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    "person-0480-angry",
    "person-0480-annoyed",
    "person-0480-disgust",
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    "person-0480-joyful",
    "person-0480-neutral",
    "person-0480-pain",
    "person-0480-playful",
    "person-0480-sad",
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    "person-0482-angry",
    "person-0482-annoyed",
    "person-0482-disgust",
    "person-0482-grateful",
    "person-0482-joyful",
    "person-0482-neutral",
    "person-0482-pain",
    "person-0482-playful",
    "person-0482-sad",
    "person-0488-afraid",
    "person-0488-angry",
    "person-0488-annoyed",
    "person-0488-disgust",
    "person-0488-grateful",
    "person-0488-joyful",
    "person-0488-neutral",
    "person-0488-pain",
    "person-0488-playful",
    "person-0488-sad",
    "person-0492-afraid",
    "person-0492-angry",
    "person-0492-annoyed",
    "person-0492-disgust",
    "person-0492-grateful",
    "person-0492-joyful",
    "person-0492-neutral",
    "person-0492-pain",
    "person-0492-playful",
    "person-0492-sad",
    "person-0496-afraid",
    "person-0496-angry",
    "person-0496-annoyed",
    "person-0496-disgust",
    "person-0496-grateful",
    "person-0496-joyful",
    "person-0496-neutral",
    "person-0496-pain",
    "person-0496-playful",
    "person-0496-sad"
  ],
  "findings": [
    "Focused reference edit prompts produce clear natural neutral/joyful/angry differences for baby,schoolgirl and17-year-old girl while maintaining closely matched identity,hair,outfit and pose. Baby sadness was inspected separately when present.",
    "All ten expressions visually inspected for production baby person0001 and preschool girl person0068. Identity,hair,outfit,pose and greenscreen remain closely matched. Joyful,grateful,playful,angry and annoyance are clearly differentiated; several mild negative emotions can overlap. No extreme caricatures or visible injuries.",
    "The complete older-schoolboy series person0133 also retains near-identical clothes and pose with restrained face proportions and ten mild requested expressions.",
    "All30 final focused-edit pilot images visually inspected across baby,schoolchild and older teen. Reference identity and outfit remain closely matched; joyful,grateful,playful,anger,annoyance and discomfort visible. Mild fear/sadness/disgust overlap. Production infant person0024 and schoolboy person0089 also inspected in all ten expressions.",
    "All ten variants also reviewed for preschool boy person0045 and schoolgirl person0112; identity,outfit and pose consistent with subtle natural expression changes.",
    "All ten expressions visually reviewed for older schoolgirl0158,younger teen0181/0206,older teen0229/0254,young adult0277,middle adult0325/0348,old senior0457. Stable hair,pose and clothing; mild expressions can overlap. Requested near-adult proportions are visible for older teens.",
    "Rejected the first person0436 series because the joyful edit visibly lightened facial skin. Removed all ten samples, then regenerated the complete group with explicit original skin tone and exposure/lighting. The new first five variants were inspected and showed improved consistency; remaining expressions pending review.",
    "Complete ten-expression groups reviewed for young adult0302,older adult0369/0392,younger senior0413,older senior0480 and independent outfit allocations0046/0067/0134/0205/0230/0347. Clothes,pose and hair remain closely matched; formal,school,outdoors,crafts and dress variants present. Slight lighting differences can remain in earlier reference prompts.",
    "All ten regenerated person0436 expressions were subsequently inspected. Facial skin now stays closely matched to the neutral reference, including joyful. The replacement group is accepted; the earlier rejected group remains excluded from the dataset.",
    "All ten variants reviewed for skin-preservation wording in schoolchildren0114/0160 and younger teen0208: facial tone remains closely matched across expressions. Also reviewed formal schoolchild0157,rock-inspired older adult0391,deep-brown senior0414,and older seniors0458/0479. Outfits and pose stay consistent; occasional slight lightening is possible in the older reference-prompt version.",
    "At the 1000-image milestone, all ten expressions visually inspected for twelve additional identities0003/0025/0091/0136/0256/0232/0372/0482/0349/0280/0438/0460. Baby sportswear,creative overalls,formal skirt,rock-inspired denim,crafts and senior workwear render fully clothed; identities and outfits remain closely matched. Skin-preservation wording also holds in reviewed darker-skinned adults and seniors. Minor facial-detail and lighting variation remain possible.",
