A choice dictionary can be initialized with a parameter $n\in\mathbb{N}$ and subsequently maintains an initially empty subset $S$ of $\{1,\ldots,n\}$ under insertion, deletion, membership queries and an operation $\textit{choice}$ that returns an arbitrary element of $S$. The choice dictionary is fundamental in space-efficient computing and has numerous applications. The best previous choice dictionary can be initialized with $n$ and $t\in\mathbb{N}$ and subsequently executes all operations in $O(t)$ time and occupies $n+O(n({t/w})^t+\log n)$ bits on a word RAM with a word length of $w=Ω(\log n)$ bits. We describe a new choice dictionary that executes all operations in constant time and, in addition to the space needed to store the integer $n$, occupies only $n+1$ bits, which is shown to be optimal if $w=o(n)$. A generalization of the choice dictionary called a colored choice dictionary is initialized with $c\in\mathbb{N}$ in addition to $n$ and subsequently maintains a semipartition $(S_0,\ldots,S_{c-1})$ of $\{1,\ldots,n\}$ under the operations $\textit{setcolor}(j,\ell)$, which moves $\ell$ from its current subset to $S_j$, $\textit{color}(\ell)$, which returns the unique $j\in\{0,\ldots,c-1\}$ with $\ell\in S_j$, and $\textit{choice}(j)$, which returns an arbitrary element of $S_j$. We describe new colored choice dictionaries that, if initialized with constant $c$, execute $\textit{setcolor}$, $\textit{color}$ and $\textit{choice}$ in constant time and occupy $n\log_2\!c+1$ bits plus the space needed to store $n$ if $c$ is a power of 2, and at most $n\log_2\!c+n^ε$ bits in general, for arbitrary fixed $ε>0$. We also study the possibility of iterating over the set $S$ or over $S_j$ for given $j\in\{0,\ldots,c-1\}$ and an application of this to breadth-first search.