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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 1.33

        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

        MultiQC is developed by Seqera.

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        PTox-WP6-Danio

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

        This report has been generated by the nf-core/rnaseq analysis pipeline. For information about how to interpret these results, please see the documentation.
        Report generated on 2026-06-09, 13:01 UTC based on data in: /users/project/precisiontox_008279_no_backup/wp6_data/rnaseq_run-Danio/work/4a/6264f847d879af90b086f31846b860
        Because this report contains a lot of samples, you may need to click 'Show plot' to see some graphs.

        General Statistics

        Showing 192/192 rows and 22/45 columns.
        Sample Name5'-3' biasM AlignedExonicIntronicIntergenicOverlapping ExonError rateNon-primaryReads mapped% Mapped% Proper pairs% MapQ 0 readsTotal seqsMean insertReadsReads mapped% Reads mappedrRNATotal readsAlignedAlignedUniq alignedUniq alignedMultimappedM Unique Reads% Pass DedupDupsGCAvg lenMedian lenFailedSeqs% > Q30Mb Q30 basesReads After FilteringGC content% PF% AdapterMean R1 LengthDupsGCAvg lenMedian lenFailedSeqs
        RZY000ZA1
        0.57
        2.0M
        1.1M
        0.5M
        0.2M
        0.1M
        0.91%
        0.9M
        2.0M
        100.0%
        0.0%
        3.8%
        2.0M
        0.0bp
        2.9M
        2.9M
        100.0%
        7.0%
        18.9M
        17.6M
        93.0%
        16.4M
        86.4%
        1.2M
        2.9M
        12.4%
        73.8%
        42.0%
        151bp
        151bp
        27%
        27.3M
        87.7%
        1929.4Mb
        20.4M
        36.5%
        74.7%
        48.5%
        141.0bp
        84.3%
        36.0%
        108bp
        137bp
        36%
        20.4M
        RZY000ZA2
        0.68
        1.7M
        0.9M
        0.5M
        0.1M
        0.1M
        0.92%
        0.8M
        1.7M
        100.0%
        0.0%
        4.1%
        1.7M
        0.0bp
        2.5M
        2.5M
        100.0%
        8.5%
        8.9M
        7.9M
        89.5%
        7.2M
        81.6%
        0.7M
        2.5M
        22.1%
        58.4%
        47.0%
        151bp
        151bp
        36%
        15.1M
        86.3%
        874.2Mb
        9.7M
        37.3%
        64.3%
        55.0%
        141.0bp
        72.7%
        37.0%
        104bp
        127bp
        36%
        9.7M
        RZY000ZA3
        0.75
        1.7M
        0.9M
        0.4M
        0.1M
        0.1M
        0.92%
        0.8M
        1.7M
        100.0%
        0.0%
        4.1%
        1.7M
        0.0bp
        2.5M
        2.5M
        100.0%
        6.7%
        9.6M
        8.9M
        92.2%
        8.0M
        83.3%
        0.9M
        2.5M
        20.0%
        61.6%
        45.0%
        151bp
        151bp
        27%
        15.2M
        88.1%
        934.7Mb
        10.3M
        37.7%
        67.8%
        56.3%
        141.0bp
        76.2%
        37.0%
        103bp
        122bp
        36%
        10.3M
        RZY000ZA4
        0.75
        2.2M
        1.2M
        0.6M
        0.2M
        0.2M
        0.91%
        1.0M
        2.2M
        100.0%
        0.0%
        4.0%
        2.2M
        0.0bp
        3.2M
        3.2M
        100.0%
        4.8%
        11.8M
        10.8M
        91.0%
        9.8M
        82.5%
        1.0M
        3.2M
        22.2%
        59.3%
        46.0%
        151bp
        151bp
        27%
        18.9M
        87.4%
        1129.1Mb
        12.4M
        37.6%
        65.8%
        56.2%
        141.0bp
        74.1%
        37.0%
        104bp
        127bp
        36%
        12.4M
        RZY000ZA5
        0.83
        2.2M
        1.2M
        0.6M
        0.2M
        0.2M
        0.90%
        0.8M
        2.2M
        100.0%
        0.0%
        3.3%
        2.2M
        0.0bp
        3.1M
        3.1M
        100.0%
        7.6%
        9.7M
        8.9M
        91.7%
        8.1M
        83.9%
        0.8M
        3.1M
        26.4%
        55.4%
        44.0%
        151bp
        151bp
        36%
        15.2M
        87.4%
        988.7Mb
        10.5M
        36.9%
        69.1%
        50.6%
        141.0bp
        70.6%
        36.0%
        108bp
        137bp
        36%
        10.5M
        RZY000ZA6
        0.75
        1.9M
        1.0M
        0.5M
        0.1M
        0.1M
        0.88%
        0.9M
        1.9M
        100.0%
        0.0%
        4.1%
        1.9M
        0.0bp
        2.7M
        2.7M
        100.0%
        6.4%
        9.8M
        8.8M
        89.4%
        8.0M
        81.3%
        0.8M
        2.7M
        23.1%
        57.6%
        47.0%
        151bp
        151bp
        27%
        17.2M
        87.4%
        962.6Mb
        10.5M
        37.6%
        60.9%
        56.9%
        141.0bp
        73.1%
        37.0%
        105bp
        127bp
        36%
        10.5M
        RZY019HA1
        0.56
        2.2M
        1.2M
        0.6M
        0.2M
        0.1M
        0.92%
        0.9M
        2.2M
        100.0%
        0.0%
        3.8%
        2.2M
        0.0bp
        3.1M
        3.1M
        100.0%
        8.3%
        9.1M
        8.2M
        90.7%
        7.4M
        81.6%
        0.8M
        3.1M
        26.9%
        53.1%
        45.0%
        151bp
        151bp
        36%
        14.5M
        87.1%
        899.4Mb
        9.9M
        36.8%
        68.2%
        53.8%
        141.0bp
        68.5%
        36.0%
        104bp
        127bp
        36%
        9.9M
        RZY019HA2
        0.67
        2.0M
        1.1M
        0.5M
        0.2M
        0.1M
        0.92%
        0.8M
        2.0M
        100.0%
        0.0%
        3.5%
        2.0M
        0.0bp
        2.8M
        2.8M
        100.0%
        9.0%
        8.4M
        7.6M
        91.0%
        6.9M
        82.2%
        0.7M
        2.8M
        26.8%
        54.0%
        43.0%
        151bp
        151bp
        27%
        13.5M
        86.6%
        841.7Mb
        9.2M
        35.8%
        68.0%
        52.6%
        141.0bp
        68.4%
        35.0%
        106bp
        127bp
        36%
        9.2M
        RZY019HA3
        0.75
        2.1M
        1.1M
        0.6M
        0.2M
        0.1M
        0.91%
        0.9M
        2.1M
        100.0%
        0.0%
        3.7%
        2.1M
        0.0bp
        2.9M
        2.9M
        100.0%
        5.4%
        11.5M
        10.6M
        92.3%
        9.6M
        83.5%
        1.0M
        2.9M
        20.3%
        61.0%
        44.0%
        151bp
        151bp
        27%
        18.3M
        87.7%
        1104.1Mb
        12.1M
        36.9%
        66.4%
        56.1%
        141.0bp
        75.6%
        36.0%
        104bp
        127bp
        36%
        12.1M
        RZY019HA4
        0.57
        2.7M
        1.5M
        0.8M
        0.2M
        0.2M
        0.91%
        1.0M
        2.7M
        100.0%
        0.0%
        3.3%
        2.7M
        0.0bp
        3.7M
        3.7M
        100.0%
        7.6%
        12.7M
        11.7M
        92.2%
        10.7M
        84.7%
        1.0M
        3.7M
        24.4%
        58.3%
        44.0%
        151bp
        151bp
        27%
        19.1M
        87.9%
        1308.0Mb
        13.7M
        37.0%
        71.9%
        48.7%
        141.0bp
        73.0%
        37.0%
        109bp
        137bp
        36%
        13.7M
        RZY019HA5
        0.84
        2.2M
        1.2M
        0.6M
        0.2M
        0.2M
        0.89%
        0.8M
        2.2M
        100.0%
        0.0%
        3.5%
        2.2M
        0.0bp
        3.0M
        3.0M
        100.0%
        8.4%
        10.5M
        9.6M
        91.6%
        8.8M
        83.5%
        0.8M
        3.0M
        24.1%
        58.0%
        45.0%
        151bp
        151bp
        27%
        17.6M
        87.9%
        1072.4Mb
        11.4M
        37.2%
        64.9%
        54.2%
        141.0bp
        73.7%
        37.0%
        107bp
        132bp
        36%
        11.4M
        RZY019HA6
        0.70
        2.1M
        1.1M
        0.6M
        0.2M
        0.2M
        0.91%
        0.9M
        2.1M
        100.0%
        0.0%
        3.7%
        2.1M
        0.0bp
        3.0M
        3.0M
        100.0%
        6.3%
        11.1M
        10.1M
        91.4%
        9.3M
        83.8%
        0.8M
        3.0M
        22.6%
        58.7%
        46.0%
        151bp
        151bp
        27%
        18.3M
        87.4%
        1086.7Mb
        11.8M
        37.2%
        64.9%
        56.1%
        141.0bp
        74.1%
        37.0%
        105bp
        127bp
        36%
        11.8M
        RZY019LA1
        0.60
        1.5M
        0.8M
        0.4M
        0.1M
        0.1M
        0.88%
        0.7M
        1.5M
        100.0%
        0.0%
        4.1%
        1.5M
        0.0bp
        2.2M
        2.2M
        100.0%
        7.9%
        9.0M
        8.2M
        91.6%
        7.3M
        81.6%
        0.9M
        2.2M
        19.1%
        61.3%
        45.0%
        151bp
        151bp
        27%
        15.1M
        87.1%
        868.0Mb
        9.7M
        36.8%
        64.6%
        57.5%
        141.0bp
        76.4%
        36.0%
        102bp
        122bp
        36%
        9.7M
        RZY019LA2
        0.75
        2.5M
        1.3M
        0.7M
        0.2M
        0.2M
        0.94%
        1.1M
        2.5M
        100.0%
        0.0%
        4.1%
        2.5M
        0.0bp
        3.6M
        3.6M
        100.0%
        6.5%
        15.2M
        13.8M
        90.6%
        12.4M
        81.9%
        1.3M
        3.6M
        18.9%
        63.1%
        45.0%
        151bp
        151bp
        27%
        24.9M
        87.1%
        1462.5Mb
        16.3M
        36.3%
        65.3%
        56.4%
        141.0bp
        76.6%
        36.0%
        103bp
        122bp
        36%
        16.3M
        RZY019LA3
        0.81
        2.3M
        1.2M
        0.6M
        0.2M
        0.2M
        0.93%
        1.0M
        2.3M
        100.0%
        0.0%
        3.9%
        2.3M
        0.0bp
        3.4M
        3.4M
        100.0%
        6.7%
        13.0M
        11.8M
        90.7%
        10.8M
        83.2%
        1.0M
        3.4M
        21.0%
        61.2%
        45.0%
        151bp
        151bp
        27%
        21.1M
        87.4%
        1271.1Mb
        13.9M
        36.9%
        66.1%
        54.9%
        141.0bp
        75.0%
        36.0%
        104bp
        127bp
        36%
        13.9M
        RZY019LA4
        0.59
        2.1M
        1.1M
        0.6M
        0.2M
        0.1M
        0.93%
        1.0M
        2.1M
        100.0%
        0.0%
        4.1%
        2.1M
        0.0bp
        3.1M
        3.1M
        100.0%
        6.4%
        12.2M
        11.2M
        91.3%
        10.2M
        83.8%
        0.9M
        3.1M
        20.3%
        61.9%
        47.0%
        151bp
        151bp
        36%
        20.3M
        87.2%
        1173.2Mb
        13.1M
        37.3%
        64.3%
        57.2%
        141.0bp
        76.3%
        37.0%
        103bp
        122bp
        36%
        13.1M
        RZY019LA5
        0.81
        2.2M
        1.2M
        0.6M
        0.2M
        0.2M
        0.89%
        0.9M
        2.2M
        100.0%
        0.0%
        3.5%
        2.2M
        0.0bp
        3.1M
        3.1M
        100.0%
        7.0%
        12.5M
        11.5M
        91.9%
        10.5M
        84.3%
        0.9M
        3.1M
        20.6%
        62.0%
        45.0%
        151bp
        151bp
        27%
        19.7M
        87.5%
        1260.0Mb
        13.4M
        37.2%
        68.1%
        51.9%
        141.0bp
        76.3%
        37.0%
        107bp
        137bp
        36%
        13.4M
        RZY019LA6
        0.80
        2.2M
        1.2M
        0.6M
        0.2M
        0.2M
        0.88%
        0.8M
        2.2M
        100.0%
        0.0%
        3.4%
        2.2M
        0.0bp
        3.0M
        3.0M
        100.0%
        6.4%
        10.7M
        9.8M
        91.1%
        9.0M
        83.8%
        0.8M
        3.0M
        23.9%
        57.1%
        47.0%
        151bp
        151bp
        36%
        17.7M
        87.7%
        1078.1Mb
        11.5M
        38.0%
        64.8%
        53.5%
        141.0bp
        73.2%
        38.0%
        107bp
        137bp
        36%
        11.5M
        RZY996LA1
        0.65
        2.3M
        1.3M
        0.6M
        0.2M
        0.2M
        0.91%
        1.1M
        2.3M
        100.0%
        0.0%
        4.2%
        2.3M
        0.0bp
        3.4M
        3.4M
        100.0%
        7.0%
        22.6M
        20.8M
        92.2%
        18.8M
        83.2%
        2.0M
        3.4M
        12.0%
        73.0%
        43.0%
        151bp
        151bp
        27%
        35.0M
        87.4%
        2228.8Mb
        24.3M
        36.4%
        69.5%
        53.3%
        141.0bp
        84.2%
        36.0%
        105bp
        127bp
        36%
        24.3M
        RZY996LA2
        0.60
        1.5M
        0.8M
        0.4M
        0.1M
        0.1M
        0.88%
        0.7M
        1.5M
        100.0%
        0.0%
        3.9%
        1.5M
        0.0bp
        2.2M
        2.2M
        100.0%
        8.7%
        10.0M
        9.1M
        90.7%
        8.2M
        81.9%
        0.9M
        2.2M
        17.3%
        65.7%
        46.0%
        151bp
        151bp
        36%
        16.6M
        87.2%
        1013.8Mb
        11.0M
        37.2%
        65.8%
        53.3%
        141.0bp
        78.1%
        37.0%
        106bp
        132bp
        36%
        11.0M
        RZY996LA3
        0.56
        2.0M
        1.1M
        0.5M
        0.2M
        0.1M
        0.92%
        0.9M
        2.0M
        100.0%
        0.0%
        3.8%
        2.0M
        0.0bp
        2.9M
        2.9M
        100.0%
        6.6%
        9.2M
        8.5M
        92.1%
        7.8M
        84.8%
        0.7M
        2.9M
        25.3%
        55.6%
        45.0%
        151bp
        151bp
        27%
        14.7M
        87.5%
        895.2Mb
        9.9M
        36.7%
        67.1%
        55.7%
        141.0bp
        71.7%
        36.0%
        104bp
        127bp
        36%
        9.9M
        RZY996LA4
        0.65
        1.9M
        1.0M
        0.5M
        0.1M
        0.1M
        0.90%
        0.9M
        1.9M
        100.0%
        0.0%
        4.5%
        1.9M
        0.0bp
        2.8M
        2.8M
        100.0%
        5.4%
        10.1M
        9.0M
        89.5%
        8.1M
        80.2%
        0.9M
        2.8M
        22.1%
        58.8%
        48.0%
        151bp
        151bp
        27%
        18.2M
        87.6%
        941.2Mb
        10.7M
        37.8%
        58.6%
        61.4%
        141.0bp
        73.6%
        37.0%
        101bp
        117bp
        36%
        10.7M
        RZY996LA5
        0.76
        2.1M
        1.2M
        0.6M
        0.2M
        0.2M
        0.89%
        0.8M
        2.1M
        100.0%
        0.0%
        3.4%
        2.1M
        0.0bp
        3.0M
        3.0M
        100.0%
        7.5%
        11.6M
        10.7M
        92.6%
        9.8M
        85.0%
        0.9M
        3.0M
        21.3%
        60.7%
        45.0%
        151bp
        151bp
        36%
        17.6M
        87.5%
        1174.5Mb
        12.5M
        37.3%
        71.1%
        51.2%
        141.0bp
        75.3%
        37.0%
        107bp
        132bp
        36%
        12.5M
        RZY996LA6
        0.75
        2.1M
        1.1M
        0.6M
        0.2M
        0.1M
        0.90%
        0.9M
        2.1M
        100.0%
        0.0%
        4.0%
        2.1M
        0.0bp
        3.0M
        3.0M
        100.0%
        7.1%
        11.3M
        10.3M
        90.9%
        9.4M
        82.8%
        0.9M
        3.0M
        21.9%
        59.0%
        47.0%
        151bp
        151bp
        27%
        20.2M
        87.3%
        1093.6Mb
        12.2M
        37.6%
        60.6%
        59.3%
        141.0bp
        75.0%
        37.0%
        103bp
        122bp
        36%
        12.2M
        RZY996MA1
        0.61
        1.5M
        0.8M
        0.4M
        0.1M
        0.1M
        0.91%
        0.8M
        1.5M
        100.0%
        0.0%
        5.1%
        1.5M
        0.0bp
        2.3M
        2.3M
        100.0%
        6.0%
        14.1M
        12.6M
        89.1%
        11.2M
        79.3%
        1.4M
        2.3M
        12.5%
        70.8%
        47.0%
        151bp
        151bp
        27%
        26.1M
        86.0%
        1183.0Mb
        15.0M
        37.1%
        57.6%
        67.6%
        141.0bp
        82.6%
        37.0%
        91bp
        87bp
        36%
        15.0M
        RZY996MA2
        0.72
        2.1M
        1.2M
        0.6M
        0.2M
        0.1M
        0.93%
        0.9M
        2.1M
        100.0%
        0.0%
        3.6%
        2.1M
        0.0bp
        3.0M
        3.0M
        100.0%
        7.1%
        10.4M
        9.6M
        92.7%
        8.9M
        85.7%
        0.7M
        3.0M
        23.6%
        58.8%
        44.0%
        151bp
        151bp
        27%
        16.2M
        87.5%
        1015.7Mb
        11.2M
        36.6%
        69.0%
        54.3%
        141.0bp
        73.2%
        36.0%
        104bp
        127bp
        36%
        11.2M
        RZY996MA3
        0.71
        2.0M
        1.1M
        0.5M
        0.2M
        0.1M
        0.93%
        0.8M
        2.0M
        100.0%
        0.0%
        3.6%
        2.0M
        0.0bp
        2.8M
        2.8M
        100.0%
        7.0%
        10.0M
        9.3M
        92.5%
        8.6M
        85.9%
        0.7M
        2.8M
        22.3%
        58.8%
        43.0%
        151bp
        151bp
        27%
        15.1M
        87.6%
        1005.3Mb
        10.8M
        36.9%
        71.6%
        51.4%
        141.0bp
        74.1%
        36.0%
        106bp
        132bp
        36%
        10.8M
        RZY996MA4
        0.72
        2.1M
        1.2M
        0.6M
        0.2M
        0.2M
        0.89%
        0.9M
        2.1M
        100.0%
        0.0%
        3.8%
        2.1M
        0.0bp
        3.0M
        3.0M
        100.0%
        6.0%
        10.6M
        9.6M
        90.9%
        8.8M
        83.5%
        0.8M
        3.0M
        23.4%
        57.9%
        45.0%
        151bp
        151bp
        27%
        17.2M
        87.9%
        1039.8Mb
        11.2M
        37.1%
        65.1%
        55.3%
        141.0bp
        73.1%
        37.0%
        105bp
        132bp
        36%
        11.2M
        RZY996MA5
        0.68
        1.9M
        1.0M
        0.5M
        0.2M
        0.1M
        0.91%
        0.8M
        1.9M
        100.0%
        0.0%
        4.0%
        1.9M
        0.0bp
        2.7M
        2.7M
        100.0%
        7.1%
        9.8M
        8.9M
        91.2%
        8.1M
        83.1%
        0.8M
        2.7M
        22.9%
        58.0%
        46.0%
        151bp
        151bp
        27%
        16.5M
        87.2%
        950.7Mb
        10.5M
        36.8%
        64.0%
        57.4%
        141.0bp
        73.9%
        36.0%
        103bp
        122bp
        36%
        10.5M
        RZY996MA6
        0.90
        1.8M
        1.0M
        0.5M
        0.1M
        0.1M
        0.90%
        0.8M
        1.8M
        100.0%
        0.0%
        3.7%
        1.8M
        0.0bp
        2.6M
        2.6M
        100.0%
        5.4%
        10.1M
        9.2M
        91.6%
        8.4M
        83.3%
        0.8M
        2.6M
        21.5%
        59.5%
        46.0%
        151bp
        151bp
        27%
        17.0M
        87.9%
        972.3Mb
        10.7M
        37.7%
        62.7%
        58.4%
        141.0bp
        75.4%
        37.0%
        104bp
        122bp
        36%
        10.7M
        RZY999ZA1
        0.73
        2.5M
        1.3M
        0.6M
        0.2M
        0.2M
        0.92%
        1.3M
        2.5M
        100.0%
        0.0%
        4.5%
        2.5M
        0.0bp
        3.7M
        3.7M
        100.0%
        8.6%
        24.2M
        22.0M
        90.9%
        19.6M
        81.2%
        2.4M
        3.7M
        11.9%
        71.6%
        46.0%
        151bp
        151bp
        36%
        41.3M
        87.5%
        2378.0Mb
        26.4M
        37.3%
        64.1%
        56.9%
        141.0bp
        84.3%
        37.0%
        103bp
        122bp
        36%
        26.4M
        RZY999ZA2
        0.51
        1.5M
        0.8M
        0.4M
        0.1M
        0.1M
        0.90%
        0.6M
        1.5M
        100.0%
        0.0%
        3.5%
        1.5M
        0.0bp
        2.0M
        2.0M
        100.0%
        8.2%
        6.9M
        6.3M
        91.9%
        5.8M
        84.8%
        0.5M
        2.0M
        24.0%
        57.5%
        45.0%
        151bp
        151bp
        27%
        11.4M
        87.5%
        683.9Mb
        7.5M
        37.0%
        65.7%
        55.3%
        141.0bp
        72.1%
        36.0%
        105bp
        127bp
        36%
        7.5M
        RZY999ZA3
        0.68
        2.1M
        1.1M
        0.6M
        0.2M
        0.1M
        0.91%
        0.9M
        2.1M
        100.0%
        0.0%
        3.6%
        2.1M
        0.0bp
        3.0M
        3.0M
        100.0%
        8.0%
        10.9M
        10.0M
        91.9%
        9.1M
        83.4%
        0.9M
        3.0M
        21.4%
        59.8%
        44.0%
        151bp
        151bp
        27%
        17.2M
        87.1%
        1079.4Mb
        11.8M
        36.5%
        68.7%
        52.3%
        141.0bp
        74.2%
        36.0%
        105bp
        127bp
        36%
        11.8M
        RZY999ZA4
        0.76
        1.9M
        1.0M
        0.5M
        0.2M
        0.1M
        0.93%
        1.0M
        1.9M
        100.0%
        0.0%
        4.4%
        1.9M
        0.0bp
        2.9M
        2.9M
        100.0%
        5.9%
        11.1M
        10.0M
        90.1%
        9.0M
        81.0%
        1.0M
        2.9M
        20.4%
        60.7%
        46.0%
        151bp
        151bp
        27%
        17.9M
        87.1%
        1067.1Mb
        11.8M
        37.4%
        65.7%
        55.3%
        141.0bp
        74.8%
        37.0%
        104bp
        127bp
        36%
        11.8M
        RZY999ZA5
        0.74
        2.0M
        1.1M
        0.5M
        0.2M
        0.1M
        0.92%
        0.8M
        2.0M
        100.0%
        0.0%
        3.6%
        2.0M
        0.0bp
        2.8M
        2.8M
        100.0%
        6.9%
        9.6M
        8.8M
        91.8%
        8.0M
        83.0%
        0.8M
        2.8M
        24.1%
        57.3%
        45.0%
        151bp
        151bp
        27%
        15.8M
        87.4%
        943.0Mb
        10.3M
        36.8%
        65.1%
        55.6%
        141.0bp
        72.9%
        36.0%
        105bp
        127bp
        36%
        10.3M
        RZY999ZA6
        0.69
        1.9M
        1.0M
        0.5M
        0.2M
        0.1M
        0.90%
        0.8M
        1.9M
        100.0%
        0.0%
        3.7%
        1.9M
        0.0bp
        2.7M
        2.7M
        100.0%
        6.2%
        10.3M
        9.5M
        92.1%
        8.6M
        84.2%
        0.8M
        2.7M
        21.4%
        61.0%
        45.0%
        151bp
        151bp
        27%
        16.7M
        87.6%
        1003.0Mb
        10.9M
        37.0%
        65.7%
        56.3%
        141.0bp
        75.6%
        36.0%
        105bp
        127bp
        36%
        10.9M
        RZZ000ZA1
        0.70
        2.2M
        1.3M
        0.5M
        0.2M
        0.2M
        0.92%
        0.7M
        2.2M
        100.0%
        0.0%
        2.8%
        2.2M
        0.0bp
        2.9M
        2.9M
        100.0%
        10.5%
        11.7M
        11.2M
        95.5%
        10.4M
        88.5%
        0.8M
        2.9M
        20.5%
        63.6%
        36.0%
        151bp
        151bp
        27%
        14.6M
        87.2%
        1317.6Mb
        13.1M
        35.5%
        89.5%
        34.1%
        141.0bp
        77.5%
        35.0%
        115bp
        141bp
        36%
        13.1M
        RZZ000ZA2
        1.30
        0.9M
        0.5M
        0.3M
        0.1M
        0.1M
        0.97%
        0.3M
        0.9M
        100.0%
        0.0%
        2.4%
        0.9M
        0.0bp
        1.2M
        1.2M
        100.0%
        5.1%
        8.2M
        7.9M
        95.9%
        7.5M
        91.5%
        0.4M
        1.2M
        13.2%
        74.6%
        39.0%
        151bp
        151bp
        27%
        10.2M
        89.2%
        865.2Mb
        8.7M
        36.9%
        85.2%
        43.7%
        141.0bp
        84.4%
        36.0%
        112bp
        137bp
        36%
        8.7M
        RZZ000ZA3
        0.76
        2.6M
        1.5M
        0.7M
        0.2M
        0.2M
        0.94%
        0.8M
        2.6M
        100.0%
        0.0%
        2.7%
        2.6M
        0.0bp
        3.4M
        3.4M
        100.0%
        8.2%
        14.1M
        13.5M
        96.1%
        12.6M
        89.8%
        0.9M
        3.4M
        20.8%
        63.0%
        37.0%
        151bp
        151bp
        27%
        16.9M
        87.6%
        1535.9Mb
        15.3M
        36.2%
        90.7%
        35.9%
        141.0bp
        77.5%
        36.0%
        114bp
        141bp
        36%
        15.3M
        RZZ000ZA4
        0.70
        3.2M
        1.6M
        1.0M
        0.3M
        0.2M
        1.00%
        0.9M
        3.2M
        100.0%
        0.0%
        2.6%
        3.2M
        0.0bp
        4.1M
        4.1M
        100.0%
        7.2%
        17.8M
        17.2M
        96.4%
        16.1M
        90.2%
        1.1M
        4.1M
        19.8%
        69.9%
        35.0%
        151bp
        151bp
        27%
        20.1M
        88.9%
        1951.2Mb
        19.2M
        35.8%
        95.7%
        35.4%
        141.0bp
        78.7%
        35.0%
        114bp
        141bp
        27%
        19.2M
        RZZ000ZA5
        0.91
        4.0M
        2.3M
        1.1M
        0.3M
        0.3M
        0.93%
        1.1M
        4.0M
        100.0%
        0.0%
        2.3%
        4.0M
        0.0bp
        5.1M
        5.1M
        100.0%
        7.5%
        21.1M
        20.2M
        96.0%
        19.0M
        90.5%
        1.2M
        5.1M
        21.3%
        62.7%
        37.0%
        151bp
        151bp
        27%
        25.1M
        88.1%
        2344.8Mb
        22.8M
        36.7%
        90.5%
        33.7%
        141.0bp
        77.8%
        36.0%
        117bp
        141bp
        36%
        22.8M
        RZZ000ZA6
        0.94
        2.3M
        1.2M
        0.7M
        0.2M
        0.2M
        0.96%
        0.9M
        2.3M
        100.0%
        0.0%
        3.5%
        2.3M
        0.0bp
        3.3M
        3.3M
        100.0%
        5.6%
        14.9M
        14.0M
        93.6%
        12.9M
        86.3%
        1.1M
        3.3M
        18.4%
        65.5%
        43.0%
        151bp
        151bp
        27%
        21.6M
        87.8%
        1444.2Mb
        15.8M
        36.5%
        73.0%
        53.9%
        141.0bp
        79.1%
        36.0%
        104bp
        127bp
        36%
        15.8M
        RZZ014HA1
        0.67
        2.0M
        1.2M
        0.5M
        0.2M
        0.2M
        0.94%
        0.7M
        2.0M
        100.0%
        0.0%
        2.8%
        2.0M
        0.0bp
        2.7M
        2.7M
        100.0%
        9.1%
        12.7M
        12.2M
        96.0%
        11.4M
        89.3%
        0.9M
        2.7M
        18.4%
        65.3%
        37.0%
        151bp
        151bp
        36%
        15.7M
        87.3%
        1406.0Mb
        14.0M
        36.3%
        89.3%
        35.2%
        141.0bp
        79.8%
        36.0%
        115bp
        141bp
        36%
        14.0M
        RZZ014HA2
        0.88
        2.3M
        1.3M
        0.6M
        0.2M
        0.2M
        0.94%
        0.7M
        2.3M
        100.0%
        0.0%
        2.6%
        2.3M
        0.0bp
        3.1M
        3.1M
        100.0%
        6.0%
        15.0M
        14.5M
        96.6%
        13.9M
        92.3%
        0.6M
        3.1M
        18.2%
        68.2%
        38.0%
        151bp
        151bp
        36%
        17.5M
        88.7%
        1575.3Mb
        16.0M
        36.9%
        91.5%
        41.1%
        141.0bp
        80.8%
        36.0%
        111bp
        137bp
        36%
        16.0M
        RZZ014HA3
        0.86
        2.9M
        1.6M
        0.8M
        0.2M
        0.2M
        0.95%
        1.0M
        2.9M
        100.0%
        0.0%
        3.1%
        2.9M
        0.0bp
        3.9M
        3.9M
        100.0%
        7.4%
        12.7M
        12.1M
        95.1%
        11.1M
        87.2%
        1.0M
        3.9M
        25.1%
        54.0%
        41.0%
        151bp
        151bp
        27%
        16.8M
        86.8%
        1280.5Mb
        13.7M
        36.6%
        81.5%
        47.1%
        141.0bp
        72.2%
        36.0%
        108bp
        132bp
        36%
        13.7M
        RZZ014HA4
        0.70
        2.7M
        1.6M
        0.7M
        0.2M
        0.2M
        0.92%
        0.9M
        2.7M
        100.0%
        0.0%
        2.9%
        2.7M
        0.0bp
        3.6M
        3.6M
        100.0%
        8.7%
        16.8M
        16.1M
        95.8%
        14.7M
        87.5%
        1.4M
        3.6M
        18.1%
        66.9%
        38.0%
        151bp
        151bp
        27%
        21.1M
        88.0%
        1788.8Mb
        18.4M
        36.6%
        86.9%
        40.0%
        141.0bp
        79.9%
        36.0%
        111bp
        137bp
        36%
        18.4M
        RZZ014HA5
        0.76
        2.3M
        1.4M
        0.6M
        0.2M
        0.2M
        0.94%
        0.7M
        2.3M
        100.0%
        0.0%
        2.6%
        2.3M
        0.0bp
        3.1M
        3.1M
        100.0%
        8.0%
        14.6M
        14.0M
        96.1%
        13.2M
        90.7%
        0.8M
