diff --git a/CONTRIBUTING.rst b/CONTRIBUTING.rst
index fde94bc6..a42ba1ef 100644
--- a/CONTRIBUTING.rst
+++ b/CONTRIBUTING.rst
@@ -125,6 +125,7 @@ Ready to publish a new version to PyPi? Here's how the workflow to follow.
 
     -- Publish
     (pyLDAvis) $ twine upload --repository-url https://upload.pypi.org/legacy/ dist/*
+    (pyLDAvis) $ rm dist/*.tar.gz
 
 Note: MacOS Big Sur is both 10.16 and 11.0 – it’s official (https://eclecticlight.co/2020/07/21/big-sur-is-both-10-16-and-11-0-its-official/) ::
 
diff --git a/HISTORY.rst b/HISTORY.rst
index 83779b3e..506ad0d5 100644
--- a/HISTORY.rst
+++ b/HISTORY.rst
@@ -3,6 +3,14 @@
 History
 -------
 
+3.3.1 (2021-03-24)
+--------------------
+
+* Restored x-axis scale labels for term bars #200
+* import pyLDAvis.gensim_models as gensimvis
+* Deleted orphaned files.
+* Update .gitignore for notebooks/* models, data.
+
 3.3.0 (2021-03-16)
 --------------------
 
diff --git a/Pipfile b/Pipfile
index 80f2d1c0..bea855db 100644
--- a/Pipfile
+++ b/Pipfile
@@ -16,6 +16,7 @@ sklearn = "*"
 scikit-learn = "*"
 gensim = "*"
 Jinja2 = "*"
+reproducer = {editable = true, path = "."}
 
