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2021年8月18日
通过 Kibana 中的公式和时间旅行可解答的十大常见问题 Share
Kibana 让您能够轻松地对自己的全部数据进行操作,释放数据的强大潜能——询问并解答问题以及遵循分析流程。很多时候,要想回答您的问题,都需要基于所查询的数据进行计算。借助公式,您可通过数学运算组合使用多个聚合字段,创建您独有的指标。
此外,跨时空探究并重新审视您的数据可赋予您强大能力,让您获得历史背景并理解有关现状的更多洞察。
在下面的部分,我们将会介绍 10 个示例问题;使用 Kibana 中的仪表板数据和地图可视化,借助公式、时间移位和跨时空探究数据,这些问题都能得到解答。您可以使用自己的数据或者 Kibana 的样本数据集 跟着做。有问题?请前往我们的论坛 。
不妨先看看下面的列表!
错误比例在上升吗? 性能相较于上周怎么样? 该数据与同行相比怎么样? 对我的均值影响最大的是什么? 相较于历史数据,原始损益是多少? 以过往性能作为基准,损益的比例是多少? 数据是如何变成现在这样的? 我如何能够跨空间以互动方式探索仪表板? 该指标经过平均后是多少? 在上个期间,我们行业所特有的计算值(例如“净推荐值”)是多少? 1) 错误比例在上升吗? 比率用处很大,因为比率能够展示相对于整体而言所占的比例,也能够回答使用原始计数无法回答的问题:“我之所以在这个测量指标上看到增长,是因为我获得的整体数据变多了吗?” 构建比率的方法是筛选出您的一个子数据集,然后将其与您未经筛选的整体总值进行对比。可以尝试在自定义公式中将 KQL 作为筛选条件,来实时创建您的比率。
下面的示例显示了相对于全部的唯一身份用户,遇到 HTTP 错误代码(响应代码大于 HTTP 200)的唯一身份用户所占的比例。为了帮助得出更多洞察,该可视化将一天中的时间作为行,将一周中的日期作为列。如果您的数据中没有这些字段,您可以随时将它们作为运行时字段 添加进去。
unique_count ( clientip , kql = 'response.keyword > 200' ) / unique_count ( clientip )
按一天中的时间和一周中的日期列出的错误比率表格
可视化练习:比率
当对比率进行可视化时,需应用百分比值格式。在您指标的名称中使用“比率”一词。如果您可视化的是诸如错误比率等指标,您不妨在表格中按照一天中的时间和一周中的日期来列出,这样可能会有所帮助。通过比率,均值可以提供有关整列内容的洞察(在本例中,一周中每天的平均错误率)。
同比增长率 能够向您展示当前相对于过去的百分比;如是 100%,则表示保持原样。
下面的示例显示了相较于上周,带宽增长至 14 倍 (1400%)。
median ( bytes ) / median ( bytes , shift = '1w' )
一段时间以来带宽变化的周同比增长率
可视化练习:同比增长率
对几乎任何可视化而言,同比增长率都特别实用。看一段时间内的同比增长率之所以实用,是因为能确定在一段时间内期间变化本身是否发生了变化。该计算会输出另一个百分比,所以不要忘记值的格式,如果您的数据在线状图上很少,则“线性”缺失值选项的视觉冲击感最小。
3) 该数据与同行相比怎么样? 通过使用整体总和 ,您可以将任何数据展示为相对于总值的比例,从而更轻松地进行比较。
在下面的示例中,我们可以看到“ceph”图片产生了最多的数据,这里我们选择不看计数,而是选择把值看作百分比。
count () / overall_sum ( count () )
按容器图片分类的基础架构数据百分比
可视化练习:占整体总和的百分比
通过使用公式创建一个相对于整体总值的百分比,您能够使用任何可视化来展示部分对整体数据,而之前只有树形图、饼图和圆环图能够提供此功能。如果您想确保每个数据点都可读,可以用一个水平柱形来显示占总体的百分比。
树形图、圆环图和饼图虽然可以自动产生数据百分比,但可读性却不好
4) 对我的均值影响最大的是什么? 整体均值 等函数可以让您与完整报告中所有值的平均值进行数学比较。
在这个示例中,我们可以看到哪一品类的表现优于全体销售的整体均值,其中两个服装品类的表现都优于整体均值。
sum ( taxless_total_price ) - overall_average ( sum ( taxless_total_price ))
各品类与平均销售额的偏差
可视化练习:偏差
对以 0 为中心点的指标进行可视化时,使用水平柱形尤为 有用。不要忘记给指标起一个易理解的名称。
5) 相较于历史数据,原始损益是多少? 时移差异 会与过去的同一指标进行对比。很有用的一种算法是您可以从当前值中减去过去值,从而得到一个以零为中心的可视化——正值表示在过去的基础上有增长。
