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大數據+AI打造互聯網金融反欺詐體系
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本文根據明特量化CRO蘇建成老師在DataFun Talk風控系列活動“智能時代：風控技術體系搭建及應用”中所分享的《大數據+AI打造互聯網金融反欺詐體系》編輯整理而成，在未改變原意的基礎上稍做修改。

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基本文件流程錯誤 SQL 調試

E:\web\0026\index.php ( 0.67 KB )
E:\web\0026\Include\ThinkPHP.php ( 4.70 KB )
E:\web\0026\Include\Library\Think\Think.class.php ( 12.32 KB )
E:\web\0026\Include\Library\Think\Storage.class.php ( 1.38 KB )
E:\web\0026\Include\Library\Think\Storage\Driver\File.class.php ( 3.54 KB )
E:\web\0026\Include\Mode\common.php ( 2.82 KB )
E:\web\0026\Include\Common\functions.php ( 51.83 KB )
E:\web\0026\App\Common\Common\function.php ( 43.57 KB )
E:\web\0026\Include\Library\Think\Hook.class.php ( 4.02 KB )
E:\web\0026\Include\Library\Think\App.class.php ( 13.46 KB )
E:\web\0026\Include\Library\Think\Dispatcher.class.php ( 15.03 KB )
E:\web\0026\Include\Library\Think\Route.class.php ( 13.38 KB )
E:\web\0026\Include\Library\Think\Controller.class.php ( 10.95 KB )
E:\web\0026\Include\Library\Think\View.class.php ( 7.96 KB )
E:\web\0026\Include\Library\Behavior\BuildLiteBehavior.class.php ( 3.69 KB )
E:\web\0026\Include\Library\Behavior\ParseTemplateBehavior.class.php ( 3.89 KB )
E:\web\0026\Include\Library\Behavior\ContentReplaceBehavior.class.php ( 1.91 KB )
E:\web\0026\Include\Conf\convention.php ( 11.24 KB )
E:\web\0026\App\Common\Conf\config.php ( 1.57 KB )
E:\web\0026\App\Common\Conf\tags.php ( 0.14 KB )
E:\web\0026\Include\Lang\zh-cn.php ( 2.57 KB )
E:\web\0026\Include\Conf\debug.php ( 1.50 KB )
E:\web\0026\App\Common\Common\other.php ( 0.21 KB )
E:\web\0026\App\Common\Conf\db.php ( 0.22 KB )
E:\web\0026\App\Home\Conf\config.php ( 1.25 KB )
E:\web\0026\App\Home\Common\function.php ( 0.09 KB )
E:\web\0026\Include\Library\Behavior\ReadHtmlCacheBehavior.class.php ( 5.62 KB )
E:\web\0026\App\Home\Controller\ListController.class.php ( 5.68 KB )
E:\web\0026\App\Home\Controller\HomeCommonController.class.php ( 1.19 KB )
E:\web\0026\Include\Library\Think\Model.class.php ( 66.57 KB )
E:\web\0026\Include\Library\Think\Db.class.php ( 5.68 KB )
E:\web\0026\Include\Library\Think\Db\Driver\Mysql.class.php ( 6.53 KB )
E:\web\0026\Include\Library\Think\Db\Driver.class.php ( 40.85 KB )
E:\web\0026\App\Common\Lib\Category.class.php ( 3.97 KB )
E:\web\0026\App\Common\LibTag\Wang.class.php ( 1.35 KB )
E:\web\0026\Include\Library\Think\Template\TagLib.class.php ( 9.19 KB )
E:\web\0026\Include\Library\Think\Template.class.php ( 28.38 KB )
E:\web\0026\App\Common\Model\CategoryViewModel.class.php ( 1.44 KB )
E:\web\0026\App\Common\Model\ExViewModel.class.php ( 6.06 KB )
E:\web\0026\Include\Library\Think\Model\ViewModel.class.php ( 9.58 KB )
E:\web\0026\App\Common\LibTag\Yang.class.php ( 63.28 KB )
E:\web\0026\App\Common\LibTag\Other.class.php ( 1.33 KB )
E:\web\0026\Include\Library\Think\Template\TagLib\Cx.class.php ( 22.62 KB )
E:\web\0026\App\Runtime\Cache\Home\5dcb0e13c4fbdb06192af2f1a49ae385.php ( 23.41 KB )
E:\web\0026\App\Common\Model\ArcViewModel.class.php ( 2.95 KB )
E:\web\0026\App\Common\Lib\Page.class.php ( 6.06 KB )
E:\web\0026\Include\Library\Behavior\WriteHtmlCacheBehavior.class.php ( 0.98 KB )
E:\web\0026\Include\Library\Behavior\ShowPageTraceBehavior.class.php ( 5.27 KB )

[8] Undefined variable: status E:\web\0026\App\Common\Common\function.php 第 106 行.
