AAclust.pre_select_scales

AAclust.pre_select_scales(df_scales, df_cat=None, cat_out=None, subcat_out=None)[source]

Pre-select scales by excluding AAontology categories and subcategories.

Metadata-only pre-filter (no clustering): drops the columns of df_scales whose AAontology category is in cat_out or whose subcategory is in subcat_out, based on df_cat. Intended as a preparation step before a redundancy reduction with AAclust.select_scales() or AAclust.filter_coverage().

Added in version 1.1.0.

Parameters:

df_scales (pd.DataFrame, shape (n_letters, n_scales)) – DataFrame with amino acid scales. Rows correspond to amino acids (one-letter codes) and columns to scale IDs.
df_cat (pd.DataFrame, optional) – DataFrame with the categorical information for each scale (columns ‘scale_id’, ‘category’, ‘subcategory’, ‘scale_name’). Defaults to the bundled scale categories.
cat_out (list of str, optional) – AAontology categories to exclude. Names must exist in the df_cat ‘category’ column.
subcat_out (list of str, optional) – AAontology subcategories to exclude. Names must exist in the df_cat ‘subcategory’ column.

Returns:

df_scales_pre – Subset of df_scales with the excluded categories/subcategories removed.

Return type:

pd.DataFrame, shape (n_letters, n_scales_kept)

See also

AAclust.select_scales(): Redundancy reduction by correlation threshold.
AAclust.filter_coverage(): Redundancy reduction guaranteeing subcategory coverage.

Examples

The AAclust().pre_select_scales() method narrows an amino acid scales DataFrame by AAontology metadata only — it drops the columns whose category is in cat_out or whose subcategory is in subcat_out, based on df_cat. No clustering happens here: it is the preparation step before a redundancy reduction with select_scales (correlation threshold) or filter_coverage (subcategory coverage).

import aaanalysis as aa
aa.options["verbose"] = False

# Load amino acid scales (rows = amino acids, columns = scale IDs)
df_scales = aa.load_scales()
aa.display_df(df_scales, n_rows=10, show_shape=True)

DataFrame shape: (20, 586)

