知行编程网知行编程网  2022-06-08 03:00 知行编程网 隐藏边栏 |   抢沙发  8 
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女神周迅离婚,Python分析国内离婚情况,结果触目惊心!

2020年的最后一段时间里,大家都在期盼着新一年到来的日子里,又有一位重量级的女明星宣布结束了自己的婚姻。12月23日中午,周迅和高圣远在微博中向大家宣布了自己的离婚的消息,一时间成为了微博的沸点话题。大家为他们感到惋惜的同时,也祝福两人以后都能够各自安好,拥有自己美好的人生。


女神周迅离婚,Python分析国内离婚情况,结果触目惊心!

其实离婚的话题,在我们的日常生活中,已经不算是非常新鲜的话题了,根据民政部门的大数据显示,我国的离婚率已经连续8年升高,而结婚率已经连续5年下降。为了更好的帮助大家了解目前我国的离婚率现状,我们通过数据的可视化展示,来直观的展现给大家。



 1 

数据获取


对于数据的获取,可以直接到国家统计局的官方网站进行获取,网址为:

https://data.stats.gov.cn/easyquery.htm?cn=C01&zb=A0P0C&sj=2019

由于国家统计局的数据都是面向公众开放的,因此我们不必利用爬虫程序进行爬取,可以直接从网站上进行下载,如下图所示:

女神周迅离婚,Python分析国内离婚情况,结果触目惊心!

这里下载的数据是针对于全国的情况进行统计的,我们还可以分省年度报名中,下载每个省市的离婚信息的年度报表。

女神周迅离婚,Python分析国内离婚情况,结果触目惊心!


 2 

数据分析


1).数据的初步分析

获取到数据之后,我们先来对全国的离婚信息进行了解。

女神周迅离婚,Python分析国内离婚情况,结果触目惊心!

从上面的信息可以看到统计的信息中包含了结婚登记、内地居民登记结婚、离婚登记等等信息的统计。而这里的粗离婚率指的是年度离婚数与总人口之比。对应到我们上图的数据中,以2019年为例,粗离婚率是千分之3.36,也就是说在1000个人当中有3.36人会离婚。

2).数据可视化

俗话说“字不如表,表不如图”,我们接着利用图表来看一下,近十年来我国的粗离婚率的变化情况。


女神周迅离婚,Python分析国内离婚情况,结果触目惊心!


我们将全国数据中的年份信息和粗离婚率的信息提取出来,并命名为x_data和y_data,然后利用pyecharts中的Line类来绘制可视化结果,结果如下:


女神周迅离婚,Python分析国内离婚情况,结果触目惊心!

可以看到,我国的粗离婚率随着时间的发展而不断的攀升,从2010年到2019年这十年间,粗离婚率翻了近1.7倍

3).离婚率的统计

从全国的数据中,可以看到,2019年,我国的粗离婚率的平均数值为3.36。我们来统计一下,全国31个省市自治区中,位于平均数值的省市数量的分布情况。

女神周迅离婚,Python分析国内离婚情况,结果触目惊心!

程序首先提取了各个省市自治区数据中,2019年粗离婚率数据,然后根据均值的大小来进行判断统计,最后利用Pie类来进行可视化的展示。

女神周迅离婚,Python分析国内离婚情况,结果触目惊心!

从可视化的统计结果来看,我们可以得到以下几点结论。大于3.36的省市数量和小于3.36的省市数量几乎是旗鼓相当,没有一个城市的粗离婚率恰好等于3.36,并且粗离婚率大于3.36的城市为16个。所以说全国范围内离婚率都处在一个较为平衡的范围内,并没有哪一个省市的离婚率较为突出。
经过了数据上的可视化后,接下来我们从空间地域上进行可视化的展示,看一下在全国范围内粗离婚率的地域差异是如何的:

女神周迅离婚,Python分析国内离婚情况,结果触目惊心!

地域上的可视化结果,让我大吃一惊,我原以为离婚率较高的省市应该是北京上海这样的大城市,而事实却是天津、重庆和贵州离婚率颇高,东北三省更是全部沦陷。看来赵老师那句经典的”凑活过呗,还能离咋地“没有反映出东北的真实情况啊。
04).北京 VS 上海 离婚率

虽然北京上海在离婚率上不是很突出,但是我们还是可以来针对这两个城市来做一个针对性的对比,利用Altair库来看一下,北京和上海近十年的离婚率对比情况。

女神周迅离婚,Python分析国内离婚情况,结果触目惊心!

