用SPSS Modeler的Web复杂网络对所有腧穴进行关联规则分析

简介: 用SPSS Modeler的Web复杂网络对所有腧穴进行关联规则分析

原文链接:http://tecdat.cn/?p=12339

背景

本次腧穴配伍关联规则分析,以针灸治疗FC的113例处方中使用频次在5次及以上的25种腧穴为关联对象。将前项最小支持度设为12%,规则的最小置信度设为85%,得出最常用的腧穴配伍,按照置信度的高低排列。

采用 SPSS 的 Web 复杂网络对所有腧穴进 行分析,设置阈值为绝对、强链接较粗,可显示的最大 链接数为 80,弱链接上限为 15,强链接下限为 35,链 接大小显示强/正常类别。生成 处方取穴整体 网络图,尺度大小 20 ~ 76,通过粗线、细线和虚线表示 药物之间链接的强弱程度。

关联关系整体

将阈值改为总体百分比、 强链接较粗,生成图 处方取穴核心网络图,尺度大小 为 1. 0 ~ 1. 2,多少穴位按照这个设置的,就是按照 设置阈值为绝对,强链接较粗,可显示的最大连接数为100,弱链接上限为10,强链接下限为35,链接大小显示强/正常/弱类别,然后生成图,尺度大小 。



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R语言用关联规则和聚类模型挖掘处方数据探索药物配伍中的规律


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设置阈值为绝对,强链接较粗,可显示的最大连接数为100,弱链接上限为10,强链接下限为35,链接大小显示强/正常/弱类别,然后生成图一,尺度大小 下。然后把阈值改为总体百分比,强链接较粗,生成图二的取穴核心网络图,尺度大小1.0-1.2 这个来设置的。