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A	0.494000	0.230000	0.355000	0.504000	1.000000	0.512000	0.000000	0.249000	0.164000	0.476000	0.661000	0.565000	0.567000	0.863000	0.468000	0.943000	0.475000	0.691000	0.876000	0.264000	0.510000	0.112000	0.262000	0.118000	0.182000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.147000	0.222000	0.089000	0.627000	0.909000	0.174000	0.904000	0.346000	0.248000	0.425000	0.656000	0.298000	0.212000	0.321000	0.224000	0.237000	0.240000	0.144000	0.219000	0.124000	0.044000	0.200000	0.355000	0.346000	0.463000	0.420000	0.393000	0.500000	0.718000	0.460000	0.121000	0.286000	1.000000	0.707000	0.792000	0.752000	0.807000	0.589000	0.000000	0.503000	0.109000	0.717000	0.873000	0.585000	0.852000	0.405000	0.305000	0.552000	0.124000	0.141000	0.578000	0.182000	0.410000	0.000000	0.000000	0.000000	0.000000	0.000000	0.837000	0.757000	0.154000	0.024000	0.500000	0.562000	0.034000	0.725000	0.620000	0.813000	0.567000	0.273000	0.490000	0.427000	0.306000	0.381000	0.507000	0.321000	0.250000	0.169000	0.000000	0.395000	0.168000	0.551000	0.141000	0.453000	0.121000	0.141000	0.124000	0.908000	0.270000	0.336000	0.258000	0.101000	0.543000	0.482000	0.030000	0.141000	0.676000	0.125000	0.363000	0.778000	0.231000	0.967000	0.818000	0.815000	1.000000	0.964000	0.875000	0.248000	0.765000	0.260000	0.475000	0.370000	0.350000	0.386000	0.500000	0.629000	0.418000	0.392000	0.189000	0.700000	0.134000	0.453000	0.207000	0.999000	0.456000	0.106000	0.294000	0.000000	0.811000	0.306000	0.240000	0.860000	0.247000	0.250000	0.215000	0.369000	0.306000	0.361000	0.436000	0.802000	0.338000	0.113000	0.034000	0.294000	0.403000	0.102000	0.547000	0.289000	0.249000	0.221000	0.556000	0.420000	0.512000	0.360000	0.725000	0.521000	0.165000	0.850000	1.000000	0.329000	0.224000	0.310000	0.237000	0.385000	0.148000	0.829000	0.532000	0.601000	0.292000	0.451000	1.000000	1.000000	0.545000	0.397000	0.442000	0.771000	0.489000	0.555000	0.467000	0.406000	0.147000	0.212000	0.000000	0.646000	0.899000	0.826000	0.706000	0.752000	0.486000	0.567000	0.465000	0.838000	0.824000	0.250000	0.357000	0.276000	0.102000	0.667000	0.713000	0.630000	0.222000	0.248000	0.379000	0.261000	0.515000	0.437000	0.381000	0.605000	0.289000	0.347000	0.365000	0.411000	0.610000	0.598000	0.146000	0.324000	0.393000	0.561000	0.823000	0.942000	0.131000	0.811000	0.306000	0.257000	0.870000	0.211000	0.725000	1.000000	1.000000	0.842000	1.000000	0.931000	1.000000	0.826000	0.754000	0.859000	0.717000	0.699000	0.391000	0.289000	0.554000	0.343000	0.455000	0.207000	0.435000	0.423000	0.459000	0.613000	0.133000	0.174000	0.517000	0.451000	0.493000	0.229000	0.000000	0.358000	0.208000	0.261000	0.291000	0.230000	0.276000	0.421000	0.116000	0.114000	0.570000	0.579000	0.428000	0.217000	0.133000	1.000000	0.287000	0.136000	0.143000	0.000000	0.134000	1.000000	0.000000	0.266000	0.289000	0.427000	0.226000	0.024000	0.843000	0.480000	0.863000	0.888000	0.954000	0.345000	0.820000	0.441000	0.250000	0.250000	0.118000	0.391000	0.565000	0.207000	0.355000	0.706000	1.000000	0.667000	0.448000	0.318000	0.632000	0.324000	0.205000	0.500000	0.259000	0.921000	0.484000	0.983000	0.842000	0.229000	0.342000	0.333000	0.085000	0.093000	0.174000	0.184000	0.210000	0.101000	0.038000	0.147000	0.564000	0.168000	0.360000	0.308000	0.268000	0.653000	0.949000	0.225000	0.367000	0.788000	0.103000	0.282000	0.814000	0.436000	0.290000	0.294000	0.168000	0.491000	0.068000	0.097000	0.292000	0.414000	0.437000	0.617000	0.160000	0.295000	0.000000	0.162000	1.000000	0.896000	0.375000	0.522000	0.335000	0.608000	0.259000	0.980000	0.583000	0.403000	0.466000	0.506000	0.557000	0.971000	0.966000	0.378000	0.270000	0.443000	0.000000	0.404000	0.444000	0.420000	0.633000	0.542000	0.149000	0.248000	0.412000	0.561000	0.826000	0.724000	1.000000	0.840000	0.787000	0.776000	0.746000	0.995000	0.752000	0.143000	0.356000	0.474000	0.387000	1.000000	0.000000	0.404000	0.658000	0.508000	0.150000	0.144000	0.000000	0.617000	0.246000	0.175000	0.478000	0.375000	0.077000	1.000000	0.580000	0.386000	0.943000	0.976000	1.000000	1.000000	0.405000	0.345000	0.807000	0.749000	0.596000	0.510000	0.395000	0.330000	0.282000	0.077000	0.210000	0.266000	0.973000	0.775000	0.685000	0.905000	0.938000	0.257000	0.512000	0.758000	0.384000	0.725000	0.843000	1.000000	0.437000	0.734000	1.000000	0.965000	0.607000	0.000000	0.157000	0.154000	0.295000	0.471000	0.327000	0.468000	0.130000	0.064000	0.279000	0.378000	0.646000	0.474000	0.275000	0.441000	0.403000	0.308000	0.273000	0.357000	0.250000	0.435000	0.651000	0.659000	0.516000	0.209000	0.700000	0.000000	0.191000	0.221000	0.397000	0.439000	0.157000	0.141000	0.657000	0.979000	0.595000	0.378000	0.665000	0.211000	0.189000	0.946000	0.660000	0.616000	0.514000	0.496000	0.276000	0.378000	0.369000	0.477000	0.454000	0.446000	0.571000	0.688000	0.685000	0.500000	0.479000	0.492000	0.131000	0.588000	0.100000	0.083000	0.083000	0.000000	0.090000	0.111000	0.071000	0.458000	0.135000	0.863000	0.231000	0.697000	0.217000	0.089000	0.263000	0.000000	0.082000	0.429000	0.205000	0.952000	0.248000	0.000000	0.152000	0.265000	0.0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C	0.864000	0.404000	0.579000	0.387000	0.000000	0.233000	0.783000	0.205000	0.323000	0.936000	0.792000	0.000000	0.000000	0.767000	0.232000	0.950000	0.900000	0.819000	0.191000	1.000000	0.608000	0.313000	0.947000	0.588000	0.442000	0.500000	0.000000	0.000000	0.200000	0.000000	1.000000	0.300000	0.333000	0.013000	0.746000	1.000000	0.661000	0.138000	0.617000	0.450000	0.110000	0.607000	0.256000	0.459000	0.327000	0.455000	0.667000	0.072000	0.898000	0.139000	0.584000	0.658000	0.360000	0.767000	0.581000	0.564000	0.748000	0.647000	0.033000	0.376000	0.453000	0.818000	0.357000	0.219000	0.017000	0.927000	1.000000	0.723000	0.528000	0.017000	0.884000	0.357000	0.000000	0.691000	0.000000	0.164000	0.782000	0.422000	0.688000	0.301000	0.418000	0.578000	0.421000	0.809000	0.812000	0.000000	0.000000	0.000000	0.000000	0.645000	0.571000	0.154000	0.024000	0.300000	0.562000	0.034000	0.176000	1.000000	0.747000	0.337000	0.707000	0.540000	0.607000	0.324000	0.000000	0.471000	0.312000	0.333000	0.314000	1.000000	0.074000	0.311000	0.174000	0.000000	0.375000	0.592000	0.666000	0.431000	0.454000	0.986000	0.210000	0.024000	0.167000	0.510000	0.518000	0.008000	0.000000	1.000000	0.000000	1.000000	1.000000	0.403000	0.392000	0.078000	0.207000	0.111000	0.234000	0.312000	0.566000	0.302000	0.680000	0.143000	0.070000	0.480000	0.026000	0.500000	0.000000	0.000000	0.059000	0.307000	0.778000	0.190000	0.375000	0.371000	0.932000	0.132000	0.356000	0.559000	0.140000	0.621000	0.118000	0.267000	0.395000	0.469000	0.250000	0.185000	0.539000	0.268000	0.617000	0.778000	0.397000	0.775000	0.000000	0.189000	0.099000	0.459000	0.841000	0.318000	0.207000	0.531000	0.420000	0.370000	0.220000	0.907000	0.678000	0.341000	0.661000	0.506000	0.060000	0.446000	0.000000	0.300000	0.000000	0.303000	0.000000	0.248000	0.000000	0.210000	0.029000	0.020000	0.000000	0.029000	0.021000	0.252000	0.044000	0.111000	0.088000	0.139000	0.140000	1.000000	0.906000	0.000000	0.000000	0.081000	0.314000	0.751000	0.695000	0.701000	0.718000	0.439000	0.543000	0.000000	0.362000	0.143000	0.602000	0.527000	0.157000	0.898000	1.000000	0.656000	0.481000	0.374000	0.150000	0.408000	0.000000	0.491000	0.111000	0.165000	0.570000	0.511000	0.967000	1.000000	1.000000	0.801000	0.874000	0.832000	0.210000	1.000000	0.735000	0.136000	0.000000	0.106000	0.621000	0.118000	0.270000	0.739000	0.447000	0.000000	0.349000	0.430000	0.544000	0.424000	0.534000	0.574000	0.691000	0.645000	0.560000	0.526000	0.377000	0.195000	0.193000	0.297000	0.194000	0.000000	0.432000	0.559000	0.585000	0.788000	0.839000	0.676000	0.391000	0.517000	0.324000	0.960000	0.952000	0.816000	1.000000	0.507000	0.381000	0.369000	0.187000	0.297000	0.256000	0.388000	0.482000	0.882000	0.462000	0.281000	0.029000	0.170000	0.413000	0.000000	1.000000	0.349000	0.151000	1.000000	0.496000	0.000000	0.279000	0.421000	1.000000	0.659000	0.435000	0.817000	0.345000	0.589000	0.811000	0.886000	0.498000	0.919000	1.000000	0.188000	0.188000	0.147000	0.217000	0.391000	0.069000	0.355000	0.824000	0.267000	0.000000	0.241000	0.091000	0.526000	0.471000	0.103000	0.389000	0.148000	0.445000	0.387000	0.597000	0.962000	0.797000	0.747000	0.820000	0.889000	0.370000	1.000000	0.800000	0.000000	0.849000	0.635000	0.429000	1.000000	0.189000	0.174000	0.385000	0.258000	0.496000	0.620000	0.130000	0.893000	0.544000	0.337000	0.458000	0.204000	0.222000	0.822000	0.108000	0.618000	0.534000	0.415000	0.000000	0.285000	0.619000	0.521000	0.734000	0.201000	0.657000	0.000000	0.424000	0.796000	0.844000	0.929000	0.368000	0.116000	0.808000	0.074000	0.837000	0.658000	0.487000	1.000000	0.655000	0.680000	0.976000	0.929000	0.599000	0.482000	0.551000	0.028000	0.285000	0.000000	0.000000	0.000000	0.000000	0.070000	0.000000	0.000000	0.000000	0.239000	0.267000	0.242000	0.000000	0.104000	0.262000	0.219000	0.162000	0.234000	0.000000	0.000000	0.000000	0.349000	0.739000	0.143000	0.010000	0.051000	0.042000	0.183000	0.399000	0.420000	0.216000	0.059000	0.089000	0.584000	0.161000	0.154000	0.844000	0.467000	0.000000	0.000000	0.000000	0.000000	0.000000	0.124000	0.625000	1.000000	1.000000	1.000000	1.000000	1.000000	1.000000	1.000000	0.308000	0.586000	0.057000	0.203000	0.100000	0.022000	0.095000	0.111000	0.000000	0.000000	0.000000	0.037000	0.001000	0.017000	0.000000	0.054000	0.000000	0.000000	0.000000	0.062000	0.000000	0.238000	0.235000	0.656000	0.760000	0.388000	0.314000	1.000000	0.783000	0.072000	0.430000	0.792000	0.725000	0.866000	0.792000	0.888000	0.449000	0.273000	0.000000	0.246000	0.000000	0.000000	0.603000	0.000000	0.480000	0.000000	0.054000	0.514000	0.308000	0.897000	1.000000	0.294000	0.276000	0.267000	0.837000	0.616000	0.151000	0.090000	0.000000	0.204000	0.961000	0.763000	0.680000	1.000000	1.000000	0.453000	0.818000	0.755000	0.598000	0.700000	0.725000	0.239000	0.403000	0.389000	0.029000	0.000000	0.016000	0.106000	0.000000	0.200000	0.167000	0.167000	0.143000	0.210000	0.111000	0.214000	0.611000	0.420000	0.557000	0.462000	0.697000	0.217000	0.471000	0.579000	0.500000	0.344000	1.000000	0.863000	0.952000	0.776000	0.500000	0.433000	0.626000	0.032000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.034000	0.000000	0.030000	0.000000	0.000000	0.105000	0.361000	0.115000	0.279000	0.222000	0.174000	0.000000	0.449000	0.273000	0.346000	0.285000	0.416000	1.000000
D	1.000000	0.174000	0.000000	0.000000	0.404000	0.233000	1.000000	0.867000	0.324000	0.191000	0.276000	0.216000	0.358000	0.863000	0.000000	0.961000	1.000000	0.745000	0.402000	0.213000	0.745000	0.257000	0.601000	0.608000	0.397000	0.500000	0.500000	0.000000	0.400000	1.000000	0.000000	0.339000	0.417000	0.405000	0.237000	0.182000	0.908000	0.468000	0.128000	0.963000	0.790000	0.333000	0.529000	0.529000	0.019000	0.288000	0.699000	0.704000	0.881000	0.337000	0.933000	0.246000	0.754000	0.000000	0.169000	0.033000	0.046000	0.034000	0.000000	0.410000	0.381000	0.768000	0.286000	0.575000	0.759000	0.045000	0.029000	0.418000	0.191000	0.190000	0.010000	0.449000	0.554000	0.905000	0.546000	0.098000	0.074000	0.382000	0.615000	0.344000	0.465000	0.578000	0.486000	0.517000	1.000000	0.250000	1.000000	0.000000	1.000000	1.000000	0.429000	1.000000	0.081000	0.000000	0.375000	0.021000	0.516000	0.240000	0.813000	0.452000	0.020000	0.290000	0.282000	0.759000	0.762000	0.735000	0.587000	0.000000	0.304000	0.502000	1.000000	0.305000	0.720000	1.000000	1.000000	0.293000	0.364000	0.314000	0.532000	0.041000	0.839000	0.131000	0.895000	0.642000	0.637000	0.288000	0.515000	0.225000	0.562000	0.077000	0.444000	0.175000	0.692000	0.494000	0.663000	0.622000	0.495000	0.542000	0.159000	0.432000	0.000000	0.443000	1.000000	0.508000	0.026000	0.000000	0.753000	0.696000	0.490000	0.275000	0.111000	0.041000	0.922000	0.535000	0.993000	0.186000	0.472000	0.235000	0.140000	0.547000	0.094000	0.667000	0.523000	0.037000	0.765000	1.000000	0.057000	0.094000	0.038000	0.000000	0.380000	0.141000	0.567000	0.215000	0.307000	0.648000	0.282000	0.274000	0.184000	0.122000	0.138000	0.852000	0.700000	0.140000	0.140000	0.407000	0.471000	0.541000	0.486000	0.419000	0.075000	0.000000	0.038000	0.000000	0.188000	0.069000	0.286000	0.093000	0.009000	0.008000	0.138000	0.695000	0.544000	0.637000	0.425000	0.012000	0.536000	0.633000	0.041000	0.000000	0.006000	0.000000	0.782000	0.501000	0.896000	0.755000	0.572000	0.000000	1.000000	0.342000	0.986000	0.317000	0.488000	0.440000	0.136000	0.240000	0.622000	0.939000	0.143000	0.484000	0.444000	0.040000	0.389000	0.146000	0.917000	0.734000	0.429000	0.597000	1.000000	0.017000	0.040000	0.088000	0.137000	0.000000	0.423000	0.055000	0.137000	0.023000	0.714000	0.585000	0.820000	0.806000	0.547000	0.094000	0.671000	0.478000	0.079000	0.510000	0.825000	0.710000	0.684000	0.514000	0.718000	0.391000	0.536000	0.340000	0.272000	0.260000	0.356000	0.207000	0.566000	0.475000	0.537000	0.491000	0.000000	0.011000	0.098000	0.329000	0.496000	0.362000	0.652000	0.663000	0.745000	0.760000	0.566000	0.158000	0.274000	0.799000	0.619000	0.735000	0.503000	0.611000	0.815000	0.727000	0.614000	0.527000	0.786000	0.684000	0.646000	0.615000	0.348000	0.923000	0.308000	0.365000	0.344000	0.534000	0.764000	0.331000	0.584000	0.000000	0.509000	0.308000	0.159000	0.312000	0.345000	0.619000	0.811000	0.886000	0.525000	0.573000	0.150000	0.688000	0.688000	0.588000	0.217000	1.000000	0.621000	0.097000	0.235000	0.467000	0.259000	0.172000	0.273000	0.263000	0.118000	0.179000	0.722000	0.519000	0.555000	0.813000	0.657000	0.631000	0.051000	0.234000	0.099000	0.778000	0.759000	0.674000	0.432000	0.448000	0.790000	0.000000	0.216000	0.256000	0.780000	0.675000	0.615000	0.206000	0.091000	0.049000	0.000000	0.347000	0.146000	0.909000	0.000000	0.451000	0.605000	0.000000	0.244000	0.697000	0.945000	0.215000	1.000000	0.478000	0.979000	0.976000	0.225000	0.340000	1.000000	0.000000	0.738000	0.241000	0.870000	0.107000	0.302000	0.097000	0.000000	1.000000	0.402000	1.000000	0.720000	0.766000	0.506000	0.574000	0.932000	0.934000	0.082000	0.208000	0.453000	0.956000	0.000000	0.000000	0.728000	0.711000	0.952000	1.000000	1.000000	0.431000	0.723000	0.484000	0.276000	0.455000	0.520000	0.451000	0.285000	0.314000	0.476000	0.428000	0.152000	0.658000	0.520000	0.833000	0.754000	0.164000	0.828000	0.949000	0.746000	0.800000	0.395000	0.270000	0.831000	0.274000	0.337000	0.204000	0.268000	0.923000	0.844000	0.986000	0.715000	0.648000	0.595000	0.400000	0.302000	0.202000	0.446000	0.290000	0.371000	0.319000	0.310000	0.310000	0.453000	0.824000	0.923000	0.401000	0.775000	0.473000	0.475000	0.217000	0.581000	0.494000	0.415000	0.655000	0.896000	0.606000	0.198000	0.182000	0.365000	0.062000	0.486000	0.589000	0.667000	0.478000	0.000000	0.311000	0.321000	1.000000	0.021000	0.290000	0.023000	0.316000	0.246000	0.793000	0.207000	0.156000	0.000000	0.008000	0.141000	0.474000	1.000000	1.000000	0.265000	0.091000	0.295000	0.565000	0.402000	0.404000	0.271000	0.419000	0.065000	0.110000	0.330000	0.114000	0.294000	0.317000	0.399000	0.914000	0.459000	0.224000	0.692000	0.897000	0.545000	0.464000	0.515000	0.433000	0.028000	0.057000	0.016000	0.000000	0.000000	0.000000	0.000000	0.002000	0.000000	1.000000	0.912000	0.907000	0.786000	0.803000	0.825000	0.806000	0.746000	0.400000	0.333000	0.333000	0.429000	0.466000	0.333000	0.429000	0.733000	0.777000	0.293000	0.739000	0.473000	0.478000	0.462000	0.579000	0.438000	0.443000	0.566000	0.889000	0.952000	0.683000	0.247000	0.451000	0.020000	0.636000	0.588000	0.200000	0.754000	0.800000	0.761000	0.809000	0.654000	0.192000	0.800000	0.896000	0.893000	0.848000	0.523000	0.186000	0.642000	0.703000	0.881000	0.658000	1.000000	1.000000	0.583000	0.889000	0.720000	0.556000	1.000000	1.000000	0.875000	0.919000	0.796000	0.440000