[8] Undefined variable: update E:\web\0026\App\Common\Common\function.php 第 108 行.
[8] Use of undefined constant id - assumed 'id' E:\web\0026\App\Runtime\Cache\Home\5dcb0e13c4fbdb06192af2f1a49ae385.php 第 32 行.
[8] Use of undefined constant id - assumed 'id' E:\web\0026\App\Runtime\Cache\Home\5dcb0e13c4fbdb06192af2f1a49ae385.php 第 32 行.
[8] Use of undefined constant id - assumed 'id' E:\web\0026\App\Runtime\Cache\Home\5dcb0e13c4fbdb06192af2f1a49ae385.php 第 35 行.
[8] Use of undefined constant id - assumed 'id' E:\web\0026\App\Runtime\Cache\Home\5dcb0e13c4fbdb06192af2f1a49ae385.php 第 35 行.
[8] Use of undefined constant id - assumed 'id' E:\web\0026\App\Runtime\Cache\Home\5dcb0e13c4fbdb06192af2f1a49ae385.php 第 40 行.
[8] Use of undefined constant id - assumed 'id' E:\web\0026\App\Runtime\Cache\Home\5dcb0e13c4fbdb06192af2f1a49ae385.php 第 43 行.
[8] Use of undefined constant id - assumed 'id' E:\web\0026\App\Runtime\Cache\Home\5dcb0e13c4fbdb06192af2f1a49ae385.php 第 32 行.
[8] Use of undefined constant id - assumed 'id' E:\web\0026\App\Runtime\Cache\Home\5dcb0e13c4fbdb06192af2f1a49ae385.php 第 32 行.
[8] Use of undefined constant id - assumed 'id' E:\web\0026\App\Runtime\Cache\Home\5dcb0e13c4fbdb06192af2f1a49ae385.php 第 35 行.
[8] Use of undefined constant id - assumed 'id' E:\web\0026\App\Runtime\Cache\Home\5dcb0e13c4fbdb06192af2f1a49ae385.php 第 43 行.
[8] Use of undefined constant jumpurl - assumed 'jumpurl' E:\web\0026\App\Runtime\Cache\Home\5dcb0e13c4fbdb06192af2f1a49ae385.php 第 45 行.
[8] Use of undefined constant jumpurl - assumed 'jumpurl' E:\web\0026\App\Runtime\Cache\Home\5dcb0e13c4fbdb06192af2f1a49ae385.php 第 45 行.
[8] Use of undefined constant jumpurl - assumed 'jumpurl' E:\web\0026\App\Runtime\Cache\Home\5dcb0e13c4fbdb06192af2f1a49ae385.php 第 45 行.
[8] Use of undefined constant jumpurl - assumed 'jumpurl' E:\web\0026\App\Runtime\Cache\Home\5dcb0e13c4fbdb06192af2f1a49ae385.php 第 45 行.
[8] Use of undefined constant jumpurl - assumed 'jumpurl' E:\web\0026\App\Runtime\Cache\Home\5dcb0e13c4fbdb06192af2f1a49ae385.php 第 45 行.
[8] Use of undefined constant jumpurl - assumed 'jumpurl' E:\web\0026\App\Runtime\Cache\Home\5dcb0e13c4fbdb06192af2f1a49ae385.php 第 45 行.
[8] Use of undefined constant jumpurl - assumed 'jumpurl' E:\web\0026\App\Runtime\Cache\Home\5dcb0e13c4fbdb06192af2f1a49ae385.php 第 45 行.
