feat: finished 1/2 of Table 1.1

13 files changed, 177 insertions, 118 deletions

diff --git a/build/main.aux b/build/main.aux
index 012bb3b..aad16b0 100644
--- a/build/main.aux
+++ b/build/main.aux
@@ -26,6 +26,7 @@
 \@writefile{nav}{\headcommand {\beamer@framepages {5}{5}}}
 \@writefile{nav}{\headcommand {\slideentry {0}{0}{6}{6/6}{}{0}}}
 \@writefile{nav}{\headcommand {\beamer@framepages {6}{6}}}
+\citation{DBLP:conf/sc/TaheriBPRHDEWPM24}
 \@writefile{nav}{\headcommand {\slideentry {0}{0}{7}{7/7}{}{0}}}
 \@writefile{nav}{\headcommand {\beamer@framepages {7}{7}}}
 \@writefile{nav}{\headcommand {\slideentry {0}{0}{8}{8/8}{}{0}}}
diff --git a/build/main.fdb_latexmk b/build/main.fdb_latexmk
index 7def844..e57bf99 100644
--- a/build/main.fdb_latexmk
+++ b/build/main.fdb_latexmk
@@ -1,16 +1,16 @@
 # Fdb version 4
-["bibtex build/main"] 1781700069.26172 "build/main.aux" "build/main.bbl" "build/main" 1781824141.25009 0
+["bibtex build/main"] 1782023173.9314 "build/main.aux" "build/main.bbl" "build/main" 1782025374.16406 0
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-  "build/main.aux" 1781824141.08527 4841 e2a92f1366e6b7f7fea5e1b9836bb5a5 "pdflatex"
+  "build/main.aux" 1782025374.00229 4883 7616703aa27a4da7cf31ec7afdc1ddfe "pdflatex"
   (generated)
   "build/main.bbl"
   "build/main.blg"
   (rewritten before read)
-["pdflatex"] 1781824138.94721 "main.tex" "build/main.pdf" "main" 1781824141.25026 0
+["pdflatex"] 1782025371.69121 "main.tex" "build/main.pdf" "main" 1782025374.16425 0
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-  "/usr/share/texmf-dist/fonts/enc/dvips/cm-super/cm-super-t1.enc" 1775415801 2971 def0b6c1f0b107b3b936def894055589 ""
   "/usr/share/texmf-dist/fonts/enc/dvips/fontawesome5/fa5free1.enc" 1775415801 3042 0e2b14b9be7d01075a4c4591d5d1781b ""
+  "/usr/share/texmf-dist/fonts/enc/dvips/inconsolata/i4-t1-0.enc" 1775415801 7631 5169ff1acd97ff1c4ab83563c99f96f4 ""
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@@ -33,6 +31,7 @@
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@@ -44,11 +43,10 @@
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   "/usr/share/texmf-dist/fonts/tfm/public/stix/stix-mathsfit.tfm" 1775415801 2560 304766c612fce5d4ce94849df0676616 ""
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-  "/usr/share/texmf-dist/fonts/type1/public/cm-super/sftt1000.pfb" 1775415801 169201 9ebf99020dde51a5086e186761a34e8f ""
   "/usr/share/texmf-dist/fonts/type1/public/fontawesome5/FontAwesome5Free-Solid.pfb" 1775415801 295323 d099723373a00cc17d5ae0c9738bb5b3 ""
+  "/usr/share/texmf-dist/fonts/type1/public/inconsolata/Inconsolata-zi4r.pfb" 1775415801 55526 184de5d68af8c544d6d1653244a2b006 ""
+  "/usr/share/texmf-dist/fonts/type1/public/stix/stix-mathfrak.pfb" 1775415801 46278 ca6764f9454c2124ef03fc6659dc6d02 ""
   "/usr/share/texmf-dist/fonts/type1/public/stix/stix-mathit.pfb" 1775415801 41474 772656494141d29334d3e80c9a859c10 ""
-  "/usr/share/texmf-dist/fonts/type1/public/stix/stix-mathscr.pfb" 1775415801 49105 9eedb6cab5411e388fea9002bbf95a72 ""
   "/usr/share/texmf-dist/fonts/type1/public/stix/stix-mathsf.pfb" 1775415801 41655 e7591451a427b4270d35622721b08f6a ""
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@@ -126,6 +124,8 @@
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   "/usr/share/texmf-dist/tex/generic/uniquecounter/uniquecounter.sty" 1775415801 7008 f92eaa0a3872ed622bbf538217cd2ab7 ""
+  "/usr/share/texmf-dist/tex/generic/xkeyval/xkeyval.tex" 1775415801 19299 c7c03646b32f5a7caaa137673b7e76d2 ""
+  "/usr/share/texmf-dist/tex/generic/xkeyval/xkvutils.tex" 1775415801 7787 7dfc2f158253fc82fd655393220e6620 ""
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   "/usr/share/texmf-dist/tex/latex/amsfonts/amssymb.sty" 1775415801 13829 94730e64147574077f8ecfea9bb69af4 ""
@@ -213,6 +213,8 @@
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   "/usr/share/texmf-dist/tex/latex/hyperref/puenc.def" 1775415801 117118 2e3ba580751de5583beacf2e5fee69a9 ""
+  "/usr/share/texmf-dist/tex/latex/inconsolata/inconsolata.sty" 1775415801 4327 344b968526dbd149d23066f8b2160aa4 ""
+  "/usr/share/texmf-dist/tex/latex/inconsolata/t1zi4.fd" 1775415801 1021 03341d1cf7f388bbac1915f944d5d128 ""
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+  "build/main.aux" 1782025374.00229 4883 7616703aa27a4da7cf31ec7afdc1ddfe "pdflatex"
+  "build/main.bbl" 1782023173.99294 7385 ebb376ed26be34664c64306358b7ab86 "bibtex build/main"
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   (generated)
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   "build/main.log"
diff --git a/build/main.fls b/build/main.fls
