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用城市地图的大数据写一首歌:深圳篇 已修改 第1次修改 2025年01月02日 20时50分 郑永祥

发布于 2018-07-30

<p style="margin-left: 16px;margin-right: 16px;"><img class="" data-copyright="0" data-ratio="0.5555555555555556" data-s="300,640" data-src="https://mmbiz.qpic.cn/mmbiz_jpg/zd226QNNqG54e3qf4HDuECibQH88icrg243KoJLqNYbCQdhMrMwLoUq6JBoePm86z5tEbJJ7QibPVbFV1KuMap0bg/640?wx_fmt=jpeg" data-type="jpeg" data-w="900" style="" /></p><p style="margin-left: 16px;margin-right: 16px;text-align: center;"><span style="font-size: 14px;"><br /></span></p><p style="margin-left: 16px;margin-right: 16px;text-align: center;"><span style="font-size: 14px;">1979年8月26日,经中华人民共和国第五次全国人大常委会,第15次会议决定批准,在深圳市境内设置经济特区。<span style="color: rgb(136, 136, 136);">(1980年8月正式成立)</span></span></p><section style="box-sizing: border-box;"><section class="Powered-by-XIUMI V5" style="box-sizing: border-box;"><section class="" style="margin-top: 10px;margin-bottom: 10px;text-align: center;box-sizing: border-box;"><section class="" style="display: inline-block;vertical-align: middle;box-sizing: border-box;"><section class="" style="max-width: 100%;display: inline-block;vertical-align: bottom;width: 12%;box-sizing: border-box;"><img data-ratio="1.0660714" data-src="https://mmbiz.qpic.cn/mmbiz_png/zd226QNNqG54e3qf4HDuECibQH88icrg24I7MMsX47JbwYvz7h64vlzRPNwQT4cMsd2bK8eGHDzJc5VlhFiaTh5jw/640?wx_fmt=png" data-type="png" data-w="560" style="vertical-align: middle;max-width: 100%;width: 100%;box-sizing: border-box;" /></section><section class="" style="display: inline-block;vertical-align: bottom;padding-left: 5px;padding-right: 5px;line-height: 1.2em;margin-bottom: 2px;font-size: 14px;box-sizing: border-box;"><p style="margin: 0px;padding: 0px;box-sizing: border-box;"><strong>到2018年,深圳特区成立已有40周年</strong></p></section><section class="" style="max-width: 100%;display: inline-block;vertical-align: bottom;width: 12%;box-sizing: border-box;"><img data-ratio="1.0660714" data-src="https://mmbiz.qpic.cn/mmbiz_png/zd226QNNqG54e3qf4HDuECibQH88icrg24diaDaHFHeUN8PLkH8k9icorug5UUIgviarh6mTKnIUnlmsWMmrvE3mYHg/640?wx_fmt=png" data-type="png" data-w="560" style="vertical-align: middle;max-width: 100%;width: 100%;box-sizing: border-box;" /></section></section></section></section></section><p><br /><span style="font-size: 14px;"></span></p><p><br /></p><p style="margin-left: 16px;margin-right: 16px;text-align: center;"><img class="" data-backh="226" data-backw="400" data-before-oversubscription-url="https://mmbiz.qpic.cn/mmbiz_gif/zd226QNNqG54e3qf4HDuECibQH88icrg24ruLDxHg0Kdt35ynFiascjOKL9QPkefWpu3uTvG7Y0rw07aIqGqIxe9Q/0?wx_fmt=gif" data-copyright="0" data-ratio="0.565" data-src="https://mmbiz.qpic.cn/mmbiz_gif/zd226QNNqG54e3qf4HDuECibQH88icrg24ruLDxHg0Kdt35ynFiascjOKL9QPkefWpu3uTvG7Y0rw07aIqGqIxe9Q/640?wx_fmt=gif" data-type="gif" data-w="400" style="width: 100%;height: auto;" /><br /></p><p style="margin-left: 16px;margin-right: 16px;"><span style="font-size: 14px;"><br /></span></p><p style="margin-left: 16px;margin-right: 16px;"><span style="font-size: 14px;">这段时间,整座城市都沉浸在五彩斑斓的灯光秀里,在繁华炫丽的光影中,应该给深圳配一首什么样的BGM呢?</span></p><p style="margin-left: 16px;margin-right: 16px;"><span style="font-size: 14px;"><br /></span></p><p style="margin-left: 16px;margin-right: 16px;"><span style="font-size: 14px;">小编灵光一现,平时做城市研究,收集了不少数据,根据PIE模型,将不同指标,</span><span style="font-size: 14px;color: rgb(2, 30, 170);"><strong>用编程给深圳写一首数据化的歌,效果一言难尽……</strong></span></p><p style="margin-left: 16px;margin-right: 16px;"><span style="font-size: 14px;color: rgb(2, 30, 170);"><strong><br /></strong></span></p><p style="margin-left: 16px;margin-right: 16px;"><mpvoice class="res_iframe js_editor_audio