自从有了计算机,便很少有人手工绘制图表了。计算机绘制出的图表横平竖直,可以随意使用各种颜色,也完全不用担心画错需要重来的问题。

但有没有一种感觉,看多了工整的图表,变得有些审美疲劳。在各行各业逐渐过渡到计算机绘图的时候,有些人开始怀念起手绘来,只不过用全新的方式——触控板来进行手绘。

1 用Python的maplotlib包绘图

平时喜欢倒腾一些数据,没少画各种图,最常用的是Python的Matplotlib包,简单的几行代码,便可以绘出精美的图来。matplotlib包模仿了MATLAB的绘图接口,想必用过MATLAB的人会很熟悉,本文并不会详细介绍各种绘图的命令,只是展示一种可能性——在图表里增添一点涂鸦的美感。

比如,我想知道篮球比赛里,得分的分布是什么样的。于是我就爬了美国大学体育协会篮球比赛的得分数据,加上几行代码

mean = sum(data)/len(data)
std = stdev(data)
data_range = (min(data), max(data))
x = np.linspace(data_range[0], data_range[1], 100)
norm = stats.norm(mean, std) plt.hist(data, normed=True ,bins=max(data)+1, range=(-0.5,max(data)+0.5), color='green', label='实际分布', histtype='stepfilled')
plt.axvline(x=mean, color='yellow', linewidth=2)
plt.plot(x, norm.pdf(x), '--', label='标准正态分布', color='red', linewidth=2)
plt.xlabel('一场比赛的得分数目')
plt.title('NCAA篮球赛得分条形图')
plt.legend()

就有了下面的这个条形图

aaarticlea/png;base64,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" alt="" />

没有意料到是一个完美的正态分布,再也没有比这更完美的了,这就是数据可视化的魅力。

2 xkcd模式

xkcd是一个关于浪漫、讽刺、数学和语言的网络漫画,画的往往是geek的幽默,我表示很难看出笑点在哪。xkcd在geek圈的影响力可谓不小,当年xkcd画了一幅Python的漫话,说用Python编程,就像在云端漫步一样,比喻利用Python提供的各种各样的包,可以实现快速地开发。

漫画里写着I JUST JTYPED import antigratity,过后没多久Python的开团队就在Python的发行版本里,添加了一个antigravity包,import这个包会直接打开这幅漫画。这是真的,查了一番资料我才确定是先有的这幅漫画,再有的antigratity包。

觉得这种手绘的漫话是不是有一种莫名的美感。Matplotlib就能画出这种风格的图表来!!当然不是那些小人什么的。

你需要做的就是在画图之前加上一行代码plt.xkcd(),比如画一个正弦曲线:

from numpy import linspace, sin
import matplotlib.pyplot as plt plt.xkcd()
plt.plot(sin(linspace(0, 10)))
plt.title('Whoo Hoo!!!')

效果会是这样:

aaarticlea/png;base64,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" alt="" />

原本平整的图纸,像是被水浸泡过一样,变得扭曲。除此之外,它们还使用了,另外一种字体,叫做Humor Sans。

下面是干货时间到,如果你在标题里写入中文,你会发现中文的字体,还是你原来设置的,并没有配合图表进行改变,这也可以意料到,因为他们不可能为每一种文字找一种融洽的字体。

经过一番搜寻,发现方正卡通简体挺配的,于是安装到了系统里,却发现怎么也没法用这种字体。经过一番折腾发现,字体的名称只能是英文的,却不知道安装字体的英文名是什么,最后通过列出matplotlib所有支持的字体

sorted([f.name for f in matplotlib.font_manager.fontManager.ttflist])

反过来才找到,方正卡通简体正确的英文名字是FZKaTong-M19S。添加一行代码matplotlib.rc('font', **{'family' : 'FZKaTong-M19S'})设置使用方正卡通简体就可以啦。

一切就绪,就等开画了,仍然是体育比赛的得分,这次是足球的

mean = sum(data)/len(data)
data_range = (min(data), max(data)) poisson = stats.poisson(mean)
x = range(data_range[0], data_range[1]+1)
poisson_distri = poisson.pmf(x) plt.xkcd()
plt.hist(data, normed=True ,bins=max(data)+1, range=(-0.5,max(data)+0.5), color='green', label='实际分布')
matplotlib.rc('font', **{'family' : 'FZKaTong-M19S'})
plt.plot(poisson_distri, 'o-', label='标准泊松分布')
plt.xlabel('一场比赛的进球数目')
plt.title('1998-2014年世界杯初赛进球数目的分布')
plt.legend()

足球比赛的得分,近似服从泊松分布

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" 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是不是很赞。除此之外,在xkcd模式下,箭头等其他的一些部件也有所改变

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" 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快去探索一番吧!Matplotlib还专门为xkcd模式准备了一个官网

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