NumPy and Matplotlib: reshape, dot products, lines and subplots

{doc}methods_vs_functions;
{doc}reshape_and_4d;
{doc}allclose;
{doc}arange;
{doc}dot_outer;
{doc}newaxis;
{doc}subtract_means;
{doc}plot_lines;
{doc}subplots.