        3.1M
        18.6%
        64.5%
        38.0%
        151bp
        151bp
        27%
        17.7M
        87.5%
        1590.6Mb
        15.8M
        36.9%
        89.2%
        36.5%
        141.0bp
        79.6%
        36.0%
        115bp
        141bp
        36%
        15.8M
        RZZ014HA6
        0.65
        3.0M
        1.7M
        0.8M
        0.2M
        0.2M
        0.91%
        1.0M
        3.0M
        100.0%
        0.0%
        2.8%
        3.0M
        0.0bp
        4.0M
        4.0M
        100.0%
        8.2%
        16.1M
        15.5M
        96.3%
        14.1M
        87.8%
        1.4M
        4.0M
        20.6%
        63.6%
        38.0%
        151bp
        151bp
        36%
        19.7M
        88.4%
        1702.2Mb
        17.5M
        36.3%
        88.7%
        40.9%
        141.0bp
        77.8%
        36.0%
        110bp
        137bp
        36%
        17.5M
        RZZ014LA1
        0.87
        2.8M
        1.6M
        0.8M
        0.2M
        0.2M
        0.95%
        1.0M
        2.8M
        100.0%
        0.0%
        3.0%
        2.8M
        0.0bp
        3.8M
        3.8M
        100.0%
        9.1%
        15.0M
        14.2M
        95.1%
        13.2M
        87.9%
        1.1M
        3.8M
        21.2%
        61.0%
        38.0%
        151bp
        151bp
        36%
        19.3M
        87.3%
        1623.9Mb
        16.5M
        36.0%
        85.4%
        39.0%
        141.0bp
        76.4%
        36.0%
        113bp
        141bp
        36%
        16.5M
        RZZ014LA2
        0.73
        2.6M
        1.4M
        0.7M
        0.2M
        0.2M
        0.92%
        0.8M
        2.6M
        100.0%
        0.0%
        2.6%
        2.6M
        0.0bp
        3.4M
        3.4M
        100.0%
        7.8%
        15.8M
        15.2M
        96.1%
        14.3M
        90.3%
        0.9M
        3.4M
        18.7%
        66.8%
        38.0%
        151bp
        151bp
        36%
        19.4M
        88.5%
        1702.7Mb
        17.2M
        37.1%
        88.5%
        40.0%
        141.0bp
        79.9%
        37.0%
        112bp
        141bp
        36%
        17.2M
        RZZ014LA3
        0.83
        2.5M
        1.4M
        0.6M
        0.2M
        0.2M
        0.94%
        0.9M
        2.5M
        100.0%
        0.0%
        3.0%
        2.5M
        0.0bp
        3.3M
        3.3M
        100.0%
        8.3%
        15.2M
        14.5M
        95.8%
        13.5M
        89.2%
        1.0M
        3.3M
        18.7%
        64.4%
        38.0%
        151bp
        151bp
        27%
        18.8M
        87.4%
        1636.7Mb
        16.6M
        36.2%
        88.1%
        38.3%
        141.0bp
        79.1%
        36.0%
        113bp
        141bp
        36%
        16.6M
        RZZ014LA4
        0.70
        2.3M
        1.3M
        0.6M
        0.2M
        0.2M
        0.91%
        0.8M
        2.3M
        100.0%
        0.0%
        3.0%
        2.3M
        0.0bp
        3.1M
        3.1M
        100.0%
        9.5%
        13.7M
        13.1M
        95.7%
        12.1M
        88.5%
        1.0M
        3.1M
        19.3%
        66.9%
        36.0%
        151bp
        151bp
        27%
        16.9M
        87.9%
        1476.6Mb
        15.2M
        35.5%
        89.5%
        39.3%
        141.0bp
        78.8%
        35.0%
        111bp
        137bp
        36%
        15.2M
        RZZ014LA5
        0.73
        3.5M
        2.1M
        0.9M
        0.3M
        0.3M
        0.92%
        0.8M
        3.5M
        100.0%
        0.0%
        2.0%
        3.5M
        0.0bp
        4.3M
        4.3M
        100.0%
        8.8%
        15.8M
        15.2M
        96.0%
        14.4M
        90.8%
        0.8M
        4.3M
        24.6%
        58.1%
        38.0%
        151bp
        151bp
        27%
        19.5M
        87.8%
        1806.0Mb
        17.4M
        37.1%
        88.9%
        32.3%
        141.0bp
        74.6%
        37.0%
        118bp
        141bp
        27%
        17.4M
        RZZ014LA6
        0.67
        2.4M
        1.4M
        0.6M
        0.2M
        0.2M
        0.88%
        0.6M
        2.4M
        100.0%
        0.0%
        2.0%
        2.4M
        0.0bp
        3.0M
        3.0M
        100.0%
        6.9%
        11.7M
        11.3M
        96.4%
        10.6M
        90.5%
        0.7M
        3.0M
        22.8%
        62.8%
        39.0%
        151bp
        151bp
        27%
        13.7M
        89.6%
        1354.5Mb
        12.5M
        38.0%
        91.6%
        29.5%
        141.0bp
        76.3%
        38.0%
        121bp
        141bp
        27%
        12.5M
        RZZ015HA1
        0.80
        2.8M
        1.6M
        0.7M
        0.2M
        0.2M
        0.96%
        0.9M
        2.8M
        100.0%
        0.0%
        2.7%
        2.8M
        0.0bp
        3.7M
        3.7M
        100.0%
        9.1%
        14.9M
        14.2M
        95.6%
        13.3M
        89.1%
        1.0M
        3.7M
        21.1%
        60.5%
        38.0%
        151bp
        151bp
        36%
        18.8M
        87.0%
        1611.9Mb
        16.4M
        36.1%
        86.9%
        38.2%
        141.0bp
        76.9%
        36.0%
        113bp
        141bp
        36%
        16.4M
        RZZ015HA2
        0.88
        2.4M
        1.4M
        0.7M
        0.2M
        0.2M
        0.94%
        0.8M
        2.4M
        100.0%
        0.0%
        2.7%
        2.4M
        0.0bp
        3.2M
        3.2M
        100.0%
        6.9%
        11.4M
        10.8M
        94.9%
        10.1M
        88.8%
        0.7M
        3.2M
        24.9%
        55.7%
        39.0%
        151bp
        151bp
        27%
        15.4M
        88.4%
        1192.1Mb
        12.2M
        36.0%
        79.6%
        45.6%
        141.0bp
        73.7%
        35.0%
        110bp
        141bp
        36%
        12.2M
        RZZ015HA3
        0.83
        3.3M
        1.9M
        0.8M
        0.3M
        0.2M
        0.97%
        1.0M
        3.3M
        100.0%
        0.0%
        2.5%
        3.3M
        0.0bp
        4.2M
        4.2M
        100.0%
        9.2%
        16.0M
        15.3M
        96.0%
        14.3M
        89.4%
        1.1M
        4.2M
        22.8%
        61.1%
        36.0%
        151bp
        151bp
        27%
        19.1M
        87.2%
        1755.2Mb
        17.6M
        35.3%
        92.3%
        34.7%
        141.0bp
        75.7%
        35.0%
        114bp
        141bp
        36%
        17.6M
        RZZ015HA4
        0.79
        2.3M
        1.3M
        0.6M
        0.2M
        0.2M
        0.93%
        0.8M
        2.3M
        100.0%
        0.0%
        3.0%
        2.3M
        0.0bp
        3.1M
        3.1M
        100.0%
        8.5%
        13.8M
        13.2M
        95.9%
        12.2M
        88.7%
        1.0M
        3.1M
        18.7%
        66.3%
        37.0%
        151bp
        151bp
        36%
        16.9M
        87.4%
        1467.0Mb
        15.1M
        36.0%
        89.2%
        38.7%
        141.0bp
        79.2%
        35.0%
        111bp
        137bp
        36%
        15.1M
        RZZ015HA5
        0.69
        3.0M
        1.7M
        0.8M
        0.2M
        0.2M
        0.94%
        1.0M
        3.0M
        100.0%
        0.0%
        2.7%
        3.0M
        0.0bp
        4.0M
        4.0M
        100.0%
        7.8%
        18.6M
        17.9M
        96.1%
        16.6M
        89.1%
        1.3M
        4.0M
        18.4%
        65.3%
        37.0%
        151bp
        151bp
        27%
        22.4M
        87.8%
        2034.2Mb
        20.2M
        36.3%
        90.3%
        36.0%
        141.0bp
        80.0%
        36.0%
        115bp
        141bp
        36%
        20.2M
        RZZ015HA6
        1.00
        2.2M
        1.2M
        0.6M
        0.2M
        0.1M
        0.95%
        1.0M
        2.2M
        100.0%
        0.0%
        4.0%
        2.2M
        0.0bp
        3.1M
        3.1M
        100.0%
        5.1%
        15.5M
        14.4M
        92.9%
        13.4M
        86.6%
        1.0M
        3.1M
        16.9%
        64.6%
        45.0%
        151bp
        151bp
        27%
        24.1M
        87.3%
        1411.0Mb
        16.3M
        36.6%
        67.6%
        60.1%
        141.0bp
        80.3%
        36.0%
        99bp
        107bp
        36%
        16.3M
        RZZ015LA1
        0.69
        3.1M
        1.7M
        0.9M
        0.3M
        0.2M
        0.98%
        1.0M
        3.1M
        100.0%
        0.0%
        2.7%
        3.1M
        0.0bp
        4.1M
        4.1M
        100.0%
        7.9%
        14.4M
        13.7M
        95.2%
        12.8M
        88.5%
        1.0M
        4.1M
        24.3%
        57.6%
        38.0%
        151bp
        151bp
        27%
        18.3M
        87.2%
        1543.0Mb
        15.7M
        36.0%
        85.3%
        39.2%
        141.0bp
        73.6%
        35.0%
        113bp
        141bp
        36%
        15.7M
        RZZ015LA2
        0.79
        3.4M
        1.9M
        0.9M
        0.3M
        0.3M
        0.92%
        0.8M
        3.4M
        100.0%
        0.0%
        2.1%
        3.4M
        0.0bp
        4.2M
        4.2M
        100.0%
        7.6%
        15.2M
        14.6M
        96.4%
        13.8M
        91.3%
        0.8M
        4.2M
        24.8%
        59.8%
        38.0%
        151bp
        151bp
        36%
        18.1M
        88.7%
        1656.4Mb
        16.4M
        37.0%
        90.6%
        37.2%
        141.0bp
        74.8%
        36.0%
        114bp
        141bp
        36%
        16.4M
        RZZ015LA3
        0.80
        2.1M
        1.2M
        0.5M
        0.2M
        0.2M
        0.95%
        0.7M
        2.1M
        100.0%
        0.0%
        2.8%
        2.1M
        0.0bp
        2.7M
        2.7M
        100.0%
        9.6%
        12.7M
        12.2M
        95.8%
        11.3M
        89.4%
        0.8M
        2.7M
        18.3%
        66.0%
        37.0%
        151bp
        151bp
        36%
        15.8M
        86.9%
        1382.2Mb
        14.0M
        35.8%
        89.1%
        35.8%
        141.0bp
        79.4%
        35.0%
        113bp
        141bp
        36%
        14.0M
        RZZ015LA4
        0.87
        2.6M
        1.4M
        0.7M
        0.2M
        0.2M
        0.93%
        1.0M
        2.6M
        100.0%
        0.0%
        3.3%
        2.6M
        0.0bp
        3.5M
        3.5M
        100.0%
        6.1%
        14.8M
        14.1M
        95.5%
        12.9M
        87.5%
        1.2M
        3.5M
        20.0%
        63.9%
        40.0%
        151bp
        151bp
        36%
        18.6M
        88.3%
        1496.8Mb
        15.7M
        36.9%
        84.7%
        46.0%
        141.0bp
        78.2%
        36.0%
        108bp
        132bp
        36%
        15.7M
        RZZ015LA5
        0.82
        3.5M
        1.9M
        1.0M
        0.3M
        0.3M
        0.94%
        1.3M
        3.5M
        100.0%
        0.0%
        3.1%
        3.5M
        0.0bp
        4.8M
        4.8M
        100.0%
        8.3%
        17.5M
        16.5M
        94.0%
        15.3M
        87.1%
        1.2M
        4.8M
        23.3%
        55.9%
        40.0%
        151bp
        151bp
        27%
        25.6M
        86.8%
        1820.2Mb
        19.1M
        35.7%
        74.6%
        47.8%
        141.0bp
        74.5%
        35.0%
        110bp
        137bp
        36%
        19.1M
        RZZ015LA6
        0.65
        2.7M
        1.5M
        0.7M
        0.2M
        0.2M
        0.93%
        0.9M
        2.7M
        100.0%
        0.0%
        3.0%
        2.7M
        0.0bp
        3.6M
        3.6M
        100.0%
        8.1%
        16.0M
        15.3M
        95.8%
        14.1M
        88.7%
        1.1M
        3.6M
        18.9%
        66.4%
        38.0%
        151bp
        151bp
        36%
        19.7M
        88.1%
        1679.5Mb
        17.4M
        36.2%
        87.9%
        41.6%
        141.0bp
        79.3%
        36.0%
        110bp
        137bp
        36%
        17.4M
        RZZ016HA1
        0.73
        2.5M
        1.4M
        0.6M
        0.2M
        0.2M
        0.95%
        0.8M
        2.5M
        100.0%
        0.0%
        2.9%
        2.5M
        0.0bp
        3.3M
        3.3M
        100.0%
        8.6%
        15.3M
        14.6M
        96.0%
        13.7M
        89.6%
        1.0M
        3.3M
        18.5%
        65.0%
        37.0%
        151bp
        151bp
        27%
        18.7M
        87.5%
        1668.5Mb
        16.7M
        36.2%
        89.4%
        36.7%
        141.0bp
        79.7%
        36.0%
        114bp
        141bp
        36%
        16.7M
        RZZ016HA2
        0.77
        2.7M
        1.5M
        0.7M
        0.2M
        0.2M
        0.94%
        1.0M
        2.7M
        100.0%
        0.0%
        3.0%
        2.7M
        0.0bp
        3.7M
        3.7M
        100.0%
        7.5%
        16.9M
        16.2M
        95.8%
        15.1M
        89.2%
        1.1M
        3.7M
        18.6%
        65.4%
        39.0%
        151bp
        151bp
        36%
        21.0M
        88.1%
        1754.5Mb
        18.3M
        36.8%
        86.8%
        43.7%
        141.0bp
        79.6%
        36.0%
        109bp
        137bp
        36%
        18.3M
        RZZ016HA3
        0.66
        2.4M
        1.3M
        0.6M
        0.2M
        0.2M
        0.97%
        0.9M
        2.4M
        100.0%
        0.0%
        3.1%
        2.4M
        0.0bp
        3.3M
        3.3M
        100.0%
        8.8%
        15.7M
        15.0M
        95.3%
        13.9M
        88.6%
        1.1M
        3.3M
        17.6%
        64.8%
        37.0%
        151bp
        151bp
        27%
        19.8M
        87.1%
        1679.9Mb
        17.2M
        35.7%
        86.9%
        39.9%
        141.0bp
        79.8%
        35.0%
        112bp
        141bp
        36%
        17.2M
        RZZ016HA4
        0.80
        2.3M
        1.3M
        0.6M
        0.2M
        0.2M
        0.93%
        0.9M
        2.3M
        100.0%
        0.0%
        3.4%
        2.3M
        0.0bp
        3.2M
        3.2M
        100.0%
        9.2%
        13.7M
        13.0M
        94.8%
        11.9M
        87.1%
        1.0M
        3.2M
        19.3%
        62.5%
        41.0%
        151bp
        151bp
        36%
        18.8M
        87.2%
        1409.3Mb
        15.1M
        36.6%
        80.4%
        47.5%
        141.0bp
        78.5%
        36.0%
        107bp
        132bp
        36%
        15.1M
        RZZ016HA5
        1.10
        3.0M
        1.6M
        0.8M
        0.3M
        0.2M
        0.97%
        1.3M
        3.0M
        100.0%
        0.0%
        3.8%
        3.0M
        0.0bp
        4.2M
        4.2M
        100.0%
        7.9%
        14.0M
        13.0M
        93.3%
        11.8M
        84.2%
        1.3M
        4.2M
        23.5%
        53.7%
        42.0%
        151bp
        151bp
        36%
        21.6M
        85.9%
        1328.4Mb
        15.2M
        35.6%
        70.1%
        56.2%
        141.0bp
        72.6%
        35.0%
        102bp
        122bp
        36%
        15.2M
        RZZ016HA6
        0.69
        1.6M
        0.9M
        0.4M
        0.1M
        0.1M
        0.92%
        0.7M
        1.6M
        100.0%
        0.0%
        3.5%
        1.6M
        0.0bp
        2.3M
        2.3M
        100.0%
        10.6%
        12.4M
        11.9M
        95.8%
        10.9M
        87.7%
        1.0M
        2.3M
        15.5%
        70.3%
        38.0%
        151bp
        151bp
        36%
        15.7M
        87.7%
        1327.3Mb
        13.9M
        36.3%
        88.5%
        41.7%
        141.0bp
        82.4%
        36.0%
        109bp
        137bp
        45%
        13.9M
        RZZ016LA1
        0.74
        3.1M
        1.6M
        0.9M
        0.3M
        0.2M
        1.00%
        1.2M
        3.1M
        100.0%
        0.0%
        3.5%
        3.1M
        0.0bp
        4.3M
        4.3M
        100.0%
        6.8%
        12.8M
        11.9M
        92.7%
        10.9M
        85.0%
        1.0M
        4.3M
        27.9%
        50.8%
        44.0%
        151bp
        151bp
        36%
        20.0M
        86.3%
        1258.3Mb
        13.7M
        36.2%
        68.7%
        53.4%
        141.0bp
        69.1%
        36.0%
        106bp
        132bp
        36%
        13.7M
        RZZ016LA2
        0.85
        2.8M
        1.6M
        0.8M
        0.2M
        0.2M
        0.93%
        0.7M
        2.8M
        100.0%
        0.0%
        2.2%
        2.8M
        0.0bp
        3.5M
        3.5M
        100.0%
        7.7%
        12.9M
        12.4M
        96.3%
        11.7M
        90.8%
        0.7M
        3.5M
        24.0%
        61.5%
        37.0%
        151bp
        151bp
        36%
        15.2M
        88.4%
        1412.2Mb
        14.0M
        36.6%
        92.0%
        35.7%
        141.0bp
        75.2%
        36.0%
        114bp
        141bp
        36%
        14.0M
        RZZ016LA3
        0.79
        2.9M
        1.6M
        0.8M
        0.2M
        0.2M
        0.96%
        0.9M
        2.9M
        100.0%
        0.0%
        2.9%
        2.9M
        0.0bp
        3.8M
        3.8M
        100.0%
        8.8%
        16.7M
        16.0M
        95.6%
        14.8M
        88.6%
        1.2M
        3.8M
        19.2%
        64.9%
        37.0%
        151bp
        151bp
        27%
        20.4M
        87.0%
        1818.8Mb
        18.3M
        35.8%
        89.9%
        36.1%
        141.0bp
        78.5%
        35.0%
        114bp
        141bp
        36%
        18.3M
        RZZ016LA4
        0.73
        3.2M
        1.8M
        0.8M
        0.3M
        0.2M
        0.90%
        1.0M
        3.2M
        100.0%
        0.0%
        2.8%
        3.2M
        0.0bp
        4.2M
        4.2M
        100.0%
        8.4%
        16.5M
        15.8M
        95.6%
        14.9M
        90.0%
        0.9M
        4.2M
        21.8%
        63.1%
        38.0%
        151bp
        151bp
        27%
        20.9M
        87.8%
        1754.2Mb
        18.0M
        36.2%
        86.4%
        40.8%
        141.0bp
        76.7%
        36.0%
        111bp
        137bp
        36%
        18.0M
        RZZ016LA5
        0.73
        2.5M
        1.5M
        0.7M
        0.2M
        0.2M
        0.93%
        0.8M
        2.5M
        100.0%
        0.0%
        2.6%
        2.5M
        0.0bp
        3.3M
        3.3M
        100.0%
        7.4%
        14.2M
        13.6M
        96.1%
        12.9M
        90.7%
        0.8M
        3.3M
        20.5%
        62.6%
        38.0%
        151bp
        151bp
        27%
        17.0M
        87.7%
        1549.5Mb
        15.3M
        37.3%
        90.1%
        36.3%
        141.0bp
        77.9%
        37.0%
        115bp
        141bp
        36%
        15.3M
        RZZ016LA6
        0.78
        2.7M
        1.6M
        0.7M
        0.2M
        0.2M
        0.91%
        0.8M
        2.7M
        100.0%
        0.0%
        2.5%
        2.7M
        0.0bp
        3.4M
        3.4M
        100.0%
        8.4%
        13.9M
        13.4M
        96.4%
        12.5M
        89.8%
        0.9M
        3.4M
        21.3%
        65.5%
        37.0%
        151bp
        151bp
        36%
        16.5M
        88.4%
        1515.5Mb
        15.2M
        36.2%
        91.9%
        35.7%
        141.0bp
        77.4%
        36.0%
        113bp
        141bp
        36%
        15.2M
        RZZ017HA1
        0.74
        2.2M
        1.3M
        0.5M
        0.2M
        0.2M
        0.96%
        0.8M
        2.2M
        100.0%
        0.0%
        3.3%
        2.2M
        0.0bp
        3.0M
        3.0M
        100.0%
        9.6%
        14.5M
        13.8M
        95.4%
        12.7M
        88.1%
        1.1M
        3.0M
        17.4%
        66.1%
        38.0%
        151bp
        151bp
        36%
        18.1M
        87.0%
        1584.1Mb
        16.0M
        36.3%
        88.3%
        37.0%
        141.0bp
        80.2%
        36.0%
        114bp
        141bp
        36%
        16.0M
        RZZ017HA2
        0.68
        2.6M
        1.4M
        0.7M
        0.2M
        0.2M
        0.93%
        1.1M
        2.6M
        100.0%
        0.0%
        3.7%
        2.6M
        0.0bp
        3.7M
        3.7M
        100.0%
        6.5%
        19.2M
        18.0M
        93.6%
        16.7M
        86.8%
        1.3M
        3.7M
        16.4%
        67.1%
        40.0%
        151bp
        151bp
        27%
        25.7M
        88.1%
        1938.4Mb
        20.5M
        36.2%
        79.7%
        48.6%
        141.0bp
        81.4%
        36.0%
        107bp
        132bp
        36%
        20.5M
        RZZ017HA3
        0.82
        2.3M
        1.3M
        0.6M
        0.2M
        0.2M
        0.96%
        0.9M
        2.3M
        100.0%
        0.0%
        3.3%
        2.3M
        0.0bp
        3.2M
        3.2M
        100.0%
        7.2%
        15.3M
        14.7M
        95.6%
        13.2M
        86.3%
        1.4M
        3.2M
        16.9%
        65.5%
        39.0%
        151bp
        151bp
        27%
        19.1M
        87.3%
        1589.1Mb
        16.5M
        36.6%
        86.6%
        42.9%
        141.0bp
        80.1%
        36.0%
        110bp
        137bp
        36%
        16.5M
        RZZ017HA4
        0.71
        3.0M
        1.6M
        0.8M
        0.2M
        0.2M
        0.96%
        1.2M
        3.0M
        100.0%
        0.0%
        3.4%
        3.0M
        0.0bp
        4.2M
        4.2M
        100.0%
        5.8%
        14.9M
        14.1M
        94.7%
        12.9M
        86.3%
        1.2M
        4.2M
        23.2%
        57.9%
        42.0%
        151bp
        151bp
        36%
        20.3M
        87.8%
        1456.4Mb
        15.8M
        36.8%
        77.9%
        51.2%
        141.0bp
        74.7%
        36.0%
        105bp
        127bp
        36%
        15.8M
        RZZ017HA5
        0.70
        2.0M
        1.2M
        0.5M
        0.2M
        0.2M
        0.95%
        0.6M
        2.0M
        100.0%
        0.0%
        2.7%
        2.0M
        0.0bp
        2.7M
        2.7M
        100.0%
        9.5%
        13.3M
        12.7M
        96.1%
        12.0M
        90.4%
        0.8M
        2.7M
        17.5%
        67.6%
        37.0%
        151bp
        151bp
        36%
        16.0M
        87.3%
        1486.7Mb
        14.6M
        36.3%
        91.4%
        32.6%
        141.0bp
        80.6%
        36.0%
        116bp
        141bp
        36%
        14.6M
        RZZ017HA6
        0.68
        1.8M
        1.1M
        0.4M
        0.1M
        0.1M
        0.90%
        0.6M
        1.8M
        100.0%
        0.0%
        2.9%
        1.8M
        0.0bp
        2.4M
        2.4M
        100.0%
        9.8%
        13.6M
        13.0M
        95.7%
        11.8M
        86.9%
        1.2M
        2.4M
        14.8%
        72.1%
        40.0%
        151bp
        151bp
        36%
        17.5M
        88.1%
        1472.8Mb
        15.1M
        37.1%
        86.0%
        41.7%
        141.0bp
        82.9%
        37.0%
        111bp
        137bp
        36%
        15.1M
        RZZ017LA1
        0.77
        2.6M
        1.4M
        0.7M
        0.2M
        0.2M
        0.94%
        0.9M
        2.6M
        100.0%
        0.0%
        3.1%
        2.6M
        0.0bp
        3.5M
        3.5M
        100.0%
        7.2%
        14.2M
        13.5M
        95.5%
        12.5M
        88.0%
        1.1M
        3.5M
        20.4%
        62.1%
        40.0%
        151bp
        151bp
        36%
        17.8M
        87.5%
        1498.7Mb
        15.3M
        36.8%
        86.0%
        40.9%
        141.0bp
        77.1%
        36.0%
        112bp
        141bp
        27%
        15.3M
        RZZ017LA2
        0.77
        2.6M
        1.5M
        0.7M
        0.2M
        0.2M
        0.92%
        0.7M
        2.6M
        100.0%
        0.0%
        2.4%
        2.6M
        0.0bp
        3.3M
        3.3M
        100.0%
        7.7%
        13.9M
        13.4M
        96.5%
        12.6M
        90.4%
        0.8M
        3.3M
        20.9%
        65.8%
        37.0%
        151bp
        151bp
        36%
        16.2M
        88.3%
        1514.3Mb
        15.1M
        36.7%
        92.9%
        35.8%
        141.0bp
        77.9%
        36.0%
        114bp
        141bp
        36%
        15.1M
        RZZ017LA3
        0.78
        2.6M
        1.5M
        0.7M
        0.2M
        0.2M
        0.93%
        0.9M
        2.6M
        100.0%
        0.0%
        2.8%
        2.6M
        0.0bp
        3.5M
        3.5M
        100.0%
        8.4%
        14.6M
        14.0M
        96.0%
        13.0M
        89.5%
        1.0M
        3.5M
        20.3%
        63.3%
        38.0%
        151bp
        151bp
        36%
        17.8M
        87.5%
        1565.8Mb
        15.9M
        36.4%
        89.4%
        38.1%
        141.0bp
        78.0%
        36.0%
        113bp
        141bp
        36%
        15.9M
        RZZ017LA4
        0.91
        2.5M
        1.4M
        0.7M
        0.2M
        0.2M
        0.92%
        0.9M
        2.5M
        100.0%
        0.0%
        3.0%
        2.5M
        0.0bp
        3.3M
        3.3M
        100.0%
        5.9%
        12.7M
        12.1M
        95.4%
        11.4M
        89.8%
        0.7M
        3.3M
        22.3%
        62.2%
        38.0%
        151bp
        151bp
        27%
        15.9M
        88.4%
        1308.5Mb
        13.5M
        36.4%
        84.9%
        44.4%
        141.0bp
        76.3%
        36.0%
        109bp
        137bp
        36%
        13.5M
        RZZ017LA5
        0.79
        2.6M
        1.6M
        0.7M
        0.2M
        0.2M
        0.93%
        0.7M
        2.6M
        100.0%
        0.0%
        2.3%
        2.6M
        0.0bp
        3.4M
        3.4M
        100.0%
        9.4%
        14.2M
        13.6M
        96.3%
        12.9M
        91.0%
        0.8M
        3.4M
        20.9%
        63.8%
        36.0%
        151bp
        151bp
        27%
        16.9M
        87.4%
        1600.9Mb
        15.6M
        36.2%
        92.4%
        31.4%
        141.0bp
        77.6%
        36.0%
        117bp
        141bp
        36%
        15.6M
        RZZ017LA6
        0.69
        2.0M
        1.2M
        0.5M
        0.2M
        0.2M
        0.94%
        0.5M
        2.0M
        100.0%
        0.0%
        1.9%
        2.0M
        0.0bp
        2.5M
        2.5M
        100.0%
        4.6%
        14.7M
        14.3M
        97.1%
        13.7M
        92.9%
        0.6M
        2.5M
        15.3%
        75.1%
        38.0%
        151bp
        151bp
        27%
        16.0M
        91.3%
        1805.6Mb
        15.5M
        38.8%
        96.5%
        18.9%
        141.0bp
        83.5%
        38.0%
        128bp
        141bp
        27%
        15.5M
        RZZ018HA1
        0.64
        2.7M
        1.6M
        0.7M
        0.2M
        0.2M
        0.94%
        0.9M
        2.7M
        100.0%
        0.0%
        2.9%
        2.7M
        0.0bp
        3.7M
        3.7M
        100.0%
        10.0%
        12.8M
        12.2M
        94.8%
        11.2M
        87.2%
        1.0M
        3.7M
        23.5%
        57.2%
        39.0%
        151bp
        151bp
        36%
        17.2M
        86.8%
        1387.5Mb
        14.3M
        36.2%
        82.8%
        40.9%
        141.0bp
        74.0%
        36.0%
        112bp
        141bp
        36%
        14.3M
        RZZ018HA2
        0.65
        3.0M
        1.7M
        0.8M
        0.2M
        0.2M
        0.93%
        0.9M
        3.0M
        100.0%
        0.0%
        2.6%
        3.0M
        0.0bp
        3.9M
        3.9M
        100.0%
        7.6%
        14.9M
        14.3M
        96.0%
        13.4M
        90.4%
        0.8M
        3.9M
        22.8%
        61.4%
        38.0%
        151bp
        151bp
        27%
        18.4M
        88.8%
        1585.4Mb
        16.1M
        36.8%
        87.2%
        41.9%
        141.0bp
        76.5%
        36.0%
        111bp
        141bp
        36%
        16.1M
        RZZ018HA3
        0.75
        3.1M
        1.8M
        0.8M
        0.3M
        0.2M
        0.97%
        1.0M
        3.1M
        100.0%
        0.0%
        2.8%
        3.1M
        0.0bp
        4.1M
        4.1M
        100.0%
        8.9%
        18.1M
        17.3M
        95.7%
        16.1M
        89.2%
        1.2M
        4.1M
        19.5%
        64.8%
        36.0%
        151bp
        151bp
        27%
        22.0M
        87.6%
        1980.8Mb
        19.8M
        35.8%
        90.2%
        36.0%
        141.0bp
        78.8%
        35.0%
        114bp
        141bp
        36%
        19.8M
        RZZ018HA4
        0.56
        3.0M
        1.6M
        0.9M
        0.3M
        0.2M
        0.96%
        0.9M
        3.0M
        100.0%
        0.0%
        2.6%
        3.0M
        0.0bp
        4.0M
        4.0M
        100.0%
        8.5%
        15.6M
        15.0M
        96.1%
        14.0M
        89.6%
        1.0M
        4.0M
        21.8%
        65.4%
        37.0%
        151bp
        151bp
        27%
        18.6M
        88.6%
        1716.0Mb
        17.1M
        36.3%
        91.8%
        37.2%
        141.0bp
        77.0%
        36.0%
        113bp
        141bp
        36%
        17.1M
        RZZ018HA5
        0.62
        3.1M
        1.7M
        0.8M
        0.2M
        0.2M
        0.95%
        1.0M
        3.1M
        100.0%
        0.0%
        2.7%
        3.1M
        0.0bp
        4.0M
        4.0M
        100.0%
        9.7%
        12.3M
        11.8M
        95.4%
        10.9M
        88.1%
        0.9M
        4.0M
        27.2%
        53.3%
        37.0%
        151bp
        151bp
        27%
        15.6M
        86.8%
        1341.3Mb
        13.7M
        35.8%
        87.8%
        38.0%
        141.0bp
        70.7%
        35.0%
        113bp
        141bp
        36%
        13.7M