核心处方网络

两个穴位的配对强关联规则结果


Consequent

Antecedent

Support %

Confidence %

天枢 = 1.0

腹结 = 1.0

25.22522523

100

天枢 = 1.0

合谷 = 1.0

12.61261261

100

天枢 = 1.0

脾俞 = 1.0

18.01801802

100

天枢 = 1.0

关元 = 1.0

27.92792793

100

天枢 = 1.0

气海 = 1.0

30.63063063

100

天枢 = 1.0

大肠俞 = 1.0

41.44144144

97.82608696

天枢 = 1.0

中脘 = 1.0

32.43243243

97.22222222

天枢 = 1.0

支沟 = 1.0

32.43243243

97.22222222

天枢 = 1.0

三阴交 = 1.0

23.42342342

96.15384615

天枢 = 1.0

足三里 = 1.0

45.94594595

96.07843137

足三里 = 1.0

合谷 = 1.0

12.61261261

92.85714286

天枢 = 1.0

上巨虚 = 1.0

69.36936937

92.20779221

足三里 = 1.0

脾俞 = 1.0

18.01801802

90

上巨虚 = 1.0

曲池 = 1.0

16.21621622

88.88888889

气海 = 1.0

脾俞 = 1.0

18.01801802

85

多个穴位的配对 强关联规则结果

Consequent

Antecedent

Support %

Confidence %

Lift

天枢 = 1.0

腹结 = 1.0

25.22522523

100

1.099009901

天枢 = 1.0

脾俞 = 1.0

18.01801802

100

1.099009901

天枢 = 1.0

关元 = 1.0

27.92792793

100

1.099009901

天枢 = 1.0

气海 = 1.0

30.63063063

100

1.099009901

天枢 = 1.0

腹结 = 1.0 and 上巨虚 = 1.0

20.72072072

100

1.099009901

天枢 = 1.0

脾俞 = 1.0 and 气海 = 1.0

15.31531532

100

1.099009901

天枢 = 1.0

脾俞 = 1.0 and 足三里 = 1.0

16.21621622

100

1.099009901

天枢 = 1.0

三阴交 = 1.0 and 大肠俞 = 1.0

15.31531532

100

1.099009901

天枢 = 1.0

三阴交 = 1.0 and 足三里 = 1.0

19.81981982

100

1.099009901

天枢 = 1.0

三阴交 = 1.0 and 上巨虚 = 1.0

18.01801802

100

1.099009901

天枢 = 1.0

关元 = 1.0 and 中脘 = 1.0

23.42342342

100

1.099009901

天枢 = 1.0

关元 = 1.0 and 气海 = 1.0

18.91891892

100

1.099009901

天枢 = 1.0

关元 = 1.0 and 支沟 = 1.0

16.21621622

100

1.099009901

天枢 = 1.0

关元 = 1.0 and 大肠俞 = 1.0

15.31531532

100

1.099009901

天枢 = 1.0

关元 = 1.0 and 足三里 = 1.0

18.91891892

100

1.099009901

天枢 = 1.0

关元 = 1.0 and 上巨虚 = 1.0

18.01801802

100

1.099009901

天枢 = 1.0

中脘 = 1.0 and 气海 = 1.0

20.72072072

100

1.099009901

天枢 = 1.0

中脘 = 1.0 and 支沟 = 1.0

17.11711712

100

1.099009901

天枢 = 1.0

中脘 = 1.0 and 大肠俞 = 1.0

17.11711712

100

1.099009901

天枢 = 1.0

中脘 = 1.0 and 足三里 = 1.0

20.72072072

100

1.099009901

天枢 = 1.0

中脘 = 1.0 and 上巨虚 = 1.0

19.81981982

100

1.099009901

天枢 = 1.0

气海 = 1.0 and 支沟 = 1.0

19.81981982

100

1.099009901

天枢 = 1.0

气海 = 1.0 and 大肠俞 = 1.0

18.01801802

100

1.099009901

天枢 = 1.0

气海 = 1.0 and 足三里 = 1.0

22.52252252

100

1.099009901

天枢 = 1.0

气海 = 1.0 and 上巨虚 = 1.0

21.62162162

100

1.099009901

天枢 = 1.0

支沟 = 1.0 and 大肠俞 = 1.0

19.81981982

100

1.099009901

天枢 = 1.0

支沟 = 1.0 and 足三里 = 1.0

25.22522523

100

1.099009901

天枢 = 1.0

支沟 = 1.0 and 上巨虚 = 1.0

24.32432432

100

1.099009901

天枢 = 1.0

三阴交 = 1.0 and 足三里 = 1.0 and 上巨虚 = 1.0

15.31531532

100

1.099009901

天枢 = 1.0

