{
  "metadata": {
    "total_products": 8298,
    "analysis_type": "AI-Enhanced Statistical Analysis",
    "data_source": "products_analyzed.csv.clothing"
  },
  "statistical_summary": {
    "unique_category_paths": 2024,
    "unique_tags": 4191,
    "unique_target_audiences": 499,
    "unique_usage_scenes": 683
  },
  "category_analysis": {
    "level_1_top20": [
      {
        "category": "服装",
        "count": 7953,
        "percentage": 95.84
      },
      {
        "category": "服装配件",
        "count": 90,
        "percentage": 1.08
      },
      {
        "category": "服饰",
        "count": 45,
        "percentage": 0.54
      },
      {
        "category": "服装配饰",
        "count": 39,
        "percentage": 0.47
      },
      {
        "category": "玩具",
        "count": 38,
        "percentage": 0.46
      },
      {
        "category": "宠物用品",
        "count": 26,
        "percentage": 0.31
      },
      {
        "category": "服饰配件",
        "count": 26,
        "percentage": 0.31
      },
      {
        "category": "配件",
        "count": 9,
        "percentage": 0.11
      },
      {
        "category": "婴儿用品",
        "count": 7,
        "percentage": 0.08
      },
      {
        "category": "母婴",
        "count": 5,
        "percentage": 0.06
      },
      {
        "category": "化妆品",
        "count": 5,
        "percentage": 0.06
      },
      {
        "category": "旅行用品",
        "count": 5,
        "percentage": 0.06
      },
      {
        "category": "配饰",
        "count": 5,
        "percentage": 0.06
      },
      {
        "category": "服装鞋帽",
        "count": 4,
        "percentage": 0.05
      },
      {
        "category": "漫威",
        "count": 4,
        "percentage": 0.05
      },
      {
        "category": "节日用品",
        "count": 3,
        "percentage": 0.04
      },
      {
        "category": "运动装备",
        "count": 3,
        "percentage": 0.04
      },
      {
        "category": "服饰鞋包",
        "count": 2,
        "percentage": 0.02
      },
      {
        "category": "儿童服饰",
        "count": 2,
        "percentage": 0.02
      },
      {
        "category": "体育用品",
        "count": 2,
        "percentage": 0.02
      }
    ],
    "level_2_top20": [
      {
        "category": "女装",
        "count": 3449,
        "percentage": 41.56
      },
      {
        "category": "男装",
        "count": 1123,
        "percentage": 13.53
      },
      {
        "category": "配饰",
        "count": 521,
        "percentage": 6.28
      },
      {
        "category": "童装",
        "count": 426,
        "percentage": 5.13
      },
      {
        "category": "女鞋",
        "count": 404,
        "percentage": 4.87
      },
      {
        "category": "内衣",
        "count": 334,
        "percentage": 4.03
      },
      {
        "category": "鞋子",
        "count": 148,
        "percentage": 1.78
      },
      {
        "category": "男鞋",
        "count": 130,
        "percentage": 1.57
      },
      {
        "category": "泳装",
        "count": 97,
        "percentage": 1.17
      },
      {
        "category": "袜子",
        "count": 85,
        "percentage": 1.02
      },
      {
        "category": "鞋靴",
        "count": 68,
        "percentage": 0.82
      },
      {
        "category": "箱包",
        "count": 62,
        "percentage": 0.75
      },
      {
        "category": "睡衣",
        "count": 60,
        "percentage": 0.72
      },
      {
        "category": "T恤",
        "count": 56,
        "percentage": 0.67
      },
      {
        "category": "男女通用",
        "count": 54,
        "percentage": 0.65
      },
      {
        "category": "儿童服装",
        "count": 50,
        "percentage": 0.6
      },
      {
        "category": "孕妇装",
        "count": 49,
        "percentage": 0.59
      },
      {
        "category": "童鞋",
        "count": 46,
        "percentage": 0.55
      },
      {
        "category": "帽子",
        "count": 45,
        "percentage": 0.54
      },
      {
        "category": "运动服饰",
        "count": 44,
        "percentage": 0.53
      }
    ],
    "level_3_top20": [
      {
        "category": "上衣",
        "count": 762,
        "percentage": 9.18
      },
      {
        "category": "裤子",
        "count": 668,
        "percentage": 8.05
      },
      {
        "category": "T恤",
        "count": 478,
        "percentage": 5.76
      },
      {
        "category": "连衣裙",
        "count": 435,
        "percentage": 5.24
      },
      {
        "category": "裙子",
        "count": 429,
        "percentage": 5.17
      },
      {
        "category": "鞋子",
        "count": 349,
        "percentage": 4.21
      },
      {
        "category": "外套",
        "count": 330,
        "percentage": 3.98