        RZZ018HA6
        0.65
        2.7M
        1.5M
        0.7M
        0.2M
        0.2M
        0.93%
        0.9M
        2.7M
        100.0%
        0.0%
        2.9%
        2.7M
        0.0bp
        3.6M
        3.6M
        100.0%
        8.2%
        17.9M
        17.1M
        95.8%
        15.9M
        89.1%
        1.2M
        3.6M
        17.3%
        69.2%
        37.0%
        151bp
        151bp
        36%
        21.9M
        88.3%
        1922.3Mb
        19.5M
        36.0%
        88.7%
        38.7%
        141.0bp
        81.0%
        35.0%
        112bp
        141bp
        36%
        19.5M
        RZZ018LA1
        0.85
        2.2M
        1.3M
        0.6M
        0.2M
        0.2M
        0.94%
        0.7M
        2.2M
        100.0%
        0.0%
        2.6%
        2.2M
        0.0bp
        2.8M
        2.8M
        100.0%
        8.3%
        12.5M
        12.0M
        96.1%
        11.2M
        90.0%
        0.8M
        2.8M
        19.8%
        64.6%
        37.0%
        151bp
        151bp
        27%
        14.8M
        87.6%
        1391.5Mb
        13.6M
        36.9%
        91.7%
        33.2%
        141.0bp
        78.3%
        36.0%
        117bp
        141bp
        36%
        13.6M
        RZZ018LA2
        0.80
        4.1M
        2.3M
        1.1M
        0.3M
        0.3M
        0.92%
        1.4M
        4.1M
        100.0%
        0.0%
        3.1%
        4.1M
        0.0bp
        5.5M
        5.5M
        100.0%
        7.5%
        19.4M
        18.5M
        95.3%
        17.3M
        89.1%
        1.2M
        5.5M
        23.5%
        59.0%
        38.0%
        151bp
        151bp
        27%
        25.1M
        87.5%
        1936.2Mb
        21.0M
        35.6%
        83.5%
        47.1%
        141.0bp
        74.6%
        35.0%
        106bp
        127bp
        36%
        21.0M
        RZZ018LA3
        0.71
        1.8M
        1.1M
        0.4M
        0.1M
        0.1M
        0.92%
        0.7M
        1.8M
        100.0%
        0.0%
        3.1%
        1.8M
        0.0bp
        2.5M
        2.5M
        100.0%
        9.6%
        12.2M
        11.7M
        95.7%
        10.8M
        88.9%
        0.8M
        2.5M
        17.2%
        67.4%
        37.0%
        151bp
        151bp
        27%
        15.0M
        87.3%
        1345.0Mb
        13.5M
        36.2%
        89.9%
        36.0%
        141.0bp
        80.8%
        36.0%
        114bp
        141bp
        36%
        13.5M
        RZZ018LA4
        0.73
        2.5M
        1.3M
        0.7M
        0.2M
        0.2M
        0.92%
        0.9M
        2.5M
        100.0%
        0.0%
        3.2%
        2.5M
        0.0bp
        3.4M
        3.4M
        100.0%
        7.3%
        15.7M
        15.0M
        95.4%
        13.7M
        87.4%
        1.3M
        3.4M
        18.0%
        66.5%
        39.0%
        151bp
        151bp
        27%
        19.9M
        88.3%
        1627.8Mb
        16.9M
        36.5%
        85.2%
        44.6%
        141.0bp
        79.8%
        36.0%
        109bp
        137bp
        36%
        16.9M
        RZZ018LA5
        0.80
        2.6M
        1.6M
        0.6M
        0.2M
        0.2M
        0.94%
        0.7M
        2.6M
        100.0%
        0.0%
        2.3%
        2.6M
        0.0bp
        3.3M
        3.3M
        100.0%
        9.9%
        12.2M
        11.7M
        96.1%
        11.0M
        90.4%
        0.7M
        3.3M
        23.8%
        60.2%
        37.0%
        151bp
        151bp
        27%
        14.9M
        87.3%
        1376.3Mb
        13.5M
        35.9%
        90.6%
        31.4%
        141.0bp
        75.0%
        35.0%
        116bp
        141bp
        36%
        13.5M
        RZZ018LA6
        0.81
        2.7M
        1.5M
        0.7M
        0.2M
        0.2M
        0.94%
        0.9M
        2.7M
        100.0%
        0.0%
        2.9%
        2.7M
        0.0bp
        3.6M
        3.6M
        100.0%
        7.3%
        16.7M
        16.0M
        95.8%
        14.9M
        89.0%
        1.1M
        3.6M
        18.2%
        67.3%
        38.0%
        151bp
        151bp
        36%
        20.7M
        88.2%
        1753.9Mb
        18.1M
        36.1%
        87.1%
        41.6%
        141.0bp
        79.9%
        36.0%
        110bp
        137bp
        36%
        18.1M
        RZZ019HA1
        0.57
        1.9M
        1.1M
        0.5M
        0.1M
        0.1M
        0.93%
        0.6M
        1.9M
        100.0%
        0.0%
        2.8%
        1.9M
        0.0bp
        2.6M
        2.6M
        100.0%
        10.6%
        10.7M
        10.3M
        95.8%
        9.5M
        88.4%
        0.8M
        2.6M
        20.1%
        64.2%
        37.0%
        151bp
        151bp
        27%
        13.3M
        87.0%
        1206.1Mb
        12.0M
        35.7%
        90.1%
        33.7%
        141.0bp
        77.7%
        35.0%
        115bp
        141bp
        27%
        12.0M
        RZZ019HA2
        0.69
        2.1M
        1.3M
        0.5M
        0.2M
        0.2M
        0.91%
        0.7M
        2.1M
        100.0%
        0.0%
        2.7%
        2.1M
        0.0bp
        2.8M
        2.8M
        100.0%
        8.7%
        12.0M
        11.5M
        96.1%
        10.8M
        90.0%
        0.7M
        2.8M
        20.3%
        64.9%
        38.0%
        151bp
        151bp
        36%
        14.8M
        87.9%
        1289.6Mb
        13.1M
        36.2%
        88.8%
        38.6%
        141.0bp
        78.0%
        36.0%
        112bp
        141bp
        36%
        13.1M
        RZZ019HA3
        0.89
        3.5M
        1.9M
        1.0M
        0.3M
        0.3M
        0.97%
        1.1M
        3.5M
        100.0%
        0.0%
        2.7%
        3.5M
        0.0bp
        4.5M
        4.5M
        100.0%
        7.9%
        13.4M
        12.8M
        95.7%
        11.8M
        88.3%
        1.0M
        4.5M
        28.2%
        52.3%
        38.0%
        151bp
        151bp
        27%
        16.5M
        86.9%
        1407.5Mb
        14.5M
        36.2%
        88.3%
        39.9%
        141.0bp
        69.8%
        36.0%
        112bp
        137bp
        36%
        14.5M
        RZZ019HA4
        0.84
        2.2M
        1.2M
        0.5M
        0.2M
        0.2M
        0.90%
        0.8M
        2.2M
        100.0%
        0.0%
        3.0%
        2.2M
        0.0bp
        2.9M
        2.9M
        100.0%
        9.3%
        14.3M
        13.7M
        95.9%
        12.6M
        88.3%
        1.1M
        2.9M
        17.2%
        69.0%
        38.0%
        151bp
        151bp
        36%
        17.8M
        88.1%
        1545.9Mb
        15.7M
        36.4%
        88.5%
        38.7%
        141.0bp
        80.9%
        36.0%
        112bp
        141bp
        36%
        15.7M
        RZZ019HA5
        0.54
        1.7M
        1.0M
        0.4M
        0.1M
        0.1M
        0.92%
        0.5M
        1.7M
        100.0%
        0.0%
        2.7%
        1.7M
        0.0bp
        2.2M
        2.2M
        100.0%
        11.5%
        8.5M
        8.1M
        95.6%
        7.5M
        88.3%
        0.6M
        2.2M
        21.7%
        60.9%
        37.0%
        151bp
        151bp
        27%
        10.9M
        86.6%
        946.8Mb
        9.6M
        35.8%
        87.8%
        34.8%
        141.0bp
        75.8%
        35.0%
        114bp
        141bp
        36%
        9.6M
        RZZ019HA6
        0.71
        2.6M
        1.5M
        0.7M
        0.2M
        0.2M
        0.91%
        0.9M
        2.6M
        100.0%
        0.0%
        2.9%
        2.6M
        0.0bp
        3.5M
        3.5M
        100.0%
        8.6%
        13.2M
        12.6M
        95.8%
        11.3M
        86.1%
        1.3M
        3.5M
        21.8%
        61.3%
        38.0%
        151bp
        151bp
        36%
        16.6M
        88.0%
        1389.8Mb
        14.4M
        36.2%
        87.0%
        41.9%
        141.0bp
        76.0%
        36.0%
        110bp
        137bp
        36%
        14.4M
        RZZ019LA1
        0.86
        2.7M
        1.4M
        0.8M
        0.2M
        0.2M
        0.96%
        1.1M
        2.7M
        100.0%
        0.0%
        3.6%
        2.7M
        0.0bp
        3.8M
        3.8M
        100.0%
        9.3%
        11.4M
        10.6M
        93.0%
        9.7M
        84.8%
        0.9M
        3.8M
        26.8%
        52.2%
        43.0%
        151bp
        151bp
        36%
        17.1M
        86.0%
        1165.6Mb
        12.6M
        36.4%
        73.6%
        49.3%
        141.0bp
        70.0%
        36.0%
        108bp
        137bp
        36%
        12.6M
        RZZ019LA2
        0.90
        2.0M
        1.1M
        0.5M
        0.2M
        0.2M
        0.90%
        0.6M
        2.0M
        100.0%
        0.0%
        2.4%
        2.0M
        0.0bp
        2.6M
        2.6M
        100.0%
        8.5%
        7.5M
        7.2M
        96.3%
        6.7M
        89.8%
        0.5M
        2.6M
        29.6%
        53.6%
        38.0%
        151bp
        151bp
        36%
        9.0M
        88.2%
        805.3Mb
        8.2M
        36.4%
        90.3%
        38.6%
        141.0bp
        69.3%
        36.0%
        112bp
        141bp
        36%
        8.2M
        RZZ019LA3
        0.85
        3.0M
        1.7M
        0.8M
        0.2M
        0.2M
        0.97%
        1.0M
        3.0M
        100.0%
        0.0%
        2.7%
        3.0M
        0.0bp
        4.0M
        4.0M
        100.0%
        8.9%
        13.1M
        12.6M
        95.6%
        11.6M
        88.5%
        0.9M
        4.0M
        25.1%
        57.1%
        38.0%
        151bp
        151bp
        27%
        16.1M
        87.0%
        1423.3Mb
        14.4M
        36.2%
        89.7%
        36.8%
        141.0bp
        72.6%
        36.0%
        113bp
        141bp
        36%
        14.4M
        RZZ019LA4
        0.80
        3.1M
        1.7M
        0.8M
        0.2M
        0.2M
        0.93%
        1.1M
        3.1M
        100.0%
        0.0%
        3.0%
        3.1M
        0.0bp
        4.2M
        4.2M
        100.0%
        7.1%
        18.4M
        17.6M
        95.5%
        16.3M
        88.6%
        1.3M
        4.2M
        19.2%
        65.3%
        39.0%
        151bp
        151bp
        27%
        23.1M
        88.3%
        1919.0Mb
        19.8M
        36.4%
        85.8%
        43.0%
        141.0bp
        78.9%
        36.0%
        110bp
        137bp
        36%
        19.8M
        RZZ019LA5
        0.79
        3.5M
        2.0M
        0.9M
        0.3M
        0.3M
        0.92%
        0.9M
        3.5M
        100.0%
        0.0%
        2.3%
        3.5M
        0.0bp
        4.4M
        4.4M
        100.0%
        8.6%
        18.6M
        17.8M
        95.8%
        16.7M
        89.8%
        1.1M
        4.4M
        21.2%
        62.1%
        37.0%
        151bp
        151bp
        27%
        22.8M
        87.8%
        2102.8Mb
        20.3M
        36.3%
        89.1%
        32.8%
        141.0bp
        77.7%
        36.0%
        118bp
        141bp
        36%
        20.3M
        RZZ019LA6
        0.74
        2.5M
        1.4M
        0.7M
        0.2M
        0.2M
        0.91%
        0.7M
        2.5M
        100.0%
        0.0%
        2.4%
        2.5M
        0.0bp
        3.2M
        3.2M
        100.0%
        7.8%
        9.4M
        9.1M
        96.2%
        8.4M
        89.2%
        0.7M
        3.2M
        28.7%
        54.9%
        37.0%
        151bp
        151bp
        36%
        11.3M
        88.5%
        1012.1Mb
        10.2M
        36.2%
        90.4%
        38.8%
        141.0bp
        70.2%
        36.0%
        112bp
        141bp
        36%
        10.2M
        RZZ035HA1
        0.86
        2.6M
        1.5M
        0.7M
        0.2M
        0.2M
        0.92%
        0.9M
        2.6M
        100.0%
        0.0%
        2.9%
        2.6M
        0.0bp
        3.5M
        3.5M
        100.0%
        7.7%
        14.8M
        14.2M
        95.7%
        13.1M
        88.5%
        1.1M
        3.5M
        19.9%
        62.9%
        38.0%
        151bp
        151bp
        27%
        18.5M
        87.9%
        1589.3Mb
        16.0M
        36.3%
        86.8%
        39.9%
        141.0bp
        78.1%
        36.0%
        113bp
        141bp
        36%
        16.0M
        RZZ035HA2
        0.77
        2.9M
        1.7M
        0.7M
        0.2M
        0.2M
        0.91%
        0.9M
        2.9M
        100.0%
        0.0%
        2.7%
        2.9M
        0.0bp
        3.9M
        3.9M
        100.0%
        8.5%
        12.5M
        12.0M
        96.1%
        10.9M
        86.9%
        1.1M
        3.9M
        25.4%
        58.2%
        37.0%
        151bp
        151bp
        36%
        15.2M
        87.9%
        1336.8Mb
        13.6M
        36.0%
        89.8%
        38.4%
        141.0bp
        72.7%
        35.0%
        111bp
        137bp
        36%
        13.6M
        RZZ035HA3
        0.74
        2.8M
        1.6M
        0.8M
        0.2M
        0.2M
        0.94%
        0.9M
        2.8M
        100.0%
        0.0%
        2.8%
        2.8M
        0.0bp
        3.7M
        3.7M
        100.0%
        7.2%
        13.9M
        13.3M
        95.9%
        12.4M
        89.1%
        0.9M
        3.7M
        22.6%
        58.9%
        38.0%
        151bp
        151bp
        27%
        17.2M
        87.5%
        1469.9Mb
        15.0M
        36.6%
        87.1%
        40.3%
        141.0bp
        75.5%
        36.0%
        112bp
        141bp
        36%
        15.0M
        RZZ035HA4
        0.77
        1.3M
        0.7M
        0.3M
        0.1M
        0.1M
        0.93%
        0.6M
        1.3M
        100.0%
        0.0%
        3.9%
        1.3M
        0.0bp
        1.9M
        1.9M
        100.0%
        8.9%
        11.2M
        10.6M
        94.5%
        9.9M
        87.6%
        0.8M
        1.9M
        14.3%
        70.0%
        40.0%
        151bp
        151bp
        36%
        15.2M
        87.6%
        1178.9Mb
        12.3M
        36.7%
        81.2%
        45.4%
        141.0bp
        83.0%
        36.0%
        109bp
        137bp
        36%
        12.3M
        RZZ035HA5
        0.74
        2.8M
        1.6M
        0.7M
        0.2M
        0.2M
        0.92%
        0.8M
        2.8M
        100.0%
        0.0%
        2.5%
        2.8M
        0.0bp
        3.6M
        3.6M
        100.0%
        9.0%
        16.7M
        16.0M
        95.8%
        14.7M
        88.4%
        1.2M
        3.6M
        18.9%
        63.6%
        38.0%
        151bp
        151bp
        27%
        21.1M
        87.9%
        1853.7Mb
        18.3M
        36.8%
        86.8%
        36.9%
        141.0bp
        79.5%
        36.0%
        115bp
        141bp
        36%
        18.3M
        RZZ035HA6
        0.83
        2.6M
        1.5M
        0.7M
        0.2M
        0.2M
        0.92%
        0.8M
        2.6M
        100.0%
        0.0%
        2.7%
        2.6M
        0.0bp
        3.4M
        3.4M
        100.0%
        7.6%
        13.1M
        12.6M
        96.3%
        11.7M
        89.2%
        0.9M
        3.4M
        21.8%
        64.9%
        36.0%
        151bp
        151bp
        27%
        15.4M
        88.5%
        1408.5Mb
        14.2M
        36.0%
        92.0%
        38.4%
        141.0bp
        76.8%
        36.0%
        112bp
        141bp
        36%
        14.2M
        RZZ035LA1
        0.71
        2.4M
        1.4M
        0.6M
        0.2M
        0.2M
        0.95%
        0.8M
        2.4M
        100.0%
        0.0%
        2.8%
        2.4M
        0.0bp
        3.2M
        3.2M
        100.0%
        9.6%
        12.7M
        12.2M
        95.6%
        11.3M
        89.1%
        0.8M
        3.2M
        21.6%
        62.1%
        37.0%
        151bp
        151bp
        36%
        15.8M
        87.1%
        1399.9Mb
        14.1M
        35.9%
        88.8%
        35.7%
        141.0bp
        76.5%
        35.0%
        114bp
        141bp
        36%
        14.1M
        RZZ035LA2
        0.78
        2.3M
        1.3M
        0.6M
        0.2M
        0.2M
        0.92%
        0.6M
        2.3M
        100.0%
        0.0%
        2.1%
        2.3M
        0.0bp
        2.8M
        2.8M
        100.0%
        8.4%
        8.8M
        8.5M
        96.4%
        8.0M
        91.1%
        0.5M
        2.8M
        28.5%
        54.9%
        38.0%
        151bp
        151bp
        36%
        10.6M
        88.3%
        965.1Mb
        9.6M
        36.9%
        90.6%
        35.4%
        141.0bp
        70.9%
        36.0%
        114bp
        141bp
        36%
        9.6M
        RZZ035LA3
        0.72
        2.4M
        1.4M
        0.6M
        0.2M
        0.2M
        0.94%
        0.8M
        2.4M
        100.0%
        0.0%
        3.1%
        2.4M
        0.0bp
        3.2M
        3.2M
        100.0%
        8.8%
        17.7M
        17.0M
        95.7%
        15.8M
        89.2%
        1.2M
        3.2M
        15.5%
        68.5%
        38.0%
        151bp
        151bp
        36%
        22.1M
        87.4%
        1926.7Mb
        19.4M
        36.2%
        88.0%
        37.4%
        141.0bp
        82.4%
        36.0%
        113bp
        141bp
        36%
        19.4M
        RZZ035LA4
        0.75
        2.5M
        1.3M
        0.7M
        0.2M
        0.2M
        0.95%
        0.9M
        2.5M
        100.0%
        0.0%
        3.1%
        2.5M
        0.0bp
        3.4M
        3.4M
        100.0%
        5.4%
        13.6M
        13.0M
        95.6%
        12.0M
        88.1%
        1.0M
        3.4M
        20.9%
        63.5%
        39.0%
        151bp
        151bp
        36%
        16.5M
        88.4%
        1370.1Mb
        14.3M
        36.6%
        86.9%
        45.5%
        141.0bp
        77.1%
        36.0%
        108bp
        137bp
        36%
        14.3M
        RZZ035LA5
        0.74
        3.8M
        2.1M
        1.1M
        0.3M
        0.3M
        0.94%
        1.1M
        3.8M
        100.0%
        0.0%
        2.6%
        3.8M
        0.0bp
        4.9M
        4.9M
        100.0%
        8.4%
        15.2M
        14.3M
        94.4%
        13.5M
        88.7%
        0.9M
        4.9M
        28.3%
        50.0%
        42.0%
        151bp
        151bp
        27%
        21.4M
        86.6%
        1598.5Mb
        16.6M
        37.2%
        77.5%
        44.6%
        141.0bp
        70.3%
        37.0%
        111bp
        137bp
        36%
        16.6M
        RZZ035LA6
        0.61
        2.5M
        1.4M
        0.7M
        0.2M
        0.2M
        0.91%
        0.8M
        2.5M
        100.0%
        0.0%
        2.6%
        2.5M
        0.0bp
        3.3M
        3.3M
        100.0%
        8.8%
        11.0M
        10.5M
        95.9%
        9.8M
        89.4%
        0.7M
        3.3M
        25.9%
        56.4%
        38.0%
        151bp
        151bp
        36%
        14.0M
        87.9%
        1158.4Mb
        12.0M
        36.0%
        86.3%
        41.8%
        141.0bp
        73.0%
        36.0%
        109bp
        137bp
        36%
        12.0M
        RZZ074HA1
        0.69
        2.7M
        1.5M
        0.7M
        0.2M
        0.2M
        0.93%
        0.9M
        2.7M
        100.0%
        0.0%
        2.9%
        2.7M
        0.0bp
        3.6M
        3.6M
        100.0%
        9.3%
        13.3M
        12.7M
        95.5%
        11.7M
        88.4%
        0.9M
        3.6M
        22.5%
        60.5%
        37.0%
        151bp
        151bp
        27%
        16.5M
        87.4%
        1446.7Mb
        14.6M
        36.0%
        88.8%
        37.7%
        141.0bp
        75.7%
        35.0%
        113bp
        141bp
        36%
        14.6M
        RZZ074HA2
        0.71
        3.1M
        1.6M
        0.9M
        0.3M
        0.2M
        0.96%
        1.1M
        3.1M
        100.0%
        0.0%
        3.2%
        3.1M
        0.0bp
        4.2M
        4.2M
        100.0%
        7.3%
        16.0M
        15.1M
        94.7%
        13.9M
        86.9%
        1.2M
        4.2M
        22.0%
        60.0%
        41.0%
        151bp
        151bp
        27%
        21.8M
        87.6%
        1611.9Mb
        17.2M
        36.7%
        78.9%
        48.5%
        141.0bp
        75.6%
        36.0%
        107bp
        132bp
        36%
        17.2M
        RZZ074HA3
        0.69
        1.3M
        0.8M
        0.3M
        0.1M
        0.1M
        0.94%
        0.5M
        1.3M
        100.0%
        0.0%
        3.5%
        1.3M
        0.0bp
        1.9M
        1.9M
        100.0%
        8.9%
        10.2M
        9.6M
        94.3%
        8.8M
        86.7%
        0.8M
        1.9M
        15.2%
        66.8%
        40.0%
        151bp
        151bp
        27%
        14.6M
        86.7%
        1067.8Mb
        11.2M
        35.9%
        76.7%
        45.4%
        141.0bp
        81.4%
        35.0%
        110bp
        137bp
        27%
        11.2M
        RZZ074HA4
        0.70
        2.4M
        1.3M
        0.7M
        0.2M
        0.2M
        0.92%
        0.9M
        2.4M
        100.0%
        0.0%
        3.3%
        2.4M
        0.0bp
        3.3M
        3.3M
        100.0%
        5.5%
        16.0M
        15.3M
        95.7%
        14.1M
        88.4%
        1.2M
        3.3M
        17.6%
        66.4%
        39.0%
        151bp
        151bp
        27%
        20.1M
        88.9%
        1598.8Mb
        16.9M
        36.8%
        83.9%
        48.1%
        141.0bp
        80.5%
        36.0%
        107bp
        132bp
        36%
        16.9M
        RZZ074HA5
        0.75
        3.3M
        1.9M
        0.9M
        0.3M
        0.3M
        0.93%
        1.0M
        3.3M
        100.0%
        0.0%
        2.5%
        3.3M
        0.0bp
        4.2M
        4.2M
        100.0%
        7.8%
        14.9M
        14.3M
        95.9%
        13.4M
        90.0%
        0.9M
        4.2M
        24.8%
        57.4%
        38.0%
        151bp
        151bp
        27%
        18.3M
        87.8%
        1635.6Mb
        16.2M
        37.0%
        88.3%
        36.9%
        141.0bp
        74.3%
        37.0%
        115bp
        141bp
        36%
        16.2M
        RZZ074HA6
        0.79
        2.6M
        1.5M
        0.7M
        0.2M
        0.2M
        0.94%
        0.9M
        2.6M
        100.0%
        0.0%
        3.0%
        2.6M
        0.0bp
        3.5M
        3.5M
        100.0%
        7.9%
        13.7M
        13.1M
        95.9%
        12.0M
        87.8%
        1.1M
        3.5M
        21.4%
        62.6%
        38.0%
        151bp
        151bp
        36%
        16.7M
        87.9%
        1433.2Mb
        14.9M
        36.5%
        89.2%
        42.0%
        141.0bp
        76.6%
        36.0%
        110bp
        137bp
        36%
        14.9M
        RZZ074LA1
        0.77
        2.2M
        1.2M
        0.5M
        0.2M
        0.2M
        0.95%
        0.8M
        2.2M
        100.0%
        0.0%
        3.4%
        2.2M
        0.0bp
        3.0M
        3.0M
        100.0%
        7.2%
        15.5M
        14.8M
        95.1%
        13.7M
        88.3%
        1.1M
        3.0M
        16.2%
        65.9%
        39.0%
        151bp
        151bp
        27%
        19.8M
        87.5%
        1636.5Mb
        16.8M
        37.0%
        84.5%
        42.3%
        141.0bp
        80.9%
        36.0%
        112bp
        141bp
        36%
        16.8M
        RZZ074LA2
        0.92
        2.3M
        1.3M
        0.6M
        0.2M
        0.2M
        0.91%
        0.7M
        2.3M
        100.0%
        0.0%
        2.8%
        2.3M
        0.0bp
        3.0M
        3.0M
        100.0%
        7.5%
        15.9M
        15.2M
        95.6%
        14.4M
        90.5%
        0.8M
        3.0M
        16.6%
        68.6%
        39.0%
        151bp
        151bp
        27%
        20.5M
        88.1%
        1707.2Mb
        17.2M
        36.4%
        84.2%
        40.9%
        141.0bp
        81.5%
        36.0%
        113bp
        141bp
        36%
        17.2M
        RZZ074LA3
        0.84
        3.4M
        1.9M
        0.9M
        0.3M
        0.3M
        0.95%
        1.1M
        3.4M
        100.0%
        0.0%
        2.7%
        3.4M
        0.0bp
        4.5M
        4.5M
        100.0%
        8.6%
        14.3M
        13.7M
        96.0%
        12.7M
        88.7%
        1.0M
        4.5M
        26.2%
        56.2%
        36.0%
        151bp
        151bp
        27%
        17.1M
        87.3%
        1549.2Mb
        15.6M
        35.6%
        91.6%
        36.5%
        141.0bp
        72.2%
        35.0%
        113bp
        141bp
        36%
        15.6M
        RZZ074LA4
        0.70
        2.6M
        1.4M
        0.7M
        0.2M
        0.2M
        0.90%
        1.0M
        2.6M
        100.0%
        0.0%
        3.3%
        2.6M
        0.0bp
        3.6M
        3.6M
        100.0%
        8.8%
        12.9M
        12.3M
        95.0%
        11.2M
        86.4%
        1.1M
        3.6M
        22.3%
        59.1%
        41.0%
        151bp
        151bp
        36%
        17.3M
        87.5%
        1322.9Mb
        14.2M
        36.8%
        81.7%
        46.7%
        141.0bp
        75.3%
        36.0%
        107bp
        132bp
        36%
        14.2M
        RZZ074LA5
        0.75
        2.2M
        1.3M
        0.6M
        0.2M
        0.2M
        0.94%
        0.8M
        2.2M
        100.0%
        0.0%
        2.9%
        2.2M
        0.0bp
        3.0M
        3.0M
        100.0%
        8.2%
        15.5M
        14.9M
        95.7%
        14.0M
        89.9%
        0.9M
        3.0M
        16.8%
        66.1%
        39.0%
        151bp
        151bp
        36%
        19.3M
        87.3%
        1691.8Mb
        16.9M
        37.3%
        87.8%
        37.2%
        141.0bp
        81.0%
        37.0%
        114bp
        141bp
        36%
        16.9M
        RZZ074LA6
        1.04
        0.4M
        0.3M
        0.1M
        0.0M
        0.0M
        0.78%
        0.1M
        0.4M
        100.0%
        0.0%
        1.2%
        0.4M
        0.0bp
        0.5M
        0.5M
        100.0%
        5.6%
        1.0M
        0.9M
        96.8%
        0.9M
        91.3%
        0.1M
        0.5M
        46.9%
        37.7%
        43.0%
        151bp
        151bp
        27%
        1.1M
        91.5%
        120.3Mb
        1.0M
        43.1%
        90.3%
        20.7%
        141.0bp
        53.4%
        43.0%
        129bp
        141bp
        18%
        1.0M
        RZZ075HA1
        0.72
        2.9M
        1.6M
        0.8M
        0.2M
        0.2M
        0.95%
        1.0M
        2.9M
        100.0%
        0.0%
        3.0%
        2.9M
        0.0bp
        4.0M
        4.0M
        100.0%
        8.6%
        13.6M
        12.9M
        94.9%
        11.9M
        87.3%
        1.0M
        4.0M
        24.2%
        56.0%
        40.0%
        151bp
        151bp
        27%
        18.0M
        86.7%
        1432.8Mb
        14.9M
        36.3%
        82.7%
        42.8%
        141.0bp
        73.4%
        36.0%
        111bp
        137bp
        36%
        14.9M
        RZZ075HA2
        0.84
        2.5M
        1.4M
        0.6M
        0.2M
        0.2M
        0.90%
        0.7M
        2.5M
        100.0%
        0.0%
        2.3%
        2.5M
        0.0bp
        3.1M
        3.1M
        100.0%
        8.2%
        12.6M
        12.2M
        96.6%
        11.5M
        91.4%
        0.7M
        3.1M
        22.1%
        64.5%
        36.0%
        151bp
        151bp
        36%
        14.7M
        88.9%
        1412.5Mb
        13.8M
        36.4%
        93.5%
        34.1%
        141.0bp
        77.4%
        36.0%
        116bp
        141bp
        36%
        13.8M
        RZZ075HA3
        0.71
        2.0M
        1.1M
        0.5M
        0.1M
        0.1M
        0.94%
        0.7M
        2.0M
        100.0%
        0.0%
        3.0%
        2.0M
        0.0bp
        2.6M
        2.6M
        100.0%
        9.4%
        12.4M
        11.9M
        95.9%
        11.0M
        88.5%
        0.9M
        2.6M
        17.9%
        66.5%
        37.0%
        151bp
        151bp
        36%
        15.0M
        87.1%
        1356.0Mb
        13.7M
        36.5%
        91.2%
        36.2%
        141.0bp
        79.8%
        36.0%
        114bp
        141bp
        36%
        13.7M
        RZZ075HA4
        0.87
        2.2M
        1.2M
        0.6M
        0.2M
        0.2M
        0.92%
        0.9M
        2.2M
        100.0%
        0.0%
        3.6%
        2.2M
        0.0bp
        3.1M
        3.1M
        100.0%
        6.5%
        14.3M
        13.6M
        95.1%
        12.8M
        89.1%
        0.9M
        3.1M
        18.1%
        65.4%
        41.0%
        151bp
        151bp
        36%
        18.6M
        87.7%
        1428.2Mb
        15.3M
        37.1%
        82.5%
        48.4%
        141.0bp
        79.9%
        37.0%
        106bp
        132bp
        36%
        15.3M
        RZZ075HA5
        0.67
        2.2M
        1.3M
        0.6M
        0.2M
        0.2M
        0.93%
        0.7M
        2.2M
        100.0%
        0.0%
        2.7%
        2.2M
        0.0bp
        2.9M
        2.9M
        100.0%
        9.8%
        12.2M
        11.7M
        96.0%
        11.0M
        90.1%
        0.7M
        2.9M
        20.9%
        62.3%
        38.0%
        151bp
        151bp
        36%
        15.0M
        87.4%
        1350.0Mb
        13.6M
        36.6%
        90.5%
        36.3%
        141.0bp
        77.6%
        36.0%
        114bp
        141bp
        36%
        13.6M
        RZZ075HA6
        0.74
        2.8M
        1.6M
        0.8M
        0.2M
        0.2M
        0.94%
        1.0M
        2.8M
        100.0%
        0.0%
        3.0%
        2.8M
        0.0bp
        3.8M
        3.8M
        100.0%
        7.0%
        13.2M
        12.6M
        95.5%
        11.6M
        88.0%
        1.0M
