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大数据 | 在北京租房，有没有洼地？

发布于 2018-11-27

<p style="text-align: left;margin-left: 16px;margin-right: 16px;"><span style="font-size: 14px;">今年8月，北京租金上涨迎来一个小波峰，瞬间就哀嚎遍野——“月薪一万租不起房”、“每天通勤4小时”、“交完房租只能吃沙县”等等。</span></p><p style="text-align: left;"><br /></p><p style="text-align: left;margin-left: 16px;margin-right: 16px;"><span style="font-size: 14px;">去年11月，因为“清退”，市场顿时极度供不应求，租金更是涨到9525元/月，要知道2017年，北京职工的平均工资仅8467元/月。</span></p><p><br /></p><p style="margin-left: 16px;margin-right: 16px;"><span style="color: rgb(2, 30, 170);font-size: 14px;"><strong>赚的钱都不够交租，在北京租房，有没有洼地？</strong></span></p><p><br /></p><p style="text-align: center;margin-left: 16px;margin-right: 16px;"><img class="" data-copyright="0" data-ratio="0.5658816040738384" data-s="300,640" data-src="https://mmbiz.qpic.cn/mmbiz_png/AJkYaTAujIwR6myWhM5bbmRPCypsf9qmrfTv9G3WZGicCF3K6hDa2chNcNIdTcesCZzw7X6IjyISF0qG1MdZxTw/640?wx_fmt=png" data-type="png" data-w="1571" style="" /></p><p style="text-align: center;margin-left: 16px;margin-right: 16px;"><span style="font-size: 12px;color: rgb(178, 178, 178);">按整租面积95㎡为计算标准</span><br /></p><p><br /></p><p style="margin-left: 16px;margin-right: 16px;"><span style="font-size: 14px;">对于租房洼地的定义，应该是该地方的住房租赁价值，没有得到充分体现，市场上的租金，低于它本身<span style="font-size: 14px;">的</span>租赁价值。</span></p><p><br /></p><p style="margin-left: 16px;margin-right: 16px;"><span style="font-size: 14px;">从短期来看，市场供求决定了租金多少，从长期来看，真正决定租金的，还是地段的住房租赁价值。</span></p><p><br /></p><p style="margin-left: 16px;margin-right: 16px;"><span style="color: rgb(2, 30, 170);font-size: 14px;"><strong>要找北京租房的洼地，首先得知道，什么决定了北京各地段的租赁价值。</strong></span></p><p><br /></p><p style="margin-left: 16px;margin-right: 16px;"><span style="font-size: 14px;">我们试图用大数据来找找答案——</span></p><p><br /></p><p style="margin-left: 16px;margin-right: 16px;"><span style="font-size: 14px;"><strong>先设立3个标准，筛选出北京的租房人群。</strong></span></p><p><br /></p><p style="margin-left: 16px;margin-right: 16px;"><span style="font-size: 14px;">1）2018年8月后，安装链家、我爱我家、安居客、自如、蛋壳公寓等房产类APP<br /></span></p><p style="margin-left: 16px;margin-right: 16px;"><span style="font-size: 14px;">2）居住在北京所辖东城区、西城区、朝阳区、丰台区、石景山区、海淀区、顺义区、通州区、大兴区、房山区、门头沟区、昌平区共12个区(2017北京统计年鉴显示，此12区常住人口占北京常住人口的92.5%)<br /></span></p><p style="margin-left: 16px;margin-right: 16px;"><span style="font-size: 14px;">3）安装房产类APP前后，居住地址有所变更的人群</span></p><p><br /></p><p style="margin-left: 16px;margin-right: 16px;"><span style="font-size: 14px;"><strong>然后，找到这些租房的人群分布在哪。</strong></span></p><p><br /></p><p style="margin-left: 16px;margin-right: 16px;"><span style="font-size: 14px;">将租房人群的数量进行标准化，将标准化后的数值作为拥挤程度，将拥挤程度值相同的个点连线，用颜色加以区分，做成等值线图。</span></p><p><br /></p><p style="margin-left: 16px;margin-right: 16px;"><span style="font-size: 14px;">可以看出，北京北部的租房人群最多、东部次之；租房人群最多聚集在天通苑、回龙观、立水桥、双井地区。</span></p><p><br /></p><p style="text-align: center;margin-left: 16px;margin-right: 16px;"><img class="" data-copyright="0" data-cropselx1="0" data-cropselx2="526" data-cropsely1="0" data-cropsely2="561" data-ratio="1.0693467336683418" data-s="300,640" data-src="https://mmbiz.qpic.cn/mmbiz_png/AJkYaTAujIypUTaPpFyfxiaH82hT3QPRvA7mGw39x07LVUVrcoqpcsFgicpICLHOHPLmUR0v8mQbzKRbqicPryrfQ/640?wx_fmt=png" data-type="png" data-w="995" style="width: 526px;height: 562px;" /></p><p><br /></p><p style="margin-left: 16px;margin-right: 16px;"><span style="font-size: 14px;">借助空间自相关理论，以网格为工具，对租房人群安装房产类APP前后，居住情况进行分析。