{
 "schema_version": 2,
 "issue": 254,
 "previous_issue": 253,
 "generated_at": "2026-08-28T05:20:48Z",
 "methodology_version": "v7",
 "methodology_changed": true,
 "methodology_changes": [
  {
   "finding_id": "i254-methodology-v4-v7",
   "from_version": "v4",
   "to_version": "v7",
   "reference": "/data/METHODOLOGY.md (dated version note in section 9)"
  }
 ],
 "prices": [
  {
   "finding_id": "i254-price-lium-direct-b200-179gb-on-demand-multi",
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   "segment": "ON_DEMAND_MULTI",
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   "delta_percent": -0.49,
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   "current_n": 2
  },
  {
   "finding_id": "i254-price-lium-direct-b200-179gb-on-demand-single",
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   "source_scope": "lium-direct",
   "previous_p50": 5.7,
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   "current_n": 4
  },
  {
   "finding_id": "i254-price-lium-direct-h100-80gb-hbm3-80gb-on-demand-multi",
   "gpu_label": "H100 80GB HBM3 80GB",
   "segment": "ON_DEMAND_MULTI",
   "source_scope": "lium-direct",
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  },
  {
   "finding_id": "i254-price-lium-direct-h200-140gb-on-demand-single",
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   "segment": "ON_DEMAND_SINGLE",
   "source_scope": "lium-direct",
   "previous_p50": 3.65,
   "current_p50": 4.22,
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   "previous_n": 3,
   "current_n": 4
  },
  {
   "finding_id": "i254-price-lium-direct-rtx-3090-24gb-on-demand-single",
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   "source_scope": "lium-direct",
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   "current_p50": 0.25,
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   "delta_percent": 13.64,
   "previous_n": 5,
   "current_n": 3
  },
  {
   "finding_id": "i254-price-lium-direct-rtx-4090-24gb-on-demand-single",
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   "previous_p50": 0.35,
   "current_p50": 0.58,
   "delta_absolute": 0.23,
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   "previous_n": 19,
   "current_n": 6
  },
  {
   "finding_id": "i254-price-lium-direct-rtx-5090-32gb-on-demand-single",
   "gpu_label": "RTX 5090 32GB",
   "segment": "ON_DEMAND_SINGLE",
   "source_scope": "lium-direct",
   "previous_p50": 0.66,
   "current_p50": 0.67,
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   "delta_percent": 1.52,
   "previous_n": 23,
   "current_n": 10
  },
  {
   "finding_id": "i254-price-lium-direct-rtx-5090-32gb-spot-preemptible",
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   "previous_p50": 0.6,
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   "delta_percent": 10.0,
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   "current_n": 1
  },
  {
   "finding_id": "i254-price-lium-direct-rtx-6000-ada-generation-48gb-on-demand-multi",
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   "source_scope": "lium-direct",
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   "current_p50": 0.91,
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   "current_n": 10
  },
  {
   "finding_id": "i254-price-lium-direct-rtx-6000-ada-generation-48gb-on-demand-single",
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   "segment": "ON_DEMAND_SINGLE",
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   "current_n": 15
  },
  {
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   "gpu_label": "RTX A6000 45GB",