        3.8M
        24.1%
        57.8%
        39.0%
        151bp
        151bp
        36%
        16.8M
        87.8%
        1349.3Mb
        14.2M
        36.4%
        84.5%
        44.9%
        141.0bp
        74.2%
        36.0%
        108bp
        137bp
        36%
        14.2M
        RZZ075LA1
        1.01
        3.1M
        1.7M
        0.9M
        0.3M
        0.2M
        0.96%
        1.2M
        3.1M
        100.0%
        0.0%
        3.3%
        3.1M
        0.0bp
        4.3M
        4.3M
        100.0%
        8.4%
        12.1M
        11.3M
        93.3%
        10.3M
        85.0%
        1.0M
        4.3M
        28.9%
        48.8%
        43.0%
        151bp
        151bp
        27%
        18.3M
        85.8%
        1216.0Mb
        13.2M
        36.2%
        72.0%
        50.1%
        141.0bp
        67.8%
        36.0%
        107bp
        132bp
        36%
        13.2M
        RZZ075LA2
        0.86
        2.2M
        1.3M
        0.6M
        0.2M
        0.2M
        0.89%
        0.6M
        2.2M
        100.0%
        0.0%
        2.5%
        2.2M
        0.0bp
        2.8M
        2.8M
        100.0%
        7.8%
        8.0M
        7.7M
        96.3%
        7.2M
        90.2%
        0.5M
        2.8M
        30.3%
        53.1%
        37.0%
        151bp
        151bp
        36%
        9.6M
        88.4%
        865.9Mb
        8.7M
        36.6%
        90.5%
        37.7%
        141.0bp
        69.2%
        36.0%
        113bp
        141bp
        36%
        8.7M
        RZZ075LA3
        0.92
        2.9M
        1.6M
        0.8M
        0.2M
        0.2M
        0.94%
        0.8M
        2.9M
        100.0%
        0.0%
        2.5%
        2.9M
        0.0bp
        3.7M
        3.7M
        100.0%
        9.4%
        14.3M
        13.8M
        96.0%
        12.9M
        89.9%
        0.9M
        3.7M
        22.3%
        62.0%
        36.0%
        151bp
        151bp
        27%
        17.2M
        87.5%
        1592.6Mb
        15.8M
        35.6%
        91.9%
        33.8%
        141.0bp
        76.2%
        35.0%
        115bp
        141bp
        36%
        15.8M
        RZZ075LA4
        0.70
        2.6M
        1.5M
        0.7M
        0.2M
        0.2M
        0.90%
        0.8M
        2.6M
        100.0%
        0.0%
        2.7%
        2.6M
        0.0bp
        3.4M
        3.4M
        100.0%
        8.8%
        12.3M
        11.8M
        95.8%
        10.9M
        88.5%
        0.9M
        3.4M
        23.1%
        61.2%
        37.0%
        151bp
        151bp
        27%
        15.1M
        88.0%
        1324.1Mb
        13.4M
        36.2%
        89.0%
        38.7%
        141.0bp
        75.2%
        36.0%
        112bp
        141bp
        36%
        13.4M
        RZZ075LA5
        0.92
        3.9M
        2.1M
        1.1M
        0.3M
        0.3M
        0.93%
        1.2M
        3.9M
        100.0%
        0.0%
        2.7%
        3.9M
        0.0bp
        5.1M
        5.1M
        100.0%
        7.2%
        18.6M
        17.6M
        94.2%
        16.5M
        88.5%
        1.1M
        5.1M
        24.1%
        55.9%
        42.0%
        151bp
        151bp
        27%
        26.8M
        87.0%
        1910.1Mb
        20.1M
        37.0%
        74.8%
        49.1%
        141.0bp
        74.1%
        37.0%
        109bp
        137bp
        36%
        20.1M
        RZZ075LA6
        0.75
        2.1M
        1.3M
        0.5M
        0.2M
        0.2M
        0.90%
        0.6M
        2.1M
        100.0%
        0.0%
        2.7%
        2.1M
        0.0bp
        2.7M
        2.7M
        100.0%
        8.9%
        11.7M
        11.3M
        96.4%
        10.6M
        91.2%
        0.6M
        2.7M
        20.2%
        65.8%
        38.0%
        151bp
        151bp
        36%
        14.1M
        88.0%
        1269.8Mb
        12.8M
        36.8%
        90.7%
        37.0%
        141.0bp
        78.2%
        36.0%
        112bp
        141bp
        36%
        12.8M
        RZZ076HA1
        0.82
        2.6M
        1.5M
        0.6M
        0.2M
        0.2M
        0.94%
        0.8M
        2.6M
        100.0%
        0.0%
        2.7%
        2.6M
        0.0bp
        3.4M
        3.4M
        100.0%
        9.6%
        12.9M
        12.4M
        95.8%
        11.5M
        89.0%
        0.9M
        3.4M
        22.2%
        60.6%
        37.0%
        151bp
        151bp
        27%
        15.9M
        86.7%
        1432.5Mb
        14.3M
        35.9%
        90.1%
        33.5%
        141.0bp
        75.9%
        35.0%
        115bp
        141bp
        36%
        14.3M
        RZZ076HA2
        0.79
        2.5M
        1.5M
        0.6M
        0.2M
        0.2M
        0.89%
        0.8M
        2.5M
        100.0%
        0.0%
        2.7%
        2.5M
        0.0bp
        3.3M
        3.3M
        100.0%
        9.3%
        14.3M
        13.8M
        96.4%
        12.9M
        90.0%
        0.9M
        3.3M
        20.3%
        64.4%
        37.0%
        151bp
        151bp
        27%
        17.4M
        88.3%
        1544.9Mb
        15.8M
        36.4%
        90.9%
        40.1%
        141.0bp
        78.8%
        36.0%
        111bp
        137bp
        36%
        15.8M
        RZZ076HA3
        0.75
        2.5M
        1.4M
        0.6M
        0.2M
        0.2M
        0.92%
        0.9M
        2.5M
        100.0%
        0.0%
        2.9%
        2.5M
        0.0bp
        3.4M
        3.4M
        100.0%
        9.6%
        12.1M
        11.6M
        95.5%
        10.6M
        87.9%
        0.9M
        3.4M
        23.0%
        57.7%
        38.0%
        151bp
        151bp
        27%
        15.5M
        86.9%
        1298.0Mb
        13.4M
        36.1%
        86.3%
        40.3%
        141.0bp
        74.9%
        36.0%
        111bp
        137bp
        36%
        13.4M
        RZZ076HA4
        0.73
        1.9M
        1.1M
        0.5M
        0.1M
        0.1M
        0.89%
        0.7M
        1.9M
        100.0%
        0.0%
        3.1%
        1.9M
        0.0bp
        2.6M
        2.6M
        100.0%
        8.5%
        15.5M
        14.9M
        96.4%
        13.8M
        89.4%
        1.1M
        2.6M
        14.2%
        72.2%
        38.0%
        151bp
        151bp
        36%
        19.3M
        88.3%
        1627.3Mb
        16.9M
        36.5%
        88.0%
        42.8%
        141.0bp
        84.3%
        36.0%
        109bp
        137bp
        36%
        16.9M
        RZZ076HA5
        0.81
        3.4M
        2.0M
        0.8M
        0.3M
        0.3M
        0.91%
        0.9M
        3.4M
        100.0%
        0.0%
        2.4%
        3.4M
        0.0bp
        4.3M
        4.3M
        100.0%
        9.3%
        17.0M
        16.3M
        96.0%
        15.4M
        90.5%
        0.9M
        4.3M
        22.6%
        59.0%
        38.0%
        151bp
        151bp
        27%
        21.4M
        87.5%
        1886.8Mb
        18.7M
        36.6%
        87.6%
        36.1%
        141.0bp
        76.7%
        36.0%
        115bp
        141bp
        36%
        18.7M
        RZZ076HA6
        0.74
        2.4M
        1.4M
        0.5M
        0.2M
        0.2M
        0.88%
        0.8M
        2.4M
        100.0%
        0.0%
        3.0%
        2.4M
        0.0bp
        3.2M
        3.2M
        100.0%
        9.9%
        12.7M
        12.2M
        96.1%
        11.2M
        88.2%
        1.0M
        3.2M
        20.9%
        62.4%
        37.0%
        151bp
        151bp
        27%
        15.9M
        87.8%
        1349.4Mb
        14.1M
        36.1%
        88.7%
        42.3%
        141.0bp
        77.4%
        36.0%
        109bp
        137bp
        36%
        14.1M
        RZZ076LA1
        0.78
        2.4M
        1.3M
        0.6M
        0.2M
        0.2M
        0.95%
        0.8M
        2.4M
        100.0%
        0.0%
        2.9%
        2.4M
        0.0bp
        3.2M
        3.2M
        100.0%
        8.8%
        12.2M
        11.6M
        95.0%
        10.7M
        87.9%
        0.9M
        3.2M
        22.0%
        58.5%
        39.0%
        151bp
        151bp
        27%
        16.1M
        86.6%
        1302.7Mb
        13.4M
        36.1%
        82.8%
        40.5%
        141.0bp
        75.8%
        36.0%
        113bp
        141bp
        36%
        13.4M
        RZZ076LA2
        0.83
        2.8M
        1.6M
        0.8M
        0.2M
        0.2M
        0.89%
        0.8M
        2.8M
        100.0%
        0.0%
        2.6%
        2.8M
        0.0bp
        3.7M
        3.7M
        100.0%
        8.7%
        11.4M
        11.0M
        96.0%
        10.0M
        87.4%
        1.0M
        3.7M
        27.2%
        54.7%
        38.0%
        151bp
        151bp
        36%
        14.2M
        88.3%
        1232.9Mb
        12.5M
        36.5%
        88.3%
        39.8%
        141.0bp
        71.6%
        36.0%
        112bp
        141bp
        36%
        12.5M
        RZZ076LA3
        0.74
        2.7M
        1.6M
        0.7M
        0.2M
        0.2M
        0.92%
        0.8M
        2.7M
        100.0%
        0.0%
        2.6%
        2.7M
        0.0bp
        3.5M
        3.5M
        100.0%
        9.4%
        12.7M
        12.2M
        96.0%
        11.2M
        88.8%
        0.9M
        3.5M
        23.5%
        57.7%
        37.0%
        151bp
        151bp
        27%
        15.9M
        87.2%
        1381.5Mb
        14.0M
        36.2%
        87.9%
        36.8%
        141.0bp
        74.9%
        36.0%
        113bp
        141bp
        36%
        14.0M
        RZZ076LA4
        0.80
        2.4M
        1.4M
        0.6M
        0.2M
        0.2M
        0.90%
        0.8M
        2.4M
        100.0%
        0.0%
        2.9%
        2.4M
        0.0bp
        3.2M
        3.2M
        100.0%
        8.0%
        14.0M
        13.5M
        96.1%
        12.4M
        88.7%
        1.0M
        3.2M
        19.2%
        67.4%
        37.0%
        151bp
        151bp
        36%
        16.8M
        88.4%
        1486.9Mb
        15.2M
        36.1%
        90.7%
        40.0%
        141.0bp
        79.1%
        36.0%
        111bp
        137bp
        36%
        15.2M
        RZZ076LA5
        0.79
        2.8M
        1.4M
        0.8M
        0.2M
        0.2M
        0.96%
        1.4M
        2.8M
        100.0%
        0.0%
        4.5%
        2.8M
        0.0bp
        4.2M
        4.2M
        100.0%
        7.5%
        10.9M
        9.8M
        89.9%
        8.7M
        79.8%
        1.1M
        4.2M
        29.3%
        47.2%
        48.0%
        151bp
        151bp
        18%
        20.6M
        84.2%
        918.4Mb
        11.8M
        37.4%
        57.3%
        67.4%
        141.0bp
        66.3%
        37.0%
        93bp
        87bp
        45%
        11.8M
        RZZ076LA6
        0.85
        3.0M
        1.7M
        0.8M
        0.2M
        0.2M
        0.92%
        1.0M
        3.0M
        100.0%
        0.0%
        2.9%
        3.0M
        0.0bp
        4.1M
        4.1M
        100.0%
        7.4%
        15.9M
        15.3M
        95.7%
        14.1M
        88.5%
        1.2M
        4.1M
        21.4%
        62.5%
        37.0%
        151bp
        151bp
        27%
        19.7M
        88.2%
        1668.2Mb
        17.2M
        36.0%
        87.3%
        42.3%
        141.0bp
        76.5%
        35.0%
        110bp
        137bp
        36%
        17.2M
        RZZ996HA1
        0.79
        2.5M
        1.3M
        0.7M
        0.2M
        0.2M
        0.98%
        1.0M
        2.5M
        100.0%
        0.0%
        3.3%
        2.5M
        0.0bp
        3.5M
        3.5M
        100.0%
        7.7%
        10.3M
        9.5M
        92.4%
        8.8M
        84.9%
        0.8M
        3.5M
        28.1%
        51.7%
        42.0%
        151bp
        151bp
        27%
        16.1M
        86.4%
        1051.6Mb
        11.2M
        35.7%
        69.7%
        50.2%
        141.0bp
        69.1%
        35.0%
        109bp
        137bp
        36%
        11.2M
        RZZ996HA2
        0.88
        2.9M
        1.7M
        0.8M
        0.2M
        0.2M
        0.90%
        0.7M
        2.9M
        100.0%
        0.0%
        2.1%
        2.9M
        0.0bp
        3.7M
        3.7M
        100.0%
        7.2%
        12.7M
        12.2M
        96.6%
        11.6M
        91.4%
        0.7M
        3.7M
        25.9%
        59.0%
        37.0%
        151bp
        151bp
        36%
        15.0M
        89.0%
        1369.1Mb
        13.6M
        36.7%
        90.9%
        38.4%
        141.0bp
        73.9%
        36.0%
        113bp
        141bp
        36%
        13.6M
        RZZ996HA3
        0.86
        2.2M
        1.3M
        0.6M
        0.2M
        0.2M
        0.93%
        0.8M
        2.2M
        100.0%
        0.0%
        3.0%
        2.2M
        0.0bp
        3.0M
        3.0M
        100.0%
        10.6%
        11.1M
        10.5M
        95.3%
        9.8M
        88.7%
        0.7M
        3.0M
        21.6%
        58.9%
        40.0%
        151bp
        151bp
        27%
        15.4M
        86.8%
        1169.4Mb
        12.4M
        36.4%
        80.2%
        45.1%
        141.0bp
        75.5%
        36.0%
        109bp
        137bp
        36%
        12.4M
        RZZ996HA4
        0.79
        2.5M
        1.4M
        0.7M
        0.2M
        0.2M
        0.92%
        0.9M
        2.5M
        100.0%
        0.0%
        3.1%
        2.5M
        0.0bp
        3.3M
        3.3M
        100.0%
        8.7%
        14.4M
        13.8M
        95.6%
        12.7M
        88.1%
        1.1M
        3.3M
        19.3%
        65.6%
        38.0%
        151bp
        151bp
        36%
        18.0M
        87.8%
        1530.4Mb
        15.8M
        36.5%
        87.7%
        41.3%
        141.0bp
        78.6%
        36.0%
        110bp
        137bp
        36%
        15.8M
        RZZ996HA5
        0.85
        2.8M
        1.6M
        0.7M
        0.2M
        0.2M
        0.93%
        0.8M
        2.8M
        100.0%
        0.0%
        2.4%
        2.8M
        0.0bp
        3.5M
        3.5M
        100.0%
        8.9%
        16.2M
        15.6M
        96.2%
        14.8M
        91.1%
        0.8M
        3.5M
        19.4%
        64.5%
        38.0%
        151bp
        151bp
        27%
        19.6M
        87.4%
        1821.9Mb
        17.8M
        36.8%
        90.9%
        32.6%
        141.0bp
        79.0%
        36.0%
        117bp
        141bp
        36%
        17.8M
        RZZ996HA6
        0.99
        2.6M
        1.4M
        0.7M
        0.2M
        0.2M
        0.93%
        1.1M
        2.6M
        100.0%
        0.0%
        3.5%
        2.6M
        0.0bp
        3.7M
        3.7M
        100.0%
        7.0%
        14.0M
        12.9M
        91.9%
        12.0M
        85.2%
        0.9M
        3.7M
        21.9%
        60.5%
        44.0%
        151bp
        151bp
        27%
        22.6M
        87.3%
        1364.8Mb
        15.1M
        36.3%
        66.9%
        55.8%
        141.0bp
        75.5%
        36.0%
        104bp
        127bp
        36%
        15.1M
        RZZ996LA1
        0.92
        2.6M
        1.5M
        0.7M
        0.2M
        0.2M
        0.94%
        0.8M
        2.6M
        100.0%
        0.0%
        2.8%
        2.6M
        0.0bp
        3.4M
        3.4M
        100.0%
        6.6%
        14.2M
        13.7M
        95.8%
        12.8M
        89.7%
        0.9M
        3.4M
        20.7%
        62.1%
        38.0%
        151bp
        151bp
        27%
        17.5M
        87.8%
        1516.0Mb
        15.3M
        36.8%
        87.3%
        39.5%
        141.0bp
        77.3%
        36.0%
        113bp
        141bp
        36%
        15.3M
        RZZ996LA2
        0.73
        2.3M
        1.4M
        0.6M
        0.2M
        0.2M
        0.91%
        0.8M
        2.3M
        100.0%
        0.0%
        2.8%
        2.3M
        0.0bp
        3.1M
        3.1M
        100.0%
        8.8%
        13.7M
        13.2M
        96.2%
        12.2M
        89.0%
        1.0M
        3.1M
        19.0%
        67.7%
        37.0%
        151bp
        151bp
        36%
        16.4M
        88.0%
        1484.2Mb
        15.0M
        36.4%
        91.3%
        36.9%
        141.0bp
        79.0%
        36.0%
        112bp
        141bp
        36%
        15.0M
        RZZ996LA3
        0.62
        2.6M
        1.4M
        0.7M
        0.2M
        0.2M
        0.96%
        0.9M
        2.6M
        100.0%
        0.0%
        2.8%
        2.6M
        0.0bp
        3.5M
        3.5M
        100.0%
        9.0%
        12.5M
        12.0M
        95.5%
        11.1M
        88.6%
        0.9M
        3.5M
        23.2%
        58.4%
        38.0%
        151bp
        151bp
        27%
        15.6M
        87.0%
        1336.3Mb
        13.8M
        36.1%
        88.1%
        39.8%
        141.0bp
        74.4%
        36.0%
        112bp
        137bp
        36%
        13.8M
        RZZ996LA4
        0.78
        3.2M
        1.8M
        0.9M
        0.3M
        0.2M
        0.91%
        1.1M
        3.2M
        100.0%
        0.0%
        3.0%
        3.2M
        0.0bp
        4.4M
        4.4M
        100.0%
        8.2%
        14.7M
        14.0M
        95.1%
        12.9M
        87.5%
        1.1M
        4.4M
        24.5%
        57.0%
        40.0%
        151bp
        151bp
        27%
        19.8M
        87.2%
        1505.0Mb
        16.1M
        36.5%
        81.2%
        45.7%
        141.0bp
        73.2%
        36.0%
        107bp
        137bp
        36%
        16.1M
        RZZ996LA5
        0.86
        2.5M
        1.4M
        0.7M
        0.2M
        0.2M
        0.95%
        0.8M
        2.5M
        100.0%
        0.0%
        2.9%
        2.5M
        0.0bp
        3.3M
        3.3M
        100.0%
        8.6%
        14.4M
        13.7M
        95.5%
        12.9M
        89.4%
        0.9M
        3.3M
        19.8%
        62.0%
        39.0%
        151bp
        151bp
        27%
        18.2M
        87.5%
        1559.2Mb
        15.7M
        37.2%
        86.5%
        39.5%
        141.0bp
        78.0%
        37.0%
        113bp
        141bp
        36%
        15.7M
        RZZ996LA6
        0.71
        2.1M
        1.2M
        0.6M
        0.2M
        0.1M
        0.93%
        0.9M
        2.1M
        100.0%
        0.0%
        3.6%
        2.1M
        0.0bp
        3.0M
        3.0M
        100.0%
        5.9%
        18.7M
        17.9M
        95.6%
        16.8M
        89.8%
        1.1M
        3.0M
        13.4%
        73.3%
        39.0%
        151bp
        151bp
        27%
        23.0M
        88.5%
        1899.8Mb
        19.9M
        37.0%
        86.7%
        45.6%
        141.0bp
        84.1%
        37.0%
        108bp
        137bp
        36%
        19.9M
        RZZ997HA1
        0.83
        2.8M
        1.6M
        0.7M
        0.2M
        0.2M
        0.96%
        1.0M
        2.8M
        100.0%
        0.0%
        3.0%
        2.8M
        0.0bp
        3.7M
        3.7M
        100.0%
        8.9%
        16.0M
        15.3M
        95.5%
        14.1M
        88.4%
        1.1M
        3.7M
        19.7%
        64.2%
        37.0%
        151bp
        151bp
        27%
        19.7M
        87.3%
        1737.4Mb
        17.6M
        35.7%
        88.9%
        37.4%
        141.0bp
        78.2%
        35.0%
        113bp
        141bp
        36%
        17.6M
        RZZ997HA2
        0.87
        2.9M
        1.7M
        0.7M
        0.2M
        0.2M
        0.91%
        0.8M
        2.9M
        100.0%
        0.0%
        2.5%
        2.9M
        0.0bp
        3.7M
        3.7M
        100.0%
        8.1%
        14.2M
        13.7M
        96.4%
        12.8M
        90.3%
        0.9M
        3.7M
        22.7%
        63.1%
        37.0%
        151bp
        151bp
        36%
        17.0M
        88.3%
        1523.7Mb
        15.4M
        36.1%
        90.9%
        37.9%
        141.0bp
        76.3%
        36.0%
        112bp
        141bp
        36%
        15.4M
        RZZ997HA3
        0.70
        2.9M
        1.6M
        0.7M
        0.2M
        0.2M
        0.96%
        1.0M
        2.9M
        100.0%
        0.0%
        2.8%
        2.9M
        0.0bp
        3.8M
        3.8M
        100.0%
        7.7%
        15.8M
        15.2M
        96.0%
        14.1M
        88.9%
        1.1M
        3.8M
        20.4%
        62.2%
        38.0%
        151bp
        151bp
        36%
        19.2M
        87.3%
        1697.1Mb
        17.1M
        36.4%
        89.3%
        37.3%
        141.0bp
        77.6%
        36.0%
        113bp
        141bp
        36%
        17.1M
        RZZ997HA4
        0.80
        3.0M
        1.6M
        0.8M
        0.2M
        0.2M
        0.95%
        1.1M
        3.0M
        100.0%
        0.0%
        3.1%
        3.0M
        0.0bp
        4.0M
        4.0M
        100.0%
        7.5%
        18.7M
        17.9M
        95.6%
        16.5M
        88.3%
        1.4M
        4.0M
        18.4%
        66.0%
        38.0%
        151bp
        151bp
        27%
        23.6M
        87.6%
        1954.5Mb
        20.3M
        36.0%
        85.8%
        42.4%
        141.0bp
        80.0%
        36.0%
        110bp
        137bp
        36%
        20.3M
        RZZ997HA5
        0.65
        3.9M
        2.2M
        1.0M
        0.3M
        0.3M
        0.96%
        1.3M
        3.9M
        100.0%
        0.0%
        2.9%
        3.9M
        0.0bp
        5.2M
        5.2M
        100.0%
        7.8%
        18.6M
        17.6M
        94.7%
        16.2M
        87.1%
        1.4M
        5.2M
        23.7%
        55.8%
        40.0%
        151bp
        151bp
        27%
        25.0M
        86.8%
        1970.6Mb
        20.2M
        36.4%
        80.8%
        42.7%
        141.0bp
        74.5%
        36.0%
        112bp
        141bp
        36%
        20.2M
        RZZ997HA6
        0.72
        2.3M
        1.3M
        0.6M
        0.2M
        0.2M
        0.92%
        0.8M
        2.3M
        100.0%
        0.0%
        2.9%
        2.3M
        0.0bp
        3.0M
        3.0M
        100.0%
        9.9%
        12.5M
        12.0M
        96.2%
        11.0M
        88.1%
        1.0M
        3.0M
        20.3%
        64.4%
        37.0%
        151bp
        151bp
        36%
        15.4M
        87.8%
        1344.3Mb
        13.9M
        35.9%
        90.2%
        39.6%
        141.0bp
        78.1%
        35.0%
        110bp
        137bp
        36%
        13.9M
        RZZ997LA1
        0.79
        2.4M
        1.4M
        0.6M
        0.2M
        0.2M
        0.94%
        0.7M
        2.4M
        100.0%
        0.0%
        2.7%
        2.4M
        0.0bp
        3.1M
        3.1M
        100.0%
        8.8%
        14.0M
        13.5M
        96.2%
        12.6M
        90.0%
        0.9M
        3.1M
        19.3%
        64.5%
        37.0%
        151bp
        151bp
        36%
        17.1M
        87.7%
        1538.2Mb
        15.4M
        36.5%
        89.7%
        36.3%
        141.0bp
        79.1%
        36.0%
        114bp
        141bp
        36%
        15.4M
        RZZ997LA2
        0.82
        3.3M
        1.9M
        0.9M
        0.3M
        0.3M
        0.91%
        0.8M
        3.3M
        100.0%
        0.0%
        2.0%
        3.3M
        0.0bp
        4.1M
        4.1M
        100.0%
        7.4%
        16.2M
        15.7M
        96.6%
        14.8M
        91.1%
        0.9M
        4.1M
        22.5%
        63.2%
        37.0%
        151bp
        151bp
        36%
        19.1M
        89.0%
        1791.5Mb
        17.5M
        36.7%
        91.7%
        35.6%
        141.0bp
        76.9%
        36.0%
        115bp
        141bp
        36%
        17.5M
        RZZ997LA3
        0.79
        2.3M
        1.2M
        0.7M
        0.2M
        0.2M
        0.96%
        0.8M
        2.3M
        100.0%
        0.0%
        3.0%
        2.3M
        0.0bp
        3.1M
        3.1M
        100.0%
        6.5%
        12.0M
        11.5M
        95.5%
        10.7M
        88.5%
        0.8M
        3.1M
        21.3%
        60.2%
        39.0%
        151bp
        151bp
        36%
        15.0M
        87.7%
        1252.5Mb
        12.9M
        36.8%
        86.1%
        42.3%
        141.0bp
        76.2%
        36.0%
        111bp
        141bp
        36%
        12.9M
        RZZ997LA4
        0.88
        2.8M
        1.6M
        0.7M
        0.2M
        0.2M
        0.92%
        0.9M
        2.8M
        100.0%
        0.0%
        2.8%
        2.8M
        0.0bp
        3.7M
        3.7M
        100.0%
        7.5%
        14.1M
        13.5M
        95.8%
        12.5M
        88.9%
        1.0M
        3.7M
        22.3%
        61.8%
        38.0%
        151bp
        151bp
        36%
        17.6M
        88.2%
        1487.4Mb
        15.3M
        36.3%
        86.8%
        41.5%
        141.0bp
        76.1%
        36.0%
        111bp
        137bp
        36%
        15.3M
        RZZ997LA5
        0.84
        2.7M
        1.6M
        0.7M
        0.2M
        0.2M
        0.93%
        0.8M
        2.7M
        100.0%
        0.0%
        2.7%
        2.7M
        0.0bp
        3.6M
        3.6M
        100.0%
        10.1%
        15.3M
        14.6M
        95.8%
        13.7M
        90.0%
        0.9M
        3.6M
        20.3%
        63.4%
        37.0%
        151bp
        151bp
        27%
        18.9M
        87.3%
        1710.3Mb
        17.0M
        36.2%
        89.6%
        34.3%
        141.0bp
        78.3%
        36.0%
        115bp
        141bp
        36%
        17.0M
        RZZ997LA6
        1.00
        2.0M
        1.1M
        0.6M
        0.2M
        0.1M
        0.92%
        0.6M
        2.0M
        100.0%
        0.0%
        2.5%
        2.0M
        0.0bp
        2.6M
        2.6M
        100.0%
        7.1%
        7.7M
        7.4M
        96.2%
        7.0M
        89.8%
        0.5M
        2.6M
        28.8%
        54.5%
        37.0%
        151bp
        151bp
        36%
        9.3M
        88.6%
        818.3Mb
        8.3M
        36.2%
        89.3%
        41.0%
        141.0bp
        69.9%
        36.0%
        111bp
        137bp
        36%
        8.3M
        RZZ999ZA1
        0.78
        2.6M
        1.4M
        0.7M
        0.2M
        0.2M
        0.94%
        0.9M
        2.6M
        100.0%
        0.0%
        3.2%
        2.6M
        0.0bp
        3.5M
        3.5M
        100.0%
        7.1%
        12.7M
        12.0M
        94.5%
        11.3M
        88.4%
        0.8M
        3.5M
        23.5%
        57.7%
        41.0%
        151bp
        151bp
        36%
        16.8M
        87.1%
        1339.1Mb
        13.7M
        36.8%
        81.6%
        43.0%
        141.0bp
        74.4%
        36.0%
        112bp
        141bp
        27%
        13.7M
        RZZ999ZA2
        0.76
        2.5M
        1.5M
        0.7M
        0.2M
        0.2M
        0.90%
        0.6M
        2.5M
        100.0%
        0.0%
        2.2%
        2.5M
        0.0bp
        3.1M
        3.1M
        100.0%
        8.2%
        10.2M
        9.9M
        96.5%
        9.3M
        90.8%
        0.6M
        3.1M
        27.2%
        57.0%
        38.0%
        151bp
        151bp
        36%
        12.2M
        88.8%
        1126.5Mb
        11.1M
        36.9%
        91.2%
        36.5%
        141.0bp
        72.4%
        36.0%
        114bp
        141bp
        36%
        11.1M
        RZZ999ZA3
        0.71
        2.2M
        1.3M
        0.6M
        0.2M
        0.2M
        0.95%
        0.8M
        2.2M
        100.0%
        0.0%
        3.1%
        2.2M
        0.0bp
        3.0M
        3.0M
        100.0%
        9.6%
        14.2M
        13.6M
        95.5%
        12.6M
        88.4%
        1.0M
        3.0M
        18.0%
        66.0%
        37.0%
        151bp
        151bp
        27%
        17.8M
        87.2%
        1558.1Mb
        15.8M
        36.0%
        88.7%
        36.8%
        141.0bp
        79.7%
        35.0%
        113bp
        141bp
        36%
        15.8M
        RZZ999ZA4
        0.71
        2.9M
        1.6M
        0.8M
        0.2M
        0.2M
        0.93%
        1.0M
        2.9M
        100.0%
        0.0%
        2.9%
        2.9M
        0.0bp
        3.9M
        3.9M
        100.0%
        7.8%
        17.6M
        16.9M
        95.9%
        15.7M
        89.3%
        1.2M
        3.9M
        19.2%
        66.2%
        38.0%
        151bp
        151bp
        36%
        21.6M
        88.2%
        1869.1Mb
        19.1M
        36.4%
        88.2%
        40.2%
        141.0bp
        79.3%
        36.0%
        111bp
        141bp
        36%
        19.1M
        RZZ999ZA5
        0.77
        3.4M
        2.0M
        0.9M
        0.3M
        0.3M
        0.92%
        0.9M
        3.4M
        100.0%
        0.0%
        2.4%
        3.4M
        0.0bp
        4.3M
        4.3M
        100.0%
        8.8%
        18.1M
        17.4M
        95.9%
        16.3M
        89.7%
        1.1M
        4.3M
        21.2%
        61.5%
        38.0%
        151bp
        151bp
        27%
        22.5M
        87.8%
        2038.3Mb
        19.9M
        37.1%
        88.5%
        34.1%
        141.0bp
        77.8%
        37.0%
        117bp
        141bp
        36%
        19.9M
        RZZ999ZA6
        0.87
        3.1M
        1.7M
        0.8M
        0.2M
        0.2M
        0.93%
        1.1M
        3.1M
        100.0%
        0.0%
        3.1%
        3.1M
        0.0bp
        4.2M
        4.2M
        100.0%
        7.3%
        18.5M
        17.7M
        95.7%
        16.4M
        88.4%
        1.4M
        4.2M
        18.9%
        66.8%
        38.0%
        151bp
        151bp
        36%
        22.5M
        87.9%
        1940.4Mb
        20.0M
        36.2%
        88.6%
        40.7%
        141.0bp
        79.3%
        36.0%
        111bp
        137bp
        36%
        20.0M
        Expand table

