diff --git a/models/FIRE.conf.json b/models/FIRE.conf.json
index c5920cde..e760865b 100644
--- a/models/FIRE.conf.json
+++ b/models/FIRE.conf.json
@@ -1 +1 @@
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diff --git a/models/FIRE.gbdt.json b/models/FIRE.gbdt.json
index fbc03596..07510b66 100644
--- a/models/FIRE.gbdt.json
+++ b/models/FIRE.gbdt.json
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@@ -9088,512 +32541,2861 @@
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@@ -34952,5444 +48822,21252 @@
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+        { "nodeid": 10, "leaf": -0.0247772224 }
       ]}
+    ]},
+    { "nodeid": 2, "depth": 1, "split": 57, "split_condition": 4.0617671, "yes": 5, "no": 6, "missing": 5, "children": [
+      { "nodeid": 5, "depth": 2, "split": 46, "split_condition": -1.0356648, "yes": 11, "no": 12, "missing": 11, "children": [
+        { "nodeid": 11, "depth": 3, "split": 45, "split_condition": -0.273486614, "yes": 15, "no": 16, "missing": 15, "children": [
+          { "nodeid": 15, "depth": 4, "split": 42, "split_condition": -1.31672788, "yes": 21, "no": 22, "missing": 21, "children": [
+            { "nodeid": 21, "leaf": 0.0115036145 },
+            { "nodeid": 22, "leaf": 0.037901476 }
+          ]},
+          { "nodeid": 16, "depth": 4, "split": 34, "split_condition": 0.170389488, "yes": 23, "no": 24, "missing": 23, "children": [
+            { "nodeid": 23, "leaf": 0.0169382375 },
+            { "nodeid": 24, "depth": 5, "split": 19, "split_condition": 0.293504149, "yes": 31, "no": 32, "missing": 31, "children": [
+              { "nodeid": 31, "leaf": 0.00491179293 },
+              { "nodeid": 32, "leaf": -0.0319808722 }
+            ]}
+          ]}
+        ]},
+        { "nodeid": 12, "depth": 3, "split": 21, "split_condition": 2.15228987, "yes": 17, "no": 18, "missing": 17, "children": [
+          { "nodeid": 17, "depth": 4, "split": 49, "split_condition": -1.0205617, "yes": 25, "no": 26, "missing": 25, "children": [
+            { "nodeid": 25, "leaf": -0.0257883761 },
+            { "nodeid": 26, "depth": 5, "split": 47, "split_condition": -0.950077891, "yes": 33, "no": 34, "missing": 33, "children": [
+              { "nodeid": 33, "leaf": -0.0193522014 },
+              { "nodeid": 34, "depth": 6, "split": 22, "split_condition": 2.33525944, "yes": 39, "no": 40, "missing": 39, "children": [
+                { "nodeid": 39, "depth": 7, "split": 19, "split_condition": -0.999229074, "yes": 47, "no": 48, "missing": 47, "children": [
+                  { "nodeid": 47, "leaf": 0.0212749746 },
+                  { "nodeid": 48, "depth": 8, "split": 19, "split_condition": -0.894158006, "yes": 51, "no": 52, "missing": 51, "children": [
+                    { "nodeid": 51, "depth": 9, "split": 39, "split_condition": -0.512020826, "yes": 53, "no": 54, "missing": 53, "children": [
+                      { "nodeid": 53, "leaf": -0.0287078805 },
+                      { "nodeid": 54, "leaf": 0.00222747982 }
+                    ]},
+                    { "nodeid": 52, "depth": 9, "split": 46, "split_condition": -0.815828919, "yes": 55, "no": 56, "missing": 55, "children": [
+                      { "nodeid": 55, "depth": 10, "split": 34, "split_condition": 0.482767463, "yes": 57, "no": 58, "missing": 57, "children": [
+                        { "nodeid": 57, "depth": 11, "split": 44, "split_condition": -0.227527827, "yes": 61, "no": 62, "missing": 61, "children": [
+                          { "nodeid": 61, "leaf": -0.00630210061 },
+                          { "nodeid": 62, "leaf": 0.0137299467 }
+                        ]},
+                        { "nodeid": 58, "leaf": 0.0239417963 }
+                      ]},
+                      { "nodeid": 56, "depth": 10, "split": 31, "split_condition": 2.38322735, "yes": 59, "no": 60, "missing": 59, "children": [
+                        { "nodeid": 59, "depth": 11, "split": 9, "split_condition": -1.03713274, "yes": 63, "no": 64, "missing": 63, "children": [
+                          { "nodeid": 63, "leaf": -0.0260068011 },
+                          { "nodeid": 64, "depth": 12, "split": 60, "split_condition": 1.43249011, "yes": 67, "no": 68, "missing": 67, "children": [
+                            { "nodeid": 67, "depth": 13, "split": 32, "split_condition": 1.61001468, "yes": 71, "no": 72, "missing": 71, "children": [
+                              { "nodeid": 71, "depth": 14, "split": 31, "split_condition": 1.32412148, "yes": 77, "no": 78, "missing": 77, "children": [
+                                { "nodeid": 77, "leaf": 0.000238324195 },
+                                { "nodeid": 78, "leaf": 0.0108075514 }
+                              ]},