   "segment": "ON_DEMAND_SINGLE",
   "source_scope": "lium-direct",
   "previous_p50": 0.42,
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   "delta_absolute": 0.03,
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   "current_n": 2
  },
  {
   "finding_id": "i254-price-lium-direct-rtx-a6000-48gb-on-demand-single",
   "gpu_label": "RTX A6000 48GB",
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   "delta_percent": -6.67,
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   "current_n": 11
  },
  {
   "finding_id": "i254-price-lium-direct-rtx-pro-6000-blackwell-workstation-edition-96gb-on-demand-multi",
   "gpu_label": "RTX PRO 6000 Blackwell Workstation Edition 96GB",
   "segment": "ON_DEMAND_MULTI",
   "source_scope": "lium-direct",
   "previous_p50": 1.3,
   "current_p50": 1.07,
   "delta_absolute": -0.23,
   "delta_percent": -17.69,
   "previous_n": 1,
   "current_n": 1
  }
 ],
 "census": {
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   "NVIDIA GeForce RTX 3090"
  ],
  "models_absent_since_previous": [],
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  "worker_count_after": 107
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 "goodput": {
  "cells_added": [
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   "chroma1-hd_fp8_scaled|GeForce RTX 5090",
   "dark_beast_krea2_fp8|GeForce RTX 5090",
   "dark_beast_krea2_identity_edit_v1_2|GeForce RTX 5090",
   "dark_beast_z_image_turbo_v9_bf16|GeForce RTX 5090",
   "krea2_identity_edit_sogni_v0_3_alpha|GeForce RTX 5090",
   "krea2_identity_edit_v1_2|GeForce RTX 5090",
   "krea2_turbo_fp8_scaled|GeForce RTX 5090",
   "ltx23-22b-10eros-v1.4-fp8mixed_i2v|GeForce RTX 5090",
   "ltx23-22b-fp8_i2v_dev|GeForce RTX 5090",
   "ltx23-22b-fp8_i2v_distilled|GeForce RTX 5090",
   "ltx23-22b-fp8_t2v_distilled|GeForce RTX 5090",
   "ltx25-22b-int8_i2v_distilled|GeForce RTX 5090",
   "minimax-h3-fl2va-fp8_flf2v_turbo|GeForce RTX 5090",
   "minimax-h3-fl2va-fp8_i2v_turbo|GeForce RTX 5090",
   "minimax-h3-fl2va-fp8_i2v|GeForce RTX 5090",
   "minimax-h3-fl2va-fp8_t2v_turbo|GeForce RTX 5090",
   "minimax-h3-fl2va-fp8_t2v|GeForce RTX 5090",
   "minimax-h3-ref2va-fp8_r2v_turbo|GeForce RTX 5090",
   "minimax-h3-ref2va-fp8_r2v|GeForce RTX 5090",
   "qwen_image_2512_fp8|GeForce RTX 5090",
   "qwen_image_edit_2511_fp8_lightning|GeForce RTX 5090",
   "qwen_image_edit_2511_fp8|GeForce RTX 5090",
   "wan_v2.2-14b-fp8_animate-move_lightx2v|GeForce RTX 5090",
   "wan_v2.2-14b-fp8_animate-replace_lightx2v|GeForce RTX 5090",
   "wan_v2.2-14b-fp8_i2v_lightx2v|GeForce RTX 5090",
   "wan_v2.2-14b-fp8_t2v_lightx2v|GeForce RTX 5090"
  ],
  "cells_removed_or_suppressed": [
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   "chroma1-hd_fp8_scaled|RTX PRO 4500 Blackwell",
   "dark_beast_krea2_fp8|RTX PRO 4500 Blackwell",
   "dark_beast_krea2_identity_edit_v1_2|RTX PRO 4500 Blackwell",
   "dark_beast_z_image_turbo_v9_bf16|RTX PRO 4500 Blackwell",
   "krea2_identity_edit_sogni_v0_3_alpha|RTX PRO 4500 Blackwell",
   "krea2_identity_edit_v1_2|RTX PRO 4500 Blackwell",
   "krea2_turbo_fp8_scaled|RTX PRO 4500 Blackwell",
   "ltx23-22b-10eros-v1.4-fp8mixed_i2v|RTX PRO 4500 Blackwell",
   "ltx23-22b-fp8_i2v_distilled|RTX PRO 4500 Blackwell",
   "ltx23-22b-fp8_t2v_distilled|RTX PRO 4500 Blackwell",
   "ltx25-22b-int8_i2v_distilled|RTX PRO 4500 Blackwell",
   "ltx25-22b-int8_t2v_distilled|RTX PRO 4500 Blackwell",
   "minimax-h3-fl2va-fp8_flf2v_turbo|RTX PRO 4500 Blackwell",