        Sample status checks

        Reports on sample strandedness status, and any failures in trimming or mapping.

        Strandedness Checks

        The strandedness used for analysis in this workflow can either be provided by the user or automatically inferred by Salmon using a sample of reads. In both cases, strandedness is verified at the end of the workflow using RSeQC's infer_experiment.py on genomic alignments. In this table, a pass indicates a match between the supplied strandedness (or that inferred by Salmon) and RSeQC results. A fail indicates a mismatch or 'undetermined' strandedness. 'Undetermined' strandedness can signal QC issues, including potential genomic DNA contamination.

        Note: Rows are duplicated for an 'auto' setting to allow comparison of statistics between inference methods.

        Showing 192/192 rows and 7/7 columns.
        SampleStatusStrand inference methodProvided strandednessInferred strandednessSense (%)Antisense (%)Unstranded (%)
        RZY000ZA1
        pass
        RSeQC
        auto
        forward
        84.6
        2.9
        12.6
        RZY000ZA2
        pass
        RSeQC
        auto
        forward
        86.7
        3.0
        10.3
        RZY000ZA3
        pass
        RSeQC
        auto
        forward
        86.2
        3.1
        10.7
        RZY000ZA4
        pass
        RSeQC
        auto
        forward
        87.3
        3.1
        9.7
        RZY000ZA5
        pass
        RSeQC
        auto
        forward
        87.7
        2.6
        9.7
        RZY000ZA6
        pass
        RSeQC
        auto
        forward
        85.5
        3.1
        11.4
        RZY019HA1
        pass
        RSeQC
        auto
        forward
        87.8
        2.9
        9.3
        RZY019HA2
        pass
        RSeQC
        auto
        forward
        87.8
        2.9
        9.2
        RZY019HA3
        pass
        RSeQC
        auto
        forward
        88.4
        2.8
        8.8
        RZY019HA4
        pass
        RSeQC
        auto
        forward
        87.1
        2.7
        10.2
        RZY019HA5
        pass
        RSeQC
        auto
        forward
        87.8
        2.9
        9.3
        RZY019HA6
        pass
        RSeQC
        auto
        forward
        88.3
        3.0
        8.8
        RZY019LA1
        pass
        RSeQC
        auto
        forward
        85.3
        3.5
        11.2
        RZY019LA2
        pass
        RSeQC
        auto
        forward
        87.2
        3.0
        9.8
        RZY019LA3
        pass
        RSeQC
        auto
        forward
        87.9
        3.1
        9.0
        RZY019LA4
        pass
        RSeQC
        auto
        forward
        88.4
        3.2
        8.4
        RZY019LA5
        pass
        RSeQC
        auto
        forward
        88.1
        2.7
        9.2
        RZY019LA6
        pass
        RSeQC
        auto
        forward
        88.5
        2.7
        8.9
        RZY996LA1
        pass
        RSeQC
        auto
        forward
        87.3
        2.8
        9.9
        RZY996LA2
        pass
        RSeQC
        auto
        forward
        85.5
        3.3
        11.3
        RZY996LA3
        pass
        RSeQC
        auto
        forward
        87.4
        3.2
        9.4
        RZY996LA4
        pass
        RSeQC
        auto
        forward
        86.2
        3.5
        10.4
        RZY996LA5
        pass
        RSeQC
        auto
        forward
        87.8
        2.9
        9.4
        RZY996LA6
        pass
        RSeQC
        auto
        forward
        88.3
        3.1
        8.6
        RZY996MA1
        pass
        RSeQC
        auto
        forward
        85.9
        4.0
        10.1
        RZY996MA2
        pass
        RSeQC
        auto
        forward
        88.3
        2.7
        9.0
        RZY996MA3
        pass
        RSeQC
        auto
        forward
        86.2
        3.3
        10.5
        RZY996MA4
        pass
        RSeQC
        auto
        forward
        87.9
        2.8
        9.3
        RZY996MA5
        pass
        RSeQC
        auto
        forward
        85.7
        3.3
        11.0
        RZY996MA6
        pass
        RSeQC
        auto
        forward
        86.5
        3.4
        10.1
        RZY999ZA1
        pass
        RSeQC
        auto
        forward
        86.3
        3.5
        10.2
        RZY999ZA2
        pass
        RSeQC
        auto
        forward
        86.6
        2.9
        10.4
        RZY999ZA3
        pass
        RSeQC
        auto
        forward
        88.2
        2.7
        9.1
        RZY999ZA4
        pass
        RSeQC
        auto
        forward
        86.0
        3.4
        10.5
        RZY999ZA5
        pass
        RSeQC
        auto
        forward
        86.3
        3.2
        10.5
        RZY999ZA6
        pass
        RSeQC
        auto
        forward
        85.5
        3.0
        11.5
        RZZ000ZA1
        pass
        RSeQC
        auto
        forward
        88.1
        2.2
        9.7
        RZZ000ZA2
        pass
        RSeQC
        auto
        forward
        86.5
        2.3
        11.2
        RZZ000ZA3
        pass
        RSeQC
        auto
        forward
        87.3
        2.2
        10.5
        RZZ000ZA4
        pass
        RSeQC
        auto
        forward
        86.9
        2.5
        10.6
        RZZ000ZA5
        pass
        RSeQC
        auto
        forward
        87.3
        2.4
        10.3
        RZZ000ZA6
        pass
        RSeQC
        auto
        forward
        88.2
        2.7
        9.1
        RZZ014HA1
        pass
        RSeQC
        auto
        forward
        88.5
        2.4
        9.0
        RZZ014HA2
        pass
        RSeQC
        auto
        forward
        88.2
        2.4
        9.4
        RZZ014HA3
        pass
        RSeQC
        auto
        forward
        86.6
        2.7
        10.8
        RZZ014HA4
        pass
        RSeQC
        auto
        forward
        86.5
        2.3
        11.1
        RZZ014HA5
        pass
        RSeQC
        auto
        forward
        87.9
        2.6
        9.5
        RZZ014HA6
        pass
        RSeQC
        auto
        forward
        86.1
        2.5
        11.3
        RZZ014LA1
        pass
        RSeQC
        auto
        forward
        87.0
        2.4
        10.6
        RZZ014LA2
        pass
        RSeQC
        auto
        forward
        87.7
        2.4
        9.9
        RZZ014LA3
        pass
        RSeQC
        auto
        forward
        87.5
        2.4
        10.2
        RZZ014LA4
        pass
        RSeQC
        auto
        forward
        87.7
        2.5
        9.9
        RZZ014LA5
        pass
        RSeQC
        auto
        forward
        85.9
        2.2
        11.9
        RZZ014LA6
        pass
        RSeQC
        auto
        forward
        87.6
        2.0
        10.5
        RZZ015HA1
        pass
        RSeQC
        auto
        forward
        86.9
        2.6
        10.4
        RZZ015HA2
        pass
        RSeQC
        auto
        forward
        87.9
        2.4
        9.7
        RZZ015HA3
        pass
        RSeQC
        auto
        forward
        85.5
        2.4
        12.0
        RZZ015HA4
        pass
        RSeQC
        auto
        forward
        87.8
        2.5
        9.7
        RZZ015HA5
        pass
        RSeQC
        auto
        forward
        86.8
        2.4
        10.8
        RZZ015HA6
        pass
        RSeQC
        auto
        forward
        87.9
        3.1
        9.1
        RZZ015LA1
        pass
        RSeQC
        auto
        forward
        86.7
        2.5
        10.8
        RZZ015LA2
        pass
        RSeQC
        auto
        forward
        86.5
        2.3
        11.2
        RZZ015LA3
        pass
        RSeQC
        auto
        forward
        88.3
        2.2
        9.4
        RZZ015LA4
        pass
        RSeQC
        auto
        forward
        87.7
        2.6
        9.7
        RZZ015LA5
        pass
        RSeQC
        auto
        forward
        86.2
        2.8
        11.1
        RZZ015LA6
        pass
        RSeQC
        auto
        forward
        87.0
        2.4
        10.5
        RZZ016HA1
        pass
        RSeQC
        auto
        forward
        87.5
        2.7
        9.8
        RZZ016HA2
        pass
        RSeQC
        auto
        forward
        87.1
        2.9
        10.0
        RZZ016HA3
        pass
        RSeQC
        auto
        forward
        87.3
        3.0
        9.7
        RZZ016HA4
        pass
        RSeQC
        auto
        forward
        87.3
        3.3
        9.4
        RZZ016HA5
        pass
        RSeQC
        auto
        forward
        85.9
        3.5
        10.7
        RZZ016HA6
        pass
        RSeQC
        auto
        forward
        85.1
        3.8
        11.2
        RZZ016LA1
        pass
        RSeQC
        auto
        forward
        87.1
        2.9
        10.0
        RZZ016LA2
        pass
        RSeQC
        auto
        forward
        86.8
        2.3
        10.9
        RZZ016LA3
        pass
        RSeQC
        auto
        forward
        86.6
        2.3
        11.1
        RZZ016LA4
        pass
        RSeQC
        auto
        forward
        86.0
        2.3
        11.7
        RZZ016LA5
        pass
        RSeQC
        auto
        forward
        87.6
        2.4
        10.1
        RZZ016LA6
        pass
        RSeQC
        auto
        forward
        86.6
        2.2
        11.2
        RZZ017HA1
        pass
        RSeQC
        auto
        forward
        88.1
        2.7
        9.2
        RZZ017HA2
        pass
        RSeQC
        auto
        forward
        87.1
        2.9
        10.0
        RZZ017HA3
        pass
        RSeQC
        auto
        forward
        87.9
        2.6
        9.5
        RZZ017HA4
        pass
        RSeQC
        auto
        forward
        86.4
        2.9
        10.7
        RZZ017HA5
        pass
        RSeQC
        auto
        forward
        88.3
        2.4
        9.4
        RZZ017HA6
        pass
        RSeQC
        auto
        forward
        85.8
        2.9
        11.3
        RZZ017LA1
        pass
        RSeQC
        auto
        forward
        87.6
        2.5
        9.9
        RZZ017LA2
        pass
        RSeQC
        auto
        forward
        87.2
        2.2
        10.6
        RZZ017LA3
        pass
        RSeQC
        auto
        forward
        87.2
        2.3
        10.5
        RZZ017LA4
        pass
        RSeQC
        auto
        forward
        87.8
        2.5
        9.7
        RZZ017LA5
        pass
        RSeQC
        auto
        forward
        87.1
        2.2
        10.8
        RZZ017LA6
        pass
        RSeQC
        auto
        forward
        89.0
        2.1
        9.0
        RZZ018HA1
        pass
        RSeQC
        auto
        forward
        86.9
        2.7
        10.4
        RZZ018HA2
        pass
        RSeQC
        auto
        forward
        87.2
        2.5
        10.2
        RZZ018HA3
        pass
        RSeQC
        auto
        forward
        86.5
        2.6
        10.9
        RZZ018HA4
        pass
        RSeQC
        auto
        forward
        86.9
        2.6
        10.5
        RZZ018HA5
        pass
        RSeQC
        auto
        forward
        86.4
        2.5
        11.1
        RZZ018HA6
        pass
        RSeQC
        auto
        forward
        87.0
        2.6
        10.5
        RZZ018LA1
        pass
        RSeQC
        auto
        forward
        88.3
        2.3
        9.5
        RZZ018LA2
        pass
        RSeQC
        auto
        forward
        86.4
        2.7
        10.9
        RZZ018LA3
        pass
        RSeQC
        auto
        forward
        85.3
        2.4
        12.2
        RZZ018LA4
        pass
        RSeQC
        auto
        forward
        87.5
        2.6
        9.9
        RZZ018LA5
        pass
        RSeQC
        auto
        forward
        87.2
        2.2
        10.7
        RZZ018LA6
        pass
        RSeQC
        auto
        forward
        87.2
        2.3
        10.5
        RZZ019HA1
        pass
        RSeQC
        auto
        forward
        87.4
        2.4
        10.2
        RZZ019HA2
        pass
        RSeQC
        auto
        forward
        88.0
        2.2
        9.8
        RZZ019HA3
        pass
        RSeQC
        auto
        forward
        86.4
        2.6
        11.0
        RZZ019HA4
        pass
        RSeQC
        auto
        forward
        88.1
        2.4
        9.5
        RZZ019HA5
        pass
        RSeQC
        auto
        forward
        85.1
        2.4
        12.6
        RZZ019HA6
        pass
        RSeQC
        auto
        forward
        86.9
        2.4
        10.7
        RZZ019LA1
        pass
        RSeQC
        auto
        forward
        87.4
        2.8
        9.8
        RZZ019LA2
        pass
        RSeQC
        auto
        forward
        89.0
        2.2
        8.8
        RZZ019LA3
        pass
        RSeQC
        auto
        forward
        86.9
        2.3
        10.8
        RZZ019LA4
        pass
        RSeQC
        auto
        forward
        86.6
        2.5
        10.9
        RZZ019LA5
        pass
        RSeQC
        auto
        forward
        86.2
        2.3
        11.6
        RZZ019LA6
        pass
        RSeQC
        auto
        forward
        87.6
        2.3
        10.1
        RZZ035HA1
        pass
        RSeQC
        auto
        forward
        87.6
        2.6
        9.8
        RZZ035HA2
        pass
        RSeQC
        auto
        forward
        86.6
        2.2
        11.2
        RZZ035HA3
        pass
        RSeQC
        auto
        forward
        86.9
        2.4
        10.7
        RZZ035HA4
        pass
        RSeQC
        auto
        forward
        87.1
        3.2
        9.7
        RZZ035HA5
        pass
        RSeQC
        auto
        forward
        87.3
        2.4
        10.3
        RZZ035HA6
        pass
        RSeQC
        auto
        forward
        87.3
        2.2
        10.4
        RZZ035LA1
        pass
        RSeQC
        auto
        forward
        87.5
        2.4
        10.1
        RZZ035LA2
        pass
        RSeQC
        auto
        forward
        88.5
        2.2
        9.3
        RZZ035LA3
        pass
        RSeQC
        auto
        forward
        87.6
        2.4
        10.1
        RZZ035LA4
        pass
        RSeQC
        auto
        forward
        87.7
        2.6
        9.7
        RZZ035LA5
        pass
        RSeQC
        auto
        forward
        87.8
        2.7
        9.5
        RZZ035LA6
        pass
        RSeQC
        auto
        forward
        87.6
        2.3
        10.0
        RZZ074HA1
        pass
        RSeQC
        auto
        forward
        86.7
        2.4
        10.9
        RZZ074HA2
        pass
        RSeQC
        auto
        forward
        86.2
        3.0
        10.8
        RZZ074HA3
        pass
        RSeQC
        auto
        forward
        85.4
        3.2
        11.4
        RZZ074HA4
        pass
        RSeQC
        auto
        forward
        87.3
        2.9
        9.8
        RZZ074HA5
        pass
        RSeQC
        auto
        forward
        85.7
        2.6
        11.8
        RZZ074HA6
        pass
        RSeQC
        auto
        forward
        86.5
        2.7
        10.7
        RZZ074LA1
        pass
        RSeQC
        auto
        forward
        88.2
        2.5
        9.3
        RZZ074LA2
        pass
        RSeQC
        auto
        forward
        88.2
        2.2
        9.6
        RZZ074LA3
        pass
        RSeQC
        auto
        forward
        85.9
        2.3
        11.8
        RZZ074LA4
        pass
        RSeQC
        auto
        forward
        87.4
        2.5
        10.1
        RZZ074LA5
        pass
        RSeQC
        auto
        forward
        88.2
        2.5
        9.3
        RZZ074LA6
        pass
        RSeQC
        auto
        forward
        88.6
        1.5
        9.9
        RZZ075HA1
        pass
        RSeQC
        auto
        forward
        86.0
        2.6
        11.4
        RZZ075HA2
        pass
        RSeQC
        auto
        forward
        87.6
        2.2
        10.3
        RZZ075HA3
        pass
        RSeQC
        auto
        forward
        84.6
        2.7
        12.6
        RZZ075HA4
        pass
        RSeQC
        auto
        forward
        88.3
        2.7
        9.0
        RZZ075HA5
        pass
        RSeQC
        auto
        forward
        87.7
        2.5
        9.9
        RZZ075HA6
        pass
        RSeQC
        auto
        forward
        86.3
        2.6
        11.1
        RZZ075LA1
        pass
        RSeQC
        auto
        forward
        86.4
        2.8
        10.7
        RZZ075LA2
        pass
        RSeQC
        auto
        forward
        88.5
        2.1
        9.4
        RZZ075LA3
        pass
        RSeQC
        auto
        forward
        86.6
        2.3
        11.1
        RZZ075LA4
        pass
        RSeQC
        auto
        forward
        87.2
        2.3
        10.5
        RZZ075LA5
        pass
        RSeQC
        auto
        forward
        87.6
        2.6
        9.8
        RZZ075LA6
        pass
        RSeQC
        auto
        forward
        88.0
        2.1
        9.9
        RZZ076HA1
        pass
        RSeQC
        auto
        forward
        86.6
        2.5
        10.9
        RZZ076HA2
        pass
        RSeQC
        auto
        forward
        87.1
        2.7
        10.2
        RZZ076HA3
        pass
        RSeQC
        auto
        forward
        86.8
        2.6
        10.5
        RZZ076HA4
        pass
        RSeQC
        auto
        forward
        84.9
        3.0
        12.1
        RZZ076HA5
        pass
        RSeQC
        auto
        forward
        84.5
        2.6
        12.9
        RZZ076HA6
        pass
        RSeQC
        auto
        forward
        86.8
        2.9
        10.3
        RZZ076LA1
        pass
        RSeQC
        auto
        forward
        87.8
        2.5
        9.7
        RZZ076LA2
        pass
        RSeQC
        auto
        forward
        86.8
        2.2
        11.0
        RZZ076LA3
        pass
        RSeQC
        auto
        forward
        86.4
        2.4
        11.2
        RZZ076LA4
        pass
        RSeQC
        auto
        forward
        87.3
        2.3
        10.4
        RZZ076LA5
        pass
        RSeQC
        auto
        forward
        87.0
        3.4
        9.5
        RZZ076LA6
        pass
        RSeQC
        auto
        forward
        86.1
        2.4
        11.5
        RZZ996HA1
        pass
        RSeQC
        auto
        forward
        87.5
        2.9
        9.7
        RZZ996HA2
        pass
        RSeQC
        auto
        forward
        86.8
        2.3
        10.9
        RZZ996HA3
        pass
        RSeQC
        auto
        forward
        88.1
        2.3
        9.7
        RZZ996HA4
        pass
        RSeQC
        auto
        forward
        87.6
        2.4
        9.9
        RZZ996HA5
        pass
        RSeQC
        auto
        forward
        87.0
        2.1
        10.9
        RZZ996HA6
        pass
        RSeQC
        auto
        forward
        86.9
        2.9
        10.2
        RZZ996LA1
        pass
        RSeQC
        auto
        forward
        87.3
        2.5
        10.2
        RZZ996LA2
        pass
        RSeQC
        auto
        forward
        87.8
        2.3
        9.9
        RZZ996LA3
        pass
        RSeQC
        auto
        forward
        87.3
        2.5
        10.3
        RZZ996LA4
        pass
        RSeQC
        auto
        forward
        86.1
        2.5
        11.4
        RZZ996LA5
        pass
        RSeQC
        auto
        forward
        88.1
        2.5
        9.5
        RZZ996LA6
        pass
        RSeQC
        auto
        forward
        88.4
        2.6
        9.0
        RZZ997HA1
        pass
        RSeQC
        auto
        forward
        85.9
        2.7
        11.4
        RZZ997HA2
        pass
        RSeQC
        auto
        forward
        85.6
        2.4
        12.0
        RZZ997HA3
        pass
        RSeQC
        auto
        forward
        85.9
        2.7
        11.4
        RZZ997HA4
        pass
        RSeQC
        auto
        forward
        85.5
        2.9
        11.7
        RZZ997HA5
        pass
        RSeQC
        auto
        forward
        85.4
        3.0
        11.6
        RZZ997HA6
        pass
        RSeQC
        auto
        forward
        87.3
        2.3
        10.4
        RZZ997LA1
        pass
        RSeQC
        auto
        forward
        88.1
        2.4
        9.6
        RZZ997LA2
        pass
        RSeQC
        auto
        forward
        86.2
        2.2
        11.7
        RZZ997LA3
        pass
        RSeQC
        auto
        forward
        88.2
        2.6
        9.2
        RZZ997LA4
        pass
        RSeQC
        auto
        forward
        86.9
        2.3
        10.8
        RZZ997LA5
        pass
        RSeQC
        auto
        forward
        87.1
        2.3
        10.6
        RZZ997LA6
        pass
        RSeQC
        auto
        forward
        88.8
        2.3
        8.9
        RZZ999ZA1
        pass
        RSeQC
        auto
        forward
        87.4
        2.6
        10.0
        RZZ999ZA2
        pass
        RSeQC
        auto
        forward
        87.7
        2.1
        10.2
        RZZ999ZA3
        pass
        RSeQC
        auto
        forward
        87.7
        2.6
        9.7
        RZZ999ZA4
        pass
        RSeQC
        auto
        forward
        87.1
        2.3
        10.6
        RZZ999ZA5
        pass
        RSeQC
        auto
        forward
        85.8
        2.3
        12.0
        RZZ999ZA6
        pass
        RSeQC
        auto
        forward
        86.3
        2.5
        11.1
        Expand table

        FastQC (raw)

        This section of the report shows FastQC results before adapter trimming.http://www.bioinformatics.babraham.ac.uk/projects/fastqc

        Sequence Counts

        Sequence counts for each sample. Duplicate read counts are an estimate only.