<br /></span></p><p><br /></p><p style="margin-left: 16px;margin-right: 16px;"><span style="font-size: 14px;">首先，将有明显规律的网格，标注为HH、HL、LL和LH四大类别，各类别定义方法如下：</span></p><p style="text-align: left;margin-left: 16px;margin-right: 16px;"><span style="line-height: 150%;font-family: 华文宋体;font-size: 14px;"><br /></span></p><p style="margin-left: 16px;margin-right: 16px;"><img class="" data-copyright="0" data-ratio="0.32722832722832723" data-s="300,640" data-src="https://mmbiz.qpic.cn/mmbiz_png/AJkYaTAujIypUTaPpFyfxiaH82hT3QPRvbmVtxriblknXIUDb8qwj5K7UawVf5vz0dDWX4Ff27k20CNgEeLwfiaug/640?wx_fmt=png" data-type="png" data-w="819" style="" /></p><p style="text-align: left;margin-left: 16px;margin-right: 16px;"><span style="font-size: 14px;line-height: 150%;font-family: 华文宋体;"><br /></span></p><p style="margin-left: 16px;margin-right: 16px;"><span style="font-size: 14px;">将网格分为持续热点区、新增热点区、减弱热点区、持续冷点区、新增冷点区、减弱冷点区等。定义方法如下：</span></p><p style="text-align: left;margin-left: 16px;margin-right: 16px;"><span style="line-height: 150%;font-family: 华文宋体;font-size: 14px;"><br /></span></p><p style="margin-left: 16px;margin-right: 16px;"><img class="" data-copyright="0" data-ratio="0.3908256880733945" data-s="300,640" data-src="https://mmbiz.qpic.cn/mmbiz_png/AJkYaTAujIypUTaPpFyfxiaH82hT3QPRvKf2kfIlZ1NC2EyAjWPBm2zNv0NUmoaCicqdC4ly1rLk6tjnFyBMcpWg/640?wx_fmt=png" data-type="png" data-w="1090" style="" /></p><p style="margin-left: 16px;margin-right: 16px;"><span style="font-size: 14px;"><span style="font-size: 14px;line-height: 150%;font-family: 华文宋体;"><br /></span>得出“北京租房热点图”，可以看出，<strong>北京租房热点区，整体在增加，中心城区热点相对稳定，周边城区热点变动大，地铁效应较为显著。</strong></span></p><p><br /></p><p style="margin-left: 16px;margin-right: 16px;"><span style="font-size: 14px;">所有热点网格中，63.7%位于周边城区。新增55个热点网格，61.4%位于周边城区。47个减弱热点区网格中，78.4%位于周边城区。</span></p><p><br /></p><p style="margin-left: 16px;margin-right: 16px;"><span style="font-size: 14px;">地铁站点所在的网格中，82.9%的为热点区。</span></p><p><br /></p><p style="text-align: center;margin-left: 16px;margin-right: 16px;"><img class="" data-backh="632" data-backw="558" data-before-oversubscription-url="https://mmbiz.qpic.cn/mmbiz_png/AJkYaTAujIypUTaPpFyfxiaH82hT3QPRvzPuoToLAd0huI2oXoruKz3GYPdfZgHT30qoCyvAds7OSu7qrb4bBFg/0?wx_fmt=png" data-copyright="0" data-s="300,640" data-src="https://mmbiz.qpic.cn/mmbiz_png/AJkYaTAujIypUTaPpFyfxiaH82hT3QPRvzPuoToLAd0huI2oXoruKz3GYPdfZgHT30qoCyvAds7OSu7qrb4bBFg/640?wx_fmt=png" data-type="png" style="width: 100%;height: auto;" data-ratio="1.1329305135951662" data-w="993" /></p><p style="text-align: center;"><br /></p><p style="margin-left: 16px;margin-right: 16px;"><span style="font-size: 14px;"><strong>在北京租房的人，为什么聚集在这些地方？</strong></span></p><p><br /></p><p style="margin-left: 16px;margin-right: 16px;"><span style="font-size: 14px;">我们选取热点区当前的工作机会、居住条件、交通设施等因素，将研究范围等分为面积相同的网格，进行聚类，再叠加地铁线路。</span></p><p><br /></p><p style="text-align: center;margin-left: 16px;margin-right: 16px;"><img class="" data-copyright="0" data-ratio="1.0235404896421845" data-s="300,640" data-src="https://mmbiz.qpic.cn/mmbiz_png/AJkYaTAujIwR6myWhM5bbmRPCypsf9qmSzAV0vlGicXhr22kaRRiajkgKzd9niceNbdosSHyrP687cbU3yHaueFYA/640?wx_fmt=png" data-type="png" data-w="1062" style="" /></p><p><br /></p><p style="margin-left: 16px;margin-right: 16px;"><span style="font-size: 14px;">大批的租房者，聚集在西二旗、中关村、望京、国贸等商务区附近，和其他地铁便利的区域内。<br /></span></p><p><br /></p><p style="margin-left: 16px;margin-right: 16px;"><span style="font-size: 14px;">其中，工作型聚集地最受欢迎，20.1%的网格，聚集了36.7%的人口。</span></p><p><br /></p><p style="text-align: center;margin-left: 16px;margin-right: 16px;"><img class="" data-copyright="0" data-ratio="0.3076923076923077" data-s="300,640" data-src="https://mmbiz.qpic.cn/mmbiz_png/AJkYaTAujIwR6myWhM5bbmRPCypsf9qmgJVlVA81JTJBsgPNPAhQSiaibylNwEy4HALgbEamHqyMmic8Ia0sXRM6g/640?wx_fmt=png" data-type="png" data-w="741" style="" /></p><p><br /></p><p style="margin-left: 16px;margin-right: 16px;"><span style="font-size: 14px;">可见，<strong><span style="font-size: 14px;color: rgb(2, 30, 170);">工作的便利性，决定了北京各地段的住房租赁价值</span></strong>。