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        If you use plots from MultiQC in a publication or presentation, please cite:

        MultiQC: Summarize analysis results for multiple tools and samples in a single report
        Philip Ewels, Måns Magnusson, Sverker Lundin and Max Käller
        Bioinformatics (2016)
        doi: 10.1093/bioinformatics/btw354
        PMID: 27312411
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        About MultiQC

        This report was generated using MultiQC, version 1.31

        You can see a YouTube video describing how to use MultiQC reports here: https://youtu.be/qPbIlO_KWN0

        For more information about MultiQC, including other videos and extensive documentation, please visit http://multiqc.info

        You can report bugs, suggest improvements and find the source code for MultiQC on GitHub: https://github.com/MultiQC/MultiQC

        MultiQC is published in Bioinformatics:

        MultiQC: Summarize analysis results for multiple tools and samples in a single report
        Philip Ewels, Måns Magnusson, Sverker Lundin and Max Käller
        Bioinformatics (2016)
        doi: 10.1093/bioinformatics/btw354
        PMID: 27312411

        A modular tool to aggregate results from bioinformatics analyses across many samples into a single report.

        Report generated on 2026-02-28, 03:24 UTC based on data in: /tmp/nxf.LobybUAFbw

        hap.py

        Benchmarks variant calls against gold standard truth datasets.URL: https://github.com/Illumina/hap.py

        INDEL

        The default shown fields should give the best overview of quality, but there are many other hidden fields available.

        No plots are generated, as hap.py is generally run on single control samples (NA12878, etc.)

        Ideally, precision, recall and F1 Score should all be as close to 1 as possible.

