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SAS作图是不真的又难又丑啊? 其实是你不知道

2016-02-09 谷鸿秋 StatsThinking

SAS作图
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作者：谷鸿秋 数说君推荐语 作为一名统计狗，SAS的绘图一直是我的一个心病，之前也准备系统的写一些关于SAS绘图的文章，但….SAS的绘图实在让我提不起兴趣啊，直到我看到了这篇文章，才知道我之前那么天真，真是too simple!。 虽然SAS在商业统计分析软件领域一直是龙头老大，称王称霸多年，但如果说到统计绘图，那简直就是一个一直无法抹去的伤痛。 长久以来，SAS的统计绘图功能饱受诟病：

作者：谷鸿秋

数说君推荐语

作为一名统计狗，SAS的绘图一直是我的一个心病，之前也准备系统的写一些关于SAS绘图的文章，但….SAS的绘图实在让我提不起兴趣啊，直到我看到了这篇文章，才知道我之前那么天真，真是too simple!。

虽然SAS在商业统计分析软件领域一直是龙头老大，称王称霸多年，但如果说到统计绘图，那简直就是一个一直无法抹去的伤痛。

长久以来，SAS的统计绘图功能饱受诟病：一是默认图形其丑无比，简直难以直视;二是图形元素老套死板，不够活泼灵动;三是绘图语法复杂多变，难以掌握。

SAS绘图印象
即便如此，仍然有人不离不弃，不遗余力地用SAS 绘制出了许多令人难以置信的精美图形，Sanjay Matange 和Robert Allison就是两位代表人物。

SAS绘图1SAS绘图2SAS绘图3SAS绘图4

太死?

其实SAS为了讨好用户，也一直在努力改进，从SAS 9.2开始，ODS Graphic System的出现，使得SAS在统计绘图方面的美观性和便捷性方面大有改观。今天，就简单八一八SAS的统计绘图系统吧，或者更确切的说，来看看SAS有哪些可以绘制统计图形的方式。

那么，SAS有哪些可以绘制统计图形的方式呢?我个人总结的有四种。

1. 文本图形：Data _NULL_

你可能觉得会奇怪，DATA _NULL_也能绘图?是的，Data _NULL_通过在特定位置输出一些特定的文本字符，确实可以产生一种奇特的图形效果。

data null
2. 专用统计绘图过程：SAS/GRAPH

SAS/GRAPH模块在SAS 9.2之前，是SAS绘图的主要武器。不过GRAPH模块绘图过程和语法风格过于嘈杂混乱，给人感觉总是缺乏统一的风格和规范化过程。经常是每换一种图形就需要换一个过程，而每个过程里的一些语法风格还不尽相同，所以总是记不住SAS的绘图过程和语法的我们，也是情有可原的。

不过，要细说起SAS/GRAPH模块，这里面的绘图也许可以分成三大块。

Proc chart/plot 系列，这就是类似DATA _NULL_的风格图形

Proc Gchart/Gplot系列，感觉还像那么回事的图形

Annotate组件，绘图可以灵活添加图形元素，但是语法麻烦proc chart 文本系列图形proc olot文本系列图形proc G-xxxannotote

3. 统计分析过程的副产品

你可能碰到过，但是没有认真留意过。我们在做统计分析过程中，很多结果是以图形形式展现的，比如回归分析时的诸多拟合诊断图，LOGISTIC回归时的ROC图，生存分析的K-M曲线等等。这个在SAS 9.2时需要设置ODS graphics on，9.2之后的版本默认是打开的。这其实就是打开了一个开关，一个专用的统计绘图系统的开关。这个专用的统计绘图系统就是我们要说的第四种方式：ODS Graphics System。统计过程自带图形

4. 专用的统计绘图系统：ODS Graphics System

ODS Graphics System是SAS 9.2推出的产品，后来将其包含在了SAS BASE 中，这意味着不再需要单独购买lisence。 相对于SAS/GRAPH来说，这个系统更为轻巧，语法也更为简单，规范，风格也更趋于统一。这也是越来越多的SAS统计师、程序员开始抛弃SAS/GRAPH而转向ODS Graphics System的原因。如果你用过R,ODS Graphics System相对于SAS就有点类似GGPLOT2相对于R的味道了。

ODS Graphics System包括了四方面的内容：

ODS Graphics Procedure: 这是ODS Graphics的绘图过程，其中的一个绘图过程Proc Sgplot 几乎可以解决大多数统计图形。加上散点图的Sgcatter，面板图的Sgpanel以及配合GTL的Sgrender和Sgdesign，几乎可以取代SAS GRAPH模块了。

Proc sgplo
Proc sgplot的简洁

Proc sgplot的丰富和强大Proc sgplot的丰富和强大

GTL：Graphic Template Language， 这是ODS的终级武器，ODS Graphics Procedure的底层其实也是通过GTL来实现的。相对于ODS Graphics Procedure，GTL以一定的语法复杂性换取了更大的绘图自由空间。比如，大家垂涎许久的森林图。

GTL森林图
森林图，SAS也能画呀!

