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Combinations for a large set of tools #941

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xref: galaxyproject/tools-iuc#2773

P.S.: Only extracted the tools having 2+ requirements. Let me know if I should add the single-requirement tool dependencies here too. Eg:

  • toolshed.g2.bx.psu.edu/repos/jjohnson/mothur_toolsuite/mothur_remove_otulabels/1.27.0
    mothur @1.33

  • toolshed.g2.bx.psu.edu/repos/bgruening/diamond/bg_diamond/0.8.24.1
    diamond @0.8.24

  • toolshed.g2.bx.psu.edu/repos/crs4/taxonomy_krona_chart/taxonomy_krona_chart/2.6.0
    krona @2.6


List of tools this PR address and their requirements:

  • toolshed.g2.bx.psu.edu/repos/bgruening/text_processing/tp_sort_header_tool/1.0.0
    gnu_coreutils @8.22
    gnu_sed @4.2.2-sandbox

  • toolshed.g2.bx.psu.edu/repos/devteam/picard/picard_CollectInsertSizeMetrics/1.136.0
    picard @1.136
    R @3.1.2

  • toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_compute_gc_bias/deeptools_compute_gc_bias/2.5.0.0
    python @2.7.10
    deeptools @2.5.0

  • toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_correct_gc_bias/deeptools_correct_gc_bias/2.2.2.0
    python @2.7.10
    deepTools @2.2.2

  • toolshed.g2.bx.psu.edu/repos/iuc/snpsift/snpSift_annotate/4.3+t.galaxy0
    snpsift @4.3.1t
    coreutils @8.25
    perl @5.26

  • toolshed.g2.bx.psu.edu/repos/iuc/snpsift/snpSift_annotate/4.3+t.galaxy1
    snpsift @4.3.1t
    coreutils @8.25
    perl @5.26

  • toolshed.g2.bx.psu.edu/repos/bgruening/sklearn_stacking_ensemble_models/sklearn_stacking_ensemble_models/0.2.0
    python @3.6
    Galaxy-ML @0.7.12

  • toolshed.g2.bx.psu.edu/repos/bgruening/diffbind/diffbind/2.0.2
    R @3.0.3
    deseq2 @1.2.10
    diffbind @1.8.3

  • toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_plot_profile/deeptools_plot_profile/2.3.5.0
    python @2.7.10
    deepTools @2.3.5

  • toolshed.g2.bx.psu.edu/repos/iuc/circos/circos_binlinks/0.69.8+galaxy1
    circos @0.69.8
    python @2.7
    bcbiogff @0.6.4
    biopython @1.70
    pybigwig @0.3.13
    circos-tools @0.23

  • toolshed.g2.bx.psu.edu/repos/iuc/circos/circos_resample/0.69.8+galaxy1
    circos @0.69.8
    python @2.7
    bcbiogff @0.6.4
    biopython @1.70
    pybigwig @0.3.13
    circos-tools @0.23

  • toolshed.g2.bx.psu.edu/repos/iuc/variant_analyzer/read2mut/1.0.0
    python @2.7
    matplotlib @1.4.0
    pysam @0.15
    xlsxwriter @1.1.0

  • toolshed.g2.bx.psu.edu/repos/nick/dunovo/correct_barcodes/2.15
    bowtie @1.1.2
    networkx @1.10
    dunovo @2.15

  • toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_plot_correlation/deeptools_plot_correlation/2.3.6.0
    python @2.7.10
    deepTools @2.3.6

  • toolshed.g2.bx.psu.edu/repos/bgruening/sklearn_numeric_clustering/sklearn_numeric_clustering/1.0.7.12
    python @3.6
    Galaxy-ML @0.7.12

  • toolshed.g2.bx.psu.edu/repos/iuc/circos/circos_interval_to_tile/0.69.8+galaxy1
    circos @0.69.8
    python @2.7
    bcbiogff @0.6.4
    biopython @1.70
    pybigwig @0.3.13
    circos-tools @0.23

  • toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_compute_matrix/deeptools_compute_matrix/2.2.3.0
    python @2.7.10
    deepTools @2.2.3

  • toolshed.g2.bx.psu.edu/repos/devteam/picard/picard_CollectBaseDistributionByCycle/1.136.0
    picard @1.136
    R @3.1.2

  • toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_bam_compare/deeptools_bam_compare/2.3.6.0
    python @2.7.10
    deepTools @2.3.6

  • toolshed.g2.bx.psu.edu/repos/bgruening/model_prediction/model_prediction/1.0.7.12
    python @3.6
    Galaxy-ML @0.7.12

  • toolshed.g2.bx.psu.edu/repos/devteam/cummerbund/cummeRbund/1.0.1
    R @3.1.2
    cummeRbund @2.8.2

  • toolshed.g2.bx.psu.edu/repos/tyty/structurefold/react_cal_pipeline/1.0
    biopython @1.61
    numpy @1.7.1

  • toolshed.g2.bx.psu.edu/repos/iuc/duplex_family_size_distribution/fsd_regions/1.0.0
    python @2.7
    matplotlib @1.4.0
    pysam @0.15

  • toolshed.g2.bx.psu.edu/repos/iuc/macs2/macs2_refinepeak/2.1.0.20151222.0
    macs2 @2.1.0.20151222
    numpy @1.7.1
    scipy @0.12.0

  • toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_plot_coverage/deeptools_plot_coverage/2.5.0.0
    python @2.7.10
    deeptools @2.5.0

  • toolshed.g2.bx.psu.edu/repos/bgruening/text_processing/tp_uniq_tool/1.0.0
    gnu_coreutils @8.22
    gnu_sed @4.2.2-sandbox

  • toolshed.g2.bx.psu.edu/repos/devteam/bwa/bwa_mem/0.4.2
    bwa @0.7.12
    samtools @1.2

  • toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_plot_enrichment/deeptools_plot_enrichment/2.3.6.0
    python @2.7.10
    deepTools @2.3.6

  • toolshed.g2.bx.psu.edu/repos/iuc/vegan_diversity/vegan_diversity/0.0.2
    R @3.2.1
    vegan @2.3-0

  • toolshed.g2.bx.psu.edu/repos/iuc/vegan_diversity/vegan_diversity/0.0.3
    R @3.2.1
    vegan @2.3-0
    r-vegan @2.3_0

  • toolshed.g2.bx.psu.edu/repos/nick/dunovo/correct_barcodes/0.7.6
    bowtie2 @2.2.5
    samtools @0.1.18
    networkx @1.9
    dunovo @0.7.6

  • toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_plot_profile/deeptools_plot_profile/2.2.2.0
    python @2.7.10
    deepTools @2.2.2

  • toolshed.g2.bx.psu.edu/repos/iuc/snpsift/snpSift_filter/4.3+t.galaxy0
    snpsift @4.3.1t
    coreutils @8.25
    perl @5.26

  • toolshed.g2.bx.psu.edu/repos/blankenberg/naive_variant_caller/naive_variant_caller/0.0.1
    numpy @1.7.1
    pyBamParser @0.0.1
    pyBamTools @0.0.1

  • toolshed.g2.bx.psu.edu/repos/blankenberg/naive_variant_caller/naive_variant_caller/0.0.2
    numpy @1.7.1
    pyBamParser @0.0.1
    pyBamTools @0.0.2

  • toolshed.g2.bx.psu.edu/repos/bgruening/salmon/salmon/0.7.2
    bzip2 @1.0.6
    salmon @0.7.2

  • toolshed.g2.bx.psu.edu/repos/tyty/structurefold/get_read_pipeline/1.0
    biopython @1.61
    numpy @1.7.1
    samtools @0.1.18

  • toolshed.g2.bx.psu.edu/repos/devteam/bowtie2/bowtie2/0.3
    bowtie2 @2.2.4
    samtools @0.1.18

  • toolshed.g2.bx.psu.edu/repos/devteam/bowtie2/bowtie2/0.4
    bowtie2 @2.2.4
    samtools @0.1.18

  • toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_bam_compare/deeptools_bam_compare/2.3.5.0
    python @2.7.10
    deepTools @2.3.5

  • toolshed.g2.bx.psu.edu/repos/devteam/bwa/bwa_mem/0.7.12.1
    bwa @0.7.12
    samtools @1.2

  • toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_bam_pe_fragmentsize/deeptools_bam_pe_fragmentsize/2.2.2.0
    python @2.7.10
    deepTools @2.2.2

  • toolshed.g2.bx.psu.edu/repos/iuc/macs2/macs2_bdgbroadcall/2.1.0.20140616.0
    macs2 @2.1.0
    numpy @1.7.1
    scipy @0.12.0
    gnu_awk @4.1.0

  • toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_multi_bam_summary/deeptools_multi_bam_summary/2.5.0.0
    python @2.7.10
    deeptools @2.5.0

  • toolshed.g2.bx.psu.edu/repos/devteam/best_regression_subsets/BestSubsetsRegression1/1.0.0
    numpy @1.7.1
    rpy @1.0.3

  • toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_plot_pca/deeptools_plot_pca/2.5.0.0
    python @2.7.10
    deeptools @2.5.0

  • toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_plot_pca/deeptools_plot_pca/2.2.3.0
    python @2.7.10
    deepTools @2.2.3

  • toolshed.g2.bx.psu.edu/repos/peterjc/venn_list/venn_list/0.0.9
    rpy @1.0.3
    limma @3.25.3
    biopython @1.65

  • toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_multi_bigwig_summary/deeptools_multi_bigwig_summary/2.2.2.0
    python @2.7.10
    deepTools @2.2.2

  • toolshed.g2.bx.psu.edu/repos/devteam/cuffdiff/cuffdiff/2.2.1.2
    cufflinks @2.2.1
    cummeRbund @2.8.2

  • toolshed.g2.bx.psu.edu/repos/devteam/cuffdiff/cuffdiff/2.2.1.3
    cufflinks @2.2.1
    cummeRbund @2.8.2

  • toolshed.g2.bx.psu.edu/repos/devteam/cuffdiff/cuffdiff/2.2.1.1
    cufflinks @2.2.1
    cummeRbund @2.8.2

  • toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_bam_pe_fragmentsize/deeptools_bam_pe_fragmentsize/2.3.5.0
    python @2.7.10
    deepTools @2.3.5

  • toolshed.g2.bx.psu.edu/repos/bgruening/sklearn_data_preprocess/sklearn_data_preprocess/1.0.7.12
    python @3.6
    Galaxy-ML @0.7.12

  • toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_bigwig_compare/deeptools_bigwig_compare/2.3.6.0
    python @2.7.10
    deepTools @2.3.6

  • toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_compute_gc_bias/deeptools_compute_gc_bias/2.2.3.0
    python @2.7.10
    deepTools @2.2.3

  • toolshed.g2.bx.psu.edu/repos/iuc/duplex_family_size_distribution/td/1.0.0
    python @2.7
    matplotlib @1.4.0

  • toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_plot_fingerprint/deeptools_plot_fingerprint/2.2.3.0
    python @2.7.10
    deepTools @2.2.3

  • toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_bam_coverage/deeptools_bam_coverage/2.2.2.0
    python @2.7.10
    deepTools @2.2.2

  • toolshed.g2.bx.psu.edu/repos/iuc/charts/charts/1.0.1
    r-getopt @1.20.0
    r-matrix @1.2-12

Count1
coreutils @8.30
python @3.7

  • toolshed.g2.bx.psu.edu/repos/lparsons/htseq_count/htseq_count/0.6.1galaxy1
    htseq @0.6.1
    numpy @1.7.1
    samtools @0.1.19
    pysam @0.7.7

  • toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_plot_coverage/deeptools_plot_coverage/2.2.2.0
    python @2.7.10
    deepTools @2.2.2

  • toolshed.g2.bx.psu.edu/repos/guru-ananda/karyotype_plot/karyotype_Plot_1/1.0.0
    R @2.15.0
    gtools @3.4.1

  • toolshed.g2.bx.psu.edu/repos/iuc/snpsift/snpsift_vartype/4.3+t.galaxy0
    snpsift @4.3.1t
    coreutils @8.25
    perl @5.26

  • toolshed.g2.bx.psu.edu/repos/devteam/bamleftalign/bamleftalign/0.0.2
    freebayes @freebayes-0.9.14_8a407cf5f4
    samtools @0.1.18

  • toolshed.g2.bx.psu.edu/repos/iuc/circos/circos_wiggle_to_scatter/0.69.8+galaxy1
    circos @0.69.8
    python @2.7
    bcbiogff @0.6.4
    biopython @1.70
    pybigwig @0.3.13
    circos-tools @0.23

  • toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_compute_matrix/deeptools_compute_matrix/2.5.0.0
    python @2.7.10
    deeptools @2.5.0

  • toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_bam_coverage/deeptools_bam_coverage/2.5.0.0
    python @2.7.10
    deeptools @2.5.0

  • toolshed.g2.bx.psu.edu/repos/iuc/meme_fimo/meme_fimo/4.11.1.0
    graphicsmagick @1.3.20
    meme @4.11.1

  • toolshed.g2.bx.psu.edu/repos/iuc/macs2/macs2_bdgpeakcall/2.1.0.20140616.0
    macs2 @2.1.0
    numpy @1.7.1
    scipy @0.12.0
    gnu_awk @4.1.0

  • toolshed.g2.bx.psu.edu/repos/iuc/snpsift/snpSift_rmInfo/4.3+t.galaxy0
    snpsift @4.3.1t
    coreutils @8.25
    perl @5.26

  • toolshed.g2.bx.psu.edu/repos/bgruening/sklearn_ensemble/sklearn_ensemble/1.0.7.12
    python @3.6
    Galaxy-ML @0.7.12

  • toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_plot_pca/deeptools_plot_pca/2.3.5.0
    python @2.7.10
    deepTools @2.3.5

  • toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_plot_heatmap/deeptools_plot_heatmap/2.2.2.0
    python @2.7.10
    deepTools @2.2.2

  • toolshed.g2.bx.psu.edu/repos/bgruening/sklearn_pairwise_metrics/sklearn_pairwise_metrics/1.0.7.12
    python @3.6
    Galaxy-ML @0.7.12

  • toolshed.g2.bx.psu.edu/repos/iuc/circos/circos_bundlelinks/0.69.8+galaxy1
    circos @0.69.8
    python @2.7
    bcbiogff @0.6.4
    biopython @1.70
    pybigwig @0.3.13
    circos-tools @0.23

  • toolshed.g2.bx.psu.edu/repos/iuc/variant_analyzer/mut2sscs/1.0.0
    python @2.7
    matplotlib @1.4.0
    pysam @0.15

  • toolshed.g2.bx.psu.edu/repos/iuc/macs2/macs2_predictd/2.1.0.20140616.0
    macs2 @2.1.0
    numpy @1.7.1
    scipy @0.12.0
    R_3_0_1 @3.0.1
    gnu_awk @4.1.0

  • toolshed.g2.bx.psu.edu/repos/iuc/snpsift/snpSift_caseControl/4.3+t.galaxy0
    snpsift @4.3.1t
    coreutils @8.25
    perl @5.26

  • toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_correct_gc_bias/deeptools_correct_gc_bias/2.5.0.0
    python @2.7.10
    deeptools @2.5.0

  • toolshed.g2.bx.psu.edu/repos/bgruening/text_processing/tp_grep_tool/1.0.0
    gnu_coreutils @8.22
    gnu_grep @2.14

  • toolshed.g2.bx.psu.edu/repos/devteam/freebayes/freebayes/0.4
    freebayes @0_9_20_b040236
    samtools @0.1.18

  • toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_compute_gc_bias/deeptools_compute_gc_bias/2.3.5.0
    python @2.7.10
    deepTools @2.3.5

  • toolshed.g2.bx.psu.edu/repos/iuc/transit_hmm/transit_hmm/3.0.1+galaxy1
    transit @3.0.1
    python @3.7

  • toolshed.g2.bx.psu.edu/repos/nick/duplex/align_families/0.5
    mafft @7.221
    duplex @0.5

  • toolshed.g2.bx.psu.edu/repos/bgruening/sklearn_estimator_attributes/sklearn_estimator_attributes/1.0.7.12
    python @3.6
    Galaxy-ML @0.7.12

  • toolshed.g2.bx.psu.edu/repos/iuc/hisat2/hisat2/1.0.1
    hisat @2.0
    hisat2 @2.0.0beta
    samtools @1.2

  • toolshed.g2.bx.psu.edu/repos/iuc/hisat2/hisat2/1.0.0
    hisat @2.0
    samtools @1.2

  • toolshed.g2.bx.psu.edu/repos/iuc/sra_tools/sam_dump/2.10.4
    sra-tools @2.10
    samtools @1.9

  • toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_multi_bigwig_summary/deeptools_multi_bigwig_summary/2.5.0.0
    python @2.7.10
    deeptools @2.5.0

  • toolshed.g2.bx.psu.edu/repos/bgruening/keras_model_builder/keras_model_builder/0.4.2
    python @3.6
    Galaxy-ML @0.7.12

  • toolshed.g2.bx.psu.edu/repos/devteam/picard/picard_QualityScoreDistribution/1.136.0
    picard @1.136
    R @3.1.2

  • toolshed.g2.bx.psu.edu/repos/nick/dunovo/align_families/2.0.9
    mafft @7.221
    dunovo @2.0.9

  • toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_plot_heatmap/deeptools_plot_heatmap/2.3.5.0
    python @2.7.10
    deepTools @2.3.5

  • toolshed.g2.bx.psu.edu/repos/nick/dunovo/align_families/2.0.6
    mafft @7.221
    dunovo @2.0.6

  • toolshed.g2.bx.psu.edu/repos/iuc/macs2/macs2_randsample/2.1.0.20151222.0
    macs2 @2.1.0.20151222
    numpy @1.7.1
    scipy @0.12.0

  • toolshed.g2.bx.psu.edu/repos/devteam/picard/picard_CollectGcBiasMetrics/1.136.0
    picard @1.136
    R @3.1.2

  • toolshed.g2.bx.psu.edu/repos/bgruening/sklearn_train_test_eval/sklearn_train_test_eval/1.0.7.12
    python @3.6
    Galaxy-ML @0.7.12

  • toolshed.g2.bx.psu.edu/repos/iuc/bedtools/bedtools_bamtobed/2.24.0
    bedtools @2.24
    samtools @1.2

  • toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_plot_correlation/deeptools_plot_correlation/2.2.3.0
    python @2.7.10
    deepTools @2.2.3

