diff --git a/.github/workflows/static.yml b/.github/workflows/static.yml
index c2a43228..10f85def 100644
--- a/.github/workflows/static.yml
+++ b/.github/workflows/static.yml
@@ -47,6 +47,10 @@ jobs:
         run: |
           poetry run black --diff --check .
 
+      - name: Import-check with isort
+        run: |
+          poetry run isort --diff --check-only .
+
       - name: Lint with flake8
         run: |
           poetry run flake8 --show-source --statistics .
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 5cda6c9f..1632998b 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -9,6 +9,16 @@ repos:
         files: ^src/|^tests/
         types: [python]
 
+  - repo: local
+    hooks:
+      - id: python-import
+        name: isort
+        entry: poetry run isort
+        args: [--diff, --check-only]
+        language: system
+        files: ^src/|^tests/
+        types: [python]
+
   - repo: local
     hooks:
       - id: python-lint
diff --git a/poetry.lock b/poetry.lock
index d9e89864..64bdb899 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -179,13 +179,13 @@ xxhash = "*"
 apache-beam = ["apache-beam (>=2.26.0)"]
 audio = ["librosa"]
 benchmarks = ["numpy (==1.18.5)", "tensorflow (==2.3.0)", "torch (==1.6.0)", "transformers (==3.0.2)"]
-dev = ["Pillow (>=6.2.1)", "Werkzeug (>=1.0.1)", "absl-py", "aiobotocore (>=2.0.1)", "apache-beam (>=2.26.0)", "bert-score (>=0.3.6)", "black (>=22.0,<23.0)", "boto3 (>=1.19.8)", "botocore (>=1.22.8)", "bs4", "conllu", "elasticsearch (<8.0.0)", "faiss-cpu (>=1.6.4)", "flake8 (>=3.8.3)", "fsspec", "h5py", "importlib-resources", "isort (>=5.0.0)", "jiwer", "langdetect", "librosa", "lxml", "lz4", "mauve-text", "moto[server,s3] (==2.0.4)", "mwparserfromhell", "nltk", "openpyxl", "py7zr", "pytest", "pytest-datadir", "pytest-xdist", "pyyaml (>=5.3.1)", "rarfile (>=4.0)", "requests-file (>=1.5.1)", "rouge-score (<0.0.7)", "s3fs (>=2021.11.1)", "sacrebleu", "sacremoses", "scikit-learn", "scipy", "sentencepiece", "seqeval", "six (>=1.15.0,<1.16.0)", "soundfile", "tensorflow (>=2.3,!=2.6.0,!=2.6.1)", "texttable (>=1.6.3)", "tldextract", "tldextract (>=3.1.0)", "toml (>=0.10.1)", "torch", "torchaudio", "transformers", "zstandard"]
+dev = ["Pillow (>=6.2.1)", "Werkzeug (>=1.0.1)", "absl-py", "aiobotocore (>=2.0.1)", "apache-beam (>=2.26.0)", "bert-score (>=0.3.6)", "black (>=22.0,<23.0)", "boto3 (>=1.19.8)", "botocore (>=1.22.8)", "bs4", "conllu", "elasticsearch (<8.0.0)", "faiss-cpu (>=1.6.4)", "flake8 (>=3.8.3)", "fsspec", "h5py", "importlib-resources", "isort (>=5.0.0)", "jiwer", "langdetect", "librosa", "lxml", "lz4", "mauve-text", "moto[s3,server] (==2.0.4)", "mwparserfromhell", "nltk", "openpyxl", "py7zr", "pytest", "pytest-datadir", "pytest-xdist", "pyyaml (>=5.3.1)", "rarfile (>=4.0)", "requests-file (>=1.5.1)", "rouge-score (<0.0.7)", "s3fs (>=2021.11.1)", "sacrebleu", "sacremoses", "scikit-learn", "scipy", "sentencepiece", "seqeval", "six (>=1.15.0,<1.16.0)", "soundfile", "tensorflow (>=2.3,!=2.6.0,!=2.6.1)", "texttable (>=1.6.3)", "tldextract", "tldextract (>=3.1.0)", "toml (>=0.10.1)", "torch", "torchaudio", "transformers", "zstandard"]