另外就是ODS Graphics System的两个图形界面工具：

ODS Graphics Editor：可以对ODS图形进行一定的编辑哦，这个是不没料想到啊?

ODS Graphics Editor

用SGE进行图片编辑

ODS Graphics Designer：直接用拖拽方式绘制统计图形，而且可以看底层的GTL代码，加以修改，重复利用，欧耶!对于不熟悉GTL 的人来说，这绝对是个利器。

ODS Graphics DesignerODS Graphics Designer2

本文来源于 StatsThinking，一个很棒的关于数据分析的公众号

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  1. [GetPortalCommentsPageByObjectIdResponse(id=68540, encodeId=1a92685407e, content=感觉SAS难，想学但不知道怎么去学, beContent=null, objectType=article, channel=null, level=null, likeNumber=137, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=fd2b1684913, createdName=sxlw, createdTime=Thu Mar 10 20:13:00 CST 2016, time=2016-03-10, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=2007765, encodeId=02c4200e76570, content=<a href='/topic/show?id=cf4d1590956' target=_blank style='color:#2F92EE;'>#SAS#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=26, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=15909, encryptionId=cf4d1590956, topicName=SAS)], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=778d36, createdName=柳叶一刀, createdTime=Fri Jul 01 08:51:00 CST 2016, time=2016-07-01, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=68114, encodeId=7ade68114a4, content=可以分析SAS安装程序吗，我下了一个装不了，有能支持win7系统32位的吗？重谢！, beContent=null, objectType=article, channel=null, level=null, likeNumber=136, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=http://thirdwx.qlogo.cn/mmopen/vi_32/DYAIOgq83erJaiboOUVrGYoHV8Essd0EJvx0DPLDeqP3qkvaGD39DdvMmzT98iaib209rApLicEN84Nu8RefibOh8jA/132, createdBy=75ba1609552, createdName=kingjiang, createdTime=Mon Mar 07 22:00:00 CST 2016, time=2016-03-07, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=66676, encodeId=487f666e6c0, content=不会啊，怎样学习, beContent=null, objectType=article, channel=null, level=null, likeNumber=177, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=45101626056, createdName=忠诚向上, createdTime=Tue Mar 01 22:24:00 CST 2016, time=2016-03-01, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=65033, encodeId=753b650338f, content=不好学, beContent=null, objectType=article, channel=null, level=null, likeNumber=121, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=58701660184, createdName=docterdw123, createdTime=Sun Feb 21 09:57:00 CST 2016, time=2016-02-21, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=65032, encodeId=3271650326a, content=牛, beContent=null, objectType=article, channel=null, level=null, likeNumber=86, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=58701660184, createdName=docterdw123, createdTime=Sun Feb 21 09:56:00 CST 2016, time=2016-02-21, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=64122, encodeId=e07d64122be, content=工作以后就投入了spss的怀抱，现在赶脚完全不会使用SAS了, beContent=null, objectType=article, channel=null, level=null, likeNumber=43, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=http://thirdwx.qlogo.cn/mmopen/vi_32/Q0j4TwGTfTLRP2D8sTDxkrGNjMqwyLUGd9Wbt6L0Yw9goia4ibPGLEx48lF9kvw86FKicbdWemTqujrf6K5WPIic8g/132, createdBy=69a11636814, createdName=ssummer, createdTime=Sat Feb 13 09:40:00 CST 2016, time=2016-02-13, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=63834, encodeId=3d5b638342e, content=还是觉得丑, beContent=null, objectType=article, channel=null, level=null, likeNumber=45, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=https://wx.qlogo.cn/mmopen/mStl88fu4NfNLvzZhgPxRl88IIG7mnPw9aCyiclFjtObkW7hiaPluxVnP8W0L50Zk28TB6bOUvDAyD1p9jfvTD8fLIANPtx1tK/0, createdBy=0b0779675, createdName=jet747, createdTime=Wed Feb 10 09:08:00 CST 2016, time=2016-02-10, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=63826, encodeId=2db86382679, content=牛, beContent=null, objectType=article, channel=null, level=null, likeNumber=62, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=/v1.0.0/img/user_icon.png, createdBy=c10c75714, createdName=zhuzhuba1, createdTime=Tue Feb 09 22:46:00 CST 2016, time=2016-02-09, status=1, ipAttribution=)]
    2016-03-10 sxlw

