diff --git a/.gitignore b/.gitignore
new file mode 100644
index 0000000..f16cf9f
--- /dev/null
+++ b/.gitignore
@@ -0,0 +1,3 @@
+dist/
+**/__pycache__/
+.ipynb_checkpoints/
diff --git a/requirements.txt b/requirements.txt
index 448748f..f497aa5 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -1,19 +1,20 @@
-anndata==0.7.4
+anndata==0.8.0
 ConfigArgParse==1.1
-h5py==2.10.0
+h5py==3.10.0
 leidenalg==0.8.0
 louvain==0.7.0
 numba==0.49.1
-numpy==1.18.2
+numpy==1.21.0
 numpy-groupies==0.9.13
-pandas==1.0.4
+pandas==1.5.3
 pytest==5.4.1
-python-dateutil==2.8.1
+python-dateutil==2.8.2
 PyYAML==5.3.1
 requests==2.26.0
 requests-cache==0.5.2
 requests-oauthlib==1.3.0
 requests-toolbelt==0.9.1
+matplotlib==3.6.3
 scanpy==1.6.0
 scikit-learn==0.22.2.post1
 scikit-misc==0.1.3
@@ -28,3 +29,4 @@ tqdm==4.44.1
 umap-learn==0.3.10
 urllib3==1.26.6
 protobuf==3.20.*
+
diff --git a/scnym.egg-info/PKG-INFO b/scnym.egg-info/PKG-INFO
index 1e5d581..7fb0b57 100644
--- a/scnym.egg-info/PKG-INFO
+++ b/scnym.egg-info/PKG-INFO
@@ -11,22 +11,23 @@ Classifier: Intended Audience :: Science/Research
 Classifier: Topic :: Scientific/Engineering :: Bio-Informatics
 Requires-Python: >=3.6
 License-File: LICENSE
-Requires-Dist: anndata==0.7.4
+Requires-Dist: anndata==0.8.0
 Requires-Dist: ConfigArgParse==1.1
-Requires-Dist: h5py==2.10.0
+Requires-Dist: h5py==3.10.0
 Requires-Dist: leidenalg==0.8.0
 Requires-Dist: louvain==0.7.0
 Requires-Dist: numba==0.49.1
-Requires-Dist: numpy==1.18.2
+Requires-Dist: numpy==1.21.0
 Requires-Dist: numpy-groupies==0.9.13
-Requires-Dist: pandas==1.0.4
+Requires-Dist: pandas==1.5.3
 Requires-Dist: pytest==5.4.1
-Requires-Dist: python-dateutil==2.8.1
+Requires-Dist: python-dateutil==2.8.2
 Requires-Dist: PyYAML==5.3.1
 Requires-Dist: requests==2.26.0
 Requires-Dist: requests-cache==0.5.2
 Requires-Dist: requests-oauthlib==1.3.0
 Requires-Dist: requests-toolbelt==0.9.1
+Requires-Dist: matplotlib==3.6.3
 Requires-Dist: scanpy==1.6.0
 Requires-Dist: scikit-learn==0.22.2.post1
 Requires-Dist: scikit-misc==0.1.3
diff --git a/scnym.egg-info/SOURCES.txt b/scnym.egg-info/SOURCES.txt
index 334f7bb..1e4a6c6 100644
--- a/scnym.egg-info/SOURCES.txt
+++ b/scnym.egg-info/SOURCES.txt
@@ -34,6 +34,18 @@ scnym.egg-info/dependency_links.txt
 scnym.egg-info/entry_points.txt
 scnym.egg-info/requires.txt
 scnym.egg-info/top_level.txt
+scnym/__pycache__/__init__.cpython-38.pyc
+scnym/__pycache__/api.cpython-38.pyc
+scnym/__pycache__/attributionpriors.cpython-38.pyc
+scnym/__pycache__/dataprep.cpython-38.pyc
+scnym/__pycache__/distributions.cpython-38.pyc
+scnym/__pycache__/interpret.cpython-38.pyc
+scnym/__pycache__/losses.cpython-38.pyc
+scnym/__pycache__/main.cpython-38.pyc
+scnym/__pycache__/model.cpython-38.pyc
+scnym/__pycache__/predict.cpython-38.pyc
+scnym/__pycache__/trainer.cpython-38.pyc
+scnym/__pycache__/utils.cpython-38.pyc
 tests/test_api.py
 tests/test_da.py
 tests/test_dataprep.py
diff --git a/scnym.egg-info/requires.txt b/scnym.egg-info/requires.txt
index 448748f..e9ae8ff 100644
--- a/scnym.egg-info/requires.txt
+++ b/scnym.egg-info/requires.txt
@@ -1,19 +1,20 @@
-anndata==0.7.4
+anndata==0.8.0
 ConfigArgParse==1.1
-h5py==2.10.0
+h5py==3.10.0
 leidenalg==0.8.0
 louvain==0.7.0
 numba==0.49.1
-numpy==1.18.2
+numpy==1.21.0
 numpy-groupies==0.9.13
-pandas==1.0.4
+pandas==1.5.3
 pytest==5.4.1
-python-dateutil==2.8.1
+python-dateutil==2.8.2
 PyYAML==5.3.1
 requests==2.26.0
 requests-cache==0.5.2
 requests-oauthlib==1.3.0
 requests-toolbelt==0.9.1
+matplotlib==3.6.3
 scanpy==1.6.0
 scikit-learn==0.22.2.post1
 scikit-misc==0.1.3
diff --git a/scnym/__pycache__/api.cpython-38.pyc b/scnym/__pycache__/api.cpython-38.pyc
index 11fc7de..0b2a6b3 100644
Binary files a/scnym/__pycache__/api.cpython-38.pyc and b/scnym/__pycache__/api.cpython-38.pyc differ