</span></p><p><br /></p><p style="margin-left: 16px;margin-right: 16px;"><span style="font-size: 14px;">对绝大部分北京租房一族来说，房间没有阳光可以忍，没有独立卫生间可以忍，交完租吃沙县也可以忍，但通勤4小时，真的不能忍。</span></p><p><br /></p><p style="margin-left: 16px;margin-right: 16px;"><span style="font-size: 14px;"><strong>租房人群即使搬迁，也是选择搬去相邻的城区，除非工作发生调动。</strong></span></p><p><br /></p><p style="margin-left: 16px;margin-right: 16px;"><span style="font-size: 14px;">如朝阳区租房人口，主要流向海淀区、昌平区、通州区；海淀区租房人口，主要流向朝阳区、昌平区、丰台区；昌平区租房人口，主要流向朝阳区、海淀区、丰台区。</span></p><p><br /></p><p style="text-align: center;margin-left: 16px;margin-right: 16px;"><img class="" data-copyright="0" data-ratio="0.7719298245614035" data-s="300,640" data-src="https://mmbiz.qpic.cn/mmbiz_png/AJkYaTAujIypUTaPpFyfxiaH82hT3QPRvTIdC38fLEqG5aOredA9PoDUQTa5TSzKDMr6trznJe6gicl9yspE6xDw/640?wx_fmt=png" data-type="png" data-w="1083" style="" /></p><p><br /></p><p style="margin-left: 16px;margin-right: 16px;"><span style="font-size: 14px;">接下来就是回答，<span style="font-size: 14px;color: rgb(2, 30, 170);"><strong>如何判断北京不同地段，租金和其租赁价值的匹配度？</strong></span></span></p><p><br /></p><p style="margin-left: 16px;margin-right: 16px;"><span style="font-size: 14px;">基于工作因素的考量，我们再来看热点区的租赁价值，<strong>以房租收入比为切入点，这个值越低，该地段越有可能是租房洼地</strong>。</span></p><p><br /></p><p style="margin-left: 16px;margin-right: 16px;"><span style="color: rgb(0, 0, 0);font-size: 14px;">一般认为，房租收入比在25%以内是合理的。房租收入比在25%-30%，处于居民可以承受的范围之内，30%被认为是房租的“幸福分割线”，一旦超过则表明房租压力过大。</span></p><p><br /></p><p style="margin-left: 16px;margin-right: 16px;"><img class="" data-copyright="0" data-ratio="0.7316087308003234" data-s="300,640" data-src="https://mmbiz.qpic.cn/mmbiz_png/AJkYaTAujIypUTaPpFyfxiaH82hT3QPRvQe9luddRdMu2AxvXrYWOlbkyoxtWia1c3YySmic52Ff1sA23met70Oibw/640?wx_fmt=png" data-type="png" data-w="1237" style="" /></p><p><br /></p><p style="margin-left: 16px;margin-right: 16px;"><span style="color: rgb(0, 0, 0);font-size: 14px;">结合北京行政区的划分标准——东城区、西城区、朝阳区、丰台区、石景山区和海淀区，为中心城区，其他城区称为周边城区。</span></p><p><br /></p><p style="margin-left: 16px;margin-right: 16px;"><span style="font-size: 14px;">按人均住房面积40.8㎡计算，<strong>北京东城、西城、朝阳、丰台，房租收入比均超过30%，海淀和石景山，也已经在30%的边缘试探。</strong></span></p><p style="margin-left: 16px;margin-right: 16px;"><span style="font-size: 14px;"><strong><br /></strong></span></p><p style="margin-left: 16px;margin-right: 16px;"><span style="font-size: 14px;"><strong>周边城区如昌平、顺义也已经超过25%，只有房山、大兴，还低于20%。</strong></span></p><p style="margin-left: 16px;margin-right: 16px;"><span style="font-size: 14px;color: rgb(0, 0, 0);"><br /></span></p><p style="margin-left: 16px;margin-right: 16px;"><img class="" data-backh="546" data-backw="547" data-before-oversubscription-url="http://mmbiz.qpic.cn/mmbiz_jpg/AJkYaTAujIypUTaPpFyfxiaH82hT3QPRvyZQDHDjzCqjv7wwzfgwLRTHHsSGaQAFTmvKFNVJcYGAcDk8ibXjv8cQ/0?wx_fmt=jpeg" data-copyright="0" data-cropselx1="0" data-cropselx2="526" data-cropsely1="0" data-cropsely2="525" data-ratio="0.988" data-s="300,640" data-src="https://mmbiz.qpic.cn/mmbiz_png/AJkYaTAujIypUTaPpFyfxiaH82hT3QPRv1twx3AchIvhOXc58Jb5ZXQjmwPrYZXuam9wXceXd08IIX8Via4Emw4Q/640?wx_fmt=png" data-type="png" data-w="1000" style="width: 531px;height: 525px;" /></p><p style="margin-left: 16px;margin-right: 16px;"><img class="" data-copyright="0" data-cropselx1="0" data-cropselx2="526" data-cropsely1="0" data-cropsely2="608" data-ratio="1.278814489571899" data-s="300,640" data-src="https://mmbiz.qpic.cn/mmbiz_png/AJkYaTAujIypUTaPpFyfxiaH82hT3QPRvPTdYYib73cXRhacH1X4CPbJosMfGvfPicCicibcqFWqytDccREFTQicYheQ/640?wx_fmt=png" data-type="png" data-w="911" style="width: 526px;height: 673px;" /></p><p><br /></p><p style="margin-left: 16px;margin-right: 16px;"><span style="font-size: 14px;"><strong>以东城、西城这两个中心城区，租房压力尤为大，所以该区租房人群，流动占比也最高。