    感觉SAS难，想学但不知道怎么去学

    0

  2. [GetPortalCommentsPageByObjectIdResponse(id=68540, encodeId=1a92685407e, content=感觉SAS难，想学但不知道怎么去学, beContent=null, objectType=article, channel=null, level=null, likeNumber=137, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=fd2b1684913, createdName=sxlw, createdTime=Thu Mar 10 20:13:00 CST 2016, time=2016-03-10, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=2007765, encodeId=02c4200e76570, content=<a href='/topic/show?id=cf4d1590956' target=_blank style='color:#2F92EE;'>#SAS#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=26, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=15909, encryptionId=cf4d1590956, topicName=SAS)], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=778d36, createdName=柳叶一刀, createdTime=Fri Jul 01 08:51:00 CST 2016, time=2016-07-01, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=68114, encodeId=7ade68114a4, content=可以分析SAS安装程序吗，我下了一个装不了，有能支持win7系统32位的吗？重谢！, beContent=null, objectType=article, channel=null, level=null, likeNumber=136, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=http://thirdwx.qlogo.cn/mmopen/vi_32/DYAIOgq83erJaiboOUVrGYoHV8Essd0EJvx0DPLDeqP3qkvaGD39DdvMmzT98iaib209rApLicEN84Nu8RefibOh8jA/132, createdBy=75ba1609552, createdName=kingjiang, createdTime=Mon Mar 07 22:00:00 CST 2016, time=2016-03-07, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=66676, encodeId=487f666e6c0, content=不会啊，怎样学习, beContent=null, objectType=article, channel=null, level=null, likeNumber=177, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=45101626056, createdName=忠诚向上, createdTime=Tue Mar 01 22:24:00 CST 2016, time=2016-03-01, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=65033, encodeId=753b650338f, content=不好学, beContent=null, objectType=article, channel=null, level=null, likeNumber=121, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=58701660184, createdName=docterdw123, createdTime=Sun Feb 21 09:57:00 CST 2016, time=2016-02-21, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=65032, encodeId=3271650326a, content=牛, beContent=null, objectType=article, channel=null, level=null, likeNumber=86, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=58701660184, createdName=docterdw123, createdTime=Sun Feb 21 09:56:00 CST 2016, time=2016-02-21, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=64122, encodeId=e07d64122be, content=工作以后就投入了spss的怀抱，现在赶脚完全不会使用SAS了, beContent=null, objectType=article, channel=null, level=null, likeNumber=43, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=http://thirdwx.qlogo.cn/mmopen/vi_32/Q0j4TwGTfTLRP2D8sTDxkrGNjMqwyLUGd9Wbt6L0Yw9goia4ibPGLEx48lF9kvw86FKicbdWemTqujrf6K5WPIic8g/132, createdBy=69a11636814, createdName=ssummer, createdTime=Sat Feb 13 09:40:00 CST 2016, time=2016-02-13, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=63834, encodeId=3d5b638342e, content=还是觉得丑, beContent=null, objectType=article, channel=null, level=null, likeNumber=45, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=https://wx.qlogo.cn/mmopen/mStl88fu4NfNLvzZhgPxRl88IIG7mnPw9aCyiclFjtObkW7hiaPluxVnP8W0L50Zk28TB6bOUvDAyD1p9jfvTD8fLIANPtx1tK/0, createdBy=0b0779675, createdName=jet747, createdTime=Wed Feb 10 09:08:00 CST 2016, time=2016-02-10, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=63826, encodeId=2db86382679, content=牛, beContent=null, objectType=article, channel=null, level=null, likeNumber=62, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=/v1.0.0/img/user_icon.png, createdBy=c10c75714, createdName=zhuzhuba1, createdTime=Tue Feb 09 22:46:00 CST 2016, time=2016-02-09, status=1, ipAttribution=)]
    2016-07-01 柳叶一刀