  • toolshed.g2.bx.psu.edu/repos/devteam/print_reads/gatk_print_reads/0.0.2
    gatk @1.4
    samtools @0.1.18

  • toolshed.g2.bx.psu.edu/repos/iuc/sra_tools/fastq_dump/2.10.4
    sra-tools @2.10
    samtools @1.9

  • toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_plot_correlation/deeptools_plot_correlation/2.3.5.0
    python @2.7.10
    deepTools @2.3.5

  • toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_multi_bam_summary/deeptools_multi_bam_summary/2.3.6.0
    python @2.7.10
    deepTools @2.3.6

  • toolshed.g2.bx.psu.edu/repos/guerler/charts/charts/1.0.0
    R @3.0.3
    charts_r_packages @1.0

  • toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_compute_matrix/deeptools_compute_matrix/2.2.2.0
    python @2.7.10
    deepTools @2.2.2

  • toolshed.g2.bx.psu.edu/repos/devteam/tophat2/tophat2/2.1.0
    bowtie2 @2.2.5
    tophat @2.1.0

  • toolshed.g2.bx.psu.edu/repos/devteam/bamtools/bamtools/0.0.2
    bamtools @2.3.0_2d7685d2ae
    samtools @0.1.18

  • toolshed.g2.bx.psu.edu/repos/devteam/bamtools/bamtools/0.0.1
    bamtools @2.3.0_2d7685d2ae
    samtools @0.1.18

  • toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_correct_gc_bias/deeptools_correct_gc_bias/2.3.6.0
    python @2.7.10
    deepTools @2.3.6

  • toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_bam_compare/deeptools_bam_compare/2.2.3.0
    python @2.7.10
    deepTools @2.2.3

  • toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_bigwig_compare/deeptools_bigwig_compare/2.2.3.0
    python @2.7.10
    deepTools @2.2.3

  • toolshed.g2.bx.psu.edu/repos/bgruening/sklearn_feature_selection/sklearn_feature_selection/1.0.7.12
    python @3.6
    Galaxy-ML @0.7.12

  • toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_bam_coverage/deeptools_bam_coverage/3.0.2.0
    deeptools @3.0.2
    samtools @1.7

  • toolshed.g2.bx.psu.edu/repos/bgruening/sklearn_searchcv/sklearn_searchcv/1.0.7.12
    python @3.6
    Galaxy-ML @0.7.12

  • toolshed.g2.bx.psu.edu/repos/bgruening/diffbind/diffbind/2.1.0
    R @3.0.3
    deseq2 @1.2.10
    diffbind @1.8.3

  • toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_plot_enrichment/deeptools_plot_enrichment/2.3.5.0
    python @2.7.10
    deepTools @2.3.5

  • toolshed.g2.bx.psu.edu/repos/iuc/macs2/macs2_bdgpeakcall/2.1.0.20151222.0
    macs2 @2.1.0.20151222
    numpy @1.7.1
    scipy @0.12.0
    gnu_awk @4.1.0

  • toolshed.g2.bx.psu.edu/repos/bgruening/trim_galore/trim_galore/0.4.2
    cutadapt @1.8.3
    cutadapt @1.8

  • toolshed.g2.bx.psu.edu/repos/bgruening/sklearn_fitted_model_eval/sklearn_fitted_model_eval/1.0.7.12
    python @3.6
    Galaxy-ML @0.7.12

  • toolshed.g2.bx.psu.edu/repos/bgruening/keras_model_config/keras_model_config/0.4.2
    python @3.6
    Galaxy-ML @0.7.12

  • toolshed.g2.bx.psu.edu/repos/bgruening/text_processing/tp_sed_tool/1.0.0
    gnu_coreutils @8.22
    gnu_sed @4.2.2-sandbox

  • toolshed.g2.bx.psu.edu/repos/bgruening/keras_batch_models/keras_batch_models/0.4.2
    python @3.6
    Galaxy-ML @0.7.12

  • toolshed.g2.bx.psu.edu/repos/nick/dunovo/align_families/0.8.1
    mafft @7.221
    dunovo @0.8.1

  • toolshed.g2.bx.psu.edu/repos/nick/dunovo/align_families/2.0.8
    mafft @7.221
    dunovo @2.0.8

  • toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_bam_coverage/deeptools_bam_coverage/2.3.6.0
    python @2.7.10
    deepTools @2.3.6

  • toolshed.g2.bx.psu.edu/repos/devteam/bowtie2/bowtie2/2.2.6
    bowtie2 @2.2.6
    samtools @1.2

  • toolshed.g2.bx.psu.edu/repos/bgruening/sklearn_regression_metrics/sklearn_regression_metrics/1.0.7.12
    python @3.6
    Galaxy-ML @0.7.12

  • toolshed.g2.bx.psu.edu/repos/devteam/bowtie2/bowtie2/2.2.6.2
    bowtie2 @2.2.6
    samtools @1.2

  • toolshed.g2.bx.psu.edu/repos/iuc/macs2/macs2_callpeak/2.1.0.20140616.0
    macs2 @2.1.0
    numpy @1.7.1
    scipy @0.12.0
    R_3_0_1 @3.0.1
    gnu_awk @4.1.0

  • toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_bam_compare/deeptools_bam_compare/2.2.2.0
    python @2.7.10
    deepTools @2.2.2

  • toolshed.g2.bx.psu.edu/repos/devteam/scatterplot/scatterplot_rpy/1.0.3
    numpy @1.9
    rpy2 @2.8.5

  • toolshed.g2.bx.psu.edu/repos/devteam/kraken2tax/Kraken2Tax/1.1
    gnu_awk @4.1.0
    gb_taxonomy @8d245994d7

  • toolshed.g2.bx.psu.edu/repos/tyty/structurefold/iterative_map_pipeline/1.0
    biopython @1.61
    numpy @1.7.1
    samtools @0.1.18
    bowtie @0.12.7

  • toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_plot_pca/deeptools_plot_pca/2.2.2.0
    python @2.7.10
    deepTools @2.2.2

  • toolshed.g2.bx.psu.edu/repos/nick/dunovo/correct_barcodes/0.7
    bowtie2 @2.2.5
    samtools @0.1.18
    networkx @1.9
    dunovo @0.7.1

  • toolshed.g2.bx.psu.edu/repos/bgruening/sklearn_sample_generator/sklearn_sample_generator/1.0.7.12
    python @3.6
    Galaxy-ML @0.7.12

  • toolshed.g2.bx.psu.edu/repos/tyty/structurefold/predict_pipeline/1.0
    rnastructure @5.7
    biopython @1.61
    numpy @1.7.1
    imaging @1.1.7
    matplotlib @1.2.1
    vienna_rna @2.1

  • toolshed.g2.bx.psu.edu/repos/iuc/macs2/macs2_randsample/2.1.0.20140616.0
    macs2 @2.1.0
    numpy @1.7.1
    scipy @0.12.0

  • toolshed.g2.bx.psu.edu/repos/iuc/macs2/macs2_bdgcmp/2.1.0.20140616.0
    macs2 @2.1.0
    numpy @1.7.1
    scipy @0.12.0

  • toolshed.g2.bx.psu.edu/repos/devteam/bwa/bwa_mem/0.1
    bwa @0.7.10.039ea20639
    samtools @1.1

  • toolshed.g2.bx.psu.edu/repos/nick/duplex/align_families/0.3
    mafft @7.221
    duplex @0.3

  • toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_plot_profile/deeptools_plot_profile/2.5.0.0
    python @2.7.10
    deeptools @2.5.0

  • toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_compute_gc_bias/deeptools_compute_gc_bias/2.2.2.0
    python @2.7.10
    deepTools @2.2.2

  • toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_bigwig_compare/deeptools_bigwig_compare/2.3.5.0
    python @2.7.10
    deepTools @2.3.5

  • toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_plot_fingerprint/deeptools_plot_fingerprint/2.2.2.0
    python @2.7.10
    deepTools @2.2.2

  • toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_plot_coverage/deeptools_plot_coverage/2.3.5.0
    python @2.7.10
    deepTools @2.3.5

  • toolshed.g2.bx.psu.edu/repos/iuc/circos/circos_aln_to_links/0.69.8+galaxy1
    circos @0.69.8
    python @2.7
    bcbiogff @0.6.4
    biopython @1.70
    pybigwig @0.3.13
    circos-tools @0.23

  • toolshed.g2.bx.psu.edu/repos/iuc/duplex_family_size_distribution/fsd/1.0.0
    python @2.7
    matplotlib @1.4.0

  • toolshed.g2.bx.psu.edu/repos/iuc/meme_meme/meme_meme/4.11.0.1
    imagemagick @6.9.3
    meme @4.11.0

  • toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_multi_bigwig_summary/deeptools_multi_bigwig_summary/2.3.6.0
    python @2.7.10
    deepTools @2.3.6

  • toolshed.g2.bx.psu.edu/repos/nick/dunovo/correct_barcodes/2.0.8
    bowtie2 @2.2.5
    samtools @0.1.18
    networkx @1.10
    dunovo @2.0.8

  • toolshed.g2.bx.psu.edu/repos/bgruening/sklearn_build_pipeline/sklearn_build_pipeline/1.0.7.12
    python @3.6
    Galaxy-ML @0.7.12

  • toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_bam_coverage/deeptools_bam_coverage/2.3.5.0
    python @2.7.10
    deepTools @2.3.5

  • toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_bam_pe_fragmentsize/deeptools_bam_pe_fragmentsize/2.3.6.0
    python @2.7.10
    deepTools @2.3.6

  • toolshed.g2.bx.psu.edu/repos/devteam/freebayes/freebayes/0.0.3
    freebayes @0.9.6_9608597d12e127c847ae03aa03440ab63992fedf
    samtools @0.1.18

  • toolshed.g2.bx.psu.edu/repos/nick/dunovo/align_families/0.7
    mafft @7.221
    dunovo @0.7.1

  • toolshed.g2.bx.psu.edu/repos/nick/dunovo/align_families/2.14
    mafft @7.221
    dunovo @2.14

  • toolshed.g2.bx.psu.edu/repos/iuc/macs2/macs2_predictd/2.1.0.20151222.0
    macs2 @2.1.0.20151222
    numpy @1.7.1
    scipy @0.12.0
    R @3.1.2
    gnu_awk @4.1.0

  • toolshed.g2.bx.psu.edu/repos/iuc/macs2/macs2_filterdup/2.1.0.20140616.0
    macs2 @2.1.0
    numpy @1.7.1
    scipy @0.12.0

  • toolshed.g2.bx.psu.edu/repos/iuc/transit_tn5gaps/transit_tn5gaps/3.0.1+galaxy2
    transit @3.0.1
    python @3.7

  • toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_plot_coverage/deeptools_plot_coverage/2.3.6.0
    python @2.7.10
    deepTools @2.3.6

  • toolshed.g2.bx.psu.edu/repos/devteam/bwa/bwa/0.1
    bwa @0.7.10.039ea20639
    samtools @1.1

  • toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_correct_gc_bias/deeptools_correct_gc_bias/2.2.3.0
    python @2.7.10
    deepTools @2.2.3

  • toolshed.g2.bx.psu.edu/repos/iuc/transit_gumbel/transit_gumbel/3.0.1+galaxy1
    transit @3.0.1
    python @3.7

  • toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_multi_bam_summary/deeptools_multi_bam_summary/2.2.3.0
    python @2.7.10
    deepTools @2.2.3

  • toolshed.g2.bx.psu.edu/repos/bgruening/sklearn_model_fit/sklearn_model_fit/1.0.7.12
    python @3.6
    Galaxy-ML @0.7.12

  • toolshed.g2.bx.psu.edu/repos/nick/dunovo/correct_barcodes/2.14
    bowtie @1.1.2
    networkx @1.10
    dunovo @2.14

  • toolshed.g2.bx.psu.edu/repos/iuc/sra_tools/fasterq_dump/2.10.4
    sra-tools @2.10
    samtools @1.9

  • toolshed.g2.bx.psu.edu/repos/devteam/bwa/bwa/0.7.12.1
    bwa @0.7.12
    samtools @1.2

  • toolshed.g2.bx.psu.edu/repos/bgruening/sklearn_clf_metrics/sklearn_clf_metrics/1.0.7.12
    python @3.6
    Galaxy-ML @0.7.12

  • toolshed.g2.bx.psu.edu/repos/nick/dunovo/correct_barcodes/2.0.12
    bowtie @1.1.2
    networkx @1.10
    dunovo @2.0.12

  • toolshed.g2.bx.psu.edu/repos/miller-lab/genome_diversity/gd_dpmix/1.2.0
    gd_c_tools @0.1
    matplotlib @1.2.1

  • toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_plot_heatmap/deeptools_plot_heatmap/2.3.6.0
    python @2.7.10
    deepTools @2.3.6

  • toolshed.g2.bx.psu.edu/repos/devteam/picard/picard_CollectRnaSeqMetrics/1.136.0
    picard @1.136
    R @3.1.2

  • toolshed.g2.bx.psu.edu/repos/devteam/table_recalibration/gatk_table_recalibration/0.0.5
    gatk @1.4
    samtools @0.1.18

  • toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_plot_enrichment/deeptools_plot_enrichment/2.5.0.0
    python @2.7.10
    deeptools @2.5.0

  • toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_multi_bigwig_summary/deeptools_multi_bigwig_summary/2.3.5.0
    python @2.7.10
    deepTools @2.3.5

  • toolshed.g2.bx.psu.edu/repos/bgruening/sklearn_nn_classifier/sklearn_nn_classifier/1.0.7.12
    python @3.6
    Galaxy-ML @0.7.12

  • toolshed.g2.bx.psu.edu/repos/devteam/bwa/bwa/0.4.2
    bwa @0.7.12
    samtools @1.2

  • toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_plot_correlation/deeptools_plot_correlation/2.2.2.0
    python @2.7.10
    deepTools @2.2.2

  • toolshed.g2.bx.psu.edu/repos/iuc/macs2/macs2_bdgcmp/2.1.0.20151222.0
    macs2 @2.1.0.20151222
    numpy @1.7.1
    scipy @0.12.0

  • toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_plot_fingerprint/deeptools_plot_fingerprint/2.5.0.0
    python @2.7.10
    deeptools @2.5.0

  • toolshed.g2.bx.psu.edu/repos/iuc/circos/circos_gc_skew/0.69.8+galaxy1
    circos @0.69.8
    python @2.7
    bcbiogff @0.6.4
    biopython @1.70
    pybigwig @0.3.13
    circos-tools @0.23

  • toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_plot_profile/deeptools_plot_profile/2.2.3.0
    python @2.7.10
    deepTools @2.2.3

  • toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_multi_bam_summary/deeptools_multi_bam_summary/2.2.2.0
    python @2.7.10
    deepTools @2.2.2

  • toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_multi_bam_summary/deeptools_multi_bam_summary/2.3.5.0
    python @2.7.10
    deepTools @2.3.5

  • toolshed.g2.bx.psu.edu/repos/nick/dunovo/align_families/2.15
    mafft @7.221
    dunovo @2.15

  • toolshed.g2.bx.psu.edu/repos/nick/dunovo/correct_barcodes/2.0.9
    bowtie2 @2.2.5
    samtools @0.1.18
    networkx @1.10
    dunovo @2.0.9

  • toolshed.g2.bx.psu.edu/repos/nick/dunovo/correct_barcodes/2.0.6
    bowtie2 @2.2.5
    samtools @0.1.18
    networkx @1.11
    dunovo @2.0.6

  • toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_correct_gc_bias/deeptools_correct_gc_bias/2.3.5.0
    python @2.7.10
    deepTools @2.3.5

  • toolshed.g2.bx.psu.edu/repos/iuc/macs2/macs2_refinepeak/2.1.0.20140616.0
    macs2 @2.1.0
    numpy @1.7.1
    scipy @0.12.0

  • toolshed.g2.bx.psu.edu/repos/nick/dunovo/correct_barcodes/0.8.1
    bowtie2 @2.2.5
    samtools @0.1.18
    networkx @1.9
    dunovo @0.8.1

  • toolshed.g2.bx.psu.edu/repos/nick/dunovo/align_families/2.0.12
    mafft @7.221
    dunovo @2.0.12

  • toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_bigwig_compare/deeptools_bigwig_compare/2.2.2.0
    python @2.7.10
    deepTools @2.2.2

  • toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_bam_pe_fragmentsize/deeptools_bam_pe_fragmentsize/2.2.3.0
    python @2.7.10
    deepTools @2.2.3

  • toolshed.g2.bx.psu.edu/repos/bgruening/sklearn_generalized_linear/sklearn_generalized_linear/1.0.7.12
    python @3.6
    Galaxy-ML @0.7.12

  • toolshed.g2.bx.psu.edu/repos/devteam/freebayes/freebayes/0.4.1
    freebayes @0_9_20_b040236
    samtools @0.1.18

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  • toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_plot_fingerprint/deeptools_plot_fingerprint/2.3.5.0
    python @2.7.10
    deepTools @2.3.5

  • toolshed.g2.bx.psu.edu/repos/bgruening/sklearn_discriminant_classifier/sklearn_discriminant_classifier/1.0.7.12
    python @3.6
    Galaxy-ML @0.7.12

  • toolshed.g2.bx.psu.edu/repos/iuc/deseq2/deseq2/2.1.8.4
    r-getopt @1.20.0
    r-gplots @2.17.0
    r-rjson @0.2.15
    bioconductor-deseq2 @1.10.1

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    snpeff @4.3.1t
    python @3.6
    biopython @1.70
    python-magic @0.4.15
    libmagic @5.32

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    snpeff @4.3.1t
    python @3.6
    biopython @1.70
    python-magic @0.4.15
    libmagic @5.32

  • toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_bam_compare/deeptools_bam_compare/2.5.0.0
    python @2.7.10
    deeptools @2.5.0

  • toolshed.g2.bx.psu.edu/repos/iuc/circos/circos_tableviewer/0.69.8+galaxy1
    circos @0.69.8
    python @2.7
    bcbiogff @0.6.4
    biopython @1.70
    pybigwig @0.3.13
    circos-tools @0.23

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    snpsift @4.3.1t
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    perl @5.26

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    python @2.7.10
    deepTools @2.3.6

  • toolshed.g2.bx.psu.edu/repos/iuc/macs2/macs2_filterdup/2.1.0.20151222.0
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    numpy @1.7.1
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  • toolshed.g2.bx.psu.edu/repos/guru-ananda/rhmm/hmm_1/1.0.0
    R @2.15.0
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    bowtie2 @2.2.5
    samtools @0.1.18
    networkx @1.11
    dunovo @2.0.6