      },
      {
        "category": "内衣",
        "count": 216,
        "percentage": 2.6
      },
      {
        "category": "运动鞋",
        "count": 213,
        "percentage": 2.57
      },
      {
        "category": "泳装",
        "count": 202,
        "percentage": 2.43
      },
      {
        "category": "凉鞋",
        "count": 182,
        "percentage": 2.19
      },
      {
        "category": "袜子",
        "count": 172,
        "percentage": 2.07
      },
      {
        "category": "套装",
        "count": 163,
        "percentage": 1.96
      },
      {
        "category": "睡衣",
        "count": 155,
        "percentage": 1.87
      },
      {
        "category": "配饰",
        "count": 140,
        "percentage": 1.69
      },
      {
        "category": "靴子",
        "count": 129,
        "percentage": 1.55
      },
      {
        "category": "帽子",
        "count": 99,
        "percentage": 1.19
      },
      {
        "category": "包包",
        "count": 97,
        "percentage": 1.17
      },
      {
        "category": "万圣节服装",
        "count": 94,
        "percentage": 1.13
      },
      {
        "category": "运动服",
        "count": 84,
        "percentage": 1.01
      }
    ],
    "full_paths_top30": [
      {
        "path": "服装>女装>连衣裙",
        "count": 257,
        "percentage": 3.1
      },
      {
        "path": "服装>女装>T恤",
        "count": 220,
        "percentage": 2.65
      },
      {
        "path": "服装>女装>上衣",
        "count": 179,
        "percentage": 2.16
      },
      {
        "path": "服装>男装>T恤",
        "count": 163,
        "percentage": 1.96
      },
      {
        "path": "服装>女装>裙子",
        "count": 129,
        "percentage": 1.55
      },
      {
        "path": "服装>女装>裤子",
        "count": 124,
        "percentage": 1.49
      },
      {
        "path": "服装>女鞋>凉鞋",
        "count": 116,
        "percentage": 1.4
      },
      {
        "path": "服装>女装>泳装",
        "count": 96,
        "percentage": 1.16
      },
      {
        "path": "服装>女装>套装",
        "count": 92,
        "percentage": 1.11
      },
      {
        "path": "服装>女装>上衣>T恤",
        "count": 82,
        "percentage": 0.99
      },
      {
        "path": "服装>内衣>文胸",
        "count": 82,
        "percentage": 0.99
      },
      {
        "path": "服装>女装>上衣>衬衫",
        "count": 77,
        "percentage": 0.93
      },
      {
        "path": "服装>女装>裙子>连衣裙",
        "count": 73,
        "percentage": 0.88
      },
      {
        "path": "服装>女装>外套",
        "count": 65,
        "percentage": 0.78
      },
      {
        "path": "服装>女装>裤子>短裤",
        "count": 63,
        "percentage": 0.76
      },
      {
        "path": "服装>女鞋>运动鞋",
        "count": 60,
        "percentage": 0.72
      },
      {
        "path": "服装>男装>裤子",
        "count": 59,
        "percentage": 0.71
      },
      {
        "path": "服装>内衣>内裤",
        "count": 54,
        "percentage": 0.65
      },
      {
        "path": "服装>女装>毛衣",
        "count": 53,
        "percentage": 0.64
      },
      {
        "path": "服装>男装>鞋子>运动鞋",
        "count": 53,
        "percentage": 0.64
      },
      {
        "path": "服装>女鞋>靴子",
        "count": 52,
        "percentage": 0.63
      },
      {
        "path": "服装>配饰>帽子",
        "count": 52,
        "percentage": 0.63
      },
      {
        "path": "服装>女装>裤子>牛仔裤",
        "count": 50,
        "percentage": 0.6
      },
      {
        "path": "服装>女装>内衣",
        "count": 48,
        "percentage": 0.58
      },
      {
        "path": "服装>女装>睡衣",
        "count": 48,
        "percentage": 0.58
      },
      {
        "path": "服装>女装>裤子>运动裤",
        "count": 46,
        "percentage": 0.55
      },
      {
        "path": "服装>T恤",
        "count": 45,
        "percentage": 0.54
      },
      {
        "path": "服装>女装>上衣>背心",
        "count": 44,
        "percentage": 0.53
      },
      {
        "path": "服装>女装>裙子>长裙",
        "count": 44,
        "percentage": 0.53
      },
      {
        "path": "服装>女装>上衣>毛衣",
        "count": 42,
        "percentage": 0.51
      }
    ]
  },
  "tags_semantic_analysis": {
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      {
        "tag": "休闲",
        "count": 1208,
        "percentage": 14.56
      },
      {
        "tag": "舒适",
        "count": 708,
        "percentage": 8.53
      },
      {
        "tag": "运动",
        "count": 543,
        "percentage": 6.54
      },
      {
        "tag": "高腰",
        "count": 446,
        "percentage": 5.37
      },
      {
        "tag": "时尚",
        "count": 428,
        "percentage": 5.16
      },
      {
        "tag": "宽松",
        "count": 385,
        "percentage": 4.64
      },
      {
        "tag": "万圣节",
        "count": 383,
