I have referred to some questions posted earlier about this same topic, namely this and this for fitting a table into a page. The code is taken from a guide I found online.
\documentclass{article}
\usepackage{booktabs}
\newcommand{\ra}[1]{\renewcommand{\arraystretch}{#1}}
\begin{document}
\begin{table}\centering
\ra{1.4}
\begin{tabular}{@{}rrrrcrrrcrrr@{}}\toprule
& \multicolumn{3}{c}{$w = 8$} & \phantom{abc}& \multicolumn{3}{c}{$w = 16$} &
\phantom{abc} & \multicolumn{3}{c}{$w = 32$}\
\cmidrule{2-4} \cmidrule{6-8} \cmidrule{10-12}
& $t=0$ & $t=1$ & $t=2$ && $t=0$ & $t=1$ & $t=2$ && $t=0$ & $t=1$ & $t=2$\ \midrule
$dir=1$\
$c$ & 0.0790 & 0.1692 & 0.2945 && 0.3670 & 0.7187 & 3.1815 && -1.0032 & -1.7104 & -21.7969\
$c$ & -0.8651& 50.0476& 5.9384&& -9.0714& 297.0923& 46.2143&& 4.3590& 34.5809& 76.9167\
$c$ & 124.2756& -50.9612& -14.2721&& 128.2265& -630.5455& -381.0930&& -121.0518& -137.1210& -220.2500\
$dir=0$\
$c$ & 0.0357& 1.2473& 0.2119&& 0.3593& -0.2755& 2.1764&& -1.2998& -3.8202& -1.2784\
$c$ & -17.9048& -37.1111& 8.8591&& -30.7381& -9.5952& -3.0000&& -11.1631& -5.7108& -15.6728\
$c$ & 105.5518& 232.1160& -94.7351&& 100.2497& 141.2778& -259.7326&& 52.5745& 10.1098& -140.2130\
\bottomrule
\end{tabular}
\caption{Caption}
\end{table}
\end{document}
I tried applying the solutions proposed in the above links to the current example:
p{width}as in\begin{tabular}{@{}rrrrcrrrcrrr@{}p{0.8\textwidth}}tabularxenvironment as in\begin{tabularx}{@{}rrrrcrrrcrrrX@{}}tabular*environment as in\begin{tabular*}{0.8\textwidth}{@{}rrrrcrrrcrrrX@{}}
Edit I am using a simple article class with no packages other than booktabs.
But they did not work? Any thoughts ?

