diff --git a/assets/javascripts/templates/pages/about_tmpl.coffee b/assets/javascripts/templates/pages/about_tmpl.coffee
index d788b500..a868b281 100644
--- a/assets/javascripts/templates/pages/about_tmpl.coffee
+++ b/assets/javascripts/templates/pages/about_tmpl.coffee
@@ -573,7 +573,7 @@ credits = [
     'https://raw.githubusercontent.com/npm/npm/master/LICENSE'
   ], [
     'NumPy',
-    '2005-2020 NumPy Developers',
+    '2005-2021 NumPy Developers',
     'BSD',
     'https://raw.githubusercontent.com/numpy/numpy/master/LICENSE.txt'
   ], [
diff --git a/lib/docs/filters/numpy/clean_html.rb b/lib/docs/filters/numpy/clean_html.rb
index 65fb345c..54871eed 100644
--- a/lib/docs/filters/numpy/clean_html.rb
+++ b/lib/docs/filters/numpy/clean_html.rb
@@ -2,7 +2,7 @@ module Docs
   class Numpy
     class CleanHtmlFilter < Filter
       def call
-        at_css('#spc-section-body')
+        at_css('#spc-section-body, main > div')
       end
     end
   end
diff --git a/lib/docs/filters/numpy/entries.rb b/lib/docs/filters/numpy/entries.rb
index 7cfaca77..e6fbb7d1 100644
--- a/lib/docs/filters/numpy/entries.rb
+++ b/lib/docs/filters/numpy/entries.rb
@@ -12,6 +12,16 @@ module Docs
       end
 
       def get_type
+        if version >= "1.20"
+          if slug.start_with?('user')
+            return 'User Guide'
+          elsif slug.start_with?('dev')
+            return 'Development'
+          end
+          li_a = css('nav li.active > a')
+          return li_a.last.content if li_a
+        end
+
         nav_items = css('.nav.nav-pills.pull-left > li')
 
         if nav_items[5]
diff --git a/lib/docs/scrapers/numpy.rb b/lib/docs/scrapers/numpy.rb
index 080a0d28..50fc304e 100644
--- a/lib/docs/scrapers/numpy.rb
+++ b/lib/docs/scrapers/numpy.rb
@@ -22,10 +22,16 @@ module Docs
     ]
 
     options[:attribution] = <<-HTML
-      &copy; 2005&ndash;2020 NumPy Developers<br>
+      &copy; 2005&ndash;2021 NumPy Developers<br>
       Licensed under the 3-clause BSD License.
     HTML
 
+    version '1.20' do
+      self.release = '1.20.1'
+      self.base_url = "https://numpy.org/doc/#{self.version}/"
+      options[:container] = nil
+    end
+
     version '1.19' do
       self.release = '1.19.0'
       self.base_url = "https://numpy.org/doc/#{self.version}/"