        "percentage": 4.62
      },
      {
        "tag": "保暖",
        "count": 340,
        "percentage": 4.1
      },
      {
        "tag": "V领",
        "count": 335,
        "percentage": 4.04
      },
      {
        "tag": "长袖",
        "count": 285,
        "percentage": 3.43
      },
      {
        "tag": "轻便",
        "count": 271,
        "percentage": 3.27
      },
      {
        "tag": "防水",
        "count": 264,
        "percentage": 3.18
      },
      {
        "tag": "短袖",
        "count": 258,
        "percentage": 3.11
      },
      {
        "tag": "性感",
        "count": 252,
        "percentage": 3.04
      },
      {
        "tag": "无袖",
        "count": 232,
        "percentage": 2.8
      },
      {
        "tag": "修身",
        "count": 232,
        "percentage": 2.8
      },
      {
        "tag": "复古",
        "count": 202,
        "percentage": 2.43
      },
      {
        "tag": "夏季",
        "count": 191,
        "percentage": 2.3
      },
      {
        "tag": "角色扮演",
        "count": 170,
        "percentage": 2.05
      },
      {
        "tag": "圆领",
        "count": 166,
        "percentage": 2.0
      },
      {
        "tag": "透气",
        "count": 163,
        "percentage": 1.96
      },
      {
        "tag": "可爱",
        "count": 160,
        "percentage": 1.93
      },
      {
        "tag": "波西米亚",
        "count": 156,
        "percentage": 1.88
      },
      {
        "tag": "紧身",
        "count": 152,
        "percentage": 1.83
      },
      {
        "tag": "褶皱",
        "count": 146,
        "percentage": 1.76
      },
      {
        "tag": "加大码",
        "count": 141,
        "percentage": 1.7
      },
      {
        "tag": "柔软",
        "count": 138,
        "percentage": 1.66
      },
      {
        "tag": "蕾丝",
        "count": 138,
        "percentage": 1.66
      },
      {
        "tag": "收腹",
        "count": 136,
        "percentage": 1.64
      },
      {
        "tag": "口袋",
        "count": 133,
        "percentage": 1.6
      },
      {
        "tag": "优雅",
        "count": 130,
        "percentage": 1.57
      },
      {
        "tag": "经典",
        "count": 128,
        "percentage": 1.54
      },
      {
        "tag": "无缝",
        "count": 125,
        "percentage": 1.51
      },
      {
        "tag": "快干",
        "count": 124,
        "percentage": 1.49
      },
      {
        "tag": "牛仔",
        "count": 121,
        "percentage": 1.46
      },
      {
        "tag": "防滑",
        "count": 118,
        "percentage": 1.42
      },
      {
        "tag": "商务",
        "count": 110,
        "percentage": 1.33
      },
      {
        "tag": "带口袋",
        "count": 110,
        "percentage": 1.33
      },
      {
        "tag": "Cosplay",
        "count": 100,
        "percentage": 1.21
      },
      {
        "tag": "卡通",
        "count": 99,
        "percentage": 1.19
      },
      {
        "tag": "弹力",
        "count": 97,
        "percentage": 1.17
      },
      {
        "tag": "棉质",
        "count": 95,
        "percentage": 1.14
      },
      {
        "tag": "派对",
        "count": 86,
        "percentage": 1.04
      },
      {
        "tag": "Y2K",
        "count": 84,
        "percentage": 1.01
      },
      {
        "tag": "花卉",
        "count": 83,
        "percentage": 1.0
      },
      {
        "tag": "印花",
        "count": 80,
        "percentage": 0.96
      },
      {
        "tag": "弹性",
        "count": 79,
        "percentage": 0.95
      },
      {
        "tag": "针织",
        "count": 78,
        "percentage": 0.94
      },
      {
        "tag": "冬季",
        "count": 78,
        "percentage": 0.94
      },
      {
        "tag": "荷叶边",
        "count": 77,
        "percentage": 0.93
      }
    ],
    "semantic_clusters": {
      "风格类": [
        {
          "keyword": "休闲",
          "count": 1258
        },
        {
          "keyword": "运动",
          "count": 605
        },
        {
          "keyword": "时尚",
          "count": 437
        },
        {
          "keyword": "性感",
          "count": 254
        },
        {
          "keyword": "复古",
          "count": 207
        },
        {
          "keyword": "波西米亚",
          "count": 172
        },
        {
          "keyword": "可爱",
          "count": 162
        },
        {
          "keyword": "商务",
          "count": 148
        },
        {
          "keyword": "经典",
          "count": 143
        },
        {
          "keyword": "优雅",
          "count": 130
        },
        {
          "keyword": "简约",
          "count": 75
        }
      ],
      "功能类": [
        {
          "keyword": "保暖",
          "count": 348
        },
        {
          "keyword": "轻便",