 docs = ["s3fs"]
 quality = ["black (>=22.0,<23.0)", "flake8 (>=3.8.3)", "isort (>=5.0.0)", "pyyaml (>=5.3.1)"]
 s3 = ["boto3", "botocore", "fsspec", "s3fs"]
 tensorflow = ["tensorflow (>=2.2.0,!=2.6.0,!=2.6.1)"]
 tensorflow_gpu = ["tensorflow-gpu (>=2.2.0,!=2.6.0,!=2.6.1)"]
-tests = ["Pillow (>=6.2.1)", "Werkzeug (>=1.0.1)", "absl-py", "aiobotocore (>=2.0.1)", "apache-beam (>=2.26.0)", "bert-score (>=0.3.6)", "boto3 (>=1.19.8)", "botocore (>=1.22.8)", "bs4", "conllu", "elasticsearch (<8.0.0)", "faiss-cpu (>=1.6.4)", "fsspec", "h5py", "importlib-resources", "jiwer", "langdetect", "librosa", "lxml", "lz4", "mauve-text", "moto[server,s3] (==2.0.4)", "mwparserfromhell", "nltk", "openpyxl", "py7zr", "pytest", "pytest-datadir", "pytest-xdist", "rarfile (>=4.0)", "requests-file (>=1.5.1)", "rouge-score (<0.0.7)", "s3fs (>=2021.11.1)", "sacrebleu", "sacremoses", "scikit-learn", "scipy", "sentencepiece", "seqeval", "six (>=1.15.0,<1.16.0)", "soundfile", "tensorflow (>=2.3,!=2.6.0,!=2.6.1)", "texttable (>=1.6.3)", "tldextract", "tldextract (>=3.1.0)", "toml (>=0.10.1)", "torch", "torchaudio", "transformers", "zstandard"]
+tests = ["Pillow (>=6.2.1)", "Werkzeug (>=1.0.1)", "absl-py", "aiobotocore (>=2.0.1)", "apache-beam (>=2.26.0)", "bert-score (>=0.3.6)", "boto3 (>=1.19.8)", "botocore (>=1.22.8)", "bs4", "conllu", "elasticsearch (<8.0.0)", "faiss-cpu (>=1.6.4)", "fsspec", "h5py", "importlib-resources", "jiwer", "langdetect", "librosa", "lxml", "lz4", "mauve-text", "moto[s3,server] (==2.0.4)", "mwparserfromhell", "nltk", "openpyxl", "py7zr", "pytest", "pytest-datadir", "pytest-xdist", "rarfile (>=4.0)", "requests-file (>=1.5.1)", "rouge-score (<0.0.7)", "s3fs (>=2021.11.1)", "sacrebleu", "sacremoses", "scikit-learn", "scipy", "sentencepiece", "seqeval", "six (>=1.15.0,<1.16.0)", "soundfile", "tensorflow (>=2.3,!=2.6.0,!=2.6.1)", "texttable (>=1.6.3)", "tldextract", "tldextract (>=3.1.0)", "toml (>=0.10.1)", "torch", "torchaudio", "transformers", "zstandard"]
 torch = ["torch"]
 vision = ["Pillow (>=6.2.1)"]
 
@@ -287,7 +287,7 @@ python-versions = ">=3.6"
 
 [[package]]
 name = "fsspec"
-version = "2022.8.2"
+version = "2022.10.0"
 description = "File-system specification"
 category = "main"
 optional = false
@@ -428,6 +428,20 @@ parallel = ["ipyparallel"]
 qtconsole = ["qtconsole"]
 test = ["ipykernel", "nbformat", "nose (>=0.10.1)", "numpy (>=1.17)", "pygments", "requests", "testpath"]
 