    "Person0301 simple everyday clothing reviewed in all ten emotions. Visual review now covers all twenty planned outfit-style labels,all22 age/gender cells,and all8 intended heritage labels; these are coverage of prompted labels rather than ethnicity inference from images.",
    "At the2000-image milestone,reviewed another22 complete person groups,one newly finished group per age/gender cell. Hair,outfit,pose and framing remain closely matched; joyful/grateful/playful/anger and mild negative expressions remain natural. No new series-level defect requiring regeneration was observed.",
    "At the3000-image milestone,inspected22 newly completed ten-expression groups across all22 age/gender cells. Consistent clothes,hair,pose and greenscreen framing; facial changes remain mild and natural. No additional group-level defect requiring regeneration was found.",
    "At the4000-image milestone,visually inspected22 newly completed ten-expression groups,one per age/gender cell. Identity,hair,outfit,pose and framing remain closely matched; joyful/grateful/playful and mild negative expressions remain natural. Skin tone remains closely matched in reviewed darker-skinned adults and seniors. Painted ages can overlap,especially younger teens and young adults; no new group-level defect requiring regeneration was observed.",
    "Safety-score regeneration replaced 1 of ten person-0049 images; prior visual review of changed pixels was invalidated. Renewed series style review is pending.",
    "Safety-score regeneration replaced 10 of ten person-0001 images; prior visual review of changed pixels was invalidated. Renewed series style review is pending.",
    "Safety-score regeneration replaced 1 of ten person-0074 images; prior visual review of changed pixels was invalidated. Renewed series style review is pending.",
    "Safety-score regeneration replaced 10 of ten person-0004 images; prior visual review of changed pixels was invalidated. Renewed series style review is pending.",
    "Safety-score regeneration replaced 1 of ten person-0089 images; prior visual review of changed pixels was invalidated. Renewed series style review is pending.",
    "Safety-score regeneration replaced 4 of ten person-0033 images; prior visual review of changed pixels was invalidated. Renewed series style review is pending.",
    "Safety-score regeneration replaced 1 of ten person-0151 images; prior visual review of changed pixels was invalidated. Renewed series style review is pending.",
    "Safety-score regeneration replaced 1 of ten person-0217 images; prior visual review of changed pixels was invalidated. Renewed series style review is pending.",
    "Safety-score regeneration replaced 2 of ten person-0163 images; prior visual review of changed pixels was invalidated. Renewed series style review is pending.",
    "Safety-score regeneration replaced 1 of ten person-0272 images; prior visual review of changed pixels was invalidated. Renewed series style review is pending.",
    "Safety-score regeneration replaced 2 of ten person-0121 images; prior visual review of changed pixels was invalidated. Renewed series style review is pending.",
    "Safety-score regeneration replaced 10 of ten person-0008 images; prior visual review of changed pixels was invalidated. Renewed series style review is pending.",
    "Safety-score regeneration replaced 2 of ten person-0196 images; prior visual review of changed pixels was invalidated. Renewed series style review is pending.",
    "Renewed safety-repair review: all ten images of each of nine completed groups (0001,0004,0033,0049,0074,0089,0151,0163,0217) inspected with enlarged faces. Fully covering SFW clothing and greenscreens remain usable; identity/outfit consistency is good in these groups. Warm painted style retained. One retained preschool joyful image uses very small stylized eyes; some mild expressions overlap, as expected for reference edits.",
    "Safety-score regeneration replaced 10 of ten person-0010 images; prior visual review of changed pixels was invalidated. Renewed series style review is pending.",
    "Safety-score regeneration replaced 10 of ten person-0014 images; prior visual review of changed pixels was invalidated. Renewed series style review is pending.",
    "Safety-score regeneration replaced 10 of ten person-0013 images; prior visual review of changed pixels was invalidated. Renewed series style review is pending.",
    "Safety-score regeneration replaced 10 of ten person-0003 images; prior visual review of changed pixels was invalidated. Renewed series style review is pending.",
