## 3 Results  
The absolute and relative performance metrics for all players in the 2018 and 2019 seasons are shown in Table 1, independent of position. Table 2 shows the absolute and relative performance metrics across positions, independent of year. Table 3 shows absolute values, and Table 4 shows relative values across positions across years.  
\begin{table}
\begin{tabular}{c c c c} \hline  & **Defender** & **Midfielder** & **Forward** \\  & **2018** & **2019** & **2018** & **2019** \\ \hline SUB (\#) & 4.0 \(\pm\) 1.8 & 10.1 \(\pm\) 3.0 \(\,\ddagger\) & 28.9 \(\pm\) 2.6 & 27.4 \(\pm\) 4.1 & 22.5 \(\pm\) 2.5 & 22.9 \(\pm\) 3.3 \\ TT (min) & 54.6 \(\pm\) 22.4 & 43.5 \(\pm\) 19.9 & 36.8 \(\pm\) 10.4 & 35.2 \(\pm\) 10.7 & 34.7 \(\pm\) 8.7 & 36.9 \(\pm\) 9.1 \\ TD (m) & 5347.4 \(\pm\) 2000.4 & 4639.4 \(\pm\) 1761.2 & 4753.1 \(\pm\) 1312.1 & 4523.3 \(\pm\) 1263.0 & 4494.6 \(\pm\) 1082.3 & 4548.4 \(\pm\) 947.1 \\ LSR (m) & 3478.6 \(\pm\) 1420.7 & 2877.8 \(\pm\) 1234.2 & 2447.4 \(\pm\) 732.5 & 2287.7 \(\pm\) 702.4 & 2286.3 \(\pm\) 550.6 & 2453.8 \(\pm\) 526.1 \\ HSR (m) & 1567.1 \(\pm\) 559.2 & 1525.4 \(\pm\) 539.5 \(\,\ddagger\) & 2092.9 \(\pm\) 631.3 & 2019.3 \(\pm\) 601.3 & 1994.0 \(\pm\) 562.3 & 1890.1 \(\pm\) 470.0 \\ MV (m/s) & 7.0 \(\pm\) 0.5 & 7.1 \(\pm\) 0.9 & 7.2 \(\pm\) 0.8 & 7.0 \(\pm\) 0.8 & 7.3 \(\pm\) 0.8 \\ S (\#) & 12.9 \(\pm\) 6.1 & 11.8 \(\pm\) 4.7 & 16.4 \(\pm\) 6.6 & 14.9 \(\pm\) 6.7 & 18.5 \(\pm\) 6.4 & 15.5 \(\pm\) 6.9 \\ \hline \end{tabular}
\end{table}
Table 4: Relative values (mean \(\pm\) standard deviation) for defense, midfield, and forwards in 2018 and 2019. SUB = # of substitutions, TD = total distance, LSR = low-speed running, HSR = high-speed running, S = # of surges. \(\,\ddagger\) indicates significance between years within the position.  
\begin{table}
\begin{tabular}{c c c} \hline  & **2018** & **2019** \\ \hline
**Relative** & & & \\ SUB (\# min\({}^{-1}\)) & 0.72 \(\pm\) 0.06 & 0.87 \(\pm\) 0.11 \(\,\ddagger\) \\ TD (m\(\cdot\) min\({}^{-1}\)) & 124.5 \(\pm\) 18.1 & 124.2 \(\pm\) 17.5 \\ LSR (m\(\cdot\) min\({}^{-1}\)) & 66.0 \(\pm\) 7.3 & 66.8 \(\pm\) 7.9 \\ HSR (m\(\cdot\) min\({}^{-1}\)) & 52.1 \(\pm\) 14.5 & 51.1 \(\pm\) 13.2 \\ S (\# min\({}^{-1}\)) & 0.4 \(\pm\) 0.2 & 0.4 \(\pm\) 0.2 \(\,\ddagger\) \\ \hline \end{tabular}
\end{table}
Table 1: _Cont._  
\begin{table}
\begin{tabular}{c c c c} \hline  & **2018** & **2019** \\ \hline
**Relative** & & & \\ SUB (\# min\({}^{-1}\)) & 0.72 \(\pm\) 0.06 & 0.87 \(\pm\) 0.11 \(\,\ddagger\) \\ TD (m\(\cdot\) min\({}^{-1}\)) & 124.5 \(\pm\) 18.1 & 124.2 \(\pm\) 17.5 \\ LSR (m\(\cdot\) min\({}^{-1}\)) & 66.0 \(\pm\) 7.3 & 66.8 \(\pm\) 7.9 \\ HSR (m\(\cdot\) min\({}^{-1}\)) & 52.1 \(\pm\) 14.5 & 51.1 \(\pm\) 13.2 \\ S (\# min\({}^{-1}\)) & 0.4 \(\pm\) 0.2 & 0.4 \(\pm\) 0.2 \(\,\ddagger\) \\ \hline \end{tabular}
\end{table}
Table 2: Defense, midfield, and forward values averaged across both years (mean \(\pm\) standard deviation), \(\,\ddagger\) = positional significance (\(p\) \(<\) 0.05). SUB = # of substitutions, MT = match time, TT = total playing time, TD = total distance, LSR = low-speed running, HSR = high-speed running, MV = maximum velocity, S = # of surges.  
\begin{table}
\begin{tabular}{c c c c c c} \hline  & **Defender** & **Midfielder** & **Forward** \\  & **2018** & **2019** & **2018** & **2019** \\ \hline SUB (\#) & 4.0 \(\pm\) 1.8 & 10.1 \(\pm\) 3.0 \(\,\ddagger\) & 28.9 \(\pm\) 2.6 & 27.4 \(\pm\) 4.1 & 22.5 \(\pm\) 2.5 & 22.9 \(\pm\) 3.3 \\ TT (min) & 54.6 \(\pm\) 22.4 & 43.5 \(\pm\) 19.9 & 36.8 \(\pm\) 10.4 & 35.2 \(\pm\) 10.7 & 34.7 \(\pm\) 8.7 & 36.9 \(\pm\) 9.1 \\ TD (m) & 5347.4 \(\pm