+[[package]]
+name = "isort"
+version = "5.10.1"
+description = "A Python utility / library to sort Python imports."
+category = "dev"
+optional = false
+python-versions = ">=3.6.1,<4.0"
+
+[package.extras]
+colors = ["colorama (>=0.4.3,<0.5.0)"]
+pipfile_deprecated_finder = ["pipreqs", "requirementslib"]
+plugins = ["setuptools"]
+requirements_deprecated_finder = ["pip-api", "pipreqs"]
+
 [[package]]
 name = "jedi"
 version = "0.18.1"
@@ -1221,7 +1235,7 @@ multidict = ">=4.0"
 [metadata]
 lock-version = "1.1"
 python-versions = "~3.8"
-content-hash = "14e311f9fe9c21ae83e24bc5c38bb4c427b408001194503c643abbf069ce5e7c"
+content-hash = "80d1d73a1a7b6958cf9a56be3982c853f09439d0b400625cd7a4c1a8eeb415e6"
 
 [metadata.files]
 aiohttp = [
@@ -1517,8 +1531,8 @@ frozenlist = [
     {file = "frozenlist-1.2.0.tar.gz", hash = "sha256:68201be60ac56aff972dc18085800b6ee07973c49103a8aba669dee3d71079de"},
 ]
 fsspec = [
-    {file = "fsspec-2022.8.2-py3-none-any.whl", hash = "sha256:6374804a2c0d24f225a67d009ee1eabb4046ad00c793c3f6df97e426c890a1d9"},
-    {file = "fsspec-2022.8.2.tar.gz", hash = "sha256:7f12b90964a98a7e921d27fb36be536ea036b73bf3b724ac0b0bd7b8e39c7c18"},
+    {file = "fsspec-2022.10.0-py3-none-any.whl", hash = "sha256:6b7c6ab3b476cdf17efcfeccde7fca28ef5a48f73a71010aaceec5fc15bf9ebf"},
+    {file = "fsspec-2022.10.0.tar.gz", hash = "sha256:cb6092474e90487a51de768170f3afa50ca8982c26150a59072b16433879ff1d"},
 ]
 gitdb = [
     {file = "gitdb-4.0.9-py3-none-any.whl", hash = "sha256:8033ad4e853066ba6ca92050b9df2f89301b8fc8bf7e9324d412a63f8bf1a8fd"},
@@ -1547,6 +1561,10 @@ ipython = [
     {file = "ipython-7.30.0-py3-none-any.whl", hash = "sha256:c8f3e07aefb9cf9e067f39686f035ce09b27a1ee602116a3030b91b6fc138ee4"},
     {file = "ipython-7.30.0.tar.gz", hash = "sha256:d41f8e80b99690122400f9b2069b12f670246a1b4cc5d332bd6c4e2500e6d6fb"},
 ]
+isort = [
+    {file = "isort-5.10.1-py3-none-any.whl", hash = "sha256:6f62d78e2f89b4500b080fe3a81690850cd254227f27f75c3a0c491a1f351ba7"},
+    {file = "isort-5.10.1.tar.gz", hash = "sha256:e8443a5e7a020e9d7f97f1d7d9cd17c88bcb3bc7e218bf9cf5095fe550be2951"},
+]
 jedi = [
     {file = "jedi-0.18.1-py2.py3-none-any.whl", hash = "sha256:637c9635fcf47945ceb91cd7f320234a7be540ded6f3e99a50cb6febdfd1ba8d"},
     {file = "jedi-0.18.1.tar.gz", hash = "sha256:74137626a64a99c8eb6ae5832d99b3bdd7d29a3850fe2aa80a4126b2a7d949ab"},
@@ -1782,7 +1800,6 @@ prompt-toolkit = [
     {file = "prompt_toolkit-3.0.23.tar.gz", hash = "sha256:7053aba00895473cb357819358ef33f11aa97e4ac83d38efb123e5649ceeecaf"},
 ]
 protobuf = [
-    {file = "protobuf-3.20.2-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:9f876a69ca55aed879b43c295a328970306e8e80a263ec91cf6e9189243c613b"},
     {file = "protobuf-3.20.2-cp310-cp310-manylinux2014_aarch64.whl", hash = "sha256:09e25909c4297d71d97612f04f41cea8fa8510096864f2835ad2f3b3df5a5559"},
     {file = "protobuf-3.20.2-cp310-cp310-manylinux_2_12_x86_64.manylinux2010_x86_64.whl", hash = "sha256:e8fbc522303e09036c752a0afcc5c0603e917222d8bedc02813fd73b4b4ed804"},
     {file = "protobuf-3.20.2-cp310-cp310-win32.whl", hash = "sha256:84a1544252a933ef07bb0b5ef13afe7c36232a774affa673fc3636f7cee1db6c"},
diff --git a/pyproject.toml b/pyproject.toml
index cffbf2b9..179a8c8e 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -28,6 +28,7 @@ flake8 = "^5.0.4"
 shellcheck-py = "^0.8.0"
 shfmt-py = "^3.4.3"
 pytest-mock = "^3.8.2"
+isort = "^5.10.1"
 