index cf0410b..610d72b 100644
--- a/build/main.fls
+++ b/build/main.fls
@@ -340,6 +340,12 @@ INPUT /usr/share/texmf-dist/tex/latex/pict2e/p2e-pdftex.def
 INPUT /usr/share/texmf-dist/tex/latex/pict2e/p2e-pdftex.def
 INPUT /usr/share/texmf-dist/tex/latex/picture/picture.sty
 INPUT /usr/share/texmf-dist/tex/latex/picture/picture.sty
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+INPUT /usr/share/texmf-dist/tex/latex/inconsolata/inconsolata.sty
+INPUT /usr/share/texmf-dist/tex/latex/xkeyval/xkeyval.sty
+INPUT /usr/share/texmf-dist/tex/latex/xkeyval/xkeyval.sty
+INPUT /usr/share/texmf-dist/tex/generic/xkeyval/xkeyval.tex
+INPUT /usr/share/texmf-dist/tex/generic/xkeyval/xkvutils.tex
 INPUT /usr/share/texmf-dist/tex/latex/tcolorbox/tcolorbox.sty
 INPUT /usr/share/texmf-dist/tex/latex/tcolorbox/tcolorbox.sty
 INPUT /usr/share/texmf-dist/tex/latex/pgf/frontendlayer/tikz.sty
@@ -459,6 +465,8 @@ INPUT /usr/share/texmf-dist/tex/latex/translator/translator-numbers-dictionary-E
 INPUT /usr/share/texmf-dist/tex/latex/translator/translator-theorem-dictionary-English.dict
 INPUT /usr/share/texmf-dist/tex/latex/translator/translator-theorem-dictionary-English.dict
 INPUT /usr/share/texmf-dist/tex/latex/translator/translator-theorem-dictionary-English.dict
+INPUT /usr/share/texmf-dist/tex/latex/upquote/upquote.sty
+INPUT /usr/share/texmf-dist/tex/latex/upquote/upquote.sty
 INPUT /usr/share/texmf-dist/tex/latex/base/inputenc.sty
 INPUT /usr/share/texmf-dist/tex/latex/base/inputenc.sty
 INPUT build/main.nav
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 INPUT /usr/share/texmf-dist/fonts/tfm/adobe/helvetic/phvr8t.tfm
-INPUT /usr/share/texmf-dist/fonts/tfm/jknappen/ec/ectt1000.tfm
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+INPUT /usr/share/texmf-dist/tex/latex/inconsolata/t1zi4.fd
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 INPUT /usr/share/texmf-dist/fonts/tfm/public/cm/cmss10.tfm
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 INPUT /usr/share/texmf-dist/fonts/tfm/public/stix/stix-mathit.tfm
@@ -606,7 +617,7 @@ INPUT /usr/share/texmf-dist/fonts/vf/adobe/helvetic/phvr8t.vf
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 INPUT /usr/share/texmf-dist/fonts/vf/adobe/helvetic/phvr8t.vf
 INPUT /usr/share/texmf-dist/fonts/tfm/adobe/helvetic/phvr8r.tfm
-INPUT /usr/share/texmf-dist/fonts/enc/dvips/cm-super/cm-super-t1.enc
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 INPUT /usr/share/texmf-dist/fonts/tfm/adobe/helvetic/phvb8t.tfm
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 INPUT /usr/share/texmf-dist/fonts/tfm/public/cm/cmss9.tfm
@@ -723,6 +734,7 @@ INPUT ./images/ref_architecture.pdf
 INPUT ./images/ref_architecture.pdf
 INPUT ./images/ref_architecture.pdf
 INPUT ./images/ref_architecture.pdf
+INPUT /usr/share/texmf-dist/fonts/tfm/public/inconsolata/t1-zi4r-0.tfm
 INPUT /usr/share/texmf-dist/fonts/tfm/adobe/helvetic/phvb8t.tfm
 INPUT ./images/vu-logo.png
 INPUT ./images/vu-logo.png
@@ -750,7 +762,6 @@ INPUT ./images/vu-logo.png
 INPUT build/main.bbl
 INPUT build/main.bbl
 INPUT build/main.bbl
-INPUT /usr/share/texmf-dist/fonts/tfm/jknappen/ec/ectt0800.tfm
 INPUT ./images/manageability.pdf
 INPUT ./images/manageability.pdf
 INPUT ./images/manageability.pdf
@@ -773,10 +784,9 @@ INPUT build/main.aux
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-INPUT /usr/share/texmf-dist/fonts/type1/public/cm-super/sftt1000.pfb
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 INPUT /usr/share/texmf-dist/fonts/type1/public/stix/stix-mathit.pfb
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 INPUT /usr/share/texmf-dist/fonts/type1/public/stix/stix-mathsf.pfb
 INPUT /usr/share/texmf-dist/fonts/type1/public/stix/stix-mathtt.pfb
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diff --git a/build/main.log b/build/main.log
index d5d65e6..cc9124c 100644
--- a/build/main.log
+++ b/build/main.log
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+Package: inconsolata 2019/05/17 v1.12
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+Package: xkeyval 2025/11/04 v2.10 package option processing (HA)
+ (/usr/share/texmf-dist/tex/generic/xkeyval/xkeyval.tex (/usr/share/texmf-dist/tex/generic/xkeyval/xkvutils.tex
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 Package: tcolorbox 2025/11/28 version 6.9.0 text color boxes
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@@ -774,13 +787,13 @@ Package: pgfcomp-version-1-18 2025-08-29 v3.1.11a (3.1.11a)
 Package: pgffor 2025-08-29 v3.1.11a (3.1.11a)
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diff --git a/images/table.tex b/images/table.tex