[8] Use of undefined constant jumpurl - assumed 'jumpurl' E:\web\0026\App\Runtime\Cache\Home\5dcb0e13c4fbdb06192af2f1a49ae385.php 第 45 行.
[8] Use of undefined constant jumpurl - assumed 'jumpurl' E:\web\0026\App\Runtime\Cache\Home\5dcb0e13c4fbdb06192af2f1a49ae385.php 第 45 行.
[8] Use of undefined constant id - assumed 'id' E:\web\0026\App\Runtime\Cache\Home\5dcb0e13c4fbdb06192af2f1a49ae385.php 第 32 行.
[8] Use of undefined constant id - assumed 'id' E:\web\0026\App\Runtime\Cache\Home\5dcb0e13c4fbdb06192af2f1a49ae385.php 第 32 行.
[8] Use of undefined constant id - assumed 'id' E:\web\0026\App\Runtime\Cache\Home\5dcb0e13c4fbdb06192af2f1a49ae385.php 第 35 行.
[8] Use of undefined constant id - assumed 'id' E:\web\0026\App\Runtime\Cache\Home\5dcb0e13c4fbdb06192af2f1a49ae385.php 第 35 行.
[8] Use of undefined constant id - assumed 'id' E:\web\0026\App\Runtime\Cache\Home\5dcb0e13c4fbdb06192af2f1a49ae385.php 第 40 行.
[8] Use of undefined constant id - assumed 'id' E:\web\0026\App\Runtime\Cache\Home\5dcb0e13c4fbdb06192af2f1a49ae385.php 第 43 行.
[8] Use of undefined constant id - assumed 'id' E:\web\0026\App\Runtime\Cache\Home\5dcb0e13c4fbdb06192af2f1a49ae385.php 第 32 行.
[8] Use of undefined constant id - assumed 'id' E:\web\0026\App\Runtime\Cache\Home\5dcb0e13c4fbdb06192af2f1a49ae385.php 第 32 行.
[8] Use of undefined constant id - assumed 'id' E:\web\0026\App\Runtime\Cache\Home\5dcb0e13c4fbdb06192af2f1a49ae385.php 第 35 行.
[8] Use of undefined constant id - assumed 'id' E:\web\0026\App\Runtime\Cache\Home\5dcb0e13c4fbdb06192af2f1a49ae385.php 第 35 行.
[8] Use of undefined constant id - assumed 'id' E:\web\0026\App\Runtime\Cache\Home\5dcb0e13c4fbdb06192af2f1a49ae385.php 第 40 行.
[8] Use of undefined constant id - assumed 'id' E:\web\0026\App\Runtime\Cache\Home\5dcb0e13c4fbdb06192af2f1a49ae385.php 第 43 行.
[8] Use of undefined constant id - assumed 'id' E:\web\0026\App\Runtime\Cache\Home\5dcb0e13c4fbdb06192af2f1a49ae385.php 第 32 行.
[8] Use of undefined constant id - assumed 'id' E:\web\0026\App\Runtime\Cache\Home\5dcb0e13c4fbdb06192af2f1a49ae385.php 第 32 行.
[8] Use of undefined constant id - assumed 'id' E:\web\0026\App\Runtime\Cache\Home\5dcb0e13c4fbdb06192af2f1a49ae385.php 第 35 行.
[8] Use of undefined constant id - assumed 'id' E:\web\0026\App\Runtime\Cache\Home\5dcb0e13c4fbdb06192af2f1a49ae385.php 第 43 行.
[8] Use of undefined constant id - assumed 'id' E:\web\0026\App\Runtime\Cache\Home\5dcb0e13c4fbdb06192af2f1a49ae385.php 第 32 行.
[8] Use of undefined constant id - assumed 'id' E:\web\0026\App\Runtime\Cache\Home\5dcb0e13c4fbdb06192af2f1a49ae385.php 第 32 行.
[8] Use of undefined constant id - assumed 'id' E:\web\0026\App\Runtime\Cache\Home\5dcb0e13c4fbdb06192af2f1a49ae385.php 第 35 行.
