数据可视化
昨天的内容有小伙伴说没看明白,今天给大家说说什么是数据可视化。看下图:http://data:image/png;base64,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
将数据以直观的图形或表格,显示给观众。实现数据可视化的常用工具有:
1. iCharts
iCharts是一个在线的数据可视化工具,被广泛应用于商业、经济、体育等领域的报告中。iCharts免费版本提供了一些基本的交互式图表样式,如果更使用高级的样式,则需要购买高级版本。
2. Chartkick
Chartkick是一个Ruby gem,可非常方便、快速地创建漂亮的图标。Chartkick还有一个JavaScript API,不依赖于Ruby。
3. Modest Maps
这是一个小型的、免费、用于创建交互式地图的库。
实现数据可视化的工具还不止这些,喜欢就接下来多多关注,会有更加多的内容一起学习探讨!!
页:
[1]