 [build-system]
 requires = ["poetry-core>=1.0.0"]
@@ -48,6 +49,12 @@ extend-exclude = """
 )/
 """
 
+[tool.isort]
+profile = "black"
+skip_glob = ["data/*", "runs/*", "scripts/*",
+             "submodules/*", ".venv/*", "cov_html/*"]
+line_length = 88
+
 [tool.coverage.run]
 branch = true
 source = ["src"]
diff --git a/requirements-dev.txt b/requirements-dev.txt
index 16bce9f2..288628bd 100644
--- a/requirements-dev.txt
+++ b/requirements-dev.txt
@@ -19,7 +19,7 @@ evaluate==0.2.2; python_full_version >= "3.7.0"
 filelock==3.4.0; python_version >= "3.6" and python_full_version >= "3.7.0"
 flake8==5.0.4; python_full_version >= "3.6.1"
 frozenlist==1.2.0; python_version >= "3.6"
-fsspec==2022.8.2; python_version >= "3.7" and python_full_version >= "3.7.0"
+fsspec==2022.10.0; python_version >= "3.7" and python_full_version >= "3.7.0"
 gitdb==4.0.9; python_version >= "3.7"
 gitpython==3.1.27; python_version >= "3.7"
 huggingface-hub==0.9.1; python_full_version >= "3.7.0"
@@ -27,6 +27,7 @@ idna==3.3; python_version >= "3.6" and python_full_version >= "3.7.0" and (pytho
 iniconfig==1.1.1; python_version >= "3.7"
 ipdb==0.13.9; python_version >= "2.7"
 ipython==7.30.0; python_version >= "3.7"
+isort==5.10.1; python_full_version >= "3.6.1" and python_version < "4.0"
 jedi==0.18.1; python_version >= "3.7"
 joblib==1.1.0; python_version >= "3.8"
 matplotlib-inline==0.1.3; python_version >= "3.7"
diff --git a/requirements.txt b/requirements.txt
index 611beca6..960902c3 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -12,7 +12,7 @@ docker-pycreds==0.4.0; python_version >= "3.6"
 evaluate==0.2.2; python_full_version >= "3.7.0"
 filelock==3.4.0; python_version >= "3.6" and python_full_version >= "3.7.0"
 frozenlist==1.2.0; python_version >= "3.6"
-fsspec==2022.8.2; python_version >= "3.7" and python_full_version >= "3.7.0"
+fsspec==2022.10.0; python_version >= "3.7" and python_full_version >= "3.7.0"
 gitdb==4.0.9; python_version >= "3.7"
 gitpython==3.1.27; python_version >= "3.7"
 huggingface-hub==0.9.1; python_full_version >= "3.7.0"
diff --git a/src/parser.py b/src/parser.py
index 8fb8e402..e791a19d 100644
--- a/src/parser.py
+++ b/src/parser.py
@@ -1,11 +1,12 @@
 #!/usr/bin/env python3
 # -*- coding: utf-8 -*-
 
