diff --git a/README.md b/README.md
index 829964a..26fbe2a 100644
--- a/README.md
+++ b/README.md
@@ -5,7 +5,7 @@ A sampler which returns the nearest values between the input samples and the all
 # Example Code
 
 ```
-from autora.experimentalist.sampler.nearest_value_sampler import nearest_values_sampler
+from autora.experimentalist.sampler.nearest_value import nearest_values_sampler
 import numpy as np
 
 #Meta-Setup
diff --git a/docs/Basic Usage.ipynb b/docs/Basic Usage.ipynb
index 46eb854..fdce56b 100644
--- a/docs/Basic Usage.ipynb	
+++ b/docs/Basic Usage.ipynb	
@@ -28,7 +28,7 @@
    "source": [
     "import numpy as np\n",
     "import matplotlib.pyplot as plt\n",
-    "from autora.experimentalist.sampler.nearest_value_sampler import nearest_values_sampler"
+    "from autora.experimentalist.sampler.nearest_value import nearest_values_sampler"
    ]
   },
   {
diff --git a/docs/index.md b/docs/index.md
index 5d002ed..c815846 100644
--- a/docs/index.md
+++ b/docs/index.md
@@ -5,7 +5,7 @@ A sampler which returns the nearest values between the input samples and the all
 # Example Code
 
 ```
-from autora.experimentalist.sampler.nearest_value_sampler import nearest_values_sampler
+from autora.experimentalist.sampler.nearest_value import nearest_values_sampler
 import numpy as np
 
 #Meta-Setup
diff --git a/docs/quickstart.md b/docs/quickstart.md
index 93021ff..ae254f8 100644
--- a/docs/quickstart.md
+++ b/docs/quickstart.md
@@ -7,11 +7,11 @@ You will need:
 *Nearest-Value-Sampler is a part of the `autora` package:
 
 ```shell
-pip install -U autora["experimentalist-sampler-nearest-value-sampler"]
+pip install -U autora["experimentalist-sampler-nearest-value"]
 ```
 
 
 Check your installation by running:
 ```shell
-python -c "from autora.experimentalist.sampler.nearest_value_sampler import nearest_values_sampler"
+python -c "from autora.experimentalist.sampler.nearest_value import nearest_values_sampler"
 ```
diff --git a/tests/test_nearest_value_sampler.py b/tests/test_nearest_value_sampler.py
index 674aafc..ece81a2 100644
--- a/tests/test_nearest_value_sampler.py
+++ b/tests/test_nearest_value_sampler.py
@@ -1,4 +1,4 @@
-from autora.experimentalist.sampler.nearest_value_sampler import nearest_values_sampler
+from autora.experimentalist.sampler.nearest_value import nearest_values_sampler
 import numpy as np
 
 def test_output_dimensions():