 [dev-packages]
 pytest = ">=3.7"
diff --git a/Pipfile.lock b/Pipfile.lock
index efbd3e1f..bc84324d 100644
--- a/Pipfile.lock
+++ b/Pipfile.lock
@@ -1,7 +1,7 @@
 {
     "_meta": {
         "hash": {
-            "sha256": "2fa2288a26aecbe2df783decec619957f925a9bff8044da959f04a6dd0809764"
+            "sha256": "a8b01c606a66492918eda86ff066ec7aa30b885b21e2e478f4c204f5c9cf8675"
         },
         "pipfile-spec": 6,
         "requires": {
@@ -244,7 +244,7 @@
                 "sha256:73ebfe9dbf22e832286dafa60473e4cd239f8592f699aa5adaf10050e6e1823c",
                 "sha256:75bb3f31ea686f1197762692a9ee6a7550b59fc6ca3a1f4b5d7e32fb98e2da2a"
             ],
-            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2'",
+            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'",
             "version": "==2.8.1"
         },
         "pytz": {
@@ -254,6 +254,10 @@
             ],
             "version": "==2021.1"
         },
+        "reproducer": {
+            "editable": true,
+            "path": "."
+        },
         "scikit-learn": {
             "hashes": [
                 "sha256:0567a2d29ad08af98653300c623bd8477b448fe66ced7198bef4ed195925f082",
@@ -263,12 +267,15 @@
                 "sha256:3c4f07f47c04e81b134424d53c3f5e16dfd7f494e44fd7584ba9ce9de2c5e6c1",
                 "sha256:4562dcf4793e61c5d0f89836d07bc37521c3a1889da8f651e2c326463c4bd697",
                 "sha256:4ddd2b6f7449a5d539ff754fa92d75da22de261fd8fdcfb3596799fadf255101",
+                "sha256:54be0a60a5a35005ad69c75902e0f5c9f699db4547ead427e97ef881c3242e6f",
+                "sha256:5580eba7345a4d3b097be2f067cc71a306c44bab19e8717a30361f279c929bea",
                 "sha256:7b04691eb2f41d2c68dbda8d1bd3cb4ef421bdc43aaa56aeb6c762224552dfb6",
                 "sha256:826b92bf45b8ad80444814e5f4ac032156dd481e48d7da33d611f8fe96d5f08b",
                 "sha256:83b21ff053b1ff1c018a2d24db6dd3ea339b1acfbaa4d9c881731f43748d8b3b",
                 "sha256:8772b99d683be8f67fcc04789032f1b949022a0e6880ee7b75a7ec97dbbb5d0b",
                 "sha256:895dbf2030aa7337649e36a83a007df3c9811396b4e2fa672a851160f36ce90c",
                 "sha256:8aa1b3ac46b80eaa552b637eeadbbce3be5931e4b5002b964698e33a1b589e1e",
+                "sha256:9599a3f3bf33f73fed0fe06d1dfa4e6081365a58c1c807acb07271be0dce9733",
                 "sha256:99349d77f54e11f962d608d94dfda08f0c9e5720d97132233ebdf35be2858b2d",
                 "sha256:9a24d1ccec2a34d4cd3f2a1f86409f3f5954cc23d4d2270ba0d03cf018aa4780",
                 "sha256:9bed8a1ef133c8e2f13966a542cb8125eac7f4b67dcd234197c827ba9c7dd3e0",
@@ -277,6 +284,7 @@
                 "sha256:a0334a1802e64d656022c3bfab56a73fbd6bf4b1298343f3688af2151810bbdf",
                 "sha256:a29460499c1e62b7a830bb57ca42e615375a6ab1bcad053cd25b493588348ea8",
                 "sha256:a36e159a0521e13bbe15ca8c8d038b3a1dd4c7dad18d276d76992e03b92cf643",
+                "sha256:abe835a851610f87201819cb315f8d554e1a3e8128912783a31e87264ba5ffb7",
                 "sha256:c13ebac42236b1c46397162471ea1c46af68413000e28b9309f8c05722c65a09",
                 "sha256:c3deb3b19dd9806acf00cf0d400e84562c227723013c33abefbbc3cf906596e9",
                 "sha256:c658432d8a20e95398f6bb95ff9731ce9dfa343fdf21eea7ec6a7edfacd4b4d9",
@@ -319,7 +327,7 @@
                 "sha256:30639c035cdb23534cd4aa2dd52c3bf48f06e5f4a941509c8bafd8ce11080259",
                 "sha256:8b74bedcbbbaca38ff6d7491d76f2b06b3592611af620f8426e82dddb04a5ced"
             ],
-            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2'",
+            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'",
             "version": "==1.15.0"
         },
         "sklearn": {
@@ -390,7 +398,7 @@
                 "sha256:c203ec8783bf771a155b207279b9bccb8dea02d8f0c9e5f8ead507bc3246ecc1",
                 "sha256:ef9d7589ef3c200abe66653d3f1ab1033c3c419ae9b9bdb1240a85b024efc88b"
             ],
-            "markers": "python_version >= '2.6' and python_version not in '3.0, 3.1, 3.2'",
+            "markers": "python_version >= '2.6' and python_version not in '3.0, 3.1, 3.2, 3.3'",
             "version": "==2.4.7"
         },
         "pytest": {
@@ -406,7 +414,7 @@
                 "sha256:806143ae5bfb6a3c6e736a764057db0e6a0e05e338b5630894a5f779cabb4f9b",
                 "sha256:b3bda1d108d5dd99f4a20d24d9c348e91c4db7ab1b749200bded2f839ccbe68f"
             ],
-            "markers": "python_version >= '2.6' and python_version not in '3.0, 3.1, 3.2'",
+            "markers": "python_version >= '2.6' and python_version not in '3.0, 3.1, 3.2, 3.3'",
             "version": "==0.10.2"
         }
     }
diff --git a/pyLDAvis/__init__.py b/pyLDAvis/__init__.py
index 98b438c4..d02feeaa 100755
--- a/pyLDAvis/__init__.py
+++ b/pyLDAvis/__init__.py
@@ -39,7 +39,7 @@
            "display", "show", "save_html", "save_json",
            "enable_notebook", "disable_notebook"]
 
-__version__ = "3.3.0"
+__version__ = "3.3.1"
 
 from pyLDAvis._display import *
 from pyLDAvis._prepare import prepare, js_PCoA, PreparedData
diff --git a/setup.py b/setup.py
index a8dc6c25..6cb96ce7 100755
--- a/setup.py
+++ b/setup.py
@@ -18,13 +18,13 @@
 
 setup(
     name='pyLDAvis',
-    version='3.3.0',
+    version='3.3.1',
     description='Interactive topic model visualization. Port of the R package.',
     long_description=readme,
     author='Ben Mabey',
     author_email='ben@benmabey.com',
     url='https://github.com/bmabey/pyLDAvis',
-    download_url = 'https://github.com/bmabey/pyLDAvis/tarball/3.3.0',
+    download_url = 'https://github.com/bmabey/pyLDAvis/tarball/3.3.1',
     packages=['pyLDAvis'],
     package_dir={'pyLDAvis': 'pyLDAvis'},
     tests_require=['pytest'],