diff --git a/.gitignore b/.gitignore
index 4e998cc..5fae507 100644
--- a/.gitignore
+++ b/.gitignore
@@ -1,3 +1,2 @@
 venv
-data_old
-data_old
\ No newline at end of file
+data
\ No newline at end of file
diff --git a/data_old/t10k-images.idx3-ubyte b/data/t10k-images.idx3-ubyte
similarity index 100%
rename from data_old/t10k-images.idx3-ubyte
rename to data/t10k-images.idx3-ubyte
diff --git a/data_old/t10k-labels.idx1-ubyte b/data/t10k-labels.idx1-ubyte
similarity index 100%
rename from data_old/t10k-labels.idx1-ubyte
rename to data/t10k-labels.idx1-ubyte
diff --git a/data_old/train-images.idx3-ubyte b/data/train-images.idx3-ubyte
similarity index 100%
rename from data_old/train-images.idx3-ubyte
rename to data/train-images.idx3-ubyte
diff --git a/data_old/train-labels.idx1-ubyte b/data/train-labels.idx1-ubyte
similarity index 100%
rename from data_old/train-labels.idx1-ubyte
rename to data/train-labels.idx1-ubyte
diff --git a/multiclass_perceptron.py b/multiclass_perceptron.py
index 9bd16cf..15f8200 100644
--- a/multiclass_perceptron.py
+++ b/multiclass_perceptron.py
@@ -45,7 +45,7 @@ class MulticlassPerceptron:
 
 
 def train_and_test_multiclass_perceptron(iterations: int = 5, training_inputs: int = 5000, test_inputs: int = 1000):
-    print("Loading data_old")
+    print("Loading data")
     training_data_gen = train_x_y(training_inputs)
     print("Begin training model!")
     model = MulticlassPerceptron(IMAGE_SIZE, 10)