E	0.420000	0.177000	0.019000	0.032000	0.713000	0.000000	0.267000	0.811000	0.488000	0.106000	0.140000	0.072000	0.212000	0.824000	0.261000	0.957000	0.407000	0.745000	1.000000	0.186000	0.667000	0.369000	0.561000	0.245000	0.017000	0.500000	0.500000	0.667000	0.600000	1.000000	0.000000	0.518000	0.639000	0.392000	0.288000	0.136000	0.248000	1.000000	0.000000	0.440000	1.000000	0.678000	0.579000	0.253000	0.000000	0.096000	0.397000	0.328000	0.110000	0.163000	0.360000	0.096000	0.291000	0.239000	0.000000	0.110000	0.003000	0.000000	0.200000	1.000000	0.007000	0.162000	0.643000	0.644000	0.724000	0.022000	0.000000	0.458000	0.285000	0.300000	0.055000	0.558000	0.428000	0.974000	0.576000	0.459000	0.114000	0.372000	0.750000	0.468000	0.679000	0.578000	0.404000	0.640000	0.500000	0.250000	1.000000	0.000000	1.000000	0.963000	0.857000	0.423000	0.081000	0.000000	0.375000	0.043000	0.945000	0.760000	0.886000	1.000000	0.000000	0.000000	0.000000	0.361000	0.190000	0.728000	0.431000	0.000000	0.482000	0.335000	0.914000	0.479000	0.732000	0.953000	1.000000	0.398000	0.463000	0.447000	0.979000	0.000000	0.469000	0.190000	0.232000	0.576000	0.914000	0.095000	0.602000	0.183000	0.625000	0.055000	0.407000	0.178000	0.842000	0.623000	0.565000	0.556000	0.539000	1.000000	0.000000	0.667000	0.089000	0.693000	0.767000	0.512000	0.026000	0.000000	0.742000	0.717000	0.569000	0.426000	0.111000	0.055000	0.922000	0.707000	0.969000	0.172000	0.661000	0.529000	0.140000	0.968000	0.129000	0.387000	1.000000	0.000000	0.424000	0.000000	0.149000	0.132000	0.150000	0.214000	1.000000	0.000000	0.245000	0.056000	0.266000	0.428000	0.406000	0.000000	0.000000	0.230000	0.227000	0.889000	0.780000	0.163000	0.162000	1.000000	0.000000	0.200000	0.609000	0.717000	0.112000	0.059000	0.097000	0.090000	0.156000	0.000000	0.378000	0.156000	0.007000	0.057000	0.411000	0.897000	0.852000	0.837000	0.526000	0.000000	0.918000	0.646000	0.041000	0.131000	0.055000	0.000000	0.756000	0.499000	0.868000	0.665000	0.441000	0.518000	0.859000	0.490000	0.808000	0.518000	1.000000	1.000000	0.000000	0.000000	0.228000	0.204000	0.690000	1.000000	0.901000	0.051000	0.000000	0.000000	0.239000	0.538000	0.135000	0.381000	0.890000	0.261000	0.091000	0.127000	0.153000	0.358000	0.383000	0.351000	0.256000	0.074000	0.444000	0.551000	0.902000	0.743000	0.968000	0.129000	0.401000	0.783000	0.132000	0.451000	0.921000	0.878000	0.833000	0.833000	0.824000	0.817000	0.781000	0.754000	0.665000	0.462000	0.404000	0.264000	0.434000	0.653000	0.478000	0.227000	0.018000	0.306000	0.265000	0.239000	0.321000	0.286000	0.457000	0.652000	0.471000	0.533000	0.217000	0.026000	0.326000	0.299000	0.327000	0.398000	0.325000	0.360000	0.462000	0.512000	0.561000	0.871000	0.759000	0.741000	0.571000	0.830000	0.902000	0.916000	0.194000	0.246000	0.369000	0.423000	0.959000	0.000000	0.185000	0.114000	0.586000	0.339000	0.118000	0.409000	0.138000	0.495000	0.452000	0.436000	0.673000	0.614000	0.161000	0.438000	0.438000	0.088000	0.826000	0.739000	1.000000	0.161000	0.412000	0.333000	0.407000	0.241000	0.727000	0.789000	0.235000	0.077000	0.389000	0.259000	1.000000	1.000000	0.833000	0.849000	0.000000	0.000000	0.613000	0.111000	0.231000	0.212000	0.136000	0.029000	0.092000	0.096000	0.315000	0.256000	0.690000	0.704000	1.000000	0.210000	0.223000	0.000000	0.050000	0.222000	0.622000	0.077000	0.028000	1.000000	0.322000	0.126000	0.198000	0.249000	0.324000	0.067000	0.000000	0.326000	0.323000	0.608000	0.531000	0.228000	0.046000	0.000000	0.634000	0.172000	0.831000	0.125000	0.187000	0.329000	0.142000	0.938000	0.436000	0.935000	0.638000	0.445000	0.524000	0.402000	0.975000	0.935000	0.000000	0.212000	0.557000	0.960000	0.056000	0.025000	1.000000	0.700000	0.614000	0.456000	0.471000	1.000000	1.000000	1.000000	0.624000	0.958000	1.000000	0.823000	0.509000	0.805000	1.000000	0.807000	0.209000	0.548000	0.600000	0.684000	0.826000	0.133000	0.960000	0.969000	1.000000	0.867000	0.000000	0.048000	0.622000	0.239000	0.182000	0.000000	0.268000	0.923000	0.876000	0.873000	1.000000	0.716000	0.595000	0.621000	0.556000	0.182000	0.500000	0.177000	0.263000	0.183000	0.163000	0.107000	0.291000	0.540000	0.769000	0.031000	0.689000	0.500000	0.600000	0.304000	0.797000	0.716000	1.000000	1.000000	0.588000	0.833000	0.240000	0.194000	0.148000	0.054000	1.000000	0.840000	0.384000	0.634000	0.183000	0.461000	0.473000	0.046000	0.092000	0.304000	0.218000	0.355000	0.419000	0.883000	0.296000	0.198000	0.137000	0.061000	0.000000	0.336000	0.718000	0.857000	0.524000	0.404000	0.781000	0.591000	0.290000	0.610000	0.632000	0.875000	0.059000	0.136000	0.368000	0.065000	0.242000	0.459000	0.513000	0.707000	0.435000	0.306000	0.797000	0.877000	0.583000	0.404000	0.559000	0.467000	0.043000	0.086000	0.035000	0.028000	0.146000	0.202000	0.285000	0.316000	0.233000	0.722000	0.918000	0.907000	0.871000	0.859000	0.857000	0.744000	0.841000	0.500000	0.417000	0.417000	0.571000	0.541000	0.444000	0.571000	0.764000	0.776000	0.396000	0.769000	0.311000	0.478000	0.626000	0.684000	0.625000	0.541000	0.544000	0.893000	0.952000	0.710000	0.152000	0.616000	0.150000	0.701000	0.804000	0.400000	0.923000	0.911000	0.870000	0.894000	0.850000	0.442000	0.880000	0.979000	1.000000	0.870000	0.830000	0.349000	0.940000	0.946000	0.810000	0.947000	0.998000	0.802000	0.542000	0.889000	0.732000	0.593000	0.718000	0.857000	0.853000	0.913000	1.000000	0.681000
F	0.877000	0.762000	0.601000	0.670000	0.574000	1.000000	0.267000	0.076000	0.783000	1.000000	0.957000	0.973000	0.903000	0.050000	0.697000	0.941000	0.871000	1.000000	0.474000	0.354000	0.686000	0.709000	0.462000	0.118000	0.354000	0.500000	0.500000	0.667000	0.800000	0.000000	1.000000	0.800000	0.750000	0.076000	0.831000	0.636000	0.119000	0.596000	0.759000	0.174000	0.085000	0.601000	0.488000	0.518000	0.723000	0.705000	0.000000	0.000000	0.136000	0.097000	0.292000	0.105000	0.189000	0.997000	0.798000	0.656000	0.764000	0.844000	0.567000	0.564000	0.647000	0.576000	0.857000	0.315000	0.198000	0.713000	0.898000	0.952000	0.936000	0.110000	0.965000	0.698000	0.639000	0.513000	0.362000	0.557000	0.859000	0.702000	0.740000	0.729000	0.444000	0.578000	0.878000	0.781000	0.250000	0.000000	0.000000	0.000000	0.000000	0.757000	0.786000	0.154000	0.024000	0.300000	0.562000	0.373000	0.549000	0.380000	0.120000	0.404000	0.586000	0.970000	0.726000	0.130000	0.571000	0.140000	0.119000	0.883000	0.772000	0.000000	0.037000	0.772000	0.000000	0.203000	0.141000	0.544000	0.602000	0.361000	0.688000	0.676000	0.259000	0.024000	0.338000	0.351000	0.155000	0.083000	0.114000	0.775000	0.062000	0.473000	0.852000	0.761000	0.542000	0.338000	0.283000	0.333000	0.336000	0.552000	0.593000	0.611000	0.627000	0.020000	0.220000	0.437000	0.427000	0.500000	0.472000	0.139000	0.039000	0.794000	0.811000	0.655000	0.141000	0.798000	0.969000	0.078000	0.733000	0.853000	0.682000	0.579000	0.800000	0.120000	0.512000	0.679000	0.235000	0.000000	0.603000	0.434000	0.609000	0.648000	0.603000	0.761000	0.191000	0.056000	0.117000	0.182000	0.691000	0.947000	0.836000	0.826000	0.862000	0.000000	0.000000	1.000000	1.000000	0.659000	0.860000	0.000000	0.318000	0.306000	0.382000	0.806000	0.355000	0.724000	0.465000	0.834000	0.536000	1.000000	0.564000	0.346000	0.316000	0.246000	0.236000	0.295000	0.233000	0.288000	0.347000	0.370000	0.655000	0.553000	0.968000	0.735000	0.259000	0.557000	0.204000	0.305000	0.216000	0.823000	0.684000	0.497000	0.413000	0.449000	0.575000	0.582000	0.614000	0.752000	0.307000	0.173000	0.381000	0.451000	0.346000	0.657000	0.903000	0.621000	0.833000	0.278000	0.008000	0.410000	0.040000	0.989000	0.616000	0.628000	0.726000	0.708000	0.509000	0.659000	0.815000	0.584000	0.000000	0.340000	0.698000	0.000000	0.579000	0.800000	0.125000	0.870000	0.763000	0.588000	0.778000	0.374000	0.798000	0.569000	0.786000	0.680000	0.883000	0.764000	0.749000	0.561000	0.610000	0.483000	0.289000	0.446000	0.149000	0.655000	0.703000	0.683000	0.735000	0.667000	0.723000	0.429000	0.467000	0.506000	0.186000	0.680000	0.542000	0.895000	0.232000	0.181000	0.173000	0.301000	0.117000	0.230000	0.313000	0.455000	0.298000	0.849000	0.024000	0.000000	0.009000	0.133000	0.370000	0.000000	0.242000	0.651000	0.323000	0.426000	0.854000	0.325000	0.004000	0.798000	0.539000	0.197000	0.154000	0.902000	0.890000	0.463000	0.865000	0.750000	0.842000	0.919000	0.965000	0.562000	0.562000	0.029000	0.087000	0.261000	0.069000	0.613000	0.471000	0.667000	0.704000	1.000000	0.818000	0.053000	0.206000	0.128000	0.000000	0.444000	0.622000	0.265000	0.853000	0.820000	0.644000	0.703000	0.396000	0.359000	0.472000	0.250000	0.608000	0.057000	0.328000	0.769000	0.811000	0.923000	0.000000	0.000000	0.538000	0.887000	0.612000	0.511000	0.929000	0.529000	0.813000	0.233000	1.000000	0.584000	0.444000	0.581000	0.000000	0.618000	0.404000	0.092000	0.395000	0.130000	0.456000	0.269000	0.023000	0.920000	0.749000	1.000000	0.000000	0.635000	0.416000	1.000000	0.297000	1.000000	1.000000	0.012000	0.859000	0.000000	0.739000	0.514000	0.667000	0.680000	0.929000	0.934000	0.601000	0.896000	0.898000	0.007000	0.339000	1.000000	0.568000	0.789000	0.422000	0.263000	0.488000	0.314000	0.310000	0.613000	0.648000	0.491000	0.587000	0.402000	0.598000	0.680000	0.346000	0.759000	0.261000	0.521000	0.331000	0.535000	0.812000	0.095000	0.056000	0.311000	0.000000	0.000000	0.303000	0.301000	0.161000	0.065000	0.066000	0.814000	0.018000	0.000000	0.893000	0.340000	0.367000	0.307000	0.286000	0.350000	0.294000	0.950000	0.726000	0.920000	0.915000	0.871000	0.837000	0.776000	0.673000	0.547000	0.000000	0.228000	0.041000	0.311000	0.325000	0.413000	0.365000	0.247000	0.125000	0.128000	0.082000	0.092000	0.344000	0.321000	0.475000	0.373000	0.350000	0.325000	0.318000	0.348000	0.000000	0.781000	0.778000	0.749000	0.665000	1.000000	1.000000	0.153000	0.543000	0.000000	0.933000	0.823000	0.968000	1.000000	0.839000	0.689000	0.000000	0.182000	0.655000	0.536000	0.731000	0.578000	0.999000	0.712000	0.524000	0.697000	0.317000	0.890000	0.838000	0.967000	0.782000	0.772000	0.774000	0.407000	0.859000	0.741000	0.041000	0.342000	0.158000	0.089000	1.000000	0.983000	1.000000	0.743000	0.666000	1.000000	0.860000	0.848000	1.000000	1.000000	0.950000	0.041000	0.021000	0.019000	0.057000	0.000000	0.000000	0.000000	0.140000	0.700000	0.667000	0.583000	0.714000	0.631000	0.667000	0.786000	0.802000	1.000000	0.208000	0.981000	0.139000	0.739000	0.707000	0.895000	0.562000	0.672000	0.429000	0.821000	0.952000	0.842000	0.169000	0.744000	0.973000	0.026000	0.082000	0.133000	0.000000	0.067000	0.087000	0.000000	0.159000	0.288000	0.000000	0.125000	0.125000	0.000000	0.193000	0.326000	0.045000	0.108000	0.143000	0.184000	0.066000	0.068000	0.049000	0.189000	0.000000	0.148000	0.000000	0.182000	0.000000	0.029000	0.186000	0.017000
G	0.025000	0.026000	0.138000	0.170000	0.309000	0.233000	1.000000	1.000000	0.000000	0.388000	0.513000	0.274000	0.374000	0.939000	0.120000	0.959000	0.000000	0.596000	0.000000	0.336000	0.000000	0.000000	0.240000	0.912000	0.470000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.063000	0.593000	0.818000	1.000000	0.000000	0.286000	1.000000	0.160000	0.230000	0.884000	0.871000	0.176000	0.218000	0.744000	0.992000	0.500000	0.250000	0.994000	0.868000	0.766000	0.173000	0.132000	0.113000	0.193000	0.115000	0.133000	0.077000	0.144000	0.909000	0.000000	0.973000	0.267000	0.494000	0.620000	0.771000	0.447000	0.000000	0.503000	0.000000	0.675000	0.855000	0.624000	0.869000	0.310000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.062000	0.000000	0.000000	0.000000	0.000000	0.663000	0.000000	0.154000	0.049000	0.100000	0.875000	0.014000	0.000000	0.020000	0.235000	0.000000	0.374000	0.490000	0.427000	0.861000	0.952000	0.654000	0.798000	0.000000	0.000000	0.269000	0.506000	0.000000	0.608000	0.156000	0.531000	0.000000	0.000000	0.000000	0.135000	0.054000	1.000000	0.321000	1.000000	0.000000	0.342000	1.000000	0.103000	0.690000	0.062000	0.385000	0.778000	0.027000	0.967000	0.779000	0.272000	0.889000	1.000000	0.115000	0.310000	0.198000	0.308000	0.889000	0.793000	0.472000	0.499000	0.500000	0.966000	0.704000	0.392000	0.000000	0.456000	0.300000	0.531000	0.000000	0.000000	1.000000	0.000000	0.000000	0.000000	0.042000	0.329000	0.820000	0.035000	0.284000	0.917000	0.769000	0.149000	0.217000	0.105000	0.325000	0.000000	0.493000	0.110000	1.000000	1.000000	0.063000	0.000000	0.531000	0.273000	0.188000	0.177000	0.852000	0.560000	0.581000	0.264000	0.099000	0.471000	0.906000	0.712000	0.857000	0.323000	0.291000	0.271000	0.259000	0.480000	0.348000	0.754000	0.600000	0.516000	0.210000	1.000000	0.766000	0.696000	0.734000	0.653000	0.363000	0.721000	1.000000	0.360000	0.364000	0.262000	0.000000	0.207000	0.083000	0.566000	1.000000	1.000000	0.377000	0.843000	0.519000	0.638000	0.866000	0.000000	0.022000	0.398000	0.302000	1.000000	1.000000	0.119000	0.000000	0.000000	0.202000	0.354000	0.301000	1.000000	1.000000	0.992000	0.878000	0.785000	0.089000	0.283000	0.305000	0.347000	1.000000	0.509000	0.201000	0.227000	0.430000	0.801000	1.000000	0.904000	0.169000	0.042000	0.329000	0.822000	0.435000	0.026000	0.451000	0.000000	0.318000	0.000000	0.021000	0.000000	0.243000	0.528000	0.498000	0.476000	0.509000	0.301000	0.368000	0.783000	0.693000	0.910000	1.000000	0.820000	0.247000	0.222000	0.324000	0.679000	0.629000	1.000000	0.966000	0.676000	0.373000	0.795000	0.289000	0.737000	0.444000	0.885000	0.828000	0.564000	0.485000	0.487000	0.264000	0.439000	0.462000	0.859000	0.652000	0.351000	0.644000	0.000000	0.570000	0.264000	0.000000	1.000000	0.634000	0.171000	1.000000	0.854000	0.158000	0.603000	1.000000	0.604000	0.799000	0.345000	1.000000	0.868000	1.000000	0.194000	0.803000	0.303000	0.812000	0.812000	0.500000	0.000000	0.261000	0.069000	0.129000	0.235000	0.133000	0.185000	0.172000	0.045000	0.000000	0.059000	1.000000	0.611000	0.222000	0.000000	0.000000	0.533000	0.508000	0.068000	0.266000	0.027000	1.000000	0.287000	0.962000	0.952000	0.914000	1.000000	0.288000	0.000000	0.513000	0.211000	0.454000	0.000000	0.032000	0.000000	1.000000	0.272000	0.421000	0.000000	0.000000	0.198000	0.000000	0.166000	0.217000	0.229000	0.882000	0.467000	1.000000	0.148000	1.000000	0.961000	0.143000	0.455000	0.000000	0.040000	0.000000	0.231000	0.637000	0.935000	0.179000	0.346000	0.471000	0.892000	0.370000	1.000000	0.835000	0.000000	0.494000	0.423000	0.525000	0.980000	0.967000	0.322000	0.033000	0.000000	0.000000	0.400000	0.175000	0.716000	0.933000	0.795000	0.491000	0.504000	0.142000	0.084000	0.265000	0.162000	0.103000	0.027000	0.055000	0.117000	0.077000	0.162000	0.441000	1.000000	0.562000	0.406000	0.610000	0.696000	0.204000	0.641000	1.000000	0.712000	0.167000	0.560000	0.639000	0.644000	0.443000	0.393000	0.519000	1.000000	0.692000	0.723000	0.797000	0.557000	1.000000	1.000000	0.286000	0.302000	0.000000	0.310000	0.577000	0.561000	0.410000	0.333000	0.210000	0.171000	0.143000	0.615000	1.000000	0.627000	0.865000	0.688000	0.565000	0.797000	0.691000	0.492000	0.605000	0.971000	0.433000	0.477000	0.539000	0.875000	0.256000	0.749000	0.830000	1.000000	0.503000	0.000000	0.000000	0.000000	0.040000	0.275000	0.348000	0.161000	0.114000	0.189000	0.189000	0.178000	0.465000	0.140000	0.000000	0.182000	0.776000	0.538000	0.571000	0.109000	0.000000	0.356000	0.292000	0.611000	0.210000	0.256000	0.059000	0.139000	0.000000	0.000000	0.049000	0.378000	0.000000	0.000000	0.982000	1.000000	0.578000	0.410000	0.832000	0.203000	0.207000	0.931000	0.557000	0.501000	0.429000	0.465000	0.193000	0.352000	0.319000	0.305000	0.262000	0.352000	0.685000	0.809000	0.796000	0.671000	0.662000	0.492000	0.169000	0.609000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.863000	0.000000	0.393000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.952000	0.000000	0.000000	0.000000	0.014000	0.149000	0.144000	0.133000	0.123000	0.422000	0.565000	0.298000	0.140000	0.115000	0.147000	0.521000	0.714000	0.370000	0.000000	0.023000	0.045000	0.189000	0.310000	0.053000	0.565000	0.328000	0.230000	0.544000	0.608000	0.222000	0.538000	0.571000	0.191000	0.221000	0.481000	0.112000
H	0.840000	0.230000	0.082000	0.053000	0.574000	0.651000	0.633000	0.112000	0.561000	0.579000	0.670000	0.243000	0.508000	0.893000	0.310000	0.962000	0.830000	0.851000	0.670000	0.000000	0.686000	0.562000	0.313000	0.471000	0.514000	0.500000	0.500000	0.667000	0.600000	0.000000	1.000000	0.589000	0.667000	0.316000	0.271000	0.091000	0.440000	0.457000	0.376000	0.440000	0.145000	0.967000	0.727000	1.000000	0.120000	0.321000	0.308000	0.416000	0.822000	0.118000	0.449000	0.009000	0.274000	0.860000	0.489000	0.404000	0.291000	0.475000	0.233000	0.855000	0.000000	0.475000	0.786000	0.096000	0.414000	0.478000	0.562000	0.546000	0.583000	0.099000	0.126000	0.620000	0.596000	0.473000	0.358000	0.000000	0.350000	0.714000	0.667000	0.577000	0.550000	0.578000	0.815000	0.573000	0.562000	0.250000	0.250000	1.000000	0.000000	0.499000	0.643000	0.154000	0.024000	0.500000	0.562000	0.021000	0.769000	0.540000	0.608000	0.413000	0.242000	0.700000	0.513000	0.296000	0.457000	0.324000	0.349000	0.000000	0.554000	0.211000	0.679000	0.557000	0.402000	0.422000	0.453000	0.788000	0.944000	0.538000	0.553000	0.541000	0.371000	0.091000	0.469000	0.530000	0.000000	0.189000	0.402000	0.437000	0.362000	0.165000	0.630000	0.231000	0.533000	0.117000	0.717000	0.133000	0.092000	0.615000	0.345000	0.568000	0.308000	0.234000	0.396000	0.358000	0.581000	0.500000	0.618000	0.635000	0.294000	0.543000	0.144000	0.124000	0.453000	0.742000	0.969000	0.233000	0.667000	0.529000	0.140000	0.737000	0.518000	0.180000	0.849000	0.235000	0.265000	0.092000	0.376000	0.043000	0.526000	0.270000	0.430000	0.620000	0.613000	0.114000	0.078000	0.220000	0.513000	0.421000	0.324000	0.164000	0.044000	0.407000	0.380000	0.581000	0.376000	0.725000	0.446000	0.212000	0.106000	0.155000	0.089000	0.424000	0.079000	0.401000	0.116000	0.403000	0.082000	0.273000	0.002000	0.034000	0.033000	0.243000	0.161000	0.167000	0.142000	0.005000	0.144000	0.000000	0.012000	0.426000	0.559000	0.147000	0.424000	0.391000	0.555000	0.464000	0.253000	0.332000	0.743000	0.164000	0.814000	0.459000	0.875000	0.538000	0.295000	0.326000	0.032000	0.418000	0.524000	0.525000	0.383000	0.374000	0.637000	0.563000	0.083000	0.538000	0.571000	0.000000	0.605000	0.317000	0.478000	0.409000	0.363000	0.139000	0.757000	0.422000	0.302000	0.309000	0.102000	0.483000	0.736000	0.419000	0.737000	0.518000	0.197000	0.652000	0.158000	0.373000	0.746000	0.187000	0.360000	0.431000	0.603000	0.633000	0.804000	0.847000	0.963000	0.809000	0.767000	0.816000	0.795000	0.782000	0.388000	0.545000	0.198000	0.306000	0.462000	0.559000	0.591000	0.638000	0.446000	0.438000	0.696000	0.467000	0.229000	0.842000	0.737000	0.674000	0.460000	0.443000	0.239000	0.205000	0.128000	0.198000	0.123000	0.000000	0.400000	0.369000	0.131000	0.681000	0.359000	0.000000	0.227000	0.929000	0.369000	0.909000	0.829000	0.000000	0.000000	0.421000	0.457000	0.447000	0.232000	0.517000	0.593000	0.269000	0.477000	0.352000	0.693000	0.600000	0.657000	0.562000	0.562000	0.294000	0.174000	0.174000	0.103000	0.484000	0.412000	0.467000	0.889000	0.655000	0.500000	0.842000	1.000000	0.333000	0.611000	0.370000	0.598000	0.155000	0.727000	0.956000	0.212000	0.323000	0.405000	0.487000	0.676000	0.333000	0.416000	0.600000	0.454000	0.442000	0.575000	0.667000	0.460000	0.607000	0.769000	0.387000	0.372000	0.425000	0.778000	0.508000	0.425000	0.000000	0.207000	0.619000	1.000000	0.372000	0.084000	