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SPSS教程：判断数据正态分布的多种方法

2017-10-12 MedSci MedSci

正态分布数据
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当我们应用统计方法对数据进行分析时，会发现许多计量资料的分析方法，例如常用的T检验、方差分析、相关分析以及线性回归等等，都要求数据服从正态分布或者近似正态分布，但这一前提条件往往被使用者所忽略。因此为了保证数据满足上述统计方法的应用条件，对原始数据进行正态性检验是十分必要的，这一节内容我们主要向大家介绍如何对数据资料进行正态性检验一、正态性检验：偏度和峰度 1、偏度（Skewness）：描述

当我们应用统计方法对数据进行分析时，会发现许多计量资料的分析方法，例如常用的T检验、方差分析、相关分析以及线性回归等等，都要求数据服从正态分布或者近似正态分布，但这一前提条件往往被使用者所忽略。因此为了保证数据满足上述统计方法的应用条件，对原始数据进行正态性检验是十分必要的，这里向大家介绍如何对数据资料进行正态性检验，同时可以与以前的内容相互学习：收藏！如何使用SPSS软件中正态分布检验功能 一、正态性检验：偏度和峰度 1、偏度（Skewness）：描述数据分布不对称的方向及其程度。 当偏度≈0时，可认为分布是对称的，服从正态分布； 当偏度>0时，分布为右偏，即拖尾在右边，峰尖在左边，也称为正偏态； 当偏度<0时，分布为左偏，即拖尾在左边，峰尖在右边，也称为负偏态； 注意：数据分布的左偏或右偏，指的是数值拖尾的方向，而不是峰的位置，容易引起误解。 2、峰度（Kurtosis）：描述数据分布形态的陡缓程度。 当峰度≈0时，可认为分布的峰态合适，服从正态分布（不胖不瘦）； 当峰度>0时，分布的峰态陡峭（高尖）； 当峰度<0时，分布的峰态平缓（矮胖）； 利用

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    2017-12-23 12498bf3m35暂无昵称

    #正态分布#

    0

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    2017-10-18 三生有幸9135

    学习一下谢谢分享

    0

  3. 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    2017-10-15 三生有幸9135

    学习一下谢谢分享

    0

  4. 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createdAvatar=http://cdnapi.center.medsci.cn/medsci/head/2017/04/21/72142930668371951a41ef4ea4b233e6.jpg, createdBy=dcbc1715228, createdName=刘煜, createdTime=Fri Oct 13 08:05:37 CST 2017, time=2017-10-13, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=252455, encodeId=c54b25245578, content=学习了新知识, beContent=null, objectType=article, channel=null, level=null, likeNumber=110, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=https://img.medsci.cn/20201006/4db877c2887649beb09cb5effd0b38c7/916f66edd48a4e77b20ebc3e14b6e45c.jpg, createdBy=141e1980133, createdName=Y—xianghai, createdTime=Fri Oct 13 08:03:49 CST 2017, time=2017-10-13, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=252420, encodeId=ce29252420e0, content=这个不错学习了很有用, beContent=null, objectType=article, channel=null, level=null, likeNumber=102, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, 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likeNumber=68, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=https://wx.qlogo.cn/mmopen/Q3auHgzwzM4Cr8ibeWnmTmmC1lthicNVicicXTX7Mn9OEib5S1eHg4jhM9usWmW2NBVm6NaJurhgeMl3UJ1gujuaQuIX7icVSa8F4JoFPCfib0Prsk/0, createdBy=b5bb2069360, createdName=cherry bomb, createdTime=Fri Oct 13 06:52:28 CST 2017, time=2017-10-13, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=252360, encodeId=a10025236052, content=统计学, beContent=null, objectType=article, channel=null, level=null, likeNumber=69, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=http://cdnapi.center.medsci.cn/medsci/head/2017/04/28/37a322fa6e8be63db9e493f1c35a800a.jpg, createdBy=e5461842402, createdName=llaq, createdTime=Fri Oct 13 00:02:31 CST 2017, time=2017-10-13, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=252359, encodeId=e3c125235949, content=学习了, beContent=null, objectType=article, channel=null, level=null, likeNumber=64, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=https://wx.qlogo.cn/mmopen/oLAjfB7s1ib06iaV3D9Tg5K4PNicOvbHfgIficrsEKztlD5yv1UnCFhnFmFU9yv1RHLflMRibWrppbsiccfMB8tT9HCkAr3zL2zVml/0, createdBy=89da1604922, createdName=䖝二, createdTime=Thu Oct 12 23:45:01 CST 2017, time=2017-10-12, status=1, ipAttribution=)]
    2017-10-13 刘煜