   "minimax-h3-fl2va-fp8_flf2v|RTX PRO 4500 Blackwell",
   "minimax-h3-fl2va-fp8_i2v_turbo|RTX PRO 4500 Blackwell",
   "minimax-h3-fl2va-fp8_i2v|RTX PRO 4500 Blackwell",
   "minimax-h3-fl2va-fp8_t2v_turbo|RTX PRO 4500 Blackwell",
   "minimax-h3-fl2va-fp8_t2v|RTX PRO 4500 Blackwell",
   "minimax-h3-ref2va-fp8_r2v_turbo|RTX PRO 4500 Blackwell",
   "minimax-h3-ref2va-fp8_r2v|RTX PRO 4500 Blackwell",
   "one_obsession_v22_fp16|RTX PRO 4500 Blackwell",
   "qwen_image_2512_fp8|RTX PRO 4500 Blackwell",
   "qwen_image_edit_2511_fp8_lightning|RTX PRO 4500 Blackwell",
   "qwen_image_edit_2511_fp8|RTX PRO 4500 Blackwell",
   "wan_v2.2-14b-fp8_animate-replace_lightx2v|RTX PRO 4500 Blackwell",
   "wan_v2.2-14b-fp8_i2v_lightx2v|RTX PRO 4500 Blackwell",
   "wan_v2.2-14b-fp8_t2v_lightx2v|RTX PRO 4500 Blackwell",
   "z_image_bf16|RTX PRO 4500 Blackwell"
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  "suppressed_under_replicated_after": 276
 },
 "coverage": {
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  ],
  "sources_removed": [],
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  ],
  "files_removed": [],
  "rights_status_changes": [
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    "source_id": "acecloud-api",
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     "operator_go": false
    },
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     "operator_go": false
    }
   },
   {
    "finding_id": "i254-rights-afhubbard-gpu-prices",
    "source_id": "afhubbard-gpu-prices",
    "before": {
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     "operator_go": false
    },
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     "operator_go": false
    }
   },
   {
    "finding_id": "i254-rights-akash-providers",
    "source_id": "akash-providers",
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     "operator_go": false
    },
    "after": {
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     "operator_go": false
    }
   },
   {
    "finding_id": "i254-rights-azure-retail-prices-direct",
    "source_id": "azure-retail-prices-direct",
    "before": null,
    "after": {
     "publication_status": "RESEARCH_CANDIDATE",
     "operator_go": false
    }
   },
   {
    "finding_id": "i254-rights-cerebrium",
    "source_id": "cerebrium",
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    "after": {
     "publication_status": "PROHIBITED",
     "operator_go": false
    }
   },
   {
    "finding_id": "i254-rights-cloudzy",
    "source_id": "cloudzy",
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    "after": {
     "publication_status": "SHORTLIST_HUMAN_READ_REQUIRED",
     "operator_go": false
    }
   },
   {
    "finding_id": "i254-rights-coreweave",
    "source_id": "coreweave",
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    "after": {
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     "operator_go": false
    }
   },
   {
    "finding_id": "i254-rights-crusoe",
    "source_id": "crusoe",
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    "after": {
     "publication_status": "GOVERNING_TERMS_NOT_LOCATED",
     "operator_go": false
    }
   },
   {
    "finding_id": "i254-rights-exoscale-tariff",
    "source_id": "exoscale-tariff",
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    "after": {
     "publication_status": "LEGALLY_CLEARED_TECHNICALLY_UNREACHABLE",
     "operator_go": false
    }
   },
   {
    "finding_id": "i254-rights-fluidstack",
    "source_id": "fluidstack",