[8] Use of undefined constant id - assumed 'id' E:\web\0026\App\Runtime\Cache\Home\5dcb0e13c4fbdb06192af2f1a49ae385.php 第 35 行.
[8] Use of undefined constant id - assumed 'id' E:\web\0026\App\Runtime\Cache\Home\5dcb0e13c4fbdb06192af2f1a49ae385.php 第 40 行.
[8] Use of undefined constant id - assumed 'id' E:\web\0026\App\Runtime\Cache\Home\5dcb0e13c4fbdb06192af2f1a49ae385.php 第 43 行.
[8] Use of undefined constant id - assumed 'id' E:\web\0026\App\Runtime\Cache\Home\5dcb0e13c4fbdb06192af2f1a49ae385.php 第 32 行.
[8] Use of undefined constant id - assumed 'id' E:\web\0026\App\Runtime\Cache\Home\5dcb0e13c4fbdb06192af2f1a49ae385.php 第 32 行.
[8] Use of undefined constant id - assumed 'id' E:\web\0026\App\Runtime\Cache\Home\5dcb0e13c4fbdb06192af2f1a49ae385.php 第 35 行.
[8] Use of undefined constant id - assumed 'id' E:\web\0026\App\Runtime\Cache\Home\5dcb0e13c4fbdb06192af2f1a49ae385.php 第 43 行.
[8] Use of undefined constant id - assumed 'id' E:\web\0026\App\Runtime\Cache\Home\5dcb0e13c4fbdb06192af2f1a49ae385.php 第 163 行.
[8] Use of undefined constant id - assumed 'id' E:\web\0026\App\Runtime\Cache\Home\5dcb0e13c4fbdb06192af2f1a49ae385.php 第 163 行.
[8] Use of undefined constant id - assumed 'id' E:\web\0026\App\Runtime\Cache\Home\5dcb0e13c4fbdb06192af2f1a49ae385.php 第 166 行.
[8] Use of undefined constant id - assumed 'id' E:\web\0026\App\Runtime\Cache\Home\5dcb0e13c4fbdb06192af2f1a49ae385.php 第 167 行.
[8] Use of undefined constant id - assumed 'id' E:\web\0026\App\Runtime\Cache\Home\5dcb0e13c4fbdb06192af2f1a49ae385.php 第 163 行.
[8] Use of undefined constant id - assumed 'id' E:\web\0026\App\Runtime\Cache\Home\5dcb0e13c4fbdb06192af2f1a49ae385.php 第 167 行.
[8] Use of undefined constant jumpurl - assumed 'jumpurl' E:\web\0026\App\Runtime\Cache\Home\5dcb0e13c4fbdb06192af2f1a49ae385.php 第 167 行.
[8] Use of undefined constant jumpurl - assumed 'jumpurl' E:\web\0026\App\Runtime\Cache\Home\5dcb0e13c4fbdb06192af2f1a49ae385.php 第 167 行.
[8] Use of undefined constant jumpurl - assumed 'jumpurl' E:\web\0026\App\Runtime\Cache\Home\5dcb0e13c4fbdb06192af2f1a49ae385.php 第 167 行.
[8] Use of undefined constant jumpurl - assumed 'jumpurl' E:\web\0026\App\Runtime\Cache\Home\5dcb0e13c4fbdb06192af2f1a49ae385.php 第 167 行.
[8] Use of undefined constant jumpurl - assumed 'jumpurl' E:\web\0026\App\Runtime\Cache\Home\5dcb0e13c4fbdb06192af2f1a49ae385.php 第 167 行.
[8] Use of undefined constant jumpurl - assumed 'jumpurl' E:\web\0026\App\Runtime\Cache\Home\5dcb0e13c4fbdb06192af2f1a49ae385.php 第 167 行.
[8] Use of undefined constant jumpurl - assumed 'jumpurl' E:\web\0026\App\Runtime\Cache\Home\5dcb0e13c4fbdb06192af2f1a49ae385.php 第 167 行.
[8] Use of undefined constant jumpurl - assumed 'jumpurl' E:\web\0026\App\Runtime\Cache\Home\5dcb0e13c4fbdb06192af2f1a49ae385.php 第 167 行.