    #SAS#

    0

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    2016-03-07 kingjiang

    可以分析SAS安装程序吗，我下了一个装不了，有能支持win7系统32位的吗？重谢！

    0

  4. [GetPortalCommentsPageByObjectIdResponse(id=68540, encodeId=1a92685407e, content=感觉SAS难，想学但不知道怎么去学, beContent=null, objectType=article, channel=null, level=null, likeNumber=137, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=fd2b1684913, createdName=sxlw, createdTime=Thu Mar 10 20:13:00 CST 2016, time=2016-03-10, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=2007765, encodeId=02c4200e76570, content=<a href='/topic/show?id=cf4d1590956' target=_blank style='color:#2F92EE;'>#SAS#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=26, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=15909, encryptionId=cf4d1590956, topicName=SAS)], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=778d36, createdName=柳叶一刀, createdTime=Fri Jul 01 08:51:00 CST 2016, time=2016-07-01, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=68114, encodeId=7ade68114a4, content=可以分析SAS安装程序吗，我下了一个装不了，有能支持win7系统32位的吗？重谢！, beContent=null, objectType=article, channel=null, level=null, likeNumber=136, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=http://thirdwx.qlogo.cn/mmopen/vi_32/DYAIOgq83erJaiboOUVrGYoHV8Essd0EJvx0DPLDeqP3qkvaGD39DdvMmzT98iaib209rApLicEN84Nu8RefibOh8jA/132, createdBy=75ba1609552, createdName=kingjiang, createdTime=Mon Mar 07 22:00:00 CST 2016, time=2016-03-07, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=66676, encodeId=487f666e6c0, content=不会啊，怎样学习, beContent=null, objectType=article, channel=null, level=null, likeNumber=177, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=45101626056, createdName=忠诚向上, createdTime=Tue Mar 01 22:24:00 CST 2016, time=2016-03-01, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=65033, encodeId=753b650338f, content=不好学, beContent=null, objectType=article, channel=null, level=null, likeNumber=121, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=58701660184, createdName=docterdw123, createdTime=Sun Feb 21 09:57:00 CST 2016, time=2016-02-21, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=65032, encodeId=3271650326a, content=牛, beContent=null, objectType=article, channel=null, level=null, likeNumber=86, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=58701660184, createdName=docterdw123, createdTime=Sun Feb 21 09:56:00 CST 2016, time=2016-02-21, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=64122, encodeId=e07d64122be, content=工作以后就投入了spss的怀抱，现在赶脚完全不会使用SAS了, beContent=null, objectType=article, channel=null, level=null, likeNumber=43, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=http://thirdwx.qlogo.cn/mmopen/vi_32/Q0j4TwGTfTLRP2D8sTDxkrGNjMqwyLUGd9Wbt6L0Yw9goia4ibPGLEx48lF9kvw86FKicbdWemTqujrf6K5WPIic8g/132, createdBy=69a11636814, createdName=ssummer, createdTime=Sat Feb 13 09:40:00 CST 2016, time=2016-02-13, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=63834, encodeId=3d5b638342e, content=还是觉得丑, beContent=null, objectType=article, channel=null, level=null, likeNumber=45, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=https://wx.qlogo.cn/mmopen/mStl88fu4NfNLvzZhgPxRl88IIG7mnPw9aCyiclFjtObkW7hiaPluxVnP8W0L50Zk28TB6bOUvDAyD1p9jfvTD8fLIANPtx1tK/0, createdBy=0b0779675, createdName=jet747, createdTime=Wed Feb 10 09:08:00 CST 2016, time=2016-02-10, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=63826, encodeId=2db86382679, content=牛, beContent=null, objectType=article, channel=null, level=null, likeNumber=62, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=/v1.0.0/img/user_icon.png, createdBy=c10c75714, createdName=zhuzhuba1, createdTime=Tue Feb 09 22:46:00 CST 2016, time=2016-02-09, status=1, ipAttribution=)]
    2016-03-01 忠诚向上

