Cleanup and final touches
diff --git a/docs/Makefile b/docs/Makefile
index c60be01..27d2ee5 100644
--- a/docs/Makefile
+++ b/docs/Makefile
@@ -1,259 +1,3 @@
-# # Licensed to the Apache Software Foundation (ASF) under one or more
-# # contributor license agreements.  See the NOTICE file distributed with
-# # this work for additional information regarding copyright ownership.
-# # The ASF licenses this file to You under the Apache License, Version 2.0
-# # (the "License"); you may not use this file except in compliance with
-# # the License.  You may obtain a copy of the License at
-# #
-# #   http://www.apache.org/licenses/LICENSE-2.0
-# #
-# # Unless required by applicable law or agreed to in writing, software
-# # distributed under the License is distributed on an "AS IS" BASIS,
-# # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-# # See the License for the specific language governing permissions and
-# # limitations under the License.
-
-# # Makefile for Sphinx documentation
-# #
-
-# # You can set these variables from the command line.
-
-# SPHINXOPTS    =
-# SPHINXBUILD   = sphinx-build
-# PAPER         =
-# BUILDDIR      = ../../distill-docs
-# PDFBUILDER    = /tmp
-# PDF           = ../manual.pdf
-
-# # User-friendly check for sphinx-build
-# ifeq ($(shell which $(SPHINXBUILD) >/dev/null 2>&1; echo $$?), 1)
-# 	$(error The '$(SPHINXBUILD)' command was not found. Make sure you have Sphinx installed, then set the SPHINXBUILD environment variable to point to the full path of the '$(SPHINXBUILD)' executable. Alternatively you can add the directory with the executable to your PATH. If you don\'t have Sphinx installed, grab it from http://sphinx-doc.org/)
-# endif
-
-# # Internal variables.
-# PAPEROPT_a4     = -D latex_paper_size=a4
-# PAPEROPT_letter = -D latex_paper_size=letter
-# ALLSPHINXOPTS   = -d $(BUILDDIR)/doctrees $(PAPEROPT_$(PAPER)) $(SPHINXOPTS) source
-# # the i18n builder cannot share the environment and doctrees with the others
-# I18NSPHINXOPTS  = $(PAPEROPT_$(PAPER)) $(SPHINXOPTS) source
-
-# .PHONY: help
-# help:
-# 	@echo "Please use \`make <target>' where <target> is one of"
-# 	@echo "  html       to make standalone HTML files"
-# 	@echo "  dirhtml    to make HTML files named index.html in directories"
-# 	@echo "  singlehtml to make a single large HTML file"
-# 	@echo "  pickle     to make pickle files"
-# 	@echo "  json       to make JSON files"
-# 	@echo "  htmlhelp   to make HTML files and a HTML help project"
-# 	@echo "  qthelp     to make HTML files and a qthelp project"
-# 	@echo "  applehelp  to make an Apple Help Book"
-# 	@echo "  devhelp    to make HTML files and a Devhelp project"
-# 	@echo "  epub       to make an epub"
-# 	@echo "  epub3      to make an epub3"
-# 	@echo "  latex      to make LaTeX files, you can set PAPER=a4 or PAPER=letter"
-# 	@echo "  latexpdf   to make LaTeX files and run them through pdflatex"
-# 	@echo "  latexpdfja to make LaTeX files and run them through platex/dvipdfmx"
-# 	@echo "  text       to make text files"
-# 	@echo "  man        to make manual pages"
-# 	@echo "  texinfo    to make Texinfo files"
-# 	@echo "  info       to make Texinfo files and run them through makeinfo"
-# 	@echo "  gettext    to make PO message catalogs"
-# 	@echo "  changes    to make an overview of all changed/added/deprecated items"
-# 	@echo "  xml        to make Docutils-native XML files"
-# 	@echo "  pseudoxml  to make pseudoxml-XML files for display purposes"
-# 	@echo "  linkcheck  to check all external links for integrity"
-# 	@echo "  doctest    to run all doctests embedded in the documentation (if enabled)"
-# 	@echo "  coverage   to run coverage check of the documentation (if enabled)"
-# 	@echo "  dummy      to check syntax errors of document sources"
-
-# .PHONY: clean
-# clean:
-# 	rm -rf $(BUILDDIR)/doctrees
-# 	rm -rf $(BUILDDIR)/html/*.html
-# 	rm -rf $(BUILDDIR)/html/*.js
-# 	rm -rf $(BUILDDIR)/html/*.html
-# 	rm -rf $(BUILDDIR)/html/_sources
-# 	rm -rf $(BUILDDIR)/html/_static
-
-# .PHONY: html
-# html:
-# 	$(SPHINXBUILD) -b html $(ALLSPHINXOPTS) $(BUILDDIR)/html
-# 	@echo
-# 	@echo "Build finished. The HTML pages are in $(BUILDDIR)/html."