0.684000	0.586000	0.249000	0.356000	0.081000	0.670000	0.745000	0.345000	0.267000	0.191000	0.000000	0.462000	0.548000	0.818000	0.696000	0.335000	0.077000	0.258000	0.432000	0.433000	0.856000	0.788000	0.601000	0.601000	0.754000	0.993000	0.970000	0.599000	0.358000	0.563000	0.992000	0.603000	0.338000	0.679000	0.667000	1.000000	0.333000	0.380000	0.279000	0.542000	0.329000	0.410000	0.188000	0.380000	0.463000	0.322000	0.562000	0.465000	1.000000	0.526000	1.000000	0.354000	0.647000	0.739000	0.188000	0.232000	0.474000	0.280000	0.050000	0.357000	0.357000	0.416000	0.129000	0.125000	0.478000	0.179000	0.923000	0.887000	0.410000	0.320000	0.182000	0.131000	0.136000	0.198000	0.492000	0.756000	0.370000	0.439000	0.356000	0.324000	0.199000	0.162000	0.134000	0.846000	0.167000	0.865000	0.095000	0.088000	0.022000	0.122000	0.173000	0.089000	0.197000	0.116000	0.141000	0.064000	0.080000	0.080000	0.006000	0.119000	0.187000	0.106000	0.100000	0.209000	0.576000	0.582000	0.192000	0.326000	0.000000	0.194000	0.831000	0.000000	0.468000	0.000000	0.198000	0.325000	0.305000	0.405000	0.646000	0.500000	0.545000	0.453000	0.201000	0.730000	0.642000	0.556000	0.612000	0.398000	0.570000	0.213000	0.253000	0.478000	0.283000	0.588000	0.569000	0.564000	0.547000	0.432000	0.284000	0.538000	0.368000	0.376000	0.418000	0.664000	0.000000	0.165000	0.571000	0.405000	0.209000	0.405000	0.397000	0.808000	0.793000	0.610000	0.399000	0.694000	0.685000	0.486000	0.479000	0.492000	0.419000	0.485000	0.600000	0.500000	0.583000	0.714000	0.604000	0.667000	0.643000	0.917000	0.867000	0.355000	0.989000	0.213000	0.609000	0.701000	0.895000	0.781000	0.656000	0.206000	0.708000	0.562000	0.683000	0.134000	0.640000	0.354000	0.5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I	0.000000	0.838000	0.440000	0.543000	0.713000	1.000000	0.000000	0.671000	0.663000	0.885000	0.821000	0.541000	0.788000	0.076000	0.884000	0.937000	0.318000	0.745000	0.598000	0.634000	1.000000	0.455000	0.424000	0.069000	0.633000	1.000000	0.500000	0.000000	0.400000	0.000000	0.000000	0.598000	0.556000	0.000000	1.000000	0.864000	0.000000	0.543000	0.925000	0.000000	0.115000	0.536000	0.364000	0.418000	1.000000	0.609000	0.186000	0.072000	0.000000	0.073000	0.000000	0.026000	0.000000	0.757000	0.758000	1.000000	1.000000	1.000000	1.000000	0.427000	1.000000	0.192000	0.714000	0.438000	0.672000	0.629000	0.883000	1.000000	0.851000	0.120000	1.000000	0.434000	0.639000	0.978000	0.581000	0.885000	0.862000	1.000000	1.000000	0.495000	0.497000	1.000000	0.435000	0.904000	0.000000	0.000000	0.000000	0.000000	0.000000	0.845000	0.714000	0.000000	0.024000	0.100000	0.562000	0.130000	0.462000	0.460000	0.645000	0.500000	0.727000	0.800000	0.752000	0.065000	0.405000	0.191000	0.000000	0.983000	0.650000	0.000000	0.037000	0.647000	0.246000	0.109000	0.250000	0.467000	0.572000	0.494000	0.582000	0.878000	0.070000	0.087000	0.000000	0.464000	0.187000	0.087000	0.083000	0.887000	0.100000	0.670000	0.926000	0.836000	0.983000	0.506000	0.848000	0.511000	0.485000	0.583000	0.841000	0.630000	0.923000	0.316000	0.132000	0.272000	0.165000	0.500000	0.404000	0.094000	0.078000	0.643000	1.000000	0.579000	0.250000	0.492000	0.975000	0.214000	0.544000	0.824000	0.308000	0.474000	0.953000	0.067000	0.407000	1.000000	0.030000	0.215000	1.000000	0.987000	0.842000	0.992000	0.479000	0.873000	0.213000	0.052000	0.104000	0.201000	0.448000	0.969000	0.754000	0.596000	0.552000	0.037000	0.060000	0.930000	0.936000	0.341000	1.000000	0.259000	0.529000	0.531000	0.565000	0.824000	0.498000	0.697000	0.771000	1.000000	0.547000	0.556000	0.650000	0.588000	0.451000	0.342000	0.128000	0.430000	0.308000	0.683000	0.473000	0.467000	0.822000	0.797000	1.000000	0.529000	0.127000	0.445000	0.143000	0.568000	0.548000	1.000000	0.666000	1.000000	0.257000	0.251000	0.300000	0.484000	1.000000	0.891000	0.047000	0.020000	0.429000	0.303000	0.432000	0.475000	1.000000	0.767000	0.163000	0.160000	0.000000	0.288000	0.100000	0.939000	0.930000	0.820000	0.774000	0.833000	0.491000	0.596000	1.000000	0.883000	0.423000	0.313000	0.669000	0.037000	0.474000	0.953000	0.079000	0.870000	1.000000	0.353000	0.540000	0.196000	0.588000	0.472000	0.649000	0.663000	0.577000	0.690000	0.618000	0.775000	0.555000	0.471000	0.000000	0.297000	0.507000	0.727000	1.000000	1.000000	1.000000	1.000000	0.920000	0.514000	0.239000	0.000000	0.314000	0.907000	0.386000	0.947000	0.200000	0.007000	0.053000	0.049000	0.104000	0.121000	0.369000	0.306000	0.684000	0.581000	0.000000	0.037000	0.049000	0.000000	0.467000	0.811000	0.311000	0.722000	0.054000	0.440000	0.707000	0.000000	0.185000	1.000000	0.349000	0.212000	0.171000	1.000000	0.877000	0.563000	0.983000	0.891000	0.671000	1.000000	0.980000	0.375000	0.375000	0.029000	0.261000	0.174000	0.000000	0.355000	0.412000	0.600000	0.481000	0.552000	0.636000	0.105000	0.206000	0.179000	0.556000	0.259000	0.561000	0.077000	0.867000	0.754000	0.992000	1.000000	0.324000	0.120000	0.352000	0.000000	0.440000	0.133000	0.151000	1.000000	0.588000	0.923000	0.014000	0.031000	0.308000	0.990000	0.934000	0.716000	0.368000	0.074000	0.901000	0.714000	0.793000	0.549000	0.592000	0.925000	0.081000	0.154000	0.000000	0.062000	0.615000	0.155000	0.000000	0.570000	0.070000	0.773000	0.000000	1.000000	0.060000	0.766000	0.727000	0.857000	0.330000	0.252000	0.717000	0.000000	0.989000	0.056000	0.408000	0.318000	1.000000	0.820000	1.000000	1.000000	0.474000	1.000000	0.985000	0.002000	0.407000	0.894000	0.580000	0.522000	0.422000	0.193000	0.339000	0.392000	0.077000	0.665000	0.686000	0.570000	0.660000	0.512000	0.505000	0.893000	0.470000	0.352000	0.087000	0.644000	0.406000	0.597000	0.797000	0.143000	0.116000	0.281000	0.364000	0.033000	0.224000	0.221000	0.043000	0.027000	0.050000	0.592000	0.000000	0.154000	0.965000	0.358000	0.342000	0.727000	0.595000	0.500000	0.452000	0.711000	0.696000	0.970000	0.909000	0.795000	0.752000	0.673000	0.569000	0.347000	0.154000	0.074000	0.000000	0.432000	0.462000	0.533000	0.541000	0.370000	0.185000	0.191000	0.145000	0.149000	0.741000	0.735000	0.743000	0.485000	0.687000	0.691000	0.505000	0.475000	0.000000	0.610000	0.606000	0.000000	1.000000	0.812000	0.612000	0.501000	1.000000	0.000000	0.867000	1.000000	0.986000	0.917000	1.000000	0.516000	0.167000	0.091000	0.276000	0.161000	0.518000	0.423000	0.798000	0.457000	0.066000	0.407000	0.106000	0.629000	0.787000	0.772000	0.701000	0.602000	0.560000	0.476000	0.989000	1.000000	0.233000	0.187000	0.079000	0.000000	0.978000	1.000000	0.943000	0.857000	0.909000	0.784000	0.898000	0.851000	0.986000	0.982000	0.969000	0.043000	0.121000	0.111000	0.071000	0.056000	0.079000	0.038000	0.124000	0.400000	0.333000	0.333000	0.429000	0.293000	0.333000	0.429000	0.733000	0.731000	0.033000	0.415000	0.163000	0.478000	0.433000	0.579000	0.375000	0.377000	0.429000	0.733000	0.583000	0.604000	0.281000	0.530000	0.748000	0.0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K	0.506000	0.434000	0.003000	0.004000	0.574000	0.000000	0.633000	0.687000	0.694000	0.000000	0.000000	0.188000	0.368000	0.805000	0.736000	0.961000	0.487000	0.691000	0.675000	0.195000	0.667000	0.535000	0.313000	0.392000	0.376000	0.500000	0.500000	0.667000	0.800000	0.000000	1.000000	0.613000	0.694000	1.000000	0.034000	0.000000	0.495000	0.628000	0.278000	0.661000	0.110000	1.000000	0.554000	0.782000	0.409000	0.218000	0.506000	0.304000	0.102000	0.354000	0.331000	0.368000	0.480000	0.385000	0.343000	0.190000	0.178000	0.247000	0.733000	0.462000	0.590000	0.626000	0.929000	0.726000	0.328000	0.000000	0.073000	0.265000	0.326000	0.570000	0.005000	0.551000	0.277000	1.000000	0.362000	0.557000	0.006000	0.451000	0.812000	0.590000	0.839000	0.578000	0.677000	0.612000	0.062000	0.500000	0.250000	1.000000	0.000000	0.750000	0.857000	0.038000	0.000000	1.000000	1.000000	0.000000	0.769000	0.520000	0.602000	0.644000	0.293000	0.640000	0.385000	0.222000	0.448000	0.390000	0.303000	0.500000	0.692000	0.120000	0.790000	0.695000	0.873000	0.812000	1.000000	0.732000	0.881000	0.810000	0.716000	0.149000	0.496000	0.321000	0.311000	0.616000	0.284000	0.223000	1.000000	0.000000	1.000000	0.000000	0.000000	0.435000	0.833000	0.584000	0.511000	0.733000	0.783000	0.729000	0.212000	0.654000	0.207000	0.689000	0.969000	1.000000	0.026000	1.000000	1.000000	1.000000	1.000000	0.687000	0.067000	0.269000	1.000000	0.790000	1.000000	0.147000	0.833000	0.529000	0.327000	0.747000	0.153000	0.367000	0.779000	0.136000	0.402000	0.292000	0.213000	0.132000	0.241000	0.105000	0.669000	0.239000	0.202000	0.233000	0.294000	0.434000	0.501000	0.535000	0.168000	0.108000	0.000000	1.000000	1.000000	0.000000	0.000000	0.659000	0.397000	0.306000	0.597000	0.857000	0.151000	0.153000	0.095000	0.127000	0.323000	0.252000	0.246000	0.000000	0.000000	0.035000	0.091000	0.696000	0.542000	0.561000	0.555000	0.004000	1.000000	0.464000	0.019000	0.027000	0.000000	0.000000	1.000000	0.683000	1.000000	0.743000	0.530000	0.800000	0.660000	0.091000	0.291000	1.000000	0.750000	0.615000	0.205000	0.240000	0.362000	0.408000	0.500000	0.500000	0.691000	0.333000	0.168000	0.233000	0.447000	0.391000	0.722000	0.338000	0.785000	0.056000	0.000000	0.000000	0.000000	0.224000	0.317000	0.000000	0.000000	0.000000	1.000000	0.027000	0.320000	0.781000	0.747000	0.153000	0.375000	0.783000	0.132000	1.000000	0.778000	0.243000	0.421000	0.549000	0.588000	0.757000	0.789000	0.872000	0.942000	0.757000	0.856000	1.000000	0.542000	0.644000	0.493000	0.618000	0.225000	0.242000	0.278000	0.329000	0.204000	0.238000	0.033000	0.101000	0.088000	0.000000	0.217000	1.000000	0.558000	0.479000	0.580000	0.456000	0.356000	0.276000	0.195000	0.413000	0.184000	0.194000	0.945000	1.000000	1.000000	0.156000	0.663000	1.000000	0.161000	0.103000	0.147000	0.292000	0.902000	0.000000	0.232000	0.351000	0.392000	0.204000	0.012000	0.472000	0.366000	0.439000	0.476000	0.429000	0.792000	0.224000	0.000000	0.438000	0.438000	0.176000	0.130000	0.304000	0.138000	0.258000	1.000000	0.533000	0.519000	0.345000	1.000000	0.895000	0.588000	0.333000	0.611000	0.481000	0.665000	0.071000	0.777000	1.000000	0.144000	0.329000	0.054000	0.598000	0.287000	0.742000	0.584000	0.371000	0.613000	0.058000	0.325000	0.000000	0.611000	0.799000	0.308000	0.516000	0.562000	0.429000	0.429000	0.000000	0.571000	0.012000	0.198000	0.655000	0.555000	0.228000	0.246000	0.398000	0.696000	0.302000	0.247000	0.293000	0.633000	0.559000	0.688000	0.160000	0.294000	0.000000	0.518000	0.000000	1.000000	0.000000	0.368000	0.135000	0.292000	0.642000	0.466000	0.907000	0.751000	0.040000	0.470000	0.615000	0.965000	0.956000	0.509000	0.521000	0.674000	0.952000	0.872000	0.044000	0.531000	0.722000	0.446000	0.070000	0.388000	0.402000	0.181000	0.432000	0.590000	0.661000	0.560000	0.591000	0.537000	0.970000	0.865000	0.931000	0.326000	0.822000	0.497000	0.628000	0.942000	0.032000	1.000000	0.923000	0.805000	1.000000	0.252000	0.142000	0.554000	0.183000	0.155000	0.398000	0.268000	0.923000	0.934000	0.986000	0.785000	0.625000	0.655000	0.543000	0.532000	0.434000	0.470000	0.533000	0.000000	0.000000	0.000000	0.278000	0.199000	0.536000	0.846000	0.123000	0.434000	0.662000	0.550000	0.283000	0.743000	0.889000	0.780000	0.784000	1.000000	1.000000	0.188000	0.109000	0.081000	0.000000	0.780000	0.623000	0.554000	0.713000	0.530000	0.623000	0.627000	0.294000	0.000000	0.088000	0.028000	0.073000	0.444000	0.568000	0.000000	0.103000	0.206000	0.112000	0.099000	0.351000	0.936000	0.779000	0.319000	0.195000	0.459000	0.576000	0.000000	0.536000	0.307000	0.564000	0.051000	0.180000	0.364000	0.000000	0.207000	0.633000	0.560000	0.692000	0.467000	0.065000	0.951000	1.000000	1.000000	0.704000	0.486000	0.061000	0.283000	0.000000	0.000000	0.197000	0.005000	0.103000	0.012000	0.000000	0.027000	0.930000	1.000000	1.000000	1.000000	1.000000	1.000000	0.781000	1.000000	0.500000	0.417000	0.417000	0.429000	0.631000	0.556000	0.643000	0.764000	0.698000	0.433000	0.692000	0.312000	0.478000	0.752000	0.895000	0.781000	0.492000	0.458000	0.647000	0.912000	0.660000	0.114000	0.768000	0.503000	0.526000	1.000000	1.000000	0.831000	1.000000	1.000000	1.000000	1.000000	1.000000	0.800000	1.000000	0.929000	1.000000	1.000000	1.000000	0.761000	1.000000	1.000000	1.000000	0.853000	0.809000	0.737000	0.933000	0.873000	1.000000	0.936000	0.779000	1.000000	1.000000	0.734000	0.405000
L	0.272000	0.577000	1.000000	0.989000	1.000000	0.651000	0.267000	0.281000	0.663000	0.867000	0.843000	1.000000	0.913000	0.000000	1.000000	0.963000	0.521000	0.691000	0.718000	0.601000	0.961000	0.455000	0.463000	0.098000	0.267000	0.500000	1.000000	0.000000	0.400000	0.000000	0.000000	0.593000	0.528000	0.063000	0.746000	0.727000	0.110000	0.681000	0.699000	0.028000	0.070000	0.617000	0.421000	0.400000	0.597000	0.558000	0.103000	0.120000	0.153000	0.042000	0.129000	0.149000	0.040000	0.934000	0.716000	0.706000	0.663000	0.773000	1.000000	0.684000	0.842000	0.222000	0.714000	0.836000	0.190000	0.691000	0.825000	0.920000	0.851000	0.100000	0.950000	0.434000	0.958000	0.746000	0.546000	0.885000	0.831000	0.618000	0.958000	0.495000	0.497000	0.578000	0.603000	0.567000	0.000000	0.000000	0.000000	0.000000	0.000000	0.842000	1.000000	0.154000	0.024000	0.300000	0.562000	0.162000	0.747000	0.620000	0.633000	0.558000	0.535000	0.910000	0.701000	0.009000	0.381000	0.081000	0.009000	0.800000	0.650000	0.000000	0.000000	0.647000	0.233000	0.109000	0.250000	0.533000	0.592000	0.490000	0.759000	0.473000	0.189000	0.000000	0.202000	0.682000	0.378000	0.053000	0.138000	0.803000	0.138000	0.516000	0.852000	0.576000	0.983000	1.000000	0.315000	0.867000	0.793000	0.719000	0.628000	0.833000	0.740000	0.172000	0.436000	0.465000	0.141000	0.500000	0.478000	0.355000	0.157000	0.643000	0.922000	0.652000	0.250000	0.559000	0.968000	0.096000	0.533000	0.824000	0.308000	0.821000	0.447000	0.113000	0.849000	0.469000	0.083000	0.169000	0.638000	0.485000	0.632000	0.833000	0.744000	0.507000	0.018000	0.042000	0.169000	0.409000	0.442000	0.808000	0.684000	0.714000	0.696000	0.259000	0.180000	0.907000	0.860000	0.659000	0.769000	0.059000	1.000000	0.872000	1.000000	0.935000	1.000000	0.905000	1.000000	0.741000	1.000000	0.620000	1.000000	1.000000	0.364000	0.976000	0.726000	1.000000	1.000000	1.000000	0.982000	0.972000	1.000000	0.742000	0.942000	0.529000	0.104000	0.184000	0.351000	0.562000	0.435000	0.831000	0.651000	0.481000	0.394000	0.351000	0.838000	0.714000	0.500000	0.620000	0.000000	0.010000	0.571000	0.754000	0.716000	0.354000	0.354000	0.447000	0.000000	0.396000	0.325000	0.079000	0.040000	1.000000	0.773000	0.701000	0.694000	0.692000	1.000000	0.619000	0.693000	0.836000	0.342000	0.340000	0.618000	0.057000	0.821000	0.447000	0.132000	1.000000	0.474000	0.588000	0.556000	0.785000	1.000000	0.951000	0.824000	0.947000	0.917000	0.936000	0.990000	1.000000	1.000000	0.805000	0.229000	0.317000	0.000000	0.064000	0.568000	0.661000	0.628000	0.689000	0.810000	0.438000	0.033000	0.247000	0.059000	0.613000	0.867000	0.434000	0.326000	0.000000	0.142000	0.204000	0.058000	0.000000	0.000000	0.215000	0.000000	0.742000	0.203000	0.147000	0.031000	0.267000	0.598000	0.000000	0.183000	0.310000	0.237000	0.191000	0.878000	0.000000	0.283000	0.377000	0.543000	0.000000	0.018000	1.000000	0.804000	0.577000	1.000000	0.911000	0.640000	0.878000	0.941000	0.375000	0.375000	0.029000	0.261000	0.000000	0.069000	0.839000	0.529000	0.600000	0.444000	0.483000	0.864000	0.316000	0.206000	0.179000	0.444000	0.185000	0.720000	0.200000	0.943000	0.773000	0.619000	0.747000	0.000000	0.034000	0.185000	0.061000	0.256000	0.257000	0.076000	0.615000	0.626000	0.846000	0.014000	0.031000	0.462000	0.835000	1.000000	0.691000	0.356000	0.127000	0.901000	0.428000	0.783000	0.699000	0.550000	0.647000	0.078000	0.252000	0.407000	0.000000	0.123000	0.198000	0.222000	0.717000	0.771000	0.049000	0.000000	1.000000	0.068000	0.778000	0.688000	0.821000	0.192000	0.277000	0.525000	0.000000	0.995000	0.085000	0.481000	0.325000	0.893000	1.000000	0.999000	0.990000	0.450000	0.821000	0.985000	0.002000	0.402000	0.925000	0.432000	0.433000	0.434000	0.377000	0.347000	0.284000	0.252000	0.884000	0.633000	0.800000	0.667000	0.732000	0.808000	0.923000	0.876000	0.869000	0.096000	0.671000	0.349000	0.467000	0.942000	0.040000	0.157000	0.245000	0.407000	0.150000	0.184000	0.104000	0.281000	0.148000	0.152000	0.667000	0.143000	0.000000	0.988000	0.316000	0.449000	0.773000	0.798000	0.643000	0.778000	0.702000	0.786000	0.930000	0.901000	0.792000	0.745000	0.676000	0.566000	0.364000	0.000000	0.000000	0.377000	1.000000	1.000000	1.000000	1.000000	0.827000	0.293000	0.326000	0.251000	0.327000	1.000000	1.000000	0.966000	1.000000	0.961000	0.991000	0.687000	1.000000	0.000000	0.611000	0.607000	0.000000	0.734000	0.815000	0.790000	0.327000	0.399000	0.081000	0.933000	0.927000	1.000000	0.920000	0.936000	0.591000	0.167000	0.000000	0.589000	0.513000	0.542000	0.833000	0.801000	0.690000	0.402000	1.000000	0.043000	0.669000	0.814000	0.799000	0.677000	0.600000	0.565000	0.630000	0.995000	0.634000	0.137000	0.232000	0.128000	0.129000	0.985000	0.998000	0.943000	0.600000	0.693000	0.777000	1.000000	1.000000	0.974000	0.937000	1.000000	0.000000	0.000000	0.000000	0.000000	0.014000	0.016000	0.056000	0.137000	0.400000	0.333000	0.333000	0.429000	0.450000	0.333000	0.429000	0.733000	0.743000	0.218000	0.739000	0.553000	0.478000	0.433000	0.579000	0.375000	0.377000	0.429000	0.740000	0.952000	0.604000	0.259000	0.567000	0.769000	0.039000	0.041000	0.067000	0.000000	0.044000	0.065000	0.021000	0.122000	0.212000	0.000000	0.125000	0.125000	0.022000	0.125000	0.186000	0.045000	0.081000	0.119000	0.184000	0.147000	0.012000	0.082000	0.078000	0.233000	0.148000	0.167000	0.000000	0.118000	0.000000	0.333000	0.259000