    "Safety-score regeneration replaced 10 of ten person-0016 images; prior visual review of changed pixels was invalidated. Renewed series style review is pending.",
    "Safety-score regeneration replaced 10 of ten person-0020 images; prior visual review of changed pixels was invalidated. Renewed series style review is pending.",
    "Renewed review: all ten current images of person-0121, person-0196 and person-0272 were viewed at full-body and enlarged-face scale. Covering outfits, consistent identities, clean green backgrounds and warm painted style are retained; mild negative expressions sometimes overlap.",
    "Safety-score regeneration replaced 10 of ten person-0012 images; prior visual review of changed pixels was invalidated. Renewed series style review is pending.",
    "Renewed full ten-expression review of person-0012: cobalt covering sweatsuit, seated infant posture, consistent ginger-haired identity and warm painted style. Closed-mouth joyful smile is natural; mild negative emotions can overlap. All ten exact PNGs passed both detectors/views.",
    "Safety-score regeneration replaced 10 of ten person-0019 images; prior visual review of changed pixels was invalidated. Renewed series style review is pending.",
    "Safety-score regeneration replaced 10 of ten person-0009 images; prior visual review of changed pixels was invalidated. Renewed series style review is pending.",
    "Safety-score regeneration replaced 10 of ten person-0018 images; prior visual review of changed pixels was invalidated. Renewed series style review is pending.",
    "Safety-score regeneration replaced 10 of ten person-0023 images; prior visual review of changed pixels was invalidated. Renewed series style review is pending.",
    "Safety-score regeneration replaced 10 of ten person-0026 images; prior visual review of changed pixels was invalidated. Renewed series style review is pending.",
    "Safety-score regeneration replaced 8 of ten person-0025 images; prior visual review of changed pixels was invalidated. Renewed series style review is pending.",
    "Safety-score regeneration replaced 10 of ten person-0002 images; prior visual review of changed pixels was invalidated. Renewed series style review is pending.",
    "Renewed full ten-expression review of person-0002: closed blue cardigan and full-length trousers, covered seated posture, consistent dark-skinned baby identity, clean green background and retained warm painted style. Subtle natural expressions remain recognizable, with some overlapping negative expressions. All ten actual PNGs passed both classifiers/views.",
    "Safety-score regeneration replaced 10 of ten person-0029 images; prior visual review of changed pixels was invalidated. Renewed series style review is pending.",
    "Renewed ten-expression reviews of person-0018 and person-0019: coherent fully covering blue and mauve outfits, consistent infant identity/hair/skin, clean green background and warm painted style. Natural mild expressions with occasional overlap among negative moods. All20 exact PNGs passed both models and views.",
    "Safety-score regeneration replaced 1 of ten person-0179 images; prior visual review of changed pixels was invalidated. Renewed series style review is pending.",
    "Safety-score regeneration replaced 1 of ten person-0123 images; prior visual review of changed pixels was invalidated. Renewed series style review is pending.",
    "Safety-score regeneration replaced 5 of ten person-0136 images; prior visual review of changed pixels was invalidated. Renewed series style review is pending.",
    "Safety-score regeneration replaced 10 of ten person-0030 images; prior visual review of changed pixels was invalidated. Renewed series style review is pending.",
    "Safety-score regeneration replaced 10 of ten person-0232 images; prior visual review of changed pixels was invalidated. Renewed series style review is pending.",
    "Safety-score regeneration replaced 10 of ten person-0230 images; prior visual review of changed pixels was invalidated. Renewed series style review is pending.",
    "Safety-score regeneration replaced 10 of ten person-0259 images; prior visual review of changed pixels was invalidated. Renewed series style review is pending.",
    "Reviewed all ten current images for each of the seven additional risk-filter profiles0030/0123/0136/0179/0230/0232/0259. Fully covering opaque clothes, coherent identity and outfit, warm painted Ghibli style and natural mild expressions are retained. Negative emotions can overlap. Person0259 pain has a closer full-body framing than its neutral; this is a minor framing variation, not an identity or clothing change. Review is of70 actual current PNG hashes, including retained expressions, rather than every image in the dataset."
