No. The Earth is not defined by a flat geometry. To see why this is the case, just look at what happens to two parallel geodesics. A geodesic is the general version of what we call a "straight line" in flat geometries. On a spherical surface, such geodesics are called "great circles"; common examples of great circles: the Equator, lines of longitude. Take any two lines of longitude - they're parallel at the equator, and they cross at the poles, therefore the surface of the Earth is not flat.
In order to be flat, two parallel lines have to not only not cross, but maintain a constant distance from each-other. If the distance between the parallel lines grows from a point of closest approach, then the geometry is hyperbolic.
When you talk about drawing something on a flat graph, you're going to inevitably have to distort something badly to do it, or just not draw the whole thing. In most cases, we cut along a line to make it two of the different edges of the map, and then we take single points (usually the North and South poles) and stretch them out to be entire lines. If we don't do the second, we get something like the sinusoidal projection where straight lines of longitude are badly bent. You can go through Wikipedia's list of map projections to get an idea of some of the trade-offs among the various distortions to shape and area that have to be made to produce a flat projection of the whole world.