index f20c6f4..089a33b 100644
--- a/images/table.tex
+++ b/images/table.tex
@@ -3,24 +3,27 @@
 	\resizebox{\columnwidth}{!}{
 		\begin{tabular}{lm{0.2\linewidth}m{0.25\linewidth}m{0.3\linewidth}l}
 			\toprule
-			Project                                         & Simulation Technique            & Focus                               & Stakeholders & Highlighted Features \\
+			Project                                         & Simulation Technique               & Focus                                                                      & Stakeholders                & Modelling Capability                                                                                                                                                   \\
 			\midrule
-			ExaDigiT~\cite{DBLP:conf/sc/BrewerMKWBHSGGW24}  & CFD/HT                          & Energy Loss\newline Prediction      &              &                      \\
+			ExaDigiT~\cite{DBLP:conf/sc/BrewerMKWBHSGGW24}  & CFD/HT, AI/ML                      & Energy Loss\newline Prediction, Heat\newline Modelling                     & HPC Engineers and Operators & 3D\textsuperscript{$\star$}, CH\textsuperscript{$\dingasterisk$}, VP\textsuperscript{$\star$}, PE\textsuperscript{$\dingasterisk$}, RA, SE\textsuperscript{$\thermod$} \\
 			\midrule
-			SmartDC~\cite{DBLP:conf/noms/ZhangZLZWC22}      & CFD/HT, BIM, AI                 & Heat Modelling                      &              &                      \\
+			SmartDC~\cite{DBLP:conf/noms/ZhangZLZWC22}      & CFD/HT, BIM, AI/ML                 & Heat Modelling,\newline PUE optimization                                   & Cloud Datacenter Engineers  & CH\textsuperscript{$\thermod$}, PE, 3D\textsuperscript{$\star$}                                                                                                        \\
 			\midrule
-			DyTwin~\cite{DBLP:conf/sc/TaheriBPRHDEWPM24}    & Gaussian Process Regression, ML & Anomaly Detection                   &              &                      \\
+			DyTwin~\cite{DBLP:conf/sc/TaheriBPRHDEWPM24}    & Gaussian Process Regression, AI/ML & Anomaly Detection                                                          & Cloud Datacenter Operators  & A\textsuperscript{$\star\dingasterisk$}, FD, VP\textsuperscript{$\star$}, SE\textsuperscript{$\thermod$}                                                               \\
 			\midrule
-			ChatTwin~\cite{DBLP:conf/sensys/LiW0Z0T23}      & \textbf{\footnotesize?}         & Configuration\newline Automation    &              &                      \\
+			ChatTwin~\cite{DBLP:conf/sensys/LiW0Z0T23}      & \textbf{\footnotesize?}            & Configuration\newline Automation, Digital Twin\newline Definition Language & Cloud Datacenter Engineers  & 3D\textsuperscript{$\star$}                                                                                                                                            \\
 			\midrule
-			Reducio~\cite{DBLP:conf/sensys/CaoW0022}        & POD                             & Heat and Airflow\newline Prediction &              &                      \\
+			Reducio~\cite{DBLP:conf/sensys/CaoW0022}        & POD                                & Heat and Airflow\newline Prediction                                        &                             &                                                                                                                                                                        \\
 			\midrule
-			NetGraph~\cite{DBLP:conf/sigcomm/HongWDSSHZY21} & Graphs                          & Network Management                  &              &                      \\
+			NetGraph~\cite{DBLP:conf/sigcomm/HongWDSSHZY21} & Graphs                             & Network Management                                                         &                             &                                                                                                                                                                        \\
 			\midrule
-			Kalibre~\cite{DBLP:conf/sensys/WangZD0TCWZ20}   & ML, CFD                         & Heat Modelling                      &              &                      \\
+			Kalibre~\cite{DBLP:conf/sensys/WangZD0TCWZ20}   & ML, CFD                            & Heat Modelling                                                             &                             &                                                                                                                                                                        \\
 			\bottomrule
 		\end{tabular}
 	}
 