</strong></span></p><p style="margin-left: 16px;margin-right: 16px;"><span style="font-size: 14px;"><strong><br /></strong></span></p><p style="margin-left: 16px;margin-right: 16px;"><span style="font-size: 14px;">其中，东城的，更多会搬去朝阳，西城的，会选择朝阳、丰台。从一个火坑，到另一个火坑，只是稍微没那么烫。</span></p><p><br /></p><p style="text-align: center;margin-left: 16px;margin-right: 16px;"><img class="" data-copyright="0" data-cropselx1="0" data-cropselx2="558" data-cropsely1="0" data-cropsely2="464" data-ratio="0.8337004405286343" data-s="300,640" data-src="https://mmbiz.qpic.cn/mmbiz_png/AJkYaTAujIypUTaPpFyfxiaH82hT3QPRv7LEicyLlhVME2JlKngLYorcSake4tcSF1mscS4UEYvQR4LICXXT935w/640?wx_fmt=png" data-type="png" data-w="908" style="width: 558px;height: 465px;" /></p><p style="margin-left: 16px;margin-right: 16px;"><span style="font-size: 14px;line-height: 150%;font-family: 华文宋体;"><br /></span></p><p style="margin-left: 16px;margin-right: 16px;"><span style="font-size: 14px;color: rgb(0, 0, 0);">在北京，要找租房洼地，确实比较难，</span><span style="font-size: 14px;color: rgb(2, 30, 170);"><strong>相对来说，中心区的石景山区，租房压力没那么大，周边城区以通州、大兴、房山为主，租房洼地潜力最大。</strong></span></p><p><br /></p><p style="margin-left: 16px;margin-right: 16px;"><span style="color: rgb(0, 0, 0);font-size: 14px;">当然，这些的前提是，你的工资，得跟上平均水平。</span></p><p style="margin-left: 16px;margin-right: 16px;"><span style="color: rgb(0, 0, 0);font-size: 14px;"><br /></span></p><p style="margin-left: 16px;margin-right: 16px;"><span style="font-size: 12px;color: rgb(178, 178, 178);"><br /></span></p><p style="margin-left: 16px;margin-right: 16px;text-align: left;"><span style="font-size: 12px;color: rgb(178, 178, 178);">数据来源：中国房地产行情网、<span style="font-size: 12px;color: rgb(178, 178, 178);">极光大数据、</span>BOSS直聘、链家</span></p><p><br /></p><p style="text-align: center;margin-left: 16px;margin-right: 16px;"><span style="color: rgb(178, 178, 178);font-size: 14px;">—— END ——</span></p><p style="margin-left: 16px;margin-right: 16px;"><span style="color: rgb(0, 0, 0);font-size: 14px;"><br /></span></p><p style="margin: 0px 16px;padding: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;clear: both;min-height: 1em;color: rgb(51, 51, 51);font-family: -apple-system-font, BlinkMacSystemFont, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;font-size: 17px;font-style: normal;font-variant: normal;font-weight: normal;letter-spacing: 0.544px;line-height: 27.2px;text-indent: 0px;text-transform: none;white-space: normal;word-spacing: 0px;-webkit-text-stroke-width: 0px;text-align: center;background-color: rgb(255, 255, 255);"><span style="margin: 0px;padding: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;font-size: 14px;">猜你想再看<br style="margin: 0px;padding: 0px;max-width: 100%;box-sizing: border-box !important;word-wrap: break-word !important;" /></span></p><p style="margin: 0px 16px;padding: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;clear: both;min-height: 1em;color: rgb(51, 51, 51);font-family: -apple-system-font, BlinkMacSystemFont, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;font-size: 17px;font-style: normal;font-variant: normal;font-weight: normal;letter-spacing: 0.544px;line-height: 27.2px;text-indent: 0px;text-transform: none;white-space: normal;word-spacing: 0px;-webkit-text-stroke-width: 0px;text-align: center;background-color: