Model catalogues and histograms of KSVZ axion models with multiple heavy quarks
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This record contains the files pertaining to the results mentioned in the linked work Plakkot & Hoof, <em>“Anomaly Ratio Distributions of KSVZ Axion Models with Multiple Heavy Quarks.”</em> The contents are: 4 histogram files 2 compressed <code>tar.gz</code> files containing detailed catalogues, 2 Python scripts to extract information from the files (requires Python 3 and the <code>numpy</code>, <code>matplotlib</code> and <code>h5py</code> packages) <strong>Histogram files</strong> The columns of the histogram files (listed below) correspond to the numerator of <em>E</em>, denominator of <em>E</em>, numerator of <em>N</em>, denominator of <em>N</em>, and the number of models (frequency) with that <em>E/N</em> ratio. The file <code>histogram_complete_NQ_1_to_9.txt</code> contains additional columns showing the number of models per entry for each <em>N<sub>Q</sub></em>. <code>histogram_all_LP_allowed_models.txt</code> for all LP-allowed models <code>histogram_additive_LP_allowed_models.txt</code> for LP-allowed additive models <code>histogram_same_reps_LP_allowed_models.txt</code> for LP-allowed additive models where all new quarks live on the same representation <code>histogram_complete_NQ_1_to_9.txt</code> for all possible models with <em>N<sub>Q</sub></em> ≤ 9, regardless of the LP criterion <strong>Catalogues</strong> The catalogues are contained in the two compressed <code>HDF5</code> files listed below. The catalogues contain groups for different <em>N<sub>Q</sub></em>, each with subgroups for numerators and denominators of E and N, model representation (as a list). The file <code>catalogue_additive_models_NQ_1_to_9.tar.gz</code> contains additionally the energy scale at which the first LP appears. The integers in the model lists represent the quark representations (integer <em>m</em> for the representation <em>r<sub>m</sub></em> in the text), and the negative signs indicate opposite PQ charge. <code>catalogue_additive_models_NQ_1_to_9.tar.gz</code> contains the catalogue for additive models with <em>N<sub>Q</sub></em> ≤ 9 (9 groups, 6 subgroups) <code>catalogue_all_LP_allowed_models.tar.gz</code> Contains catalogues for all LP-allowed models (28 groups, 5 subgroups) <strong>Scripts</strong> The two scripts are: <code>print_histogram_info.py</code> is a sample script to extract information from the histogram files. The default choice for <em>N<sub>Q</sub></em> can be adjusted by e.g. invoking <code>python print_histogram_info.py 5</code> for <em>N<sub>Q</sub></em> = 5 <code>read_catalogue.py</code> is a sample script to extract data from the catalogue files (which need to be unpacked first). The default settings can be overwritten by e.g. invoking <code>python read_catalogue.py 5 file.h5</code> for <em>N<sub>Q</sub></em> = 5 and the catalogues contained in <code>file.h5</code>
