def manually_calculate_tp_tn_fp_fn(test_y, test_predictions):
"""Manually create confusion matrix by comparing predictions with answers."""
TP = 0
TN = 0
FP = 0
FN = 0
x = 0
while x < len(test_y):
if test_y[x] == 0 and test_predictions[x] == 0:
TN += 1
if test_y[x] == 0 and test_predictions[x] == 1:
FP += 1
if test_y[x] == 1 and test_predictions[x] == 1:
TP += 1
if test_y[x] == 1 and test_predictions[x] == 0:
FN += 1
x += 1
cm = [[TN, FP],[FN, TP]]
return cm