The worst are graphs with qualitative, vaguely-labeled axes and very little actual data.

"Scientific Paper Graph Quality", by Randall Munroe, licensed under Creative Commons Attribution-NonCommercial 2.5 License

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The worst are graphs with qualitative, vaguely-labeled axes and very little actual data.