        This plot show the total number of reads, broken down into unique and duplicate if possible (only more recent versions of FastQC give duplicate info).

        You can read more about duplicate calculation in the FastQC documentation. A small part has been copied here for convenience:

        Only sequences which first appear in the first 100,000 sequences in each file are analysed. This should be enough to get a good impression for the duplication levels in the whole file. Each sequence is tracked to the end of the file to give a representative count of the overall duplication level.

        The duplication detection requires an exact sequence match over the whole length of the sequence. Any reads over 75bp in length are truncated to 50bp for this analysis.

        Created with MultiQC

        Sequence Quality Histograms
        192

        The mean quality value across each base position in the read.

        To enable multiple samples to be plotted on the same graph, only the mean quality scores are plotted (unlike the box plots seen in FastQC reports).

        Taken from the FastQC help:

        The y-axis on the graph shows the quality scores. The higher the score, the better the base call. The background of the graph divides the y axis into very good quality calls (green), calls of reasonable quality (orange), and calls of poor quality (red). The quality of calls on most platforms will degrade as the run progresses, so it is common to see base calls falling into the orange area towards the end of a read.

        Created with MultiQC

        Per Sequence Quality Scores
        192

        The number of reads with average quality scores. Shows if a subset of reads has poor quality.

        From the FastQC help:

        The per sequence quality score report allows you to see if a subset of your sequences have universally low quality values. It is often the case that a subset of sequences will have universally poor quality, however these should represent only a small percentage of the total sequences.

        Created with MultiQC

        Per Base Sequence Content

        The proportion of each base position for which each of the four normal DNA bases has been called.

        To enable multiple samples to be shown in a single plot, the base composition data is shown as a heatmap. The colours represent the balance between the four bases: an even distribution should give an even muddy brown colour. Hover over the plot to see the percentage of the four bases under the cursor.

        To see the data as a line plot, as in the original FastQC graph, click on a sample track.

        From the FastQC help:

        Per Base Sequence Content plots out the proportion of each base position in a file for which each of the four normal DNA bases has been called.

        In a random library you would expect that there would be little to no difference between the different bases of a sequence run, so the lines in this plot should run parallel with each other. The relative amount of each base should reflect the overall amount of these bases in your genome, but in any case they should not be hugely imbalanced from each other.

        It's worth noting that some types of library will always produce biased sequence composition, normally at the start of the read. Libraries produced by priming using random hexamers (including nearly all RNA-Seq libraries) and those which were fragmented using transposases inherit an intrinsic bias in the positions at which reads start. This bias does not concern an absolute sequence, but instead provides enrichement of a number of different K-mers at the 5' end of the reads. Whilst this is a true technical bias, it isn't something which can be corrected by trimming and in most cases doesn't seem to adversely affect the downstream analysis.

        $ Click a sample row to see a line plot for that dataset.
        Rollover for sample name
        Position: -
        %T: -
        %C: -
        %A: -
        %G: -

        Per Sequence GC Content
        21
        91
        80

        The average GC content of reads. Normal random library typically have a roughly normal distribution of GC content.

        From the FastQC help:

        This module measures the GC content across the whole length of each sequence in a file and compares it to a modelled normal distribution of GC content.

        In a normal random library you would expect to see a roughly normal distribution of GC content where the central peak corresponds to the overall GC content of the underlying genome. Since we don't know the GC content of the genome the modal GC content is calculated from the observed data and used to build a reference distribution.

        An unusually shaped distribution could indicate a contaminated library or some other kinds of biased subset. A normal distribution which is shifted indicates some systematic bias which is independent of base position. If there is a systematic bias which creates a shifted normal distribution then this won't be flagged as an error by the module since it doesn't know what your genome's GC content should be.

        Created with MultiQC

        Per Base N Content
        192

        The percentage of base calls at each position for which an N was called.

        From the FastQC help:

        If a sequencer is unable to make a base call with sufficient confidence then it will normally substitute an N rather than a conventional base call. This graph shows the percentage of base calls at each position for which an N was called.

        It's not unusual to see a very low proportion of Ns appearing in a sequence, especially nearer the end of a sequence. However, if this proportion rises above a few percent it suggests that the analysis pipeline was unable to interpret the data well enough to make valid base calls.

        Created with MultiQC

        Sequence Length Distribution
        192

        All samples have sequences of a single length (151bp)

        Sequence Duplication Levels
        4
        188

        The relative level of duplication found for every sequence.

        From the FastQC Help:

        In a diverse library most sequences will occur only once in the final set. A low level of duplication may indicate a very high level of coverage of the target sequence, but a high level of duplication is more likely to indicate some kind of enrichment bias (e.g. PCR over amplification). This graph shows the degree of duplication for every sequence in a library: the relative number of sequences with different degrees of duplication.

        Only sequences which first appear in the first 100,000 sequences in each file are analysed. This should be enough to get a good impression for the duplication levels in the whole file. Each sequence is tracked to the end of the file to give a representative count of the overall duplication level.

        The duplication detection requires an exact sequence match over the whole length of the sequence. Any reads over 75bp in length are truncated to 50bp for this analysis.

        In a properly diverse library most sequences should fall into the far left of the plot in both the red and blue lines. A general level of enrichment, indicating broad oversequencing in the library will tend to flatten the lines, lowering the low end and generally raising other categories. More specific enrichments of subsets, or the presence of low complexity contaminants will tend to produce spikes towards the right of the plot.

        Created with MultiQC

        Overrepresented sequences by sample

        The total amount of overrepresented sequences found in each library.

        FastQC calculates and lists overrepresented sequences in FastQ files. It would not be possible to show this for all samples in a MultiQC report, so instead this plot shows the number of sequences categorized as overrepresented.

        Sometimes, a single sequence may account for a large number of reads in a dataset. To show this, the bars are split into two: the first shows the overrepresented reads that come from the single most common sequence. The second shows the total count from all remaining overrepresented sequences.

        From the FastQC Help:

        A normal high-throughput library will contain a diverse set of sequences, with no individual sequence making up a tiny fraction of the whole. Finding that a single sequence is very overrepresented in the set either means that it is highly biologically significant, or indicates that the library is contaminated, or not as diverse as you expected.

        FastQC lists all the sequences which make up more than 0.1% of the total. To conserve memory only sequences which appear in the first 100,000 sequences are tracked to the end of the file. It is therefore possible that a sequence which is overrepresented but doesn't appear at the start of the file for some reason could be missed by this module.

        192 samples had less than 1% of reads made up of overrepresented sequences

        Top overrepresented sequences

        Top overrepresented sequences across all samples. The table shows 20 most overrepresented sequences across all samples, ranked by the number of samples they occur in.

        Showing 5/5 rows and 3/3 columns.
        Overrepresented sequenceReportsOccurrences% of all reads
        ATAACCTATAATCAACCTAAAACCACAAACTAAACCATTATATTATCCTA
        125
        2934085
        0.0849%
        GGGGGGTGTGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGG
        36
        926450
        0.0268%
        GGGAGATGAATAAAAGTTCAGCTTCGTACACCCCAAATTAAAAAATTAAA
        11
        207596
        0.0060%
        AGTTTCTATCTGTAAAGCTATTTTTTCCTAGTACGAAAGGATCGGAAAAA
        9
        167303
        0.0048%
        CGGAAGAGCACACGTCTGAACTCCAGTCACAGTTATGTGCAGATCTCGTA
        1
        30954
        0.0009%

        Adapter Content
        192

        The cumulative percentage count of the proportion of your library which has seen each of the adapter sequences at each position.

        Note that only samples with ≥ 0.1% adapter contamination are shown.

        There may be several lines per sample, as one is shown for each adapter detected in the file.

        From the FastQC Help:

        The plot shows a cumulative percentage count of the proportion of your library which has seen each of the adapter sequences at each position. Once a sequence has been seen in a read it is counted as being present right through to the end of the read so the percentages you see will only increase as the read length goes on.

        Created with MultiQC

        Status Checks

        Status for each FastQC section showing whether results seem entirely normal (green), slightly abnormal (orange) or very unusual (red).

        FastQC assigns a status for each section of the report. These give a quick evaluation of whether the results of the analysis seem entirely normal (green), slightly abnormal (orange) or very unusual (red).

        It is important to stress that although the analysis results appear to give a pass/fail result, these evaluations must be taken in the context of what you expect from your library. A 'normal' sample as far as FastQC is concerned is random and diverse. Some experiments may be expected to produce libraries which are biased in particular ways. You should treat the summary evaluations therefore as pointers to where you should concentrate your attention and understand why your library may not look random and diverse.

        Specific guidance on how to interpret the output of each module can be found in the relevant report section, or in the FastQC help.

        In this heatmap, we summarise all of these into a single heatmap for a quick overview. Note that not all FastQC sections have plots in MultiQC reports, but all status checks are shown in this heatmap.

        Created with MultiQC

        fastp

        All-in-one FASTQ preprocessor (QC, adapters, trimming, filtering, splitting...).https://github.com/OpenGene/fastpDOI: 10.1093/bioinformatics/bty560

        Fastp goes through fastq files in a folder and perform a series of quality control and filtering. Quality control and reporting are displayed both before and after filtering, allowing for a clear depiction of the consequences of the filtering process. Notably, the latter can be conducted on a variety of parameters including quality scores, length, as well as the presence of adapters, polyG, or polyX tailing.

        Filtered Reads

        Filtering statistics of sampled reads.

        Created with MultiQC

        Sequence Quality

        Average sequencing quality over each base of all reads.

        Created with MultiQC

        GC Content

        Average GC content over each base of all reads.

        Created with MultiQC

        N content

        Average N content over each base of all reads.

        Created with MultiQC

        FastQC (trimmed)

        This section of the report shows FastQC results after adapter trimming.http://www.bioinformatics.babraham.ac.uk/projects/fastqc

        Sequence Counts

        Sequence counts for each sample. Duplicate read counts are an estimate only.

        This plot show the total number of reads, broken down into unique and duplicate if possible (only more recent versions of FastQC give duplicate info).

        You can read more about duplicate calculation in the FastQC documentation. A small part has been copied here for convenience:

        Only sequences which first appear in the first 100,000 sequences in each file are analysed. This should be enough to get a good impression for the duplication levels in the whole file. Each sequence is tracked to the end of the file to give a representative count of the overall duplication level.

        The duplication detection requires an exact sequence match over the whole length of the sequence. Any reads over 75bp in length are truncated to 50bp for this analysis.

        Created with MultiQC

        Sequence Quality Histograms
        192

        The mean quality value across each base position in the read.

        To enable multiple samples to be plotted on the same graph, only the mean quality scores are plotted (unlike the box plots seen in FastQC reports).

        Taken from the FastQC help:

        The y-axis on the graph shows the quality scores. The higher the score, the better the base call. The background of the graph divides the y axis into very good quality calls (green), calls of reasonable quality (orange), and calls of poor quality (red). The quality of calls on most platforms will degrade as the run progresses, so it is common to see base calls falling into the orange area towards the end of a read.

        Created with MultiQC

        Per Sequence Quality Scores
        192

        The number of reads with average quality scores. Shows if a subset of reads has poor quality.

        From the FastQC help:

        The per sequence quality score report allows you to see if a subset of your sequences have universally low quality values. It is often the case that a subset of sequences will have universally poor quality, however these should represent only a small percentage of the total sequences.

        Created with MultiQC

        Per Base Sequence Content

        The proportion of each base position for which each of the four normal DNA bases has been called.

        To enable multiple samples to be shown in a single plot, the base composition data is shown as a heatmap. The colours represent the balance between the four bases: an even distribution should give an even muddy brown colour. Hover over the plot to see the percentage of the four bases under the cursor.

        To see the data as a line plot, as in the original FastQC graph, click on a sample track.

        From the FastQC help:

        Per Base Sequence Content plots out the proportion of each base position in a file for which each of the four normal DNA bases has been called.

        In a random library you would expect that there would be little to no difference between the different bases of a sequence run, so the lines in this plot should run parallel with each other. The relative amount of each base should reflect the overall amount of these bases in your genome, but in any case they should not be hugely imbalanced from each other.

        It's worth noting that some types of library will always produce biased sequence composition, normally at the start of the read. Libraries produced by priming using random hexamers (including nearly all RNA-Seq libraries) and those which were fragmented using transposases inherit an intrinsic bias in the positions at which reads start. This bias does not concern an absolute sequence, but instead provides enrichement of a number of different K-mers at the 5' end of the reads. Whilst this is a true technical bias, it isn't something which can be corrected by trimming and in most cases doesn't seem to adversely affect the downstream analysis.

        $ Click a sample row to see a line plot for that dataset.
        Rollover for sample name
        Position: -
        %T: -
        %C: -
        %A: -
        %G: -

        Per Sequence GC Content
        192

        The average GC content of reads. Normal random library typically have a roughly normal distribution of GC content.

        From the FastQC help:

        This module measures the GC content across the whole length of each sequence in a file and compares it to a modelled normal distribution of GC content.

        In a normal random library you would expect to see a roughly normal distribution of GC content where the central peak corresponds to the overall GC content of the underlying genome. Since we don't know the GC content of the genome the modal GC content is calculated from the observed data and used to build a reference distribution.

        An unusually shaped distribution could indicate a contaminated library or some other kinds of biased subset. A normal distribution which is shifted indicates some systematic bias which is independent of base position. If there is a systematic bias which creates a shifted normal distribution then this won't be flagged as an error by the module since it doesn't know what your genome's GC content should be.

        Created with MultiQC

        Per Base N Content
        192

        The percentage of base calls at each position for which an N was called.

        From the FastQC help:

        If a sequencer is unable to make a base call with sufficient confidence then it will normally substitute an N rather than a conventional base call. This graph shows the percentage of base calls at each position for which an N was called.

        It's not unusual to see a very low proportion of Ns appearing in a sequence, especially nearer the end of a sequence. However, if this proportion rises above a few percent it suggests that the analysis pipeline was unable to interpret the data well enough to make valid base calls.

        Created with MultiQC

        Sequence Length Distribution
        192

        The distribution of fragment sizes (read lengths) found. See the FastQC help

        Created with MultiQC

        Sequence Duplication Levels
        192

        The relative level of duplication found for every sequence.

        From the FastQC Help:

        In a diverse library most sequences will occur only once in the final set. A low level of duplication may indicate a very high level of coverage of the target sequence, but a high level of duplication is more likely to indicate some kind of enrichment bias (e.g. PCR over amplification). This graph shows the degree of duplication for every sequence in a library: the relative number of sequences with different degrees of duplication.

        Only sequences which first appear in the first 100,000 sequences in each file are analysed. This should be enough to get a good impression for the duplication levels in the whole file. Each sequence is tracked to the end of the file to give a representative count of the overall duplication level.

        The duplication detection requires an exact sequence match over the whole length of the sequence. Any reads over 75bp in length are truncated to 50bp for this analysis.

        In a properly diverse library most sequences should fall into the far left of the plot in both the red and blue lines. A general level of enrichment, indicating broad oversequencing in the library will tend to flatten the lines, lowering the low end and generally raising other categories. More specific enrichments of subsets, or the presence of low complexity contaminants will tend to produce spikes towards the right of the plot.

        Created with MultiQC

        Overrepresented sequences by sample

        The total amount of overrepresented sequences found in each library.

        FastQC calculates and lists overrepresented sequences in FastQ files. It would not be possible to show this for all samples in a MultiQC report, so instead this plot shows the number of sequences categorized as overrepresented.

        Sometimes, a single sequence may account for a large number of reads in a dataset. To show this, the bars are split into two: the first shows the overrepresented reads that come from the single most common sequence. The second shows the total count from all remaining overrepresented sequences.

        From the FastQC Help:

        A normal high-throughput library will contain a diverse set of sequences, with no individual sequence making up a tiny fraction of the whole. Finding that a single sequence is very overrepresented in the set either means that it is highly biologically significant, or indicates that the library is contaminated, or not as diverse as you expected.

        FastQC lists all the sequences which make up more than 0.1% of the total. To conserve memory only sequences which appear in the first 100,000 sequences are tracked to the end of the file. It is therefore possible that a sequence which is overrepresented but doesn't appear at the start of the file for some reason could be missed by this module.

        Created with MultiQC

        Top overrepresented sequences

        Top overrepresented sequences across all samples. The table shows 20 most overrepresented sequences across all samples, ranked by the number of samples they occur in.

        Showing 20/20 rows and 3/3 columns.
        Overrepresented sequenceReportsOccurrences% of all reads
        GCTGGTTGTCTGGGAGATGAATAAAAGTTCAGCTTCGTACACCCCAAATT
        192
        36350169
        1.2802%
        ATCAACCTAAAACCACAAACTAAACCATTATATTATCCTAGTATGGGAGA
        192
        27843800
        0.9806%
        ATCAACCTAAAACCACAAACTAAACCATTATATTATCCTAGTATGGG
        192
        15188885
        0.5349%
        TCTGTAAAGCTATTTTTTCCTAGTACGAAAGGATCGGAAAAAGGGGGCCC
        192
        8057750
        0.2838%
        TGTAAAGCTATTTTTTCCTAGTACGAAAGGATCGGAAAAAGGGGGCCCAT
        191
        7527033
        0.2651%
        GTCCTACGTGATCTGAGTTCAGACCGGAGTAATCCAGGTCAGTTTCTATC
        192
        6709004
        0.2363%
        GCTAGCTTAACCATCAAGATCAACTTAAAAACATCAATAACCTATAATCA
        192
        6474022
        0.2280%
        AACATCAATAACCTATAATCAACCTAAAACCACAAACTAAACCATTATAT
        191
        6210383
        0.2187%
        ACCTATAATCAACCTAAAACCACAAACTAAACCATTATATTATCCTAGTA
        188
        5025607
        0.1770%
        ATCAACCTAAAACCACAAACTAAACCATTATATTATCCTAGTATGGGAG
        184
        4759155
        0.1676%
        TTATCCTAGTATGGGAGACAGAAAAGATAAAATACTAAGCAATAGAGAAA
        175
        4711921
        0.1659%
        CCATCAAGATCAACTTAAAAACATCAATAACCTATAATCAACCTAAAACC
        191
        4654013
        0.1639%
        GAGTGGGAAGAGCTCCGGGTAGAAGTGACAGACCTATCGAACCTGGCAAT
        171
        4318167
        0.1521%
        AGTGACAGACCTATCGAACCTGGCAATAGCTGGTTGTCTGGGAGATGAAT
        168
        3609803
        0.1271%
        AAACATCAATAACCTATAATCAACCTAAAACCACAAACTAAACCATTATA
        151
        2658753
        0.0936%
        ACCATCAAGATCAACTTAAAAACATCAATAACCTATAATCAACCTAAAAC
        155
        2653301
        0.0934%
        GCTTAACCATCAAGATCAACTTAAAAACATCAATAACCTATAATCAACCT
        110
        1938045
        0.0683%
        CGACCTCAGATCAGACGAGACAACCCGCTGAATTTAAGCATATTACTAAG
        84
        1919569
        0.0676%
        AGGAAAGACTAAAAGAAAGGGAAGGAACTCGGCAAACACAAGCCTCGCCT
        74
        1640009
        0.0578%
        GGGAGATGAATAAAAGTTCAGCTTCGTACACCCCAAATTAAAAAATTAAA
        59
        1011539
        0.0356%
        Expand table

        Adapter Content
        1
        191

        The cumulative percentage count of the proportion of your library which has seen each of the adapter sequences at each position.

        Note that only samples with ≥ 0.1% adapter contamination are shown.

        There may be several lines per sample, as one is shown for each adapter detected in the file.

        From the FastQC Help:

        The plot shows a cumulative percentage count of the proportion of your library which has seen each of the adapter sequences at each position. Once a sequence has been seen in a read it is counted as being present right through to the end of the read so the percentages you see will only increase as the read length goes on.

        Created with MultiQC

        Status Checks

        Status for each FastQC section showing whether results seem entirely normal (green), slightly abnormal (orange) or very unusual (red).

        FastQC assigns a status for each section of the report. These give a quick evaluation of whether the results of the analysis seem entirely normal (green), slightly abnormal (orange) or very unusual (red).

        It is important to stress that although the analysis results appear to give a pass/fail result, these evaluations must be taken in the context of what you expect from your library. A 'normal' sample as far as FastQC is concerned is random and diverse. Some experiments may be expected to produce libraries which are biased in particular ways. You should treat the summary evaluations therefore as pointers to where you should concentrate your attention and understand why your library may not look random and diverse.

        Specific guidance on how to interpret the output of each module can be found in the relevant report section, or in the FastQC help.

        In this heatmap, we summarise all of these into a single heatmap for a quick overview. Note that not all FastQC sections have plots in MultiQC reports, but all status checks are shown in this heatmap.

        Created with MultiQC

        Preseq

        Estimates library complexity, showing how many additional unique reads are sequenced for increasing total read count.http://smithlabresearch.org/software/preseqDOI: 10.1038/nmeth.2375

        A shallow curve indicates complexity saturation. The dashed line shows a perfectly complex library where total reads = unique reads.

        Complexity curve (molecule count)

        Note that the x-axis is trimmed at the point where all the datasets show 80% of their maximum y-value, to avoid ridiculous scales.

        Created with MultiQC

        QualiMap

        Quality control of alignment data and its derivatives like feature counts.http://qualimap.bioinfo.cipf.esDOI: 10.1093/bioinformatics/btv566; 10.1093/bioinformatics/bts503

        Genomic origin of reads

        Classification of mapped reads as originating in exonic, intronic or intergenic regions. These can be displayed as either the number or percentage of mapped reads.

        There are currently three main approaches to map reads to transcripts in an RNA-seq experiment: mapping reads to a reference genome to identify expressed transcripts that are annotated (and discover those that are unknown), mapping reads to a reference transcriptome, and de novo assembly of transcript sequences (Conesa et al. 2016).

        For RNA-seq QC analysis, QualiMap can be used to assess alignments produced by the first of these approaches. For input, it requires a GTF annotation file along with a reference genome, which can be used to reconstruct the exon structure of known transcripts. This allows mapped reads to be grouped by whether they originate in an exonic region (for QualiMap, this may include 5′ and 3′ UTR regions as well as protein-coding exons), an intron, or an intergenic region (see the Qualimap 2 documentation).

        The inferred genomic origins of RNA-seq reads are presented here as a bar graph showing either the number or percentage of mapped reads in each read dataset that have been assigned to each type of genomic region. This graph can be used to assess the proportion of useful reads in an RNA-seq experiment. That proportion can be reduced by the presence of intron sequences, especially if depletion of ribosomal RNA was used during sample preparation (Sims et al. 2014). It can also be reduced by off-target transcripts, which are detected in greater numbers at the sequencing depths needed to detect poorly-expressed transcripts (Tarazona et al. 2011).

        Created with MultiQC

        Gene Coverage Profile

        Mean distribution of coverage depth across the length of all mapped transcripts.

        There are currently three main approaches to map reads to transcripts in an RNA-seq experiment: mapping reads to a reference genome to identify expressed transcripts that are annotated (and discover those that are unknown), mapping reads to a reference transcriptome, and de novo assembly of transcript sequences (Conesa et al. 2016).

        For RNA-seq QC analysis, QualiMap can be used to assess alignments produced by the first of these approaches. For input, it requires a GTF annotation file along with a reference genome, which can be used to reconstruct the exon structure of known transcripts. QualiMap uses this information to calculate the depth of coverage along the length of each annotated transcript. For a set of reads mapped to a transcript, the depth of coverage at a given base position is the number of high-quality reads that map to the transcript at that position (Sims et al. 2014).

        QualiMap calculates coverage depth at every base position of each annotated transcript. To enable meaningful comparison between transcripts, base positions are rescaled to relative positions expressed as percentage distance along each transcript (0%, 1%, …, 99%). For the set of transcripts with at least one mapped read, QualiMap plots the cumulative mapped-read depth (y-axis) at each relative transcript position (x-axis). This plot shows the gene coverage profile across all mapped transcripts for each read dataset. It provides a visual way to assess positional biases, such as an accumulation of mapped reads at the 3′ end of transcripts, which may indicate poor RNA quality in the original sample (Conesa et al. 2016).

        The Normalised plot is calculated by MultiQC to enable comparison of samples with varying sequencing depth. The cumulative mapped-read depth at each position across the averaged transcript position are divided by the total for that sample across the entire averaged transcript.

        Created with MultiQC

        RSeQC

        Evaluates high throughput RNA-seq data.http://rseqc.sourceforge.netDOI: 10.1093/bioinformatics/bts356

        Read Distribution

        Read Distribution calculates how mapped reads are distributed over genome features.

        Created with MultiQC

        Read Duplication

        read_duplication.py calculates how many alignment positions have a certain number of exact duplicates. Note - plot truncated at 500 occurrences and binned.

        Created with MultiQC

        Junction Annotation

        Junction annotation compares detected splice junctions to a reference gene model. An RNA read can be spliced 2 or more times, each time is called a splicing event.

        Created with MultiQC

        Junction Saturation

        Junction Saturation counts the number of known splicing junctions that are observed in each dataset. If sequencing depth is sufficient, all (annotated) splice junctions should be rediscovered, resulting in a curve that reaches a plateau. Missing low abundance splice junctions can affect downstream analysis.