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    "after": {
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     "operator_go": false
    }
   },
   {
    "finding_id": "i254-rights-hetzner-gex-tariff",
    "source_id": "hetzner-gex-tariff",
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    "after": {
     "publication_status": "ALLOWED",
     "operator_go": true
    }
   },
   {
    "finding_id": "i254-rights-hyperstack",
    "source_id": "hyperstack",
    "before": null,
    "after": {
     "publication_status": "NOT_ADMITTED_INSUFFICIENT_EVIDENCE",
     "operator_go": false
    }
   },
   {
    "finding_id": "i254-rights-koyeb-static-tariff",
    "source_id": "koyeb-static-tariff",
    "before": null,
    "after": {
     "publication_status": "ALLOWED",
     "operator_go": true
    }
   },
   {
    "finding_id": "i254-rights-latitude-sh",
    "source_id": "latitude-sh",
    "before": null,
    "after": {
     "publication_status": "PROHIBITED",
     "operator_go": false
    }
   },
   {
    "finding_id": "i254-rights-leafcloud-tariff",
    "source_id": "leafcloud-tariff",
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    "after": {
     "publication_status": "ALLOWED",
     "operator_go": true
    }
   },
   {
    "finding_id": "i254-rights-massedcompute",
    "source_id": "massedcompute",
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    "after": {
     "publication_status": "PROHIBITED",
     "operator_go": false
    }
   },
   {
    "finding_id": "i254-rights-massedcompute-pricing",
    "source_id": "massedcompute-pricing",
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    "after": {
     "publication_status": "PROHIBITED",
     "operator_go": false
    }
   },
   {
    "finding_id": "i254-rights-modal",
    "source_id": "modal",
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     "publication_status": "PROHIBITED",
     "operator_go": false
    }
   },
   {
    "finding_id": "i254-rights-nebius-static-tariff",
    "source_id": "nebius-static-tariff",
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    "after": {
     "publication_status": "ALLOWED",
     "operator_go": true
    }
   },
   {
    "finding_id": "i254-rights-nosana-api",
    "source_id": "nosana-api",
    "before": null,
    "after": {
     "publication_status": "PROHIBITED",
     "operator_go": false
    }
   },
   {
    "finding_id": "i254-rights-oblivus-pricing",
    "source_id": "oblivus-pricing",
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    "after": {
     "publication_status": "PROHIBITED",
     "operator_go": false
    }
   },
   {
    "finding_id": "i254-rights-paperspace",
    "source_id": "paperspace",
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    "after": {
     "publication_status": "PROHIBITED",
     "operator_go": false
    }
   },
   {
    "finding_id": "i254-rights-quickpod-api",
    "source_id": "quickpod-api",
    "before": null,
    "after": {
     "publication_status": "GOVERNING_TERMS_NOT_LOCATED",
     "operator_go": false
    }
   },
   {
    "finding_id": "i254-rights-salad-api",
    "source_id": "salad-api",
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     "publication_status": "UNKNOWN",
     "operator_go": false
    },
    "after": {
     "publication_status": "SHORTLIST_HUMAN_READ_REQUIRED",
     "operator_go": false
    }
   },
   {
    "finding_id": "i254-rights-tensordock-v2",
    "source_id": "tensordock-v2",
    "before": {
     "publication_status": "UNKNOWN",
     "operator_go": false