关元 = 1.0 and 中脘 = 1.0 and 气海 = 1.0

16.21621622

100

1.099009901

天枢 = 1.0

关元 = 1.0 and 中脘 = 1.0 and 足三里 = 1.0

15.31531532

100

1.099009901

天枢 = 1.0

中脘 = 1.0 and 气海 = 1.0 and 上巨虚 = 1.0

15.31531532

100

1.099009901

天枢 = 1.0

中脘 = 1.0 and 大肠俞 = 1.0 and 足三里 = 1.0

15.31531532

100

1.099009901

天枢 = 1.0

气海 = 1.0 and 支沟 = 1.0 and 足三里 = 1.0

16.21621622

100

1.099009901

天枢 = 1.0

气海 = 1.0 and 支沟 = 1.0 and 上巨虚 = 1.0

15.31531532

100

1.099009901

天枢 = 1.0

气海 = 1.0 and 大肠俞 = 1.0 and 足三里 = 1.0

16.21621622

100

1.099009901

天枢 = 1.0

气海 = 1.0 and 足三里 = 1.0 and 上巨虚 = 1.0

16.21621622

100

1.099009901

天枢 = 1.0

支沟 = 1.0 and 大肠俞 = 1.0 and 足三里 = 1.0

18.01801802

100

1.099009901

天枢 = 1.0

支沟 = 1.0 and 大肠俞 = 1.0 and 上巨虚 = 1.0

15.31531532

100

1.099009901

天枢 = 1.0

支沟 = 1.0 and 足三里 = 1.0 and 上巨虚 = 1.0

18.91891892

100

1.099009901

天枢 = 1.0

大肠俞 = 1.0

41.44144144

97.82608696

1.075118381

天枢 = 1.0

中脘 = 1.0

32.43243243

97.22222222

1.068481848

天枢 = 1.0

支沟 = 1.0

32.43243243

97.22222222

1.068481848

天枢 = 1.0

大肠俞 = 1.0 and 足三里 = 1.0

30.63063063

97.05882353

1.06668608

天枢 = 1.0

大肠俞 = 1.0 and 上巨虚 = 1.0

28.82882883

96.875

1.064665842

天枢 = 1.0

三阴交 = 1.0

23.42342342

96.15384615

1.056740289

天枢 = 1.0

足三里 = 1.0

45.94594595

96.07843137

1.055911474

天枢 = 1.0

大肠俞 = 1.0 and 足三里 = 1.0 and 上巨虚 = 1.0

21.62162162

95.83333333

1.053217822

天枢 = 1.0

足三里 = 1.0 and 上巨虚 = 1.0

32.43243243

94.44444444

1.037953795

足三里 = 1.0

三阴交 = 1.0 and 大肠俞 = 1.0

15.31531532

94.11764706

2.048442907

足三里 = 1.0

三阴交 = 1.0 and 大肠俞 = 1.0 and 天枢 = 1.0

15.31531532

94.11764706

2.048442907

天枢 = 1.0

上巨虚 = 1.0

69.36936937

92.20779221

1.013372766

足三里 = 1.0

支沟 = 1.0 and 大肠俞 = 1.0

19.81981982

90.90909091

1.978609626

足三里 = 1.0

支沟 = 1.0 and 大肠俞 = 1.0 and 天枢 = 1.0

19.81981982

90.90909091

1.978609626

足三里 = 1.0

脾俞 = 1.0

18.01801802

90

1.958823529

足三里 = 1.0

脾俞 = 1.0 and 天枢 = 1.0

18.01801802

90

1.958823529

足三里 = 1.0

气海 = 1.0 and 大肠俞 = 1.0

18.01801802

90

1.958823529

足三里 = 1.0

气海 = 1.0 and 大肠俞 = 1.0 and 天枢 = 1.0

18.01801802

90

1.958823529

足三里 = 1.0

中脘 = 1.0 and 大肠俞 = 1.0

17.11711712

89.47368421

1.947368421

足三里 = 1.0

中脘 = 1.0 and 大肠俞 = 1.0 and 天枢 = 1.0

17.11711712

89.47368421

1.947368421

上巨虚 = 1.0

曲池 = 1.0

16.21621622

88.88888889

1.281385281

足三里 = 1.0

脾俞 = 1.0 and 气海 = 1.0

15.31531532

88.23529412

1.920415225

足三里 = 1.0

关元 = 1.0 and 大肠俞 = 1.0

15.31531532

88.23529412

1.920415225

上巨虚 = 1.0

关元 = 1.0 and 大肠俞 = 1.0

15.31531532

88.23529412

1.271963331

足三里 = 1.0

脾俞 = 1.0 and 气海 = 1.0 and 天枢 = 1.0

15.31531532

88.23529412

1.920415225

足三里 = 1.0