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    numpy @1.7.1
    scipy @0.12.0

  • toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_multi_bigwig_summary/deeptools_multi_bigwig_summary/2.2.3.0
    python @2.7.10
    deepTools @2.2.3

  • toolshed.g2.bx.psu.edu/repos/iuc/macs2/macs2_bdgdiff/2.1.0.20151222.0
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    scipy @0.12.0

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  • toolshed.g2.bx.psu.edu/repos/bgruening/ml_visualization_ex/ml_visualization_ex/1.0.7.12
    python @3.6
    Galaxy-ML @0.7.12
    plotly @3.1.1
    graphviz @2.40.1
    pydot @1.4.1

  • toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_plot_fingerprint/deeptools_plot_fingerprint/2.3.6.0
    python @2.7.10
    deepTools @2.3.6

  • toolshed.g2.bx.psu.edu/repos/nick/dunovo/align_families/0.7.6
    mafft @7.221
    dunovo @0.7.6

  • toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_plot_correlation/deeptools_plot_correlation/2.5.0.0
    python @2.7.10
    deeptools @2.5.0

  • toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_bam_coverage/deeptools_bam_coverage/2.2.3.0
    python @2.7.10
    deepTools @2.2.3

  • toolshed.g2.bx.psu.edu/repos/bgruening/sklearn_model_validation/sklearn_model_validation/1.0.7.12
    python @3.6
    Galaxy-ML @0.7.12

  • toolshed.g2.bx.psu.edu/repos/iuc/snpsift/snpSift_vcfCheck/4.3+t.galaxy0
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    coreutils @8.25
    perl @5.26

  • toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_bigwig_compare/deeptools_bigwig_compare/2.5.0.0
    python @2.7.10
    deeptools @2.5.0

  • toolshed.g2.bx.psu.edu/repos/devteam/tophat2/tophat2/0.7
    samtools @0.1.18
    bowtie2 @2.1.0
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  • toolshed.g2.bx.psu.edu/repos/nate/trinity_psc/trinity_psc/0.0.1
    bowtie @1.1.2
    samtools @1.3
    java @jre7
    perl @5.18.4-threads
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    bowtie2 @2.2.5
    tophat @2.0.14

  • toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_bam_pe_fragmentsize/deeptools_bam_pe_fragmentsize/2.5.0.0
    python @2.7.10
    deeptools @2.5.0

  • toolshed.g2.bx.psu.edu/repos/devteam/freebayes/bamleftalign/0.4
    freebayes @0_9_20_b040236
    samtools @0.1.18

  • toolshed.g2.bx.psu.edu/repos/iuc/circos/circos/0.69.8+galaxy1
    circos @0.69.8
    python @2.7
    bcbiogff @0.6.4
    biopython @1.70
    pybigwig @0.3.13
    circos-tools @0.23

  • toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_plot_coverage/deeptools_plot_coverage/2.2.3.0
    python @2.7.10
    deepTools @2.2.3

  • toolshed.g2.bx.psu.edu/repos/iuc/duplex_family_size_distribution/fsd_beforevsafter/1.0.0
    python @2.7
    matplotlib @1.4
    biopython @1.71
    pysam @0.15

  • toolshed.g2.bx.psu.edu/repos/iuc/sra_tools/sra_pileup/2.10.3
    sra-tools @2.10
    samtools @1.9

  • toolshed.g2.bx.psu.edu/repos/devteam/freebayes/freebayes/freebayes-0.9.14
    freebayes @freebayes-0.9.14_8a407cf5f4
    samtools @0.1.18

  • toolshed.g2.bx.psu.edu/repos/bgruening/sklearn_train_test_split/sklearn_train_test_split/1.0.7.12
    python @3.6
    Galaxy-ML @0.7.12

  • toolshed.g2.bx.psu.edu/repos/iuc/variant_analyzer/mut2read/1.0.0
    python @2.7
    matplotlib @1.4.0
    pysam @0.15

  • toolshed.g2.bx.psu.edu/repos/iuc/hisat2/hisat2/2.0.3
    hisat2 @2.0.3
    hisat @2.0.3
    samtools @1.2

  • toolshed.g2.bx.psu.edu/repos/iuc/snpeff/snpEff_build_gb/4.3+T.galaxy4
    snpeff @4.3.1t
    python @3.6
    biopython @1.70
    python-magic @0.4.15
    libmagic @5.32

  • toolshed.g2.bx.psu.edu/repos/iuc/snpeff/snpEff_build_gb/4.3+T.galaxy3
    snpeff @4.3.1t
    python @3.6
    biopython @1.70
    python-magic @0.4.15
    libmagic @5.32

  • toolshed.g2.bx.psu.edu/repos/iuc/meme_fimo/meme_fimo/4.11.0.3
    imagemagick @6.9.3
    meme @4.11.0

  • toolshed.g2.bx.psu.edu/repos/iuc/meme_fimo/meme_fimo/4.11.0.2
    imagemagick @6.9.3
    meme @4.11.0

  • toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_compute_matrix/deeptools_compute_matrix/2.3.5.0
    python @2.7.10
    deepTools @2.3.5

  • toolshed.g2.bx.psu.edu/repos/bgruening/text_processing/tp_multijoin_tool/1.0.0
    gnu_coreutils @8.22
    perl @5.18.1
    text_processing_perl_packages @1.0

  • toolshed.g2.bx.psu.edu/repos/devteam/tophat_fusion_post/tophat_fusion_post/0.1
    blast+ @2.2.28
    bowtie @0.12.7
    tophat2 @2.0.9

  • toolshed.g2.bx.psu.edu/repos/devteam/picard/picard_MeanQualityByCycle/1.136.0
    picard @1.136
    R @3.1.2

CONVERTER_interval_to_bed_0
python @2.7
bx-python @0.8.6

  • toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_plot_profile/deeptools_plot_profile/2.3.6.0
    python @2.7.10
    deepTools @2.3.6

  • toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_plot_pca/deeptools_plot_pca/2.3.6.0
    python @2.7.10
    deepTools @2.3.6

  • toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_plot_heatmap/deeptools_plot_heatmap/2.2.3.0
    python @2.7.10
    deepTools @2.2.3

  • toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_plot_heatmap/deeptools_plot_heatmap/2.5.0.0
    python @2.7.10
    deeptools @2.5.0

  • toolshed.g2.bx.psu.edu/repos/sauria/hifive/hifive/0.1.0
    hifive @1.5.3
    mpi4py @2.0.0

  • toolshed.g2.bx.psu.edu/repos/iuc/meme_fimo/meme_fimo/4.12.0.0
    graphicsmagick @1.3.23
    meme @4.12.0

  • toolshed.g2.bx.psu.edu/repos/boris/hetbox/hetbox/1.0
    R @2.15.0
    rpy2 @2.2.6
    numpy @1.7.1

  • toolshed.g2.bx.psu.edu/repos/iuc/snpsift/snpSift_int/4.3+t.galaxy0
    snpsift @4.3.1t
    coreutils @8.25
    perl @5.26

  • toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_compute_gc_bias/deeptools_compute_gc_bias/2.3.6.0
    python @2.7.10
    deepTools @2.3.6

  • toolshed.g2.bx.psu.edu/repos/iuc/macs2/macs2_callpeak/2.1.0.20151222.0
    macs2 @2.1.0.20151222
    numpy @1.7.1
    scipy @0.12.0
    R @3.1.2

  • toolshed.g2.bx.psu.edu/repos/iuc/circos/circgraph/0.9-RC2
    libgd @2.2.3
    circos @0.69.5
    python @2.7
    bcbiogff @0.6.4
    biopython @1.70

  • toolshed.g2.bx.psu.edu/repos/boris/phylorelatives/phylorelatives/0.0.1
    R @2.15.0
    rpy2 @2.2.6
    dendropy @3.12.0
    ape @3.0-8

  • toolshed.g2.bx.psu.edu/repos/iuc/transit_resampling/transit_resampling/3.0.1+galaxy1
    transit @3.0.1
    python @3.7

  • toolshed.g2.bx.psu.edu/repos/bgruening/sklearn_svm_classifier/sklearn_svm_classifier/1.0.7.12
    python @3.6
    Galaxy-ML @0.7.12

  • toolshed.g2.bx.psu.edu/repos/iuc/macs2/macs2_bdgbroadcall/2.1.0.20151222.0
    macs2 @2.1.0.20151222
    numpy @1.7.1
    scipy @0.12.0
    gnu_awk @4.1.0

  • toolshed.g2.bx.psu.edu/repos/iuc/circos/circos_interval_to_text/0.69.8+galaxy1
    circos @0.69.8
    python @2.7
    bcbiogff @0.6.4
    biopython @1.70
    pybigwig @0.3.13
    circos-tools @0.23

Alexandru Mahmoud added 3 commits January 7, 2020 12:56
xref: galaxyproject/tools-iuc#2773

List of tools this PR address and their requirements:
P.S.: Only extracted the tools having 2+ requirements. Let me know if I should add the single-requirement tool dependencies here too. Eg:

toolshed.g2.bx.psu.edu/repos/jjohnson/mothur_toolsuite/mothur_remove_otulabels/1.27.0 
mothur @1.33

toolshed.g2.bx.psu.edu/repos/bgruening/diamond/bg_diamond/0.8.24.1  
diamond @0.8.24

toolshed.g2.bx.psu.edu/repos/crs4/taxonomy_krona_chart/taxonomy_krona_chart/2.6.0 
krona @2.6