    不会啊，怎样学习

    0

  5. [GetPortalCommentsPageByObjectIdResponse(id=68540, encodeId=1a92685407e, content=感觉SAS难，想学但不知道怎么去学, beContent=null, objectType=article, channel=null, level=null, likeNumber=137, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=fd2b1684913, createdName=sxlw, createdTime=Thu Mar 10 20:13:00 CST 2016, time=2016-03-10, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=2007765, encodeId=02c4200e76570, content=<a href='/topic/show?id=cf4d1590956' target=_blank style='color:#2F92EE;'>#SAS#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=26, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=15909, encryptionId=cf4d1590956, topicName=SAS)], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=778d36, createdName=柳叶一刀, createdTime=Fri Jul 01 08:51:00 CST 2016, time=2016-07-01, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=68114, encodeId=7ade68114a4, content=可以分析SAS安装程序吗，我下了一个装不了，有能支持win7系统32位的吗？重谢！, beContent=null, objectType=article, channel=null, level=null, likeNumber=136, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=http://thirdwx.qlogo.cn/mmopen/vi_32/DYAIOgq83erJaiboOUVrGYoHV8Essd0EJvx0DPLDeqP3qkvaGD39DdvMmzT98iaib209rApLicEN84Nu8RefibOh8jA/132, createdBy=75ba1609552, createdName=kingjiang, createdTime=Mon Mar 07 22:00:00 CST 2016, time=2016-03-07, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=66676, encodeId=487f666e6c0, content=不会啊，怎样学习, beContent=null, objectType=article, channel=null, level=null, likeNumber=177, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=45101626056, createdName=忠诚向上, createdTime=Tue Mar 01 22:24:00 CST 2016, time=2016-03-01, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=65033, encodeId=753b650338f, content=不好学, beContent=null, objectType=article, channel=null, level=null, likeNumber=121, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=58701660184, createdName=docterdw123, createdTime=Sun Feb 21 09:57:00 CST 2016, time=2016-02-21, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=65032, encodeId=3271650326a, content=牛, beContent=null, objectType=article, channel=null, level=null, likeNumber=86, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=58701660184, createdName=docterdw123, createdTime=Sun Feb 21 09:56:00 CST 2016, time=2016-02-21, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=64122, encodeId=e07d64122be, content=工作以后就投入了spss的怀抱，现在赶脚完全不会使用SAS了, beContent=null, objectType=article, channel=null, level=null, likeNumber=43, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=http://thirdwx.qlogo.cn/mmopen/vi_32/Q0j4TwGTfTLRP2D8sTDxkrGNjMqwyLUGd9Wbt6L0Yw9goia4ibPGLEx48lF9kvw86FKicbdWemTqujrf6K5WPIic8g/132, createdBy=69a11636814, createdName=ssummer, createdTime=Sat Feb 13 09:40:00 CST 2016, time=2016-02-13, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=63834, encodeId=3d5b638342e, content=还是觉得丑, beContent=null, objectType=article, channel=null, level=null, likeNumber=45, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=https://wx.qlogo.cn/mmopen/mStl88fu4NfNLvzZhgPxRl88IIG7mnPw9aCyiclFjtObkW7hiaPluxVnP8W0L50Zk28TB6bOUvDAyD1p9jfvTD8fLIANPtx1tK/0, createdBy=0b0779675, createdName=jet747, createdTime=Wed Feb 10 09:08:00 CST 2016, time=2016-02-10, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=63826, encodeId=2db86382679, content=牛, beContent=null, objectType=article, channel=null, level=null, likeNumber=62, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=/v1.0.0/img/user_icon.png, createdBy=c10c75714, createdName=zhuzhuba1, createdTime=Tue Feb 09 22:46:00 CST 2016, time=2016-02-09, status=1, ipAttribution=)]
    2016-02-21 docterdw123