关元 = 1.0 and 大肠俞 = 1.0 and 天枢 = 1.0

15.31531532

88.23529412

1.920415225

上巨虚 = 1.0

关元 = 1.0 and 大肠俞 = 1.0 and 天枢 = 1.0

15.31531532

88.23529412

1.271963331

足三里 = 1.0

支沟 = 1.0 and 大肠俞 = 1.0 and 上巨虚 = 1.0

15.31531532

88.23529412

1.920415225

足三里 = 1.0

支沟 = 1.0 and 大肠俞 = 1.0 and 上巨虚 = 1.0 and 天枢 = 1.0

15.31531532

88.23529412

1.920415225

足三里 = 1.0

三阴交 = 1.0 and 天枢 = 1.0

22.52252252

88

1.915294118

中脘 = 1.0

关元 = 1.0 and 气海 = 1.0

18.91891892

85.71428571

2.642857143

中脘 = 1.0

关元 = 1.0 and 气海 = 1.0 and 天枢 = 1.0

18.91891892

85.71428571

2.642857143

气海 = 1.0

脾俞 = 1.0

18.01801802

85

2.775

气海 = 1.0

脾俞 = 1.0 and 天枢 = 1.0

18.01801802

85

2.775

足三里 = 1.0

三阴交 = 1.0 and 上巨虚 = 1.0

18.01801802

85

1.85

足三里 = 1.0

三阴交 = 1.0 and 上巨虚 = 1.0 and 天枢 = 1.0

18.01801802

85

1.85

足三里 = 1.0

三阴交 = 1.0

23.42342342

84.61538462

1.841628959

气海 = 1.0

中脘 = 1.0 and 支沟 = 1.0

17.11711712

84.21052632

2.749226006

足三里 = 1.0

中脘 = 1.0 and 支沟 = 1.0

17.11711712

84.21052632

1.832817337

气海 = 1.0

中脘 = 1.0 and 支沟 = 1.0 and 天枢 = 1.0

17.11711712

84.21052632

2.749226006

足三里 = 1.0

中脘 = 1.0 and 支沟 = 1.0 and 天枢 = 1.0

17.11711712

84.21052632

1.832817337

中脘 = 1.0

关元 = 1.0

27.92792793

83.87096774

2.586021505

中脘 = 1.0

关元 = 1.0 and 天枢 = 1.0

27.92792793

83.87096774

2.586021505

气海 = 1.0

脾俞 = 1.0 and 足三里 = 1.0

16.21621622

83.33333333

2.720588235

足三里 = 1.0

关元 = 1.0 and 支沟 = 1.0

16.21621622

83.33333333

1.81372549

气海 = 1.0

脾俞 = 1.0 and 足三里 = 1.0 and 天枢 = 1.0

16.21621622

83.33333333

2.720588235

足三里 = 1.0

关元 = 1.0 and 支沟 = 1.0 and 天枢 = 1.0

16.21621622

83.33333333

1.81372549

中脘 = 1.0

三阴交 = 1.0 and 大肠俞 = 1.0

15.31531532

82.35294118

2.539215686

上巨虚 = 1.0

三阴交 = 1.0 and 大肠俞 = 1.0

15.31531532

82.35294118

1.187165775

中脘 = 1.0

关元 = 1.0 and 大肠俞 = 1.0

15.31531532

82.35294118

2.539215686

中脘 = 1.0

三阴交 = 1.0 and 大肠俞 = 1.0 and 天枢 = 1.0

15.31531532

82.35294118

2.539215686

上巨虚 = 1.0

三阴交 = 1.0 and 大肠俞 = 1.0 and 天枢 = 1.0

15.31531532

82.35294118

1.187165775

中脘 = 1.0

关元 = 1.0 and 大肠俞 = 1.0 and 天枢 = 1.0

15.31531532

82.35294118

2.539215686

足三里 = 1.0

气海 = 1.0 and 支沟 = 1.0 and 上巨虚 = 1.0

15.31531532

82.35294118

1.792387543

足三里 = 1.0

气海 = 1.0 and 支沟 = 1.0 and 上巨虚 = 1.0 and 天枢 = 1.0

15.31531532

82.35294118

1.792387543

上巨虚 = 1.0

腹结 = 1.0

25.22522523

82.14285714

1.184137291

上巨虚 = 1.0

腹结 = 1.0 and 天枢 = 1.0

25.22522523

82.14285714

1.184137291

足三里 = 1.0

气海 = 1.0 and 支沟 = 1.0

19.81981982

81.81818182

1.780748663

足三里 = 1.0

气海 = 1.0 and 支沟 = 1.0 and 天枢 = 1.0

19.81981982

81.81818182

1.780748663

中脘 = 1.0

关元 = 1.0 and 足三里 = 1.0

18.91891892

80.95238095

