diff --git a/README.md b/README.md
index d57f14c..631b286 100644
--- a/README.md
+++ b/README.md
@@ -1,2 +1,3 @@
 # large-dublin-consumers
-Identify and portray the largest 50 energy demand users in Dublin, utilizing the open access Valuation Office dataset in conjunction with CIBSE TM46 Benchmarks
+Identify and portray the largest 50 energy demand users in Dublin, utilizing the open access Valuation Office dataset in conjunction with CIBSE TM46 Benchmarks. Utilize the lasso-tool 
+from Pandas-Bokeh to enable manual selection of large consumers.
diff --git a/environment.yml b/environment.yml
index d11d8d2..1803980 100644
--- a/environment.yml
+++ b/environment.yml
@@ -7,5 +7,8 @@ dependencies:
   - plotly
   - streamlit
   - pandas-stubs
-  - pandas-bokeh
-  - streamlit-bokeh-events
\ No newline at end of file
+
+  - pip
+  - pip:
+    - streamlit-bokeh-events
+    - bokeh==2.2.2
\ No newline at end of file