-from transformers.hf_argparser import DataClassType
-from transformers import HfArgumentParser, TrainingArguments
+import os
 from dataclasses import dataclass, field
 from typing import Optional
-import os
+
+from transformers import HfArgumentParser, TrainingArguments
+from transformers.hf_argparser import DataClassType
 
 # 1. NOTE: Fields with no default value set will be transformed
 # into`required arguments within the HuggingFace argument parser
diff --git a/src/privacy_glue.py b/src/privacy_glue.py
index e5e1b9d4..344ec3f4 100644
--- a/src/privacy_glue.py
+++ b/src/privacy_glue.py
@@ -2,6 +2,7 @@
 # -*- coding: utf-8 -*-
 
 from parser import get_parser
+
 from utils.experiment_utils import Privacy_GLUE_Experiment_Manager
 
 
diff --git a/src/tasks/opp_115.py b/src/tasks/opp_115.py
index 8a12aeff..8dd460fd 100644
--- a/src/tasks/opp_115.py
+++ b/src/tasks/opp_115.py
@@ -1,9 +1,10 @@
 #!/usr/bin/env python3
 # -*- coding: utf-8 -*-
 
+import os
+
 import datasets
 import pandas as pd
-import os
 
 
 def load_opp_115(directory: str) -> datasets.DatasetDict:
diff --git a/src/tasks/piextract.py b/src/tasks/piextract.py
index 331a476a..e6abdbc9 100644
--- a/src/tasks/piextract.py
+++ b/src/tasks/piextract.py
@@ -1,10 +1,11 @@
 #!/usr/bin/env python3
 # -*- coding: utf-8 -*-
 
-from typing import Dict, List, Tuple
+import os
 from glob import glob
+from typing import Dict, List, Tuple
+
 import datasets
-import os
 
 
 def read_conll_file(file_path: str) -> Dict[str, List[List[str]]]:
diff --git a/src/tasks/policy_detection.py b/src/tasks/policy_detection.py
index b4f1ee24..7153c263 100644
--- a/src/tasks/policy_detection.py
+++ b/src/tasks/policy_detection.py
@@ -1,10 +1,11 @@
 #!/usr/bin/env python3
 # -*- coding: utf-8 -*-
 
-import pandas as pd
-import datasets
 import os
 
+import datasets
+import pandas as pd
+
 
 def load_policy_detection(directory: str) -> datasets.DatasetDict:
     # initialize DatasetDict object
diff --git a/src/tasks/policy_ie_a.py b/src/tasks/policy_ie_a.py
index 92f76f5e..f05b2986 100644
--- a/src/tasks/policy_ie_a.py
+++ b/src/tasks/policy_ie_a.py
@@ -1,9 +1,10 @@
 #!/usr/bin/env python3
 # -*- coding: utf-8 -*-
 
+import os
 from typing import Dict, cast
+
 import datasets
-import os
 
 
 def file_mapping(directory: str, filename: str) -> Dict[str, str]:
diff --git a/src/tasks/policy_ie_b.py b/src/tasks/policy_ie_b.py
index ec2d847f..f0e6fe97 100644
--- a/src/tasks/policy_ie_b.py
+++ b/src/tasks/policy_ie_b.py
@@ -1,10 +1,12 @@
 #!/usr/bin/env python3
 # -*- coding: utf-8 -*-
 
-from .policy_ie_a import file_mapping
 from typing import cast
+
 import datasets
 
+from .policy_ie_a import file_mapping
+
 
 def load_policy_ie_b(directory: str) -> datasets.DatasetDict:
     # initialize DatasetDict object
diff --git a/src/tasks/policy_qa.py b/src/tasks/policy_qa.py
index 4c9f1691..7d616043 100644
--- a/src/tasks/policy_qa.py
+++ b/src/tasks/policy_qa.py
@@ -1,11 +1,12 @@
 #!/usr/bin/env python3
 # -*- coding: utf-8 -*-
 