2.496031746

中脘 = 1.0

关元 = 1.0 and 足三里 = 1.0 and 天枢 = 1.0

18.91891892

80.95238095

2.496031746

上巨虚 = 1.0

三阴交 = 1.0 and 天枢 = 1.0

22.52252252

80

1.153246753

中脘 = 1.0

关元 = 1.0 and 上巨虚 = 1.0

18.01801802

80

2.466666667

足三里 = 1.0

关元 = 1.0 and 上巨虚 = 1.0

18.01801802

80

1.741176471

上巨虚 = 1.0

气海 = 1.0 and 大肠俞 = 1.0

18.01801802

80

1.153246753

足三里 = 1.0

支沟 = 1.0 and 天枢 = 1.0

31.53153153

80

1.741176471

中脘 = 1.0

关元 = 1.0 and 上巨虚 = 1.0 and 天枢 = 1.0

18.01801802

80

2.466666667

足三里 = 1.0

关元 = 1.0 and 上巨虚 = 1.0 and 天枢 = 1.0

18.01801802

80

1.741176471

上巨虚 = 1.0

气海 = 1.0 and 大肠俞 = 1.0 and 天枢 = 1.0

18.01801802

80

1.153246753

上巨虚 = 1.0

中脘 = 1.0 and 大肠俞 = 1.0

17.11711712

78.94736842

1.138072454

上巨虚 = 1.0

中脘 = 1.0 and 大肠俞 = 1.0 and 天枢 = 1.0

17.11711712

78.94736842

1.138072454

关元 = 1.0

中脘 = 1.0 and 气海 = 1.0

20.72072072

78.26086957

2.802244039

关元 = 1.0

中脘 = 1.0 and 气海 = 1.0 and 天枢 = 1.0

20.72072072

78.26086957

2.802244039

天枢 = 1.0

曲池 = 1.0

16.21621622

77.77777778

0.854785479

足三里 = 1.0

支沟 = 1.0

32.43243243

77.77777778

1.692810458

大肠俞 = 1.0

脾俞 = 1.0 and 足三里 = 1.0

16.21621622

77.77777778

1.876811594

中脘 = 1.0

关元 = 1.0 and 支沟 = 1.0

16.21621622

77.77777778

2.398148148

气海 = 1.0

关元 = 1.0 and 支沟 = 1.0

16.21621622

77.77777778

2.539215686

足三里 = 1.0

支沟 = 1.0 and 上巨虚 = 1.0

24.32432432

77.77777778

1.692810458

大肠俞 = 1.0

脾俞 = 1.0 and 足三里 = 1.0 and 天枢 = 1.0

16.21621622

77.77777778

1.876811594

中脘 = 1.0

关元 = 1.0 and 支沟 = 1.0 and 天枢 = 1.0

16.21621622

77.77777778

2.398148148

气海 = 1.0

关元 = 1.0 and 支沟 = 1.0 and 天枢 = 1.0

16.21621622

77.77777778

2.539215686

中脘 = 1.0

气海 = 1.0 and 支沟 = 1.0 and 足三里 = 1.0

16.21621622

77.77777778

2.398148148

上巨虚 = 1.0

气海 = 1.0 and 支沟 = 1.0 and 足三里 = 1.0

16.21621622

77.77777778

1.121212121

支沟 = 1.0

气海 = 1.0 and 足三里 = 1.0 and 上巨虚 = 1.0

16.21621622

77.77777778

2.398148148

上巨虚 = 1.0

气海 = 1.0 and 大肠俞 = 1.0 and 足三里 = 1.0

16.21621622

77.77777778

1.121212121

大肠俞 = 1.0

气海 = 1.0 and 足三里 = 1.0 and 上巨虚 = 1.0

16.21621622

77.77777778

1.876811594

足三里 = 1.0

支沟 = 1.0 and 上巨虚 = 1.0 and 天枢 = 1.0

24.32432432

77.77777778

1.692810458

中脘 = 1.0

气海 = 1.0 and 支沟 = 1.0 and 足三里 = 1.0 and 天枢 = 1.0

16.21621622

77.77777778

2.398148148

上巨虚 = 1.0

气海 = 1.0 and 支沟 = 1.0 and 足三里 = 1.0 and 天枢 = 1.0

16.21621622

77.77777778

1.121212121

支沟 = 1.0

气海 = 1.0 and 足三里 = 1.0 and 上巨虚 = 1.0 and 天枢 = 1.0

16.21621622

77.77777778

2.398148148

上巨虚 = 1.0

气海 = 1.0 and 大肠俞 = 1.0 and 足三里 = 1.0 and 天枢 = 1.0

16.21621622

77.77777778

1.121212121

大肠俞 = 1.0

气海 = 1.0 and 足三里 = 1.0 and 上巨虚 = 1.0 and 天枢 = 1.0

16.21621622

77.77777778

