt +2020,70,One Margarita,Luke Bryan +2020,71,Panini,Lil Nas X +2020,72,Hot,Young Thug Featuring Gunna +2020,73,I Hope You're Happy Now,Carly Pearce & Lee Brice +2020,74,Emotionally Scarred,Lil Baby +2020,75,Suicidal,YNW Melly & Juice WRLD +2020,76,The Bigger Picture,Lil Baby +2020,77,Only Human,Jonas Brothers +2020,78,The Woo,Pop Smoke Featuring 50 Cent & Roddy Ricch +2020,79,Sum 2 Prove,Lil Baby +2020,80,Stuck With U,Ariana Grande & Justin Bieber +2020,81,Mood Swings,Pop Smoke Featuring Lil Tjay +2020,82,You Should Be Sad,Halsey +2020,83,Dior,Pop Smoke +2020,84,Supalonely,BENEE Featuring Gus Dapperton +2020,85,Even Though I'm Leaving,Luke Combs +2020,86,The Scotts,"THE SCOTTS, Travis Scott & Kid Cudi" +2020,87,Juicy,Doja Cat & Tyga +2020,88,Be Like That,Kane Brown With Swae Lee & Khalid +2020,89,Homesick,Kane Brown +2020,90,Rags2Riches,Rod Wave Featuring ATR Son Son +2020,91,Bluebird,Miranda Lambert +2020,92,Wishing Well,Juice WRLD +2020,93,Does To Me,Luke Combs Featuring Eric Church +2020,94,P*$$y Fairy (OTW),Jhene Aiko +2020,95,ily,Surf Mesa Featuring Emilee +2020,96,More Than My Hometown,Morgan Wallen +2020,97,Lovin' On You,Luke Combs +2020,98,Said Sum,Moneybagg Yo +2020,99,Slide,H.E.R. Featuring YG +2020,100,Walk Em Down,NLE Choppa Featuring Roddy Ricch +2021,1,Levitating,Dua Lipa +2021,2,Save Your Tears,The Weeknd & Ariana Grande +2021,3,Blinding Lights,The Weeknd +2021,4,Mood,24kGoldn Featuring iann dior +2021,5,Good 4 U,Olivia Rodrigo +2021,6,Kiss Me More,Doja Cat Featuring SZA +2021,7,Leave The Door Open,Silk Sonic (Bruno Mars & Anderson .Paak) +2021,8,Drivers License,Olivia Rodrigo +2021,9,Montero (Call Me By Your Name),Lil Nas X +2021,10,Peaches,Justin Bieber Featuring Daniel Caesar & Giveon +2021,11,Butter,BTS +2021,12,Stay,The Kid LAROI & Justin Bieber +2021,13,Deja Vu,Olivia Rodrigo +2021,14,Positions,Ariana Grande +2021,15,Bad Habits,Ed Sheeran +2021,16,Heat Waves,Glass Animals +2021,17,Without You,The Kid LAROI +2021,18,Forever After All,Luke Combs +2021,19,Go Crazy,Chris Brown & Young Thug +2021,20,Astronaut In The Ocean,Masked Wolf +2021,21,34+35,Ariana Grande Feat. Doja Cat & Megan Thee Stallion +2021,22,What You Know Bout Love,Pop Smoke +2021,23,My Ex's Best Friend,Machine Gun Kelly X blackbear +2021,24,Industry Baby,Lil Nas X & Jack Harlow +2021,25,Therefore I Am,Billie Eilish +2021,26,Up,Cardi B +2021,27,Fancy Like,Walker Hayes +2021,28,Dakiti,Bad Bunny & Jhay Cortez +2021,29,Best Friend,Saweetie Featuring Doja Cat +2021,30,Rapstar,Polo G +2021,31,Heartbreak Anniversary,Giveon +2021,32,For The Night,Pop Smoke Featuring Lil Baby & DaBaby +2021,33,Calling My Phone,Lil Tjay Featuring 6LACK +2021,34,Beautiful Mistakes,Maroon 5 Featuring Megan Thee Stallion +2021,35,Holy,Justin Bieber Featuring Chance The Rapper +2021,36,On Me,Lil Baby +2021,37,You Broke Me First.,Tate McRae +2021,38,Traitor,Olivia Rodrigo +2021,39,Back In Blood,Pooh Shiesty Featuring Lil Durk +2021,40,I Hope,Gabby Barrett Featuring Charlie Puth +2021,41,Dynamite,BTS +2021,42,Wockesha,Moneybagg Yo +2021,43,You Right,Doja Cat & The Weeknd +2021,44,Beat Box,SpotemGottem Featuring Pooh Shiesty Or DaBaby +2021,45,Laugh Now Cry Later,Drake Featuring Lil Durk +2021,46,Need To Know,Doja Cat +2021,47,Wants And Needs,Drake Featuring Lil Baby +2021,48,Way 2 Sexy,Drake Featuring Future & Young Thug +2021,49,Telepatia,Kali Uchis +2021,50,Whoopty,CJ +2021,51,Lemonade,Internet Money & Gunna Featuring Don Toliver & NAV +2021,52,Good Days,SZA +2021,53,Starting Over,Chris Stapleton +2021,54,Body,Megan Thee Stallion +2021,55,Willow,Taylor Swift +2021,56,Bang!,AJR +2021,57,Better Together,Luke Combs +2021,58,You're Mines Still,Yung Bleu Featuring Drake +2021,59,Every Chance I Get,DJ Khaled Featuring Lil Baby & Lil Durk +2021,60,Essence,Wizkid Featuring Justin Bieber & Tems +2021,61,Chasing After You,Ryan Hurd With Maren Morris +2021,62,The Good Ones,Gabby Barrett +2021,63,Leave Before You Love Me,Marshmello X Jonas Brothers +2021,64,Glad You Exist,Dan + Shay +2021,65,Lonely,Justin Bieber & benny blanco +2021,66,Beggin',Måneskin +2021,67,Streets,Doja Cat +2021,68,What's Next,Drake +2021,69,Famous Friends,Chris Young + Kane Brown +2021,70,Lil Bit,Nelly & Florida Georgia Line +2021,71,Thot Shit,Megan Thee Stallion +2021,72,Late At Night,Roddy Ricch +2021,73,Kings & Queens,Ava Max +2021,74,Anyone,Justin Bieber +2021,75,Track Star,Mooski +2021,76,Time Today,Moneybagg Yo +2021,77,Cry Baby,Megan Thee Stallion Featuring DaBaby +2021,78,All I Want For Christmas Is You,Mariah Carey +2021,79,No More Parties,Coi Leray Featuring Lil Durk +2021,80,What's Your Country Song,Thomas Rhett +2021,81,One Too Many,Keith Urban Duet With P!nk +2021,82,Arcade,Duncan Laurence +2021,83,Yonaguni,Bad Bunny +2021,84,Good Time,Niko Moon +2021,85,If I Didn't Love You,Jason Aldean & Carrie Underwood +2021,86,Knife Talk,Drake Featuring 21 Savage & Project Pat +2021,87,pov,Ariana Grande +2021,88,Just The Way,Parmalee x Blanco Brown +2021,89,Take My Breath,The Weeknd +2021,90,We're Good,Dua Lipa +2021,91,Hell Of A View,Eric Church +2021,92,Rockin' Around The Christmas Tree,Brenda Lee +2021,93,Put Your Records On,Ritt Momney +2021,94,Happier Than Ever,Billie Eilish +2021,95,Single Saturday Night,Cole Swindell +2021,96,Things A Man Oughta Know,Lainey Wilson +2021,97,Throat Baby (Go Baby),BRS Kash +2021,98,Tombstone,Rod Wave +2021,99,Drinkin' Beer. Talkin' God. Amen.,Chase Rice Featuring Florida Georgia Line +2021,100,Todo de Ti,Rauw Alejandro +2022,1,Heat Waves,Glass Animals +2022,2,As It Was,Harry Styles +2022,3,Stay,The Kid LAROI & Justin Bieber +2022,4,Easy On Me,Adele +2022,5,Shivers,Ed Sheeran +2022,6,First Class,Jack Harlow +2022,7,Big Energy,Latto +2022,8,Ghost,Justin Bieber +2022,9,Super Gremlin,Kodak Black +2022,10,Cold Heart (PNAU Remix),Elton John & Dua Lipa +2022,11,Wait For U,Future Featuring Drake & Tems +2022,12,About Damn Time,Lizzo +2022,13,Bad Habits,Ed Sheeran +2022,14,Thats What I Want,Lil Nas X +2022,15,Enemy,Imagine Dragons X JID +2022,16,Industry Baby,Lil Nas X & Jack Harlow +2022,17,abcdefu,GAYLE +2022,18,Need To Know,Doja Cat +2022,19,Wasted On You,Morgan Wallen +2022,20,Me Porto Bonito,Bad Bunny & Chencho Corleone +2022,21,Woman,Doja Cat +2022,22,Titi Me Pregunto,Bad Bunny +2022,23,Running Up That Hill (A Deal With God),Kate Bush +2022,24,We Don't Talk About Bruno,"Carolina Gaitan, Mauro Castillo, Adassa, Rhenzy Feliz, Diane Guerrero, Stephanie Beatriz & Encanto Cast" +2022,25,Late Night Talking,Harry Styles +2022,26,I Like You (A Happier Song),Post Malone Featuring Doja Cat +2022,27,You Proof,Morgan Wallen +2022,28,Bad Habit,Steve Lacy +2022,29,Sunroof,Nicky Youre & dazy +2022,30,One Right Now,Post Malone & The Weeknd +2022,31,Good 4 U,Olivia Rodrigo +2022,32,Numb Little Bug,Em Beihold +2022,33,Jimmy Cooks,Drake Featuring 21 Savage +2022,34,Til You Can't,Cody Johnson +2022,35,Fancy Like,Walker Hayes +2022,36,The Kind Of Love We Make,Luke Combs +2022,37,I Ain't Worried,OneRepublic +2022,38,Break My Soul,Beyonce +2022,39,Something In The Orange,Zach Bryan +2022,40,Save Your Tears,The Weeknd & Ariana Grande +2022,41,Smokin Out The Window,Silk Sonic (Bruno Mars & Anderson .Paak) +2022,42,Levitating,Dua Lipa +2022,43,In A Minute,Lil Baby +2022,44,Moscow Mule,Bad Bunny +2022,45,You Right,Doja Cat & The Weeknd +2022,46,She Had Me At Heads Carolina,Cole Swindell +2022,47,Vegas,Doja Cat +2022,48,Pushin P,Gunna & Future Featuring Young Thug +2022,49,Buy Dirt,Jordan Davis Featuring Luke Bryan +2022,50,I Hate U,SZA +2022,51,Boyfriend,Dove Cameron +2022,52,Glimpse Of Us,Joji +2022,53,Surface Pressure,Jessica Darrow +2022,54,Fall In Love,Bailey Zimmerman +2022,55,Love Nwantiti (Ah Ah Ah),CKay +2022,56,Super Freaky Girl,Nicki Minaj +2022,57,Hrs And Hrs,Muni Long +2022,58,Sand In My Boots,Morgan Wallen +2022,59,MAMIII,Becky G X Karol G +2022,60,Knife Talk,Drake Featuring 21 Savage & Project Pat +2022,61,AA,Walker Hayes +2022,62,Sweetest Pie,Megan Thee Stallion & Dua Lipa +2022,63,Provenza,Karol G +2022,64,Essence,Wizkid Featuring Justin Bieber & Tems +2022,65,All I Want For Christmas Is You,Mariah Carey +2022,66,Bam Bam,Camila Cabello Featuring Ed Sheeran +2022,67,5 Foot 9,Tyler Hubbard +2022,68,Get Into It (Yuh),Doja Cat +2022,69,Efecto,Bad Bunny +2022,70,Rock And A Hard Place,Bailey Zimmerman +2022,71,Doin' This,Luke Combs +2022,72,Oh My God,Adele +2022,73,Better Days,NEIKED X Mae Muller X Polo G +2022,74,Meet Me At Our Spot,THE ANXIETY: WILLOW & Tyler Cole +2022,75,Fingers Crossed,Lauren Spencer-Smith +2022,76,All Too Well (Taylor's Version),Taylor Swift +2022,77,Party,Bad Bunny & Rauw Alejandro +2022,78,Despues de La Playa,Bad Bunny +2022,79,You Should Probably Leave,Chris Stapleton +2022,80,Rockin' Around The Christmas Tree,Brenda Lee +2022,81,Broadway Girls,Lil Durk Featuring Morgan Wallen +2022,82,Take My Name,Parmalee +2022,83,What Happened To Virgil,Lil Durk Featuring Gunna +2022,84,Puffin On Zootiez,Future +2022,85,Like I Love Country Music,Kane Brown +2022,86,Jingle Bell Rock,Bobby Helms +2022,87,Ojitos Lindos,Bad Bunny & Bomba Estereo +2022,88,Trouble With A Heartbreak,Jason Aldean +2022,89,A Holly Jolly Christmas,Burl Ives +2022,90,Kiss Me More,Doja Cat Featuring SZA +2022,91,She Likes It,Russell Dickerson & Jake Scott +2022,92,Never Say Never,Cole Swindell / Lainey Wilson +2022,93,Damn Strait,Scotty McCreery +2022,94,She's All I Wanna Be,Tate McRae +2022,95,Last Night Lonely,Jon Pardi +2022,96,Flower Shops,ERNEST Featuring Morgan Wallen +2022,97,To The Moon!,JNR CHOI & Sam Tompkins +2022,98,Unholy,Sam Smith & Kim Petras +2022,99,One Mississippi,Kane Brown +2022,100,Circles Around This Town,Maren Morris +2023,1,Last Night,Morgan Wallen +2023,2,Flowers,Miley Cyrus +2023,3,Kill Bill,SZA +2023,4,Anti-Hero,Taylor Swift +2023,5,Creepin',"Metro Boomin, The Weeknd & 21 Savage" +2023,6,Calm Down,Rema & Selena Gomez +2023,7,Die For You,The Weeknd & Ariana Grande +2023,8,Fast Car,Luke Combs +2023,9,Snooze,SZA +2023,10,I'm Good (Blue),David Guetta & Bebe Rexha +2023,11,Unholy,Sam Smith & Kim Petras +2023,12,You Proof,Morgan Wallen +2023,13,Something In The Orange,Zach