rgb(255, 255, 255);"><br style="margin: 0px;padding: 0px;max-width: 100%;box-sizing: border-box !important;word-wrap: break-word !important;" /></p><p style="margin-left: 16px;margin-right: 16px;"><span style="font-size: 14px;"><strong style="margin: 0px;padding: 0px;max-width: 100%;box-sizing: border-box !important;word-wrap: break-word !important;"><span style="font-size: 14px;margin: 0px;padding: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;">城市：</span></strong><span style="font-size: 14px;margin: 0px;padding: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;">|&nbsp;<a href="https://mp.weixin.qq.com/s?__biz=MzAxMDEzOTgyNA==&amp;mid=2649831649&amp;idx=1&amp;sn=191239418c15b0c6f395c843415da5fd&amp;chksm=8351793eb426f028970ac64031955167bfde997cdc96375bfb3bce25b5076f1458e11be2be27&amp;token=217203186&amp;lang=zh_CN&amp;scene=21#wechat_redirect" target="_blank" style="margin: 0px;padding: 0px;color: rgb(87, 107, 149);text-decoration: none;-webkit-tap-highlight-color: rgba(0, 0, 0, 0);max-width: 100%;box-sizing: border-box !important;word-wrap: break-word !important;">徐州</a>&nbsp;|&nbsp;<a href="http://mp.weixin.qq.com/s?__biz=MzAxMDEzOTgyNA==&amp;mid=2649831649&amp;idx=4&amp;sn=3a8acfb05820bbd38cd7b15a58e92ec9&amp;chksm=8351793eb426f028dfd96ec6ffc5239a84aaf25b6643813aa6b4a597b9a3215e7ab25e2b4eaf&amp;scene=21#wechat_redirect" target="_blank" style="margin: 0px;padding: 0px;color: rgb(87, 107, 149);text-decoration: none;-webkit-tap-highlight-color: rgba(0, 0, 0, 0);max-width: 100%;box-sizing: border-box !important;word-wrap: break-word !important;">宿迁</a>&nbsp;|&nbsp;<a href="http://mp.weixin.qq.com/s?__biz=MzAxMDEzOTgyNA==&amp;mid=2649831649&amp;idx=3&amp;sn=1fcdc66fac79d5ba9504bc24314a14f9&amp;chksm=8351793eb426f02829eef9ba1dfcb8c3e91edb05d3c1d34c548b82f618928834f1da5907d2e7&amp;scene=21#wechat_redirect" target="_blank" style="margin: 0px;padding: 0px;color: rgb(87, 107, 149);text-decoration: none;-webkit-tap-highlight-color: rgba(0, 0, 0, 0);max-width: 100%;box-sizing: border-box !important;word-wrap: break-word !important;">淮北</a>&nbsp;|&nbsp;<a href="http://mp.weixin.qq.com/s?__biz=MzAxMDEzOTgyNA==&amp;mid=2649831649&amp;idx=2&amp;sn=18d65f24543e71ff6bc70eb1cb0a7bde&amp;chksm=8351793eb426f028b98805f0f7555bfc57e3aefe6c76e7ca8df0369ad5dcc4a593a011a9b029&amp;scene=21#wechat_redirect" target="_blank" style="margin: 0px;padding: 0px;color: rgb(87, 107, 149);text-decoration: none;-webkit-tap-highlight-color: rgba(0, 0, 0, 0);max-width: 100%;box-sizing: border-box !important;word-wrap: break-word !important;">唐山</a>&nbsp;|&nbsp;<a href="http://mp.weixin.qq.com/s?__biz=MzAxMDEzOTgyNA==&amp;mid=2649831649&amp;idx=5&amp;sn=9f550e5d1f6bd3becc92df723adedd61&amp;chksm=8351793eb426f0289523b13ecd4fcb3d227a3cb259a09e504d388ace5a5eb25ece3aecfe8d46&amp;scene=21#wechat_redirect" target="_blank" style="margin: 0px;padding: 0px;color: rgb(87, 107, 149);text-decoration: none;-webkit-tap-highlight-color: rgba(0, 0, 0, 0);max-width: 100%;box-sizing: border-box !important;word-wrap: break-word !important;">天津</a>&nbsp;|&nbsp;<a href="http://mp.weixin.qq.com/s?__biz=MzAxMDEzOTgyNA==&amp;mid=2649831491&amp;idx=4&amp;sn=4c4fb5ce9d25c1fe6012d719c5878c82&amp;chksm=8351799cb426f08a8a6b9f35c8db84ceac56401b6da4a6429d1bc5e3339251db372a5045c242&amp;scene=21#wechat_redirect" target="_blank" style="margin: 0px;padding: 0px;color: rgb(87, 107, 149);text-decoration: none;-webkit-tap-highlight-color: rgba(0, 0, 0, 0);max-width: 100%;box-sizing: border-box !important;word-wrap: break-word !important;">深汕</a>&nbsp;|&nbsp;<a href="http://mp.weixin.qq.com/s?