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Mixed-Structure Track

Datasets with nested or semi-uniform structures. CSV excluded as it cannot properly represent these structures.

🛒 E-commerce orders with nested structures  ┊  Tabular: 33%
   │
   TOON                █████████████░░░░░░░    73,126 tokens
   ├─ vs JSON          (33.3%)               109,599 tokens
   ├─ vs JSON compact  (+5.3%)                 69,459 tokens
   ├─ vs YAML          (14.4%)                85,415 tokens
   └─ vs XML           (40.7%)               123,344 tokens

🧾 Semi-uniform event logs  ┊  Tabular: 50%
   │
   TOON                █████████████████░░░   154,084 tokens
   ├─ vs JSON          (15.0%)               181,201 tokens
   ├─ vs JSON compact  (+19.9%)               128,529 tokens
   ├─ vs YAML          (0.8%)                155,397 tokens
   └─ vs XML           (25.2%)               205,859 tokens

🧩 Deeply nested configuration  ┊  Tabular: 0%
   │
   TOON                ██████████████░░░░░░       620 tokens
   ├─ vs JSON          (31.9%)                   911 tokens
   ├─ vs JSON compact  (+11.1%)                   558 tokens
   ├─ vs YAML          (6.3%)                    662 tokens
   └─ vs XML           (38.2%)                 1,003 tokens

──────────────────────────────────── Total ────────────────────────────────────
   TOON                ████████████████░░░░   227,830 tokens
   ├─ vs JSON          (21.9%)               291,711 tokens
   ├─ vs JSON compact  (+14.7%)               198,546 tokens
   ├─ vs YAML          (5.7%)                241,474 tokens
   └─ vs XML           (31.0%)               330,206 tokens

Flat-Only Track

Datasets with flat tabular structures where CSV is applicable.

👥 Uniform employee records  ┊  Tabular: 100%
   │
   CSV                 ███████████████████░    47,102 tokens
   TOON                ████████████████████    49,919 tokens   (+6.0% vs CSV)
   ├─ vs JSON          (60.7%)               127,063 tokens
   ├─ vs JSON compact  (36.9%)                79,059 tokens
   ├─ vs YAML          (50.1%)               100,011 tokens
   └─ vs XML           (65.9%)               146,579 tokens

📈 Time-series analytics data  ┊  Tabular: 100%
   │
   CSV                 ██████████████████░░     8,383 tokens
   TOON                ████████████████████     9,115 tokens   (+8.7% vs CSV)
   ├─ vs JSON          (59.0%)                22,245 tokens
   ├─ vs JSON compact  (35.9%)                14,211 tokens
   ├─ vs YAML          (49.0%)                17,858 tokens
   └─ vs XML           (65.8%)                26,616 tokens

⭐ Top 100 GitHub repositories  ┊  Tabular: 100%
   │
   CSV                 ███████████████████░     8,512 tokens
   TOON                ████████████████████     8,744 tokens   (+2.7% vs CSV)
   ├─ vs JSON          (42.3%)                15,144 tokens
   ├─ vs JSON compact  (23.7%)                11,454 tokens
   ├─ vs YAML          (33.4%)                13,128 tokens
   └─ vs XML           (48.9%)                17,095 tokens

──────────────────────────────────── Total ────────────────────────────────────
   CSV                 ███████████████████░    63,997 tokens
   TOON                ████████████████████    67,778 tokens   (+5.9% vs CSV)
   ├─ vs JSON          (58.8%)               164,452 tokens
   ├─ vs JSON compact  (35.3%)               104,724 tokens
   ├─ vs YAML          (48.3%)               130,997 tokens
   └─ vs XML           (64.4%)               190,290 tokens
Show detailed examples

📈 Time-series analytics data

Savings: 13,130 tokens (59.0% reduction vs JSON)

JSON (22,245 tokens):

