It's better in series than parallel. In parallel, the flow rate is cut in half for each block and most blocks these days are optimized for higher flow rate.
The graphic is technically inaccurate, because in modern water cooling loops the flowrate is high enough that the temperature from the hottest to coldest point in the loop varies minimally. The important factor in water cooling is maintaining the average temperature of the loop.