-from typing import Dict, List, Any
-from glob import glob
-import datasets
 import json
 import os
+from glob import glob
+from typing import Any, Dict, List
+
+import datasets
 
 
 def load_policy_qa(directory: str) -> datasets.DatasetDict:
diff --git a/src/tasks/privacy_qa.py b/src/tasks/privacy_qa.py
index 96dc03ee..ff05de72 100644
--- a/src/tasks/privacy_qa.py
+++ b/src/tasks/privacy_qa.py
@@ -1,10 +1,11 @@
 #!/usr/bin/env python3
 # -*- coding: utf-8 -*-
 
-import pandas as pd
-import datasets
 import os
 
+import datasets
+import pandas as pd
+
 
 def load_privacy_qa(directory: str) -> datasets.DatasetDict:
     # load and process the train dataset
diff --git a/src/utils/experiment_utils.py b/src/utils/experiment_utils.py
index 7ac44bc6..c8666325 100644
--- a/src/utils/experiment_utils.py
+++ b/src/utils/experiment_utils.py
@@ -1,13 +1,15 @@
 #!/usr/bin/env python3
 # -*- coding: utf-8 -*-
 
+import os
+import re
+from parser import TASKS
+
 from wandb.util import generate_id
+
+from reading_comprehension import Reading_Comprehension_Pipeline
 from sequence_classification import Sequence_Classification_Pipeline
 from sequence_tagging import Sequence_Tagging_Pipeline
-from reading_comprehension import Reading_Comprehension_Pipeline
-from parser import TASKS
-import os
-import re
 
 
 class Privacy_GLUE_Experiment_Manager:
diff --git a/src/utils/parser_utils.py b/src/utils/parser_utils.py
index a8c52085..e14462b8 100644
--- a/src/utils/parser_utils.py
+++ b/src/utils/parser_utils.py
@@ -1,11 +1,11 @@
 #!/usr/bin/env python3
 # -*- coding: utf-8 -*-
 
-from typing import Iterable, Optional, cast
-from operator import attrgetter
 import argparse
 import os
 import re
+from operator import attrgetter
+from typing import Iterable, Optional, cast
 
 
 def dir_path(path: str) -> str:
diff --git a/src/utils/pipeline_utils.py b/src/utils/pipeline_utils.py
index 42d77955..cbc8075d 100644
--- a/src/utils/pipeline_utils.py
+++ b/src/utils/pipeline_utils.py
@@ -1,12 +1,21 @@
 #!/usr/bin/env python3
 # -*- coding: utf-8 -*-
 
+import logging
+import os
+import shutil
 from abc import ABC, abstractmethod
-from datasets import DatasetDict
 from glob import glob
+from parser import DataArguments, ModelArguments
+
+import datasets
+import torch
+import transformers
+import wandb
+from datasets import DatasetDict
 from transformers import TrainingArguments, set_seed
 from transformers.trainer_utils import get_last_checkpoint
-from parser import DataArguments, ModelArguments
+
 from tasks.opp_115 import load_opp_115
 from tasks.piextract import load_piextract
 from tasks.policy_detection import load_policy_detection
@@ -14,14 +23,7 @@
 from tasks.policy_ie_b import load_policy_ie_b
 from tasks.policy_qa import load_policy_qa
 from tasks.privacy_qa import load_privacy_qa
-from utils.logging_utils import init_logger, add_file_handler
-import transformers
-import datasets
-import logging
-import wandb
-import shutil
-import torch
-import os
+from utils.logging_utils import add_file_handler, init_logger
 
 
 class SuccessFileFoundException(Exception):
diff --git a/tests/conftest.py b/tests/conftest.py
index bf269c26..6fd5b035 100644
--- a/tests/conftest.py
+++ b/tests/conftest.py
@@ -1,14 +1,15 @@
 #!/usr/bin/env python3
 # -*- coding: utf-8 -*-
 