[8] Use of undefined constant jumpurl - assumed 'jumpurl' E:\web\0026\App\Runtime\Cache\Home\5dcb0e13c4fbdb06192af2f1a49ae385.php 第 167 行.
[8] Use of undefined constant id - assumed 'id' E:\web\0026\App\Runtime\Cache\Home\5dcb0e13c4fbdb06192af2f1a49ae385.php 第 163 行.
[8] Use of undefined constant id - assumed 'id' E:\web\0026\App\Runtime\Cache\Home\5dcb0e13c4fbdb06192af2f1a49ae385.php 第 163 行.
[8] Use of undefined constant id - assumed 'id' E:\web\0026\App\Runtime\Cache\Home\5dcb0e13c4fbdb06192af2f1a49ae385.php 第 166 行.
[8] Use of undefined constant id - assumed 'id' E:\web\0026\App\Runtime\Cache\Home\5dcb0e13c4fbdb06192af2f1a49ae385.php 第 167 行.
[8] Use of undefined constant id - assumed 'id' E:\web\0026\App\Runtime\Cache\Home\5dcb0e13c4fbdb06192af2f1a49ae385.php 第 163 行.
[8] Use of undefined constant id - assumed 'id' E:\web\0026\App\Runtime\Cache\Home\5dcb0e13c4fbdb06192af2f1a49ae385.php 第 163 行.
[8] Use of undefined constant id - assumed 'id' E:\web\0026\App\Runtime\Cache\Home\5dcb0e13c4fbdb06192af2f1a49ae385.php 第 166 行.
[8] Use of undefined constant id - assumed 'id' E:\web\0026\App\Runtime\Cache\Home\5dcb0e13c4fbdb06192af2f1a49ae385.php 第 167 行.
[8] Use of undefined constant id - assumed 'id' E:\web\0026\App\Runtime\Cache\Home\5dcb0e13c4fbdb06192af2f1a49ae385.php 第 163 行.
[8] Use of undefined constant id - assumed 'id' E:\web\0026\App\Runtime\Cache\Home\5dcb0e13c4fbdb06192af2f1a49ae385.php 第 167 行.
[8] Use of undefined constant id - assumed 'id' E:\web\0026\App\Runtime\Cache\Home\5dcb0e13c4fbdb06192af2f1a49ae385.php 第 163 行.
[8] Use of undefined constant id - assumed 'id' E:\web\0026\App\Runtime\Cache\Home\5dcb0e13c4fbdb06192af2f1a49ae385.php 第 163 行.
[8] Use of undefined constant id - assumed 'id' E:\web\0026\App\Runtime\Cache\Home\5dcb0e13c4fbdb06192af2f1a49ae385.php 第 166 行.
[8] Use of undefined constant id - assumed 'id' E:\web\0026\App\Runtime\Cache\Home\5dcb0e13c4fbdb06192af2f1a49ae385.php 第 167 行.
[8] Use of undefined constant id - assumed 'id' E:\web\0026\App\Runtime\Cache\Home\5dcb0e13c4fbdb06192af2f1a49ae385.php 第 163 行.
[8] Use of undefined constant id - assumed 'id' E:\web\0026\App\Runtime\Cache\Home\5dcb0e13c4fbdb06192af2f1a49ae385.php 第 167 行.