        Created with MultiQC

        Infer experiment

        Infer experiment counts the percentage of reads and read pairs that match the strandedness of overlapping transcripts. It can be used to infer whether RNA-seq library preps are stranded (sense or antisense).

        Created with MultiQC

        Bam Stat

        All numbers reported in millions.

        Created with MultiQC

        Samtools

        Toolkit for interacting with BAM/CRAM files.http://www.htslib.orgDOI: 10.1093/bioinformatics/btp352

        Percent mapped

        Alignment metrics from samtools stats; mapped vs. unmapped reads vs. reads mapped with MQ0.

        For a set of samples that have come from the same multiplexed library, similar numbers of reads for each sample are expected. Large differences in numbers might indicate issues during the library preparation process. Whilst large differences in read numbers may be controlled for in downstream processings (e.g. read count normalisation), you may wish to consider whether the read depths achieved have fallen below recommended levels depending on the applications.

        Low alignment rates could indicate contamination of samples (e.g. adapter sequences), low sequencing quality or other artefacts. These can be further investigated in the sequence level QC (e.g. from FastQC).

        Reads mapped with MQ0 often indicate that the reads are ambiguously mapped to multiple locations in the reference sequence. This can be due to repetitive regions in the genome, the presence of alternative contigs in the reference, or due to reads that are too short to be uniquely mapped. These reads are often filtered out in downstream analyses.

        Created with MultiQC

        Alignment stats

        This module parses the output from samtools stats. All numbers in millions.

        Created with MultiQC

        Flagstat

        This module parses the output from samtools flagstat

        Created with MultiQC

        Flagstat: Percentage of total

        This module parses the output from samtools flagstat

        Created with MultiQC

        Mapped reads per contig

        The samtools idxstats tool counts the number of mapped reads per chromosome / contig. Chromosomes with < 0.1% of the total aligned reads are omitted from this plot.

        Created with MultiQC

        STAR

        Universal RNA-seq aligner.https://github.com/alexdobin/STARDOI: 10.1093/bioinformatics/bts635

        Summary Statistics

        Summary statistics from the STAR alignment

        Showing 192/192 rows and 10/19 columns.
        Sample NameTotal readsAlignedAlignedUniq alignedUniq alignedMultimappedAvg. read lenAvg. mapped lenSplicesAnnotated splicesGT/AG splicesGC/AG splicesAT/AC splicesNon-canonical splicesMismatch rateDel rateDel lenIns rateIns len
        RZY000ZA1
        18.9M
        17.6M
        93.0%
        16.4M
        86.4%
        1.2M
        92.0bp
        96.7bp
        1.8M
        1.8M
        1.7M
        0.1M
        0.0M
        0.0M
        0.7%
        0.0%
        2.4bp
        0.0%
        2.0bp
        RZY000ZA2
        8.9M
        7.9M
        89.5%
        7.2M
        81.6%
        0.7M
        86.0bp
        94.1bp
        0.8M
        0.8M
        0.8M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.4bp
        0.0%
        2.0bp
        RZY000ZA3
        9.6M
        8.9M
        92.2%
        8.0M
        83.3%
        0.9M
        88.0bp
        93.9bp
        0.8M
        0.8M
        0.8M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.4bp
        0.0%
        2.0bp
        RZY000ZA4
        11.8M
        10.8M
        91.0%
        9.8M
        82.5%
        1.0M
        86.0bp
        92.7bp
        0.9M
        0.9M
        0.9M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.4bp
        0.0%
        2.0bp
        RZY000ZA5
        9.7M
        8.9M
        91.7%
        8.1M
        83.9%
        0.8M
        91.0bp
        96.9bp
        0.8M
        0.8M
        0.8M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.4bp
        0.0%
        2.1bp
        RZY000ZA6
        9.8M
        8.8M
        89.4%
        8.0M
        81.3%
        0.8M
        87.0bp
        95.7bp
        1.0M
        1.0M
        0.9M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.4bp
        0.0%
        2.0bp
        RZY019HA1
        9.1M
        8.2M
        90.7%
        7.4M
        81.6%
        0.8M
        87.0bp
        94.0bp
        0.7M
        0.7M
        0.7M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.3bp
        0.0%
        2.0bp
        RZY019HA2
        8.4M
        7.6M
        91.0%
        6.9M
        82.2%
        0.7M
        87.0bp
        94.2bp
        0.6M
        0.6M
        0.6M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.3bp
        0.0%
        2.0bp
        RZY019HA3
        11.5M
        10.6M
        92.3%
        9.6M
        83.5%
        1.0M
        87.0bp
        93.2bp
        1.0M
        1.0M
        1.0M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.4bp
        0.0%
        2.0bp
        RZY019HA4
        12.7M
        11.7M
        92.2%
        10.7M
        84.7%
        1.0M
        93.0bp
        98.3bp
        1.1M
        1.1M
        1.1M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.4bp
        0.0%
        2.1bp
        RZY019HA5
        10.5M
        9.6M
        91.6%
        8.8M
        83.5%
        0.8M
        91.0bp
        97.0bp
        1.0M
        1.0M
        1.0M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.4bp
        0.0%
        2.1bp
        RZY019HA6
        11.1M
        10.1M
        91.4%
        9.3M
        83.8%
        0.8M
        88.0bp
        94.6bp
        1.0M
        1.0M
        0.9M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.4bp
        0.0%
        2.1bp
        RZY019LA1
        9.0M
        8.2M
        91.6%
        7.3M
        81.6%
        0.9M
        85.0bp
        91.8bp
        0.8M
        0.8M
        0.7M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.3bp
        0.0%
        2.0bp
        RZY019LA2
        15.2M
        13.8M
        90.6%
        12.4M
        81.9%
        1.3M
        85.0bp
        92.1bp
        1.1M
        1.1M
        1.1M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.4bp
        0.0%
        2.0bp
        RZY019LA3
        13.0M
        11.8M
        90.7%
        10.8M
        83.2%
        1.0M
        88.0bp
        94.7bp
        1.1M
        1.1M
        1.0M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.3bp
        0.0%
        2.0bp
        RZY019LA4
        12.2M
        11.2M
        91.3%
        10.2M
        83.8%
        0.9M
        86.0bp
        93.0bp
        1.0M
        1.0M
        1.0M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.4bp
        0.0%
        2.0bp
        RZY019LA5
        12.5M
        11.5M
        91.9%
        10.5M
        84.3%
        0.9M
        91.0bp
        96.6bp
        1.2M
        1.2M
        1.2M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.5bp
        0.0%
        2.1bp
        RZY019LA6
        10.7M
        9.8M
        91.1%
        9.0M
        83.8%
        0.8M
        90.0bp
        97.3bp
        1.1M
        1.1M
        1.1M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.4bp
        0.0%
        2.0bp
        RZY996LA1
        22.6M
        20.8M
        92.2%
        18.8M
        83.2%
        2.0M
        88.0bp
        94.0bp
        1.9M
        1.9M
        1.8M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.4bp
        0.0%
        2.0bp
        RZY996LA2
        10.0M
        9.1M
        90.7%
        8.2M
        81.9%
        0.9M
        89.0bp
        96.2bp
        0.8M
        0.8M
        0.8M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.4bp
        0.0%
        2.0bp
        RZY996LA3
        9.2M
        8.5M
        92.1%
        7.8M
        84.8%
        0.7M
        87.0bp
        93.1bp
        0.7M
        0.7M
        0.7M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.4bp
        0.0%
        2.0bp
        RZY996LA4
        10.1M
        9.0M
        89.5%
        8.1M
        80.2%
        0.9M
        84.0bp
        92.5bp
        0.9M
        0.9M
        0.9M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.3bp
        0.0%
        2.0bp
        RZY996LA5
        11.6M
        10.7M
        92.6%
        9.8M
        85.0%
        0.9M
        91.0bp
        96.6bp
        1.1M
        1.1M
        1.1M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.4bp
        0.0%
        2.0bp
        RZY996LA6
        11.3M
        10.3M
        90.9%
        9.4M
        82.8%
        0.9M
        86.0bp
        93.0bp
        1.0M
        1.0M
        1.0M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.4bp
        0.0%
        2.1bp
        RZY996MA1
        14.1M
        12.6M
        89.1%
        11.2M
        79.3%
        1.4M
        73.0bp
        79.6bp
        0.7M
        0.7M
        0.7M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.3bp
        0.0%
        2.0bp
        RZY996MA2
        10.4M
        9.6M
        92.7%
        8.9M
        85.7%
        0.7M
        88.0bp
        93.6bp
        0.8M
        0.8M
        0.8M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.4bp
        0.0%
        2.0bp
        RZY996MA3
        10.0M
        9.3M
        92.5%
        8.6M
        85.9%
        0.7M
        90.0bp
        95.6bp
        0.9M
        0.9M
        0.8M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.5bp
        0.0%
        2.0bp
        RZY996MA4
        10.6M
        9.6M
        90.9%
        8.8M
        83.5%
        0.8M
        89.0bp
        95.7bp
        1.0M
        1.0M
        0.9M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.4bp
        0.0%
        2.0bp
        RZY996MA5
        9.8M
        8.9M
        91.2%
        8.1M
        83.1%
        0.8M
        86.0bp
        92.5bp
        0.8M
        0.8M
        0.7M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.4bp
        0.0%
        2.0bp
        RZY996MA6
        10.1M
        9.2M
        91.6%
        8.4M
        83.3%
        0.8M
        87.0bp
        93.8bp
        0.9M
        0.9M
        0.9M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.4bp
        0.0%
        2.0bp
        RZY999ZA1
        24.2M
        22.0M
        90.9%
        19.6M
        81.2%
        2.4M
        87.0bp
        93.8bp
        2.1M
        2.1M
        2.1M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.4bp
        0.0%
        2.0bp
        RZY999ZA2
        6.9M
        6.3M
        91.9%
        5.8M
        84.8%
        0.5M
        89.0bp
        95.6bp
        0.6M
        0.6M
        0.6M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.4bp
        0.0%
        2.0bp
        RZY999ZA3
        10.9M
        10.0M
        91.9%
        9.1M
        83.4%
        0.9M
        88.0bp
        94.5bp
        1.0M
        1.0M
        1.0M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.4bp
        0.0%
        2.0bp
        RZY999ZA4
        11.1M
        10.0M
        90.1%
        9.0M
        81.0%
        1.0M
        86.0bp
        94.1bp
        0.9M
        0.9M
        0.9M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.4bp
        0.0%
        2.0bp
        RZY999ZA5
        9.6M
        8.8M
        91.8%
        8.0M
        83.0%
        0.8M
        88.0bp
        94.3bp
        0.8M
        0.8M
        0.8M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.4bp
        0.0%
        2.0bp
        RZY999ZA6
        10.3M
        9.5M
        92.1%
        8.6M
        84.2%
        0.8M
        88.0bp
        94.2bp
        0.9M
        0.9M
        0.9M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.4bp
        0.0%
        2.0bp
        RZZ000ZA1
        11.7M
        11.2M
        95.5%
        10.4M
        88.5%
        0.8M
        100.0bp
        102.7bp
        1.3M
        1.3M
        1.3M
        0.0M
        0.0M
        0.0M
        0.7%
        0.1%
        2.4bp
        0.0%
        2.0bp
        RZZ000ZA2
        8.2M
        7.9M
        95.9%
        7.5M
        91.5%
        0.4M
        97.0bp
        98.1bp
        0.7M
        0.7M
        0.7M
        0.0M
        0.0M
        0.0M
        0.8%
        0.0%
        2.5bp
        0.0%
        2.1bp
        RZZ000ZA3
        14.1M
        13.5M
        96.1%
        12.6M
        89.8%
        0.9M
        99.0bp
        101.3bp
        1.4M
        1.4M
        1.4M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.4bp
        0.0%
        2.0bp
        RZZ000ZA4
        17.8M
        17.2M
        96.4%
        16.1M
        90.2%
        1.1M
        99.0bp
        100.2bp
        1.1M
        1.1M
        1.1M
        0.0M
        0.0M
        0.0M
        0.8%
        0.1%
        2.4bp
        0.0%
        2.1bp
        RZZ000ZA5
        21.1M
        20.2M
        96.0%
        19.0M
        90.5%
        1.2M
        102.0bp
        103.6bp
        2.4M
        2.4M
        2.3M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.4bp
        0.0%
        2.1bp
        RZZ000ZA6
        14.9M
        14.0M
        93.6%
        12.9M
        86.3%
        1.1M
        88.0bp
        92.0bp
        1.2M
        1.2M
        1.2M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.4bp
        0.0%
        2.0bp
        RZZ014HA1
        12.7M
        12.2M
        96.0%
        11.4M
        89.3%
        0.9M
        100.0bp
        101.7bp
        1.3M
        1.3M
        1.3M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.4bp
        0.0%
        2.0bp
        RZZ014HA2
        15.0M
        14.5M
        96.6%
        13.9M
        92.3%
        0.6M
        96.0bp
        97.0bp
        1.3M
        1.3M
        1.3M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.4bp
        0.0%
        2.1bp
        RZZ014HA3
        12.7M
        12.1M
        95.1%
        11.1M
        87.2%
        1.0M
        91.0bp
        94.0bp
        1.0M
        1.0M
        1.0M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.4bp
        0.0%
        2.0bp
        RZZ014HA4
        16.8M
        16.1M
        95.8%
        14.7M
        87.5%
        1.4M
        96.0bp
        98.3bp
        1.5M
        1.5M
        1.5M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.4bp
        0.0%
        2.0bp
        RZZ014HA5
        14.6M
        14.0M
        96.1%
        13.2M
        90.7%
        0.8M
        99.0bp
        101.2bp
        1.4M
        1.4M
        1.4M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.5bp
        0.0%
        2.0bp
        RZZ014HA6
        16.1M
        15.5M
        96.3%
        14.1M
        87.8%
        1.4M
        96.0bp
        97.6bp
        1.5M
        1.5M
        1.5M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.4bp
        0.0%
        2.0bp
        RZZ014LA1
        15.0M
        14.2M
        95.1%
        13.2M
        87.9%
        1.1M
        97.0bp
        100.3bp
        1.5M
        1.5M
        1.4M
        0.0M
        0.0M
        0.0M
        0.8%
        0.1%
        2.4bp
        0.0%
        2.0bp
        RZZ014LA2
        15.8M
        15.2M
        96.1%
        14.3M
        90.3%
        0.9M
        97.0bp
        99.1bp
        1.7M
        1.7M
        1.6M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.4bp
        0.0%
        2.1bp
        RZZ014LA3
        15.2M
        14.5M
        95.8%
        13.5M
        89.2%
        1.0M
        98.0bp
        99.9bp
        1.4M
        1.4M
        1.4M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.4bp
        0.0%
        2.0bp
        RZZ014LA4
        13.7M
        13.1M
        95.7%
        12.1M
        88.5%
        1.0M
        95.0bp
        97.9bp
        1.4M
        1.4M
        1.4M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.4bp
        0.0%
        2.0bp
        RZZ014LA5
        15.8M
        15.2M
        96.0%
        14.4M
        90.8%
        0.8M
        104.0bp
        105.9bp
        1.9M
        1.9M
        1.9M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.5bp
        0.0%
        2.1bp
        RZZ014LA6
        11.7M
        11.3M
        96.4%
        10.6M
        90.5%
        0.7M
        109.0bp
        110.4bp
        1.9M
        1.9M
        1.9M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.4bp
        0.0%
        2.1bp
        RZZ015HA1
        14.9M
        14.2M
        95.6%
        13.3M
        89.1%
        1.0M
        97.0bp
        99.3bp
        1.4M
        1.4M
        1.4M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.4bp
        0.0%
        2.1bp
        RZZ015HA2
        11.4M
        10.8M
        94.9%
        10.1M
        88.8%
        0.7M
        95.0bp
        98.1bp
        1.0M
        1.0M
        1.0M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.4bp
        0.0%
        2.1bp
        RZZ015HA3
        16.0M
        15.3M
        96.0%
        14.3M
        89.4%
        1.1M
        99.0bp
        100.3bp
        1.3M
        1.3M
        1.3M
        0.0M
        0.0M
        0.0M
        0.7%
        0.1%
        2.4bp
        0.0%
        2.0bp
        RZZ015HA4
        13.8M
        13.2M
        95.9%
        12.2M
        88.7%
        1.0M
        95.0bp
        97.6bp
        1.4M
        1.4M
        1.3M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.4bp
        0.0%
        2.1bp
        RZZ015HA5
        18.6M
        17.9M
        96.1%
        16.6M
        89.1%
        1.3M
        99.0bp
        101.2bp
        1.9M
        1.9M
        1.9M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.4bp
        0.0%
        2.1bp
        RZZ015HA6
        15.5M
        14.4M
        92.9%
        13.4M
        86.6%
        1.0M
        82.0bp
        86.5bp
        1.0M
        1.0M
        1.0M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.3bp
        0.0%
        2.0bp
        RZZ015LA1
        14.4M
        13.7M
        95.2%
        12.8M
        88.5%
        1.0M
        97.0bp
        99.9bp
        1.4M
        1.4M
        1.3M
        0.0M
        0.0M
        0.0M
        0.8%
        0.1%
        2.4bp
        0.0%
        2.0bp
        RZZ015LA2
        15.2M
        14.6M
        96.4%
        13.8M
        91.3%
        0.8M
        100.0bp
        101.1bp
        1.6M
        1.6M
        1.5M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.4bp
        0.0%
        2.1bp
        RZZ015LA3
        12.7M
        12.2M
        95.8%
        11.3M
        89.4%
        0.8M
        98.0bp
        100.2bp
        1.2M
        1.2M
        1.2M
        0.0M
        0.0M
        0.0M
        0.7%
        0.1%
        2.4bp
        0.0%
        2.0bp
        RZZ015LA4
        14.8M
        14.1M
        95.5%
        12.9M
        87.5%
        1.2M
        93.0bp
        95.7bp
        1.4M
        1.4M
        1.3M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.4bp
        0.0%
        2.0bp
        RZZ015LA5
        17.5M
        16.5M
        94.0%
        15.3M
        87.1%
        1.2M
        92.0bp
        96.4bp
        1.6M
        1.6M
        1.6M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.4bp
        0.0%
        2.0bp
        RZZ015LA6
        16.0M
        15.3M
        95.8%
        14.1M
        88.7%
        1.1M
        95.0bp
        97.0bp
        1.5M
        1.5M
        1.5M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.4bp
        0.0%
        2.0bp
        RZZ016HA1
        15.3M
        14.6M
        96.0%
        13.7M
        89.6%
        1.0M
        99.0bp
        101.0bp
        1.6M
        1.6M
        1.6M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.4bp
        0.0%
        2.1bp
        RZZ016HA2
        16.9M
        16.2M
        95.8%
        15.1M
        89.2%
        1.1M
        94.0bp
        95.8bp
        1.5M
        1.5M
        1.4M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.4bp
        0.0%
        2.1bp
        RZZ016HA3
        15.7M
        15.0M
        95.3%
        13.9M
        88.6%
        1.1M
        96.0bp
        98.3bp
        1.4M
        1.4M
        1.4M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.4bp
        0.0%
        2.0bp
        RZZ016HA4
        13.7M
        13.0M
        94.8%
        11.9M
        87.1%
        1.0M
        91.0bp
        93.8bp
        1.2M
        1.2M
        1.2M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.3bp
        0.0%
        2.0bp
        RZZ016HA5
        14.0M
        13.0M
        93.3%
        11.8M
        84.2%
        1.3M
        84.0bp
        88.5bp
        0.9M
        0.9M
        0.9M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.4bp
        0.0%
        2.0bp
        RZZ016HA6
        12.4M
        11.9M
        95.8%
        10.9M
        87.7%
        1.0M
        94.0bp
        96.0bp
        1.2M
        1.2M
        1.2M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.3bp
        0.0%
        2.0bp
        RZZ016LA1
        12.8M
        11.9M
        92.7%
        10.9M
        85.0%
        1.0M
        88.0bp
        93.2bp
        0.9M
        0.9M
        0.9M
        0.0M
        0.0M
        0.0M
        0.8%
        0.0%
        2.4bp
        0.0%
        2.0bp
        RZZ016LA2
        12.9M
        12.4M
        96.3%
        11.7M
        90.8%
        0.7M
        99.0bp
        100.8bp
        1.3M
        1.3M
        1.2M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.4bp
        0.0%
        2.1bp
        RZZ016LA3
        16.7M
        16.0M
        95.6%
        14.8M
        88.6%
        1.2M
        98.0bp
        100.2bp
        1.6M
        1.6M
        1.6M
        0.0M
        0.0M
        0.0M
        0.7%
        0.1%
        2.4bp
        0.0%
        2.1bp
        RZZ016LA4
        16.5M
        15.8M
        95.6%
        14.9M
        90.0%
        0.9M
        95.0bp
        97.4bp
        1.6M
        1.6M
        1.6M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.4bp
        0.0%
        2.0bp
        RZZ016LA5
        14.2M
        13.6M
        96.1%
        12.9M
        90.7%
        0.8M
        100.0bp
        101.7bp
        1.6M
        1.6M
        1.5M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.4bp
        0.0%
        2.1bp
        RZZ016LA6
        13.9M
        13.4M
        96.4%
        12.5M
        89.8%
        0.9M
        99.0bp
        100.6bp
        1.4M
        1.4M
        1.4M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.3bp
        0.0%
        2.0bp
        RZZ017HA1
        14.5M
        13.8M
        95.4%
        12.7M
        88.1%
        1.1M
        98.0bp
        100.7bp
        1.4M
        1.4M
        1.4M
        0.0M
        0.0M
        0.0M
        0.7%
        0.1%
        2.4bp
        0.0%
        2.0bp
        RZZ017HA2
        19.2M
        18.0M
        93.6%
        16.7M
        86.8%
        1.3M
        91.0bp
        94.8bp
        1.6M
        1.6M
        1.5M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.3bp
        0.0%
        2.1bp
        RZZ017HA3
        15.3M
        14.7M
        95.6%
        13.2M
        86.3%
        1.4M
        94.0bp
        97.3bp
        1.3M
        1.3M
        1.3M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.4bp
        0.0%
        2.0bp
        RZZ017HA4
        14.9M
        14.1M
        94.7%
        12.9M
        86.3%
        1.2M
        89.0bp
        92.0bp
        1.1M
        1.1M
        1.1M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.3bp
        0.0%
        2.0bp
        RZZ017HA5
        13.3M
        12.7M
        96.1%
        12.0M
        90.4%
        0.8M
        101.0bp
        102.9bp
        1.3M
        1.3M
        1.3M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.4bp
        0.0%
        2.0bp
        RZZ017HA6
        13.6M
        13.0M
        95.7%
        11.8M
        86.9%
        1.2M
        96.0bp
        98.9bp
        1.3M
        1.3M
        1.3M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.4bp
        0.0%
        2.0bp
        RZZ017LA1
        14.2M
        13.5M
        95.5%
        12.5M
        88.0%
        1.1M
        97.0bp
        99.4bp
        1.4M
        1.4M
        1.4M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.4bp
        0.0%
        2.0bp
        RZZ017LA2
        13.9M
        13.4M
        96.5%
        12.6M
        90.4%
        0.8M
        99.0bp
        100.4bp
        1.3M
        1.3M
        1.3M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.4bp
        0.0%
        2.1bp
        RZZ017LA3
        14.6M
        14.0M
        96.0%
        13.0M
        89.5%
        1.0M
        97.0bp
        99.2bp
        1.4M
        1.4M
        1.4M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.4bp
        0.0%
        2.0bp
        RZZ017LA4
        12.7M
        12.1M
        95.4%
        11.4M
        89.8%
        0.7M
        95.0bp
        97.0bp
        1.2M
        1.2M
        1.2M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.4bp
        0.0%
        2.1bp
        RZZ017LA5
        14.2M
        13.6M
        96.3%
        12.9M
        91.0%
        0.8M
        102.0bp
        104.0bp
        1.6M
        1.6M
        1.6M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.5bp
        0.0%
        2.1bp
        RZZ017LA6
        14.7M
        14.3M
        97.1%
        13.7M
        92.9%
        0.6M
        119.0bp
        119.5bp
        2.6M
        2.6M
        2.5M
        0.0M
        0.0M
        0.0M
        0.7%
        0.1%
        2.5bp
        0.0%
        2.1bp
        RZZ018HA1
        12.8M
        12.2M
        94.8%
        11.2M
        87.2%
        1.0M
        96.0bp
        99.3bp
        1.3M
        1.3M
        1.3M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.4bp
        0.0%
        2.0bp
        RZZ018HA2
        14.9M
        14.3M
        96.0%
        13.4M
        90.4%
        0.8M
        97.0bp
        98.5bp
        1.5M
        1.5M
        1.5M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.4bp
        0.0%
        2.0bp
        RZZ018HA3
        18.1M
        17.3M
        95.7%
        16.1M
        89.2%
        1.2M
        99.0bp
        101.0bp
        1.7M
        1.7M
        1.7M
        0.0M
        0.0M
        0.0M
        0.7%
        0.1%
        2.4bp
        0.0%
        2.1bp
        RZZ018HA4
        15.6M
        15.0M
        96.1%
        14.0M
        89.6%
        1.0M
        99.0bp
        100.1bp
        1.3M
        1.3M
        1.3M
        0.0M
        0.0M
        0.0M
        0.7%
        0.1%
        2.4bp
        0.0%
        2.1bp
        RZZ018HA5
        12.3M
        11.8M
        95.4%
        10.9M
        88.1%
        0.9M
        97.0bp
        99.7bp
        1.3M
        1.3M
        1.3M
        0.0M
        0.0M
        0.0M
        0.7%
        0.1%
        2.4bp
        0.0%
        2.0bp
        RZZ018HA6
        17.9M
        17.1M
        95.8%
        15.9M
        89.1%
        1.2M
        97.0bp
        99.1bp
        1.8M
        1.8M
        1.8M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.4bp
        0.0%
        2.0bp
        RZZ018LA1
        12.5M
        12.0M
        96.1%
        11.2M
        90.0%
        0.8M
        102.0bp
        103.6bp
        1.4M
        1.4M
        1.4M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.4bp
        0.0%
        2.0bp
        RZZ018LA2
        19.4M
        18.5M
        95.3%
        17.3M
        89.1%
        1.2M
        89.0bp
        92.0bp
        1.6M
        1.6M
        1.5M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.3bp
        0.0%
        2.0bp
        RZZ018LA3
        12.2M
        11.7M
        95.7%
        10.8M
        88.9%
        0.8M
        99.0bp
        101.3bp
        1.3M
        1.3M
        1.3M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.4bp
        0.0%
        2.1bp
        RZZ018LA4
        15.7M
        15.0M
        95.4%
        13.7M
        87.4%
        1.3M
        94.0bp
        96.5bp
        1.5M
        1.5M
        1.5M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.4bp
        0.0%
        2.0bp
        RZZ018LA5
        12.2M
        11.7M
        96.1%
        11.0M
        90.4%
        0.7M
        102.0bp
        103.4bp
        1.2M
        1.2M
        1.2M
        0.0M
        0.0M
        0.0M
        0.7%
        0.1%
        2.4bp
        0.0%
        2.1bp
        RZZ018LA6
        16.7M
        16.0M
        95.8%
        14.9M
        89.0%
        1.1M
        95.0bp
        97.3bp
        1.6M
        1.6M
        1.6M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.4bp
        0.0%
        2.0bp
        RZZ019HA1
        10.7M
        10.3M
        95.8%
        9.5M
        88.4%
        0.8M
        100.0bp
        102.9bp
        1.1M
        1.1M
        1.1M
        0.0M
        0.0M
        0.0M
        0.7%
        0.1%
        2.4bp
        0.0%
        2.0bp
        RZZ019HA2
        12.0M
        11.5M
        96.1%
        10.8M
        90.0%
        0.7M
        97.0bp
        98.5bp
        1.2M
        1.2M
        1.2M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.4bp
        0.0%
        2.0bp
        RZZ019HA3
        13.4M
        12.8M
        95.7%
        11.8M
        88.3%
        1.0M
        96.0bp
        98.1bp
        1.2M
        1.2M
        1.2M
        0.0M
        0.0M
        0.0M
        0.8%
        0.1%
        2.4bp
        0.0%
        2.0bp
        RZZ019HA4
        14.3M
        13.7M
        95.9%
        12.6M
        88.3%
        1.1M
        97.0bp
        99.1bp
        1.5M
        1.5M
        1.4M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.4bp
        0.0%
        2.1bp
        RZZ019HA5
        8.5M
        8.1M
        95.6%
        7.5M
        88.3%
        0.6M
        99.0bp
        101.9bp
        0.9M
        0.9M
        0.9M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.4bp
        0.0%
        2.1bp
        RZZ019HA6
        13.2M
        12.6M
        95.8%
        11.3M
        86.1%
        1.3M
        95.0bp
        97.8bp
        1.4M
        1.4M
        1.4M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.4bp
        0.0%
        2.0bp
        RZZ019LA1
        11.4M
        10.6M
        93.0%
        9.7M
        84.8%
        0.9M
        90.0bp
        95.2bp
        1.1M
        1.1M
        1.1M
        0.0M
        0.0M
        0.0M
        0.8%
        0.0%
        2.4bp
        0.0%
        2.0bp
        RZZ019LA2
        7.5M
        7.2M
        96.3%
        6.7M
        89.8%
        0.5M
        97.0bp
        98.7bp
        0.7M
        0.7M
        0.7M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.4bp
        0.0%
        2.1bp
        RZZ019LA3
        13.1M
        12.6M
        95.6%
        11.6M
        88.5%
        0.9M
        98.0bp
        100.4bp
        1.3M
        1.3M
        1.2M
        0.0M
        0.0M
        0.0M
        0.8%
        0.1%
        2.4bp
        0.0%
        2.0bp
        RZZ019LA4
        18.4M
        17.6M
        95.5%
        16.3M
        88.6%
        1.3M
        94.0bp
        97.0bp
        1.8M
        1.8M
        1.8M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.4bp
        0.0%
        2.1bp
        RZZ019LA5
        18.6M
        17.8M
        95.8%
        16.7M
        89.8%
        1.1M
        102.0bp
        104.6bp
        2.1M
        2.1M
        2.1M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.4bp
        0.0%
        2.1bp
        RZZ019LA6
        9.4M
        9.1M
        96.2%
        8.4M
        89.2%
        0.7M
        97.0bp
        99.1bp
        0.9M
        0.9M
        0.9M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.4bp
        0.0%
        2.1bp
        RZZ035HA1
        14.8M
        14.2M
        95.7%
        13.1M
        88.5%
        1.1M
        97.0bp
        99.8bp
        1.4M
        1.4M
        1.4M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.4bp
        0.0%
        2.0bp
        RZZ035HA2
        12.5M
        12.0M
        96.1%
        10.9M
        86.9%
        1.1M
        97.0bp
        99.2bp
        1.2M
        1.2M
        1.2M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.4bp
        0.0%
        2.0bp
        RZZ035HA3
        13.9M
        13.3M
        95.9%
        12.4M
        89.1%
        0.9M
        97.0bp
        98.8bp
        1.3M
        1.3M
        1.3M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.4bp
        0.0%
        2.0bp
        RZZ035HA4
        11.2M
        10.6M
        94.5%
        9.9M
        87.6%
        0.8M
        93.0bp
        96.6bp
        1.0M
        1.0M
        1.0M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.4bp
        0.0%
        2.1bp
        RZZ035HA5
        16.7M
        16.0M
        95.8%
        14.7M
        88.4%
        1.2M
        100.0bp
        102.6bp
        1.8M
        1.8M
        1.7M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.4bp
        0.0%
        2.1bp
        RZZ035HA6
        13.1M
        12.6M
        96.3%
        11.7M
        89.2%
        0.9M
        97.0bp
        99.0bp
        1.2M
        1.2M
        1.2M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.4bp
        0.0%
        2.0bp
        RZZ035LA1
        12.7M
        12.2M
        95.6%
        11.3M
        89.1%
        0.8M
        99.0bp
        101.1bp
        1.2M
        1.2M
        1.2M
        0.0M
        0.0M
        0.0M
        0.7%
        0.1%
        2.4bp
        0.0%
        2.0bp
        RZZ035LA2
        8.8M
        8.5M
        96.4%
        8.0M
        91.1%
        0.5M
        100.0bp
        101.2bp
        0.9M
        0.9M
        0.9M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.5bp
        0.0%
        2.1bp
        RZZ035LA3
        17.7M
        17.0M
        95.7%
        15.8M
        89.2%
        1.2M
        98.0bp
        100.3bp
        1.8M
        1.8M
        1.7M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.5bp
        0.0%
        2.0bp
        RZZ035LA4
        13.6M
        13.0M
        95.6%
        12.0M
        88.1%
        1.0M
        93.0bp
        95.1bp
        1.2M
        1.2M
        1.1M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.4bp
        0.0%
        2.1bp
        RZZ035LA5
        15.2M
        14.3M
        94.4%
        13.5M
        88.7%
        0.9M
        94.0bp
        97.6bp
        1.5M
        1.5M
        1.4M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.4bp
        0.0%
        2.0bp
        RZZ035LA6
        11.0M
        10.5M
        95.9%
        9.8M
        89.4%
        0.7M
        95.0bp
        96.8bp
        1.1M
        1.1M
        1.1M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.4bp
        0.0%
        2.0bp
        RZZ074HA1
        13.3M
        12.7M
        95.5%
        11.7M
        88.4%
        0.9M
        98.0bp
        100.6bp
        1.3M
        1.3M
        1.3M
        0.0M
        0.0M
        0.0M
        0.7%
        0.1%
        2.4bp
        0.0%
        2.0bp
        RZZ074HA2
        16.0M
        15.1M
        94.7%
        13.9M
        86.9%
        1.2M
        91.0bp
        94.3bp
        1.3M
        1.3M
        1.3M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.4bp
        0.0%
        2.0bp
        RZZ074HA3
        10.2M
        9.6M
        94.3%
        8.8M
        86.7%
        0.8M
        94.0bp
        98.4bp
        0.9M
        0.9M
        0.9M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.4bp
        0.0%
        2.0bp
        RZZ074HA4
        16.0M
        15.3M
        95.7%
        14.1M
        88.4%
        1.2M
        92.0bp
        94.0bp
        1.4M
        1.4M
        1.4M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.4bp
        0.0%
        2.0bp
        RZZ074HA5
        14.9M
        14.3M
        95.9%
        13.4M
        90.0%
        0.9M
        100.0bp
        102.0bp
        1.6M
        1.6M
        1.6M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.4bp
        0.0%
        2.1bp
        RZZ074HA6
        13.7M
        13.1M
        95.9%
        12.0M
        87.8%
        1.1M
        94.0bp
        96.1bp
        1.2M
        1.2M
        1.2M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.4bp
        0.0%
        2.0bp
        RZZ074LA1
        15.5M
        14.8M
        95.1%
        13.7M
        88.3%
        1.1M
        96.0bp
        99.3bp
        1.6M
        1.6M
        1.5M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.4bp
        0.0%
        2.0bp
        RZZ074LA2
        15.9M
        15.2M
        95.6%
        14.4M
        90.5%
        0.8M
        98.0bp
        99.6bp
        1.6M
        1.6M
        1.6M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.4bp
        0.0%
        2.0bp
        RZZ074LA3
        14.3M
        13.7M
        96.0%
        12.7M
        88.7%
        1.0M
        98.0bp
        99.9bp
        1.3M
        1.3M
        1.3M
        0.0M
        0.0M
        0.0M
        0.7%
        0.1%
        2.4bp
        0.0%
        2.0bp
        RZZ074LA4
        12.9M
        12.3M
        95.0%
        11.2M
        86.4%
        1.1M
        91.0bp
        94.4bp
        1.3M
        1.3M
        1.2M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.3bp
        0.0%
        2.0bp
        RZZ074LA5
        15.5M
        14.9M
        95.7%
        14.0M
        89.9%
        0.9M
        99.0bp
        101.5bp
        1.7M
        1.7M
        1.7M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.5bp
        0.0%
        2.1bp
        RZZ074LA6
        1.0M
        0.9M
        96.8%
        0.9M
        91.3%
        0.1M
        123.0bp
        124.1bp
        0.3M
        0.3M
        0.3M
        0.0M
        0.0M
        0.0M
        0.6%
        0.0%
        2.4bp
        0.0%
        2.2bp
        RZZ075HA1
        13.6M
        12.9M
        94.9%
        11.9M
        87.3%
        1.0M
        94.0bp
        97.5bp
        1.2M
        1.2M
        1.2M
        0.0M
        0.0M
        0.0M
        0.7%
        0.1%
        2.4bp
        0.0%
        2.0bp
        RZZ075HA2
        12.6M
        12.2M
        96.6%
        11.5M
        91.4%
        0.7M
        101.0bp
        102.3bp
        1.2M
        1.2M
        1.2M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.4bp
        0.0%
        2.0bp
        RZZ075HA3
        12.4M
        11.9M
        95.9%
        11.0M
        88.5%
        0.9M
        98.0bp
        100.2bp
        1.2M
        1.2M
        1.2M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.5bp
        0.0%
        2.0bp
        RZZ075HA4
        14.3M
        13.6M
        95.1%
        12.8M
        89.1%
        0.9M
        90.0bp
        93.1bp
        1.3M
        1.3M
        1.3M
        0.1M
        0.0M
        0.0M
        0.7%
        0.0%
        2.4bp
        0.0%
        2.0bp
        RZZ075HA5
        12.2M
        11.7M
        96.0%
        11.0M
        90.1%
        0.7M
        98.0bp
        100.1bp
        1.1M
        1.1M
        1.1M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.4bp
        0.0%
        2.0bp
        RZZ075HA6
        13.2M
        12.6M
        95.5%
        11.6M
        88.0%
        1.0M
        92.0bp
        95.0bp
        1.2M
        1.2M
        1.1M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.3bp
        0.0%
        2.0bp
        RZZ075LA1
        12.1M
        11.3M
        93.3%
        10.3M
        85.0%
        1.0M
        89.0bp
        94.1bp
        1.1M
        1.1M
        1.0M
        0.0M
        0.0M
        0.0M
        0.8%
        0.0%
        2.4bp
        0.0%
        2.0bp
        RZZ075LA2
        8.0M
        7.7M
        96.3%
        7.2M
        90.2%
        0.5M
        99.0bp
        100.3bp
        0.8M
        0.8M
        0.8M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.4bp
        0.0%
        2.0bp
        RZZ075LA3
        14.3M
        13.8M
        96.0%
        12.9M
        89.9%
        0.9M
        100.0bp
        101.3bp
        1.3M
        1.3M
        1.3M
        0.0M
        0.0M
        0.0M
        0.7%
        0.1%
        2.4bp
        0.0%
        2.1bp
        RZZ075LA4
        12.3M
        11.8M
        95.8%
        10.9M
        88.5%
        0.9M
        97.0bp
        99.4bp
        1.4M
        1.4M
        1.3M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.4bp
        0.0%
        2.0bp
        RZZ075LA5
        18.6M
        17.6M
        94.2%
        16.5M
        88.5%
        1.1M
        91.0bp
        94.8bp
        1.6M
        1.6M
        1.6M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.4bp
        0.0%
        2.1bp
        RZZ075LA6
        11.7M
        11.3M
        96.4%
        10.6M
        91.2%
        0.6M
        98.0bp
        100.2bp
        1.4M
        1.4M
        1.3M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.4bp
        0.0%
        2.0bp
        RZZ076HA1
        12.9M
        12.4M
        95.8%
        11.5M
        89.0%
        0.9M
        99.0bp
        101.8bp
        1.3M
        1.3M
        1.3M
        0.0M
        0.0M
        0.0M
        0.7%
        0.1%
        2.4bp
        0.0%
        2.0bp
        RZZ076HA2
        14.3M
        13.8M
        96.4%
        12.9M
        90.0%
        0.9M
        96.0bp
        97.6bp
        1.3M
        1.3M
        1.3M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.4bp
        0.0%
        2.0bp
        RZZ076HA3
        12.1M
        11.6M
        95.5%
        10.6M
        87.9%
        0.9M
        95.0bp
        98.2bp
        1.2M
        1.2M
        1.2M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.4bp
        0.0%
        2.0bp
        RZZ076HA4
        15.5M
        14.9M
        96.4%
        13.8M
        89.4%
        1.1M
        94.0bp
        96.1bp
        1.5M
        1.5M
        1.5M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.3bp
        0.0%
        2.0bp
        RZZ076HA5
        17.0M
        16.3M
        96.0%
        15.4M
        90.5%
        0.9M
        99.0bp
        101.4bp
        1.8M
        1.8M
        1.7M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.3bp
        0.0%
        2.1bp
        RZZ076HA6
        12.7M
        12.2M
        96.1%
        11.2M
        88.2%
        1.0M
        94.0bp
        95.8bp
        1.2M
        1.2M
        1.1M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.3bp
        0.0%
        2.0bp
        RZZ076LA1
        12.2M
        11.6M
        95.0%
        10.7M
        87.9%
        0.9M
        96.0bp
        99.3bp
        1.3M
        1.3M
        1.2M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.5bp
        0.0%
        2.0bp
        RZZ076LA2
        11.4M
        11.0M
        96.0%
        10.0M
        87.4%
        1.0M
        96.0bp
        98.9bp
        1.1M
        1.1M
        1.1M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.4bp
        0.0%
        2.0bp
        RZZ076LA3
        12.7M
        12.2M
        96.0%
        11.2M
        88.8%
        0.9M
        98.0bp
        100.2bp
        1.3M
        1.3M
        1.3M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.4bp
        0.0%
        2.1bp
        RZZ076LA4
        14.0M
        13.5M
        96.1%
        12.4M
        88.7%
        1.0M
        96.0bp
        98.0bp
        1.3M
        1.3M
        1.3M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.4bp
        0.0%
        2.1bp
        RZZ076LA5
        10.9M
        9.8M
        89.9%
        8.7M
        79.8%
        1.1M
        72.0bp
        78.4bp
        0.6M
        0.6M
        0.6M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.3bp
        0.0%
        1.9bp
        RZZ076LA6
        15.9M
        15.3M
        95.7%
        14.1M
        88.5%
        1.2M
        95.0bp
        97.1bp
        1.5M
        1.5M
        1.5M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.4bp
        0.0%
        2.0bp
        RZZ996HA1
        10.3M
        9.5M
        92.4%
        8.8M
        84.9%
        0.8M
        91.0bp
        96.5bp
        0.9M
        0.9M
        0.9M
        0.0M
        0.0M
        0.0M
        0.8%
        0.1%
        2.4bp
        0.0%
        2.0bp
        RZZ996HA2
        12.7M
        12.2M
        96.6%
        11.6M
        91.4%
        0.7M
        99.0bp
        100.0bp
        1.2M
        1.2M
        1.2M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.4bp
        0.0%
        2.1bp
        RZZ996HA3
        11.1M
        10.5M
        95.3%
        9.8M
        88.7%
        0.7M
        93.0bp
        96.3bp
        1.0M
        1.0M
        1.0M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.4bp
        0.0%
        2.0bp
        RZZ996HA4
        14.4M
        13.8M
        95.6%
        12.7M
        88.1%
        1.1M
        95.0bp
        97.3bp
        1.4M
        1.4M
        1.4M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.4bp
        0.0%
        2.0bp
        RZZ996HA5
        16.2M
        15.6M
        96.2%
        14.8M
        91.1%
        0.8M
        102.0bp
        103.4bp
        1.8M
        1.8M
        1.7M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.4bp
        0.0%
        2.1bp
        RZZ996HA6
        14.0M
        12.9M
        91.9%
        12.0M
        85.2%
        0.9M
        88.0bp
        92.8bp
        1.2M
        1.2M
        1.2M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.3bp
        0.0%
        2.0bp
        RZZ996LA1
        14.2M
        13.7M
        95.8%
        12.8M
        89.7%
        0.9M
        98.0bp
        100.6bp
        1.5M
        1.5M
        1.5M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.4bp
        0.0%
        2.0bp
        RZZ996LA2
        13.7M
        13.2M
        96.2%
        12.2M
        89.0%
        1.0M
        98.0bp
        100.0bp
        1.5M
        1.5M
        1.5M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.4bp
        0.0%
        2.0bp
        RZZ996LA3
        12.5M
        12.0M
        95.5%
        11.1M
        88.6%
        0.9M
        96.0bp
        98.3bp
        1.2M
        1.2M
        1.2M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.4bp
        0.0%
        2.0bp
        RZZ996LA4
        14.7M
        14.0M
        95.1%
        12.9M
        87.5%
        1.1M
        91.0bp
        94.5bp
        1.4M
        1.4M
        1.4M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.3bp
        0.0%
        2.0bp
        RZZ996LA5
        14.4M
        13.7M
        95.5%
        12.9M
        89.4%
        0.9M
        98.0bp
        100.2bp
        1.5M
        1.5M
        1.4M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.4bp
        0.0%
        2.1bp
        RZZ996LA6
        18.7M
        17.9M
        95.6%
        16.8M
        89.8%
        1.1M
        93.0bp
        95.3bp
        1.7M
        1.7M
        1.7M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.3bp
        0.0%
        2.0bp
        RZZ997HA1
        16.0M
        15.3M
        95.5%
        14.1M
        88.4%
        1.1M
        97.0bp
        99.7bp
        1.4M
        1.4M
        1.3M
        0.0M
        0.0M
        0.0M
        0.7%
        0.1%
        2.4bp
        0.0%
        2.0bp
        RZZ997HA2
        14.2M
        13.7M
        96.4%
        12.8M
        90.3%
        0.9M
        97.0bp
        98.4bp
        1.2M
        1.2M
        1.2M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.4bp
        0.0%
        2.0bp
        RZZ997HA3
        15.8M
        15.2M
        96.0%
        14.1M
        88.9%
        1.1M
        98.0bp
        99.7bp
        1.5M
        1.5M
        1.4M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.4bp
        0.0%
        2.0bp
        RZZ997HA4
        18.7M
        17.9M
        95.6%
        16.5M
        88.3%
        1.4M
        94.0bp
        96.2bp
        1.7M
        1.7M
        1.6M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.4bp
        0.0%
        2.0bp
        RZZ997HA5
        18.6M
        17.6M
        94.7%
        16.2M
        87.1%
        1.4M
        95.0bp
        98.4bp
        1.7M
        1.7M
        1.7M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.4bp
        0.0%
        2.1bp
        RZZ997HA6
        12.5M
        12.0M
        96.2%
        11.0M
        88.1%
        1.0M
        95.0bp
        97.0bp
        1.2M
        1.2M
        1.2M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.4bp
        0.0%
        2.0bp
        RZZ997LA1
        14.0M
        13.5M
        96.2%
        12.6M
        90.0%
        0.9M
        100.0bp
        101.5bp
        1.6M
        1.6M
        1.5M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.5bp
        0.0%
        2.0bp
        RZZ997LA2
        16.2M
        15.7M
        96.6%
        14.8M
        91.1%
        0.9M
        101.0bp
        102.1bp
        1.8M
        1.8M
        1.7M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.4bp
        0.0%
        2.1bp
        RZZ997LA3
        12.0M
        11.5M
        95.5%
        10.7M
        88.5%
        0.8M
        96.0bp
        98.4bp
        1.2M
        1.2M
        1.1M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.4bp
        0.0%
        2.1bp
        RZZ997LA4
        14.1M
        13.5M
        95.8%
        12.5M
        88.9%
        1.0M
        95.0bp
        97.7bp
        1.3M
        1.3M
        1.3M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.4bp
        0.0%
        2.0bp
        RZZ997LA5
        15.3M
        14.6M
        95.8%
        13.7M
        90.0%
        0.9M
        100.0bp
        101.9bp
        1.6M
        1.6M
        1.6M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.5bp
        0.0%
        2.1bp
        RZZ997LA6
        7.7M
        7.4M
        96.2%
        7.0M
        89.8%
        0.5M
        97.0bp
        98.3bp
        0.7M
        0.7M
        0.7M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.3bp
        0.0%
        2.1bp
        RZZ999ZA1
        12.7M
        12.0M
        94.5%
        11.3M
        88.4%
        0.8M
        96.0bp
        99.5bp
        1.3M
        1.3M
        1.2M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.4bp
        0.0%
        2.0bp
        RZZ999ZA2
        10.2M
        9.9M
        96.5%
        9.3M
        90.8%
        0.6M
        100.0bp
        101.4bp
        1.1M
        1.1M
        1.1M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.4bp
        0.0%
        2.1bp
        RZZ999ZA3
        14.2M
        13.6M
        95.5%
        12.6M
        88.4%
        1.0M
        98.0bp
        100.6bp
        1.4M
        1.4M
        1.3M
        0.0M
        0.0M
        0.0M
        0.7%
        0.1%
        2.4bp
        0.0%
        2.1bp
        RZZ999ZA4
        17.6M
        16.9M
        95.9%
        15.7M
        89.3%
        1.2M
        96.0bp
        98.1bp
        1.7M
        1.7M
        1.7M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.4bp
        0.0%
        2.0bp
        RZZ999ZA5
        18.1M
        17.4M
        95.9%
        16.3M
        89.7%
        1.1M
        102.0bp
        104.1bp
        2.1M
        2.1M
        2.1M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.5bp
        0.0%
        2.1bp
        RZZ999ZA6
        18.5M
        17.7M
        95.7%
        16.4M
        88.4%
        1.4M
        95.0bp
        97.3bp
        1.8M
        1.8M
        1.8M
        0.0M
        0.0M
        0.0M
        0.7%
        0.0%
        2.4bp
        0.0%
        2.1bp
        Expand table