The exclusion is driven by the scale-category table (df_cat), which maps every scale to its AAontology category and subcategory. When df_cat is omitted, the bundled table is loaded automatically.

df_cat = aa.load_scales(name="scales_cat")
aa.display_df(df_cat, n_rows=10, show_shape=True)

DataFrame shape: (586, 5)

	scale_id	category	subcategory	scale_name	scale_description
1	LINS030110	ASA/Volume	Accessible surface area (ASA)	ASA (folded coil/turn)	Total median ac...s et al., 2003)
2	LINS030113	ASA/Volume	Accessible surface area (ASA)	ASA (folded coil/turn)	% total accessi...s et al., 2003)
3	JANJ780101	ASA/Volume	Accessible surface area (ASA)	ASA (folded protein)	Average accessi...n et al., 1978)
4	JANJ780103	ASA/Volume	Accessible surface area (ASA)	ASA (folded protein)	Percentage of e...n et al., 1978)
5	LINS030104	ASA/Volume	Accessible surface area (ASA)	ASA (folded protein)	Total median ac...s et al., 2003)
6	LINS030107	ASA/Volume	Accessible surface area (ASA)	ASA (folded protein)	% total accessi...s et al., 2003)
7	CHOC760102	ASA/Volume	Accessible surface area (ASA)	ASA (folded proteins)	Residue accessi...(Chothia, 1976)
8	LINS030116	ASA/Volume	Accessible surface area (ASA)	ASA (folded β-strand)	Total median ac...s et al., 2003)
9	LINS030119	ASA/Volume	Accessible surface area (ASA)	ASA (folded β-strand)	% total accessi...s et al., 2003)
10	LINS030103	ASA/Volume	Accessible surface area (ASA)	Hydrophilic ASA	Hydrophilic acc...s et al., 2003)

Pass cat_out to drop one or more whole AAontology categories. Here we remove the Composition category; the returned DataFrame keeps the amino acid index and only the surviving scale columns, in their original order:

aac = aa.AAclust()
df_no_comp = aac.pre_select_scales(df_scales, df_cat=df_cat, cat_out=["Composition"])
print("All scales:", df_scales.shape[1], "-> without 'Composition':", df_no_comp.shape[1])
aa.display_df(df_no_comp, n_rows=10, show_shape=True)

All scales: 586 -> without 'Composition': 528
DataFrame shape: (20, 528)