__biz=MzAxMDEzOTgyNA==&amp;mid=2649831603&amp;idx=5&amp;sn=c2d8bae147d4a2d86ec992c50c39ddad&amp;chksm=8351796cb426f07a50b1acbe92593aabba12c3fb95e9966d93ecad99918dbcf654b9ce767405&amp;scene=21#wechat_redirect" target="_blank" style="margin: 0px;padding: 0px;color: rgb(87, 107, 149);text-decoration: none;-webkit-tap-highlight-color: rgba(0, 0, 0, 0);max-width: 100%;box-sizing: border-box !important;word-wrap: break-word !important;">哈尔滨</a>&nbsp;|&nbsp;<a href="http://mp.weixin.qq.com/s?__biz=MzAxMDEzOTgyNA==&amp;mid=2649831491&amp;idx=3&amp;sn=1e787f725d62f227dbc6c33d0b9ea3eb&amp;chksm=8351799cb426f08accd8896c160b37e7a4436d21e1fbf2cc596763115db5ef6e04dc914ce478&amp;scene=21#wechat_redirect" target="_blank" style="margin: 0px;padding: 0px;color: rgb(87, 107, 149);text-decoration: none;-webkit-tap-highlight-color: rgba(0, 0, 0, 0);max-width: 100%;box-sizing: border-box !important;word-wrap: break-word !important;">兰州</a>&nbsp;|&nbsp;<a href="http://mp.weixin.qq.com/s?__biz=MzAxMDEzOTgyNA==&amp;mid=2649831603&amp;idx=4&amp;sn=048088acd651254d77cc238d71b1af04&amp;chksm=8351796cb426f07a7c36e33460f244db68a856502151c73820b314470b7e24412b9a8b6dcd5b&amp;scene=21#wechat_redirect" target="_blank" style="margin: 0px;padding: 0px;color: rgb(87, 107, 149);text-decoration: none;-webkit-tap-highlight-color: rgba(0, 0, 0, 0);max-width: 100%;box-sizing: border-box !important;word-wrap: break-word !important;">常德</a>&nbsp;|&nbsp;<a href="http://mp.weixin.qq.com/s?__biz=MzAxMDEzOTgyNA==&amp;mid=2649831491&amp;idx=2&amp;sn=b6295a149a38a026e886d81014b568f3&amp;chksm=8351799cb426f08a8a8d7adbd8721956fd91c59be8bd1ec35d4f9963a11e7e67bee72cd49405&amp;scene=21#wechat_redirect" target="_blank" style="margin: 0px;padding: 0px;color: rgb(87, 107, 149);text-decoration: none;-webkit-tap-highlight-color: rgba(0, 0, 0, 0);max-width: 100%;box-sizing: border-box !important;word-wrap: break-word !important;">南宁</a>&nbsp;|&nbsp;<a href="http://mp.weixin.qq.com/s?__biz=MzAxMDEzOTgyNA==&amp;mid=2649831603&amp;idx=8&amp;sn=0efaff09c26e604d7aa5c29376c129ad&amp;chksm=8351796cb426f07abb37dd11a0cfe941868be2b543feebf288460418759254327292658947ae&amp;scene=21#wechat_redirect" target="_blank" style="margin: 0px;padding: 0px;color: rgb(87, 107, 149);text-decoration: none;-webkit-tap-highlight-color: rgba(0, 0, 0, 0);max-width: 100%;box-sizing: border-box !important;word-wrap: break-word !important;">桂林</a>&nbsp;|&nbsp;<a href="http://mp.weixin.qq.com/s?__biz=MzAxMDEzOTgyNA==&amp;mid=2649831603&amp;idx=3&amp;sn=12f08ffb076544edcbc24e91bc3d87d7&amp;chksm=8351796cb426f07a1cd4530a9033d462d4732c500dcdda723bdc3a87f4d55f1c62f657a4cb77&amp;scene=21#wechat_redirect" target="_blank" style="margin: 0px;padding: 0px;color: rgb(87, 107, 149);text-decoration: none;-webkit-tap-highlight-color: rgba(0, 0, 0, 0);max-width: 100%;box-sizing: border-box !important;word-wrap: break-word !important;">柳州</a>&nbsp;|&nbsp;<a href="http://mp.weixin.qq.com/s?__biz=MzAxMDEzOTgyNA==&amp;mid=2649831603&amp;idx=6&amp;sn=0a89c4ab17039cec25754aa111b87308&amp;chksm=8351796cb426f07a6fdc14a1c0e877928f2fa46798a8b592b2b2023ad1c65081bbc80b2fafad&amp;scene=21#wechat_redirect" target="_blank" style="margin: 0px;padding: 0px;color: rgb(87, 107, 149);text-decoration: none;-webkit-tap-highlight-color: rgba(0, 0, 0, 0);max-width: 100%;box-sizing: border-box !important;word-wrap: break-word !important;">蚌埠</a>&nbsp;|&nbsp;<a href="http://mp.weixin.qq.com/s?