 \end{table}
-\tiny \textbf{Table 1.1:} Comparison of selected datacenter digital twins. \textbf{Features:} 3D = 3D Visualizations; CH = Cooling/Heat, PE = Power/Energy Consumption, F = Failures, N = Network, FS = FaaS, SE = Scenario Exploration, VP = Virtual Prorotyping, FD = Federation; \textbf{Tools:} AI = Artificial Intelligence, ML = Machine Learning, ODA = Operational Data Analysis; $\dingasterisk$ = Predictive Analysis; $\star$ = Descriptive Analysis, $\blackinwhitediamond$ = Prescriptive Analysis.
+\tiny \textbf{Table 1.1:} Comparison of selected datacenter digital twins. \textbf{Modelling capability:} 3D = AR/VR Visualizations; CH = Cooling/Heat, PE = Power/Energy Consumption, A = Anomaly Detection, N = Network, FS = FaaS, SE = Scenario Exploration, VP = Virtual Prorotyping, FD = Federation, RA = Resource Allocation; \textbf{Data Analytics}: $\dingasterisk$ = Predictive Analysis; $\star$ = Descriptive Analysis, $\thermod$ = Prescriptive Analysis.
+% Autonomous decisions (autonomous twinning) from~\cite{DBLP:conf/sc/BrewerMKWBHSGGW24} is inherent to digital twinning -- it is better left unsaid in the table.
+% I.e., the foundation of any DT is autonomous decisions, so without them they don't qualify as a DT.
+% ChatTwin mentions that they evaluate their system on their own-engineered digital twin, but they absolutely not name it. Who knows why.
diff --git a/indent.log b/indent.log
index d5ec1e2..372e550 100644
--- a/indent.log
+++ b/indent.log
@@ -1,6 +1,6 @@
 INFO:  latexindent version 3.24.7, 2025-08-15, a script to indent .tex files
        latexindent lives here: /usr/share/texmf-dist/scripts/latexindent/
-       Thu Jun 18 23:02:12 2026
+       Sun Jun 21 09:03:18 2026
        Reading input from STDIN
 INFO:  Processing switches:
 INFO:  Directory for backup files and log file indent.log:
diff --git a/main.tex b/main.tex
index ada40ac..7ce64ac 100644
--- a/main.tex
+++ b/main.tex
@@ -6,7 +6,7 @@
 