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AA
A	0.494000	0.230000	0.355000	0.504000	1.000000	0.512000	0.000000	0.249000	0.164000	0.476000	0.661000	0.565000	0.567000	0.468000	0.943000	0.475000	0.691000	0.876000	0.264000	0.510000	0.112000	0.262000	0.118000	0.182000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.147000	0.222000	0.089000	0.627000	0.909000	0.174000	0.904000	0.346000	0.248000	0.425000	0.656000	0.298000	0.212000	0.321000	0.224000	0.237000	0.240000	0.144000	0.219000	0.124000	0.044000	0.200000	0.355000	0.346000	0.463000	0.420000	0.393000	0.500000	0.718000	0.460000	0.121000	0.286000	0.707000	0.792000	0.752000	0.807000	0.589000	0.000000	0.503000	0.109000	0.717000	0.873000	0.585000	0.852000	0.405000	0.305000	0.552000	0.124000	0.141000	0.578000	0.182000	0.410000	0.000000	0.000000	0.000000	0.000000	0.000000	0.837000	0.757000	0.154000	0.024000	0.500000	0.562000	0.034000	0.725000	0.620000	0.813000	0.567000	0.273000	0.490000	0.427000	0.306000	0.381000	0.507000	0.321000	0.250000	0.169000	0.395000	0.168000	0.141000	0.453000	0.121000	0.141000	0.124000	0.908000	0.270000	0.336000	0.258000	0.101000	0.543000	0.482000	0.030000	0.141000	0.676000	0.125000	0.363000	0.778000	0.231000	0.967000	0.815000	0.875000	0.248000	0.765000	0.260000	0.475000	0.370000	0.350000	0.386000	0.500000	0.629000	0.418000	0.392000	0.189000	0.700000	0.134000	0.453000	0.207000	0.999000	0.456000	0.106000	0.294000	0.000000	0.811000	0.306000	0.240000	0.860000	0.247000	0.250000	0.215000	0.369000	0.306000	0.361000	0.436000	0.802000	0.338000	0.113000	0.034000	0.294000	0.403000	0.102000	0.547000	0.289000	0.249000	0.221000	0.556000	0.420000	0.512000	0.360000	0.725000	0.521000	0.165000	0.532000	0.467000	0.406000	0.147000	0.212000	0.000000	0.899000	0.826000	0.706000	0.752000	0.486000	0.567000	0.465000	0.838000	0.824000	0.250000	0.357000	0.276000	0.102000	0.667000	0.713000	0.630000	0.222000	0.248000	0.379000	0.261000	0.515000	0.437000	0.381000	0.605000	0.289000	0.347000	0.365000	0.411000	0.610000	0.598000	0.146000	0.324000	0.393000	0.561000	0.823000	0.942000	0.131000	0.811000	0.306000	0.257000	0.870000	0.211000	0.725000	1.000000	1.000000	0.842000	1.000000	0.931000	1.000000	0.826000	0.754000	0.859000	0.717000	0.699000	0.391000	0.289000	0.554000	0.343000	0.455000	0.207000	0.435000	0.423000	0.459000	0.613000	0.133000	0.174000	0.517000	0.451000	0.493000	0.229000	0.000000	0.358000	0.208000	0.261000	0.291000	0.230000	0.276000	0.421000	0.116000	0.114000	0.570000	0.579000	0.428000	0.217000	0.133000	1.000000	0.287000	0.136000	0.143000	0.000000	0.134000	1.000000	0.000000	0.266000	0.289000	0.427000	0.226000	0.024000	0.843000	0.480000	0.863000	0.888000	0.954000	0.345000	0.820000	0.441000	0.250000	0.250000	0.118000	0.391000	0.565000	0.207000	0.355000	0.706000	1.000000	0.667000	0.448000	0.318000	0.632000	0.324000	0.205000	0.500000	0.259000	0.921000	0.484000	0.983000	0.842000	0.229000	0.342000	0.333000	0.085000	0.093000	0.174000	0.184000	0.210000	0.101000	0.038000	0.147000	0.564000	0.168000	0.360000	0.308000	0.268000	0.653000	0.949000	0.225000	0.367000	0.788000	0.103000	0.282000	0.814000	0.436000	0.290000	0.294000	0.168000	0.491000	0.068000	0.097000	0.292000	0.414000	0.437000	0.617000	0.160000	0.295000	0.000000	0.162000	1.000000	0.896000	0.375000	0.522000	0.335000	0.608000	0.259000	0.980000	0.583000	0.403000	0.466000	0.506000	0.557000	0.971000	0.966000	0.378000	0.270000	0.443000	0.000000	0.404000	0.444000	0.420000	0.633000	0.542000	0.149000	0.248000	0.412000	0.561000	0.826000	0.724000	1.000000	0.840000	0.787000	0.776000	0.746000	0.995000	0.752000	0.143000	0.356000	0.474000	0.387000	1.000000	0.000000	0.404000	0.658000	0.508000	0.150000	0.144000	0.000000	0.617000	0.246000	0.175000	0.478000	0.375000	0.077000	1.000000	0.580000	0.386000	0.405000	0.345000	0.807000	0.749000	0.596000	0.510000	0.395000	0.330000	0.282000	0.077000	0.210000	0.266000	0.000000	0.157000	0.154000	0.295000	0.471000	0.327000	0.468000	0.130000	0.064000	0.279000	0.378000	0.646000	0.474000	0.275000	0.441000	0.403000	0.357000	0.250000	0.435000	0.651000	0.659000	0.516000	0.209000	0.700000	0.000000	0.191000	0.221000	0.397000	0.439000	0.157000	0.141000	0.979000	0.595000	0.378000	0.211000	0.189000	0.946000	0.660000	0.616000	0.514000	0.496000	0.276000	0.378000	0.369000	0.477000	0.454000	0.446000	0.571000	0.131000	0.588000	0.100000	0.083000	0.083000	0.000000	0.090000	0.111000	0.071000	0.458000	0.135000	0.863000	0.231000	0.697000	0.217000	0.089000	0.263000	0.000000	0.082000	0.429000	0.205000	0.952000	0.248000	0.000000	0.152000	0.265000	0.078000	0.093000	0.111000	0.046000	0.200000	0.196000	0.149000	0.271000	0.385000	0.120000	0.625000	0.625000	0.391000	0.091000	0.186000	0.075000	0.270000	0.333000	0.211000	0.452000	0.174000	0.194000	0.300000	0.551000	0.222000	0.308000	0.273000	0.221000	0.140000	0.522000	0.345000
C	0.864000	0.404000	0.579000	0.387000	0.000000	0.233000	0.783000	0.205000	0.323000	0.936000	0.792000	0.000000	0.000000	0.232000	0.950000	0.900000	0.819000	0.191000	1.000000	0.608000	0.313000	0.947000	0.588000	0.442000	0.500000	0.000000	0.000000	0.200000	0.000000	1.000000	0.300000	0.333000	0.013000	0.746000	1.000000	0.661000	0.138000	0.617000	0.450000	0.110000	0.607000	0.256000	0.459000	0.327000	0.455000	0.667000	0.072000	0.898000	0.139000	0.584000	0.658000	0.360000	0.767000	0.581000	0.564000	0.748000	0.647000	0.033000	0.376000	0.453000	0.818000	0.357000	0.017000	0.927000	1.000000	0.723000	0.528000	0.017000	0.884000	0.357000	0.000000	0.691000	0.000000	0.164000	0.782000	0.422000	0.688000	0.301000	0.418000	0.578000	0.421000	0.809000	0.812000	0.000000	0.000000	0.000000	0.000000	0.645000	0.571000	0.154000	0.024000	0.300000	0.562000	0.034000	0.176000	1.000000	0.747000	0.337000	0.707000	0.540000	0.607000	0.324000	0.000000	0.471000	0.312000	0.333000	0.314000	0.074000	0.311000	0.000000	0.375000	0.592000	0.666000	0.431000	0.454000	0.986000	0.210000	0.024000	0.167000	0.510000	0.518000	0.008000	0.000000	1.000000	0.000000	1.000000	1.000000	0.403000	0.392000	0.207000	0.312000	0.566000	0.302000	0.680000	0.143000	0.070000	0.480000	0.026000	0.500000	0.000000	0.000000	0.059000	0.307000	0.778000	0.190000	0.375000	0.371000	0.932000	0.132000	0.356000	0.559000	0.140000	0.621000	0.118000	0.267000	0.395000	0.469000	0.250000	0.185000	0.539000	0.268000	0.617000	0.778000	0.397000	0.775000	0.000000	0.189000	0.099000	0.459000	0.841000	0.318000	0.207000	0.531000	0.420000	0.370000	0.220000	0.907000	0.678000	0.341000	0.661000	0.506000	0.210000	1.000000	0.906000	0.000000	0.000000	0.081000	0.751000	0.695000	0.701000	0.718000	0.439000	0.543000	0.000000	0.362000	0.143000	0.602000	0.527000	0.157000	0.898000	1.000000	0.656000	0.481000	0.374000	0.150000	0.408000	0.000000	0.491000	0.111000	0.165000	0.570000	0.511000	0.967000	1.000000	1.000000	0.801000	0.874000	0.832000	0.210000	1.000000	0.735000	0.136000	0.000000	0.106000	0.621000	0.118000	0.270000	0.739000	0.447000	0.000000	0.349000	0.430000	0.544000	0.424000	0.534000	0.574000	0.691000	0.645000	0.560000	0.526000	0.377000	0.195000	0.193000	0.297000	0.194000	0.000000	0.432000	0.559000	0.585000	0.788000	0.839000	0.676000	0.391000	0.517000	0.324000	0.960000	0.952000	0.816000	1.000000	0.507000	0.381000	0.369000	0.187000	0.297000	0.256000	0.388000	0.482000	0.882000	0.462000	0.281000	0.029000	0.170000	0.413000	0.000000	1.000000	0.349000	0.151000	1.000000	0.496000	0.000000	0.279000	0.421000	1.000000	0.659000	0.435000	0.817000	0.345000	0.589000	0.811000	0.886000	0.498000	0.919000	1.000000	0.188000	0.188000	0.147000	0.217000	0.391000	0.069000	0.355000	0.824000	0.267000	0.000000	0.241000	0.091000	0.526000	0.471000	0.103000	0.389000	0.148000	0.445000	0.387000	0.597000	0.962000	0.797000	0.747000	0.820000	0.889000	0.370000	1.000000	0.800000	0.000000	0.849000	0.635000	0.429000	1.000000	0.189000	0.174000	0.385000	0.258000	0.496000	0.620000	0.130000	0.893000	0.544000	0.337000	0.458000	0.204000	0.222000	0.822000	0.108000	0.618000	0.534000	0.415000	0.000000	0.285000	0.619000	0.521000	0.734000	0.201000	0.657000	0.000000	0.424000	0.796000	0.844000	0.929000	0.368000	0.116000	0.808000	0.074000	0.837000	0.658000	0.487000	1.000000	0.655000	0.680000	0.976000	0.929000	0.599000	0.482000	0.551000	0.028000	0.285000	0.000000	0.000000	0.000000	0.000000	0.070000	0.000000	0.000000	0.000000	0.239000	0.267000	0.242000	0.000000	0.104000	0.262000	0.219000	0.162000	0.234000	0.000000	0.000000	0.000000	0.349000	0.739000	0.143000	0.010000	0.051000	0.042000	0.183000	0.399000	0.420000	0.216000	0.059000	0.089000	0.584000	0.161000	0.154000	0.844000	0.467000	0.000000	0.124000	0.625000	1.000000	1.000000	1.000000	1.000000	1.000000	1.000000	1.000000	0.308000	0.586000	0.057000	0.000000	0.238000	0.235000	0.656000	0.760000	0.388000	0.314000	1.000000	0.783000	0.072000	0.430000	0.792000	0.725000	0.866000	0.792000	0.888000	0.000000	0.246000	0.000000	0.000000	0.603000	0.000000	0.480000	0.000000	0.054000	0.514000	0.308000	0.897000	1.000000	0.294000	0.276000	0.837000	0.616000	0.151000	0.000000	0.204000	0.961000	0.763000	0.680000	1.000000	1.000000	0.453000	0.818000	0.755000	0.598000	0.700000	0.725000	0.239000	0.106000	0.000000	0.200000	0.167000	0.167000	0.143000	0.210000	0.111000	0.214000	0.611000	0.420000	0.557000	0.462000	0.697000	0.217000	0.471000	0.579000	0.500000	0.344000	1.000000	0.863000	0.952000	0.776000	0.500000	0.433000	0.626000	0.032000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.034000	0.000000	0.030000	0.000000	0.000000	0.105000	0.361000	0.115000	0.279000	0.222000	0.174000	0.000000	0.449000	0.273000	0.346000	0.285000	0.416000	1.000000
D	1.000000	0.174000	0.000000	0.000000	0.404000	0.233000	1.000000	0.867000	0.324000	0.191000	0.276000	0.216000	0.358000	0.000000	0.961000	1.000000	0.745000	0.402000	0.213000	0.745000	0.257000	0.601000	0.608000	0.397000	0.500000	0.500000	0.000000	0.400000	1.000000	0.000000	0.339000	0.417000	0.405000	0.237000	0.182000	0.908000	0.468000	0.128000	0.963000	0.790000	0.333000	0.529000	0.529000	0.019000	0.288000	0.699000	0.704000	0.881000	0.337000	0.933000	0.246000	0.754000	0.000000	0.169000	0.033000	0.046000	0.034000	0.000000	0.410000	0.381000	0.768000	0.286000	0.759000	0.045000	0.029000	0.418000	0.191000	0.190000	0.010000	0.449000	0.554000	0.905000	0.546000	0.098000	0.074000	0.382000	0.615000	0.344000	0.465000	0.578000	0.486000	0.517000	1.000000	0.250000	1.000000	0.000000	1.000000	1.000000	0.429000	1.000000	0.081000	0.000000	0.375000	0.021000	0.516000	0.240000	0.813000	0.452000	0.020000	0.290000	0.282000	0.759000	0.762000	0.735000	0.587000	0.000000	0.304000	1.000000	0.305000	1.000000	1.000000	0.293000	0.364000	0.314000	0.532000	0.041000	0.839000	0.131000	0.895000	0.642000	0.637000	0.288000	0.515000	0.225000	0.562000	0.077000	0.444000	0.175000	0.692000	0.663000	0.542000	0.159000	0.432000	0.000000	0.443000	1.000000	0.508000	0.026000	0.000000	0.753000	0.696000	0.490000	0.275000	0.111000	0.041000	0.922000	0.535000	0.993000	0.186000	0.472000	0.235000	0.140000	0.547000	0.094000	0.667000	0.523000	0.037000	0.765000	1.000000	0.057000	0.094000	0.038000	0.000000	0.380000	0.141000	0.567000	0.215000	0.307000	0.648000	0.282000	0.274000	0.184000	0.122000	0.138000	0.852000	0.700000	0.140000	0.140000	0.407000	0.471000	0.541000	0.093000	0.000000	0.006000	0.000000	0.782000	0.501000	0.755000	0.572000	0.000000	1.000000	0.342000	0.986000	0.317000	0.488000	0.440000	0.136000	0.240000	0.622000	0.939000	0.143000	0.484000	0.444000	0.040000	0.389000	0.146000	0.917000	0.734000	0.429000	0.597000	1.000000	0.017000	0.040000	0.088000	0.137000	0.000000	0.423000	0.055000	0.137000	0.023000	0.714000	0.585000	0.820000	0.806000	0.547000	0.094000	0.671000	0.478000	0.079000	0.510000	0.825000	0.710000	0.684000	0.514000	0.718000	0.391000	0.536000	0.340000	0.272000	0.260000	0.356000	0.207000	0.566000	0.475000	0.537000	0.491000	0.000000	0.011000	0.098000	0.329000	0.496000	0.362000	0.652000	0.663000	0.745000	0.760000	0.566000	0.158000	0.274000	0.799000	0.619000	0.735000	0.503000	0.611000	0.815000	0.727000	0.614000	0.527000	0.786000	0.684000	0.646000	0.615000	0.348000	0.923000	0.308000	0.365000	0.344000	0.534000	0.764000	0.331000	0.584000	0.000000	0.509000	0.308000	0.159000	0.312000	0.345000	0.619000	0.811000	0.886000	0.525000	0.573000	0.150000	0.688000	0.688000	0.588000	0.217000	1.000000	0.621000	0.097000	0.235000	0.467000	0.259000	0.172000	0.273000	0.263000	0.118000	0.179000	0.722000	0.519000	0.555000	0.813000	0.657000	0.631000	0.051000	0.234000	0.099000	0.778000	0.759000	0.674000	0.432000	0.448000	0.790000	0.000000	0.216000	0.256000	0.780000	0.675000	0.615000	0.206000	0.091000	0.049000	0.000000	0.347000	0.146000	0.909000	0.000000	0.451000	0.605000	0.000000	0.244000	0.697000	0.945000	0.215000	1.000000	0.478000	0.979000	0.976000	0.225000	0.340000	1.000000	0.000000	0.738000	0.241000	0.870000	0.107000	0.302000	0.097000	0.000000	1.000000	0.402000	1.000000	0.720000	0.766000	0.506000	0.574000	0.932000	0.934000	0.082000	0.208000	0.453000	0.956000	0.000000	0.000000	0.728000	0.711000	0.952000	1.000000	1.000000	0.431000	0.723000	0.484000	0.276000	0.455000	0.520000	0.451000	0.285000	0.314000	0.476000	0.428000	0.152000	0.658000	0.520000	0.833000	0.754000	0.164000	0.828000	0.949000	0.746000	0.800000	0.395000	0.270000	0.831000	0.274000	0.337000	0.204000	0.268000	0.923000	0.844000	0.986000	0.715000	0.202000	0.446000	0.290000	0.371000	0.319000	0.310000	0.310000	0.453000	0.824000	0.923000	0.401000	0.775000	0.000000	0.311000	0.321000	1.000000	0.021000	0.290000	0.023000	0.316000	0.246000	0.793000	0.207000	0.156000	0.000000	0.008000	0.141000	0.474000	0.265000	0.091000	0.295000	0.565000	0.402000	0.404000	0.271000	0.419000	0.065000	0.110000	0.330000	0.114000	0.294000	0.317000	0.399000	0.459000	0.224000	0.692000	0.545000	0.464000	0.515000	0.433000	0.028000	0.057000	0.016000	0.000000	0.000000	0.000000	0.000000	0.002000	0.000000	1.000000	0.806000	0.746000	0.400000	0.333000	0.333000	0.429000	0.466000	0.333000	0.429000	0.733000	0.777000	0.293000	0.739000	0.473000	0.478000	0.462000	0.579000	0.438000	0.443000	0.566000	0.889000	0.952000	0.683000	0.247000	0.451000	0.020000	0.636000	0.588000	0.200000	0.754000	0.800000	0.761000	0.809000	0.654000	0.192000	0.800000	0.896000	0.893000	0.848000	0.523000	0.186000	0.642000	0.703000	0.881000	0.658000	1.000000	1.000000	0.583000	0.889000	0.720000	0.556000	1.000000	1.000000	0.875000	0.919000	0.796000	0.440000
E	0.420000	0.177000	0.019000	0.032000	0.713000	0.000000	0.267000	0.811000	0.488000	0.106000	0.140000	0.072000	0.212000	0.261000	0.957000	0.407000	0.745000	1.000000	0.186000	0.667000	0.369000	0.561000	0.245000	0.017000	0.500000	0.500000	0.667000	0.600000	1.000000	0.000000	0.518000	0.639000	0.392000	0.288000	0.136000	0.248000	1.000000	0.000000	0.440000	1.000000	0.678000	0.579000	0.253000	0.000000	0.096000	0.397000	0.328000	0.110000	0.163000	0.360000	0.096000	0.291000	0.239000	0.000000	0.110000	0.003000	0.000000	0.200000	1.000000	0.007000	0.162000	0.643000	0.724000	0.022000	0.000000	0.458000	0.285000	0.300000	0.055000	0.558000	0.428000	0.974000	0.576000	0.459000	0.114000	0.372000	0.750000	0.468000	0.679000	0.578000	0.404000	0.640000	0.500000	0.250000	1.000000	0.000000	1.000000	0.963000	0.857000	0.423000	0.081000	0.000000	0.375000	0.043000	0.945000	0.760000	0.886000	1.000000	0.000000	0.000000	0.000000	0.361000	0.190000	0.728000	0.431000	0.000000	0.482000	0.914000	0.479000	0.953000	1.000000	0.398000	0.463000	0.447000	0.979000	0.000000	0.469000	0.190000	0.232000	0.576000	0.914000	0.095000	0.602000	0.183000	0.625000	0.055000	0.407000	0.178000	0.842000	0.565000	1.000000	0.000000	0.667000	0.089000	0.693000	0.767000	0.512000	0.026000	0.000000	0.742000	0.717000	0.569000	0.426000	0.111000	0.055000	0.922000	0.707000	0.969000	0.172000	0.661000	0.529000	0.140000	0.968000	0.129000	0.387000	1.000000	0.000000	0.424000	0.000000	0.149000	0.132000	0.150000	0.214000	1.000000	0.000000	0.245000	0.056000	0.266000	0.428000	0.406000	0.000000	0.000000	0.230000	0.227000	0.889000	0.780000	0.163000	0.162000	1.000000	0.000000	0.200000	0.156000	0.131000	0.055000	0.000000	0.756000	0.499000	0.665000	0.441000	0.518000	0.859000	0.490000	0.808000	0.518000	1.000000	1.000000	0.000000	0.000000	0.228000	0.204000	0.690000	1.000000	0.901000	0.051000	0.000000	0.000000	0.239000	0.538000	0.135000	0.381000	0.890000	0.261000	0.091000	0.127000	0.153000	0.358000	0.383000	0.351000	0.256000	0.074000	0.444000	0.551000	0.902000	0.743000	0.968000	0.129000	0.401000	0.783000	0.132000	0.451000	0.921000	0.878000	0.833000	0.833000	0.824000	0.817000	0.781000	0.754000	0.665000	0.462000	0.404000	0.264000	0.434000	0.653000	0.478000	0.227000	0.018000	0.306000	0.265000	0.239000	0.321000	0.286000	0.457000	0.652000	0.471000	0.533000	0.217000	0.026000	0.326000	0.299000	0.327000	0.398000	0.325000	0.360000	0.462000	0.512000	0.561000	0.871000	0.759000	0.741000	0.571000	0.830000	0.902000	0.916000	0.194000	0.246000	0.369000	0.423000	0.959000	0.000000	0.185000	0.114000	0.586000	0.339000	0.118000	0.409000	0.138000	0.495000	0.452000	0.436000	0.673000	0.614000	0.161000	0.438000	0.438000	0.088000	0.826000	0.739000	1.000000	0.161000	0.412000	0.333000	0.407000	0.241000	0.727000	0.789000	0.235000	0.077000	0.389000	0.259000	1.000000	1.000000	0.833000	0.849000	0.000000	0.000000	0.613000	0.111000	0.231000	0.212000	0.136000	0.029000	0.092000	0.096000	0.315000	0.256000	0.690000	0.704000	1.000000	0.210000	0.223000	0.000000	0.050000	0.222000	0.622000	0.077000	0.028000	1.000000	0.322000	0.126000	0.198000	0.249000	0.324000	0.067000	0.000000	0.326000	0.323000	0.608000	0.531000	0.228000	0.046000	0.000000	0.634000	0.172000	0.831000	0.125000	0.187000	0.329000	0.142000	0.938000	0.436000	0.935000	0.638000	0.445000	0.524000	0.402000	0.975000	0.935000	0.000000	0.212000	0.557000	0.960000	0.056000	0.025000	1.000000	0.700000	0.614000	0.456000	0.471000	1.000000	1.000000	1.000000	0.624000	0.958000	1.000000	0.823000	0.509000	0.805000	1.000000	0.807000	0.209000	0.548000	0.600000	0.684000	0.826000	0.133000	0.960000	0.969000	1.000000	0.867000	0.000000	0.048000	0.622000	0.239000	0.182000	0.000000	0.268000	0.923000	0.876000	0.873000	1.000000	0.182000	0.500000	0.177000	0.263000	0.183000	0.163000	0.107000	0.291000	0.540000	0.769000	0.031000	0.689000	0.183000	0.461000	0.473000	0.046000	0.092000	0.304000	0.218000	0.355000	0.419000	0.883000	0.296000	0.198000	0.137000	0.061000	0.000000	0.336000	0.524000	0.404000	0.781000	0.591000	0.290000	0.610000	0.632000	0.875000	0.059000	0.136000	0.368000	0.065000	0.242000	0.459000	0.513000	0.435000	0.306000	0.797000	0.583000	0.404000	0.559000	0.467000	0.043000	0.086000	0.035000	0.028000	0.146000	0.202000	0.285000	0.316000	0.233000	0.722000	0.744000	0.841000	0.500000	0.417000	0.417000	0.571000	0.541000	0.444000	0.571000	0.764000	0.776000	0.396000	0.769000	0.311000	0.478000	0.626000	0.684000	0.625000	0.541000	0.544000	0.893000	0.952000	0.710000	0.152000	0.616000	0.150000	0.701000	0.804000	0.400000	0.923000	0.911000	0.870000	0.894000	0.850000	0.442000	0.880000	0.979000	1.000000	0.870000	0.830000	0.349000	0.940000	0.946000	0.810000	0.947000	0.998000	0.802000	0.542000	0.889000	0.732000	0.593000	0.718000	0.857000	0.853000	0.913000	1.000000	0.681000
F	0.877000	0.762000	0.601000	0.670000	0.574000	1.000000	0.267000	0.076000	0.783000	1.000000	0.957000	0.973000	0.903000	0.697000	0.941000	0.871000	1.000000	0.474000	0.354000	0.686000	0.709000	0.462000	0.118000	0.354000	0.500000	0.500000	0.667000	0.800000	0.000000	1.000000	0.800000	0.750000	0.076000	0.831000	0.636000	0.119000	0.596000	0.759000	0.174000	0.085000	0.601000	0.488000	0.518000	0.723000	0.705000	0.000000	0.000000	0.136000	0.097000	0.292000	0.105000	0.189000	0.997000	0.798000	0.656000	0.764000	0.844000	0.567000	0.564000	0.647000	0.576000	0.857000	0.198000	0.713000	0.898000	0.952000	0.936000	0.110000	0.965000	0.698000	0.639000	0.513000	0.362000	0.557000	0.859000	0.702000	0.740000	0.729000	0.444000	0.578000	0.878000	0.781000	0.250000	0.000000	0.000000	0.000000	0.000000	0.757000	0.786000	0.154000	0.024000	0.300000	0.562000	0.373000	0.549000	0.380000	0.120000	0.404000	0.586000	0.970000	0.726000	0.130000	0.571000	0.140000	0.119000	0.883000	0.772000	0.037000	0.772000	0.203000	0.141000	0.544000	0.602000	0.361000	0.688000	0.676000	0.259000	0.024000	0.338000	0.351000	0.155000	0.083000	0.114000	0.775000	0.062000	0.473000	0.852000	0.761000	0.542000	0.283000	0.552000	0.593000	0.611000	0.627000	0.020000	0.220000	0.437000	0.427000	0.500000	0.472000	0.139000	0.039000	0.794000	0.811000	0.655000	0.141000	0.798000	0.969000	0.078000	0.733000	0.853000	0.682000	0.579000	0.800000	0.120000	0.512000	0.679000	0.235000	0.000000	0.603000	0.434000	0.609000	0.648000	0.603000	0.761000	0.191000	0.056000	0.117000	0.182000	0.691000	0.947000	0.836000	0.826000	0.862000	0.000000	0.000000	1.000000	1.000000	0.659000	0.860000	0.000000	1.000000	0.553000	0.968000	0.735000	0.259000	0.557000	0.305000	0.216000	0.823000	0.684000	0.497000	0.413000	0.449000	0.575000	0.582000	0.614000	0.752000	0.307000	0.173000	0.381000	0.451000	0.346000	0.657000	0.903000	0.621000	0.833000	0.278000	0.008000	0.410000	0.040000	0.989000	0.616000	0.628000	0.726000	0.708000	0.509000	0.659000	0.815000	0.584000	0.000000	0.340000	0.698000	0.000000	0.579000	0.800000	0.125000	0.870000	0.763000	0.588000	0.778000	0.374000	0.798000	0.569000	0.786000	0.680000	0.883000	0.764000	0.749000	0.561000	0.610000	0.483000	0.289000	0.446000	0.149000	0.655000	0.703000	0.683000	0.735000	0.667000	0.723000	0.429000	0.467000	0.506000	0.186000	0.680000	0.542000	0.895000	0.232000	0.181000	0.173000	0.301000	0.117000	0.230000	0.313000	0.455000	0.298000	0.849000	0.024000	0.000000	0.009000	0.133000	0.370000	0.000000	0.242000	0.651000	0.323000	0.426000	0.854000	0.325000	0.004000	0.798000	0.539000	0.197000	0.154000	0.902000	0.890000	0.463000	0.865000	0.750000	0.842000	0.919000	0.965000	0.562000	0.562000	0.029000	0.087000	0.261000	0.069000	0.613000	0.471000	0.667000	0.704000	1.000000	0.818000	0.053000	0.206000	0.128000	0.000000	0.444000	0.622000	0.265000	0.853000	0.820000	0.644000	0.703000	0.396000	0.359000	0.472000	0.250000	0.608000	0.057000	0.328000	0.769000	0.811000	0.923000	0.000000	0.000000	0.538000	0.887000	0.612000	0.511000	0.929000	0.529000	0.813000	0.233000	1.000000	0.584000	0.444000	0.581000	0.000000	0.618000	0.404000	0.092000	0.395000	0.130000	0.456000	0.269000	0.023000	0.920000	0.749000	1.000000	0.000000	0.635000	0.416000	1.000000	0.297000	1.000000	1.000000	0.012000	0.859000	0.000000	0.739000	0.514000	0.667000	0.680000	0.929000	0.934000	0.601000	0.896000	0.898000	0.007000	0.339000	1.000000	0.568000	0.789000	0.422000	0.263000	0.488000	0.314000	0.310000	0.613000	0.648000	0.491000	0.587000	0.402000	0.598000	0.680000	0.346000	0.759000	0.261000	0.521000	0.331000	0.535000	0.812000	0.095000	0.056000	0.311000	0.000000	0.000000	0.303000	0.301000	0.161000	0.065000	0.066000	0.814000	0.018000	0.000000	0.893000	0.340000	0.367000	0.950000	0.726000	0.920000	0.915000	0.871000	0.837000	0.776000	0.673000	0.547000	0.000000	0.228000	0.041000	0.000000	0.781000	0.778000	0.749000	0.665000	1.000000	1.000000	0.153000	0.543000	0.000000	0.933000	0.823000	0.968000	1.000000	0.839000	0.689000	0.655000	0.536000	0.731000	0.578000	0.999000	0.712000	0.524000	0.697000	0.317000	0.890000	0.838000	0.967000	0.782000	0.772000	0.774000	0.859000	0.741000	0.041000	0.158000	0.089000	1.000000	0.983000	1.000000	0.743000	0.666000	1.000000	0.860000	0.848000	1.000000	1.000000	0.950000	0.041000	0.000000	0.140000	0.700000	0.667000	0.583000	0.714000	0.631000	0.667000	0.786000	0.802000	1.000000	0.208000	0.981000	0.139000	0.739000	0.707000	0.895000	0.562000	0.672000	0.429000	0.821000	0.952000	0.842000	0.169000	0.744000	0.973000	0.026000	0.082000	0.133000	0.000000	0.067000	0.087000	0.000000	0.159000	0.288000	0.000000	0.125000	0.125000	0.000000	0.193000	0.326000	0.045000	0.108000	0.143000	0.184000	0.066000	0.068000	0.049000	0.189000	0.000000	0.148000	0.000000	0.182000	0.000000	0.029000	0.186000	0.017000