audio_iframe" src="/cgi-bin/readtemplate?t=tmpl/audio_tmpl&amp;name=%E6%B7%B1%E5%9C%B3%E5%90%AC%E8%B5%B7%E6%9D%A5%E5%BE%88%E7%84%A6%E8%99%91&amp;play_length=01:07" isaac2="1" low_size="136.26" source_size="136.3" high_size="531.47" name="深圳听起来很焦虑" play_length="67000" voice_encode_fileid="MzAxMDEzOTgyNF8yNjQ5ODMxMTM1" frameborder="0"></mpvoice></p><p style="margin-left: 16px;margin-right: 16px;"><span style="font-size: 14px;"></span><br /></p><p style="margin-left: 16px;margin-right: 16px;"><span style="font-size: 14px;">由于听着太焦虑,不合符社会主义核心价值观,请出我们自带Bbox BGM的Sammy老师,解说这个要怎么改编一下——</span></p><section style="box-sizing: border-box;"><section class="Powered-by-XIUMI V5" style="box-sizing: border-box;"><section class="" style="text-align: right;margin: 0px 0% -20px;box-sizing: border-box;"><section class="" style="display: inline-block;width: 240px;height: 160px;vertical-align: top;overflow: hidden;background-position: 50% 50%;background-repeat: no-repeat;background-size: contain;background-attachment: scroll;background-image: url(&quot;https://mmbiz.qpic.cn/mmbiz_png/zd226QNNqG54e3qf4HDuECibQH88icrg24x2nFibibo8jfPlfmeZ6vKEKg8aaDoCfRK3frrsoSibnHubUAnBCzNWqRw/640?wx_fmt=png&quot;);box-sizing: border-box;"><section class="Powered-by-XIUMI V5" style="box-sizing: border-box;"><section class="" style="box-sizing: border-box;"><section class="" style="text-align: left;box-sizing: border-box;"><p style="margin: 0px;padding: 0px;box-sizing: border-box;"><br style="box-sizing: border-box;" /></p></section></section></section><section class="Powered-by-XIUMI V5" style="transform: rotateZ(3.13deg);-webkit-transform: rotateZ(3.13deg);-moz-transform: rotateZ(3.13deg);-o-transform: rotateZ(3.13deg);box-sizing: border-box;"><section class="" style="margin: 20px 0% 0px;box-sizing: border-box;"><section class="" style="text-align: justify;font-size: 15px;padding: 0px 15px;box-sizing: border-box;"><p style="white-space: normal;margin: 0px;padding: 0px;box-sizing: border-box;">编程写歌,其实很简单,会点编程,会点乐理,就万事OK</p></section></section></section></section></section></section><section class="Powered-by-XIUMI V5" style="box-sizing: border-box;"><section class="" style="margin: 0px 0% 10px;box-sizing: border-box;"><section class="" style="max-width: 100%;vertical-align: middle;display: inline-block;width: 39%;box-sizing: border-box;"><img data-ratio="0.8743169" data-src="https://mmbiz.qpic.cn/mmbiz_jpg/zd226QNNqG54e3qf4HDuECibQH88icrg24nqSpjicmh4QmepiaT4EtTuzLy4yWgq8tquTW4mL8M09WdBicZZbbFs39w/640?wx_fmt=jpeg" data-type="jpeg" data-w="183" style="vertical-align: middle;max-width: 100%;width: 100%;box-sizing: border-box;" /></section></section></section><section class="Powered-by-XIUMI V5" style="box-sizing: border-box;"><section class="" style="text-align: right;margin: -60px 0% 10px;box-sizing: border-box;"><section class="" style="max-width: 100%;vertical-align: middle;display: inline-block;width: 35%;box-sizing: border-box;"></section></section></section></section><p style="margin-left: 16px;margin-right: 16px;"><br /><span style="font-size: 14px;"></span></p><p style="margin-left: 16px;margin-right: 16px;"><br /></p><p style="margin-left: 16px;margin-right: 16px;"><strong><span style="font-size: 14px;">第一步:把PIE数字转换成midi文件(.mid)</span></strong></p><p style="margin-left: 16px;margin-right: 16px;"><span style="font-size: 14px;">midi文件相当于电子化的五线谱,记录了音符的音高,音长,力度 <br /></span></p><p style="margin-left: 16px;margin-right: 16px;text-align: center;"><img