diff --git a/assets/javascripts/templates/pages/about_tmpl.coffee b/assets/javascripts/templates/pages/about_tmpl.coffee
index b6fa213e..4b4607d7 100644
--- a/assets/javascripts/templates/pages/about_tmpl.coffee
+++ b/assets/javascripts/templates/pages/about_tmpl.coffee
@@ -613,7 +613,7 @@ credits = [
     'https://raw.githubusercontent.com/padrino/padrino-framework/master/padrino/LICENSE.txt'
   ], [
     'pandas',
-    '2008-2020, AQR Capital Management, LLC, Lambda Foundry, Inc. and PyData Development Team',
+    '2008-2021, AQR Capital Management, LLC, Lambda Foundry, Inc. and PyData Development Team',
     'BSD',
     'https://raw.githubusercontent.com/pydata/pandas/master/LICENSE'
   ], [
diff --git a/docs/file-scrapers.md b/docs/file-scrapers.md
index 49f0c741..5289d980 100644
--- a/docs/file-scrapers.md
+++ b/docs/file-scrapers.md
@@ -163,6 +163,15 @@ dpkg -x $PACKAGE ./
 mv ./usr/share/doc/openjdk-16-jre-headless/api/ path/to/devdocs/docs/openjdk~$VERSION
 ```
 
+## Pandas
+
+```sh
+mkdir docs/pandas~1
+cd docs/pandas~1
+curl https://pandas.pydata.org/docs/pandas.zip
+bsdtar xf pandas.zip
+```
+
 ## PHP
 Click the link under the "Many HTML files" column on https://www.php.net/download-docs.php, extract the tarball, change its name to `php` and put it in `/path/to/devdocs/docs/`.
 
diff --git a/lib/docs/filters/pandas/clean_html.rb b/lib/docs/filters/pandas/clean_html.rb
index 4b0fd3bf..86900be4 100644
--- a/lib/docs/filters/pandas/clean_html.rb
+++ b/lib/docs/filters/pandas/clean_html.rb
@@ -23,6 +23,9 @@ module Docs
           node['data-language'] = 'python'
         end
 
+        # table of contents "on this page"
+        css('.toc-item').remove
+
         # sidebar
         css('ul.nav.bd-sidenav').remove
 
@@ -30,8 +33,7 @@ module Docs
         css('.headerlink').remove
 
         # next and previous section buttons
-        css('next-link').remove
-        css('prev-link').remove
+        css('.prev-next-area').remove
 
         css('footer').remove
 
diff --git a/lib/docs/scrapers/pandas.rb b/lib/docs/scrapers/pandas.rb
index b1eccb71..925c9e04 100644
--- a/lib/docs/scrapers/pandas.rb
+++ b/lib/docs/scrapers/pandas.rb
@@ -1,5 +1,5 @@
 module Docs
-  class Pandas < UrlScraper
+  class Pandas < FileScraper
     self.name = 'pandas'
     self.type = 'sphinx'
     self.root_path = 'index.html'
@@ -8,22 +8,22 @@ module Docs
       code: 'https://github.com/pydata/pandas'
     }
 
-    html_filters.push 'pandas/clean_html', 'pandas/entries'
-
     options[:skip] = %w(internals.html release.html contributing.html whatsnew.html)
     options[:skip_patterns] = [/whatsnew\//]
 
     options[:attribution] = <<-HTML
-      &copy; 2008&ndash;2020, AQR Capital Management, LLC, Lambda Foundry, Inc. and PyData Development Team<br>
+      &copy; 2008&ndash;2021, AQR Capital Management, LLC, Lambda Foundry, Inc. and PyData Development Team<br>
       Licensed under the 3-clause BSD License.
     HTML
 
     version '1' do
-      self.release = '1.2.0'
+      self.release = '1.3.4'
       self.base_url = "https://pandas.pydata.org/pandas-docs/version/#{self.release}/"
 
       html_filters.push 'pandas/clean_html', 'pandas/entries'
 
+      options[:container] = 'main section'
+
       options[:skip_patterns] = [
         /development/,
         /getting_started/,