-
-# .PHONY: dirhtml
-# dirhtml:
-# 	$(SPHINXBUILD) -b dirhtml $(ALLSPHINXOPTS) $(BUILDDIR)/dirhtml
-# 	@echo
-# 	@echo "Build finished. The HTML pages are in $(BUILDDIR)/dirhtml."
-
-# .PHONY: singlehtml
-# singlehtml:
-# 	$(SPHINXBUILD) -b singlehtml $(ALLSPHINXOPTS) $(BUILDDIR)/singlehtml
-# 	@echo
-# 	@echo "Build finished. The HTML page is in $(BUILDDIR)/singlehtml."
-
-# .PHONY: pickle
-# pickle:
-# 	$(SPHINXBUILD) -b pickle $(ALLSPHINXOPTS) $(BUILDDIR)/pickle
-# 	@echo
-# 	@echo "Build finished; now you can process the pickle files."
-
-# .PHONY: json
-# json:
-# 	$(SPHINXBUILD) -b json $(ALLSPHINXOPTS) $(BUILDDIR)/json
-# 	@echo
-# 	@echo "Build finished; now you can process the JSON files."
-
-# .PHONY: htmlhelp
-# htmlhelp:
-# 	$(SPHINXBUILD) -b htmlhelp $(ALLSPHINXOPTS) $(BUILDDIR)/htmlhelp
-# 	@echo
-# 	@echo "Build finished; now you can run HTML Help Workshop with the" \
-# 	      ".hhp project file in $(BUILDDIR)/htmlhelp."
-
-# .PHONY: qthelp
-# qthelp:
-# 	$(SPHINXBUILD) -b qthelp $(ALLSPHINXOPTS) $(BUILDDIR)/qthelp
-# 	@echo
-# 	@echo "Build finished; now you can run "qcollectiongenerator" with the" \
-# 	      ".qhcp project file in $(BUILDDIR)/qthelp, like this:"
-# 	@echo "# qcollectiongenerator $(BUILDDIR)/qthelp/Distill.qhcp"
-# 	@echo "To view the help file:"
-# 	@echo "# assistant -collectionFile $(BUILDDIR)/qthelp/Distill.qhc"
-
-# .PHONY: applehelp
-# applehelp:
-# 	$(SPHINXBUILD) -b applehelp $(ALLSPHINXOPTS) $(BUILDDIR)/applehelp
-# 	@echo
-# 	@echo "Build finished. The help book is in $(BUILDDIR)/applehelp."
-# 	@echo "N.B. You won't be able to view it unless you put it in" \
-# 	      "~/Library/Documentation/Help or install it in your application" \
-# 	      "bundle."
-
-# .PHONY: devhelp
-# devhelp:
-# 	$(SPHINXBUILD) -b devhelp $(ALLSPHINXOPTS) $(BUILDDIR)/devhelp
-# 	@echo
-# 	@echo "Build finished."
-# 	@echo "To view the help file:"
-# 	@echo "# mkdir -p $$HOME/.local/share/devhelp/Distill"
-# 	@echo "# ln -s $(BUILDDIR)/devhelp $$HOME/.local/share/devhelp/Distill"
-# 	@echo "# devhelp"
-
-# .PHONY: epub
-# epub:
-# 	$(SPHINXBUILD) -b epub $(ALLSPHINXOPTS) $(BUILDDIR)/epub
-# 	@echo
-# 	@echo "Build finished. The epub file is in $(BUILDDIR)/epub."
-
-# .PHONY: epub3
-# epub3:
-# 	$(SPHINXBUILD) -b epub3 $(ALLSPHINXOPTS) $(BUILDDIR)/epub3
-# 	@echo
-# 	@echo "Build finished. The epub3 file is in $(BUILDDIR)/epub3."
-
-# .PHONY: latex
-# latex:
-# 	$(SPHINXBUILD) -b latex $(ALLSPHINXOPTS) $(BUILDDIR)/latex
-# 	@echo
-# 	@echo "Build finished; the LaTeX files are in $(BUILDDIR)/latex."
-# 	@echo "Run \`make' in that directory to run these through (pdf)latex" \
-# 	      "(use \`make latexpdf' here to do that automatically)."
-
-# .PHONY: latexpdf
-# latexpdf:
-# 	$(SPHINXBUILD) -b latex $(ALLSPHINXOPTS) $(PDFBUILDER)/latex
-# 	@echo "Running LaTeX files through pdflatex..."
-# 	$(MAKE) -C $(PDFBUILDER)/latex all-pdf
-# 	cp $(PDFBUILDER)/latex/*.pdf $(PDF) 
-# 	@echo "pdflatex finished; see $(PDF)"
-
-# .PHONY: latexpdfja
-# latexpdfja:
-# 	$(SPHINXBUILD) -b latex $(ALLSPHINXOPTS) $(BUILDDIR)/latex
-# 	@echo "Running LaTeX files through platex and dvipdfmx..."
