diff --git a/debug/test_oc_geod.py b/debug/oc_geod.py
similarity index 100%
rename from debug/test_oc_geod.py
rename to debug/oc_geod.py
diff --git a/debug/test_oc_karcher.py b/debug/oc_karcher.py
similarity index 100%
rename from debug/test_oc_karcher.py
rename to debug/oc_karcher.py
diff --git a/debug/test_oc_logit.py b/debug/oc_logit.py
similarity index 100%
rename from debug/test_oc_logit.py
rename to debug/oc_logit.py
diff --git a/debug/test_oc_mlogit.py b/debug/test_oc_mlogit.py
deleted file mode 100644
index 5871bf86..00000000
--- a/debug/test_oc_mlogit.py
+++ /dev/null
@@ -1,38 +0,0 @@
-import os, sys, inspect
-# realpath() with make your script run, even if you symlink it :)
-cmd_folder = os.path.realpath(os.path.abspath(os.path.split(inspect.getfile( inspect.currentframe() ))[0]) + "/../fdasrsf")
-if cmd_folder not in sys.path:
-    sys.path.insert(0, cmd_folder)
-import h5py
-import numpy as np
-import curve_functions as cf
-import curve_regression as cr
-fun = h5py.File('/Users/jdtucker/Documents/Research/SRVF_FDA/Data/Full20shapedata.h5')
-C = fun['beta'][:]
-C = C.T
-
-a, b, c = C.shape
-beta = np.zeros((a, b, 80))
-for ii in range(0, 20):
-    beta_tmp = np.zeros((a, b+1))
-    beta_tmp[:, 0:b] = C[:, :, ii]
-    beta_tmp[:, b] = C[:, 0, ii]
-    beta[:, :, ii] = cf.resamplecurve(beta_tmp, b)
-    beta_tmp[:, 0:b] = C[:, :, ii+20]
-    beta_tmp[:, b] = C[:, 0, ii+20]
-    beta[:, :, ii+20] = cf.resamplecurve(beta_tmp, b)
-    beta_tmp[:, 0:b] = C[:, :, ii+40]
-    beta_tmp[:, b] = C[:, 0, ii+40]
-    beta[:, :, ii+40] = cf.resamplecurve(beta_tmp, b)
-    beta_tmp[:, 0:b] = C[:, :, ii+60]
-    beta_tmp[:, b] = C[:, 0, ii+60]
-    beta[:, :, ii+60] = cf.resamplecurve(beta_tmp, b)
-
-y = np.ones(80, dtype=int)
-y[20:40] = 2
-y[40:60] = 3
-y[60:80] = 4
-
-model = cr.oc_elastic_mlogistic(beta, y, df=60, T=200, max_itr=40,
-                                deltaO=.08, deltag=.05)
-out = cr.oc_elastic_prediction(beta, model, y=y)