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10个问题助你精通R作图包ggplot2 package

2016-04-01 Manish saraswat 36大数据 译

ggplot2R绘图
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ggplot2是R语言最为强大的作图软件包，强于其自成一派的数据可视化理念。当熟悉了ggplot2的基本套路后，数据可视化工作将变得非常轻松而有条理。有时候数字确实需要分享一个美丽的故事分享!当今社会，数据可视化是至关重要的。没有强大的可视化，几乎不可能在堆积如山的数据中创造或者叙述它的故事。这些故事有助于我们构建策略，并做出明智的商业决策。R是让数据可视化更加有趣和简单的很好支持。它已经具备

ggplot2是R语言最为强大的作图软件包，强于其自成一派的数据可视化理念。当熟悉了ggplot2的基本套路后，数据可视化工作将变得非常轻松而有条理。有时候数字确实需要分享一个美丽的故事分享!当今社会，数据可视化是至关重要的。没有强大的可视化，几乎不可能在堆积如山的数据中创造或者叙述它的故事。这些故事有助于我们构建策略，并做出明智的商业决策。R是让数据可视化更加有趣和简单的很好支持。它已经具备了基本的功能，Package提供的外部支持使它成为一个令人开心的工作工具，感谢我们的社区成员。在所有的包中，ggplot package已经在R中成为了数据可视化的同义词,它可以让你获得更多的控制图，图表和地图，也被称为能创造让人吃惊的图形。我要衷心的感谢Hadley Wickam， 这个成就ggplot2 package的父亲。在这篇文章中，通过R用户用ggplot package工作中，我已经回答了的一些最常见的问题，所以，下一次当你需要可视化数据的时候，你可以选择下面的任何一个。注：这篇文章最适合初学者，和中级的具有数据可视化的基本知识的R用户，您可以参考这个完整的数据可视化指南。现在开始让

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在此留言
评论区 (7)
#插入话题
  1. [GetPortalCommentsPageByObjectIdResponse(id=87628, encodeId=48828e628f4, content=很实用。, beContent=null, objectType=article, channel=null, level=null, likeNumber=135, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=f9f21613855, createdName=lsblb, createdTime=Mon May 30 18:46:00 CST 2016, time=2016-05-30, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=77712, encodeId=968fe7712cd, content=还没入门，感觉命令语句难懂, beContent=null, objectType=article, channel=null, level=null, likeNumber=155, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=fd2b1684913, createdName=sxlw, createdTime=Wed Apr 13 20:22:00 CST 2016, time=2016-04-13, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=75535, encodeId=6091e5535e3, content=请问，有数据吗，不好练习的, beContent=null, objectType=article, channel=null, level=null, likeNumber=101, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=f71b104090, createdName=vito, createdTime=Tue Apr 05 15:16:00 CST 2016, time=2016-04-05, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=75428, encodeId=21a6e54280e, content=很实用，ggplot2, beContent=null, objectType=article, channel=null, level=null, likeNumber=104, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=791045126, createdName=yangwei1987, createdTime=Mon Apr 04 00:51:00 CST 2016, time=2016-04-04, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=75429, encodeId=f3d7e54296d, content=很实用，ggplot2, beContent=null, objectType=article, channel=null, level=null, likeNumber=106, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=791045126, createdName=yangwei1987, createdTime=Mon Apr 04 00:51:00 CST 2016, time=2016-04-04, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=75430, encodeId=9639e5430d6, content=很实用，ggplot2, beContent=null, objectType=article, channel=null, level=null, likeNumber=99, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=791045126, createdName=yangwei1987, createdTime=Mon Apr 04 00:51:00 CST 2016, time=2016-04-04, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=75427, encodeId=c512e5427d6, content=很实用，ggplot2, beContent=null, objectType=article, channel=null, level=null, likeNumber=66, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=791045126, createdName=yangwei1987, createdTime=Mon Apr 04 00:50:00 CST 2016, time=2016-04-04, status=1, ipAttribution=)]
    2016-05-30 lsblb

