I am talking about the base-call phred scores. All the scores are extracted from pileup files generated by "samtools pileup". I didn't call variants.
Also, the base-quality scores are sort of truncated at 41 because there is none phred score greater than 41 in the WGS data. The wiki page for FASTQ format says the following
For raw reads, the range of scores will depend on the technology and the base caller used, but will typically be up to 41 for recent Illumina chemistry. Since the maximum observed quality score was previously only 40, various scripts and tools break when they encounter data with quality values larger than 40. For processed reads, scores may be even higher. For example, quality values of 45 are observed in reads from Illumina's Long Read Sequencing Service (previously Moleculo).