  ],
  "status": "ongoing stratified visual review; accepted production",
  "limitations": [
    "Reference conditioning can slightly alter facial details and clothing folds",
    "Visual assessment of rendered age and identity is subjective; demographic labels are intended prompt attributes",
    "Mild fear,sadness and disgust can be visually close; labels record the requested expression,not a ground-truth expression classifier",
    "Reference edits can alter skin tone or lighting; explicit preservation wording reduces observed changes but does not guarantee identical pixels.",
    "Painted stylization can make adjacent age groups look similar,especially teens and young adults; age_years is the prompted age rather than a visual ground-truth estimate."
  ],
  "utc": "2026-10-06T23:53:58.775076+00:00",
  "coverage": {
    "age_and_gender": {
      "younger_schoolchild/male": 5,
      "middle_adult/female": 6,
      "younger_teen/male": 5,
      "young_adult/male": 5,
      "older_adult/female": 5,
      "baby/female": 7,
      "baby/male": 6,
      "older_teen/male": 6,
      "younger_schoolchild/female": 7,
      "older_schoolchild/male": 7,
      "young_adult/female": 5,
      "younger_teen/female": 7,
      "older_teen/female": 8,
      "middle_adult/male": 4,
      "older_senior/female": 6,
      "older_schoolchild/female": 8,
      "older_adult/male": 5,
      "older_senior/male": 6,
      "preschool/female": 6,
      "preschool/male": 6,
      "younger_senior/female": 5,
      "younger_senior/male": 5
    },
    "intended_ethnicity": {
      "indian": 11,
      "white_caucasian": 63,
      "southeast_asian": 9,
      "african_american": 10,
      "indigenous_american": 8,
      "latino": 9,
      "arab": 12,
      "japanese": 8
    },
    "outfit_style": {
      "child_school": 4,
      "everyday_dress": 6,
      "rock_inspired": 11,
      "outdoors": 11,
      "crafts": 5,
      "sporty": 11,
      "baby_sporty": 4,
      "baby_layers": 4,
      "formal": 4,
      "child_sporty": 6,
      "child_creative": 7,
      "child_everyday": 8,
      "simple_everyday": 6,
      "smart_casual": 9,
      "casual_layers": 9,
      "baby_everyday": 5,
      "child_formal": 7,
      "child_outdoors": 7,
      "formal_skirt": 2,
      "workwear": 4
    }
  },
  "people_reviewed": 130,
  "images_reviewed": 1292,
  "safety_invalidated_pixels": {
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    "person-0001": "13e6fb8f4f052fdab8726400d58b999981c434bad99b17fbbcdb7badc9ef7c0c",
    "person-0074": "cae8eccfae75a582824c7e054732629150845225eac95610b148b3e4c199a71e",
    "person-0004": "59c80f77a2cd115aa233277ddb158ea49284be86eb91fb45389325dc3c236f44",
    "person-0089": "20907d5b516c61e8bc6719abca012e9a87850e0beace0f93384a9b24ef0d9660",
    "person-0033": "3a37c24d2bbaf8981fd2b88d950e10450cd68efc406adeadde481b30bfce019e",
    "person-0151": "e2d30bef6b7212746e9c063e9abc0f92ed0fb88068d7e67ff4150bb45046efc0",
    "person-0217": "e23058a774e6fc057ae77181d6c33c59b1520f1c0612c5be4d01df1a8955b2aa",
    "person-0163": "2c1b48ec1ae86973ebccd3a0f9a635b4b88b045a971059bd5e5703c108abbb0e",
    "person-0272": "0c4c47935d9c47a73faf91ff42e390ec4ca80766fd44ad25e39a105e0bf14669",
    "person-0121": "1a8ed8a6189537c6ebf3b1af80cf320a2aa936126ee7b365d781825d47b672c6",