class="" data-backh="340" data-backw="340" data-before-oversubscription-url="http://mmbiz.qpic.cn/mmbiz_png/zd226QNNqG54e3qf4HDuECibQH88icrg24jSHe6wrEykibNn0VR6sUicHHHnt1M6jJkBickZfUOGJL2ibvAS6nYomrRA/0?wx_fmt=png" data-croporisrc="https://mmbiz.qpic.cn/mmbiz_jpg/zd226QNNqG54e3qf4HDuECibQH88icrg24aYj4u3EWuPMt4cYMZoFA4DZtMC78UPRo7CE3lqsJJBkjv4FZ9CNYYw/640?wx_fmt=jpeg" data-cropx1="0" data-cropx2="663.1939163498099" data-cropy1="0" data-cropy2="605.0190114068441" data-oversubscription-url="http://mmbiz.qpic.cn/mmbiz_jpg/zd226QNNqG54e3qf4HDuECibQH88icrg24aYj4u3EWuPMt4cYMZoFA4DZtMC78UPRo7CE3lqsJJBkjv4FZ9CNYYw/0?wx_fmt=jpeg" data-ratio="0.9125188536953243" data-src="https://mmbiz.qpic.cn/mmbiz_jpg/zd226QNNqG54e3qf4HDuECibQH88icrg24qdyX4fUVYbicNzLT2u9dgbGdic3dhwMetmvicgH6mSyvZu4TsKsKjG4BQ/640?wx_fmt=jpeg" data-type="jpeg" data-w="663" style="width: 513px;height: 468px;" /></p><h3 style="margin-left: 16px;margin-right: 16px;"><br /><strong><span style="font-size: 14px;"></span></strong></h3><h3 style="margin-left: 16px;margin-right: 16px;"><strong><span style="font-size: 14px;">第二步:在音频工作站中选择乐器呈现midi</span></strong></h3><p style="margin-left: 16px;margin-right: 16px;"><img class="" data-ratio="0.43951612903225806" data-src="https://mmbiz.qpic.cn/mmbiz_png/zd226QNNqG54e3qf4HDuECibQH88icrg24DeRV0tcgQHvIGGnnw6icbjYMIOibZAWxHHORhk9nd6B97GO5pKa9nNHg/640?wx_fmt=png" data-type="png" data-w="1240" /></p><h3 style="margin-left: 16px;margin-right: 16px;"><span style="font-size: 14px;"></span><br /><span style="font-size: 14px;"></span></h3><h3 style="margin-left: 16px;margin-right: 16px;"><strong><span style="font-size: 14px;">第三步:选择有旋律一段作为主旋律</span></strong></h3><p style="margin-left: 16px;margin-right: 16px;"><img class="" data-ratio="0.9935483870967742" data-src="https://mmbiz.qpic.cn/mmbiz_png/zd226QNNqG54e3qf4HDuECibQH88icrg24NtdDjW89Fm2aheOcIglw2SEY4eJSKax2dSF6H50p5LQd7RylCT4cyA/640?wx_fmt=png" data-type="png" data-w="1240" /></p><h3 style="margin-left: 16px;margin-right: 16px;"><br /><strong><span style="font-size: 14px;"></span></strong></h3><h3 style="margin-left: 16px;margin-right: 16px;"><strong><span style="font-size: 14px;">第四步:根据主旋律进行创作,就OK了</span></strong></h3><p style="margin-left: 16px;margin-right: 16px;"><img class="" data-ratio="0.46048387096774196" data-src="https://mmbiz.qpic.cn/mmbiz_png/zd226QNNqG54e3qf4HDuECibQH88icrg24MPkra86IQAx2ojyQKpXLlmL4gYg9dKABs8dqMqlmTnc2mqEJ9ULd1w/640?wx_fmt=png" data-type="png" data-w="1240" /></p><h2 style="margin-left: 16px;margin-right: 16px;"><br /><span style="font-size: 14px;"></span></h2><h2 style="margin-left: 16px;margin-right: 16px;text-align: center;"><span style="font-size: 14px;">听完之后,我……</span></h2><p><br /></p><p style="text-align: center;"></p><p style="text-align: center;"><br /></p><section style="box-sizing: border-box;"><section style="box-sizing: border-box;"><section class="Powered-by-XIUMI V5" style="box-sizing: border-box;"><section class="" style="text-align: right;margin: 0px 0% -20px;box-sizing: border-box;"><section class="" style="display: inline-block;width: 240px;height: 160px;vertical-align: top;overflow: hidden;background-position: 50% 50%;background-repeat: no-repeat;background-size: contain;background-attachment: scroll;background-image: url(&quot;https://mmbiz.qpic.cn/mmbiz_png/zd226QNNqG54e3qf4HDuECibQH88icrg24x2nFibibo8jfPlfmeZ6vKEKg8aaDoCfRK3frrsoSibnHubUAnBCzNWqRw/640?wx_fmt=png&quot;);box-sizing: border-box;"><section class="Powered-by-XIUMI V5" style="box-sizing: border-box;"><section class="" style="box-sizing: border-box;"><section class="" style="text-align: left;box-sizing: border-box;"><p style="margin: 0px;padding: 0px;box-sizing: border-box;"><br style="box-sizing: border-box;" /></p></section></section></section><section class="Powered-by-XIUMI V5" style="transform: rotateZ(3.13deg);-webkit-transform: rotateZ(3.13deg);-moz-transform: rotateZ(3.13deg);-o-transform: rotateZ(3.13deg);box-sizing: border-box;"><section