Take the following list of data:
$$4\ 10\ 27\ 27\ 29\ 34\ 34\ 34\ 37$$
If I remove the median which is $29$ then the left hand side is:
$$4\ 10\ 27\ 27$$
The median of this side is $\frac{10+27}{2}=18.5$
But if I use the percentile formula: $$P_{25} =\frac{25}{100} 9= 2.25$$
$2.25$ is not a whole number so we take the next whole number which is $3$.
The $P_{25}$ is the third value which is $27$.
Note: Wikipedia defines the lower quartile as the middle number between the lowest number and the median. In this case it would be $27$.
Which of these is the lower quartile, $18.5$, $27$, or somethings else?