Am trying to find linear regression slope (angle) of a line with the following set of coordinates.
x axis y axis 123.4415, 5 123.4414, 4 123.4413, 3 123.4412, 2 123.4411, 1
the slope am getting is: 9999.9238554096.. Is it possible to have such an angle? or what am i missing about linear regression?
The points are exactly aligned and the relation is $$y=-1234410+10000\,x$$ $10000$ is not an angle (as you wrote, it is just the slope). Concerning the angle $$\tan^{-1}(10000)=\frac \pi 2-\tan^{-1}\left(\frac 1{10000}\right)$$ Now, you can easily approximate the last term using Taylor series of $\tan^{-1}(x)$ for $x$ close to $0$.
This should give you (more or less) $$\tan^{-1}\left(\frac 1{10000}\right)=\frac{299999999}{3000000000000}$$ corresponding to an "almost" vertical line (just as a scatter plot of the data would show).