class="" style="margin: 20px 0% 0px;box-sizing: border-box;"><section class="" style="text-align: justify;font-size: 15px;padding: 0px 15px;box-sizing: border-box;"><p style="white-space: normal;margin: 0px;padding: 0px;box-sizing: border-box;"><span style="font-size: 12px;"></span><br /></p><p style="white-space: normal;margin: 0px;padding: 0px;box-sizing: border-box;">那我再讲简单点——</p></section></section></section></section></section></section><section class="Powered-by-XIUMI V5" style="box-sizing: border-box;"><section class="" style="margin: 0px 0% 10px;box-sizing: border-box;"><section class="" style="max-width: 100%;vertical-align: middle;display: inline-block;width: 39%;box-sizing: border-box;"><img data-ratio="0.8743169" data-src="https://mmbiz.qpic.cn/mmbiz_jpg/zd226QNNqG54e3qf4HDuECibQH88icrg24nqSpjicmh4QmepiaT4EtTuzLy4yWgq8tquTW4mL8M09WdBicZZbbFs39w/640?wx_fmt=jpeg" data-type="jpeg" data-w="183" style="vertical-align: middle;max-width: 100%;width: 100%;box-sizing: border-box;" /></section></section></section><section class="Powered-by-XIUMI V5" style="box-sizing: border-box;"><section class="" style="text-align: right;margin: -60px 0% 10px;box-sizing: border-box;"><section class="" style="max-width: 100%;vertical-align: middle;display: inline-block;width: 35%;box-sizing: border-box;"></section></section></section></section><section class="Powered-by-XIUMI V5" style="box-sizing: border-box;"><br /></section></section><h2 style="margin-left: 16px;margin-right: 16px;"><span style="font-size: 14px;"></span></h2><h2 style="margin-left: 16px;margin-right: 16px;"><strong><span style="font-size: 14px;">具体过程</span></strong><br /></h2><h3 style="margin-left: 16px;margin-right: 16px;"><span style="font-size: 14px;">数字上的处理和midi的生成——</span></h3><p style="margin-left: 16px;margin-right: 16px;"><span style="font-size: 14px;"> midi的生成使用到Python的mido库,mido库可以根据输入的参数确定midi中音符的位置,力度,长度。

为加速实现数字到音乐的想法,过程中没有使用高级的算法或模型,只是根据乐理对PIE过滤,让过滤出来的PIE根据网格id排序生成midi。 <br /></span></p><p style="margin-left: 16px;margin-right: 16px;"><span style="font-size: 14px;"><br /></span></p><p style="margin-left: 16px;margin-right: 16px;"><span style="font-size: 14px;"> <strong>第一步:</strong>对一个指标(如商场数量,住宅数量等)的数值,如果满足C大调音符的数值,则取出来生成midi,这个数值决定了音符的音高,力度和长度由随机数决定。 </span><img class="" data-ratio="0.49032258064516127" data-src="https://mmbiz.qpic.cn/mmbiz_png/zd226QNNqG54e3qf4HDuECibQH88icrg24oQzaS2iaR0p46pBle5Rbt1jqiakRgVPJ56bJuVFxK0icSxyFJYBCyzlVA/640?wx_fmt=png" data-type="png" data-w="1240" /></p><p style="margin-left: 16px;margin-right: 16px;"><br /><span style="font-size: 14px;"> </span></p><p style="margin-left: 16px;margin-right: 16px;"><strong><span style="font-size: 14px;">第二步:</span></strong><span style="font-size: 14px;">对PIE的所有指标(如商场数量,住宅数量等)生成对应的midi文件。 </span></p><p style="margin-left: 16px;margin-right: 16px;text-align: center;"><img class="" data-backh="340" data-backw="340" data-before-oversubscription-url="http://mmbiz.qpic.cn/mmbiz_png/zd226QNNqG54e3qf4HDuECibQH88icrg24jSHe6wrEykibNn0VR6sUicHHHnt1M6jJkBickZfUOGJL2ibvAS6nYomrRA/0?wx_fmt=png" data-croporisrc="https://mmbiz.qpic.cn/mmbiz_jpg/zd226QNNqG54e3qf4HDuECibQH88icrg24aYj4u3EWuPMt4cYMZoFA4DZtMC78UPRo7CE3lqsJJBkjv4FZ9CNYYw/640?wx_fmt=jpeg" data-cropx1="0" data-cropx2="672.2433460076045" data-cropy1="0" data-cropy2="608.8973384030418" data-oversubscription-url="http://mmbiz.qpic.cn/mmbiz_jpg/zd226QNNqG54e3qf4HDuECibQH88icrg24aYj4u3EWuPMt4cYMZoFA4DZtMC78UPRo7CE3lqsJJBkjv4FZ9CNYYw/0?wx_fmt=jpeg" data-ratio="0.9047619047619048" data-src="https://mmbiz.qpic.cn/mmbiz_jpg/zd226QNNqG54e3qf4HDuECibQH88icrg24KRn3lCoNTsDXGm3jmTowpPvhTvq3UfF4Kag6raPoeP2zhqZibicqgZWw/640?wx_fmt=jpeg" data-type="jpeg" data-w="672" style="width: 520px;height: 471px;" /><br /></p><h3 style="margin-left: 16px;margin-right: 16px;"><br /><strong><span style="font-size: 14px;"></span></strong></h3><h3 style="margin-left: 16px;margin-right: 16px;"><strong><span style="font-size: 14px;">截取midi中具有旋律的片段</span></strong></h3><p style="margin-left: 16px;margin-right: 16px;"><span style="font-size: 14px;"> 得到midi后,我们把midi文件放入音乐工作站并选择相应的乐器就可以呈现出PIE数值得到的音乐了。