__biz=MzAxMDEzOTgyNA==&amp;mid=2649831603&amp;idx=7&amp;sn=1bc72e377ffc3b621c2886d68c437515&amp;chksm=8351796cb426f07adc8c50a3e1409197892c508ad9c27a6b52f8e4dde12740baf5674f5a7fa6&amp;scene=21#wechat_redirect" target="_blank" style="margin: 0px;padding: 0px;color: rgb(87, 107, 149);text-decoration: none;-webkit-tap-highlight-color: rgba(0, 0, 0, 0);max-width: 100%;box-sizing: border-box !important;word-wrap: break-word !important;">合肥</a>&nbsp;|&nbsp;<a href="http://mp.weixin.qq.com/s?__biz=MzAxMDEzOTgyNA==&amp;mid=2649831491&amp;idx=1&amp;sn=10e3d481f7fd0ff46dafe2648cd3ddfb&amp;chksm=8351799cb426f08a5118705d6b85487fa97dd013a2aee842be719ee13086aab8dee370b54185&amp;scene=21#wechat_redirect" target="_blank" style="margin: 0px;padding: 0px;color: rgb(87, 107, 149);text-decoration: none;-webkit-tap-highlight-color: rgba(0, 0, 0, 0);max-width: 100%;box-sizing: border-box !important;word-wrap: break-word !important;">南京</a>&nbsp;|&nbsp;<a href="http://mp.weixin.qq.com/s?__biz=MzAxMDEzOTgyNA==&amp;mid=2649831603&amp;idx=1&amp;sn=9ffda0c7d9667d6700966a8bab12eccf&amp;chksm=8351796cb426f07a4e94a2471b2d59264ed4460e0567c63095fad9c5704541a546d7bc23584a&amp;scene=21#wechat_redirect" target="_blank" style="margin: 0px;padding: 0px;color: rgb(87, 107, 149);text-decoration: none;-webkit-tap-highlight-color: rgba(0, 0, 0, 0);max-width: 100%;box-sizing: border-box !important;word-wrap: break-word !important;">上海临港</a>&nbsp;|&nbsp;<a href="http://mp.weixin.qq.com/s?__biz=MzAxMDEzOTgyNA==&amp;mid=2649831065&amp;idx=1&amp;sn=2ffb60d98d02ebcab655c55d34d0acbf&amp;chksm=83517746b426fe509cc721e0e3acf05fd1f60b8695dc3b66c08c0a7aa917e7471b013b02c2c2&amp;scene=21#wechat_redirect" target="_blank" style="margin: 0px;padding: 0px;color: rgb(87, 107, 149);text-decoration: none;-webkit-tap-highlight-color: rgba(0, 0, 0, 0);max-width: 100%;box-sizing: border-box !important;word-wrap: break-word !important;">太原</a>&nbsp;|&nbsp;<a href="http://mp.weixin.qq.com/s?__biz=MzAxMDEzOTgyNA==&amp;mid=2649830804&amp;idx=1&amp;sn=f571d8218b897b21571a6b2f497d3a1b&amp;chksm=8351744bb426fd5d509591673f4082563a02342283f53dfda255ad33304e6746d6448051b9ea&amp;scene=21#wechat_redirect" target="_blank" style="margin: 0px;padding: 0px;color: rgb(87, 107, 149);text-decoration: none;-webkit-tap-highlight-color: rgba(0, 0, 0, 0);max-width: 100%;box-sizing: border-box !important;word-wrap: break-word !important;outline: 0px;">温州</a>&nbsp;|&nbsp;<a href="http://mp.weixin.qq.com/s?__biz=MzAxMDEzOTgyNA==&amp;mid=2649830454&amp;idx=1&amp;sn=4e7c3289190e2a69c5fb20f2ae8a6d94&amp;chksm=835175e9b426fcffa5f65cafe5274b1c296caf1a51e13ef4c7920c5a18847bef3c7b13c2bfd0&amp;scene=21#wechat_redirect" target="_blank" style="margin: 0px;padding: 0px;color: rgb(87, 107, 149);text-decoration: none;-webkit-tap-highlight-color: rgba(0, 0, 0, 0);max-width: 100%;box-sizing: border-box !important;word-wrap: break-word !important;outline: 0px;">昆明</a>&nbsp;|&nbsp;<a href="https://mp.weixin.qq.com/s?__biz=MzAxMDEzOTgyNA==&amp;mid=2649830295&amp;idx=1&amp;sn=f680ffa2ddf52783e9a7730971520d48&amp;chksm=83517248b426fb5e0efc1e5c62d15b173e4d23ab7aafaab82c6ce861e98d96271fe5dc7db798&amp;scene=21#wechat_redirect" target="_blank" style="margin: 0px;padding: 0px;color: rgb(87, 107, 149);text-decoration: none;-webkit-tap-highlight-color: rgba(0, 0, 0, 0);max-width: 100%;box-sizing: border-box !important;word-wrap: break-word !important;outline: 0px;">嘉兴</a>&nbsp;|&nbsp;<a href="https://mp.weixin.qq.com/s?__biz=MzAxMDEzOTgyNA==&amp;mid=2649830278&amp;idx=1&amp;sn=8441ac780477cd9def8d4e9d7866f143&amp;chksm=83517259b426fb4f93ff50f1c07d7b830f16ec4d1e0c23f64ef15a78a056ae301274ffbb8ec3&amp;scene=21#wechat_redirect" target="_blank" style="margin: 0px;padding: 0px;color: rgb(87, 107, 149);text-decoration: none;-webkit-tap-highlight-color: rgba(0, 0, 0, 0);max-width: 100%;box-sizing: border-box !important;word-wrap: break-word !important;outline: 0px;">重庆</a>&nbsp;|&nbsp;<a href="https://mp.weixin.qq.com/s?