-------------------------

toolshed.g2.bx.psu.edu/repos/bgruening/text_processing/tp_sort_header_tool/1.0.0  
gnu_coreutils @8.22
gnu_sed @4.2.2-sandbox

toolshed.g2.bx.psu.edu/repos/devteam/picard/picard_CollectInsertSizeMetrics/1.136.0 
picard @1.136
R @3.1.2

toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_compute_gc_bias/deeptools_compute_gc_bias/2.5.0.0  
python @2.7.10
deeptools @2.5.0

toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_correct_gc_bias/deeptools_correct_gc_bias/2.2.2.0  
python @2.7.10
deepTools @2.2.2

toolshed.g2.bx.psu.edu/repos/iuc/snpsift/snpSift_annotate/4.3+t.galaxy0 
snpsift @4.3.1t
coreutils @8.25
perl @5.26

toolshed.g2.bx.psu.edu/repos/iuc/snpsift/snpSift_annotate/4.3+t.galaxy1 
snpsift @4.3.1t
coreutils @8.25
perl @5.26

toolshed.g2.bx.psu.edu/repos/bgruening/sklearn_stacking_ensemble_models/sklearn_stacking_ensemble_models/0.2.0  
python @3.6
Galaxy-ML @0.7.12

toolshed.g2.bx.psu.edu/repos/bgruening/diffbind/diffbind/2.0.2  
R @3.0.3
deseq2 @1.2.10
diffbind @1.8.3

toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_plot_profile/deeptools_plot_profile/2.3.5.0  
python @2.7.10
deepTools @2.3.5

toolshed.g2.bx.psu.edu/repos/iuc/circos/circos_binlinks/0.69.8+galaxy1  
circos @0.69.8
python @2.7
bcbiogff @0.6.4
biopython @1.70
pybigwig @0.3.13
circos-tools @0.23

toolshed.g2.bx.psu.edu/repos/iuc/circos/circos_resample/0.69.8+galaxy1  
circos @0.69.8
python @2.7
bcbiogff @0.6.4
biopython @1.70
pybigwig @0.3.13
circos-tools @0.23

toolshed.g2.bx.psu.edu/repos/iuc/variant_analyzer/read2mut/1.0.0  
python @2.7
matplotlib @1.4.0
pysam @0.15
xlsxwriter @1.1.0

toolshed.g2.bx.psu.edu/repos/nick/dunovo/correct_barcodes/2.15  
bowtie @1.1.2
networkx @1.10
dunovo @2.15

toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_plot_correlation/deeptools_plot_correlation/2.3.6.0  
python @2.7.10
deepTools @2.3.6

toolshed.g2.bx.psu.edu/repos/bgruening/sklearn_numeric_clustering/sklearn_numeric_clustering/1.0.7.12 
python @3.6
Galaxy-ML @0.7.12

toolshed.g2.bx.psu.edu/repos/iuc/circos/circos_interval_to_tile/0.69.8+galaxy1  
circos @0.69.8
python @2.7
bcbiogff @0.6.4
biopython @1.70
pybigwig @0.3.13
circos-tools @0.23

toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_compute_matrix/deeptools_compute_matrix/2.2.3.0  
python @2.7.10
deepTools @2.2.3

toolshed.g2.bx.psu.edu/repos/devteam/picard/picard_CollectBaseDistributionByCycle/1.136.0 
picard @1.136
R @3.1.2

toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_bam_compare/deeptools_bam_compare/2.3.6.0  
python @2.7.10
deepTools @2.3.6

toolshed.g2.bx.psu.edu/repos/bgruening/model_prediction/model_prediction/1.0.7.12 
python @3.6
Galaxy-ML @0.7.12

toolshed.g2.bx.psu.edu/repos/devteam/cummerbund/cummeRbund/1.0.1  
R @3.1.2
cummeRbund @2.8.2

toolshed.g2.bx.psu.edu/repos/tyty/structurefold/react_cal_pipeline/1.0  
biopython @1.61
numpy @1.7.1

toolshed.g2.bx.psu.edu/repos/iuc/duplex_family_size_distribution/fsd_regions/1.0.0  
python @2.7
matplotlib @1.4.0
pysam @0.15

toolshed.g2.bx.psu.edu/repos/iuc/macs2/macs2_refinepeak/2.1.0.20151222.0  
macs2 @2.1.0.20151222
numpy @1.7.1
scipy @0.12.0

toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_plot_coverage/deeptools_plot_coverage/2.5.0.0  
python @2.7.10
deeptools @2.5.0

toolshed.g2.bx.psu.edu/repos/bgruening/text_processing/tp_uniq_tool/1.0.0 
gnu_coreutils @8.22
gnu_sed @4.2.2-sandbox

toolshed.g2.bx.psu.edu/repos/devteam/bwa/bwa_mem/0.4.2  
bwa @0.7.12
samtools @1.2

toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_plot_enrichment/deeptools_plot_enrichment/2.3.6.0  
python @2.7.10
deepTools @2.3.6

toolshed.g2.bx.psu.edu/repos/iuc/vegan_diversity/vegan_diversity/0.0.2  
R @3.2.1
vegan @2.3-0

toolshed.g2.bx.psu.edu/repos/iuc/vegan_diversity/vegan_diversity/0.0.3  
R @3.2.1
vegan @2.3-0
r-vegan @2.3_0

toolshed.g2.bx.psu.edu/repos/nick/dunovo/correct_barcodes/0.7.6 
bowtie2 @2.2.5
samtools @0.1.18
networkx @1.9
dunovo @0.7.6

toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_plot_profile/deeptools_plot_profile/2.2.2.0  
python @2.7.10
deepTools @2.2.2

toolshed.g2.bx.psu.edu/repos/iuc/snpsift/snpSift_filter/4.3+t.galaxy0 
snpsift @4.3.1t
coreutils @8.25
perl @5.26

toolshed.g2.bx.psu.edu/repos/blankenberg/naive_variant_caller/naive_variant_caller/0.0.1  
numpy @1.7.1
pyBamParser @0.0.1
pyBamTools @0.0.1

toolshed.g2.bx.psu.edu/repos/blankenberg/naive_variant_caller/naive_variant_caller/0.0.2  
numpy @1.7.1
pyBamParser @0.0.1
pyBamTools @0.0.2

toolshed.g2.bx.psu.edu/repos/bgruening/salmon/salmon/0.7.2  
bzip2 @1.0.6
salmon @0.7.2

toolshed.g2.bx.psu.edu/repos/tyty/structurefold/get_read_pipeline/1.0 
biopython @1.61
numpy @1.7.1
samtools @0.1.18

toolshed.g2.bx.psu.edu/repos/devteam/bowtie2/bowtie2/0.3  
bowtie2 @2.2.4
samtools @0.1.18

toolshed.g2.bx.psu.edu/repos/devteam/bowtie2/bowtie2/0.4  
bowtie2 @2.2.4
samtools @0.1.18

toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_bam_compare/deeptools_bam_compare/2.3.5.0  
python @2.7.10
deepTools @2.3.5

toolshed.g2.bx.psu.edu/repos/devteam/bwa/bwa_mem/0.7.12.1 
bwa @0.7.12
samtools @1.2

toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_bam_pe_fragmentsize/deeptools_bam_pe_fragmentsize/2.2.2.0  
python @2.7.10
deepTools @2.2.2

toolshed.g2.bx.psu.edu/repos/iuc/macs2/macs2_bdgbroadcall/2.1.0.20140616.0  
macs2 @2.1.0
numpy @1.7.1
scipy @0.12.0
gnu_awk @4.1.0

toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_multi_bam_summary/deeptools_multi_bam_summary/2.5.0.0  
python @2.7.10
deeptools @2.5.0

toolshed.g2.bx.psu.edu/repos/devteam/best_regression_subsets/BestSubsetsRegression1/1.0.0 
numpy @1.7.1
rpy @1.0.3

toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_plot_pca/deeptools_plot_pca/2.5.0.0  
python @2.7.10
deeptools @2.5.0

toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_plot_pca/deeptools_plot_pca/2.2.3.0  
python @2.7.10
deepTools @2.2.3

toolshed.g2.bx.psu.edu/repos/peterjc/venn_list/venn_list/0.0.9  
rpy @1.0.3
limma @3.25.3
biopython @1.65

toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_multi_bigwig_summary/deeptools_multi_bigwig_summary/2.2.2.0  
python @2.7.10
deepTools @2.2.2

toolshed.g2.bx.psu.edu/repos/devteam/cuffdiff/cuffdiff/2.2.1.2  
cufflinks @2.2.1
cummeRbund @2.8.2

toolshed.g2.bx.psu.edu/repos/devteam/cuffdiff/cuffdiff/2.2.1.3  
cufflinks @2.2.1
cummeRbund @2.8.2

toolshed.g2.bx.psu.edu/repos/devteam/cuffdiff/cuffdiff/2.2.1.1  
cufflinks @2.2.1
cummeRbund @2.8.2

toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_bam_pe_fragmentsize/deeptools_bam_pe_fragmentsize/2.3.5.0  
python @2.7.10
deepTools @2.3.5

toolshed.g2.bx.psu.edu/repos/bgruening/sklearn_data_preprocess/sklearn_data_preprocess/1.0.7.12 
python @3.6
Galaxy-ML @0.7.12

toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_bigwig_compare/deeptools_bigwig_compare/2.3.6.0  
python @2.7.10
deepTools @2.3.6

toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_compute_gc_bias/deeptools_compute_gc_bias/2.2.3.0  
python @2.7.10
deepTools @2.2.3

toolshed.g2.bx.psu.edu/repos/iuc/duplex_family_size_distribution/td/1.0.0 
python @2.7
matplotlib @1.4.0

toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_plot_fingerprint/deeptools_plot_fingerprint/2.2.3.0  
python @2.7.10
deepTools @2.2.3

toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_bam_coverage/deeptools_bam_coverage/2.2.2.0  
python @2.7.10
deepTools @2.2.2

toolshed.g2.bx.psu.edu/repos/iuc/charts/charts/1.0.1  
r-getopt @1.20.0
r-matrix @1.2-12