程序首先读取北京市和上海市的粗离婚率数据,然后提取并构造年份、城市等数据,并整合为DataFrame格式的数据,然后通过Altair库来构造可视化柱状图,运行上述程序,得到以下的结果。

女神周迅离婚,Python分析国内离婚情况,结果触目惊心!

可以看出,北京和上海的离婚率从各自的城市出发,呈现规律性的波动,总是连续几年增长后迅速回落,然后再次慢慢增长,而且有趣的是,两个城市的波动规律几乎是完全相同的。而从两个城市对比的角度来看,北京的粗离婚率总是高于上海。



3

总结


通过对于我国近十年的离婚率进行可视化展示,可以看到,我国的离婚率是呈现一种逐年递增的趋势,生活水平的提升,让大家更多的关注个人精神世界的发展,也造成一小部分夫妻在三观上的不和。

但是无论如何,生活就是要彼此的扶持,彼此照顾,希望想要离婚的朋友在做出离婚决定时,三思而后行。多为彼此考虑。

今天就是小编为大家带来的分享,欢迎大家在留言区点评吱一声,说说你的看法。



女神周迅离婚,Python分析国内离婚情况,结果触目惊心!


程序员GitHub,现已正式上线!

接下来我们将会在该上,专注为大家分享GitHub上有趣的开源库包括Python,Java,Go,前端开发等优质的学习资源和技术,分享一些程序员圈的新鲜趣事。

女神周迅离婚,Python分析国内离婚情况,结果触目惊心!