    "person-0008": "76ec840f25e9fe353b85bb3f95ca7b6968725227af862989eb46cb950b38fbb2",
    "person-0196": "a049654029fb880b8363a34d0d3581845931fcc74066a1c021a88cb1fa760d83",
    "person-0010": "1334bfb6103e3aa7c86370996dfa803879f3555b59b9ffda984e372fda6e61fa",
    "person-0014": "ddf4e8585a57e5d3180c643ee9688f42bda91292975997249f7b62519fbc0bfc",
    "person-0013": "ba29c27e6d28cad89d27fada0aebe258dfbe388aac69808409812e72747e00ac",
    "person-0003": "91acb9fcd6c8210570a7c951d89f3c8ca7cde774d9cda2b973cde278749b7d43",
    "person-0016": "a117e8f576a8759959348d068444d6313aeb40121d8939f9bde75c2dcc24bc8c",
    "person-0020": "cea72100c8c85146484f0136c7fa8d43cf8e9a880206a61505ac42a16405c0c6",
    "person-0012": "def1f39a3d35dc6715eecbd67304c4ee6b7dd3fab4fbac629ee401103ec06e87",
    "person-0019": "d0208b0da08f17d4b24abfc407114753640676ba58876a3a5512da11f79332ba",
    "person-0009": "826c0f31037322d12c51ae1b2b5ba7318b1301ccc6bf7f5f1e07300aa87fbf46",
    "person-0018": "ff02f183cdec4083ec53a54f0f07da6ed8a62c4d52b9db2b5bd7f374c0a943bb",
    "person-0023": "679d71af0c48b5e055697250295f3d090628cc3b21614e2c23713c358bf24a64",
    "person-0026": "effc983ef895824825c9f93a51b4bb98f739c2e0592df35d54e2ac3fe6ffa231",
    "person-0025": "1c5f236820af605c06fde6acceed9c6786d9717459537f90b4978e14b2f5e2d3",
    "person-0002": "527ca11c1964d7b032e16e96ab980595ba48059499ef87738fd956a7d0aa5304",
    "person-0029": "cf9af62baa9b113979da38fdd77543826eef5016c95d6a3df03f9eda3bc65205",
    "person-0179": "a38299bd8cf8127731bce3c53055de3b0196d8f466e2e9c88f14a252bc93893f",
    "person-0123": "3290c6077ebc1c50906ae564488e7b8580181d09512c94265551cbc786af1682",
    "person-0136": "47bf0530b1cac029176525676210115c296ce99e66e22ac6e17ecfe5a0500980",
    "person-0030": "d7c9939576e6ef50cde716a1751c2329c33fa81ed34b0de4a36faa9bd1715efc",
    "person-0232": "e76f955e14f5258e1acb8e5b253affb65850baabab2a72407dece5d0578ff270",
    "person-0230": "ca3d7aa923eb646158806d1d7c7f797776be144a779fc17725e2afa432ce8171",
    "person-0259": "8f1a0763b1a914a31e371d3763b4c4a188205ab1fc3e41740ad0c3601e8abe44"
  },
  "reviewed_image_sha256": {
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    "person-0001-joyful": "aac9def1b7b3815161dab2f5611dbd68345cb1c7c59c17e13027b01d697b32db",
    "person-0001-grateful": "e977ff0e2e119b8de351fbcaf5d3077403ee9efefcd1d17826270ada702be44f",
    "person-0001-playful": "7f9b3fa599b84f23ac4e680b3eccafca6a1454183ab67bcf86ee06b47131b6b0",
    "person-0001-angry": "ced38e75f7b8a2b90d1bb10ee3053514088ef92357fd297a2072e1f9b10ee8b6",
    "person-0001-afraid": "bc6e91b6387a2b1a556ff78a5a49acee4afb4ad33dd20ec40dd46b31dda6a3b9",
    "person-0001-sad": "3c0a5585b3794ca58dd9a5675283a51da3866c590daa1565ce3bb505d127c05d",
    "person-0001-annoyed": "5215c237e60cacace1aca79306ec7503edb0abd62d3cb6db42c668aaf13fa9ae",
    "person-0001-pain": "c8ec167aa4526237e91c7b5e809cc2fd19098c8e54d1aa4c3cc6fd177163fa44",
    "person-0001-disgust": "b2b83b091813990ba0b5e93f90269f00b39cd81638e2b7f3f8f9cadef6895024",
    "person-0089-neutral": "06bf5d5bfb2ffe0ce24a28a66802977f650ffed04236c6a2574bae533f985919",
    "person-0089-joyful": "40571035db12a006125d3e73285a8ae7a227cae796ef7af77b050760ab1d108f",
    "person-0089-grateful": "099566135bad304ba997fe2fe4776ca91670f860dd8e8668d747c3e495d08a34",