        Showing 60/60 rows and 4/16 columns.
        Sample NameRecallPrecisionFraction NAF1 ScoreTruth: TotalTruth: True PositiveTruth: False NegativeQuery: TotalQuery: False PositiveQuery: UnknownFalse Positive genotypeFalse Positive alleleTruth: Total TiTv ratioTruth: Total het/hom ratioQuery: total TiTv ratioQuery: Total het/hom ratio
        exome-2_HG003.happy_INDEL_ALL
        0.9743
        0.9924
        0.2896
        0.9833
        1051
        1024
        27
        1485
        8
        430
        5
        2
        1.7473
        1.7969
        exome-2_HG003.happy_INDEL_PASS
        0.9743
        0.9924
        0.2896
        0.9833
        1051
        1024
        27
        1485
        8
        430
        5
        2
        1.7473
        1.7969
        exome-3_HG003.happy_INDEL_ALL
        0.9743
        0.9924
        0.2896
        0.9833
        1051
        1024
        27
        1485
        8
        430
        5
        2
        1.7473
        1.7969
        exome-3_HG003.happy_INDEL_PASS
        0.9743
        0.9924
        0.2896
        0.9833
        1051
        1024
        27
        1485
        8
        430
        5
        2
        1.7473
        1.7969
        exome-4_HG003.happy_INDEL_ALL
        0.9743
        0.9924
        0.2896
        0.9833
        1051
        1024
        27
        1485
        8
        430
        5
        2
        1.7473
        1.7969
        exome-4_HG003.happy_INDEL_PASS
        0.9743
        0.9924
        0.2896
        0.9833
        1051
        1024
        27
        1485
        8
        430
        5
        2
        1.7473
        1.7969
        exome-5_HG003.happy_INDEL_ALL
        0.9743
        0.9924
        0.2896
        0.9833
        1051
        1024
        27
        1485
        8
        430
        5
        2
        1.7473
        1.7969
        exome-5_HG003.happy_INDEL_PASS
        0.9743
        0.9924
        0.2896
        0.9833
        1051
        1024
        27
        1485
        8
        430
        5
        2
        1.7473
        1.7969
        exome_HG003.happy_INDEL_ALL
        0.9743
        0.9924
        0.2896
        0.9833
        1051
        1024
        27
        1485
        8
        430
        5
        2
        1.7473
        1.7969
        exome_HG003.happy_INDEL_PASS
        0.9743
        0.9924
        0.2896
        0.9833
        1051
        1024
        27
        1485
        8
        430
        5
        2
        1.7473
        1.7969
        hybrid-pacbio-illumina-2_HG003.happy_INDEL_ALL
        0.9975
        0.9961
        0.4690
        0.9968
        504501
        503264
        1237
        998274
        2052
        468220
        546
        1406
        1.4898
        2.1566
        hybrid-pacbio-illumina-2_HG003.happy_INDEL_PASS
        0.9975
        0.9961
        0.4690
        0.9968
        504501
        503264
        1237
        998274
        2052
        468220
        546
        1406
        1.4898
        2.1566
        hybrid-pacbio-illumina-3_HG003.happy_INDEL_ALL
        0.9975
        0.9961
        0.4690
        0.9968
        504501
        503264
        1237
        998274
        2052
        468220
        546
        1406
        1.4898
        2.1566
        hybrid-pacbio-illumina-3_HG003.happy_INDEL_PASS
        0.9975
        0.9961
        0.4690
        0.9968
        504501
        503264
        1237
        998274
        2052
        468220
        546
        1406
        1.4898
        2.1566
        hybrid-pacbio-illumina-4_HG003.happy_INDEL_ALL
        0.9975
        0.9961
        0.4690
        0.9968
        504501
        503264
        1237
        998274
        2052
        468220
        546
        1406
        1.4898
        2.1566
        hybrid-pacbio-illumina-4_HG003.happy_INDEL_PASS
        0.9975
        0.9961
        0.4690
        0.9968
        504501
        503264
        1237
        998274
        2052
        468220
        546
        1406
        1.4898
        2.1566
        hybrid-pacbio-illumina-5_HG003.happy_INDEL_ALL
        0.9975
        0.9961
        0.4690
        0.9968
        504501
        503264
        1237
        998274
        2052
        468220
        546
        1406
        1.4898
        2.1566
        hybrid-pacbio-illumina-5_HG003.happy_INDEL_PASS
        0.9975
        0.9961
        0.4690
        0.9968
        504501
        503264
        1237
        998274
        2052
        468220
        546
        1406
        1.4898
        2.1566
        hybrid-pacbio-illumina_HG003.happy_INDEL_ALL
        0.9975
        0.9961
        0.4690
        0.9968
        504501
        503264
        1237
        998274
        2052
        468220
        546
        1406
        1.4898
        2.1566
        hybrid-pacbio-illumina_HG003.happy_INDEL_PASS
        0.9975
        0.9961
        0.4690
        0.9968
        504501
        503264
        1237
        998274
        2052
        468220
        546
        1406
        1.4898
        2.1566
        ont-r104-2_HG003.happy_INDEL_ALL
        0.9125
        0.9487
        0.3971
        0.9302
        504501
        460355
        44146
        830072
        25676
        329618
        11428
        8972
        1.4898
        1.5087
        ont-r104-2_HG003.happy_INDEL_PASS
        0.9125
        0.9487
        0.3971
        0.9302
        504501
        460355
        44146
        830072
        25676
        329618
        11428
        8972
        1.4898
        1.5087
        ont-r104-3_HG003.happy_INDEL_ALL
        0.9125
        0.9487
        0.3971
        0.9302
        504501
        460355
        44146
        830072
        25676
        329618
        11428
        8972
        1.4898
        1.5087
        ont-r104-3_HG003.happy_INDEL_PASS
        0.9125
        0.9487
        0.3971
        0.9302
        504501
        460355
        44146
        830072
        25676
        329618
        11428
        8972
        1.4898
        1.5087
        ont-r104-4_HG003.happy_INDEL_ALL
        0.9125
        0.9487
        0.3971
        0.9302
        504501
        460355
        44146
        830072
        25676
        329618
        11428
        8972
        1.4898
        1.5087
        ont-r104-4_HG003.happy_INDEL_PASS
        0.9125
        0.9487
        0.3971
        0.9302
        504501
        460355
        44146
        830072
        25676
        329618
        11428
        8972
        1.4898
        1.5087
        ont-r104-5_HG003.happy_INDEL_ALL
        0.9125
        0.9487
        0.3971
        0.9302
        504501
        460355
        44146
        830072
        25676
        329618
        11428
        8972
        1.4898
        1.5087
        ont-r104-5_HG003.happy_INDEL_PASS
        0.9125
        0.9487
        0.3971
        0.9302
        504501
        460355
        44146
        830072
        25676
        329618
        11428
        8972
        1.4898
        1.5087
        ont-r104_HG003.happy_INDEL_ALL
        0.9125
        0.9487
        0.3971
        0.9302
        504501
        460355
        44146
        830072
        25676
        329618