    不好学

    0

  6. [GetPortalCommentsPageByObjectIdResponse(id=68540, encodeId=1a92685407e, content=感觉SAS难，想学但不知道怎么去学, beContent=null, objectType=article, channel=null, level=null, likeNumber=137, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=fd2b1684913, createdName=sxlw, createdTime=Thu Mar 10 20:13:00 CST 2016, time=2016-03-10, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=2007765, encodeId=02c4200e76570, content=<a href='/topic/show?id=cf4d1590956' target=_blank style='color:#2F92EE;'>#SAS#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=26, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=15909, encryptionId=cf4d1590956, topicName=SAS)], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=778d36, createdName=柳叶一刀, createdTime=Fri Jul 01 08:51:00 CST 2016, time=2016-07-01, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=68114, encodeId=7ade68114a4, content=可以分析SAS安装程序吗，我下了一个装不了，有能支持win7系统32位的吗？重谢！, beContent=null, objectType=article, channel=null, level=null, likeNumber=136, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=http://thirdwx.qlogo.cn/mmopen/vi_32/DYAIOgq83erJaiboOUVrGYoHV8Essd0EJvx0DPLDeqP3qkvaGD39DdvMmzT98iaib209rApLicEN84Nu8RefibOh8jA/132, createdBy=75ba1609552, createdName=kingjiang, createdTime=Mon Mar 07 22:00:00 CST 2016, time=2016-03-07, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=66676, encodeId=487f666e6c0, content=不会啊，怎样学习, beContent=null, objectType=article, channel=null, level=null, likeNumber=177, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=45101626056, createdName=忠诚向上, createdTime=Tue Mar 01 22:24:00 CST 2016, time=2016-03-01, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=65033, encodeId=753b650338f, content=不好学, beContent=null, objectType=article, channel=null, level=null, likeNumber=121, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=58701660184, createdName=docterdw123, createdTime=Sun Feb 21 09:57:00 CST 2016, time=2016-02-21, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=65032, encodeId=3271650326a, content=牛, beContent=null, objectType=article, channel=null, level=null, likeNumber=86, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=58701660184, createdName=docterdw123, createdTime=Sun Feb 21 09:56:00 CST 2016, time=2016-02-21, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=64122, encodeId=e07d64122be, content=工作以后就投入了spss的怀抱，现在赶脚完全不会使用SAS了, beContent=null, objectType=article, channel=null, level=null, likeNumber=43, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=http://thirdwx.qlogo.cn/mmopen/vi_32/Q0j4TwGTfTLRP2D8sTDxkrGNjMqwyLUGd9Wbt6L0Yw9goia4ibPGLEx48lF9kvw86FKicbdWemTqujrf6K5WPIic8g/132, createdBy=69a11636814, createdName=ssummer, createdTime=Sat Feb 13 09:40:00 CST 2016, time=2016-02-13, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=63834, encodeId=3d5b638342e, content=还是觉得丑, beContent=null, objectType=article, channel=null, level=null, likeNumber=45, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=https://wx.qlogo.cn/mmopen/mStl88fu4NfNLvzZhgPxRl88IIG7mnPw9aCyiclFjtObkW7hiaPluxVnP8W0L50Zk28TB6bOUvDAyD1p9jfvTD8fLIANPtx1tK/0, createdBy=0b0779675, createdName=jet747, createdTime=Wed Feb 10 09:08:00 CST 2016, time=2016-02-10, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=63826, encodeId=2db86382679, content=牛, beContent=null, objectType=article, channel=null, level=null, likeNumber=62, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=/v1.0.0/img/user_icon.png, createdBy=c10c75714, createdName=zhuzhuba1, createdTime=Tue Feb 09 22:46:00 CST 2016, time=2016-02-09, status=1, ipAttribution=)]
    2016-02-21 docterdw123

    牛

    0

  7. [GetPortalCommentsPageByObjectIdResponse(id=68540, encodeId=1a92685407e, content=感觉SAS难，想学但不知道怎么去学, beContent=null, objectType=article, channel=null, level=null, likeNumber=137, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=fd2b1684913, createdName=sxlw, createdTime=Thu Mar 10 20:13:00 CST 2016, time=2016-03-10, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=2007765, encodeId=02c4200e76570, content=<a href='/topic/show?id=cf4d1590956' target=_blank style='color:#2F92EE;'>#SAS#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=26, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=15909, encryptionId=cf4d1590956, topicName=SAS)], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=778d36, createdName=柳叶一刀, createdTime=Fri Jul 01 08:51:00 CST 2016, time=2016-07-01, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=68114, encodeId=7ade68114a4, content=可以分析SAS安装程序吗，我下了一个装不了，有能支持win7系统32位的吗？重谢！, beContent=null, objectType=article, channel=null, level=null, likeNumber=136, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=http://thirdwx.qlogo.cn/mmopen/vi_32/DYAIOgq83erJaiboOUVrGYoHV8Essd0EJvx0DPLDeqP3qkvaGD39DdvMmzT98iaib209rApLicEN84Nu8RefibOh8jA/132, createdBy=75ba1609552, createdName=kingjiang, createdTime=Mon Mar 07 22:00:00 CST 2016, time=2016-03-07, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=66676, encodeId=487f666e6c0, content=不会啊，怎样学习, beContent=null, objectType=article, channel=null, level=null, likeNumber=177, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=45101626056, createdName=忠诚向上, createdTime=Tue Mar 01 22:24:00 CST 2016, time=2016-03-01, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=65033, encodeId=753b650338f, content=不好学, beContent=null, objectType=article, channel=null, level=null, likeNumber=121, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=58701660184, createdName=docterdw123, createdTime=Sun Feb 21 09:57:00 CST 2016, time=2016-02-21, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=65032, encodeId=3271650326a, content=牛, beContent=null, objectType=article, channel=null, level=null, likeNumber=86, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=58701660184, createdName=docterdw123, createdTime=Sun Feb 21 09:56:00 CST 2016, time=2016-02-21, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=64122, encodeId=e07d64122be, content=工作以后就投入了spss的怀抱，现在赶脚完全不会使用SAS了, beContent=null, objectType=article, channel=null, level=null, likeNumber=43, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=http://thirdwx.qlogo.cn/mmopen/vi_32/Q0j4TwGTfTLRP2D8sTDxkrGNjMqwyLUGd9Wbt6L0Yw9goia4ibPGLEx48lF9kvw86FKicbdWemTqujrf6K5WPIic8g/132, createdBy=69a11636814, createdName=ssummer, createdTime=Sat Feb 13 09:40:00 CST 2016, time=2016-02-13, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=63834, encodeId=3d5b638342e, content=还是觉得丑, beContent=null, objectType=article, channel=null, level=null, likeNumber=45, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=https://wx.qlogo.cn/mmopen/mStl88fu4NfNLvzZhgPxRl88IIG7mnPw9aCyiclFjtObkW7hiaPluxVnP8W0L50Zk28TB6bOUvDAyD1p9jfvTD8fLIANPtx1tK/0, createdBy=0b0779675, createdName=jet747, createdTime=Wed Feb 10 09:08:00 CST 2016, time=2016-02-10, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=63826, encodeId=2db86382679, content=牛, beContent=null, objectType=article, channel=null, level=null, likeNumber=62, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=/v1.0.0/img/user_icon.png, createdBy=c10c75714, createdName=zhuzhuba1, createdTime=Tue Feb 09 22:46:00 CST 2016, time=2016-02-09, status=1, ipAttribution=)]
    2016-02-13 ssummer