Count1  
coreutils @8.30
python @3.7

toolshed.g2.bx.psu.edu/repos/lparsons/htseq_count/htseq_count/0.6.1galaxy1  
htseq @0.6.1
numpy @1.7.1
samtools @0.1.19
pysam @0.7.7

toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_plot_coverage/deeptools_plot_coverage/2.2.2.0  
python @2.7.10
deepTools @2.2.2

toolshed.g2.bx.psu.edu/repos/guru-ananda/karyotype_plot/karyotype_Plot_1/1.0.0  
R @2.15.0
gtools @3.4.1

toolshed.g2.bx.psu.edu/repos/iuc/snpsift/snpsift_vartype/4.3+t.galaxy0  
snpsift @4.3.1t
coreutils @8.25
perl @5.26

toolshed.g2.bx.psu.edu/repos/devteam/bamleftalign/bamleftalign/0.0.2  
freebayes @freebayes-0.9.14_8a407cf5f4
samtools @0.1.18

toolshed.g2.bx.psu.edu/repos/iuc/circos/circos_wiggle_to_scatter/0.69.8+galaxy1 
circos @0.69.8
python @2.7
bcbiogff @0.6.4
biopython @1.70
pybigwig @0.3.13
circos-tools @0.23

toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_compute_matrix/deeptools_compute_matrix/2.5.0.0  
python @2.7.10
deeptools @2.5.0

toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_bam_coverage/deeptools_bam_coverage/2.5.0.0  
python @2.7.10
deeptools @2.5.0

toolshed.g2.bx.psu.edu/repos/iuc/meme_fimo/meme_fimo/4.11.1.0 
graphicsmagick @1.3.20
meme @4.11.1

toolshed.g2.bx.psu.edu/repos/iuc/macs2/macs2_bdgpeakcall/2.1.0.20140616.0 
macs2 @2.1.0
numpy @1.7.1
scipy @0.12.0
gnu_awk @4.1.0

toolshed.g2.bx.psu.edu/repos/iuc/snpsift/snpSift_rmInfo/4.3+t.galaxy0 
snpsift @4.3.1t
coreutils @8.25
perl @5.26

toolshed.g2.bx.psu.edu/repos/bgruening/sklearn_ensemble/sklearn_ensemble/1.0.7.12 
python @3.6
Galaxy-ML @0.7.12

toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_plot_pca/deeptools_plot_pca/2.3.5.0  
python @2.7.10
deepTools @2.3.5

toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_plot_heatmap/deeptools_plot_heatmap/2.2.2.0  
python @2.7.10
deepTools @2.2.2

toolshed.g2.bx.psu.edu/repos/bgruening/sklearn_pairwise_metrics/sklearn_pairwise_metrics/1.0.7.12 
python @3.6
Galaxy-ML @0.7.12

toolshed.g2.bx.psu.edu/repos/iuc/circos/circos_bundlelinks/0.69.8+galaxy1 
circos @0.69.8
python @2.7
bcbiogff @0.6.4
biopython @1.70
pybigwig @0.3.13
circos-tools @0.23

toolshed.g2.bx.psu.edu/repos/iuc/variant_analyzer/mut2sscs/1.0.0  
python @2.7
matplotlib @1.4.0
pysam @0.15

toolshed.g2.bx.psu.edu/repos/iuc/macs2/macs2_predictd/2.1.0.20140616.0  
macs2 @2.1.0
numpy @1.7.1
scipy @0.12.0
R_3_0_1 @3.0.1
gnu_awk @4.1.0

toolshed.g2.bx.psu.edu/repos/iuc/snpsift/snpSift_caseControl/4.3+t.galaxy0  
snpsift @4.3.1t
coreutils @8.25
perl @5.26

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python @3.6
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hisat2 @2.0.0beta
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deeptools @2.5.0

toolshed.g2.bx.psu.edu/repos/bgruening/keras_model_builder/keras_model_builder/0.4.2  
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python @2.7.10
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toolshed.g2.bx.psu.edu/repos/nick/dunovo/align_families/2.0.6 
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python @3.6
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toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_plot_correlation/deeptools_plot_correlation/2.2.3.0  
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toolshed.g2.bx.psu.edu/repos/devteam/print_reads/gatk_print_reads/0.0.2 
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toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_plot_correlation/deeptools_plot_correlation/2.3.5.0  
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python @2.7.10
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toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_bigwig_compare/deeptools_bigwig_compare/2.2.3.0  
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toolshed.g2.bx.psu.edu/repos/bgruening/sklearn_feature_selection/sklearn_feature_selection/1.0.7.12 
python @3.6
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toolshed.g2.bx.psu.edu/repos/bgruening/sklearn_searchcv/sklearn_searchcv/1.0.7.12 
python @3.6
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toolshed.g2.bx.psu.edu/repos/bgruening/diffbind/diffbind/2.1.0  
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python @2.7.10
deepTools @2.3.5

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scipy @0.12.0
gnu_awk @4.1.0

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toolshed.g2.bx.psu.edu/repos/bgruening/keras_model_config/keras_model_config/0.4.2  
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toolshed.g2.bx.psu.edu/repos/bgruening/keras_batch_models/keras_batch_models/0.4.2  
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toolshed.g2.bx.psu.edu/repos/nick/dunovo/align_families/0.8.1 
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toolshed.g2.bx.psu.edu/repos/nick/dunovo/align_families/2.0.8 
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toolshed.g2.bx.psu.edu/repos/devteam/bowtie2/bowtie2/2.2.6  
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toolshed.g2.bx.psu.edu/repos/devteam/bowtie2/bowtie2/2.2.6.2  
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R_3_0_1 @3.0.1
gnu_awk @4.1.0

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deepTools @2.2.2

toolshed.g2.bx.psu.edu/repos/devteam/scatterplot/scatterplot_rpy/1.0.3  
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toolshed.g2.bx.psu.edu/repos/devteam/kraken2tax/Kraken2Tax/1.1  
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samtools @0.1.18
bowtie @0.12.7

toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_plot_pca/deeptools_plot_pca/2.2.2.0  
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deepTools @2.2.2

toolshed.g2.bx.psu.edu/repos/nick/dunovo/correct_barcodes/0.7 
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toolshed.g2.bx.psu.edu/repos/bgruening/sklearn_sample_generator/sklearn_sample_generator/1.0.7.12 
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toolshed.g2.bx.psu.edu/repos/tyty/structurefold/predict_pipeline/1.0  
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samtools @1.1

toolshed.g2.bx.psu.edu/repos/nick/duplex/align_families/0.3 
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toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_plot_profile/deeptools_plot_profile/2.5.0.0  
python @2.7.10
deeptools @2.5.0

toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_compute_gc_bias/deeptools_compute_gc_bias/2.2.2.0  
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deepTools @2.2.2

toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_bigwig_compare/deeptools_bigwig_compare/2.3.5.0  
python @2.7.10
deepTools @2.3.5

toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_plot_fingerprint/deeptools_plot_fingerprint/2.2.2.0  
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toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_plot_coverage/deeptools_plot_coverage/2.3.5.0  
python @2.7.10
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python @2.7
bcbiogff @0.6.4
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toolshed.g2.bx.psu.edu/repos/iuc/duplex_family_size_distribution/fsd/1.0.0  
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matplotlib @1.4.0

toolshed.g2.bx.psu.edu/repos/iuc/meme_meme/meme_meme/4.11.0.1 
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meme @4.11.0

toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_multi_bigwig_summary/deeptools_multi_bigwig_summary/2.3.6.0  
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toolshed.g2.bx.psu.edu/repos/nick/dunovo/correct_barcodes/2.0.8 
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toolshed.g2.bx.psu.edu/repos/bgruening/sklearn_build_pipeline/sklearn_build_pipeline/1.0.7.12 
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toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_bam_coverage/deeptools_bam_coverage/2.3.5.0  
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deepTools @2.3.5

toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_bam_pe_fragmentsize/deeptools_bam_pe_fragmentsize/2.3.6.0  
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deepTools @2.3.6

toolshed.g2.bx.psu.edu/repos/devteam/freebayes/freebayes/0.0.3  
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toolshed.g2.bx.psu.edu/repos/nick/dunovo/align_families/0.7 
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toolshed.g2.bx.psu.edu/repos/nick/dunovo/align_families/2.14  
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toolshed.g2.bx.psu.edu/repos/iuc/macs2/macs2_predictd/2.1.0.20151222.0  
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R @3.1.2
gnu_awk @4.1.0