{
  "metrics": [
    {
      "date": "2025-01-01",
      "views": 6138,
      "clicks": 174,
      "conversions": 12,
      "revenue": 2712.49,
      "bounceRate": 0.35
    },
    {
      "date": "2025-01-02",
      "views": 4616,
      "clicks": 274,
      "conversions": 34,
      "revenue": 9156.29,
      "bounceRate": 0.56
    },
    {
      "date": "2025-01-03",
      "views": 4460,
      "clicks": 143,
      "conversions": 8,
      "revenue": 1317.98,
      "bounceRate": 0.59
    },
    {
      "date": "2025-01-04",
      "views": 4740,
      "clicks": 125,
      "conversions": 13,
      "revenue": 2934.77,
      "bounceRate": 0.37
    },
    {
      "date": "2025-01-05",
      "views": 6428,
      "clicks": 369,
      "conversions": 19,
      "revenue": 1317.24,
      "bounceRate": 0.3
    }
  ]
}

TOON (9,115 tokens):

metrics[5]{date,views,clicks,conversions,revenue,bounceRate}:
  2025-01-01,6138,174,12,2712.49,0.35
  2025-01-02,4616,274,34,9156.29,0.56
  2025-01-03,4460,143,8,1317.98,0.59
  2025-01-04,4740,125,13,2934.77,0.37
  2025-01-05,6428,369,19,1317.24,0.3

Top 100 GitHub repositories

Savings: 6,400 tokens (42.3% reduction vs JSON)

JSON (15,144 tokens):

{
  "repositories": [
    {
      "id": 28457823,
      "name": "freeCodeCamp",
      "repo": "freeCodeCamp/freeCodeCamp",
      "description": "freeCodeCamp.org's open-source codebase and curriculum. Learn math, programming,…",
      "createdAt": "2014-12-24T17:49:19Z",
      "updatedAt": "2025-10-28T11:58:08Z",
      "pushedAt": "2025-10-28T10:17:16Z",
      "stars": 430886,
      "watchers": 8583,
      "forks": 42146,
      "defaultBranch": "main"
    },
    {
      "id": 132750724,
      "name": "build-your-own-x",
      "repo": "codecrafters-io/build-your-own-x",
      "description": "Master programming by recreating your favorite technologies from scratch.",
      "createdAt": "2018-05-09T12:03:18Z",
      "updatedAt": "2025-10-28T12:37:11Z",
      "pushedAt": "2025-10-10T18:45:01Z",
      "stars": 430877,
      "watchers": 6332,
      "forks": 40453,
      "defaultBranch": "master"
    },
    {
      "id": 21737465,
      "name": "awesome",
      "repo": "sindresorhus/awesome",
      "description": "😎 Awesome lists about all kinds of interesting topics",
      "createdAt": "2014-07-11T13:42:37Z",
      "updatedAt": "2025-10-28T12:40:21Z",
      "pushedAt": "2025-10-27T17:57:31Z",
      "stars": 410052,
      "watchers": 8017,
      "forks": 32029,
      "defaultBranch": "main"
    }
  ]
}

TOON (8,744 tokens):

repositories[3]{id,name,repo,description,createdAt,updatedAt,pushedAt,stars,watchers,forks,defaultBranch}:
  28457823,freeCodeCamp,freeCodeCamp/freeCodeCamp,"freeCodeCamp.org's open-source codebase and curriculum. Learn math, programming,…","2014-12-24T17:49:19Z","2025-10-28T11:58:08Z","2025-10-28T10:17:16Z",430886,8583,42146,main
  132750724,build-your-own-x,codecrafters-io/build-your-own-x,Master programming by recreating your favorite technologies from scratch.,"2018-05-09T12:03:18Z","2025-10-28T12:37:11Z","2025-10-10T18:45:01Z",430877,6332,40453,master
  21737465,awesome,sindresorhus/awesome,😎 Awesome lists about all kinds of interesting topics,"2014-07-11T13:42:37Z","2025-10-28T12:40:21Z","2025-10-27T17:57:31Z",410052,8017,32029,main