    阅读.谢谢分享

    0

  5. 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likeNumber=68, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=https://wx.qlogo.cn/mmopen/Q3auHgzwzM4Cr8ibeWnmTmmC1lthicNVicicXTX7Mn9OEib5S1eHg4jhM9usWmW2NBVm6NaJurhgeMl3UJ1gujuaQuIX7icVSa8F4JoFPCfib0Prsk/0, createdBy=b5bb2069360, createdName=cherry bomb, createdTime=Fri Oct 13 06:52:28 CST 2017, time=2017-10-13, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=252360, encodeId=a10025236052, content=统计学, beContent=null, objectType=article, channel=null, level=null, likeNumber=69, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=http://cdnapi.center.medsci.cn/medsci/head/2017/04/28/37a322fa6e8be63db9e493f1c35a800a.jpg, createdBy=e5461842402, createdName=llaq, createdTime=Fri Oct 13 00:02:31 CST 2017, time=2017-10-13, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=252359, encodeId=e3c125235949, content=学习了, beContent=null, objectType=article, channel=null, level=null, likeNumber=64, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=https://wx.qlogo.cn/mmopen/oLAjfB7s1ib06iaV3D9Tg5K4PNicOvbHfgIficrsEKztlD5yv1UnCFhnFmFU9yv1RHLflMRibWrppbsiccfMB8tT9HCkAr3zL2zVml/0, createdBy=89da1604922, createdName=䖝二, createdTime=Thu Oct 12 23:45:01 CST 2017, time=2017-10-12, status=1, ipAttribution=)]
    2017-10-13 Y—xianghai

    学习了新知识

    0

  6. 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likeNumber=68, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=https://wx.qlogo.cn/mmopen/Q3auHgzwzM4Cr8ibeWnmTmmC1lthicNVicicXTX7Mn9OEib5S1eHg4jhM9usWmW2NBVm6NaJurhgeMl3UJ1gujuaQuIX7icVSa8F4JoFPCfib0Prsk/0, createdBy=b5bb2069360, createdName=cherry bomb, createdTime=Fri Oct 13 06:52:28 CST 2017, time=2017-10-13, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=252360, encodeId=a10025236052, content=统计学, beContent=null, objectType=article, channel=null, level=null, likeNumber=69, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=http://cdnapi.center.medsci.cn/medsci/head/2017/04/28/37a322fa6e8be63db9e493f1c35a800a.jpg, createdBy=e5461842402, createdName=llaq, createdTime=Fri Oct 13 00:02:31 CST 2017, time=2017-10-13, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=252359, encodeId=e3c125235949, content=学习了, beContent=null, objectType=article, channel=null, level=null, likeNumber=64, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=https://wx.qlogo.cn/mmopen/oLAjfB7s1ib06iaV3D9Tg5K4PNicOvbHfgIficrsEKztlD5yv1UnCFhnFmFU9yv1RHLflMRibWrppbsiccfMB8tT9HCkAr3zL2zVml/0, createdBy=89da1604922, createdName=䖝二, createdTime=Thu Oct 12 23:45:01 CST 2017, time=2017-10-12, status=1, ipAttribution=)]
    2017-10-13 飛歌

