diff --git a/cmd/internal/markov/absorbing.go b/cmd/internal/markov/absorbing.go
index ecb0fc1..3d233d7 100644
--- a/cmd/internal/markov/absorbing.go
+++ b/cmd/internal/markov/absorbing.go
@@ -29,14 +29,18 @@ import (
 	"gonum.org/v1/gonum/mat"
 )
 
+// AbsorbingMarkovChain is a graph representing an absorbing Markov chain.
 type AbsorbingMarkovChain struct {
 	*multi.WeightedDirectedGraph
 }
 
+// NewAbsorbingMarkovChain returns an absorbing Markov chain with no nodes or
+// edges.
 func NewAbsorbingMarkovChain() *AbsorbingMarkovChain {
 	return &AbsorbingMarkovChain{WeightedDirectedGraph: multi.NewWeightedDirectedGraph()}
 }
 
+// IsValid returns true if the graph is a valid Markov chain.
 func (g *AbsorbingMarkovChain) IsValid() bool {
 	for nodes := g.Nodes(); nodes.Next(); {
 		u := nodes.Node()
@@ -61,6 +65,8 @@ func (g *AbsorbingMarkovChain) outWeightSum(u graph.Node) float64 {
 	return sum
 }
 
+// AbsorbingNodes returns all the nodes in the Markov chain identified as
+// absorbing nodes.
 func (g *AbsorbingMarkovChain) AbsorbingNodes() []graph.Node {
 	absorbingNodes := make([]graph.Node, 0)
 	for nodes := g.Nodes(); nodes.Next(); {
@@ -80,6 +86,9 @@ func (g *AbsorbingMarkovChain) AbsorbingNodes() []graph.Node {
 	return absorbingNodes
 }
 
+// IsAbsorbing returns true if the Markov chain is an absorbing chain. This
+// means at least one node is an absorbing node and that every node can reach
+// an absorbing node.
 func (g *AbsorbingMarkovChain) IsAbsorbing() bool {
 	absorbingNodes := g.AbsorbingNodes()
 	if len(absorbingNodes) == 0 {
@@ -106,6 +115,7 @@ func (g *AbsorbingMarkovChain) canBeAbsorbed(u graph.Node, absorbingNodes []grap
 	return false
 }
 
+// AdjacencyMatrix returns the graph's adjacency matrix.
 func (g *AbsorbingMarkovChain) AdjacencyMatrix() *mat.Dense {
 	adj := simple.NewDirectedMatrix(g.Nodes().Len(), 0, 0, 0)
 	for edges := g.WeightedEdges(); edges.Next(); {
@@ -133,28 +143,40 @@ func (g *AbsorbingMarkovChain) AdjacencyMatrix() *mat.Dense {
 	return a
 }
 
+// NewEdge returns a weightedEdge that can be added to the Markov chain.
 func (g *AbsorbingMarkovChain) NewEdge(from, to graph.Node) graph.Edge {
 	e := g.WeightedDirectedGraph.NewWeightedLine(from, to, math.NaN()).(multi.WeightedLine)
 	return &weightedEdge{WeightedLine: e}
 }
 
+// NewNode returns a Node that can be added to the Markov chain.
 func (g *AbsorbingMarkovChain) NewNode() graph.Node {
 	return &Node{Node: g.WeightedDirectedGraph.NewNode()}
 }
 
+// SetEdge adds a weighted edge to the Markov chain.
 func (g *AbsorbingMarkovChain) SetEdge(e graph.Edge) {
 	g.WeightedDirectedGraph.SetWeightedLine(e.(*weightedEdge))
 }
 
+// weightedEdge is a DOT-aware multi.WeightedLine. By being a
+// multi.WeightedLine, it allows for self-loops, which are important for
+// absorbing Markov chains.
+// TODO: this is a little confusing, maybe just have checks in the code that
+// there's only one line in each edge?
 type weightedEdge struct {
 	multi.WeightedLine
 }
 
+// ReversedEdge returns a new weightedEdge with the same weight, but the
+// direction reversed. It exists mainly to satisfy the graph.Edge interface.
 func (e *weightedEdge) ReversedEdge() graph.Edge {
 	revLine := multi.WeightedLine{F: e.T, T: e.F, W: e.W}
 	return &weightedEdge{WeightedLine: revLine}
 }
 
+// SetAttribute enables storing the weight read from a DOT file. It errors if
+// an attribute is read that can't be stored in a weightedEdge.
 func (e *weightedEdge) SetAttribute(attr encoding.Attribute) error {
 	var err error
 
@@ -162,21 +184,25 @@ func (e *weightedEdge) SetAttribute(attr encoding.Attribute) error {
 	case "weight":
 		e.W, err = strconv.ParseFloat(attr.Value, 64)
 	default:
-		err = errors.New("unknown key" + attr.Key)
+		err = errors.New("unknown key:" + attr.Key)
 	}
 
 	return err
 }
 
+// Node is a DOT-aware graph.Node.
 type Node struct {
 	graph.Node
 	dotID string
 }
 
+// SetDOTID sets the node's DOT ID. It enables storing the node name read from
+// a DOT file.
 func (n *Node) SetDOTID(id string) {
 	n.dotID = id
 }
 
+// DOTID returns the node's DOT ID.
 func (n *Node) DOTID() string {
 	return n.dotID
 }