把得到的所有midi放入,如图。 </span><img class="" data-ratio="0.43951612903225806" data-src="https://mmbiz.qpic.cn/mmbiz_png/zd226QNNqG54e3qf4HDuECibQH88icrg24DeRV0tcgQHvIGGnnw6icbjYMIOibZAWxHHORhk9nd6B97GO5pKa9nNHg/640?wx_fmt=png" data-type="png" data-w="1240" /><span style="font-size: 14px;"><br /></span></p><p style="margin-left: 16px;margin-right: 16px;"><span style="font-size: 14px;">然后选取具有旋律性的一段作为作为编曲的主导 </span></p><h3 style="margin-left: 16px;margin-right: 16px;"><strong><span style="font-size: 14px;">加工,混音。</span></strong></h3><p><br /></p><p style="margin-left: 16px;margin-right: 16px;"><span style="font-size: 14px;"> 一首曲子只有一个乐器我们称为独奏,数字音乐要把人演奏的细节还原出来很繁琐,且需要强大的音源,为了让音乐更加丰富,除了PIE截取的片段,我们主要添加了:</span></p><p style="margin-left: 16px;margin-right: 16px;"><span style="font-size: 14px;"><br /></span></p><p style="margin-left: 16px;margin-right: 16px;"><span style="font-size: 14px;">1,以截取片段为基础得到的和弦伴奏。<br />2,低音提琴拨奏作为低音。<br />3,鼓。<br />4,电子合成的铃铛。<br />5,中提琴拨弦。<br />6,白噪音。 &nbsp; <br /></span></p><p style="margin-left: 16px;margin-right: 16px;"><span style="font-size: 14px;"><br /></span></p><p style="margin-left: 16px;margin-right: 16px;"><span style="font-size: 14px;"></span><img class="" data-ratio="0.46048387096774196" data-src="https://mmbiz.qpic.cn/mmbiz_png/zd226QNNqG54e3qf4HDuECibQH88icrg24MPkra86IQAx2ojyQKpXLlmL4gYg9dKABs8dqMqlmTnc2mqEJ9ULd1w/640?wx_fmt=png" data-type="png" data-w="1240" /><img class="" data-ratio="0.46048387096774196" data-src="https://mmbiz.qpic.cn/mmbiz_png/zd226QNNqG54e3qf4HDuECibQH88icrg24MPkra86IQAx2ojyQKpXLlmL4gYg9dKABs8dqMqlmTnc2mqEJ9ULd1w/640?wx_fmt=png" data-type="png" data-w="1240" /></p><p style="margin-left: 16px;margin-right: 16px;"><br /><span style="font-size: 14px;"></span></p><h2 style="margin-left: 16px;margin-right: 16px;text-align: center;"><span style="font-size: 14px;">听完之后,我……</span></h2><p><br /></p><p style="text-align: center;margin-left: 16px;margin-right: 16px;"><img class="" data-copyright="0" data-ratio="1" data-s="300,640" data-src="https://mmbiz.qpic.cn/mmbiz_jpg/zd226QNNqG54e3qf4HDuECibQH88icrg24R9khRvQKdIBzeiavkc7RlHhXTmSRtm4VrJQgFsLuiaxj7VnGjIpr9miaA/640?wx_fmt=jpeg" data-type="jpeg" data-w="500" style="" /></p><p><br /></p><p style="text-align: center;"><span style="font-size: 14px;">觉得Sammy老师编程写的歌很好听!!!</span></p><p style="text-align: center;"><strong><span style="font-size: 18px;">很好听!!!</span></strong></p><p style="text-align: center;"><strong><span style="font-size: 24px;">很好听!!!</span></strong><br /></p><p><br /></p><p style="margin-left: 16px;margin-right: 16px;text-align: center;"><iframe class="video_iframe" data-vidtype="2" allowfullscreen="" data-ratio="2.5" data-w="480" data-src="https://v.qq.com/iframe/preview.html?vid=i1345kndtf9&amp;width=500&amp;height=375&amp;auto=0" frameborder="0"></iframe><br /></p><p style="text-align: center;"><span style="font-size: 12px;color: rgb(136, 136, 136);">欢迎配合灯光秀食用</span><br /></p><p><br /></p><p style="margin-left: 16px;margin-right: 16px;text-align: center;"><span style="font-size: 14px;"><br /></span></p><p style="margin-left: 16px;margin-right: 16px;"><br /><span style="font-size: 14px;"></span></p><p style="margin-right: 16px;margin-left: 16px;max-width: 100%;min-height: 1em;color: rgb(51, 51, 51);text-align: center;"><span style="max-width: 