+                              { "nodeid": 72, "depth": 14, "split": 59, "split_condition": 1.41219735, "yes": 79, "no": 80, "missing": 79, "children": [
+                                { "nodeid": 79, "leaf": -0.0153630003 },
+                                { "nodeid": 80, "leaf": 0.0139457835 }
+                              ]}
+                            ]},
+                            { "nodeid": 68, "depth": 13, "split": 34, "split_condition": 0.892763555, "yes": 73, "no": 74, "missing": 73, "children": [
+                              { "nodeid": 73, "depth": 14, "split": 44, "split_condition": -0.452554524, "yes": 81, "no": 82, "missing": 81, "children": [
+                                { "nodeid": 81, "leaf": 0.00592449168 },
+                                { "nodeid": 82, "leaf": -0.036623057 }
+                              ]},
+                              { "nodeid": 74, "depth": 14, "split": 46, "split_condition": 0.503186285, "yes": 83, "no": 84, "missing": 83, "children": [
+                                { "nodeid": 83, "leaf": -0.0108158421 },
+                                { "nodeid": 84, "leaf": 0.0261568781 }
+                              ]}
+                            ]}
+                          ]}
+                        ]},
+                        { "nodeid": 60, "depth": 11, "split": 58, "split_condition": 1.77344656, "yes": 65, "no": 66, "missing": 65, "children": [
+                          { "nodeid": 65, "depth": 12, "split": 0, "split_condition": 0.995631456, "yes": 69, "no": 70, "missing": 69, "children": [
+                            { "nodeid": 69, "depth": 13, "split": 32, "split_condition": 2.56589317, "yes": 75, "no": 76, "missing": 75, "children": [
+                              { "nodeid": 75, "depth": 14, "split": 31, "split_condition": 2.59504843, "yes": 85, "no": 86, "missing": 85, "children": [
+                                { "nodeid": 85, "leaf": 0.0378010161 },
+                                { "nodeid": 86, "leaf": 0.000406933716 }
+                              ]},
+                              { "nodeid": 76, "leaf": -0.00947259553 }
+                            ]},
+                            { "nodeid": 70, "leaf": 0.0447290465 }
+                          ]},
+                          { "nodeid": 66, "leaf": -0.0168865006 }
+                        ]}
+                      ]}
+                    ]}
+                  ]}
+                ]},
+                { "nodeid": 40, "leaf": 0.0241172537 }
+              ]}
+            ]}
+          ]},
+          { "nodeid": 18, "depth": 4, "split": 59, "split_condition": 1.75336373, "yes": 27, "no": 28, "missing": 27, "children": [
+            { "nodeid": 27, "depth": 5, "split": 48, "split_condition": 0.200322717, "yes": 35, "no": 36, "missing": 35, "children": [
+              { "nodeid": 35, "depth": 6, "split": 9, "split_condition": 0.525906324, "yes": 41, "no": 42, "missing": 41, "children": [
+                { "nodeid": 41, "depth": 7, "split": 53, "split_condition": 0.179089352, "yes": 49, "no": 50, "missing": 49, "children": [
+                  { "nodeid": 49, "leaf": -0.0353115797 },
+                  { "nodeid": 50, "leaf": 0.000169529332 }
+                ]},
+                { "nodeid": 42, "leaf": 0.016361542 }
+              ]},
+              { "nodeid": 36, "depth": 6, "split": 28, "split_condition": 1.56943965, "yes": 43, "no": 44, "missing": 43, "children": [
+                { "nodeid": 43, "leaf": -0.0439705811 },
+                { "nodeid": 44, "leaf": -0.00599558046 }
+              ]}
+            ]},
+            { "nodeid": 28, "leaf": 0.0181694739 }
+          ]}
+        ]}
+      ]},
+      { "nodeid": 6, "leaf": 0.023448972 }
     ]}
   ]}
 ]
\ No newline at end of file
diff --git a/src/fire.rs b/src/fire.rs
index 26979f27..a71696f8 100644
--- a/src/fire.rs
+++ b/src/fire.rs
@@ -311,8 +311,14 @@ impl<'a> FireFeats<'a> {
         let mut min_m6a_count = usize::MAX;
         let mut min_m6a_start = 0;
         let mut min_m6a_end = 0;
-        for st_idx in start..end {
-            let en_idx = (st_idx + self.fire_opts.best_window_size).min(end);
+        for mut st_idx in start..end {
+            let mut en_idx = (st_idx + self.fire_opts.best_window_size).min(end);
+            // are we just the msp itself, if so these windows aren't informative
+            if st_idx == start && en_idx == end {
+                log::info!("msp is the only window");
+                st_idx = end;
+                en_idx = end;
+            }
             let m6a_count = get_m6a_count(self.rec, st_idx, en_idx);
             if m6a_count > max_m6a_count {
                 max_m6a_count = m6a_count;