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      "tag": "baddie_aesthetic",
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      "tag": "ethereal_aesthetic",
      "label": "Ethereal Aesthetic",
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    {
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    {
      "tag": "fashion_week",
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    {
      "tag": "creative",
      "label": "Creative",
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    {
      "tag": "cowgirl_aesthetic",
      "label": "Cowgirl Aesthetic",
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    {
      "tag": "old_money",
      "label": "Old Money",
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    {
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      "tag": "gothcore_aesthetic",
      "label": "Gothcore Aesthetic",
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      "tag": "luxurymen",
      "label": "Luxurymen",
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    {
      "tag": "hair_salon",
      "label": "Hair Salon",
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    {
      "tag": "barbiecore_aesthetic",
      "label": "Barbiecore Aesthetic",
      "completed": 117,
      "downloaded": 19,
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      "accounts": 51,
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    {
      "tag": "balletcore_aesthetic",
      "label": "Balletcore Aesthetic",
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  ],
  "workflows": [
    {
      "workflow": "generated",
      "completed": 42983,
      "downloaded": 5069,
      "downloadRate": 0.117930344554824,
      "accounts": 699,
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      "meanAccountDownloadRate": 0.09886185621382416,
      "archived": 23583,
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    },
    {
      "workflow": "edit",
      "completed": 11781,
      "downloaded": 2531,
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      "accounts": 228,
      "topAccountShare": 0.09540786011374247,
      "meanAccountDownloadRate": 0.21426778934157575,
      "archived": 4193,
      "packCount": 0
    },
    {
      "workflow": "Pack remix",
      "completed": 10475,
      "downloaded": 2489,
      "downloadRate": 0.23761336515513126,
      "accounts": 904,
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      "meanAccountDownloadRate": 0.10857370104811641,
      "archived": 3186,
      "packCount": 3100
    },
    {
      "workflow": "extension",
      "completed": 846,
      "downloaded": 92,
      "downloadRate": 0.10874704491725769,
      "accounts": 27,
      "topAccountShare": 0.6583924349881797,
      "meanAccountDownloadRate": 0.22345574210316713,
      "archived": 89,
      "packCount": 0
    },
    {
      "workflow": "video_extend",
      "completed": 418,
      "downloaded": 38,
      "downloadRate": 0.09090909090909091,
      "accounts": 40,
      "topAccountShare": 0.35406698564593303,
      "meanAccountDownloadRate": 0.1855357142857143,
      "archived": 216,
      "packCount": 0
    }
  ],
  "methods": {
    "population": "Completed outputs from confirmed non-admin Remix.Camera accounts, including archived outputs. Created August 5 to September 3 Pacific and completed before September 4; downloads observed at snapshot.",
    "download": "At least one recorded download: positive downloadCount or lastDownloadedAt. Repeated downloads count once. Download is a retention signal, not a visual-quality judgment.",
    "maturity": "Newest three full calendar days excluded. Follow-up length differs by creation day.",
    "accountMean": "Compute each account download fraction within the selected row, then average those fractions with equal account weight.",
    "model": "modelVariantId first, then explicit seedreamV5Quality, then resolvedModelType, then modelType. Stored routes are used; WAN route is not promoted to a different marketed version.",
    "demand": "Observed activity on one platform. Defaults, availability, pricing, routing, visibility and repeat users influence volumes. No exposure-normalized demand or causal model effect is estimated.",
    "content": "Current public pack tags joined by remixedFrom. Tags overlap and can change. Only pack-linked outputs have this classification; no private prompt text was read.",
    "threshold": "Usage rows require at least 100 outputs and 20 accounts. All nine qualifying model totals and their qualifying workflow rows are exported; sparse rows are omitted.",
    "arena": "Main and adult lanes deduplicated by battle ID, read from named aggregate parents. The 3,100 ballot total includes 410 non-image-quality or unmapped ballots. Pair analysis uses only mapped image-quality ballots. Votes are not unique people.",
    "uncertainty": "Arena equal-prompt share weights each prompt equally. The 95% prompt-resampling range uses 2,000 bootstrap samples with seed 20260907. It describes sensitivity to tested prompts, not a model-wide confidence guarantee; repeat voters cannot be controlled from aggregate data.",
    "pairThreshold": "Highlighted Arena rows require at least 100 decisive votes across 10 prompts. No population winner is claimed.",
    "join": "Arena preferences and production usage are separate cohorts. A model name does not connect a vote to a production generation, and taxonomy labels are not shared.",
    "privacy": "Public files contain aggregate data only. No account identifiers, private prompts or customer media.",
    "relationship": "AI Photo and Remix.Camera are operated by the same team.",
    "attribution": "Credit Remix.Camera as the data source. AI Photo provides the analysis and publication. Arena ballots come from the shared Remix.Camera / AI Photo Arena."
  },
  "audit": {
    "readCounts": {
      "cameraPhotos_deleted:number": 34732,
      "cameraPhotos_deleted:timestamp": 0,
      "cameraPhotos:number": 40433,
      "cameraPhotos:timestamp": 1
    },
    "duplicateIds": 0,
    "exclusions": {
      "internalOrAdmin": 1973,
      "unknownOwner": 0,
      "uploaded": 3552,
      "notCompleted": 3104,
      "immatureCompletion": 4
    },
    "packMetadataReads": 3100,
    "sourceHashes": {
      "usage-aggregate.json": "ad7e8939fe092439db6fbb71662462f1c64a1ab3736ca7091f8450637a62307a",
      "arena-snapshot.json": "7f64ffc6e5d3fcbc434b0fb4e63e53b6b31e0f81daa5fa6ddba1a1e827cab15d"
    }
  },
  "dataSource": {
    "name": "Remix.Camera",
    "url": "https://remix.camera",
    "arena": "Shared Remix.Camera / AI Photo Arena"
  },
  "publisher": {
    "name": "AI Photo",
    "url": "https://aiphoto.ai"
  },
  "citation": "Remix.Camera data. What people generate and keep. Analysis and publication by AI Photo. September 7, 2026. https://aiphoto.ai/research/ai-generation-usage"
}