-# 	$(MAKE) -C $(BUILDDIR)/latex all-pdf-ja
-# 	@echo "pdflatex finished; the PDF files are in $(BUILDDIR)/latex."
-
-# .PHONY: text
-# text:
-# 	$(SPHINXBUILD) -b text $(ALLSPHINXOPTS) $(BUILDDIR)/text
-# 	@echo
-# 	@echo "Build finished. The text files are in $(BUILDDIR)/text."
-
-# .PHONY: man
-# man:
-# 	$(SPHINXBUILD) -b man $(ALLSPHINXOPTS) $(BUILDDIR)/man
-# 	@echo
-# 	@echo "Build finished. The manual pages are in $(BUILDDIR)/man."
-
-# .PHONY: texinfo
-# texinfo:
-# 	$(SPHINXBUILD) -b texinfo $(ALLSPHINXOPTS) $(BUILDDIR)/texinfo
-# 	@echo
-# 	@echo "Build finished. The Texinfo files are in $(BUILDDIR)/texinfo."
-# 	@echo "Run \`make' in that directory to run these through makeinfo" \
-# 	      "(use \`make info' here to do that automatically)."
-
-# .PHONY: info
-# info:
-# 	$(SPHINXBUILD) -b texinfo $(ALLSPHINXOPTS) $(BUILDDIR)/texinfo
-# 	@echo "Running Texinfo files through makeinfo..."
-# 	make -C $(BUILDDIR)/texinfo info
-# 	@echo "makeinfo finished; the Info files are in $(BUILDDIR)/texinfo."
-
-# .PHONY: gettext
-# gettext:
-# 	$(SPHINXBUILD) -b gettext $(I18NSPHINXOPTS) $(BUILDDIR)/locale
-# 	@echo
-# 	@echo "Build finished. The message catalogs are in $(BUILDDIR)/locale."
-
-# .PHONY: changes
-# changes:
-# 	$(SPHINXBUILD) -b changes $(ALLSPHINXOPTS) $(BUILDDIR)/changes
-# 	@echo
-# 	@echo "The overview file is in $(BUILDDIR)/changes."
-
-# .PHONY: linkcheck
-# linkcheck:
-# 	$(SPHINXBUILD) -b linkcheck $(ALLSPHINXOPTS) $(BUILDDIR)/linkcheck
-# 	@echo
-# 	@echo "Link check complete; look for any errors in the above output " \
-# 	      "or in $(BUILDDIR)/linkcheck/output.txt."
-
-# .PHONY: doctest
-# doctest:
-# 	$(SPHINXBUILD) -b doctest $(ALLSPHINXOPTS) $(BUILDDIR)/doctest
-# 	@echo "Testing of doctests in the sources finished, look at the " \
-# 	      "results in $(BUILDDIR)/doctest/output.txt."
-
-# .PHONY: coverage
-# coverage:
-# 	$(SPHINXBUILD) -b coverage $(ALLSPHINXOPTS) $(BUILDDIR)/coverage
-# 	@echo "Testing of coverage in the sources finished, look at the " \
-# 	      "results in $(BUILDDIR)/coverage/python.txt."
-
-# .PHONY: xml
-# xml:
-# 	$(SPHINXBUILD) -b xml $(ALLSPHINXOPTS) $(BUILDDIR)/xml
-# 	@echo
-# 	@echo "Build finished. The XML files are in $(BUILDDIR)/xml."
-
-# .PHONY: pseudoxml
-# pseudoxml:
-# 	$(SPHINXBUILD) -b pseudoxml $(ALLSPHINXOPTS) $(BUILDDIR)/pseudoxml
-# 	@echo
-# 	@echo "Build finished. The pseudo-XML files are in $(BUILDDIR)/pseudoxml."
-
-# .PHONY: dummy
-# dummy:
-# 	$(SPHINXBUILD) -b dummy $(ALLSPHINXOPTS) $(BUILDDIR)/dummy
-# 	@echo
-# 	@echo "Build finished. Dummy builder generates no files."
-
-
 # ==================================================
 # Minimal makefile for Sphinx documentation
 #
diff --git a/docs/conf.py b/docs/conf.py
index caa54f0..a8561df 100644
--- a/docs/conf.py
+++ b/docs/conf.py
@@ -1,7 +1,7 @@
 # -- Project information -----------------------------------------------------
 project = 'Apache Flagon Distill'
 copyright = '2022, UMD ARLIS'
-author = 'NAMES TO BE ADDED' #add names here
+author = 'Joshua Poore, Amir Ghaemi, Alex Veerasammy, Grant Tamrakar' #add names here
 
 
 # -- General configuration ---------------------------------------------------
diff --git a/docs/requirements.txt b/docs/requirements.txt
index 8910cc5..8fece18 100644
--- a/docs/requirements.txt
+++ b/docs/requirements.txt
@@ -1,4 +1,3 @@
-
 Sphinx==1.6.3
 sphinx-rtd-theme==0.2.4
 sphinxcontrib-websupport==1.0.1