        11428
        8972
        1.4898
        1.5087
        ont-r104_HG003.happy_INDEL_PASS
        0.9125
        0.9487
        0.3971
        0.9302
        504501
        460355
        44146
        830072
        25676
        329618
        11428
        8972
        1.4898
        1.5087
        pacbio-2_HG003.happy_INDEL_ALL
        0.9942
        0.9942
        0.4711
        0.9942
        504501
        501567
        2934
        989958
        3057
        466322
        1561
        1062
        1.4898
        1.9155
        pacbio-2_HG003.happy_INDEL_PASS
        0.9942
        0.9942
        0.4711
        0.9942
        504501
        501567
        2934
        989958
        3057
        466322
        1561
        1062
        1.4898
        1.9155
        pacbio-3_HG003.happy_INDEL_ALL
        0.9942
        0.9942
        0.4711
        0.9942
        504501
        501567
        2934
        989958
        3057
        466322
        1561
        1062
        1.4898
        1.9155
        pacbio-3_HG003.happy_INDEL_PASS
        0.9942
        0.9942
        0.4711
        0.9942
        504501
        501567
        2934
        989958
        3057
        466322
        1561
        1062
        1.4898
        1.9155
        pacbio-4_HG003.happy_INDEL_ALL
        0.9942
        0.9942
        0.4711
        0.9942
        504501
        501567
        2934
        989958
        3057
        466322
        1561
        1062
        1.4898
        1.9155
        pacbio-4_HG003.happy_INDEL_PASS
        0.9942
        0.9942
        0.4711
        0.9942
        504501
        501567
        2934
        989958
        3057
        466322
        1561
        1062
        1.4898
        1.9155
        pacbio-5_HG003.happy_INDEL_ALL
        0.9942
        0.9942
        0.4711
        0.9942
        504501
        501567
        2934
        989958
        3057
        466322
        1561
        1062
        1.4898
        1.9155
        pacbio-5_HG003.happy_INDEL_PASS
        0.9942
        0.9942
        0.4711
        0.9942
        504501
        501567
        2934
        989958
        3057
        466322
        1561
        1062
        1.4898
        1.9155
        pacbio_HG003.happy_INDEL_ALL
        0.9942
        0.9942
        0.4711
        0.9942
        504501
        501567
        2934
        989958
        3057
        466322
        1561
        1062
        1.4898
        1.9155
        pacbio_HG003.happy_INDEL_PASS
        0.9942
        0.9942
        0.4711
        0.9942
        504501
        501567
        2934
        989958
        3057
        466322
        1561
        1062
        1.4898
        1.9155
        rnaseq-2_HG005.happy_INDEL_ALL
        0.8032
        0.8105
        0.3333
        0.8068
        188
        151
        37
        285
        36
        95
        5
        3
        1.4865
        1.8218
        rnaseq-2_HG005.happy_INDEL_PASS
        0.8032
        0.8105
        0.3333
        0.8068
        188
        151
        37
        285
        36
        95
        5
        3
        1.4865
        1.8218
        rnaseq-3_HG005.happy_INDEL_ALL
        0.8032
        0.8105
        0.3333
        0.8068
        188
        151
        37
        285
        36
        95
        5
        3
        1.4865
        1.8218
        rnaseq-3_HG005.happy_INDEL_PASS
        0.8032
        0.8105
        0.3333
        0.8068
        188
        151
        37
        285
        36
        95
        5
        3
        1.4865
        1.8218
        rnaseq-4_HG005.happy_INDEL_ALL
        0.8032
        0.8105
        0.3333
        0.8068
        188
        151
        37
        285
        36
        95
        5
        3
        1.4865
        1.8218
        rnaseq-4_HG005.happy_INDEL_PASS
        0.8032
        0.8105
        0.3333
        0.8068
        188
        151
        37
        285
        36
        95
        5
        3
        1.4865
        1.8218
        rnaseq-5_HG005.happy_INDEL_ALL
        0.8032
        0.8105
        0.3333
        0.8068
        188
        151
        37
        285
        36
        95
        5
        3
        1.4865
        1.8218
        rnaseq-5_HG005.happy_INDEL_PASS
        0.8032
        0.8105
        0.3333
        0.8068
        188
        151
        37
        285
        36
        95
        5
        3
        1.4865
        1.8218
        rnaseq_HG005.happy_INDEL_ALL
        0.8032
        0.8105
        0.3333
        0.8068
        188
        151
        37
        285
        36
        95
        5
        3
        1.4865
        1.8218
        rnaseq_HG005.happy_INDEL_PASS
        0.8032
        0.8105
        0.3333
        0.8068
        188
        151
        37
        285
        36
        95
        5
        3
        1.4865
        1.8218
        wgs-2_HG003.happy_INDEL_ALL
        0.9942
        0.9977
        0.4414
        0.9960
        504501
        501594
        2907
        937937
        1190
        414010
        765
        212
        1.4898
        1.9334
        wgs-2_HG003.happy_INDEL_PASS
        0.9942
        0.9977
        0.4414
        0.9960
        504501
        501594
        2907
        937937
        1190
        414010
        765
        212
        1.4898
        1.9334
        wgs-3_HG003.happy_INDEL_ALL
        0.9942
        0.9977
        0.4414
        0.9960
        504501
        501594
        2907
        937937
        1190
        414010
        765
        212
        1.4898
        1.9334
        wgs-3_HG003.happy_INDEL_PASS
        0.9942
        0.9977
        0.4414
        0.9960
        504501
        501594
        2907
        937937
        1190
        414010
        765
        212
        1.4898
        1.9334
        wgs-4_HG003.happy_INDEL_ALL
        0.9942
        0.9977
        0.4414
        0.9960
        504501
        501594
        2907
        937937
        1190
        414010
        765
        212
        1.4898
        1.9334
        wgs-4_HG003.happy_INDEL_PASS
        0.9942
        0.9977
        0.4414
        0.9960
        504501
        501594
        2907
        937937
        1190
        414010
        765
        212
        1.4898
        1.9334
        wgs-5_HG003.happy_INDEL_ALL
        0.9942
        0.9977
        0.4414
        0.9960
        504501
        501594
        2907
        937937
        1190
        414010
        765
        212
        1.4898
        1.9334
        wgs-5_HG003.happy_INDEL_PASS
        0.9942
        0.9977
        0.4414
        0.9960
        504501
        501594
        2907
        937937
        1190
        414010
        765
        212
        1.4898
        1.9334
        wgs_HG003.happy_INDEL_ALL
        0.9942
        0.9977
        0.4414
        0.9960
        504501
        501594
        2907
        937937
        1190
        414010
        765
        212
        1.4898
        1.9334
        wgs_HG003.happy_INDEL_PASS
        0.9942
        0.9977
        0.4414
        0.9960
        504501
        501594
        2907
        937937
        1190
        414010
        765
        212
        1.4898
        1.9334