    很实用。

    0

  2. [GetPortalCommentsPageByObjectIdResponse(id=87628, encodeId=48828e628f4, content=很实用。, beContent=null, objectType=article, channel=null, level=null, likeNumber=135, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=f9f21613855, createdName=lsblb, createdTime=Mon May 30 18:46:00 CST 2016, time=2016-05-30, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=77712, encodeId=968fe7712cd, content=还没入门，感觉命令语句难懂, beContent=null, objectType=article, channel=null, level=null, likeNumber=155, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=fd2b1684913, createdName=sxlw, createdTime=Wed Apr 13 20:22:00 CST 2016, time=2016-04-13, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=75535, encodeId=6091e5535e3, content=请问，有数据吗，不好练习的, beContent=null, objectType=article, channel=null, level=null, likeNumber=101, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=f71b104090, createdName=vito, createdTime=Tue Apr 05 15:16:00 CST 2016, time=2016-04-05, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=75428, encodeId=21a6e54280e, content=很实用，ggplot2, beContent=null, objectType=article, channel=null, level=null, likeNumber=104, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=791045126, createdName=yangwei1987, createdTime=Mon Apr 04 00:51:00 CST 2016, time=2016-04-04, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=75429, encodeId=f3d7e54296d, content=很实用，ggplot2, beContent=null, objectType=article, channel=null, level=null, likeNumber=106, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=791045126, createdName=yangwei1987, createdTime=Mon Apr 04 00:51:00 CST 2016, time=2016-04-04, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=75430, encodeId=9639e5430d6, content=很实用，ggplot2, beContent=null, objectType=article, channel=null, level=null, likeNumber=99, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=791045126, createdName=yangwei1987, createdTime=Mon Apr 04 00:51:00 CST 2016, time=2016-04-04, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=75427, encodeId=c512e5427d6, content=很实用，ggplot2, beContent=null, objectType=article, channel=null, level=null, likeNumber=66, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=791045126, createdName=yangwei1987, createdTime=Mon Apr 04 00:50:00 CST 2016, time=2016-04-04, status=1, ipAttribution=)]
    2016-04-13 sxlw

    还没入门，感觉命令语句难懂

    0

  3. [GetPortalCommentsPageByObjectIdResponse(id=87628, encodeId=48828e628f4, content=很实用。, beContent=null, objectType=article, channel=null, level=null, likeNumber=135, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=f9f21613855, createdName=lsblb, createdTime=Mon May 30 18:46:00 CST 2016, time=2016-05-30, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=77712, encodeId=968fe7712cd, content=还没入门，感觉命令语句难懂, beContent=null, objectType=article, channel=null, level=null, likeNumber=155, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=fd2b1684913, createdName=sxlw, createdTime=Wed Apr 13 20:22:00 CST 2016, time=2016-04-13, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=75535, encodeId=6091e5535e3, content=请问，有数据吗，不好练习的, beContent=null, objectType=article, channel=null, level=null, likeNumber=101, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=f71b104090, createdName=vito, createdTime=Tue Apr 05 15:16:00 CST 2016, time=2016-04-05, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=75428, encodeId=21a6e54280e, content=很实用，ggplot2, beContent=null, objectType=article, channel=null, level=null, likeNumber=104, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=791045126, createdName=yangwei1987, createdTime=Mon Apr 04 00:51:00 CST 2016, time=2016-04-04, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=75429, encodeId=f3d7e54296d, content=很实用，ggplot2, beContent=null, objectType=article, channel=null, level=null, likeNumber=106, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=791045126, createdName=yangwei1987, createdTime=Mon Apr 04 00:51:00 CST 2016, time=2016-04-04, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=75430, encodeId=9639e5430d6, content=很实用，ggplot2, beContent=null, objectType=article, channel=null, level=null, likeNumber=99, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=791045126, createdName=yangwei1987, createdTime=Mon Apr 04 00:51:00 CST 2016, time=2016-04-04, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=75427, encodeId=c512e5427d6, content=很实用，ggplot2, beContent=null, objectType=article, channel=null, level=null, likeNumber=66, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=791045126, createdName=yangwei1987, createdTime=Mon Apr 04 00:50:00 CST 2016, time=2016-04-04, status=1, ipAttribution=)]
    2016-04-05 vito