这里的例子是 Kubernetes 节点相比于 6 小时前的平均 CPU 使用情况。这个示例使用除法将 CPU 纳核转变为核(注:一种很好的方法是通过运行时字段 将此数据作为一个额外的指标转换添加进去,以让其他用户能够在字段列表中找到,而不需要通过公式来实现。)。
(
average ( kubernetes . node . cpu . usage . nanocores )
- average ( kubernetes . node . cpu . usage . nanocores , shift = '6h' )
) / 1000000000
相较于 6 小时前节点 CPU 核利用情况的变化
可视化练习:时移差异和变更单位
当最“需要关注的”数字是位于可视化顶部的一个大值时,可以将数轴移到可视化的顶部,这能够起到一定的帮助作用。
6) 以过往性能作为基准,损益的比例是多少? 变化百分比 与时移差异稍有不同,能够允许您将增长看作过去值的百分比,而不是原始值之间的差异。讨论增长时,这种方法很流行。
变化百分比计算的示例
下面的示例显示了 Kubernetes CPU 使用情况的变化百分比。
(
(
average ( kubernetes . node . cpu . usage . nanocores )
- average ( kubernetes . node . cpu . usage . nanocores , shift = '3d' )
) /
(
average ( kubernetes . node . cpu . usage . nanocores , shift = '3d' )
)
)
相较于 3 天前,节点 CPU 利用情况的变化百分比
可视化练习:变化百分比
如果使用“百分比”值格式,则您无需将该值乘以 100。如果有空间,值标签能为可视化提供辅助信息。
7) 数据是如何变成现在这样 的? 地图是理解您数据的地理背景的最好方式。但地图就是一张快照——它可能代表过去 15 分钟的状况,也可能代表去年的状况。实际上,如果您以分钟为单位或者以天为单位,您的地图可能会讲述一个完全不同的故事。借助时间滑块,您可以回看指标并查看一段时间以来每个时间增量单位发生的变化。您可能会找到之前未被检测到的模式,或者发现一个需要深度调查的异常。时间滑块能够展示您的数据是如何到达它今天的位置的。
Elastic Maps 中的时间滑块控制
8) 我如何能够跨空间 以互动方式探索仪表板? 有时候,您的问题的答案取决于地点 。如果您在为他人创作仪表板,可以考虑让用户将地图作为整个仪表板的一个筛选器。尝试搭配地图在仪表板上对关键指标进行可视化。这能够让任何人在进行空间筛选的同时对非空间指标进行可视化,是进行对比并找出异常的一种强大方法。
将地图作为仪表板的一个筛选条件
9) 单位效率如何? 可以使用自定义公式来减少汇总数据,从而得出单位指标 。这一切都取决于您的数据进来时的样子,都有哪些指标,您数据中的“单位”是什么。
下面的示例显示了基于周期性间隔(例如每 30 秒)的云指标遥测数据。指标总数(例如 CPU 利用率)和总数所代表的事件数量(请求),再加上公式,能够让我们确定每个请求的平均 CPU 使用率 ,并完成很多事情,例如在负载增加时确定新指标在一段时间内的趋势以理解效率。在生成的可视化中,“波谷”表明系统在重负载下效率变高了。
average ( kubernetes . pod . cpu . usage . node . pct ) //单个请求的
counter_rate ( max ( nginx . stubstatus . requests )) //平均指标 一段时间内单个请求的平均 CPU 利用率
可视化练习:单位
如果您使用单位指标,确保您在指标名称中包含所使用的指标聚合和 “单位”二字。一种实用的方法是,可以在单独的仪表板面板和系列中对公式所包含的单位进行可视化。
10) 在上个期间,我们行业所特有的计算值(例如“净推荐值”)是多少? 假设您所在组织采用了一个通过特定方法计算得出的特定指标。例如,如果您的数据包含调查问题,有些组织喜欢计算“净推荐值”,计算方法是用“推荐者”(在问题标尺上选择前两个选项)的百分比减去“贬损者”(在问题标尺上选择最后两个选项)的百分比,进而得出一个介于 -100% 和 100% 之间的分数。这种业务指标通过一个公式即可轻松得出,因为公式是在报告时进行计算的,所以您可以随着公司指标和定义的演变轻松地对公式进行重定义。
计算行业所特有的指标,例如净推荐值
您有自己的数据问题? 注册 Elastic Cloud 的免费试用计划 并尝试亲自解决这些示例中的问题,或免费下载 Elastic Stack 的自管型版本。如果您有更多入门相关问题,请前往 Kibana 论坛 ,或者也可以查看 Kibana 文档指南 。