100%;font-size: 12px;box-sizing: border-box !important;word-wrap: break-word !important;">——&nbsp; 猜你想看&nbsp; ——</span></p><p style="margin-right: 16px;margin-left: 16px;max-width: 100%;min-height: 1em;color: rgb(51, 51, 51);text-align: center;"><span style="max-width: 100%;font-size: 12px;box-sizing: border-box !important;word-wrap: break-word !important;"><br /></span></p><p style="margin-right: 16px;margin-left: 16px;max-width: 100%;min-height: 1em;color: rgb(51, 51, 51);"><strong style="max-width: 100%;box-sizing: border-box !important;word-wrap: break-word !important;"><span style="max-width: 100%;font-size: 12px;box-sizing: border-box !important;word-wrap: break-word !important;">城市:</span></strong><span style="max-width: 100%;font-size: 12px;box-sizing: border-box !important;word-wrap: break-word !important;">| <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">太原</a> |&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="color: rgb(87, 107, 149);-webkit-tap-highlight-color: rgba(0, 0, 0, 0);outline: 0px;max-width: 100%;box-sizing: border-box !important;word-wrap: break-word !important;">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="color: rgb(87, 107, 149);-webkit-tap-highlight-color: rgba(0, 0, 0, 0);outline: 0px;max-width: 100%;box-sizing: border-box !important;word-wrap: break-word !important;">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="color: rgb(87, 107, 149);-webkit-tap-highlight-color: rgba(0, 0, 0, 0);outline: 0px;max-width: 100%;box-sizing: border-box !important;word-wrap: break-word !important;">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="color: rgb(87, 107, 149);-webkit-tap-highlight-color: rgba(0, 0, 0, 0);outline: 0px;max-width: 100%;box-sizing: border-box !important;word-wrap: break-word !important;">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="color: rgb(87, 107, 149);-webkit-tap-highlight-color: rgba(0, 0, 0, 0);outline: 0px;max-width: 100%;box-sizing: border-box !important;word-wrap: break-word !important;">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="color: rgb(87, 107, 149);-webkit-tap-highlight-color: rgba(0, 0, 0, 0);outline: 0px;max-width: 100%;box-sizing: border-box !important;word-wrap: break-word !important;">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="color: rgb(87, 107, 149);-webkit-tap-highlight-color: rgba(0, 0, 0, 0);outline: 0px;max-width: 100%;box-sizing: border-box !important;word-wrap: break-word !important;">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="color: rgb(87, 107, 149);-webkit-tap-highlight-color: rgba(0, 0, 0, 0);outline: 0px;max-width: 100%;box-sizing: border-box !important;word-wrap: break-word !important;">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="color: rgb(87, 107, 149);-webkit-tap-highlight-color: rgba(0, 0, 0, 0);outline: 0px;max-width: 100%;box-sizing: border-box !important;word-wrap: break-word !important;">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="color: rgb(87, 107, 149);-webkit-tap-highlight-color: rgba(0, 0, 0, 0);outline: 0px;max-width: 100%;box-sizing: border-box !important;word-wrap: break-word !important;">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="color: rgb(87, 107, 149);-webkit-tap-highlight-color: rgba(0, 0, 0, 0);outline: 0px;max-width: 100%;box-sizing: border-box !important;word-wrap: break-word !important;">北京</a>&nbsp;|&nbsp;<br style="max-width: 100%;box-sizing: border-box !important;word-wrap: break-word !important;" /></span></p><p style="margin-right: 16px;margin-left: 16px;max-width: 100%;min-height: 1em;color: rgb(51, 51, 51);"><strong style="max-width: 100%;box-sizing: border-box !important;word-wrap: break-word !important;"><span style="max-width: 100%;font-size: 12px;box-sizing: border-box !important;word-wrap: break-word !important;">热点:</span></strong><span style="max-width: 100%;font-size: 12px;box-sizing: border-box !important;word-wrap: break-word !important;">| </span><a href="http://mp.weixin.qq.com/s?