Python 爬取 50,000 条数据，告诉你五一哪里没有人人

五一去哪儿玩？相信有的同学已经为这个问题纠结了好久好久。

到底应该去哪个地方玩儿，哪里才能玩得尽兴？哪些城市哪些景点最火？各个省份都有哪些好评又热门的景点？哪些景点打折力度大？

一连串问题在脑海打转。

为了给大家规划好五一假期，我们爬取了飞猪网54675条全国景点门票数据，通过分析找答案！

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哪些城市/省份的旅游选择最多？

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我们都希望自己在有限的时间里面可以获得不同的旅游体验。景点越多的地方，当然旅游选择就越多，可以获得的体验就更具选择性。我们首先筛选出了全国旅游选择最多的12个城市。

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看来三亚是目前某猪上最火的旅游城市了，接着是杭州、北京、桂林、上海等。广州、厦门和香港等老牌旅游城市分别排名6、7、9。我们印象中的网红城市成都和重庆排名10和11。

我们以省份为单位，计算了每个省份在某猪上能搜索到的的景点门票项数。

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可以看到，旅游选择最多的省份主要集中在沿海，包括广东、浙江、江苏、山东、福建、广西等。相反，内陆地区的省份旅游选择较少。

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哪些城市最受游客青睐？

当然，旅游选择数量多少只能作为其中一个维度给我们提供参考。我们更感兴趣的是，哪些城市最受游客欢迎呢？这里我们通过两个指标来确定，一是城市最近一个月售出门票数量，二是城市景点的平均分。

我们首先画出了最近一个月售出门票数量Top10的城市。

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可见杭州和上海遥遥领先。说明这两个城市一定有很吸引人并且很火爆的旅游景点。

我们接着把平均评分最高的20个城市挑了出来（字体越大，平均评分越高）。

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可以发现，游客们对武汉、澳门、海口、杭州、常州、苏州等城市旅游景点的口碑很不错。在两个指标中都出现的城市有：杭州、北京、香港、无锡、常州、苏州、南京等，很多都集中在长三角一带。

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最热门的景点

接下来是大家最关心的问题，哪些景点是最热门的呢？一方面大家可以去人气景点旅游打卡，另一方面，如果不是很喜欢凑热闹的话，可以提前避免去这些景点经历人人人人人人人人人挤人的状况。

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从最近一个月卖出的门票数据可以看到，杭州的灵隐飞来峰、上海迪士尼是最热门的景点。另外还有香港迪士尼、广州长隆、故宫博物院、珠海长隆、九华山、上海野生动物园、东方明珠、乌镇等。希望大家可以合理安排出行，以免出现我在景区看人，景区里的人在挤人的情况。

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各省份的好评热门景点

那各省份有没有备受好评又热门的景点呢？我们把这些景点门票数据以省级行政区为单位，筛选出了每个省级行政区最受好评且销量最高的景点，看下图。

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热门但是评分不太高的景点

有最受好评的景点门票，相应就有最不受好评的景点门票。我们挑选出了一些虽然热门但是评分不太高的，希望可以帮助大家避开雷（但是由于数据是特定的景点门票数据，所以结果仅供参考，具体还是以自己旅行体验为准哦）。

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打折力度最大的景点

对于Alfred这种月光族来说，门票是否打折很大程度上会影响购买决策。为此，我们计算了一下每个景点门票的打折状况。先来看一看所有景点门票打折状况分布图。

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可以看到，绝大多数景点门票折扣都在8折到无折扣。不过，最低折扣的景点门票竟然能打到2.7折。打2到4折的景点门票也是有一些的。我们把这部分的数据筛选了出来。所谓折扣在手，天下我有。

<tt-image data-tteditor-tag="tteditorTag" contenteditable="false" class="syl1556697528936 ql-align-center" data-render-status="finished" data-syl-blot="image" style="box-sizing: border-box; cursor: text; text-align: left; color: rgb(34, 34, 34); font-family: "PingFang SC", "Hiragino Sans GB", "Microsoft YaHei", "WenQuanYi Micro Hei", "Helvetica Neue", Arial, sans-serif; font-size: 16px; font-style: normal; font-variant-ligatures: normal; font-variant-caps: normal; font-weight: 400; letter-spacing: normal; orphans: 2; text-indent: 0px; text-transform: none; white-space: pre-wrap; widows: 2; word-spacing: 0px; -webkit-text-stroke-width: 0px; background-color: rgb(255, 255, 255); text-decoration-style: initial; text-decoration-color: initial; display: block;"> image

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（看到文末会有7折以内的折扣景点门票总表哦。不过，这里面的折扣还是需要大家谨慎去探索，不要被套路了哈）

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各级别景区的门票价格

现在的旅游景区分为A、AA、AAA、4A、5A这五个级别，到底这个分级有什么区别呢，这五个级别的景区门票价格有什么不一样？是否级别越高，门票就越高呢？我们按照景区的级别计算出了同一级别各景区门票的平均价格。

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总体来说，级别越高，景区门票的价格就越高。不过，A级和AA级的平均价格差不多，都在71元左右。AAA级景区的门票平均价格最低，这个值得我们去思考是什么原因。4A景区门票均价在80元，5A景区门票均价在122元，比4A的价格高出了整整42元！

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五一到底去那儿玩

看了这么多，是不是选择变得更多了？是否有的同学对于去哪儿玩更加下不去决定了？为此，我们不得不搜集更多的数据，运用各种数据挖掘算法进行集成，算法给出了五一到底去哪儿玩的终极预测和建议：

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五一劳动节快乐！