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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

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=170, 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=71, 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=174, 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=209, 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=159, 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=121, 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=77, 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=79, 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=95, 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=170, 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=71, 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=174, 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=209, 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=159, 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=121, 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=77, 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=79, 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=95, 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
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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=170, 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=71, 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=174, 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=209, 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=159, 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=121, 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=77, 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=79, 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=95, 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=170, 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=71, 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=174, 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=209, 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=159, 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=121, 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=77, 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=79, 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=95, 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=170, 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=71, 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=174, 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=209, 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=159, 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=121, 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=77, 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=79, 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=95, 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

    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=170, 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=71, 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=174, 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=209, 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=159, 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=121, 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=77, 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=79, 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=95, 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=170, 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=71, 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=174, 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=209, 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=159, 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=121, 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=77, 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=79, 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=95, 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=170, 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=71, 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=174, 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=209, 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=159, 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=121, 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=77, 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=79, 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=95, 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

    0

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