        SNP

        The default shown fields should give the best overview of quality, but there are many other hidden fields available.

        No plots are generated, as hap.py is generally run on single control samples (NA12878, etc.)

        Ideally, precision, recall and F1 Score should all be as close to 1 as possible.

        Showing 60/60 rows and 4/16 columns.
        Sample NameRecallPrecisionFraction NAF1 ScoreTruth: TotalTruth: True PositiveTruth: False NegativeQuery: TotalQuery: False PositiveQuery: UnknownFalse Positive genotypeFalse Positive alleleTruth: Total TiTv ratioTruth: Total het/hom ratioQuery: total TiTv ratioQuery: Total het/hom ratio
        exome-2_HG003.happy_SNP_ALL
        0.9883
        0.9976
        0.0962
        0.9929
        25279
        24983
        296
        27709
        60
        2665
        36
        4
        2.8547
        1.6230
        2.7613
        1.6288
        exome-2_HG003.happy_SNP_PASS
        0.9883
        0.9976
        0.0962
        0.9929
        25279
        24983
        296
        27709
        60
        2665
        36
        4
        2.8547
        1.6230
        2.7613
        1.6288
        exome-3_HG003.happy_SNP_ALL
        0.9883
        0.9976
        0.0962
        0.9929
        25279
        24983
        296
        27709
        60
        2665
        36
        4
        2.8547
        1.6230
        2.7613
        1.6288
        exome-3_HG003.happy_SNP_PASS
        0.9883
        0.9976
        0.0962
        0.9929
        25279
        24983
        296
        27709
        60
        2665
        36
        4
        2.8547
        1.6230
        2.7613
        1.6288
        exome-4_HG003.happy_SNP_ALL
        0.9883
        0.9976
        0.0962
        0.9929
        25279
        24983
        296
        27709
        60
        2665
        36
        4
        2.8547
        1.6230
        2.7613
        1.6288
        exome-4_HG003.happy_SNP_PASS
        0.9883
        0.9976
        0.0962
        0.9929
        25279
        24983
        296
        27709
        60
        2665
        36
        4
        2.8547
        1.6230
        2.7613
        1.6288
        exome-5_HG003.happy_SNP_ALL
        0.9883
        0.9976
        0.0962
        0.9929
        25279
        24983
        296
        27709
        60
        2665
        36
        4
        2.8547
        1.6230
        2.7613
        1.6288
        exome-5_HG003.happy_SNP_PASS
        0.9883
        0.9976
        0.0962
        0.9929
        25279
        24983
        296
        27709
        60
        2665
        36
        4
        2.8547
        1.6230
        2.7613
        1.6288
        exome_HG003.happy_SNP_ALL
        0.9883
        0.9976
        0.0962
        0.9929
        25279
        24983
        296
        27709
        60
        2665
        36
        4
        2.8547
        1.6230
        2.7613
        1.6288
        exome_HG003.happy_SNP_PASS
        0.9883
        0.9976
        0.0962
        0.9929
        25279
        24983
        296
        27709
        60
        2665
        36
        4
        2.8547
        1.6230
        2.7613
        1.6288
        hybrid-pacbio-illumina-2_HG003.happy_SNP_ALL
        0.9990
        0.9994
        0.1821
        0.9992
        3327495
        3324021
        3474
        4068058
        1856
        740734
        779
        480
        2.1026
        1.5351
        1.9217
        1.5780
        hybrid-pacbio-illumina-2_HG003.happy_SNP_PASS
        0.9990
        0.9994
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