Bryan +2023,14,Rich Flex,Drake & 21 Savage +2023,15,As It Was,Harry Styles +2023,16,Rock And A Hard Place,Bailey Zimmerman +2023,17,Under The Influence,Chris Brown +2023,18,Cruel Summer,Taylor Swift +2023,19,Thinkin' Bout Me,Morgan Wallen +2023,20,"Boy's A Liar, Pt. 2",PinkPantheress & Ice Spice +2023,21,Favorite Song,Toosii +2023,22,Thought You Should Know,Morgan Wallen +2023,23,Thank God,Kane Brown With Katelyn Brown +2023,24,Sure Thing,Miguel +2023,25,All My Life,Lil Durk Featuring J. Cole +2023,26,Ella Baila Sola,Eslabon Armado X Peso Pluma +2023,27,Karma,Taylor Swift Featuring Ice Spice +2023,28,Just Wanna Rock,Lil Uzi Vert +2023,29,Cuff It,Beyonce +2023,30,Vampire,Olivia Rodrigo +2023,31,Fukumean,Gunna +2023,32,Lavender Haze,Taylor Swift +2023,33,Players,Coi Leray +2023,34,Need A Favor,Jelly Roll +2023,35,Dance The Night,Dua Lipa +2023,36,Love You Anyway,Luke Combs +2023,37,One Thing At A Time,Morgan Wallen +2023,38,Superhero (Heroes & Villains),"Metro Boomin, Future & Chris Brown" +2023,39,Bad Habit,Steve Lacy +2023,40,La Bebe,Yng Lvcas x Peso Pluma +2023,41,Golden Hour,JVKE +2023,42,Religiously,Bailey Zimmerman +2023,43,Spin Bout U,Drake & 21 Savage +2023,44,Cupid,Fifty Fifty +2023,45,Search & Rescue,Drake +2023,46,Barbie World,Nicki Minaj & Ice Spice With Aqua +2023,47,Next Thing You Know,Jordan Davis +2023,48,Escapism,RAYE Featuring 070 Shake +2023,49,Un x100to,Grupo Frontera X Bad Bunny +2023,50,Until I Found You,Stephen Sanchez +2023,51,Shirt,SZA +2023,52,Paint The Town Red,Doja Cat +2023,53,Made You Look,Meghan Trainor +2023,54,Wait In The Truck,HARDY Featuring Lainey Wilson +2023,55,All I Want For Christmas Is You,Mariah Carey +2023,56,Everything I Love,Morgan Wallen +2023,57,Chemical,Post Malone +2023,58,Heart Like A Truck,Lainey Wilson +2023,59,"Going, Going, Gone",Luke Combs +2023,60,Rockin' Around The Christmas Tree,Brenda Lee +2023,61,Dancin' In The Country,Tyler Hubbard +2023,62,Daylight,David Kushner +2023,63,Lift Me Up,Rihanna +2023,64,Eyes Closed,Ed Sheeran +2023,65,TQG,Karol G x Shakira +2023,66,Try That In A Small Town,Jason Aldean +2023,67,Tennessee Orange,Megan Moroney +2023,68,Jingle Bell Rock,Bobby Helms +2023,69,Princess Diana,Ice Spice & Nicki Minaj +2023,70,Tomorrow 2,GloRilla & Cardi B +2023,71,A Holly Jolly Christmas,Burl Ives +2023,72,Where She Goes,Bad Bunny +2023,73,Bebe Dame,Fuerza Regida X Grupo Frontera +2023,74,I Remember Everything,Zach Bryan Featuring Kacey Musgraves +2023,75,I Like You (A Happier Song),Post Malone Featuring Doja Cat +2023,76,What It Is (Block Boy),Doechii Featuring Kodak Black +2023,77,Nobody Gets Me,SZA +2023,78,Rich Men North Of Richmond,Oliver Anthony Music +2023,79,Super Freaky Girl,Nicki Minaj +2023,80,Dial Drunk,Noah Kahan With Post Malone +2023,81,What Was I Made For?,Billie Eilish +2023,82,Seven,Jung Kook Featuring Latto +2023,83,Wait For U,Future Featuring Drake & Tems +2023,84,Last Christmas,Wham! +2023,85,Handle On You,Parker McCollum +2023,86,Por Las Noches,Peso Pluma +2023,87,Memory Lane,Old Dominion +2023,88,Area Codes,Kaliii +2023,89,Bury Me In Georgia,Kane Brown +2023,90,PRC,Peso Pluma X Natanael Cano +2023,91,What My World Spins Around,Jordan Davis +2023,92,Ain't That Some,Morgan Wallen +2023,93,Wild As Her,Corey Kent +2023,94,Peaches & Eggplants,Young Nudy Featuring 21 Savage +2023,95,I Wrote The Book,Morgan Wallen +2023,96,"Bzrp