 \begin{frame}\frametitle{Motivation}
 	\begin{tcolorbox}[title=Context]
-		21\textsuperscript{st} century datacenters are primarily heterogeneous~\cite{DBLP:conf/date/MilojicicFDR21} and
+		21\textsuperscript{st} century datacenters (DC) are mostly heterogeneous~\cite{DBLP:conf/date/MilojicicFDR21} and
 		modern computational needs of AI drive managers to diversify datacenters even more~\cite{DBLP:journals/computer/AthavaleBBMMPS24}.
 		In result datacenters become extremely complex and hard to operate with millions of CPU's, GPU's etc.
 	\end{tcolorbox}
@@ -61,6 +61,7 @@
 		I hope it fits its purpose well.
 	\end{tcolorbox}
 	\input{images/table.tex}
+	% Research on DTs for datacenters have been separate, siloed efforts focused on either datacenter cooling, network performance, power consumption or visualization efforts.
 \end{frame}
 
 \begin{frame}\frametitle{\textbf{RQ1}: Literature Review II}
@@ -73,11 +74,17 @@
 	\begin{center}
 		\includegraphics[width=0.8\textwidth]{images/system_model2.pdf}
 	\end{center}
+	% The reason why the cooling system is in the graph is because of the fact that 40\% of total energy consumed in DCs comes from cooling~\cite{DBLP:conf/noms/ZhangZLZWC22}.
+	% It has come to the point where datacenters are being build in the Pan-Arctic region, such as Finland,Russia,Sweden etc. with Iceland leading in number of DCs https://www.datacentermap.com/iceland/
+	% The SmarDC digital twin is purely to get more training data for AI models.
+	% Not really a digital twin per se.
 