__biz=MzAxMDEzOTgyNA==&amp;mid=2649830196&amp;idx=1&amp;sn=7a599cf338734c1d41c6fa16005b1641&amp;chksm=835172ebb426fbfdda6873adbeddc124ae670de675a7c36d11977106150a1d924572ea70f299&amp;scene=21#wechat_redirect" target="_blank" style="margin: 0px;padding: 0px;color: rgb(87, 107, 149);text-decoration: none;-webkit-tap-highlight-color: rgba(0, 0, 0, 0);max-width: 100%;box-sizing: border-box !important;word-wrap: break-word !important;outline: 0px;">成都</a>&nbsp;|&nbsp;<a href="https://mp.weixin.qq.com/s?__biz=MzAxMDEzOTgyNA==&amp;mid=2649830221&amp;idx=1&amp;sn=f5994dbfe9fa00ffce4b5be1a69f3244&amp;chksm=83517292b426fb8419e771cf48ea94de01fc7dc909b4e8c2759c6423b8be6080bc5bd1c248cc&amp;scene=21#wechat_redirect" target="_blank" style="margin: 0px;padding: 0px;color: rgb(87, 107, 149);text-decoration: none;-webkit-tap-highlight-color: rgba(0, 0, 0, 0);max-width: 100%;box-sizing: border-box !important;word-wrap: break-word !important;outline: 0px;">深圳</a>&nbsp;|&nbsp;<a href="https://mp.weixin.qq.com/s?__biz=MzAxMDEzOTgyNA==&amp;mid=2649829995&amp;idx=1&amp;sn=cd78421e4f2e724f552f8eefc65e0236&amp;chksm=835173b4b426faa26aed46ed566bc1f8ffa11498370fed14fa9d0690795a3eff5a186c63a03d&amp;scene=21#wechat_redirect" target="_blank" style="margin: 0px;padding: 0px;color: rgb(87, 107, 149);text-decoration: none;-webkit-tap-highlight-color: rgba(0, 0, 0, 0);max-width: 100%;box-sizing: border-box !important;word-wrap: break-word !important;outline: 0px;">上海</a>&nbsp;|&nbsp;<a href="https://mp.weixin.qq.com/s?__biz=MzAxMDEzOTgyNA==&amp;mid=2649829512&amp;idx=1&amp;sn=421f2b766d75009082de8fc1e81cd8d2&amp;chksm=83517157b426f84197c93fd852a3e3f93019c9d81e099784ad0aa09f326ca9dd33a0edb7cfd7&amp;scene=21#wechat_redirect" target="_blank" style="margin: 0px;padding: 0px;color: rgb(87, 107, 149);text-decoration: none;-webkit-tap-highlight-color: rgba(0, 0, 0, 0);max-width: 100%;box-sizing: border-box !important;word-wrap: break-word !important;outline: 0px;">珠三角</a>&nbsp;|&nbsp;<a href="https://mp.weixin.qq.com/s?__biz=MzAxMDEzOTgyNA==&amp;mid=2649829480&amp;idx=1&amp;sn=c77baf137c109f1017170a708548d37b&amp;chksm=835171b7b426f8a1d942708988b8f4bd875366f5928d1db99470ccad6958aa0c8cd47b292c23&amp;scene=21#wechat_redirect" target="_blank" style="margin: 0px;padding: 0px;color: rgb(87, 107, 149);text-decoration: none;-webkit-tap-highlight-color: rgba(0, 0, 0, 0);max-width: 100%;box-sizing: border-box !important;word-wrap: break-word !important;outline: 0px;">雄安新区</a>&nbsp;|&nbsp;<a href="https://mp.weixin.qq.com/s?__biz=MzAxMDEzOTgyNA==&amp;mid=401964235&amp;idx=1&amp;sn=8839375241e6a7e69f49aec108ca1ad6&amp;scene=21#wechat_redirect" target="_blank" style="margin: 0px;padding: 0px;color: rgb(87, 107, 149);text-decoration: none;-webkit-tap-highlight-color: rgba(0, 0, 0, 0);max-width: 100%;box-sizing: border-box !important;word-wrap: break-word !important;outline: 0px;">无锡</a>&nbsp;|&nbsp;<a href="https://mp.weixin.qq.com/s?__biz=MzAxMDEzOTgyNA==&amp;mid=203026648&amp;idx=1&amp;sn=466dca69ff3eb746e2e5c21831d57f0f&amp;scene=21#wechat_redirect" target="_blank" style="margin: 0px;padding: 0px;color: rgb(87, 107, 149);text-decoration: none;-webkit-tap-highlight-color: rgba(0, 0, 0, 0);max-width: 100%;box-sizing: border-box !important;word-wrap: break-word !important;outline: 0px;">北京</a>&nbsp;| </span></span></p><p style="margin-left: 16px;margin-right: 16px;"><span style="color: rgb(0, 0, 0);font-size: 14px;"><br /></span></p><p><br /></p>

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