diff --git a/modules/icing/pirep_goes.py b/modules/icing/pirep_goes.py
index d10d5156bc51bc561d5f4b85970e063161e587de..0f7ffa2f3789f99392a6ac0963e97e3fa669f8b1 100644
--- a/modules/icing/pirep_goes.py
+++ b/modules/icing/pirep_goes.py
@@ -1749,19 +1749,6 @@ def split_data(times):
     vld_time_idxs = np.concatenate(vld_time_idxs, axis=None)
     # train_time_idxs = time_idxs[np.in1d(time_idxs, vld_time_idxs, invert=True)]
 
-    # Save this just in case.
-    # # Keep out
-    # out_idxs = []
-    # for k, t_rng in enumerate(time_ranges):
-    #     t_a = time_ranges[k][0]
-    #     t_b = time_ranges[k][1]
-    #     tidxs = np.searchsorted(times, [t_a - 10800, t_a])
-    #     out_idxs.append(np.arange(tidxs[0], tidxs[1], 1))
-    #     tidxs = np.searchsorted(times, [t_b, t_b + 10800])
-    #     out_idxs.append(np.arange(tidxs[0], tidxs[1], 1))
-    # out_idxs = np.concatenate(out_idxs, axis=None)
-    # train_time_idxs = train_time_idxs[np.in1d(train_time_idxs, out_idxs, invert=True)]
-
     time_ranges = [[get_timestamp('2018-02-01_00:00'), get_timestamp('2018-02-04_23:59')],
                    [get_timestamp('2018-04-01_00:00'), get_timestamp('2018-04-04_23:59')],
                    [get_timestamp('2018-06-01_00:00'), get_timestamp('2018-06-04_23:59')],