toolshed.g2.bx.psu.edu/repos/iuc/macs2/macs2_filterdup/2.1.0.20140616.0 
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numpy @1.7.1
scipy @0.12.0

toolshed.g2.bx.psu.edu/repos/iuc/transit_tn5gaps/transit_tn5gaps/3.0.1+galaxy2  
transit @3.0.1
python @3.7

toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_plot_coverage/deeptools_plot_coverage/2.3.6.0  
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deepTools @2.3.6

toolshed.g2.bx.psu.edu/repos/devteam/bwa/bwa/0.1  
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toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_correct_gc_bias/deeptools_correct_gc_bias/2.2.3.0  
python @2.7.10
deepTools @2.2.3

toolshed.g2.bx.psu.edu/repos/iuc/transit_gumbel/transit_gumbel/3.0.1+galaxy1  
transit @3.0.1
python @3.7

toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_multi_bam_summary/deeptools_multi_bam_summary/2.2.3.0  
python @2.7.10
deepTools @2.2.3

toolshed.g2.bx.psu.edu/repos/bgruening/sklearn_model_fit/sklearn_model_fit/1.0.7.12 
python @3.6
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toolshed.g2.bx.psu.edu/repos/nick/dunovo/correct_barcodes/2.14  
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networkx @1.10
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toolshed.g2.bx.psu.edu/repos/iuc/sra_tools/fasterq_dump/2.10.4  
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samtools @1.9

toolshed.g2.bx.psu.edu/repos/devteam/bwa/bwa/0.7.12.1 
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samtools @1.2

toolshed.g2.bx.psu.edu/repos/bgruening/sklearn_clf_metrics/sklearn_clf_metrics/1.0.7.12 
python @3.6
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toolshed.g2.bx.psu.edu/repos/nick/dunovo/correct_barcodes/2.0.12  
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toolshed.g2.bx.psu.edu/repos/miller-lab/genome_diversity/gd_dpmix/1.2.0 
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matplotlib @1.2.1

toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_plot_heatmap/deeptools_plot_heatmap/2.3.6.0  
python @2.7.10
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toolshed.g2.bx.psu.edu/repos/devteam/picard/picard_CollectRnaSeqMetrics/1.136.0 
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toolshed.g2.bx.psu.edu/repos/devteam/table_recalibration/gatk_table_recalibration/0.0.5 
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samtools @0.1.18

toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_plot_enrichment/deeptools_plot_enrichment/2.5.0.0  
python @2.7.10
deeptools @2.5.0

toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_multi_bigwig_summary/deeptools_multi_bigwig_summary/2.3.5.0  
python @2.7.10
deepTools @2.3.5

toolshed.g2.bx.psu.edu/repos/bgruening/sklearn_nn_classifier/sklearn_nn_classifier/1.0.7.12 
python @3.6
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toolshed.g2.bx.psu.edu/repos/devteam/bwa/bwa/0.4.2  
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samtools @1.2

toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_plot_correlation/deeptools_plot_correlation/2.2.2.0  
python @2.7.10
deepTools @2.2.2

toolshed.g2.bx.psu.edu/repos/iuc/macs2/macs2_bdgcmp/2.1.0.20151222.0  
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numpy @1.7.1
scipy @0.12.0

toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_plot_fingerprint/deeptools_plot_fingerprint/2.5.0.0  
python @2.7.10
deeptools @2.5.0

toolshed.g2.bx.psu.edu/repos/iuc/circos/circos_gc_skew/0.69.8+galaxy1 
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python @2.7
bcbiogff @0.6.4
biopython @1.70
pybigwig @0.3.13
circos-tools @0.23

toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_plot_profile/deeptools_plot_profile/2.2.3.0  
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deepTools @2.2.3

toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_multi_bam_summary/deeptools_multi_bam_summary/2.2.2.0  
python @2.7.10
deepTools @2.2.2

toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_multi_bam_summary/deeptools_multi_bam_summary/2.3.5.0  
python @2.7.10
deepTools @2.3.5

toolshed.g2.bx.psu.edu/repos/nick/dunovo/align_families/2.15  
mafft @7.221
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toolshed.g2.bx.psu.edu/repos/nick/dunovo/correct_barcodes/2.0.9 
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toolshed.g2.bx.psu.edu/repos/nick/dunovo/correct_barcodes/2.0.6 
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toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_correct_gc_bias/deeptools_correct_gc_bias/2.3.5.0  
python @2.7.10
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toolshed.g2.bx.psu.edu/repos/iuc/macs2/macs2_refinepeak/2.1.0.20140616.0  
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scipy @0.12.0

toolshed.g2.bx.psu.edu/repos/nick/dunovo/correct_barcodes/0.8.1 
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samtools @0.1.18
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dunovo @0.8.1

toolshed.g2.bx.psu.edu/repos/nick/dunovo/align_families/2.0.12  
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toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_bigwig_compare/deeptools_bigwig_compare/2.2.2.0  
python @2.7.10
deepTools @2.2.2

toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_bam_pe_fragmentsize/deeptools_bam_pe_fragmentsize/2.2.3.0  
python @2.7.10
deepTools @2.2.3

toolshed.g2.bx.psu.edu/repos/bgruening/sklearn_generalized_linear/sklearn_generalized_linear/1.0.7.12 
python @3.6
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toolshed.g2.bx.psu.edu/repos/devteam/freebayes/freebayes/0.4.1  
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samtools @0.1.18

toolshed.g2.bx.psu.edu/repos/iuc/vegan_fisher_alpha/vegan_fisher_alpha/0.0.2  
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vegan @2.3-0

toolshed.g2.bx.psu.edu/repos/iuc/vegan_fisher_alpha/vegan_fisher_alpha/0.0.3  
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vegan @2.3-0

toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_plot_fingerprint/deeptools_plot_fingerprint/2.3.5.0  
python @2.7.10
deepTools @2.3.5

toolshed.g2.bx.psu.edu/repos/bgruening/sklearn_discriminant_classifier/sklearn_discriminant_classifier/1.0.7.12 
python @3.6
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toolshed.g2.bx.psu.edu/repos/iuc/deseq2/deseq2/2.1.8.4  
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r-gplots @2.17.0
r-rjson @0.2.15
bioconductor-deseq2 @1.10.1

toolshed.g2.bx.psu.edu/repos/iuc/snpeff/snpEff_build_gb/4.3+T.galaxy1 
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python @3.6
biopython @1.70
python-magic @0.4.15
libmagic @5.32

toolshed.g2.bx.psu.edu/repos/iuc/snpeff/snpEff_build_gb/4.3+T.galaxy2 
snpeff @4.3.1t
python @3.6
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@mvdbeek
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mvdbeek commented Jan 7, 2020

As I said in galaxyproject/tools-iuc#2773 (comment) I think we should wait with mass-building containers until the current issues are addressed ... but I guess since we need to rebuild quite some container it isn't a big deal to merge them at this point.

But some of the dependencies listed here are not in Conda, so those dependencies need to be adapted to their names and versions in Conda, if they are available there.

Finally this is going to take too long on the CI system, each combination should be a PR. You can use planemo container_register to automate this. It'll also automatically skip those dependencies that are not available in conda.

@bgruening
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bgruening commented Jan 7, 2020

@almahmoud there are multiple things wrong here imho.

We never intended to build for all tools in your list a container. There are very old tools included, predating conda for example. We tried 4 years back to build also the old ones, but decided against this and make a clear cut. So if you plan to replicated usegalaxy.org this will not work - as many tools are just too old. A good indicator is R as a dependency, this should not be the case.

There are many tools included that are not https://github.com/galaxyproject/planemo-monitor/ and hence does not get a container. Maybe for a good reason? Again older stuff?

I think it would help if you can create such a list of all recent tools and if then something is failing we need to find out why planemo-monitor is not catching those tools - and fix planemo monitor.

@almahmoud
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@bgruening Definitely. So this list was just a quick extraction from the new dependency visualization tool that @jmchilton added to 20.01. I assumed it probably won't be merged with everything, but figured it'd be a good place to start and go down from here rather than trying to build a list ourselves from scratch, as that process has not taken off that well and seems like it would take too long.
I guess some questions on how to move forward:

  • What is the cutoff for tools being "too old"? Or what can we do to filter this list to a reasonable one?
  • We would like to replicate Main more or less, but understand that it won't be exactly the same because of all the manual things that have gone into it throughout the years. At a minimum, it would be great to at least be able to run the GTN workflows and have a user be able to use this without too much hassle transitioning.
  • In terms of the tools, we are separately fixing individual tools for a select set of popular workflows, but it would also be great to have a (semi-)automated way of figuring out which (new) tools are missing containers. The UI component that John added is amazingly insightful but as long as it has unresolved containers on it that are not marked as deprecated or similar, but are also not expected to work (whether because they are too old or can't work in containers for any other reason), it undermines the idea behind it. ie, it would be great to learn how to filter the list to be representative of the tools that we are expecting to work in the end, so we can try to fix those and be set for the future as new tools are being added.

@bgruening
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We had a telco yesterday evening and discussed those points. @almahmoud is there anything missing? Can we close this PR?

@bgruening
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ping @almahmoud

@almahmoud almahmoud closed this Oct 8, 2020
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