    这个不错学习了很有用

    0

  7. 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likeNumber=68, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=https://wx.qlogo.cn/mmopen/Q3auHgzwzM4Cr8ibeWnmTmmC1lthicNVicicXTX7Mn9OEib5S1eHg4jhM9usWmW2NBVm6NaJurhgeMl3UJ1gujuaQuIX7icVSa8F4JoFPCfib0Prsk/0, createdBy=b5bb2069360, createdName=cherry bomb, createdTime=Fri Oct 13 06:52:28 CST 2017, time=2017-10-13, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=252360, encodeId=a10025236052, content=统计学, beContent=null, objectType=article, channel=null, level=null, likeNumber=69, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=http://cdnapi.center.medsci.cn/medsci/head/2017/04/28/37a322fa6e8be63db9e493f1c35a800a.jpg, createdBy=e5461842402, createdName=llaq, createdTime=Fri Oct 13 00:02:31 CST 2017, time=2017-10-13, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=252359, encodeId=e3c125235949, content=学习了, beContent=null, objectType=article, channel=null, level=null, likeNumber=64, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=https://wx.qlogo.cn/mmopen/oLAjfB7s1ib06iaV3D9Tg5K4PNicOvbHfgIficrsEKztlD5yv1UnCFhnFmFU9yv1RHLflMRibWrppbsiccfMB8tT9HCkAr3zL2zVml/0, createdBy=89da1604922, createdName=䖝二, createdTime=Thu Oct 12 23:45:01 CST 2017, time=2017-10-12, status=1, ipAttribution=)]
    2017-10-13 明月清辉

    谢谢分享.学习了

    0

  8. 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beContent=null, objectType=article, channel=null, level=null, likeNumber=64, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=https://wx.qlogo.cn/mmopen/oLAjfB7s1ib06iaV3D9Tg5K4PNicOvbHfgIficrsEKztlD5yv1UnCFhnFmFU9yv1RHLflMRibWrppbsiccfMB8tT9HCkAr3zL2zVml/0, createdBy=89da1604922, createdName=䖝二, createdTime=Thu Oct 12 23:45:01 CST 2017, time=2017-10-12, status=1, ipAttribution=)]
    2017-10-13 cherry bomb

    学习了.正好需要

    0

  9. 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beContent=null, objectType=article, channel=null, level=null, likeNumber=64, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=https://wx.qlogo.cn/mmopen/oLAjfB7s1ib06iaV3D9Tg5K4PNicOvbHfgIficrsEKztlD5yv1UnCFhnFmFU9yv1RHLflMRibWrppbsiccfMB8tT9HCkAr3zL2zVml/0, createdBy=89da1604922, createdName=䖝二, createdTime=Thu Oct 12 23:45:01 CST 2017, time=2017-10-12, status=1, ipAttribution=)]
    2017-10-13 llaq

    统计学

    0

  10. 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likeNumber=68, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=https://wx.qlogo.cn/mmopen/Q3auHgzwzM4Cr8ibeWnmTmmC1lthicNVicicXTX7Mn9OEib5S1eHg4jhM9usWmW2NBVm6NaJurhgeMl3UJ1gujuaQuIX7icVSa8F4JoFPCfib0Prsk/0, createdBy=b5bb2069360, createdName=cherry bomb, createdTime=Fri Oct 13 06:52:28 CST 2017, time=2017-10-13, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=252360, encodeId=a10025236052, content=统计学, beContent=null, objectType=article, channel=null, level=null, likeNumber=69, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=http://cdnapi.center.medsci.cn/medsci/head/2017/04/28/37a322fa6e8be63db9e493f1c35a800a.jpg, createdBy=e5461842402, createdName=llaq, createdTime=Fri Oct 13 00:02:31 CST 2017, time=2017-10-13, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=252359, encodeId=e3c125235949, content=学习了, beContent=null, objectType=article, channel=null, level=null, likeNumber=64, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=https://wx.qlogo.cn/mmopen/oLAjfB7s1ib06iaV3D9Tg5K4PNicOvbHfgIficrsEKztlD5yv1UnCFhnFmFU9yv1RHLflMRibWrppbsiccfMB8tT9HCkAr3zL2zVml/0, createdBy=89da1604922, createdName=䖝二, createdTime=Thu Oct 12 23:45:01 CST 2017, time=2017-10-12, status=1, ipAttribution=)]
    2017-10-12 䖝二

    学习了

    0

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