G	0.025000	0.026000	0.138000	0.170000	0.309000	0.233000	1.000000	1.000000	0.000000	0.388000	0.513000	0.274000	0.374000	0.120000	0.959000	0.000000	0.596000	0.000000	0.336000	0.000000	0.000000	0.240000	0.912000	0.470000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.063000	0.593000	0.818000	1.000000	0.000000	0.286000	1.000000	0.160000	0.230000	0.884000	0.871000	0.176000	0.218000	0.744000	0.992000	0.500000	0.250000	0.994000	0.868000	0.766000	0.173000	0.132000	0.113000	0.193000	0.115000	0.133000	0.077000	0.144000	0.909000	0.000000	0.267000	0.494000	0.620000	0.771000	0.447000	0.000000	0.503000	0.000000	0.675000	0.855000	0.624000	0.869000	0.310000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.062000	0.000000	0.000000	0.000000	0.000000	0.663000	0.000000	0.154000	0.049000	0.100000	0.875000	0.014000	0.000000	0.020000	0.235000	0.000000	0.374000	0.490000	0.427000	0.861000	0.952000	0.654000	0.798000	0.000000	0.000000	0.506000	0.000000	0.156000	0.531000	0.000000	0.000000	0.000000	0.135000	0.054000	1.000000	0.321000	1.000000	0.000000	0.342000	1.000000	0.103000	0.690000	0.062000	0.385000	0.778000	0.027000	0.967000	0.272000	0.115000	0.310000	0.198000	0.308000	0.889000	0.793000	0.472000	0.499000	0.500000	0.966000	0.704000	0.392000	0.000000	0.456000	0.300000	0.531000	0.000000	0.000000	1.000000	0.000000	0.000000	0.000000	0.042000	0.329000	0.820000	0.035000	0.284000	0.917000	0.769000	0.149000	0.217000	0.105000	0.325000	0.000000	0.493000	0.110000	1.000000	1.000000	0.063000	0.000000	0.531000	0.273000	0.188000	0.177000	0.852000	0.560000	0.581000	0.264000	0.099000	0.471000	0.906000	0.600000	0.364000	0.262000	0.000000	0.207000	0.083000	1.000000	1.000000	0.377000	0.843000	0.519000	0.638000	0.866000	0.000000	0.022000	0.398000	0.302000	1.000000	1.000000	0.119000	0.000000	0.000000	0.202000	0.354000	0.301000	1.000000	1.000000	0.992000	0.878000	0.785000	0.089000	0.283000	0.305000	0.347000	1.000000	0.509000	0.201000	0.227000	0.430000	0.801000	1.000000	0.904000	0.169000	0.042000	0.329000	0.822000	0.435000	0.026000	0.451000	0.000000	0.318000	0.000000	0.021000	0.000000	0.243000	0.528000	0.498000	0.476000	0.509000	0.301000	0.368000	0.783000	0.693000	0.910000	1.000000	0.820000	0.247000	0.222000	0.324000	0.679000	0.629000	1.000000	0.966000	0.676000	0.373000	0.795000	0.289000	0.737000	0.444000	0.885000	0.828000	0.564000	0.485000	0.487000	0.264000	0.439000	0.462000	0.859000	0.652000	0.351000	0.644000	0.000000	0.570000	0.264000	0.000000	1.000000	0.634000	0.171000	1.000000	0.854000	0.158000	0.603000	1.000000	0.604000	0.799000	0.345000	1.000000	0.868000	1.000000	0.194000	0.803000	0.303000	0.812000	0.812000	0.500000	0.000000	0.261000	0.069000	0.129000	0.235000	0.133000	0.185000	0.172000	0.045000	0.000000	0.059000	1.000000	0.611000	0.222000	0.000000	0.000000	0.533000	0.508000	0.068000	0.266000	0.027000	1.000000	0.287000	0.962000	0.952000	0.914000	1.000000	0.288000	0.000000	0.513000	0.211000	0.454000	0.000000	0.032000	0.000000	1.000000	0.272000	0.421000	0.000000	0.000000	0.198000	0.000000	0.166000	0.217000	0.229000	0.882000	0.467000	1.000000	0.148000	1.000000	0.961000	0.143000	0.455000	0.000000	0.040000	0.000000	0.231000	0.637000	0.935000	0.179000	0.346000	0.471000	0.892000	0.370000	1.000000	0.835000	0.000000	0.494000	0.423000	0.525000	0.980000	0.967000	0.322000	0.033000	0.000000	0.000000	0.400000	0.175000	0.716000	0.933000	0.795000	0.491000	0.504000	0.142000	0.084000	0.265000	0.162000	0.103000	0.027000	0.055000	0.117000	0.077000	0.162000	0.441000	1.000000	0.562000	0.406000	0.610000	0.696000	0.204000	0.641000	1.000000	0.712000	0.167000	0.560000	0.639000	0.644000	0.443000	0.393000	0.519000	1.000000	0.692000	0.723000	0.797000	0.557000	0.000000	0.310000	0.577000	0.561000	0.410000	0.333000	0.210000	0.171000	0.143000	0.615000	1.000000	0.627000	0.000000	0.000000	0.000000	0.040000	0.275000	0.348000	0.161000	0.114000	0.189000	0.189000	0.178000	0.465000	0.140000	0.000000	0.182000	0.776000	0.109000	0.000000	0.356000	0.292000	0.611000	0.210000	0.256000	0.059000	0.139000	0.000000	0.000000	0.049000	0.378000	0.000000	0.000000	1.000000	0.578000	0.410000	0.203000	0.207000	0.931000	0.557000	0.501000	0.429000	0.465000	0.193000	0.352000	0.319000	0.305000	0.262000	0.352000	0.685000	0.169000	0.609000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.863000	0.000000	0.393000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.952000	0.000000	0.000000	0.000000	0.014000	0.149000	0.144000	0.133000	0.123000	0.422000	0.565000	0.298000	0.140000	0.115000	0.147000	0.521000	0.714000	0.370000	0.000000	0.023000	0.045000	0.189000	0.310000	0.053000	0.565000	0.328000	0.230000	0.544000	0.608000	0.222000	0.538000	0.571000	0.191000	0.221000	0.481000	0.112000
H	0.840000	0.230000	0.082000	0.053000	0.574000	0.651000	0.633000	0.112000	0.561000	0.579000	0.670000	0.243000	0.508000	0.310000	0.962000	0.830000	0.851000	0.670000	0.000000	0.686000	0.562000	0.313000	0.471000	0.514000	0.500000	0.500000	0.667000	0.600000	0.000000	1.000000	0.589000	0.667000	0.316000	0.271000	0.091000	0.440000	0.457000	0.376000	0.440000	0.145000	0.967000	0.727000	1.000000	0.120000	0.321000	0.308000	0.416000	0.822000	0.118000	0.449000	0.009000	0.274000	0.860000	0.489000	0.404000	0.291000	0.475000	0.233000	0.855000	0.000000	0.475000	0.786000	0.414000	0.478000	0.562000	0.546000	0.583000	0.099000	0.126000	0.620000	0.596000	0.473000	0.358000	0.000000	0.350000	0.714000	0.667000	0.577000	0.550000	0.578000	0.815000	0.573000	0.562000	0.250000	0.250000	1.000000	0.000000	0.499000	0.643000	0.154000	0.024000	0.500000	0.562000	0.021000	0.769000	0.540000	0.608000	0.413000	0.242000	0.700000	0.513000	0.296000	0.457000	0.324000	0.349000	0.000000	0.554000	0.679000	0.557000	0.422000	0.453000	0.788000	0.944000	0.538000	0.553000	0.541000	0.371000	0.091000	0.469000	0.530000	0.000000	0.189000	0.402000	0.437000	0.362000	0.165000	0.630000	0.231000	0.533000	0.717000	0.615000	0.345000	0.568000	0.308000	0.234000	0.396000	0.358000	0.581000	0.500000	0.618000	0.635000	0.294000	0.543000	0.144000	0.124000	0.453000	0.742000	0.969000	0.233000	0.667000	0.529000	0.140000	0.737000	0.518000	0.180000	0.849000	0.235000	0.265000	0.092000	0.376000	0.043000	0.526000	0.270000	0.430000	0.620000	0.613000	0.114000	0.078000	0.220000	0.513000	0.421000	0.324000	0.164000	0.044000	0.407000	0.380000	0.581000	0.376000	0.725000	0.446000	0.212000	0.273000	0.426000	0.559000	0.147000	0.424000	0.391000	0.464000	0.253000	0.332000	0.743000	0.164000	0.814000	0.459000	0.875000	0.538000	0.295000	0.326000	0.032000	0.418000	0.524000	0.525000	0.383000	0.374000	0.637000	0.563000	0.083000	0.538000	0.571000	0.000000	0.605000	0.317000	0.478000	0.409000	0.363000	0.139000	0.757000	0.422000	0.302000	0.309000	0.102000	0.483000	0.736000	0.419000	0.737000	0.518000	0.197000	0.652000	0.158000	0.373000	0.746000	0.187000	0.360000	0.431000	0.603000	0.633000	0.804000	0.847000	0.963000	0.809000	0.767000	0.816000	0.795000	0.782000	0.388000	0.545000	0.198000	0.306000	0.462000	0.559000	0.591000	0.638000	0.446000	0.438000	0.696000	0.467000	0.229000	0.842000	0.737000	0.674000	0.460000	0.443000	0.239000	0.205000	0.128000	0.198000	0.123000	0.000000	0.400000	0.369000	0.131000	0.681000	0.359000	0.000000	0.227000	0.929000	0.369000	0.909000	0.829000	0.000000	0.000000	0.421000	0.457000	0.447000	0.232000	0.517000	0.593000	0.269000	0.477000	0.352000	0.693000	0.600000	0.657000	0.562000	0.562000	0.294000	0.174000	0.174000	0.103000	0.484000	0.412000	0.467000	0.889000	0.655000	0.500000	0.842000	1.000000	0.333000	0.611000	0.370000	0.598000	0.155000	0.727000	0.956000	0.212000	0.323000	0.405000	0.487000	0.676000	0.333000	0.416000	0.600000	0.454000	0.442000	0.575000	0.667000	0.460000	0.607000	0.769000	0.387000	0.372000	0.425000	0.778000	0.508000	0.425000	0.000000	0.207000	0.619000	1.000000	0.372000	0.084000	0.684000	0.586000	0.249000	0.356000	0.081000	0.670000	0.745000	0.345000	0.267000	0.191000	0.000000	0.462000	0.548000	0.818000	0.696000	0.335000	0.077000	0.258000	0.432000	0.433000	0.856000	0.788000	0.601000	0.601000	0.754000	0.993000	0.970000	0.599000	0.358000	0.563000	0.992000	0.603000	0.338000	0.679000	0.667000	1.000000	0.333000	0.380000	0.279000	0.542000	0.329000	0.410000	0.188000	0.380000	0.463000	0.322000	0.562000	0.465000	1.000000	0.526000	1.000000	0.354000	0.647000	0.739000	0.188000	0.232000	0.474000	0.280000	0.050000	0.357000	0.357000	0.416000	0.129000	0.125000	0.478000	0.179000	0.923000	0.887000	0.410000	0.320000	0.492000	0.756000	0.370000	0.439000	0.356000	0.324000	0.199000	0.162000	0.134000	0.846000	0.167000	0.865000	0.209000	0.576000	0.582000	0.192000	0.326000	0.000000	0.194000	0.831000	0.000000	0.468000	0.000000	0.198000	0.325000	0.305000	0.405000	0.646000	0.453000	0.201000	0.730000	0.642000	0.556000	0.612000	0.398000	0.570000	0.213000	0.253000	0.478000	0.283000	0.588000	0.569000	0.564000	0.432000	0.284000	0.538000	0.376000	0.418000	0.664000	0.000000	0.165000	0.571000	0.405000	0.209000	0.405000	0.397000	0.808000	0.793000	0.610000	0.399000	0.419000	0.485000	0.600000	0.500000	0.583000	0.714000	0.604000	0.667000	0.643000	0.917000	0.867000	0.355000	0.989000	0.213000	0.609000	0.701000	0.895000	0.781000	0.656000	0.206000	0.708000	0.562000	0.683000	0.134000	0.640000	0.354000	0.506000	0.423000	0.400000	0.400000	0.467000	0.522000	0.489000	0.467000	0.385000	0.427000	0.500000	0.500000	0.500000	0.443000	0.419000	0.403000	0.459000	0.571000	0.447000	0.771000	0.650000	0.455000	0.856000	0.402000	0.370000	0.500000	0.545000	0.618000	0.651000	0.726000	0.267000
I	0.000000	0.838000	0.440000	0.543000	0.713000	1.000000	0.000000	0.671000	0.663000	0.885000	0.821000	0.541000	0.788000	0.884000	0.937000	0.318000	0.745000	0.598000	0.634000	1.000000	0.455000	0.424000	0.069000	0.633000	1.000000	0.500000	0.000000	0.400000	0.000000	0.000000	0.598000	0.556000	0.000000	1.000000	0.864000	0.000000	0.543000	0.925000	0.000000	0.115000	0.536000	0.364000	0.418000	1.000000	0.609000	0.186000	0.072000	0.000000	0.073000	0.000000	0.026000	0.000000	0.757000	0.758000	1.000000	1.000000	1.000000	1.000000	0.427000	1.000000	0.192000	0.714000	0.672000	0.629000	0.883000	1.000000	0.851000	0.120000	1.000000	0.434000	0.639000	0.978000	0.581000	0.885000	0.862000	1.000000	1.000000	0.495000	0.497000	1.000000	0.435000	0.904000	0.000000	0.000000	0.000000	0.000000	0.000000	0.845000	0.714000	0.000000	0.024000	0.100000	0.562000	0.130000	0.462000	0.460000	0.645000	0.500000	0.727000	0.800000	0.752000	0.065000	0.405000	0.191000	0.000000	0.983000	0.650000	0.037000	0.647000	0.109000	0.250000	0.467000	0.572000	0.494000	0.582000	0.878000	0.070000	0.087000	0.000000	0.464000	0.187000	0.087000	0.083000	0.887000	0.100000	0.670000	0.926000	0.836000	0.983000	0.848000	0.583000	0.841000	0.630000	0.923000	0.316000	0.132000	0.272000	0.165000	0.500000	0.404000	0.094000	0.078000	0.643000	1.000000	0.579000	0.250000	0.492000	0.975000	0.214000	0.544000	0.824000	0.308000	0.474000	0.953000	0.067000	0.407000	1.000000	0.030000	0.215000	1.000000	0.987000	0.842000	0.992000	0.479000	0.873000	0.213000	0.052000	0.104000	0.201000	0.448000	0.969000	0.754000	0.596000	0.552000	0.037000	0.060000	0.930000	0.936000	0.341000	1.000000	0.259000	0.556000	0.797000	1.000000	0.529000	0.127000	0.445000	0.568000	0.548000	1.000000	0.666000	1.000000	0.257000	0.251000	0.300000	0.484000	1.000000	0.891000	0.047000	0.020000	0.429000	0.303000	0.432000	0.475000	1.000000	0.767000	0.163000	0.160000	0.000000	0.288000	0.100000	0.939000	0.930000	0.820000	0.774000	0.833000	0.491000	0.596000	1.000000	0.883000	0.423000	0.313000	0.669000	0.037000	0.474000	0.953000	0.079000	0.870000	1.000000	0.353000	0.540000	0.196000	0.588000	0.472000	0.649000	0.663000	0.577000	0.690000	0.618000	0.775000	0.555000	0.471000	0.000000	0.297000	0.507000	0.727000	1.000000	1.000000	1.000000	1.000000	0.920000	0.514000	0.239000	0.000000	0.314000	0.907000	0.386000	0.947000	0.200000	0.007000	0.053000	0.049000	0.104000	0.121000	0.369000	0.306000	0.684000	0.581000	0.000000	0.037000	0.049000	0.000000	0.467000	0.811000	0.311000	0.722000	0.054000	0.440000	0.707000	0.000000	0.185000	1.000000	0.349000	0.212000	0.171000	1.000000	0.877000	0.563000	0.983000	0.891000	0.671000	1.000000	0.980000	0.375000	0.375000	0.029000	0.261000	0.174000	0.000000	0.355000	0.412000	0.600000	0.481000	0.552000	0.636000	0.105000	0.206000	0.179000	0.556000	0.259000	0.561000	0.077000	0.867000	0.754000	0.992000	1.000000	0.324000	0.120000	0.352000	0.000000	0.440000	0.133000	0.151000	1.000000	0.588000	0.923000	0.014000	0.031000	0.308000	0.990000	0.934000	0.716000	0.368000	0.074000	0.901000	0.714000	0.793000	0.549000	0.592000	0.925000	0.081000	0.154000	0.000000	0.062000	0.615000	0.155000	0.000000	0.570000	0.070000	0.773000	0.000000	1.000000	0.060000	0.766000	0.727000	0.857000	0.330000	0.252000	0.717000	0.000000	0.989000	0.056000	0.408000	0.318000	1.000000	0.820000	1.000000	1.000000	0.474000	1.000000	0.985000	0.002000	0.407000	0.894000	0.580000	0.522000	0.422000	0.193000	0.339000	0.392000	0.077000	0.665000	0.686000	0.570000	0.660000	0.512000	0.505000	0.893000	0.470000	0.352000	0.087000	0.644000	0.406000	0.597000	0.797000	0.143000	0.116000	0.281000	0.364000	0.033000	0.224000	0.221000	0.043000	0.027000	0.050000	0.592000	0.000000	0.154000	0.965000	0.358000	0.342000	0.711000	0.696000	0.970000	0.909000	0.795000	0.752000	0.673000	0.569000	0.347000	0.154000	0.074000	0.000000	0.000000	0.610000	0.606000	0.000000	1.000000	0.812000	0.612000	0.501000	1.000000	0.000000	0.867000	1.000000	0.986000	0.917000	1.000000	0.516000	0.276000	0.161000	0.518000	0.423000	0.798000	0.457000	0.066000	0.407000	0.106000	0.629000	0.787000	0.772000	0.701000	0.602000	0.560000	0.989000	1.000000	0.233000	0.079000	0.000000	0.978000	1.000000	0.943000	0.857000	0.909000	0.784000	0.898000	0.851000	0.986000	0.982000	0.969000	0.043000	0.038000	0.124000	0.400000	0.333000	0.333000	0.429000	0.293000	0.333000	0.429000	0.733000	0.731000	0.033000	0.415000	0.163000	0.478000	0.433000	0.579000	0.375000	0.377000	0.429000	0.733000	0.583000	0.604000	0.281000	0.530000	0.748000	0.013000	0.010000	0.044000	0.000000	0.022000	0.043000	0.000000	0.150000	0.250000	0.000000	0.167000	0.161000	0.000000	0.080000	0.140000	0.030000	0.054000	0.095000	0.132000	0.169000	0.000000	0.000000	0.000000	0.246000	0.074000	0.167000	0.091000	0.051000	0.029000	0.398000	0.276000
K	0.506000	0.434000	0.003000	0.004000	0.574000	0.000000	0.633000	0.687000	0.694000	0.000000	0.000000	0.188000	0.368000	0.736000	0.961000	0.487000	0.691000	0.675000	0.195000	0.667000	0.535000	0.313000	0.392000	0.376000	0.500000	0.500000	0.667000	0.800000	0.000000	1.000000	0.613000	0.694000	1.000000	0.034000	0.000000	0.495000	0.628000	0.278000	0.661000	0.110000	1.000000	0.554000	0.782000	0.409000	0.218000	0.506000	0.304000	0.102000	0.354000	0.331000	0.368000	0.480000	0.385000	0.343000	0.190000	0.178000	0.247000	0.733000	0.462000	0.590000	0.626000	0.929000	0.328000	0.000000	0.073000	0.265000	0.326000	0.570000	0.005000	0.551000	0.277000	1.000000	0.362000	0.557000	0.006000	0.451000	0.812000	0.590000	0.839000	0.578000	0.677000	0.612000	0.062000	0.500000	0.250000	1.000000	0.000000	0.750000	0.857000	0.038000	0.000000	1.000000	1.000000	0.000000	0.769000	0.520000	0.602000	0.644000	0.293000	0.640000	0.385000	0.222000	0.448000	0.390000	0.303000	0.500000	0.692000	0.790000	0.695000	0.812000	1.000000	0.732000	0.881000	0.810000	0.716000	0.149000	0.496000	0.321000	0.311000	0.616000	0.284000	0.223000	1.000000	0.000000	1.000000	0.000000	0.000000	0.435000	0.833000	0.511000	0.729000	0.212000	0.654000	0.207000	0.689000	0.969000	1.000000	0.026000	1.000000	1.000000	1.000000	1.000000	0.687000	0.067000	0.269000	1.000000	0.790000	1.000000	0.147000	0.833000	0.529000	0.327000	0.747000	0.153000	0.367000	0.779000	0.136000	0.402000	0.292000	0.213000	0.132000	0.241000	0.105000	0.669000	0.239000	0.202000	0.233000	0.294000	0.434000	0.501000	0.535000	0.168000	0.108000	0.000000	1.000000	1.000000	0.000000	0.000000	0.659000	0.397000	0.306000	0.000000	0.027000	0.000000	0.000000	1.000000	0.683000	0.743000	0.530000	0.800000	0.660000	0.091000	0.291000	1.000000	0.750000	0.615000	0.205000	0.240000	0.362000	0.408000	0.500000	0.500000	0.691000	0.333000	0.168000	0.233000	0.447000	0.391000	0.722000	0.338000	0.785000	0.056000	0.000000	0.000000	0.000000	0.224000	0.317000	0.000000	0.000000	0.000000	1.000000	0.027000	0.320000	0.781000	0.747000	0.153000	0.375000	0.783000	0.132000	1.000000	0.778000	0.243000	0.421000	0.549000	0.588000	0.757000	0.789000	0.872000	0.942000	0.757000	0.856000	1.000000	0.542000	0.644000	0.493000	0.618000	0.225000	0.242000	0.278000	0.329000	0.204000	0.238000	0.033000	0.101000	0.088000	0.000000	0.217000	1.000000	0.558000	0.479000	0.580000	0.456000	0.356000	0.276000	0.195000	0.413000	0.184000	0.194000	0.945000	1.000000	1.000000	0.156000	0.663000	1.000000	0.161000	0.103000	0.147000	0.292000	0.902000	0.000000	0.232000	0.351000	0.392000	0.204000	0.012000	0.472000	0.366000	0.439000	0.476000	0.429000	0.792000	0.224000	0.000000	0.438000	0.438000	0.176000	0.130000	0.304000	0.138000	0.258000	1.000000	0.533000	0.519000	0.345000	1.000000	0.895000	0.588000	0.333000	0.611000	0.481000	0.665000	0.071000	0.777000	1.000000	0.144000	0.329000	0.054000	0.598000	0.287000	0.742000	0.584000	0.371000	0.613000	0.058000	0.325000	0.000000	0.611000	0.799000	0.308000	0.516000	0.562000	0.429000	0.429000	0.000000	0.571000	0.012000	0.198000	0.655000	0.555000	0.228000	0.246000	0.398000	0.696000	0.302000	0.247000	0.293000	0.633000	0.559000	0.688000	0.160000	0.294000	0.000000	0.518000	0.000000	1.000000	0.000000	0.368000	0.135000	0.292000	0.642000	0.466000	0.907000	0.751000	0.040000	0.470000	0.615000	0.965000	0.956000	0.509000	0.521000	0.674000	0.952000	0.872000	0.044000	0.531000	0.722000	0.446000	0.070000	0.388000	0.402000	0.181000	0.432000	0.590000	0.661000	0.560000	0.591000	0.537000	0.970000	0.865000	0.931000	0.326000	0.822000	0.497000	0.628000	0.942000	0.032000	1.000000	0.923000	0.805000	1.000000	0.252000	0.142000	0.554000	0.183000	0.155000	0.398000	0.268000	0.923000	0.934000	0.986000	0.785000	0.434000	0.470000	0.533000	0.000000	0.000000	0.000000	0.278000	0.199000	0.536000	0.846000	0.123000	0.434000	0.530000	0.623000	0.627000	0.294000	0.000000	0.088000	0.028000	0.073000	0.444000	0.568000	0.000000	0.103000	0.206000	0.112000	0.099000	0.351000	0.319000	0.195000	0.459000	0.576000	0.000000	0.536000	0.307000	0.564000	0.051000	0.180000	0.364000	0.000000	0.207000	0.633000	0.560000	0.467000	0.065000	0.951000	1.000000	0.704000	0.486000	0.061000	0.283000	0.000000	0.000000	0.197000	0.005000	0.103000	0.012000	0.000000	0.027000	0.930000	0.781000	1.000000	0.500000	0.417000	0.417000	0.429000	0.631000	0.556000	0.643000	0.764000	0.698000	0.433000	0.692000	0.312000	0.478000	0.752000	0.895000	0.781000	0.492000	0.458000	0.647000	0.912000	0.660000	0.114000	0.768000	0.503000	0.526000	1.000000	1.000000	0.831000	1.000000	1.000000	1.000000	1.000000	1.000000	0.800000	1.000000	0.929000	1.000000	1.000000	1.000000	0.761000	1.000000	1.000000	1.000000	0.853000	0.809000	0.737000	0.933000	0.873000	1.000000	0.936000	0.779000	1.000000	1.000000	0.734000	0.405000
L	0.272000	0.577000	1.000000	0.989000	1.000000	0.651000	0.267000	0.281000	0.663000	0.867000	0.843000	1.000000	0.913000	1.000000	0.963000	0.521000	0.691000	0.718000	0.601000	0.961000	0.455000	0.463000	0.098000	0.267000	0.500000	1.000000	0.000000	0.400000	0.000000	0.000000	0.593000	0.528000	0.063000	0.746000	0.727000	0.110000	0.681000	0.699000	0.028000	0.070000	0.617000	0.421000	0.400000	0.597000	0.558000	0.103000	0.120000	0.153000	0.042000	0.129000	0.149000	0.040000	0.934000	0.716000	0.706000	0.663000	0.773000	1.000000	0.684000	0.842000	0.222000	0.714000	0.190000	0.691000	0.825000	0.920000	0.851000	0.100000	0.950000	0.434000	0.958000	0.746000	0.546000	0.885000	0.831000	0.618000	0.958000	0.495000	0.497000	0.578000	0.603000	0.567000	0.000000	0.000000	0.000000	0.000000	0.000000	0.842000	1.000000	0.154000	0.024000	0.300000	0.562000	0.162000	0.747000	0.620000	0.633000	0.558000	0.535000	0.910000	0.701000	0.009000	0.381000	0.081000	0.009000	0.800000	0.650000	0.000000	0.647000	0.109000	0.250000	0.533000	0.592000	0.490000	0.759000	0.473000	0.189000	0.000000	0.202000	0.682000	0.378000	0.053000	0.138000	0.803000	0.138000	0.516000	0.852000	0.576000	0.983000	0.315000	0.719000	0.628000	0.833000	0.740000	0.172000	0.436000	0.465000	0.141000	0.500000	0.478000	0.355000	0.157000	0.643000	0.922000	0.652000	0.250000	0.559000	0.968000	0.096000	0.533000	0.824000	0.308000	0.821000	0.447000	0.113000	0.849000	0.469000	0.083000	0.169000	0.638000	0.485000	0.632000	0.833000	0.744000	0.507000	0.018000	0.042000	0.169000	0.409000	0.442000	0.808000	0.684000	0.714000	0.696000	0.259000	0.180000	0.907000	0.860000	0.659000	0.769000	0.059000	0.620000	0.742000	0.942000	0.529000	0.104000	0.184000	0.562000	0.435000	0.831000	0.651000	0.481000	0.394000	0.351000	0.838000	0.714000	0.500000	0.620000	0.000000	0.010000	0.571000	0.754000	0.716000	0.354000	0.354000	0.447000	0.000000	0.396000	0.325000	0.079000	0.040000	1.000000	0.773000	0.701000	0.694000	0.692000	1.000000	0.619000	0.693000	0.836000	0.342000	0.340000	0.618000	0.057000	0.821000	0.447000	0.132000	1.000000	0.474000	0.588000	0.556000	0.785000	1.000000	0.951000	0.824000	0.947000	0.917000	0.936000	0.990000	1.000000	1.000000	0.805000	0.229000	0.317000	0.000000	0.064000	0.568000	0.661000	0.628000	0.689000	0.810000	0.438000	0.033000	0.247000	0.059000	0.613000	0.867000	0.434000	0.326000	0.000000	0.142000	0.204000	0.058000	0.000000	0.000000	0.215000	0.000000	0.742000	0.203000	0.147000	0.031000	0.267000	0.598000	0.000000	0.183000	0.310000	0.237000	0.191000	0.878000	0.000000	0.283000	0.377000	0.543000	0.000000	0.018000	1.000000	0.804000	0.577000	1.000000	0.911000	0.640000	0.878000	0.941000	0.375000	0.375000	0.029000	0.261000	0.000000	0.069000	0.839000	0.529000	0.600000	0.444000	0.483000	0.864000	0.316000	0.206000	0.179000	0.444000	0.185000	0.720000	0.200000	0.943000	0.773000	0.619000	0.747000	0.000000	0.034000	0.185000	0.061000	0.256000	0.257000	0.076000	0.615000	0.626000	0.846000	0.014000	0.031000	0.462000	0.835000	1.000000	0.691000	0.356000	0.127000	0.901000	0.428000	0.783000	0.699000	0.550000	0.647000	0.078000	0.252000	0.407000	0.000000	0.123000	0.198000	0.222000	0.717000	0.771000	0.049000	0.000000	1.000000	0.068000	0.778000	0.688000	0.821000	0.192000	0.277000	0.525000	0.000000	0.995000	0.085000	0.481000	0.325000	0.893000	1.000000	0.999000	0.990000	0.450000	0.821000	0.985000	0.002000	0.402000	0.925000	0.432000	0.433000	0.434000	0.377000	0.347000	0.284000	0.252000	0.884000	0.633000	0.800000	0.667000	0.732000	0.808000	0.923000	0.876000	0.869000	0.096000	0.671000	0.349000	0.467000	0.942000	0.040000	0.157000	0.245000	0.407000	0.150000	0.184000	0.104000	0.281000	0.148000	0.152000	0.667000	0.143000	0.000000	0.988000	0.316000	0.449000	0.702000	0.786000	0.930000	0.901000	0.792000	0.745000	0.676000	0.566000	0.364000	0.000000	0.000000	0.377000	0.000000	0.611000	0.607000	0.000000	0.734000	0.815000	0.790000	0.327000	0.399000	0.081000	0.933000	0.927000	1.000000	0.920000	0.936000	0.591000	0.589000	0.513000	0.542000	0.833000	0.801000	0.690000	0.402000	1.000000	0.043000	0.669000	0.814000	0.799000	0.677000	0.600000	0.565000	0.995000	0.634000	0.137000	0.128000	0.129000	0.985000	0.998000	0.943000	0.600000	0.693000	0.777000	1.000000	1.000000	0.974000	0.937000	1.000000	0.000000	0.056000	0.137000	0.400000	0.333000	0.333000	0.429000	0.450000	0.333000	0.429000	0.733000	0.743000	0.218000	0.739000	0.553000	0.478000	0.433000	0.579000	0.375000	0.377000	0.429000	0.740000	0.952000	0.604000	0.259000	0.567000	0.769000	0.039000	0.041000	0.067000	0.000000	0.044000	0.065000	0.021000	0.122000	0.212000	0.000000	0.125000	0.125000	0.022000	0.125000	0.186000	0.045000	0.081000	0.119000	0.184000	0.147000	0.012000	0.082000	0.078000	0.233000	0.148000	0.167000	0.000000	0.118000	0.000000	0.333000	0.259000

