diff --git a/DESCRIPTION.md b/DESCRIPTION.md
index 7a862aea7..fb96a2e30 100644
--- a/DESCRIPTION.md
+++ b/DESCRIPTION.md
@@ -1,6 +1,6 @@
 # Yellowbrick
 
-[![Visualizers](docs/images/readme/banner.png)](https://www.scikit-yb.org/)
+[![Visualizers](https://github.com/DistrictDataLabs/yellowbrick/raw/develop/docs/images/readme/banner.png)](https://www.scikit-yb.org/)
 
 Yellowbrick is a suite of visual analysis and diagnostic tools designed to facilitate machine learning with scikit-learn. The library implements a new core API object, the `Visualizer` that is an scikit-learn estimator — an object that learns from data. Similar to transformers or models, visualizers learn from data by creating a visual representation of the model selection workflow.
 
@@ -16,7 +16,7 @@ Visualizers are estimators — objects that learn from data — whose pr
 
 - **Classification Report**: a visual classification report that displays a model's precision, recall, and F1 per-class scores as a heatmap
 - **Confusion Matrix**: a heatmap view of the confusion matrix of pairs of classes in multi-class classification
-- **Discrimination Threshold**: a visualization of the precision, recall, F1-score, and queue rate with respect to the discrimination threshold of a binary classifier 
+- **Discrimination Threshold**: a visualization of the precision, recall, F1-score, and queue rate with respect to the discrimination threshold of a binary classifier
 - **Precision-Recall Curve**: plot the precision vs recall scores for different probability thresholds
 - **ROCAUC**: graph the receiver operator characteristic (ROC) and area under the curve (AUC)
 
@@ -66,5 +66,5 @@ Visualizers are estimators — objects that learn from data — whose pr
 ... and more! Yellowbrick is adding new visualizers all the time so be sure to check out our [examples gallary](https://www.scikit-yb.org/en/latest/api/index.html) — or even the [develop](https://github.com/districtdatalabs/yellowbrick/tree/develop) branch — and feel free to contribute your ideas for new Visualizers!
 
 ## Affiliations
-[![District Data Labs](docs/images/readme/affiliates_ddl.png)](https://www.districtdatalabs.com/) [![NumFOCUS Affiliated Project](docs/images/readme/affiliates_numfocus.png)](https://numfocus.org/)
+[![District Data Labs](https://github.com/DistrictDataLabs/yellowbrick/raw/develop/docs/images/readme/affiliates_ddl.png)](https://www.districtdatalabs.com/) [![NumFOCUS Affiliated Project](https://github.com/DistrictDataLabs/yellowbrick/raw/develop/docs/images/readme/affiliates_numfocus.png)](https://numfocus.org/)
 
diff --git a/setup.cfg b/setup.cfg
index 505034391..f3a590f4d 100644
--- a/setup.cfg
+++ b/setup.cfg
@@ -2,9 +2,6 @@
 description-file = DESCRIPTION.txt
 license_file = LICENSE.txt
 
-[wheel]
-universal = 1
-
 [test]
 local_freetype = True
 tests = True
diff --git a/setup.py b/setup.py
index 06f23e4f4..babb04d3e 100755
--- a/setup.py
+++ b/setup.py
@@ -163,7 +163,7 @@ def get_description_type(path=PKG_DESCRIBE):
     "zip_safe": False,
     "entry_points": {"console_scripts": []},
     "install_requires": list(get_requires()),
-    "python_requires": ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, <4",
+    "python_requires": ">=3.4, <4",
     "setup_requires": ["pytest-runner"],
     "tests_require": ["pytest"],
 }
diff --git a/tests/__init__.py b/tests/__init__.py
index 4f88b2007..ee5426a0b 100644
--- a/tests/__init__.py
+++ b/tests/__init__.py
@@ -27,7 +27,7 @@
 ## Test Constants
 ##########################################################################
 
-EXPECTED_VERSION = "1.0"
+EXPECTED_VERSION = "1.0.post1"
 
 
 ##########################################################################
diff --git a/yellowbrick/version.py b/yellowbrick/version.py
index 74c0811de..e1c893b33 100644
--- a/yellowbrick/version.py
+++ b/yellowbrick/version.py
@@ -22,7 +22,8 @@
     "minor": 0,
     "micro": 0,
     "releaselevel": "final",
-    "serial": 14,
+    "post": 1,
+    "serial": 15,
 }
 
 ##########################################################################
@@ -35,11 +36,20 @@ def get_version(short=False):
     Prints the version.
     """
     assert __version_info__["releaselevel"] in ("alpha", "beta", "final")
-    vers = ["%(major)i.%(minor)i" % __version_info__]
+    vers = ["{major}.{minor}".format(**__version_info__)]
+
     if __version_info__["micro"]:
-        vers.append(".%(micro)i" % __version_info__)
+        vers.append(".{micro}".format(**__version_info__))
+
     if __version_info__["releaselevel"] != "final" and not short:
         vers.append(
-            "%s%i" % (__version_info__["releaselevel"][0], __version_info__["serial"])
+            "{}{}".format(
+                __version_info__["releaselevel"][0],
+                __version_info__["serial"],
+            )
         )
+
+    if __version_info__["post"]:
+        vers.append(".post{}".format(__version_info__["post"]))
+
     return "".join(vers)