Update app.py

app.py

@@ -7,7 +7,7 @@ subprocess.check_call(
   [sys.executable, "-m", "pip", "install", package]
 )
 
-
+##Lines 1-8 are necessary because the normal requirements.txt path for installing a package from disk doesn't work on HF spaces, thank you to Omar Sanseviero for the help! 
 
 import numpy as np
 import pandas as pd
@@ -29,8 +29,10 @@ st.caption("Linkedin: https://www.linkedin.com/in/allen-roush-27721011b/")
 st.title("SHAP (SHapley Additive exPlanations)")
 st.image("https://shap.readthedocs.io/en/latest/_images/shap_header.png", width = 700)
 st.caption("By Lundberg, Scott M and Lee, Su-In")
+st.caption("Slightly modified by Allen Roush to fix a bug with text plotting not working outside of Jupyter Notebooks")
 st.caption("Full Citation: https://raw.githubusercontent.com/slundberg/shap/master/docs/references/shap_nips.bib")
 st.caption("See on github:: https://github.com/slundberg/shap")
+st.caption("More details of how SHAP works: https://christophm.github.io/interpretable-ml-book/shap.html")
 
 
 form = st.sidebar.form("Main Settings")
@@ -153,7 +155,6 @@ else:
     shap_values = explainer([doc])
 
 
-###REMEMBER YOU FIXED THE CODE IN SHAP, YOU NEED TO FORK IT
 
 the_plot = shap.plots.text(shap_values, display = False)
 st.caption("Scroll to see the full output!")