(Orthonormal) basis
A set of ket $\{|\psi_i\rangle:i\in I\}$ is a (orthonormal basis) if the kets are orthonormal $\langle \psi_i|\psi_j\rangle = \delta_{ij}$ and satisfy the completeness relation :
$$1 = \sum_i |\psi_i\rangle\langle \psi_i|$$
Eigen-kets
Given a self-adjoint operator $\hat A$, a ket $|\psi\rangle$ is an eigen-ket of $\hat A$ if there is a complex number $a$ such that :
$$\hat A|\psi\rangle =a|\psi\rangle $$
In this case, $a$ is called the eigenvalue.
The spectral theorem ensures that there exists an orthonormal basis $\{|\psi_i\rangle, i\in I\}$ whose kets are all eigenkets of $\hat A$ :
$$\hat A|\psi_i\rangle =a_i|\psi_i\rangle$$
If $|\psi\rangle,|\phi\rangle$ are eigenkets of $\hat A$ with the same eigenvalue, then any linear combination of them is also an eigenkets. If $|\psi\rangle,|\phi\rangle$ are eigenkets of $\hat A$ with different eigenvalues, then they are orthogonal.
Therefore, if $\hat A$ has no degeneracy, we can construct an eigen-basis of $\hat A$ by choosing one eigenket $|a\rangle$ for any eigenvalue $a$.
Quantum numbers
Often, operators have degeneracy. In this case, we want to find a maximal set of commuting observables. This is a set $\hat A_1,\ldots, \hat A_n$ of self-adjoint operators which commute with each other (and therefore, by the spectral theorem, we can find a basis whose kets are eigen-kets of all the $A_k$) and such that for any set $(a_1,\ldots,a_n)$ of eigenvalue, there is at most one ket (up to normalization and phase) such that :
$$\hat A_k|\psi\rangle = a_k|\psi\rangle$$
In this context, the eigenvalues $(a_1,\ldots,a_n)$ are called the quantum numbers of the state $|\psi\rangle$. Since they determine it uniquely, we often write $|\psi\rangle = |a_1,\ldots,a_n\rangle$
Single particle states
This only make sense for a Hilbert space which also contain multi-particle space (eg Fock spaces). In this case, there should be a particle number operator $\hat N$ and single-particle states are eigenstates with the eigenvalue $1$ :
$$\hat N|\psi\rangle = |\psi\rangle$$