$\let\l=\lambda$
AFAIK It was a long and complex undertaking. You can't look at a
single atomic species by itself. The understanding of level
assignments to series slowly grew starting from the simplest cases.
Of course the first was hydrogen, where - at least initially - no
series are discernible but one - there is almost perfect degeneration
on $l$. But that helped, as it allowed the first step, the one from
wavelengths $\l$ (or wave numbers $k=1/\l$) to terms, later identified
with energy levels. It was Ritz' combination principle:
$$k = T_m - T_n.$$
Already at this introductory level a difficulty was to be overcome:
the difference between emission and absorption spectra. The former are
much richer. This was explained as a consequence of atoms in absorption
initially being in ground state alone, whereas in emission photons
are emitted by excited atoms jumping to a lower state, not
necessarily the ground one. For hydrogen this is especially notable, as
there are no absorption lines in the visible region - the Balmer series
has $n=2$.
Then alkaline spectra were explored. In absorption spectra only lines $T_n
- T_1$ are observable, where $T_1$ is what later would become the
ground state energy (divided by $hc$). Note that here $n=1$ means
ground state, but this is not the principal quantum number of
hydrogen-like classification, which is 2 for Li, 3 for Na, etc.
The main difference between hydrogen and alkaline spectra is that in
the latter $l$ degeneracy is broken. This required to separate terms
in several series. Surely you know the origin of symbols S, P, D,...
related to a different appearance of lines starting from different
series towards the same final term. An instance is transitions S-P and
D-P (in emission), In absorption only S-P transition is visible,
giving rise to the principal series (therefrom P-terms).
But a second feature appears in alkaline spectra: the so-called "fine
structure". It exists in hydrogen lines too, but is much less
prominent, whereas the famous sodium doublet requires a modest
resolving power to be seen. Its interpretation required the discovery
of electron spin and of L-S coupling. The effect was a doubling of
columns for all series, S excepted.
Well, this is a rough history, as I'm able to follow. Maybe a book
could be of help: G. Herzberg, "Atomic Spectra and Atomic Structure".
It's outdated as far as theory is concerned, but thanks to its
publication date (first edition 1936) is nearer to the times when the
facts were happening.