diff --git a/.coveragerc b/.coveragerc
index 254e846..04fd49b 100644
--- a/.coveragerc
+++ b/.coveragerc
@@ -1,5 +1,5 @@
 [run]
-source = Almkanal
+source = almkanal
 omit =
     *__init__*
-    Almkanal/tests/*
\ No newline at end of file
+    AlmKanal/tests/*
\ No newline at end of file
diff --git a/.gitignore b/.gitignore
index 8b1d8e6..e489273 100644
--- a/.gitignore
+++ b/.gitignore
@@ -29,7 +29,7 @@ __pycache__
 dist
 
 # Ignore ruff stuff
-.ruff_cache# pixi environments
+# pixi environments
 .pixi
 *.egg-info
 *.lcov
@@ -39,3 +39,7 @@ dist
 test_data
 old
 data_old
+
+.mypy_cache
+.pytest_cache
+.ruff_cache
diff --git a/__pycache__/AlmKanal.cpython-312.pyc b/__pycache__/AlmKanal.cpython-312.pyc
deleted file mode 100644
index 6476e30..0000000
Binary files a/__pycache__/AlmKanal.cpython-312.pyc and /dev/null differ
diff --git a/__pycache__/raw_cleaner.cpython-312.pyc b/__pycache__/raw_cleaner.cpython-312.pyc
deleted file mode 100644
index 5dec68f..0000000
Binary files a/__pycache__/raw_cleaner.cpython-312.pyc and /dev/null differ
diff --git a/template_pipelines/markov_pipeline.py b/template_pipelines/markov_pipeline.py
index 1a26fea..49e83ad 100644
--- a/template_pipelines/markov_pipeline.py
+++ b/template_pipelines/markov_pipeline.py
@@ -1,39 +1,39 @@
-#Basic Resting state analysis pipeline
+# Basic Resting state analysis pipeline
+from pathlib import Path
+
+import joblib
 import mne
-from almkanal import AlmKanal
 from plus_slurm import Job
-import joblib
-from pathlib import Path
 
-class RestingPipe(Job):
+from almkanal import AlmKanal
+
 
+class RestingPipe(Job):
     job_data_folder = 'data_meg'
 
-    def run(self,
-            subject_id: str,
-            data_path: str,
-            subjects_dir: str,
-            empty_room_path: str,
-            lp: float = 100,
-            hp: float = 0.1,
-            ) -> None:
-        
+    def run(
+        self,
+        subject_id: str,
+        data_path: str,
+        subjects_dir: str,
+        empty_room_path: str,
+        lp: float = 100,
+        hp: float = 0.1,
+    ) -> None:
         full_path = Path(data_path) / subject_id + '_resting.fif'
         raw = mne.io.read_raw(full_path, preload=True)
 
         ak = AlmKanal(raw=raw)
         # do raw preproc
         ak.do_maxwell()
-        #% filter
+        # % filter
         ak.raw.filter(l_freq=hp, h_freq=lp)
-        #% run_ica
+        # % run_ica
         ak.do_ica()
         # % do fwd model
-        ak.do_fwd_model(subject_id=subject_id, 
-                        subjects_dir=subjects_dir, 
-                        redo_hdm=True)
+        ak.do_fwd_model(subject_id=subject_id, subjects_dir=subjects_dir, redo_hdm=True)
         # % do epochs
-        #TODO: This is a placeholder built the proper one from here
+        # TODO: This is a placeholder built the proper one from here
         ak.do_events()
         event_dict = {
             'Auditory/Left': 1,
@@ -44,7 +44,6 @@ def run(self,
 
         ak.do_epochs(event_id=event_dict)
 
-
         # % go 2 source
         stc = ak.do_src(
             subject_id=subject_id,
diff --git a/template_pipelines/resting_pipeline.py b/template_pipelines/resting_pipeline.py
index 8d0f793..dac0fda 100644
--- a/template_pipelines/resting_pipeline.py
+++ b/template_pipelines/resting_pipeline.py
@@ -1,37 +1,37 @@
-#Basic Resting state analysis pipeline
+# Basic Resting state analysis pipeline
+from pathlib import Path
+
+import joblib
 import mne
-from almkanal import AlmKanal
 from plus_slurm import Job
-import joblib
-from pathlib import Path
 
-class RestingPipe(Job):
+from almkanal import AlmKanal
 
+
+class RestingPipe(Job):
     job_data_folder = 'data_meg'
 
-    def run(self,
-            subject_id: str,
-            data_path: str,
-            subjects_dir: str,
-            empty_room_path: str,
-            lp: float = 100,
-            hp: float = 0.1,
-            ) -> None:
-        
+    def run(
+        self,
+        subject_id: str,
+        data_path: str,
+        subjects_dir: str,
+        empty_room_path: str,
+        lp: float = 100,
+        hp: float = 0.1,
+    ) -> None:
         full_path = Path(data_path) / subject_id + '_resting.fif'
         raw = mne.io.read_raw(full_path, preload=True)
 
         ak = AlmKanal(raw=raw)
         # do raw preproc
         ak.do_maxwell()
-        #% filter
+        # % filter
         ak.raw.filter(l_freq=hp, h_freq=lp)
-        #% run_ica
+        # % run_ica
         ak.do_ica()
         # % do fwd model
-        ak.do_fwd_model(subject_id=subject_id, 
-                        subjects_dir=subjects_dir, 
-                        redo_hdm=True)
+        ak.do_fwd_model(subject_id=subject_id, subjects_dir=subjects_dir, redo_hdm=True)
         # % go 2 source
         stc = ak.do_src(
             subject_id=subject_id,