-from types import SimpleNamespace
+import logging
+import os
+from copy import deepcopy
 from functools import partial
+from types import SimpleNamespace
 from unittest.mock import MagicMock
-from copy import deepcopy
+
 import datasets
-import logging
 import pytest
-import os
 
 
 def pytest_configure():
diff --git a/tests/tasks/test_opp_115.py b/tests/tasks/test_opp_115.py
index 13bd6e85..c8f20e1c 100644
--- a/tests/tasks/test_opp_115.py
+++ b/tests/tasks/test_opp_115.py
@@ -1,9 +1,10 @@
 #!/usr/bin/env python3
 # -*- coding: utf-8 -*-
 
-from tasks.opp_115 import load_opp_115
 import os
 
+from tasks.opp_115 import load_opp_115
+
 
 def test_load_opp_115():
     # load sample data
diff --git a/tests/tasks/test_piextract.py b/tests/tasks/test_piextract.py
index 13d07f8f..054cef57 100644
--- a/tests/tasks/test_piextract.py
+++ b/tests/tasks/test_piextract.py
@@ -1,10 +1,12 @@
 #!/usr/bin/env python3
 # -*- coding: utf-8 -*-
 
-from tasks.piextract import load_piextract, merge_ner_tags, read_conll_file
+import os
+
 import datasets
 import pytest
-import os
+
+from tasks.piextract import load_piextract, merge_ner_tags, read_conll_file
 
 
 def mocked_conll_output():
diff --git a/tests/tasks/test_policy_detection.py b/tests/tasks/test_policy_detection.py
index d2a654a9..a5f169f5 100644
--- a/tests/tasks/test_policy_detection.py
+++ b/tests/tasks/test_policy_detection.py
@@ -1,10 +1,12 @@
 #!/usr/bin/env python3
 # -*- coding: utf-8 -*-
 
-from tasks.policy_detection import load_policy_detection
-import datasets
 import os
 
+import datasets
+
+from tasks.policy_detection import load_policy_detection
+
 
 def test_load_policy_detection():
     # load sample data
diff --git a/tests/tasks/test_policy_ie_a.py b/tests/tasks/test_policy_ie_a.py
index 89ed3cd5..a253bc15 100644
--- a/tests/tasks/test_policy_ie_a.py
+++ b/tests/tasks/test_policy_ie_a.py
@@ -1,9 +1,10 @@
 #!/usr/bin/env python3
 # -*- coding: utf-8 -*-
 
-from tasks.policy_ie_a import load_policy_ie_a
 import os
 
+from tasks.policy_ie_a import load_policy_ie_a
+
 
 def test_load_policy_ie_a():
     # load sample data
diff --git a/tests/tasks/test_policy_ie_b.py b/tests/tasks/test_policy_ie_b.py
index 952f7d0e..fa841f16 100644
--- a/tests/tasks/test_policy_ie_b.py
+++ b/tests/tasks/test_policy_ie_b.py
@@ -1,9 +1,10 @@
 #!/usr/bin/env python3
 # -*- coding: utf-8 -*-
 
-from tasks.policy_ie_b import load_policy_ie_b
 import os
 
+from tasks.policy_ie_b import load_policy_ie_b
+
 
 def test_load_policy_ie_b():
     # load sample data
diff --git a/tests/tasks/test_policy_qa.py b/tests/tasks/test_policy_qa.py
index 64596c1a..3991987e 100644
--- a/tests/tasks/test_policy_qa.py
+++ b/tests/tasks/test_policy_qa.py
@@ -1,9 +1,10 @@
 #!/usr/bin/env python3
 # -*- coding: utf-8 -*-
 