1.876811594

上巨虚 = 1.0

三阴交 = 1.0 and 足三里 = 1.0

19.81981982

77.27272727

1.113931523

气海 = 1.0

中脘 = 1.0 and 上巨虚 = 1.0

19.81981982

77.27272727

2.522727273

上巨虚 = 1.0

气海 = 1.0 and 支沟 = 1.0

19.81981982

77.27272727

1.113931523

上巨虚 = 1.0

支沟 = 1.0 and 大肠俞 = 1.0

19.81981982

77.27272727

1.113931523

上巨虚 = 1.0

三阴交 = 1.0 and 足三里 = 1.0 and 天枢 = 1.0

19.81981982

77.27272727

1.113931523

气海 = 1.0

中脘 = 1.0 and 上巨虚 = 1.0 and 天枢 = 1.0

19.81981982

77.27272727

2.522727273

上巨虚 = 1.0

气海 = 1.0 and 支沟 = 1.0 and 天枢 = 1.0

19.81981982

77.27272727

1.113931523

上巨虚 = 1.0

支沟 = 1.0 and 大肠俞 = 1.0 and 天枢 = 1.0

19.81981982

77.27272727

1.113931523

上巨虚 = 1.0

支沟 = 1.0 and 天枢 = 1.0

31.53153153

77.14285714

1.112059369

上巨虚 = 1.0

三阴交 = 1.0

23.42342342

76.92307692

1.108891109

关元 = 1.0

三阴交 = 1.0 and 大肠俞 = 1.0

15.31531532

76.47058824

2.738140417

三阴交 = 1.0

关元 = 1.0 and 大肠俞 = 1.0

15.31531532

76.47058824

3.264705882

气海 = 1.0

三阴交 = 1.0 and 大肠俞 = 1.0

15.31531532

76.47058824

2.496539792

气海 = 1.0

关元 = 1.0 and 大肠俞 = 1.0

15.31531532

76.47058824

2.496539792

三阴交 = 1.0

关元 = 1.0 and 中脘 = 1.0 and 足三里 = 1.0

15.31531532

76.47058824

3.264705882

关元 = 1.0

三阴交 = 1.0 and 大肠俞 = 1.0 and 天枢 = 1.0

15.31531532

76.47058824

2.738140417

三阴交 = 1.0

关元 = 1.0 and 大肠俞 = 1.0 and 天枢 = 1.0

15.31531532

76.47058824

3.264705882

三阴交 = 1.0

中脘 = 1.0 and 大肠俞 = 1.0 and 足三里 = 1.0

15.31531532

76.47058824

3.264705882

气海 = 1.0

三阴交 = 1.0 and 大肠俞 = 1.0 and 天枢 = 1.0

15.31531532

76.47058824

2.496539792

大肠俞 = 1.0

三阴交 = 1.0 and 足三里 = 1.0 and 上巨虚 = 1.0

15.31531532

76.47058824

1.845268542

气海 = 1.0

关元 = 1.0 and 中脘 = 1.0 and 足三里 = 1.0

15.31531532

76.47058824

2.496539792

气海 = 1.0

关元 = 1.0 and 大肠俞 = 1.0 and 天枢 = 1.0

15.31531532

76.47058824

2.496539792

上巨虚 = 1.0

中脘 = 1.0 and 大肠俞 = 1.0 and 足三里 = 1.0

15.31531532

76.47058824

1.10236822

三阴交 = 1.0

关元 = 1.0 and 中脘 = 1.0 and 足三里 = 1.0 and 天枢 = 1.0

15.31531532

76.47058824

3.264705882

三阴交 = 1.0

中脘 = 1.0 and 大肠俞 = 1.0 and 足三里 = 1.0 and 天枢 = 1.0

15.31531532

76.47058824

3.264705882

大肠俞 = 1.0

三阴交 = 1.0 and 足三里 = 1.0 and 上巨虚 = 1.0 and 天枢 = 1.0

15.31531532

76.47058824

1.845268542

气海 = 1.0

关元 = 1.0 and 中脘 = 1.0 and 足三里 = 1.0 and 天枢 = 1.0

15.31531532

76.47058824

2.496539792

上巨虚 = 1.0

中脘 = 1.0 and 大肠俞 = 1.0 and 足三里 = 1.0 and 天枢 = 1.0

15.31531532

76.47058824

1.10236822

上巨虚 = 1.0

关元 = 1.0 and 足三里 = 1.0

18.91891892

76.19047619

1.098330241

上巨虚 = 1.0

关元 = 1.0 and 足三里 = 1.0 and 天枢 = 1.0

18.91891892

76.19047619

1.098330241

上巨虚 = 1.0

支沟 = 1.0

32.43243243

75

1.081168831



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