Music Sessions, Vol. 53",Bizarrap & Shakira +2023,97,Meltdown,Travis Scott Featuring Drake +2023,98,Put It On Da Floor Again,Latto Featuring Cardi B +2023,99,Bloody Mary,Lady Gaga +2023,100,Watermelon Moonshine,Lainey Wilson +2024,1,Lose Control,Teddy Swims +2024,2,A Bar Song (Tipsy),Shaboozey +2024,3,Beautiful Things,Benson Boone +2024,4,I Had Some Help,Post Malone Featuring Morgan Wallen +2024,5,Lovin On Me,Jack Harlow +2024,6,Not Like Us,Kendrick Lamar +2024,7,Espresso,Sabrina Carpenter +2024,8,MILLION DOLLAR BABY,Tommy Richman +2024,9,I Remember Everything,Zach Bryan Featuring Kacey Musgraves +2024,10,Too Sweet,Hozier +2024,11,Stick Season,Noah Kahan +2024,12,Cruel Summer,Taylor Swift +2024,13,greedy,Tate McRae +2024,14,Like That,"Future, Metro Boomin & Kendrick Lamar" +2024,15,BIRDS OF A FEATHER,Billie Eilish +2024,16,Please Please Please,Sabrina Carpenter +2024,17,Agora Hills,Doja Cat +2024,18,"Good Luck, Babe!",Chappell Roan +2024,19,Saturn,SZA +2024,20,Snooze,SZA +2024,21,Paint The Town Red,Doja Cat +2024,22,Fortnight,Taylor Swift Featuring Post Malone +2024,23,Fast Car,Luke Combs +2024,24,Water,Tyla +2024,25,Feather,Sabrina Carpenter +2024,26,we can't be friends (wait for your love),Ariana Grande +2024,27,Austin,Dasha +2024,28,Last Night,Morgan Wallen +2024,29,Cowgirls,Morgan Wallen Featuring ERNEST +2024,30,Pink Skies,Zach Bryan +2024,31,Thinkin' Bout Me,Morgan Wallen +2024,32,TEXAS HOLD 'EM,Beyonce +2024,33,Is It Over Now? (Taylor's Version) [From The Vault],Taylor Swift +2024,34,Miles On It,Marshmello & Kane Brown +2024,35,I Can Do It With a Broken Heart,Taylor Swift +2024,36,Wild Ones,Jessie Murph & Jelly Roll +2024,37,Ain't No Love In Oklahoma,Luke Combs +2024,38,CARNIVAL,¥$: Ye & Ty Dolla $ign Featuring Rich The Kid & Playboi Carti +2024,39,Houdini,Eminem +2024,40,Wanna Be,GloRilla & Megan Thee Stallion +2024,41,Slow It Down,Benson Boone +2024,42,redrum,21 Savage +2024,43,Houdini,Dua Lipa +2024,44,Yeah Glo!,GloRilla +2024,45,Rich Baby Daddy,Drake Featuring Sexyy Red & SZA +2024,46,What Was I Made For?,Billie Eilish +2024,47,End of Beginning,Djo +2024,48,LUNCH,Billie Eilish +2024,49,Never Lose Me,Flo Milli +2024,50,Lies Lies Lies,Morgan Wallen +2024,51,Type Shit,"Future, Metro Boomin, Travis Scott & Playboi Carti" +2024,52,Gata Only,FloyyMenor X Cris Mj +2024,53,HOT TO GO!,Chappell Roan +2024,54,All I Want For Christmas Is You,Mariah Carey +2024,55,Get It Sexyy,Sexyy Red +2024,56,Made For Me,Muni Long +2024,57,vampire,Olivia Rodrigo +2024,58,Whatever She Wants,Bryson Tiller +2024,59,Rockin' Around the Christmas Tree,Brenda Lee +2024,60,Pretty Little Poison,Warren Zeiders +2024,61,First Person Shooter,Drake Featuring J. Cole +2024,62,Die With A Smile,Lady Gaga & Bruno Mars +2024,63,i like the way you kiss me,Artemas +2024,64,Need a Favor,Jelly Roll +2024,65,Save Me,Jelly Roll With Lainey Wilson +2024,66,euphoria,Kendrick Lamar +2024,67,TRUCK BED,HARDY +2024,68,Jingle Bell Rock,Bobby Helms +2024,69,Flowers,Miley Cyrus +2024,70,Where the Wild Things Are,Luke Combs +2024,71,Everybody,Nicki Minaj Featuring Lil Uzi Vert +2024,72,La Diabla,Xavi +2024,73,Stargazing,Myles Smith +2024,74,Last Christmas,Wham! +2024,75,I Am Not Okay,Jelly Roll +2024,76,Pour Me A Drink,Post Malone Featuring Blake Shelton +2024,77,White Horse,Chris Stapleton +2024,78,Lil Boo Thang,Paul Russell +2024,79,Good Good,"USHER, Summer