    请问，有数据吗，不好练习的

    0

  4. [GetPortalCommentsPageByObjectIdResponse(id=87628, encodeId=48828e628f4, content=很实用。, beContent=null, objectType=article, channel=null, level=null, likeNumber=135, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=f9f21613855, createdName=lsblb, createdTime=Mon May 30 18:46:00 CST 2016, time=2016-05-30, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=77712, encodeId=968fe7712cd, content=还没入门，感觉命令语句难懂, beContent=null, objectType=article, channel=null, level=null, likeNumber=155, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=fd2b1684913, createdName=sxlw, createdTime=Wed Apr 13 20:22:00 CST 2016, time=2016-04-13, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=75535, encodeId=6091e5535e3, content=请问，有数据吗，不好练习的, beContent=null, objectType=article, channel=null, level=null, likeNumber=101, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=f71b104090, createdName=vito, createdTime=Tue Apr 05 15:16:00 CST 2016, time=2016-04-05, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=75428, encodeId=21a6e54280e, content=很实用，ggplot2, beContent=null, objectType=article, channel=null, level=null, likeNumber=104, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=791045126, createdName=yangwei1987, createdTime=Mon Apr 04 00:51:00 CST 2016, time=2016-04-04, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=75429, encodeId=f3d7e54296d, content=很实用，ggplot2, beContent=null, objectType=article, channel=null, level=null, likeNumber=106, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=791045126, createdName=yangwei1987, createdTime=Mon Apr 04 00:51:00 CST 2016, time=2016-04-04, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=75430, encodeId=9639e5430d6, content=很实用，ggplot2, beContent=null, objectType=article, channel=null, level=null, likeNumber=99, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=791045126, createdName=yangwei1987, createdTime=Mon Apr 04 00:51:00 CST 2016, time=2016-04-04, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=75427, encodeId=c512e5427d6, content=很实用，ggplot2, beContent=null, objectType=article, channel=null, level=null, likeNumber=66, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=791045126, createdName=yangwei1987, createdTime=Mon Apr 04 00:50:00 CST 2016, time=2016-04-04, status=1, ipAttribution=)]
    2016-04-04 yangwei1987

    很实用，ggplot2

    0

  5. [GetPortalCommentsPageByObjectIdResponse(id=87628, encodeId=48828e628f4, content=很实用。, beContent=null, objectType=article, channel=null, level=null, likeNumber=135, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=f9f21613855, createdName=lsblb, createdTime=Mon May 30 18:46:00 CST 2016, time=2016-05-30, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=77712, encodeId=968fe7712cd, content=还没入门，感觉命令语句难懂, beContent=null, objectType=article, channel=null, level=null, likeNumber=155, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=fd2b1684913, createdName=sxlw, createdTime=Wed Apr 13 20:22:00 CST 2016, time=2016-04-13, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=75535, encodeId=6091e5535e3, content=请问，有数据吗，不好练习的, beContent=null, objectType=article, channel=null, level=null, likeNumber=101, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=f71b104090, createdName=vito, createdTime=Tue Apr 05 15:16:00 CST 2016, time=2016-04-05, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=75428, encodeId=21a6e54280e, content=很实用，ggplot2, beContent=null, objectType=article, channel=null, level=null, likeNumber=104, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=791045126, createdName=yangwei1987, createdTime=Mon Apr 04 00:51:00 CST 2016, time=2016-04-04, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=75429, encodeId=f3d7e54296d, content=很实用，ggplot2, beContent=null, objectType=article, channel=null, level=null, likeNumber=106, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=791045126, createdName=yangwei1987, createdTime=Mon Apr 04 00:51:00 CST 2016, time=2016-04-04, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=75430, encodeId=9639e5430d6, content=很实用，ggplot2, beContent=null, objectType=article, channel=null, level=null, likeNumber=99, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=791045126, createdName=yangwei1987, createdTime=Mon Apr 04 00:51:00 CST 2016, time=2016-04-04, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=75427, encodeId=c512e5427d6, content=很实用，ggplot2, beContent=null, objectType=article, channel=null, level=null, likeNumber=66, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=791045126, createdName=yangwei1987, createdTime=Mon Apr 04 00:50:00 CST 2016, time=2016-04-04, status=1, ipAttribution=)]
    2016-04-04 yangwei1987

