diff --git a/LICENSE b/LICENSE
index 937f901..11c268c 100644
--- a/LICENSE
+++ b/LICENSE
@@ -1,6 +1,6 @@
 MIT License
 
-Copyright (c) 2018 John Doe
+Copyright (c) 2018 James Allingham
 
 Permission is hereby granted, free of charge, to any person obtaining a copy
 of this software and associated documentation files (the "Software"), to deal
diff --git a/auto_impute/auto_impute.py b/auto_impute/auto_impute.py
index 0b6c09f..2b0c13a 100644
--- a/auto_impute/auto_impute.py
+++ b/auto_impute/auto_impute.py
@@ -1,4 +1,4 @@
-# John Doe
+# James Allingham
 # Feb 2018
 # auto_impute.py
 # Main file for AutoImpute CLI
diff --git a/auto_impute/csv_reader.py b/auto_impute/csv_reader.py
index f69d7da..fbd5d5e 100644
--- a/auto_impute/csv_reader.py
+++ b/auto_impute/csv_reader.py
@@ -1,4 +1,4 @@
-# John Doe
+# James Allingham
 # Feb 2018
 # csv_reader.py
 # CSV reader for AutoImpute
diff --git a/auto_impute/dp.py b/auto_impute/dp.py
index b4a2c22..5131ff6 100644
--- a/auto_impute/dp.py
+++ b/auto_impute/dp.py
@@ -1,4 +1,4 @@
-# John Doe
+# James Allingham
 # May 2018
 # dp.py
 # Imputation using a Dirichlet process
diff --git a/auto_impute/gmm.py b/auto_impute/gmm.py
index 4bd00a3..e9a0c14 100644
--- a/auto_impute/gmm.py
+++ b/auto_impute/gmm.py
@@ -1,4 +1,4 @@
-# John Doe
+# James Allingham
 # March 2018
 # gmm.py
 # Imputation using a Gaussian Mixture Model fitted using the EM algorithm
diff --git a/auto_impute/mi.py b/auto_impute/mi.py
index 6386499..ba8b247 100644
--- a/auto_impute/mi.py
+++ b/auto_impute/mi.py
@@ -1,4 +1,4 @@
-# John Doe
+# James Allingham
 # April 2018
 # mi.py
 # Imputation by replacing missing values with the mean for the collumn
diff --git a/auto_impute/mixed.py b/auto_impute/mixed.py
index 8489a62..bbe9398 100644
--- a/auto_impute/mixed.py
+++ b/auto_impute/mixed.py
@@ -1,4 +1,4 @@
-# John Doe
+# James Allingham
 # May 2018
 # mixed.py
 # Imputation using DPs and GMMs
@@ -121,7 +121,7 @@ def __init__(self, data, verbose=None, assignments=None, num_components=3, α0=N
         self._calc_ll() 
 
     def _continuous_probs(self):
-        """Returns the pronbility that each column is a continuous variable.
+        """Returns the probability that each column is a continuous variable.
 
         Args:
             None.
diff --git a/auto_impute/model.py b/auto_impute/model.py
index 74f6dc4..74d3354 100644
--- a/auto_impute/model.py
+++ b/auto_impute/model.py
@@ -1,4 +1,4 @@
-# John Doe
+# James Allingham
 # March 2018
 # Model.py
 # Base class for all imputation models
diff --git a/auto_impute/sg.py b/auto_impute/sg.py
index 0c1c259..d115623 100644
--- a/auto_impute/sg.py
+++ b/auto_impute/sg.py
@@ -1,4 +1,4 @@
-# John Doe
+# James Allingham
 # March 2018
 # sg.py
 # Imputation using a single Gaussian distribution fitted using the EM algorithm
diff --git a/auto_impute/utilities.py b/auto_impute/utilities.py
index 59ddbf2..976a78e 100644
--- a/auto_impute/utilities.py
+++ b/auto_impute/utilities.py
@@ -1,4 +1,4 @@
-# John Doe
+# James Allingham
 # March 2018
 # utilities.py
 # Common code shared between the various models.
diff --git a/tests/test_dp.py b/tests/test_dp.py
index a56ea25..a6fbddc 100644
--- a/tests/test_dp.py
+++ b/tests/test_dp.py
@@ -1,4 +1,4 @@
-# John Doe
+# James Allingham
 # May 2018
 # test_SingleGaussianEM.py
 # Tests for the Dirichlet process 
diff --git a/tests/test_gmm.py b/tests/test_gmm.py
index 9aa9d21..d5dca85 100644
--- a/tests/test_gmm.py
+++ b/tests/test_gmm.py
@@ -1,4 +1,4 @@
-# John Doe
+# James Allingham
 # April 2018
 # test_gmm.py
 # Tests for the GMM module
diff --git a/tests/test_mi.py b/tests/test_mi.py
index 68cb209..255028a 100644
--- a/tests/test_mi.py
+++ b/tests/test_mi.py
@@ -1,4 +1,4 @@
-# John Doe
+# James Allingham
 # April 2018
 # test_mi.py
 # Tests for the mi module
diff --git a/tests/test_sg.py b/tests/test_sg.py
index 0389c47..9bff789 100644
--- a/tests/test_sg.py
+++ b/tests/test_sg.py
@@ -1,4 +1,4 @@
-# John Doe
+# James Allingham
 # April 2018
 # test_sg.py
 # Tests for the single Gaussian fitted with EM
diff --git a/tests/testing_utils.py b/tests/testing_utils.py
index 066bdfb..fe3f7a0 100644
--- a/tests/testing_utils.py
+++ b/tests/testing_utils.py
@@ -1,4 +1,4 @@
-# John Doe
+# James Allingham
 # April 2018
 # test_utils.py
 # Common utils for the unit tests.