{
  "title": "X (Twitter) App Reviews Before and After the Musk Acquisition",
  "snapshotDate": "2026-07-16",
  "acquisitionDate": "2022-10-27",
  "rebrandDate": "2023-07-23",
  "source": "Crawlora",
  "homepage": "https://crawlora.net",
  "repository": "https://github.com/Crawlora-org/x-app-reviews-data",
  "license": "CC-BY-4.0",
  "companionStudy": "https://crawlora.net/blog/x-app-reviews-before-after-musk",
  "corpus": {
    "appStore": 49723,
    "googlePlay": 42365,
    "combined": 92088,
    "appStoreCountries": 78
  },
  "englishSubset": {
    "n": 10861,
    "beforeN": 2735,
    "afterN": 8126,
    "themes": {
      "elon_musk": {
        "before_pct": 0.8,
        "after_pct": 16.4,
        "before_n": 23,
        "after_n": 1333
      },
      "free_speech_praise": {
        "before_pct": 3.2,
        "after_pct": 7.4,
        "before_n": 87,
        "after_n": 605
      },
      "censorship_bias_complaint": {
        "before_pct": 7.7,
        "after_pct": 6.6,
        "before_n": 211,
        "after_n": 537
      },
      "premium_pricing": {
        "before_pct": 3.2,
        "after_pct": 9.2,
        "before_n": 87,
        "after_n": 744
      },
      "bots_spam": {
        "before_pct": 2.3,
        "after_pct": 6.4,
        "before_n": 64,
        "after_n": 522
      },
      "trolls_hate": {
        "before_pct": 6.7,
        "after_pct": 8.0,
        "before_n": 183,
        "after_n": 654
      },
      "ads": {
        "before_pct": 2.3,
        "after_pct": 3.1,
        "before_n": 64,
        "after_n": 249
      },
      "bugs_reliability": {
        "before_pct": 10.5,
        "after_pct": 8.7,
        "before_n": 288,
        "after_n": 705
      },
      "account_ban": {
        "before_pct": 9.2,
        "after_pct": 8.2,
        "before_n": 251,
        "after_n": 670
      },
      "algorithm_feed": {
        "before_pct": 9.9,
        "after_pct": 8.3,
        "before_n": 270,
        "after_n": 673
      },
      "porn_explicit": {
        "before_pct": 1.0,
        "after_pct": 2.0,
        "before_n": 27,
        "after_n": 161
      },
      "crypto_payments": {
        "before_pct": 0.2,
        "after_pct": 1.0,
        "before_n": 5,
        "after_n": 81
      },
      "grok_ai": {
        "before_pct": 0.1,
        "after_pct": 4.6,
        "before_n": 4,
        "after_n": 371
      },
      "quality_praise": {
        "before_pct": 12.0,
        "after_pct": 7.1,
        "before_n": 328,
        "after_n": 576
      }
    }
  },
  "starByYearEnglish": {
    "2011": 3.0,
    "2012": 3.25,
    "2013": 4.15,
    "2014": 4.67,
    "2015": 4.25,
    "2016": 3.67,
    "2017": 3.86,
    "2018": 3.31,
    "2019": 3.91,
    "2020": 3.92,
    "2021": 3.74,
    "2022": 3.86,
    "2023": 3.01,
    "2024": 3.25,
    "2025": 2.96,
    "2026": 2.91
  },
  "starByYearEnglishN": {
    "2011": 1,
    "2012": 8,
    "2013": 34,
    "2014": 15,
    "2015": 8,
    "2016": 3,
    "2017": 69,
    "2018": 225,
    "2019": 442,
    "2020": 723,
    "2021": 658,
    "2022": 792,
    "2023": 1290,
    "2024": 1268,
    "2025": 1347,
    "2026": 3978
  },
  "starByYearAll": {
    "2009": 4.82,
    "2010": 4.34,
    "2011": 3.12,
    "2012": 3.32,
    "2013": 4.3,
    "2014": 4.27,
    "2015": 3.85,
    "2016": 4.13,
    "2017": 3.84,
    "2018": 3.4,
    "2019": 3.99,
    "2020": 3.67,
    "2021": 3.29,
    "2022": 3.56,
    "2023": 2.66,
    "2024": 2.99,
    "2025": 2.84,
    "2026": 2.84
  },
  "ratingSnapshots": [
    {
      "date": "2022-10-28",
      "score": 4.6,
      "ratings": 6600000,
      "developer": "Twitter, Inc.",
      "note": "deal closed"
    },
    {
      "date": "2024-05-30",
      "score": 4.6,
      "ratings": 8600000,
      "developer": "X Corp.",
      "note": "rebranded to X"
    },
    {
      "date": "2026-07-16",
      "score": 4.6,
      "ratings": 11000000,
      "developer": "X Corp.",
      "note": "today / xAI era"
    }
  ]
}