    工作以后就投入了spss的怀抱，现在赶脚完全不会使用SAS了

    0

  8. [GetPortalCommentsPageByObjectIdResponse(id=68540, encodeId=1a92685407e, content=感觉SAS难，想学但不知道怎么去学, beContent=null, objectType=article, channel=null, level=null, likeNumber=137, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=fd2b1684913, createdName=sxlw, createdTime=Thu Mar 10 20:13:00 CST 2016, time=2016-03-10, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=2007765, encodeId=02c4200e76570, content=<a href='/topic/show?id=cf4d1590956' target=_blank style='color:#2F92EE;'>#SAS#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=26, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=15909, encryptionId=cf4d1590956, topicName=SAS)], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=778d36, createdName=柳叶一刀, createdTime=Fri Jul 01 08:51:00 CST 2016, time=2016-07-01, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=68114, encodeId=7ade68114a4, content=可以分析SAS安装程序吗，我下了一个装不了，有能支持win7系统32位的吗？重谢！, beContent=null, objectType=article, channel=null, level=null, likeNumber=136, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=http://thirdwx.qlogo.cn/mmopen/vi_32/DYAIOgq83erJaiboOUVrGYoHV8Essd0EJvx0DPLDeqP3qkvaGD39DdvMmzT98iaib209rApLicEN84Nu8RefibOh8jA/132, createdBy=75ba1609552, createdName=kingjiang, createdTime=Mon Mar 07 22:00:00 CST 2016, time=2016-03-07, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=66676, encodeId=487f666e6c0, content=不会啊，怎样学习, beContent=null, objectType=article, channel=null, level=null, likeNumber=177, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=45101626056, createdName=忠诚向上, createdTime=Tue Mar 01 22:24:00 CST 2016, time=2016-03-01, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=65033, encodeId=753b650338f, content=不好学, beContent=null, objectType=article, channel=null, level=null, likeNumber=121, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=58701660184, createdName=docterdw123, createdTime=Sun Feb 21 09:57:00 CST 2016, time=2016-02-21, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=65032, encodeId=3271650326a, content=牛, beContent=null, objectType=article, channel=null, level=null, likeNumber=86, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=58701660184, createdName=docterdw123, createdTime=Sun Feb 21 09:56:00 CST 2016, time=2016-02-21, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=64122, encodeId=e07d64122be, content=工作以后就投入了spss的怀抱，现在赶脚完全不会使用SAS了, beContent=null, objectType=article, channel=null, level=null, likeNumber=43, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=http://thirdwx.qlogo.cn/mmopen/vi_32/Q0j4TwGTfTLRP2D8sTDxkrGNjMqwyLUGd9Wbt6L0Yw9goia4ibPGLEx48lF9kvw86FKicbdWemTqujrf6K5WPIic8g/132, createdBy=69a11636814, createdName=ssummer, createdTime=Sat Feb 13 09:40:00 CST 2016, time=2016-02-13, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=63834, encodeId=3d5b638342e, content=还是觉得丑, beContent=null, objectType=article, channel=null, level=null, likeNumber=45, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=https://wx.qlogo.cn/mmopen/mStl88fu4NfNLvzZhgPxRl88IIG7mnPw9aCyiclFjtObkW7hiaPluxVnP8W0L50Zk28TB6bOUvDAyD1p9jfvTD8fLIANPtx1tK/0, createdBy=0b0779675, createdName=jet747, createdTime=Wed Feb 10 09:08:00 CST 2016, time=2016-02-10, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=63826, encodeId=2db86382679, content=牛, beContent=null, objectType=article, channel=null, level=null, likeNumber=62, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=/v1.0.0/img/user_icon.png, createdBy=c10c75714, createdName=zhuzhuba1, createdTime=Tue Feb 09 22:46:00 CST 2016, time=2016-02-09, status=1, ipAttribution=)]
    2016-02-10 jet747

