Time series data
When we have time series data, the first thing we would do is to draw a time series plot or a line chart of the data.
Is when the data is moving upwards over time or downwards over time.
in our data is a regular periodicity between all the peaks and all the troughs.
The periodicity the gap between the peaks and the gap between the troughs is not regular time wise.
You will notice that even though the data fluctuates up and down, it seems to return to this horizontal line on average.
Random component: You look at this line shot, it's very hard to say that there's an overall trend in the data. There's no regular up down fluctuation, so there's no seasonal component, and it's even hard to pick an irregular, up down pattern. So there's no cyclical component, and it's very hard to draw a line through the middle and say that the data is reverting to this horizontal line over time.