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    "person-0089-angry": "762c0b9bfcecb3393269a6053aa39f99119dc744f705e1efc573421cce90a025",
    "person-0089-afraid": "eb48e9843c738829c28be8bb2cabe292338606aaf54f24db498afbf1832fe91b",
    "person-0089-sad": "f3914b46ab66898a77bfb95bae35b46f2e22f92578e47e53eb4befc8fc8e21d7",
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    "person-0089-pain": "2757e590ae648fac97392d67028bb86a248d9fdd6c85c235832547edb8f07cad",
    "person-0089-disgust": "23101dfd528830286e5208560e3a2cf15c38942e4b0ab62dad114ecc8660231a",
    "person-0004-neutral": "9e636913ea3da2583d003577a2c2e209fedd55e1fb925061b4563d9e1dd14a41",
    "person-0004-joyful": "8bdee4caeead590cc9b3a00876602868e13a07b431563f409f8954ea56783260",
    "person-0004-grateful": "157324cc16df8b4f91e72ce31ddd144c268638dcd35d08ecab18a32f7b668549",
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    "person-0004-afraid": "b5e543fdbc7ef1d7c490ee569e68611b51d68f4d1e46cfb05b59e93272c24d58",
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    "person-0049-disgust": "192e6c06574650a3c79418ec0b0e43ec2d3a55dc110f636403b167df6ee5cd0b",
    "person-0074-neutral": "0bfe556a34d782f93519fff3bef029c44cda81443965b6877ff85c1fa56922ae",
    "person-0074-joyful": "e0deb158f9e3ecd40061d586dae89f7fc3b805b047b9786f9cad57a6813b210c",
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    "person-0074-pain": "8da51f4a38bab423fb633701fe660a01cdab0a57cff293a30be0060716875e23",
    "person-0074-disgust": "7a0eeeceb6fd20d6195daf7fe9f6ea954ba41be0c42fc2b89d6da0556163e8c8",
    "person-0163-neutral": "9f03caddf8ac3f2948a8fbc0e2ee0750966fb3edc5972a15a05a88cb732164eb",
    "person-0163-joyful": "c5ae78171ea86e07098b85444c2f24f717d56b3845229096a31b96a8bfa4b151",
    "person-0163-grateful": "fa8b8ac24d79057f01e36d25b7b19fae069e692c401ff932676f0fdea556e830",
    "person-0163-playful": "15214961f44ed5ce29836c291228847b6811ffb2994dca1fa3563b8d0ad38a85",
    "person-0163-angry": "c661da565908e90c99a3d8d5f11780a4b20075896bbf84dddb05d3de50d54d46",
    "person-0163-afraid": "b83548481ccc597d52e8df60cec9b4d12f5cb077d2615e50272fbb101cbec6f3",
    "person-0163-sad": "b77a0f6f334375ede7f0ef54b3f15c2d891c0721359370f1297138edf1135fd6",
    "person-0163-annoyed": "d5b3c8cc83a721a602570ef6062c5b86db393dc919dd497deb7f2040dc7a808c",
    "person-0163-pain": "17cd97dee2042c8ceb0aff1084b10471e4dc2a4a03174804a6ef155f08c84b64",
    "person-0163-disgust": "15f14cbba2ea0a29781751a982ba7668c9e582c423c187d1f83b3a2448d1caff",
    "person-0033-neutral": "4e746aa46ed7167de1f13a1347df708b08911d354c1c291496e187415fb2ec83",
    "person-0033-joyful": "d556fece55cd65bc39ccdfe4bbfc617d7352c11ad4fef1f8d31bd0108829ec47",
    "person-0033-grateful": "503b11e09330e4f043194523751eeea4c61be834b7137bc3354a66ce4e351291",
    "person-0033-playful": "31c6d809e8d6170953aaead440afe55d110bf3740c994b6b84c5bea7892f91df",
    "person-0033-angry": "e8b7164befbda34f2a18bc150992dbdeb8d3c9aad853e96865b2a5e738cfda62",
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    "person-0259-annoyed": "97ccef766f588c8e779183e365b1bc620cf03d0d711e63e6560da10ace336e18",
    "person-0259-pain": "4389d9e4322af9be10983179c9cf688c65b0af7565495e587a34816673272d9c",
    "person-0259-disgust": "e9ba846f74893e2cd965f91600617bde24a1170a60a00b67ee455454d8e6dbba"
  },
  "complete_person_groups_reviewed": 129
}