Lets try to understand the data we have with some graphics.
The bar charts below has various attributes as their x-axis (shooting, ball control, penalties etc.) and have a constant y-axis attribute (finishing). There are 21 different charts in this slideshow.
Remember that these charts are made with below code block.
Our dataset has many columns but we mostly used this columns during our analysis:
We can visualize this description of the data by boxplots.
It can be easily seen that the left most of the whisker corresponds to the least value of pas accuracy which is 21 (like in the table above). The right most value of the whisker is 96 which is the maximum value of pas accuracy in this dataset.
The middle line in the box is the median, we can it is close to 70. (exactly 68.0). The left most line of the box is the median of all values that is less than 68.0 and the right most line of the box is the median of all the values bigger than 68.
Some other boxplots:
Cea 