 	\tiny
-	\textbf{Figure 1.3:} To answer \textbf{RQ1} we designed a generic datacenter digital twin system model based on a comprehensive literature review and findings from \textbf{Table 1.1}.
+	\textbf{Figure 1.3:} To answer \textbf{RQ1} we designed a generic datacenter digital twin system model based on a comprehensive literature review and findings from \textbf{Table 1.1}. The \emph{Infrastructure Model} simulates the structure of the DC and the \emph{Operations model} simulates the behaviour of the DC.
 	% Consider splitting the figure into 2 a.k.a. top and bottom.
+	% By the AIAA definition, the DT mimicks the structure and behaviour.
 	% Data Lake -> Data Storage
+	% Use cases of DT's found by Brewer et al.: augmented reality, forensic analysis and diagnostics, predictive modelling, failure detection, operational optimization, ``what-if''' scenarios and virtual prototyping.
 \end{frame}
 
 \begin{frame}\frametitle{\textbf{RQ2}: Reference Architecture}
@@ -87,9 +94,12 @@
 		\end{center}
 		\vspace{-0.2cm}
 		\tiny
-		\textbf{Figure 1.4:} The predictive datacenter digital twin architecture.
+		\textbf{Figure 1.4:} The predictive datacenter digital twin architecture. The time-series data flows initially to the \texttt{Kibana} dashboard, \texttt{PostgreSQL} database and \texttt{Redis} cache, as suggested in~\cite{DBLP:conf/sc/TaheriBPRHDEWPM24}.
 	\end{minipage}
 	\hfill
+	% We decided to use discrete-event simulation, as opposed to computational fluid dynamics because of the high overheads of development time needed for CFD.
+	% CFD simply takes too long to run, making it unfeasible for real-time analytics and simulation.
+	% Citing ExaDigit: [CFD] they are also more computationally expensive, generally making real-time operation unfeasible.
 	% Consider adding this minipage directly to the ``draw.io'' diagram
 	\begin{minipage}[b]{0.42\linewidth}
 		\begin{tcolorbox}[title=Functional Req.]
diff --git a/style/style.tex b/style/style.tex
index ef310f5..c79e56f 100644
--- a/style/style.tex
+++ b/style/style.tex
@@ -1,11 +1,11 @@
 \usetheme{Rochester}
 \usepackage[dvipsnames]{xcolor}
-\usepackage{helvet, textpos, stix, caption, booktabs, array, lipsum, fontawesome5, circledsteps, url}
+\usepackage{helvet, textpos, stix, caption, booktabs, array, lipsum, fontawesome5, circledsteps, url, inconsolata}
 
 \newcommand\myCircled[2][]{\ifmmode
 		\Circled[fill color=black,inner color=white,#1]{\mathsf{#2}}
 	\else
-                \scalebox{0.75}{\Circled[fill color=black,inner color=white,#1]{{\sffamily#2}}}
+		\scalebox{0.75}{\Circled[fill color=black,inner color=white,#1]{{\sffamily#2}}}
 	\fi
 }
 
@@ -13,12 +13,13 @@
 \newcommand\myCircledGreen[2][]{\ifmmode
 		\Circled[fill color=ForestGreen,inner color=white,#1]{\mathsf{#2}}
 	\else
-                \scalebox{0.75}{\Circled[fill color=ForestGreen,inner color=white,#1]{\sffamily#2}}
+		\scalebox{0.75}{\Circled[fill color=ForestGreen,inner color=white,#1]{\sffamily#2}}
 	\fi
 }
 
 
 
+
 \definecolor{atlarge-blue}{HTML}{0280c9}
 \usepackage[most]{tcolorbox}
 \title{\emph{Sunfish:} Enabling Predictive Analytics for Datacenters Through Digital Twinning}