__biz=MzAxMDEzOTgyNA==&amp;mid=2649831073&amp;idx=1&amp;sn=b9e813dced68e2e1397bd2cc2b6d05c7&amp;chksm=8351777eb426fe68993e996d9312897701ad0e93a7703c5d719dc20ebf09a1b0c6715f502e4d&amp;scene=21#wechat_redirect" target="_blank"><span style="max-width: 100%;font-size: 12px;box-sizing: border-box !important;word-wrap: break-word !important;">长租公寓</span></a><span style="max-width: 100%;font-size: 12px;box-sizing: border-box !important;word-wrap: break-word !important;"> |&nbsp;<a href="http://mp.weixin.qq.com/s?__biz=MzAxMDEzOTgyNA==&amp;mid=2649830578&amp;idx=1&amp;sn=73f5149b299d5ce19a433c365eedee83&amp;chksm=8351756db426fc7b173558a1765830766ec5f7fb387e652250f10a106ef6490821f809722cfb&amp;scene=21#wechat_redirect" target="_blank" style="color: rgb(87, 107, 149);-webkit-tap-highlight-color: rgba(0, 0, 0, 0);outline: 0px;max-width: 100%;box-sizing: border-box !important;word-wrap: break-word !important;">中美贸易战</a>&nbsp;|&nbsp;<a href="http://mp.weixin.qq.com/s?__biz=MzAxMDEzOTgyNA==&amp;mid=2649830503&amp;idx=1&amp;sn=2fae9eec64a6ed71f0c4ee9e4e9bafe7&amp;chksm=835175b8b426fcaec41bb2a484ef939ac78474c77acde2d96a6f7f8b61a0f4ade630c13e7f90&amp;scene=21#wechat_redirect" target="_blank" style="color: rgb(87, 107, 149);-webkit-tap-highlight-color: rgba(0, 0, 0, 0);outline: 0px;max-width: 100%;box-sizing: border-box !important;word-wrap: break-word !important;">粤港澳</a>&nbsp;|&nbsp;<a href="https://mp.weixin.qq.com/s?__biz=MzAxMDEzOTgyNA==&amp;mid=2649830398&amp;idx=1&amp;sn=ffd40b9cb7730bd712d8f053280d6fa9&amp;chksm=83517221b426fb37e97b45db61547227724f5a09e6a2a0484a55475066ac41fc1b0165954d0d&amp;scene=21#wechat_redirect" target="_blank" style="color: rgb(87, 107, 149);-webkit-tap-highlight-color: rgba(0, 0, 0, 0);outline: 0px;max-width: 100%;box-sizing: border-box !important;word-wrap: break-word !important;">万科商业</a>&nbsp;|&nbsp;<a href="https://mp.weixin.qq.com/s?__biz=MzAxMDEzOTgyNA==&amp;mid=2649830360&amp;idx=1&amp;sn=3cea24af7ebf848fde74c52538f111e5&amp;chksm=83517207b426fb11a1ae1c301117e9626ba09012aa9d8b4d8f722e45423ecb7e63987f50bec5&amp;scene=21#wechat_redirect" target="_blank" style="color: rgb(87, 107, 149);-webkit-tap-highlight-color: rgba(0, 0, 0, 0);outline: 0px;max-width: 100%;box-sizing: border-box !important;word-wrap: break-word !important;">2018年走势</a>&nbsp;|&nbsp;&nbsp;<a href="https://mp.weixin.qq.com/s?__biz=MzAxMDEzOTgyNA==&amp;mid=2649830258&amp;idx=1&amp;sn=079af6257d826b9b592280754ac66a69&amp;chksm=835172adb426fbbbcbc0ba7b27078f59d0313d5bd0f60d0b385720251d85f0b1797abeb24e54&amp;scene=21#wechat_redirect" target="_blank" style="color: rgb(87, 107, 149);-webkit-tap-highlight-color: rgba(0, 0, 0, 0);outline: 0px;max-width: 100%;box-sizing: border-box !important;word-wrap: break-word !important;">任泽平</a> |&nbsp;<a href="https://mp.weixin.qq.com/s?__biz=MzAxMDEzOTgyNA==&amp;mid=2649829214&amp;idx=1&amp;sn=e245560eeadafae388de6a7d7577e04e&amp;chksm=83516e81b426e7976c5c6d425b4a39ade86d0e12ed288238933e3662f48c58d57c4efeb5c801&amp;scene=21#wechat_redirect" target="_blank" style="color: rgb(87, 107, 149);-webkit-tap-highlight-color: rgba(0, 0, 0, 0);outline: 0px;max-width: 100%;box-sizing: border-box !important;word-wrap: break-word !important;">深圳房价</a>&nbsp;|&nbsp;<a href="https://mp.weixin.qq.com/s?