diff --git a/src/database.rs b/src/database.rs
index e0d48b5..30c199d 100644
--- a/src/database.rs
+++ b/src/database.rs
@@ -607,7 +607,7 @@ pub fn hypothetical_advantage(
     decay_rate: f64,
     adj_decay_rate: f64,
 ) -> sqlite::Result<f64> {
-    use std::collections::{HashMap, HashSet};
+    use std::collections::{HashSet, VecDeque};
 
     // Check trivial cases
     if player1 == player2 || either_isolated(connection, dataset, player1, player2)? {
@@ -615,48 +615,62 @@ pub fn hypothetical_advantage(
     }
 
     let mut visited: HashSet<PlayerId> = HashSet::new();
-    let mut queue: HashMap<PlayerId, (f64, f64)> = HashMap::from([(player1, (0.0, 1.0))]);
+    let mut queue: VecDeque<(PlayerId, Vec<(f64, f64)>)> =
+        VecDeque::from([(player1, Vec::from([(0.0, 1.0)]))]);
+
+    let mut final_paths = Vec::new();
+
+    while !queue.is_empty() && final_paths.len() < 100 {
+        let (visiting, paths) = queue.pop_front().unwrap();
 
-    while !queue.is_empty() {
-        let visiting = *queue
-            .iter()
-            .max_by(|a, b| a.1 .1.partial_cmp(&b.1 .1).unwrap())
-            .unwrap()
-            .0;
-        let (adv_v, decay_v) = queue.remove(&visiting).unwrap();
         let connections = get_edges(connection, dataset, visiting)?;
 
         for (id, adv, sets) in connections
             .into_iter()
             .filter(|(id, _, _)| !visited.contains(id))
         {
-            let advantage = adv_v + adv;
+            let rf = if id == player2 {
+                &mut final_paths
+            } else if let Some(r) = queue.iter_mut().find(|(id_, _)| id == *id_) {
+                &mut r.1
+            } else {
+                queue.push_back((id, Vec::new()));
+                &mut queue.back_mut().unwrap().1
+            };
 
-            if id == player2 {
-                return Ok(advantage * decay_v);
-            }
-
-            let decay = decay_v
-                * if sets >= set_limit {
+            if rf.len() < 100 {
+                let decay = if sets >= set_limit {
                     decay_rate
                 } else {
                     adj_decay_rate
                 };
+                let iter = paths.iter().map(|(a, d)| (a + adv, d * decay));
 
-            if queue
-                .get(&id)
-                .map(|(_, decay_old)| *decay_old < decay)
-                .unwrap_or(true)
-            {
-                queue.insert(id, (advantage, decay));
+                rf.extend(iter);
+                rf.truncate(100);
             }
         }
 
         visited.insert(visiting);
     }
 
-    // No path found
-    Ok(0.0)
+    let max_decay = final_paths
+        .iter()
+        .map(|x| x.1)
+        .max_by(|d1, d2| d1.partial_cmp(d2).unwrap());
+
+    if let Some(mdec) = max_decay {
+        let sum_decay = final_paths.iter().map(|x| x.1).sum::<f64>();
+        Ok(final_paths
+            .into_iter()
+            .map(|(adv, dec)| adv * dec)
+            .sum::<f64>()
+            / sum_decay
+            * mdec)
+    } else {
+        // No paths found
+        Ok(0.0)
+    }
 }
 
 pub fn initialize_edge(