        Alignment Scores

        Created with MultiQC

        UMI-tools

        Tools for dealing with Unique Molecular Identifiers (UMIs)/(RMTs) and scRNA-Seq barcodes.https://github.com/CGATOxford/UMI-toolsDOI: 10.1101/gr.209601.116

        Deduplicated Reads

        Created with MultiQC

        UMI Stats

        Statistics from running umi_tools dedup or umi_tools extract

        • Positions Dedup: Total number of positions deduplicated
        • Total UMIs: Total UMIs found in sample
        • Unique UMIs: Unique UMIs found in sample
        • Mean #UMI: Mean number of unique UMIs per position
        • Max #UMI: Max number of unique UMIs per position
        Created with MultiQC

        Sample relationships

        Plots interrogating sample relationships, based on final count matrices.

        STAR_SALMON DESeq2 sample similarity

        is generated from clustering by Euclidean distances between DESeq2 rlog values for each sample in the deseq2_qc.r script.

        Created with MultiQC

        STAR_SALMON DESeq2 PCA plot

        PCA plot between samples in the experiment. These values are calculated using DESeq2 in the deseq2_qc.r script.

        Created with MultiQC

        SortMeRNA

        Program for filtering, mapping and OTU-picking NGS reads in metatranscriptomic and metagenomic data.http://bioinfo.lifl.fr/RNA/sortmernaDOI: 10.1093/bioinformatics/bts611

        The core algorithm is based on approximate seeds and allows for fast and sensitive analyses of nucleotide sequences. The main application of SortMeRNA is filtering ribosomal RNA from metatranscriptomic data.

        Created with MultiQC

        Software Versions

        Software Versions lists versions of software tools extracted from file contents.

        GroupSoftwareVersion
        CAT_FASTQcat9.5
        CUSTOM_GETCHROMSIZESgetchromsizes1.21
        CUSTOM_TX2GENEpython3.10.4
        DESEQ2_QC_STAR_SALMONbioconductor-deseq21.46.0
        r-base4.4.2
        FASTQC_RAWfastqc0.12.1
        FASTQC_TRIMfastqc0.12.1
        FQ_LINTfq0.12.0 (2024-07-08)
        FQ_SUBSAMPLEfq0.12.0 (2024-07-08)
        GTF2BEDperl5.26.2
        GTF_FILTERpython3.9.5
        MAKE_TRANSCRIPTS_FASTArsem1.3.1
        star2.7.10a
        PRESEQ_LCEXTRAPpreseq3.2.0
        QUALIMAP_RNASEQqualimap2.3
        RSEQC_BAMSTATrseqc5.0.2
        RSEQC_INFEREXPERIMENTrseqc5.0.2
        RSEQC_INNERDISTANCErseqc5.0.2
        RSEQC_JUNCTIONANNOTATIONrseqc5.0.2
        RSEQC_JUNCTIONSATURATIONrseqc5.0.2
        RSEQC_READDISTRIBUTIONrseqc5.0.2
        RSEQC_READDUPLICATIONrseqc5.0.2
        SALMON_INDEXsalmon1.10.3
        SALMON_QUANTsalmon1.10.3
        SAMTOOLS_FLAGSTATsamtools1.21
        SAMTOOLS_IDXSTATSsamtools1.21
        SAMTOOLS_INDEXsamtools1.21
        SAMTOOLS_SORTsamtools1.21
        SAMTOOLS_SORT_QUALIMAPsamtools1.21
        SAMTOOLS_STATSsamtools1.21
        SE_GENE_UNIFIEDbioconductor-summarizedexperiment1.32.0
        SE_TRANSCRIPT_UNIFIEDbioconductor-summarizedexperiment1.32.0
        SORTMERNA_INDEXsortmerna4.3.7
        STAR_ALIGNgawk5.1.0
        samtools1.21
        star2.7.11b
        STAR_GENOMEGENERATEgawk5.1.0
        samtools1.21
        star2.7.11b
        SortMeRNAsortmerna4.3.7
        TXIMETA_TXIMPORTbioconductor-tximeta1.20.1
        UMITOOLS_DEDUPumitools1.1.5
        UMITOOLS_EXTRACTumitools1.1.5
        WorkflowNextflow25.04.7
        nf-core/rnaseqv3.22.2-g3816d48
        fastpfastp0.24.0

        nf-core/rnaseq Methods Description

        Suggested text and references to use when describing pipeline usage within the methods section of a publication.https://github.com/nf-core/rnaseq

        Methods

        Data was processed using nf-core/rnaseq v3.22.2 (doi: 10.5281/zenodo.1400710) of the nf-core collection of workflows (Ewels et al., 2020), utilising reproducible software environments from the Bioconda (Grüning et al., 2018) and Biocontainers (da Veiga Leprevost et al., 2017) projects.

        The pipeline was executed with Nextflow v25.04.7 (Di Tommaso et al., 2017) with the following command:

        nextflow run nf-core/rnaseq -r 3.22.2 -c ../rnaseq.config -params-file ../params_rnaseq.json -resume -profile crg_slurm

        References

        • Di Tommaso, P., Chatzou, M., Floden, E. W., Barja, P. P., Palumbo, E., & Notredame, C. (2017). Nextflow enables reproducible computational workflows. Nature Biotechnology, 35(4), 316-319. doi: 10.1038/nbt.3820
        • Ewels, P. A., Peltzer, A., Fillinger, S., Patel, H., Alneberg, J., Wilm, A., Garcia, M. U., Di Tommaso, P., & Nahnsen, S. (2020). The nf-core framework for community-curated bioinformatics pipelines. Nature Biotechnology, 38(3), 276-278. doi: 10.1038/s41587-020-0439-x
        • Grüning, B., Dale, R., Sjödin, A., Chapman, B. A., Rowe, J., Tomkins-Tinch, C. H., Valieris, R., Köster, J., & Bioconda Team. (2018). Bioconda: sustainable and comprehensive software distribution for the life sciences. Nature Methods, 15(7), 475–476. doi: 10.1038/s41592-018-0046-7
        • da Veiga Leprevost, F., Grüning, B. A., Alves Aflitos, S., Röst, H. L., Uszkoreit, J., Barsnes, H., Vaudel, M., Moreno, P., Gatto, L., Weber, J., Bai, M., Jimenez, R. C., Sachsenberg, T., Pfeuffer, J., Vera Alvarez, R., Griss, J., Nesvizhskii, A. I., & Perez-Riverol, Y. (2017). BioContainers: an open-source and community-driven framework for software standardization. Bioinformatics (Oxford, England), 33(16), 2580–2582. doi: 10.1093/bioinformatics/btx192
        Notes:
        • The command above does not include parameters contained in any configs or profiles that may have been used. Ensure the config file is also uploaded with your publication!
        • You should also cite all software used within this run. Check the "Software Versions" of this report to get version information.

        nf-core/rnaseq Workflow Summary

        Input/output options

        input
        ../samplesheet_Danio.csv
        multiqc_title
        PTox-WP6-Danio
        outdir
        ./rnaseq_output

        Reference genome options

        fasta
        ../refs/Danio/genome_with_spikes.fa
        gtf
        ../refs/Danio/genome_annotation_with_spikes.gtf

        Read trimming options

        extra_fastp_args
        --length_required=20 --trim_poly_g --poly_g_min_len=20 --trim_poly_x --poly_x_min_len=15 --adapter_sequence=AGATCGGAAGAGCACACGTCTGAACTCCAGTCAC --dont_eval_duplication --cut_tail
        trimmer
        fastp

        Read filtering options

        remove_ribo_rna
        true

        UMI options

        umi_discard_read
        0
        umitools_bc_pattern
        ^(?P.{6})(?P.{4}).*
        umitools_dedup_stats
        true
        umitools_extract_method
        regex
        with_umi
        true

        Alignment options

        extra_salmon_quant_args
        --noLengthCorrection
        extra_star_align_args
        --alignIntronMax 1000000 --alignIntronMin 20 --alignMatesGapMax 1000000 --alignSJoverhangMin 8 --outFilterMismatchNmax 999 --outFilterMultimapNmax 20 --outFilterType BySJout --outFilterMismatchNoverLmax 0.1 --clip3pAdapterSeq AAAAAAAA
        stranded_threshold
        0.7

        Optional outputs

        save_reference
        true

        Process skipping options

        skip_bigwig
        true
        skip_biotype_qc
        true
        skip_dupradar
        true
        skip_preseq
        false
        skip_pseudo_alignment
        true
        skip_stringtie
        true

        Generic options

        monochrome_logs
        true
        trace_report_suffix
        2026-06-09_12-00-28

        Core Nextflow options

        configFiles
        /users/rg/vntasis/.nextflow/assets/nf-core/rnaseq/nextflow.config, /users/project/precisiontox_008279_no_backup/wp6_data/rnaseq_run-Danio/../rnaseq.config
        containerEngine
        apptainer
        launchDir
        /users/project/precisiontox_008279_no_backup/wp6_data/rnaseq_run-Danio
        profile
        crg_slurm
        projectDir
        /users/rg/vntasis/.nextflow/assets/nf-core/rnaseq
        revision
        3.22.2
        runName
        compassionate_austin
        userName
        vntasis
        workDir
        /users/project/precisiontox_008279_no_backup/wp6_data/rnaseq_run-Danio/work