{
  "schema_version": "1.3",
  "name": "hyperdimensional_brain_domain_framework",
  "principle": {
    "index_rows_are_objects": "一行 = 一个对象（某种键/形状的组合），不是一个目录",
    "no_padding": "成员保留原生阶数与形状；不补零到共同宽度",
    "no_shared_unit_axis": "跨成员的 unit 列不是同一个神经元，禁止拼接",
    "labels_are_structure_only": "species/region/domain 只作结构键；实测 Pi_label 能量 0.05%",
    "bin_ms_is_per_row": "bin 宽属于成员自己的属性，不是数据集全局属性"
  },
  "constructions": {
    "counts_native": "整数计数，不重采样（1/8 缩放已乘回）",
    "counts_native_nwb": "NWB 原始格式，未转换",
    "ragged_index_family": "offset+n_elements 索引族，per-row bin_ms",
    "pca_gram_pad64": "逐 session Gram PCA → 64 维，零填充到 64（derived，含 padding）",
    "identity_pad64": "63 电极零填充到 64（derived，含 padding）",
    "graph_propagation_64": "图信号传播 → 64 维（不读解剖/功能标签）",
    "graph_native": "节点特征表，原生",
    "eeg_native": "(trial, channel, time) 原生",
    "eeg_4d_native": "(image, repetition, channel, time) 原生四轴",
    "mixed_views": "多来源多视图混合，含 padding 视图"
  },
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      "n_files": 1,
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      "source": "steinmetz+macaque+human",
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      "bin_ms": "per_row",
      "construction": "ragged_index_family",
      "license": "CC-BY-4.0",
      "path": "counts-v4"
    },
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      "obj": "counts_ragged",
      "rank": 1,
      "axes": "flat",
      "shape": "[998102320]",
      "dtype": "uint8",
      "n_files": 1,
      "example": "counts_ragged.npy",
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      "path": "counts-v4"
    },
    {
      "member": "flywire",
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      "rank": 2,
      "axes": "node|feature",
      "shape": "[107265, 22]",
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      "example": "node_features.parquet",
      "source": "flywire",
      "species": "drosophila_melanogaster",
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