Is there a way to remove this numbers associated with vertical segments in histograms in QGIS?

I am using 2.18.

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It seems you are referring to a Histogram viewgraph which is available when we choose a Graduated style in the Layer Properties | Style.

If you do not have to stick with this function, alternative one is in the Processing Toolbox | QGIS geoalgorithms | Graphics | Vector layer histogram.

Could be too simple, but from your question this seems to fit for your purpose.

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