    很实用，ggplot2

    0

  6. [GetPortalCommentsPageByObjectIdResponse(id=87628, encodeId=48828e628f4, content=很实用。, beContent=null, objectType=article, channel=null, level=null, likeNumber=135, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=f9f21613855, createdName=lsblb, createdTime=Mon May 30 18:46:00 CST 2016, time=2016-05-30, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=77712, encodeId=968fe7712cd, content=还没入门，感觉命令语句难懂, beContent=null, objectType=article, channel=null, level=null, likeNumber=155, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=fd2b1684913, createdName=sxlw, createdTime=Wed Apr 13 20:22:00 CST 2016, time=2016-04-13, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=75535, encodeId=6091e5535e3, content=请问，有数据吗，不好练习的, beContent=null, objectType=article, channel=null, level=null, likeNumber=101, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=f71b104090, createdName=vito, createdTime=Tue Apr 05 15:16:00 CST 2016, time=2016-04-05, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=75428, encodeId=21a6e54280e, content=很实用，ggplot2, beContent=null, objectType=article, channel=null, level=null, likeNumber=104, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=791045126, createdName=yangwei1987, createdTime=Mon Apr 04 00:51:00 CST 2016, time=2016-04-04, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=75429, encodeId=f3d7e54296d, content=很实用，ggplot2, beContent=null, objectType=article, channel=null, level=null, likeNumber=106, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=791045126, createdName=yangwei1987, createdTime=Mon Apr 04 00:51:00 CST 2016, time=2016-04-04, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=75430, encodeId=9639e5430d6, content=很实用，ggplot2, beContent=null, objectType=article, channel=null, level=null, likeNumber=99, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=791045126, createdName=yangwei1987, createdTime=Mon Apr 04 00:51:00 CST 2016, time=2016-04-04, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=75427, encodeId=c512e5427d6, content=很实用，ggplot2, beContent=null, objectType=article, channel=null, level=null, likeNumber=66, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=791045126, createdName=yangwei1987, createdTime=Mon Apr 04 00:50:00 CST 2016, time=2016-04-04, status=1, ipAttribution=)]
    2016-04-04 yangwei1987

    很实用，ggplot2

    0

  7. [GetPortalCommentsPageByObjectIdResponse(id=87628, encodeId=48828e628f4, content=很实用。, beContent=null, objectType=article, channel=null, level=null, likeNumber=135, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=f9f21613855, createdName=lsblb, createdTime=Mon May 30 18:46:00 CST 2016, time=2016-05-30, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=77712, encodeId=968fe7712cd, content=还没入门，感觉命令语句难懂, beContent=null, objectType=article, channel=null, level=null, likeNumber=155, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=fd2b1684913, createdName=sxlw, createdTime=Wed Apr 13 20:22:00 CST 2016, time=2016-04-13, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=75535, encodeId=6091e5535e3, content=请问，有数据吗，不好练习的, beContent=null, objectType=article, channel=null, level=null, likeNumber=101, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=f71b104090, createdName=vito, createdTime=Tue Apr 05 15:16:00 CST 2016, time=2016-04-05, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=75428, encodeId=21a6e54280e, content=很实用，ggplot2, beContent=null, objectType=article, channel=null, level=null, likeNumber=104, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=791045126, createdName=yangwei1987, createdTime=Mon Apr 04 00:51:00 CST 2016, time=2016-04-04, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=75429, encodeId=f3d7e54296d, content=很实用，ggplot2, beContent=null, objectType=article, channel=null, level=null, likeNumber=106, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=791045126, createdName=yangwei1987, createdTime=Mon Apr 04 00:51:00 CST 2016, time=2016-04-04, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=75430, encodeId=9639e5430d6, content=很实用，ggplot2, beContent=null, objectType=article, channel=null, level=null, likeNumber=99, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=791045126, createdName=yangwei1987, createdTime=Mon Apr 04 00:51:00 CST 2016, time=2016-04-04, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=75427, encodeId=c512e5427d6, content=很实用，ggplot2, beContent=null, objectType=article, channel=null, level=null, likeNumber=66, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=791045126, createdName=yangwei1987, createdTime=Mon Apr 04 00:50:00 CST 2016, time=2016-04-04, status=1, ipAttribution=)]
    2016-04-04 yangwei1987

    很实用，ggplot2

    0