          "count": 273
        },
        {
          "keyword": "防水",
          "count": 265
        },
        {
          "keyword": "透气",
          "count": 164
        },
        {
          "keyword": "防滑",
          "count": 124
        },
        {
          "keyword": "弹性",
          "count": 117
        },
        {
          "keyword": "防晒",
          "count": 54
        },
        {
          "keyword": "耐用",
          "count": 42
        },
        {
          "keyword": "速干",
          "count": 30
        },
        {
          "keyword": "吸汗",
          "count": 2
        }
      ],
      "材质类": [
        {
          "keyword": "棉",
          "count": 175
        },
        {
          "keyword": "皮革",
          "count": 71
        },
        {
          "keyword": "毛绒",
          "count": 41
        },
        {
          "keyword": "丝绸",
          "count": 28
        },
        {
          "keyword": "羊毛",
          "count": 25
        },
        {
          "keyword": "帆布",
          "count": 15
        },
        {
          "keyword": "尼龙",
          "count": 11
        },
        {
          "keyword": "氨纶",
          "count": 3
        }
      ],
      "设计类": [
        {
          "keyword": "高腰",
          "count": 454
        },
        {
          "keyword": "宽松",
          "count": 396
        },
        {
          "keyword": "V领",
          "count": 363
        },
        {
          "keyword": "长袖",
          "count": 291
        },
        {
          "keyword": "短袖",
          "count": 261
        },
        {
          "keyword": "无袖",
          "count": 235
        },
        {
          "keyword": "修身",
          "count": 234
        },
        {
          "keyword": "圆领",
          "count": 167
        },
        {
          "keyword": "连帽",
          "count": 82
        },
        {
          "keyword": "露趾",
          "count": 18
        }
      ]
    }
  },
  "target_audience_analysis": {
    "top_30_audiences": [
      {
        "audience": "成年女性",
        "count": 2600,
        "percentage": 31.33
      },
      {
        "audience": "女性",
        "count": 1439,
        "percentage": 17.34
      },
      {
        "audience": "成年男性",
        "count": 802,
        "percentage": 9.66
      },
      {
        "audience": "年轻女性",
        "count": 666,
        "percentage": 8.03
      },
      {
        "audience": "男性",
        "count": 596,
        "percentage": 7.18
      },
      {
        "audience": "男女通用",
        "count": 233,
        "percentage": 2.81
      },
      {
        "audience": "成人",
        "count": 217,
        "percentage": 2.62
      },
      {
        "audience": "儿童",
        "count": 184,
        "percentage": 2.22
      },
      {
        "audience": "女孩",
        "count": 123,
        "percentage": 1.48
      },
      {
        "audience": "男孩",
        "count": 103,
        "percentage": 1.24
      },
      {
        "audience": "成年人",
        "count": 100,
        "percentage": 1.21
      },
      {
        "audience": "通用",
        "count": 77,
        "percentage": 0.93
      },
      {
        "audience": "孕妇",
        "count": 71,
        "percentage": 0.86
      },
      {
        "audience": "女童",
        "count": 60,
        "percentage": 0.72
      },
      {
        "audience": "男性, 女性",
        "count": 36,
        "percentage": 0.43
      },
      {
        "audience": "婴幼儿",
        "count": 23,
        "percentage": 0.28
      },
      {
        "audience": "所有人群",
        "count": 23,
        "percentage": 0.28
      },
      {
        "audience": "婴儿",
        "count": 22,
        "percentage": 0.27
      },
      {
        "audience": "婴儿女孩",
        "count": 19,
        "percentage": 0.23
      },
      {
        "audience": "成年男女",
        "count": 18,
        "percentage": 0.22
      },
      {
        "audience": "男性/女性",
        "count": 17,
        "percentage": 0.2
      },
      {
        "audience": "女婴",
        "count": 17,
        "percentage": 0.2
      },
      {
        "audience": "成人男女",
        "count": 15,
        "percentage": 0.18
      },
      {
        "audience": "女性, 女孩",
        "count": 13,
        "percentage": 0.16
      },
      {
        "audience": "小女孩",
        "count": 12,
        "percentage": 0.14
      },
      {
        "audience": "男童",
        "count": 11,
        "percentage": 0.13
      },
      {
        "audience": "男女老少",
        "count": 11,
        "percentage": 0.13
      },
      {
        "audience": "成人, 男女通用",
        "count": 11,
        "percentage": 0.13
      },
      {
        "audience": "家庭成员",
        "count": 11,
        "percentage": 0.13
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}