diff --git a/TTS/bin/compute_attention_masks.py b/TTS/bin/compute_attention_masks.py
index 3cbf40ba1e..eb70804098 100644
--- a/TTS/bin/compute_attention_masks.py
+++ b/TTS/bin/compute_attention_masks.py
@@ -80,7 +80,7 @@
     model.eval()
 
     # data loader
-    preprocessor = importlib.import_module("TTS.tts.datasets.preprocess")
+    preprocessor = importlib.import_module("TTS.tts.datasets.formatters")
     preprocessor = getattr(preprocessor, args.dataset)
     meta_data = preprocessor(args.data_path, args.dataset_metafile)
     dataset = TTSDataset(
diff --git a/TTS/bin/find_unique_chars.py b/TTS/bin/find_unique_chars.py
index 7891d65a91..75169569cc 100644
--- a/TTS/bin/find_unique_chars.py
+++ b/TTS/bin/find_unique_chars.py
@@ -3,14 +3,14 @@
 import os
 from argparse import RawTextHelpFormatter
 
-from TTS.tts.datasets.preprocess import get_preprocessor_by_name
+from TTS.tts.datasets.formatters import get_preprocessor_by_name
 
 
 def main():
     # pylint: disable=bad-option-value
     parser = argparse.ArgumentParser(
         description="""Find all the unique characters or phonemes in a dataset.\n\n"""
-        """Target dataset must be defined in TTS.tts.datasets.preprocess\n\n"""
+        """Target dataset must be defined in TTS.tts.datasets.formatters\n\n"""
         """
     Example runs:
 
@@ -20,7 +20,7 @@ def main():
     )
 
     parser.add_argument(
-        "--dataset", type=str, default="", help="One of the target dataset names in TTS.tts.datasets.preprocess."
+        "--dataset", type=str, default="", help="One of the target dataset names in TTS.tts.datasets.formatters."
     )
 
     parser.add_argument("--meta_file", type=str, default=None, help="Path to the transcriptions file of the dataset.")
diff --git a/notebooks/dataset_analysis/AnalyzeDataset.ipynb b/notebooks/dataset_analysis/AnalyzeDataset.ipynb
index 8aa3a02558..6ff2d2caae 100644
--- a/notebooks/dataset_analysis/AnalyzeDataset.ipynb
+++ b/notebooks/dataset_analysis/AnalyzeDataset.ipynb
@@ -31,7 +31,7 @@
     "from multiprocessing import Pool\n",
     "from matplotlib import pylab as plt\n",
     "from collections import Counter\n",
-    "from TTS.tts.datasets.preprocess import *\n",
+    "from TTS.tts.datasets.formatters import *\n",
     "%matplotlib inline"
    ]
   },
diff --git a/notebooks/dataset_analysis/PhonemeCoverage.ipynb b/notebooks/dataset_analysis/PhonemeCoverage.ipynb
index f9540d0692..e659511aa4 100644
--- a/notebooks/dataset_analysis/PhonemeCoverage.ipynb
+++ b/notebooks/dataset_analysis/PhonemeCoverage.ipynb
@@ -50,7 +50,7 @@
    "source": [
     "# import stuff\n",
     "from TTS.utils.io import load_config\n",
-    "from TTS.tts.datasets.preprocess import load_meta_data\n",
+    "from TTS.tts.datasets.formatters import load_meta_data\n",
     "from TTS.tts.utils.text import phoneme_to_sequence, sequence_to_phoneme\n",
     "from tqdm import tqdm\n",
     "from matplotlib import pylab as plt\n",
diff --git a/tests/data_tests/test_dataset_formatters.py b/tests/data_tests/test_dataset_formatters.py
index 968e2a29fa..bd83002cea 100644
--- a/tests/data_tests/test_dataset_formatters.py
+++ b/tests/data_tests/test_dataset_formatters.py
@@ -2,7 +2,7 @@
 import unittest
 
 from tests import get_tests_input_path
-from TTS.tts.datasets.preprocess import common_voice
+from TTS.tts.datasets.formatters import common_voice
 
 
 class TestPreprocessors(unittest.TestCase):
diff --git a/tests/data_tests/test_loader.py b/tests/data_tests/test_loader.py
index 053da51642..7f55b3783b 100644
--- a/tests/data_tests/test_loader.py
+++ b/tests/data_tests/test_loader.py
@@ -9,7 +9,7 @@
 from tests import get_tests_output_path
 from TTS.tts.configs import BaseTTSConfig
 from TTS.tts.datasets import TTSDataset
-from TTS.tts.datasets.preprocess import ljspeech
+from TTS.tts.datasets.formatters import ljspeech
 from TTS.utils.audio import AudioProcessor
 
 # pylint: disable=unused-variable