__biz=MzAxMDEzOTgyNA==&amp;mid=2649829123&amp;idx=1&amp;sn=dfa4dc6c2538443c36261850676e445f&amp;chksm=83516edcb426e7ca756d2a80930aa8be108cbd730cb05573393378c60e9c9e8ce88067b00c06&amp;scene=21#wechat_redirect" target="_blank" style="color: rgb(87, 107, 149);-webkit-tap-highlight-color: rgba(0, 0, 0, 0);outline: 0px;max-width: 100%;box-sizing: border-box !important;word-wrap: break-word !important;">屌英</a>&nbsp;|<br style="max-width: 100%;box-sizing: border-box !important;word-wrap: break-word !important;" /></span></p><p style="margin-right: 16px;margin-left: 16px;max-width: 100%;min-height: 1em;color: rgb(51, 51, 51);"><strong style="max-width: 100%;box-sizing: border-box !important;word-wrap: break-word !important;"><span style="max-width: 100%;font-size: 12px;box-sizing: border-box !important;word-wrap: break-word !important;">专业:</span></strong><span style="max-width: 100%;font-size: 12px;box-sizing: border-box !important;word-wrap: break-word !important;">| <a href="http://mp.weixin.qq.com/s?__biz=MzAxMDEzOTgyNA==&amp;mid=2649831103&amp;idx=1&amp;sn=6ae2c7ba214abd19c76ed907399b77b7&amp;chksm=83517760b426fe767422812a59d53a334c00664a2cc146d59a076bc0e59a062f518c7df00861&amp;scene=21#wechat_redirect" target="_blank">投资</a> |<a href="http://mp.weixin.qq.com/s?__biz=MzAxMDEzOTgyNA==&amp;mid=2649831043&amp;idx=1&amp;sn=dcae4bb0d9c69a6aefeb48f7447dff10&amp;chksm=8351775cb426fe4a32f43b1fe3a11ebffb7d381291adc0746d6d0ed9f3efb882617e0407aa10&amp;scene=21#wechat_redirect" target="_blank"> 思考</a> |&nbsp;<a href="http://mp.weixin.qq.com/s?__biz=MzAxMDEzOTgyNA==&amp;mid=2649830765&amp;idx=1&amp;sn=d21dbefeb5e1aea1599bcec8fae7a7d4&amp;chksm=835174b2b426fda4b66776ffb3da368f2b71e44233e17581d647b246e52aa53255140e3adac0&amp;scene=21#wechat_redirect" target="_blank" style="color: rgb(87, 107, 149);-webkit-tap-highlight-color: rgba(0, 0, 0, 0);outline: 0px;max-width: 100%;box-sizing: border-box !important;word-wrap: break-word !important;">客研</a><span style="max-width: 100%;">&nbsp;|&nbsp;<a href="http://mp.weixin.qq.com/s?__biz=MzAxMDEzOTgyNA==&amp;mid=2649830698&amp;idx=1&amp;sn=27ffa7f097500e9e7fb23f99fdce51ef&amp;chksm=835174f5b426fde3854d2eec6dc6fd1c0c182faa0218d1b0ce833e50c860c23b062b88f914e0&amp;scene=21#wechat_redirect" target="_blank" style="color: rgb(87, 107, 149);-webkit-tap-highlight-color: rgba(0, 0, 0, 0);outline: 0px;max-width: 100%;box-sizing: border-box !important;word-wrap: break-word !important;">高周转</a>&nbsp;|&nbsp;<a href="http://mp.weixin.qq.com/s?__biz=MzAxMDEzOTgyNA==&amp;mid=2649830656&amp;idx=1&amp;sn=dc61474f9d09133fcce2934476ea10c1&amp;chksm=835174dfb426fdc9575a9a316aef5c25d051f574d0cd96ae3d1cda189bca7c7b0b7447e403e4&amp;scene=21#wechat_redirect" target="_blank" style="color: rgb(87, 107, 149);-webkit-tap-highlight-color: rgba(0, 0, 0, 0);outline: 0px;max-width: 100%;box-sizing: border-box !important;word-wrap: break-word !important;">房价预测</a>&nbsp;|&nbsp;<a href="http://mp.weixin.qq.com/s?__biz=MzAxMDEzOTgyNA==&amp;mid=2649830457&amp;idx=1&amp;sn=37a5c454028fb849c2c5fce3b3575756&amp;chksm=835175e6b426fcf07c9d8fdee249e33edf0ae7f5684be2290c3145624ad430d880a10a654ebd&amp;scene=21#wechat_redirect" target="_blank" style="color: rgb(87, 107, 149);-webkit-tap-highlight-color: rgba(0, 0, 0, 0);outline: 0px;max-width: 100%;box-sizing: border-box !important;word-wrap: break-word !important;">2018房地产报告</a>&nbsp;|&nbsp;<a href="http://mp.weixin.qq.com/s?__biz=MzAxMDEzOTgyNA==&amp;mid=2649830431&amp;idx=1&amp;sn=b7596dea6473253d931b3fac3435f622&amp;chksm=835175c0b426fcd63330d6b1a95eea4c8c78ff31886b2494fd56162bbba8c5cf939854102298&amp;scene=21#wechat_redirect" target="_blank" style="color: rgb(87, 107, 149);-webkit-tap-highlight-color: rgba(0, 0, 0, 0);outline: 0px;max-width: 100%;box-sizing: border-box !important;word-wrap: break-word !important;">政策解读</a></span>|&nbsp;<a 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