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url('https://www.zkxjob.com/wp-content/uploads/2022/06/wxsync-2022-06-a2a8a5e1e58f30392066a170034ee027.png');color: rgb(86, 146, 214);letter-spacing: 1.5px;background-repeat: no-repeat;"><section data-darkmode-bgcolor-15860613985508="rgb(36, 36, 36)" data-darkmode-original-bgcolor-15860613985508="rgb(255, 255, 255)" data-darkmode-color-15860613985508="rgb(230, 230, 230)" data-darkmode-original-color-15860613985508="rgb(0, 0, 0)" data-darkmode-bgimage-15860613985508="1" data-darkmode-bgcolor-15870356070738="rgb(36, 36, 36)" data-darkmode-original-bgcolor-15870356070738="rgb(255, 255, 255)" data-darkmode-color-15870356070738="rgb(230, 230, 230)" data-darkmode-original-color-15870356070738="rgb(0, 0, 0)" data-darkmode-bgimage-15870356070738="1" data-darkmode-bgcolor-15870356071023="rgb(36, 36, 36)" data-darkmode-original-bgcolor-15870356071023="rgb(255, 255, 255)" data-darkmode-color-15870356071023="rgb(230, 230, 230)" data-darkmode-original-color-15870356071023="rgb(0, 0, 0)" data-darkmode-bgimage-15870356071023="1" data-darkmode-bgcolor-15882384789136="rgb(36, 36, 36)" data-darkmode-original-bgcolor-15882384789136="rgb(255, 255, 255)" data-darkmode-color-15882384789136="rgb(230, 230, 230)" data-darkmode-original-color-15882384789136="rgb(0, 0, 0)" data-darkmode-bgimage-15882384789136="1" data-darkmode-bgcolor-15882396318564="rgb(36, 36, 36)" data-darkmode-original-bgcolor-15882396318564="rgb(255, 255, 255)" data-darkmode-color-15882396318564="rgb(230, 230, 230)" data-darkmode-original-color-15882396318564="rgb(0, 0, 0)" data-darkmode-bgimage-15882396318564="1" data-darkmode-bgcolor-15900529136199="rgb(36, 36, 36)" data-darkmode-original-bgcolor-15900529136199="rgb(255, 255, 255)" data-darkmode-color-15900529136199="rgb(230, 230, 230)" data-darkmode-original-color-15900529136199="rgb(0, 0, 0)" data-darkmode-bgimage-15900529136199="1" style="display: flex;justify-content: center;align-items: center;"><section data-darkmode-bgcolor-15860613985508="rgb(36, 36, 36)" data-darkmode-original-bgcolor-15860613985508="rgb(255, 255, 255)" data-darkmode-color-15860613985508="rgb(230, 230, 230)" data-darkmode-original-color-15860613985508="rgb(0, 0, 0)" data-darkmode-bgimage-15860613985508="1" data-darkmode-bgcolor-15870356070738="rgb(36, 36, 36)" data-darkmode-original-bgcolor-15870356070738="rgb(255, 255, 255)" data-darkmode-color-15870356070738="rgb(230, 230, 230)" data-darkmode-original-color-15870356070738="rgb(0, 0, 0)" data-darkmode-bgimage-15870356070738="1" data-darkmode-bgcolor-15870356071023="rgb(36, 36, 36)" data-darkmode-original-bgcolor-15870356071023="rgb(255, 255, 255)" data-darkmode-color-15870356071023="rgb(230, 230, 230)" data-darkmode-original-color-15870356071023="rgb(0, 0, 0)" data-darkmode-bgimage-15870356071023="1" data-darkmode-bgcolor-15882384789136="rgb(36, 36, 36)" data-darkmode-original-bgcolor-15882384789136="rgb(255, 255, 255)" data-darkmode-color-15882384789136="rgb(230, 230, 230)" data-darkmode-original-color-15882384789136="rgb(0, 0, 0)" data-darkmode-bgimage-15882384789136="1" data-darkmode-bgcolor-15882396318564="rgb(36, 36, 36)" data-darkmode-original-bgcolor-15882396318564="rgb(255, 255, 255)" data-darkmode-color-15882396318564="rgb(230, 230, 230)" data-darkmode-original-color-15882396318564="rgb(0, 0, 0)" data-darkmode-bgimage-15882396318564="1" data-darkmode-bgcolor-15900529136199="rgb(36, 36, 36)" data-darkmode-original-bgcolor-15900529136199="rgb(255, 255, 255)" data-darkmode-color-15900529136199="rgb(230, 230, 230)" data-darkmode-original-color-15900529136199="rgb(0, 0, 0)" data-darkmode-bgimage-15900529136199="1" style="margin-left: 2px;width: 20px;"></section><section data-brushtype="text" data-darkmode-bgcolor-15860613985508="rgb(36, 36, 36)" data-darkmode-original-bgcolor-15860613985508="rgb(255, 255, 255)" data-darkmode-color-15860613985508="rgb(51, 51, 51)" data-darkmode-original-color-15860613985508="rgb(51, 51, 51)" data-darkmode-bgimage-15860613985508="1" data-darkmode-bgcolor-15870356070738="rgb(36, 36, 36)" data-darkmode-original-bgcolor-15870356070738="rgb(255, 255, 255)" data-darkmode-color-15870356070738="rgb(51, 51, 51)" data-darkmode-original-color-15870356070738="rgb(51, 51, 51)" data-darkmode-bgimage-15870356070738="1" data-darkmode-bgcolor-15870356071023="rgb(36, 36, 36)" data-darkmode-original-bgcolor-15870356071023="rgb(255, 255, 255)" data-darkmode-color-15870356071023="rgb(51, 51, 51)" data-darkmode-original-color-15870356071023="rgb(51, 51, 51)" data-darkmode-bgimage-15870356071023="1" data-darkmode-bgcolor-15882384789136="rgb(36, 36, 36)" data-darkmode-original-bgcolor-15882384789136="rgb(255, 255, 255)" data-darkmode-color-15882384789136="rgb(51, 51, 51)" data-darkmode-original-color-15882384789136="rgb(51, 51, 51)" data-darkmode-bgimage-15882384789136="1" data-darkmode-bgcolor-15882396318564="rgb(36, 36, 36)" data-darkmode-original-bgcolor-15882396318564="rgb(255, 255, 255)" data-darkmode-color-15882396318564="rgb(51, 51, 51)" data-darkmode-original-color-15882396318564="rgb(51, 51, 51)" data-darkmode-bgimage-15882396318564="1" data-darkmode-bgcolor-15900529136199="rgb(36, 36, 36)" data-darkmode-original-bgcolor-15900529136199="rgb(255, 255, 255)" data-darkmode-color-15900529136199="rgb(51, 51, 51)" data-darkmode-original-color-15900529136199="rgb(51, 51, 51)" data-darkmode-bgimage-15900529136199="1" style="font-size: 14px;color: rgb(51, 51, 51);text-align: left;"><span style="font-family: 楷体, 楷体_GB2312, SimKai;">点这里,获取一大波福利</span></section></section></section></section></section></section></section>

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