SHOW COLUMNS FROM `xyh_visitor` [ RunTime:0.0017s ]
SELECT * FROM `xyh_visitor` WHERE ( datetime = 1743696000 ) LIMIT 1 [ RunTime:0.0002s ]
SELECT * FROM `xyh_visitor` WHERE ( datetime = 1743696000 and find_in_set('107.148.48.210',ips) ) LIMIT 1 [ RunTime:0.0002s ]
SHOW COLUMNS FROM `xyh_category_access` [ RunTime:0.0013s ]
SELECT `roleid` FROM `xyh_category_access` WHERE `catid` = 12 AND `flag` = 0 AND `action` = 'visit' [ RunTime:0.0001s ]
SHOW COLUMNS FROM `xyh_category` [ RunTime:0.0013s ]
SELECT * FROM `xyh_category` WHERE `id` = 4 LIMIT 1 [ RunTime:0.0002s ]
SHOW COLUMNS FROM `xyh_category` [ RunTime:0.0013s ]
SHOW COLUMNS FROM `xyh_model` [ RunTime:0.0012s ]
SELECT category.id AS id,category.name AS name,category.ename AS ename,category.catpic AS catpic,category.image AS image,category.pid AS pid,category.modelid AS modelid,category.type AS type,category.seotitle AS seotitle,category.keywords AS keywords,category.description AS description,category.template_category AS template_category,category.template_list AS template_list,category.template_show AS template_show,category.des AS des,category.status AS status,category.sort AS sort,category.eng AS eng,category.pictureurls AS pictureurls,model.name AS modelname,model.tablename AS tablename FROM xyh_category category LEFT JOIN xyh_model model ON category.modelid = model.id WHERE ( pid=1 ) ORDER BY category.sort ASC,category.id ASC [ RunTime:0.0003s ]
SHOW COLUMNS FROM `xyh_article` [ RunTime:0.0013s ]
SELECT COUNT(*) AS tp_count FROM `xyh_article` WHERE ( cid=12 ) LIMIT 1 [ RunTime:0.0001s ]
SELECT article.id AS id,article.title AS title,article.shorttitle AS shorttitle,article.color AS color,article.copyfrom AS copyfrom,article.author AS author,article.keywords AS keywords,article.litpic AS litpic,article.description AS description,article.publishtime AS publishtime,article.updatetime AS updatetime,article.click AS click,article.cid AS cid,article.commentflag AS commentflag,article.flag AS flag,article.jumpurl AS jumpurl,article.status AS status,article.userid AS userid,article.aid AS aid,article.pictureurls AS pictureurls,article.orderlist AS orderlist,category.name AS catename,category.ename AS ename,category.modelid AS modelid FROM xyh_article article LEFT JOIN xyh_category category ON article.cid = category.id WHERE article.status = 0 AND article.cid IN (2) ORDER BY article.orderlist desc,article.publishtime DESC LIMIT 100 [ RunTime:0.0004s ]
SELECT * FROM `xyh_category` WHERE `pid` = 4 ORDER BY sort asc,id asc LIMIT 1 [ RunTime:0.0002s ]
SELECT COUNT(*) AS tp_count FROM xyh_article article LEFT JOIN xyh_category category ON article.cid = category.id WHERE article.status = 0 AND article.cid IN ('12') LIMIT 1 [ RunTime:0.0004s ]
SELECT article.id AS id,article.title AS title,article.shorttitle AS shorttitle,article.color AS color,article.copyfrom AS copyfrom,article.author AS author,article.keywords AS keywords,article.litpic AS litpic,article.description AS description,article.publishtime AS publishtime,article.updatetime AS updatetime,article.click AS click,article.cid AS cid,article.commentflag AS commentflag,article.flag AS flag,article.jumpurl AS jumpurl,article.status AS status,article.userid AS userid,article.aid AS aid,article.pictureurls AS pictureurls,article.orderlist AS orderlist,category.name AS catename,category.ename AS ename,category.modelid AS modelid FROM xyh_article article LEFT JOIN xyh_category category ON article.cid = category.id WHERE article.status = 0 AND article.cid IN ('12') ORDER BY article.orderlist DESC,article.id desc LIMIT 12,6 [ RunTime:0.0006s ]
SELECT article.id AS id,article.title AS title,article.shorttitle AS shorttitle,article.color AS color,article.copyfrom AS copyfrom,article.author AS author,article.keywords AS keywords,article.litpic AS litpic,article.description AS description,article.publishtime AS publishtime,article.updatetime AS updatetime,article.click AS click,article.cid AS cid,article.commentflag AS commentflag,article.flag AS flag,article.jumpurl AS jumpurl,article.status AS status,article.userid AS userid,article.aid AS aid,article.pictureurls AS pictureurls,article.orderlist AS orderlist,category.name AS catename,category.ename AS ename,category.modelid AS modelid FROM xyh_article article LEFT JOIN xyh_category category ON article.cid = category.id WHERE article.status = 0 AND article.cid IN (2) ORDER BY article.orderlist desc,article.publishtime DESC LIMIT 100 [ RunTime:0.0005s ]