Walker & 21 Savage" +2024,80,act ii: date @ 8,4batz Featuring Drake +2024,81,High Road,Koe Wetzel & Jessie Murph +2024,82,MONACO,Bad Bunny +2024,83,IDGAF,Drake Featuring Yeat +2024,84,Burn It Down,Parker McCollum +2024,85,fukumean,Gunna +2024,86,Taste,Sabrina Carpenter +2024,87,Where It Ends,Bailey Zimmerman +2024,88,FTCU,Nicki Minaj +2024,89,WILDFLOWER,Billie Eilish +2024,90,World on Fire,Nate Smith +2024,91,On My Mama,Victoria Monet +2024,92,"yes, and?",Ariana Grande +2024,93,exes,Tate McRae +2024,94,A Holly Jolly Christmas,Burl Ives +2024,95,Wind Up Missin' You,Tucker Wetmore +2024,96,Bulletproof,Nate Smith +2024,97,FE!N,Travis Scott Featuring Playboi Carti +2024,98,The Painter,Cody Johnson +2024,99,Down Bad,Taylor Swift +2024,100,Dance The Night,Dua Lipa +2025,1,Die With A Smile,Lady Gaga & Bruno Mars +2025,2,Luther,Kendrick Lamar & SZA +2025,3,A Bar Song (Tipsy),Shaboozey +2025,4,Lose Control,Teddy Swims +2025,5,Birds Of A Feather,Billie Eilish +2025,6,Beautiful Things,Benson Boone +2025,7,Ordinary,Alex Warren +2025,8,I Had Some Help,Post Malone Featuring Morgan Wallen +2025,9,APT.,ROSÉ & Bruno Mars +2025,10,Pink Pony Club,Chappell Roan +2025,11,Love Somebody,Morgan Wallen +2025,12,Espresso,Sabrina Carpenter +2025,13,I'm The Problem,Morgan Wallen +2025,14,That's So True,Gracie Abrams +2025,15,TV Off,Kendrick Lamar Featuring Lefty Gunplay +2025,16,Timeless,The Weeknd & Playboi Carti +2025,17,Not Like Us,Kendrick Lamar +2025,18,Just In Case,Morgan Wallen +2025,19,Taste,Sabrina Carpenter +2025,20,Squabble Up,Kendrick Lamar +2025,21,30 For 30,SZA With Kendrick Lamar +2025,22,Mutt,Leon Thomas +2025,23,Good News,Shaboozey +2025,24,Nokia,Drake +2025,25,Golden,"HUNTR/X: EJAE, Audrey Nuna & REI AMI" +2025,26,Wildflower,Billie Eilish +2025,27,What I Want,Morgan Wallen Featuring Tate McRae +2025,28,Messy,Lola Young +2025,29,Stargazing,Myles Smith +2025,30,Love Me Not,Ravyn Lenae +2025,31,"Good Luck, Babe!",Chappell Roan +2025,32,No One Noticed,The Marias +2025,33,All The Way,BigXthaPlug Featuring Bailey Zimmerman +2025,34,Too Sweet,Hozier +2025,35,Worst Way,Riley Green +2025,36,Sailor Song,Gigi Perez +2025,37,Sorry I'm Here For Someone Else,Benson Boone +2025,38,Manchild,Sabrina Carpenter +2025,39,Anxiety,Doechii +2025,40,I Got Better,Morgan Wallen +2025,41,Sticky,"Tyler, The Creator Featuring GloRilla, Sexyy Red & Lil Wayne" +2025,42,Undressed,sombr +2025,43,I Never Lie,Zach Top +2025,44,Back To Friends,sombr +2025,45,Bed Chem,Sabrina Carpenter +2025,46,Sports Car,Tate McRae +2025,47,Mystical Magical,Benson Boone +2025,48,Whatchu Kno About Me,GloRilla & Sexyy Red +2025,49,Indigo,Sam Barber Featuring Avery Anna +2025,50,Please Please Please,Sabrina Carpenter +2025,51,DTMF,Bad Bunny +2025,52,Blue Strips,Jessie Murph +2025,53,Peekaboo,Kendrick Lamar Featuring AzChike +2025,54,Your Idol,"Saja Boys: Andrew Choi, Neckwav, Danny Chung, Kevin Woo & samUIL Lee" +2025,55,High Road,Koe Wetzel & Jessie Murph +2025,56,Abracadabra,Lady Gaga +2025,57,Who,Jimin +2025,58,Burning Blue,Mariah The Scientist +2025,59,All I Want For Christmas Is You,Mariah Carey +2025,60,Daisies,Justin Bieber +2025,61,Soda Pop,"Saja Boys: Andrew Choi, Neckwav, Danny Chung, Kevin Woo & samUIL Lee" +2025,62,Like Him,"Tyler, The Creator Featuring Lola Young" +2025,63,Residuals,Chris Brown +2025,64,Smile,Morgan Wallen +2025,65,Last