journal cleanups 10-11

NREL · Jul 13, 2021 · b6033f5 · b6033f5
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diff --git a/docs/tutorials/10 - Duramat Webinar Simulations.html b/docs/tutorials/10 - Duramat Webinar Simulations.html
diff --git a/docs/tutorials/10 - Duramat Webinar Simulations.ipynb b/docs/tutorials/10 - Duramat Webinar Simulations.ipynb
diff --git a/docs/tutorials/10 - Duramat Webinar Simulations.py b/docs/tutorials/10 - Duramat Webinar Simulations.py
@@ -3,7 +3,12 @@
 
 # # Duramat Webinar: US NREL Electric Futures 2021
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-# Simulate REference and High Electrification scenarios, comparing to a glass baseline with High bifacial future projection.
+# This journal simulates the Reference and High Electrification scenarios from Electrification Futures, and comparing to a glass baseline with High bifacial future projection. 
+# 
+# Installed Capacity considerations from bifacial installations are not considered here.
+# 
+# Results from this journal were presented during Duramat's webinar April 2021 – “The Impacts of Module Reliability and Lifetime on PV in the Circular Economy" presented by Teresa Barnes, Silvana Ayala, and Heather Mirletz, NREL. 
+# 
 
 # In[1]:
 
@@ -269,17 +274,7 @@
 scenarios = ['base', 'high']
 
 
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-# PLOTTING GALORE
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-USyearly.keys()
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+# ## PLOTTING GALORE
 
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@@ -444,12 +439,6 @@
 dfcumulations2050[['glass','silicon','silver','copper','aluminium_frames']].sum(axis=1)
 
 
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 # ### Bonus: Bifacial Trend Cumulative Virgin Needs (not plotted, just values)
 
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@@ -679,9 +668,3 @@
 print("Cumulative Eol Only Waste by 2050 Million Tones by case")
 dfcumulations2050[['glass','silicon','silver','copper','aluminium_frames']].sum(axis=1)
 
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