    },
    "after": {
     "publication_status": "PROHIBITED",
     "operator_go": false
    }
   },
   {
    "finding_id": "i254-rights-thundercompute",
    "source_id": "thundercompute",
    "before": null,
    "after": {
     "publication_status": "SHORTLIST_HUMAN_READ_REQUIRED",
     "operator_go": false
    }
   },
   {
    "finding_id": "i254-rights-together",
    "source_id": "together",
    "before": null,
    "after": {
     "publication_status": "PROHIBITED",
     "operator_go": false
    }
   }
  ],
  "finding_ids": [
   "i254-source-added-hetzner-gex-tariff",
   "i254-source-added-koyeb-static-tariff",
   "i254-source-added-leafcloud-tariff",
   "i254-source-added-nebius-static-tariff"
  ]
 },
 "corrections": [
  "C-2026-08-26-002"
 ],
 "_state": {
  "prices": {},
  "census": {
   "models": [
    "NVIDIA GB10",
    "NVIDIA GeForce RTX 3080",
    "NVIDIA GeForce RTX 3090",
    "NVIDIA GeForce RTX 4080",
    "NVIDIA GeForce RTX 4090",
    "NVIDIA GeForce RTX 5070 Ti",
    "NVIDIA GeForce RTX 5090",
    "NVIDIA RTX PRO 4500 Blackwell",
    "NVIDIA RTX PRO 5000 Blackwell",
    "NVIDIA RTX PRO 6000 Blackwell Server Edition",
    "NVIDIA RTX PRO 6000 Blackwell Workstation Edition"
   ],
   "workers": 107,
   "day": "2026-08-27"
  },
  "goodput_cells": [
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   "chroma1-hd_fp8_scaled|GeForce RTX 5090",
   "dark_beast_krea2_fp8|GeForce RTX 5090",
   "dark_beast_krea2_identity_edit_v1_2|GeForce RTX 5090",
   "dark_beast_z_image_turbo_v9_bf16|GeForce RTX 5090",
   "krea2_identity_edit_sogni_v0_3_alpha|GeForce RTX 5090",
   "krea2_identity_edit_v1_2|GeForce RTX 5090",
   "krea2_turbo_fp8_scaled|GeForce RTX 5090",
   "ltx23-22b-10eros-v1.4-fp8mixed_i2v|GeForce RTX 5090",
   "ltx23-22b-fp8_i2v_dev|GeForce RTX 5090",
   "ltx23-22b-fp8_i2v_distilled|GeForce RTX 5090",
   "ltx23-22b-fp8_t2v_distilled|GeForce RTX 5090",
   "ltx25-22b-int8_i2v_distilled|GeForce RTX 5090",
   "minimax-h3-fl2va-fp8_flf2v_turbo|GeForce RTX 5090",
   "minimax-h3-fl2va-fp8_i2v_turbo|GeForce RTX 5090",
   "minimax-h3-fl2va-fp8_i2v|GeForce RTX 5090",
   "minimax-h3-fl2va-fp8_t2v_turbo|GeForce RTX 5090",
   "minimax-h3-fl2va-fp8_t2v|GeForce RTX 5090",
   "minimax-h3-ref2va-fp8_r2v_turbo|GeForce RTX 5090",
   "minimax-h3-ref2va-fp8_r2v|GeForce RTX 5090",
   "qwen_image_2512_fp8|GeForce RTX 5090",
   "qwen_image_edit_2511_fp8_lightning|GeForce RTX 5090",
   "qwen_image_edit_2511_fp8|GeForce RTX 5090",
   "wan_v2.2-14b-fp8_animate-move_lightx2v|GeForce RTX 5090",
   "wan_v2.2-14b-fp8_animate-replace_lightx2v|GeForce RTX 5090",
   "wan_v2.2-14b-fp8_i2v_lightx2v|GeForce RTX 5090",
   "wan_v2.2-14b-fp8_t2v_lightx2v|GeForce RTX 5090"
  ],
  "goodput_suppressed": 276,
  "sources": [
   "CITATION.cff",
   "CONTRIBUTING-DATA.md",
   "LICENSE-AND-CITATION.txt",
   "METHODOLOGY.md",
   "class-aliases.csv",
   "class-aliases.json",
   "corrections.json",
   "direct-tariffs.csv",
   "disputes.json",
   "fleet-completion-yield.csv",
   "fleet-completion-yield.json",
   "gpu-census.csv",
   "gpu-census.json",
   "gpu-goodput-ratios.csv",
   "gpu-goodput-ratios.json",
   "gpu-price-context.csv",
   "gpu-throughput-ratios.csv",
   "gpu-throughput-ratios.json",
   "gpu-value-board.csv",
   "lium-price-context.csv"
  ],
  "lium": {
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    "p50": 0.16,
    "n": 7,
    "day": "2026-08-28"
   },
   "RTX A6000|48GB|ON_DEMAND_SINGLE": {
    "p50": 0.42,
    "n": 11,
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}