Christmas,Wham! +2025,66,Am I Okay?,Megan Moroney +2025,67,Rockin' Around The Christmas Tree,Brenda Lee +2025,68,How It's Done,"HUNTR/X: EJAE, Audrey Nuna & REI AMI" +2025,69,Happen To Me,Russell Dickerson +2025,70,Baile Inolvidable,Bad Bunny +2025,71,Weren't For The Wind,Ella Langley +2025,72,I Ain't Coming Back,Morgan Wallen Featuring Post Malone +2025,73,Cry For Me,The Weeknd +2025,74,Bad Dreams,Teddy Swims +2025,75,Denial Is A River,Doechii +2025,76,BMF,SZA +2025,77,EOO,Bad Bunny +2025,78,I'm Gonna Love You,Cody Johnson & Carrie Underwood +2025,79,I Am Not Okay,Jelly Roll +2025,80,Backup Plan,Bailey Zimmerman & Luke Combs +2025,81,Jingle Bell Rock,Bobby Helms +2025,82,Revolving Door,Tate McRae +2025,83,What It Sounds Like,"HUNTR/X: EJAE, Audrey Nuna & REI AMI" +2025,84,Hard Fought Hallelujah,Brandon Lake X Jelly Roll +2025,85,Somebody Loves Me,"PARTYNEXTDOOR, Drake & Cash Cobain" +2025,86,Liar,Jelly Roll +2025,87,Tu Boda,Oscar Maydon & Fuerza Regida +2025,88,After All The Bars Are Closed,Thomas Rhett +2025,89,Nuevayol,Bad Bunny +2025,90,20 Cigarettes,Morgan Wallen +2025,91,Rather Lie,Playboi Carti & The Weeknd +2025,92,Free,Rumi & JINU: EJAE & Andrew Choi +2025,93,Takedown,"HUNTR/X: EJAE, Audrey Nuna & REI AMI" +2025,94,Heart Of A Woman,Summer Walker +2025,95,House Again,Hudson Westbrook +2025,96,Dark Thoughts,Lil Tecca +2025,97,No Pole,Don Toliver +2025,98,Folded,Kehlani +2025,99,Superman,Morgan Wallen +2025,100,Loco,Neton Vega diff --git a/docs/decision_log.md b/docs/decision_log.md new file mode 100644 index 0000000..e7b8e6c --- /dev/null +++ b/docs/decision_log.md @@ -0,0 +1,29 @@ +# 決策日誌 + +每筆記錄：日期、決策、理由。定義檔（`prompts/`）、codebook、 +研究計畫的任何修訂都必須在此留下記錄。 + +## 2026-07-30 + +- **語料擴大為 2016–2025 十年**（先導研究為 2018–2025）。 + 理由：框架完整、可看年度趨勢。 +- **全文不與先導研究比較**：論文僅呈現正式研究結果，數字 + 一律以正式研究為準；先導研究只作為 codebook v0 與假說的 + 內部來源，記於本日誌，不進入論文敘事。 +- **分析管線採 API script，不用 Claude Code subagent**。理由： + 實測證實 subagent 會繼承 CLAUDE.md 與環境資訊，context 無法 + 僅憑定義檔重現；API 呼叫的輸入完全受控且可稽核。 +- **模型釘定 `claude-sonnet-4-6`、temperature=0、thinking 關閉**。 + 理由：該組合非決定性最低；條件 A/B 盲點實驗以模型為研究 + 對象，須與 pilot 的 Sonnet 家族銜接。Fable 5 不採用（成本、 + thinking 不可關閉且不可稽核、無 temperature、混淆核心主張）。 +- **工具性環節的模型於階段 3 以校準樣本實測後決定**：同批 + 校準樣本以 Sonnet 4.6 與 Opus 5 各跑一次，對照人工黃金標準 + 比較一致率，據以決定是否於特定環節升級。 +- **codebook 採 directed content analysis**：理論骨架 + （top-down）＋開放碼歸納通道（bottom-up），並加做 LLM 純歸納 + 輪與黃金標準的映射分析。映射分析方法須在看到結果前寫入 + `methodology.md`。 +- **完整歌詞不進 git**（版權）；API 金鑰走 `.env`。 +- **專案目錄維持原名 `pop-fem-audit`**：API 管線下目錄名不會 + 進入模型輸入，無污染疑慮。 diff --git a/docs/project_structure.md b/docs/project_structure.md new file mode 100644 index 0000000..3f2b42d --- /dev/null +++ b/docs/project_structure.md @@ -0,0 +1,56 @@ +# 專案目錄結構 + +（2026-07-30 討論定案版；分析管線已改為 API script 路線， +定義檔不再放 `.claude/agents/`） + +``` +pop-fem-audit/ +├── README.md # 專案說明、重現步驟 +├── CLAUDE.md # 極簡工作規範（subagent 會讀到， +│ # 絕不放理論、codebook、預期結果） +├── .gitignore # data/lyrics/、.env、scratch +├── conference_abstract.md # pilot 摘要（投稿版） +├── data/ +│ ├── yearend_hot100_2016_2025.csv # 原始榜單（唯一手放原始檔） +│ ├── songs_unique.csv # 衍生：去重歌曲表（song id） +│ ├── artists_gender.csv # 衍生：演唱者性別後設資料 +│ └── lyrics/ # 歌詞快取（gitignored，版權） +├── prompts/ # LLM 定義檔（逐字作為 system prompt） +│ └── _v.md # 版本化：screen_v1.md、judge_v2.md… +├── scripts/ # deterministic Python scripts +│ │ # （runner、抓歌詞、統計、圖表） +│ └── run_llm.py # API runner：2+1 協定、Batch API、 +│ # 自動寫入 runs/ +├── runs/ # 每次執行的完整稽核紀錄（進 git） +│ └── <階段>/<日期>-<定義檔版本>/ +│ ├── prompt.md # 當次定義檔快照（自我完備） +│ ├── run1.jsonl # 第一次執行原始輸出 +│ ├── run2.jsonl # 第二次執行原始輸出 +│ ├── arbitration.jsonl # 仲裁輸出 +│ └── meta.json # model ID、temperature、時間戳、 +│ # batch ID、一致率 +├── results/ # 仲裁後最終衍生表（論文引用來源） +├── docs/ +│ ├── research_plan.md # 研究步驟規劃（本檔之姊妹篇） +│ ├── project_structure.md # 本檔 +│ ├── codebook.md # 人工編碼手冊（版本由 git 管理） +│ ├── decision_log.md # 決策日誌：每次改定義檔的原因 +│ └── 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/ + └── full_paper.md # 全文 +``` + +## 設計理由 + +- **`runs/` 自我完備**：每個執行目錄含定義檔快照 + 原始輸出 + + meta，讀者不需 git 考古即可稽核任一筆結果。 +- **`runs/`（原始稽核資料）與 `results/`（最終表）分離**： + 論文只引 `results/`，其來源可回溯至 `runs/`。 +- **`prompts/` 用檔名版本化**（不只靠 git 歷史）：定義檔版本是 + 論文附錄的引用單位，須可直接指名（如 judge_v2.md）。 +- **API 金鑰**放 `.env`（gitignored），script 由環境變數讀取， + 絕不寫入 repo。 +- **CLAUDE.md 極簡**：實測證實 Claude Code subagent 會繼承專案 + CLAUDE.md 全文，故其中只放工作流程規則，領域知識一律放 + `docs/`（subagent 不會自動讀到）。 diff --git a/docs/research_plan.md b/docs/research_plan.md new file mode 100644 index 0000000..559bfcd --- /dev/null +++ b/docs/research_plan.md @@ -0,0 +1,66 @@ +# 研究步驟規劃 + +（2026-07-30 討論定案版；後續變更請記入 `decision_log.md`） + +## 總體框架 + +- **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 + （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 + 執行。LLM 步驟以 Python script 呼叫 Anthropic Messages API + （個人 Console 帳號、Batch API 五折），定義檔逐字作為 system + prompt。每個 LLM 步驟「同一定義檔獨立執行兩次 + 一次仲裁」 + （2+1），仲裁結果不符預期則修訂定義檔重跑整個循環。 +- **模型**：`claude-sonnet-4-6`、temperature=0、thinking 關閉 + （此組合非決定性最低、成本合理）。條件 A/B 盲點實驗為 + 自足設計：同語料、同模型、僅提示不同，對照黃金標準。 + 其他工具性環節於階段 3 以校準樣本實測 Sonnet 4.6 vs Opus 5 + 的一致率後決定是否升級。 +- **信度與效度分工**：2+1 協定量測穩定性（intra-rater + reliability，報告一致率／kappa）；效度靠理論 codebook 與 + 人工黃金標準終審。可重現性定義為「程序透明＋可稽核」： + 公開定義檔、記錄 model ID 與執行時間、保存全部原始輸出。 + +## 階段與時程（全文截稿 2026-08-15） + +| 階段 | 內容 | 方式 | 時程 | +|---|---|---|---| +| 0 | 基礎建設：git init、目錄結構、.gitignore、決策日誌、runner script（含 Batch API）、codebook v0 骨架 | script + 討論 | 7/30–7/31 | +| 1 | 資料準備：去重唯一歌曲表（song id）、抓歌詞（Lyrics.ovh / LRCLIB，缺漏留 log）、演唱者性別表（Wikidata + 人工核對） | scripts | 7/31–8/2 | +| 2 | 候選篩選：全部唯一歌曲高召回 women-power 候選篩選（寧可多抓，人工剔除） | API 2+1 | 8/2–8/3 | +| 3 | 黃金標準：依 codebook 人工逐首判定 genuine/peripheral/fake，附引用歌詞證據表（LLM 只做摘錄，不給判定建議）；先以 10–15 首校準樣本試編並修訂 codebook 後凍結；同批校準樣本實測 Sonnet 4.6 vs Opus 5 一致率 | 人工 + script 輔助 | 8/4–8/8 | +| 4 | 受控比較（盲點實驗）：條件 A（詞彙層提示）vs 條件 B（框架感知提示），各 2+1，對照黃金標準計算假陽／假陰率 | API | 8/6–8/9 | +| 4' | 由下而上歸納輪：LLM 對候選歌曲做無理論主題編碼（定義檔不含女性主義詞彙），與黃金標準做映射分析（交叉表；分析方法先寫入 methodology.md 再看結果） | API 2+1 + script | 與 4 並行 | +| 5 | pussy 修辭分析：script 找含詞歌曲 → LLM 分類（METONYM/ANATOMICAL/COWARD/OTHER + 說話者/指涉對象）2+1 → 人工核定 | script + API | 8/8–8/10 | +| 6 | 統計與圖表：一致率（kappa）、污染率、類型分布、年度趨勢、映射交叉表 | scripts | 8/10–8/11 | +| 7 | 撰寫全文＋內部審稿（subagent 以審稿人視角挑毛病，特別是嘻哈女性主義／respectability politics 一題） | 討論 + subagent | 8/10–8/14 | + +關鍵路徑：階段 3 人工編碼（僅研究者本人可做），排週末與晚間分批。 + +## Codebook 原則 + +- Directed content analysis：理論骨架（top-down）＋紀律化歸納通道 + （bottom-up：`other-fake` 開放碼 + memo + 決策日誌）。 +- 三層結構：理論構念層（Banet-Weiser、Gill、Goldman、McRobbie、 + Fredrickson & Roberts、Connell、Mulvey）→ 操作判準層（權力來源 + 測試、frame vs vocabulary、決策樹）→ 類別定義層（A–E 納入／ + 排除判準、例句、near-miss 反例）。 +- 判準層須明文回應嘻哈女性主義（Joan Morgan、Gwendolyn Pough） + 與性積極女性主義的 respectability politics 質疑：區分「性表達」 + 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/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。