-from tasks.policy_qa import load_policy_qa
 import os
 
+from tasks.policy_qa import load_policy_qa
+
 
 def test_load_policy_qa():
     # load sample data
diff --git a/tests/tasks/test_privacy_qa.py b/tests/tasks/test_privacy_qa.py
index e4cf81c6..55d184d6 100644
--- a/tests/tasks/test_privacy_qa.py
+++ b/tests/tasks/test_privacy_qa.py
@@ -1,10 +1,12 @@
 #!/usr/bin/env python3
 # -*- coding: utf-8 -*-
 
-from tasks.privacy_qa import load_privacy_qa
-import datasets
 import os
 
+import datasets
+
+from tasks.privacy_qa import load_privacy_qa
+
 
 def test_load_privacy_qa():
     # load sample data
diff --git a/tests/test_parser.py b/tests/test_parser.py
index 8d75af0e..899e58a2 100644
--- a/tests/test_parser.py
+++ b/tests/test_parser.py
@@ -1,14 +1,15 @@
 #!/usr/bin/env python3
 # -*- coding: utf-8 -*-
 
+import tempfile
 from parser import (
-    ModelArguments,
     DataArguments,
-    TrainingArguments,
     ExperimentArguments,
+    ModelArguments,
+    TrainingArguments,
     get_parser,
 )
-import tempfile
+
 import pytest
 
 
diff --git a/tests/utils/test_experiment_utils.py b/tests/utils/test_experiment_utils.py
index 476ecedb..23a3fdcc 100644
--- a/tests/utils/test_experiment_utils.py
+++ b/tests/utils/test_experiment_utils.py
@@ -1,10 +1,12 @@
 #!/usr/bin/env python3
 # -*- coding: utf-8 -*-
 
-from utils.experiment_utils import Privacy_GLUE_Experiment_Manager
-import pytest
 import os
 
+import pytest
+
+from utils.experiment_utils import Privacy_GLUE_Experiment_Manager
+
 
 def test__init__():
     experiment_manager = Privacy_GLUE_Experiment_Manager(
diff --git a/tests/utils/test_logging_utils.py b/tests/utils/test_logging_utils.py
index 8c98736f..c20e2d2a 100644
--- a/tests/utils/test_logging_utils.py
+++ b/tests/utils/test_logging_utils.py
@@ -1,16 +1,18 @@
 #!/usr/bin/env python3
 # -*- coding: utf-8 -*-
 
+import logging
+import os
+import tempfile
+
+import pytest
+
 from utils.logging_utils import (
-    init_logger,
+    FORMATTER,
     add_file_handler,
+    init_logger,
     remove_all_file_handlers,
-    FORMATTER,
 )
-import logging
-import pytest
-import tempfile
-import os
 
 
 @pytest.mark.parametrize(
diff --git a/tests/utils/test_parser_utils.py b/tests/utils/test_parser_utils.py
index 8845bd1b..66236234 100644
--- a/tests/utils/test_parser_utils.py
+++ b/tests/utils/test_parser_utils.py
@@ -1,11 +1,13 @@
 #!/usr/bin/env python3
 # -*- coding: utf-8 -*-
 
-from utils.parser_utils import dir_path, file_path
-import tempfile
 import argparse
+import tempfile
+
 import pytest
 
+from utils.parser_utils import dir_path, file_path
+
 
 def test_dir_path():
     # check when directory exists
diff --git a/tests/utils/test_pipeline_utils.py b/tests/utils/test_pipeline_utils.py
index 05f7f542..87bcdf23 100644
--- a/tests/utils/test_pipeline_utils.py
+++ b/tests/utils/test_pipeline_utils.py
@@ -1,13 +1,15 @@
 #!/usr/bin/env python3
 # -*- coding: utf-8 -*-
 
-from utils.pipeline_utils import Privacy_GLUE_Pipeline, SuccessFileFoundException
-import transformers
-import datasets
 import logging
-import pytest
 import os
 
+import datasets
+import pytest
+import transformers
+
+from utils.pipeline_utils import Privacy_GLUE_Pipeline, SuccessFileFoundException
+
 
 class Mocked_Pipeline(Privacy_GLUE_Pipeline):
     def _retrieve_data(self):