    还是觉得丑

    0

  9. [GetPortalCommentsPageByObjectIdResponse(id=68540, encodeId=1a92685407e, content=感觉SAS难，想学但不知道怎么去学, beContent=null, objectType=article, channel=null, level=null, likeNumber=137, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=fd2b1684913, createdName=sxlw, createdTime=Thu Mar 10 20:13:00 CST 2016, time=2016-03-10, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=2007765, encodeId=02c4200e76570, content=<a href='/topic/show?id=cf4d1590956' target=_blank style='color:#2F92EE;'>#SAS#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=26, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=15909, encryptionId=cf4d1590956, topicName=SAS)], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=778d36, createdName=柳叶一刀, createdTime=Fri Jul 01 08:51:00 CST 2016, time=2016-07-01, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=68114, encodeId=7ade68114a4, content=可以分析SAS安装程序吗，我下了一个装不了，有能支持win7系统32位的吗？重谢！, beContent=null, objectType=article, channel=null, level=null, likeNumber=136, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=http://thirdwx.qlogo.cn/mmopen/vi_32/DYAIOgq83erJaiboOUVrGYoHV8Essd0EJvx0DPLDeqP3qkvaGD39DdvMmzT98iaib209rApLicEN84Nu8RefibOh8jA/132, createdBy=75ba1609552, createdName=kingjiang, createdTime=Mon Mar 07 22:00:00 CST 2016, time=2016-03-07, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=66676, encodeId=487f666e6c0, content=不会啊，怎样学习, beContent=null, objectType=article, channel=null, level=null, likeNumber=177, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=45101626056, createdName=忠诚向上, createdTime=Tue Mar 01 22:24:00 CST 2016, time=2016-03-01, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=65033, encodeId=753b650338f, content=不好学, beContent=null, objectType=article, channel=null, level=null, likeNumber=121, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=58701660184, createdName=docterdw123, createdTime=Sun Feb 21 09:57:00 CST 2016, time=2016-02-21, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=65032, encodeId=3271650326a, content=牛, beContent=null, objectType=article, channel=null, level=null, likeNumber=86, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=58701660184, createdName=docterdw123, createdTime=Sun Feb 21 09:56:00 CST 2016, time=2016-02-21, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=64122, encodeId=e07d64122be, content=工作以后就投入了spss的怀抱，现在赶脚完全不会使用SAS了, beContent=null, objectType=article, channel=null, level=null, likeNumber=43, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=http://thirdwx.qlogo.cn/mmopen/vi_32/Q0j4TwGTfTLRP2D8sTDxkrGNjMqwyLUGd9Wbt6L0Yw9goia4ibPGLEx48lF9kvw86FKicbdWemTqujrf6K5WPIic8g/132, createdBy=69a11636814, createdName=ssummer, createdTime=Sat Feb 13 09:40:00 CST 2016, time=2016-02-13, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=63834, encodeId=3d5b638342e, content=还是觉得丑, beContent=null, objectType=article, channel=null, level=null, likeNumber=45, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=https://wx.qlogo.cn/mmopen/mStl88fu4NfNLvzZhgPxRl88IIG7mnPw9aCyiclFjtObkW7hiaPluxVnP8W0L50Zk28TB6bOUvDAyD1p9jfvTD8fLIANPtx1tK/0, createdBy=0b0779675, createdName=jet747, createdTime=Wed Feb 10 09:08:00 CST 2016, time=2016-02-10, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=63826, encodeId=2db86382679, content=牛, beContent=null, objectType=article, channel=null, level=null, likeNumber=62, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=/v1.0.0/img/user_icon.png, createdBy=c10c75714, createdName=zhuzhuba1, createdTime=Tue Feb 09 22:46:00 CST 2016, time=2016-02-09, status=1, ipAttribution=)]
    2016-02-09 zhuzhuba1

    牛

    0

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