Use subcat_out to drop individual subcategories (a finer unit than a category). A single name may be given as a string or a list:

df_no_subcat = aac.pre_select_scales(df_scales, df_cat=df_cat,
                                     subcat_out=["Hydrophilicity", "β-turn"])
print("Without the two subcategories:", df_no_subcat.shape[1])
kept_subcats = df_cat[df_cat["scale_id"].isin(df_no_subcat.columns)]["subcategory"]
print("'Hydrophilicity' still present:", "Hydrophilicity" in set(kept_subcats))

Without the two subcategories: 537
'Hydrophilicity' still present: False

cat_out and subcat_out combine — a scale is dropped if it matches either. This yields a study-specific, more interpretable scale set:

df_clf = aa.load_scales(unclassified_out=True)
subcat_out = ["β-turn", "β-turn (C-term)", "β-turn (N-term)", "Hydrophilicity"]
df_pre = aac.pre_select_scales(df_clf, df_cat=df_cat,
                               cat_out=["Composition"], subcat_out=subcat_out)
print("Classified scales:", df_clf.shape[1], "-> pre-selected:", df_pre.shape[1])
aa.display_df(df_pre, n_rows=10, show_shape=True)

Classified scales: 532 -> pre-selected: 415
DataFrame shape: (20, 415)

	ANDN920101	ARGP820101	ARGP820102	ARGP820103	BEGF750101	BEGF750102	BHAR880101	BIGC670101	BIOV880101	BIOV880102	BROC820101	BROC820102	BULH740102	BUNA790101	BUNA790102	BUNA790103	BURA740101	BURA740102	CHAM810101	CHAM820101	CHAM820102	CHAM830101	CHAM830103	CHAM830104	CHAM830105	CHAM830106	CHAM830107	CHAM830108	CHOC750101	CHOC760101	CHOC760102	CHOC760103	CHOC760104	CHOP780201	CHOP780202	CHOP780204	CHOP780205	CHOP780206	CHOP780207	CHOP780208	CHOP780209	CHOP780212	CIDH920101	CIDH920102	CIDH920103	CIDH920104	CIDH920105	COHE430101	CRAJ730101	CRAJ730102	DAWD720101	DESM900101	DESM900102	EISD840101	EISD860101	EISD860102	EISD860103	FASG760101	FAUJ830101	FAUJ880101	FAUJ880102	FAUJ880103	FAUJ880104	FAUJ880105	FAUJ880106	FAUJ880107	FAUJ880108	FAUJ880109	FAUJ880111	FAUJ880112	FINA770101	FINA910101	FINA910102	FINA910103	FINA910104	GARJ730101	GEIM800101	GEIM800102	GEIM800104	GEIM800105	GEIM800106	GEIM800107	GEIM800108	GEIM800110	GEIM800111	GOLD730101	GOLD730102	GRAR740103	HUTJ700102	HUTJ700103	ISOY800101	ISOY800102	ISOY800105	ISOY800106	ISOY800108	JANJ780101	JANJ780102	JANJ780103	JANJ790101	JANJ790102	JOND750101	KANM800101	KANM800102	KANM800103	KANM800104	KARP850101	KARP850102	KARP850103	KLEP840101	KRIW710101	KRIW790101	KRIW790102	KRIW790103	KYTJ820101	LAWE840101	LEVM760102	LEVM760103	LEVM760104	LEVM760105	LEVM760106	LEVM760107	LEVM780101	LEVM780102	LEVM780104	LEVM780105	LIFS790101	LIFS790102	LIFS790103	MANP780101	MAXF760101	MAXF760102	MAXF760103	MAXF760104	MAXF760105	MAXF760106	MCMT640101	MEEJ800101	MEEJ800102	MEEJ810101	MEEJ810102	MEIH800101	MEIH800102	MEIH800103	MIYS850101	NAGK730101	NAGK730102	NAGK730103	NAKH900110	NISK800101	NISK860101	NOZY710101	OOBM770102	OOBM770104	OOBM770105	OOBM850101	OOBM850105	PALJ810101	PALJ810102	PALJ810103	PALJ810104	PALJ810107	PALJ810108	PALJ810109	PALJ810110	PALJ810111	PALJ810112	PALJ810113	PLIV810101	PONP800101	PONP800102	PONP800103	PONP800104	PONP800105	PONP800106	PONP800107	PONP800108	PRAM820101	PRAM820102	PRAM820103	PRAM900102	PRAM900103	PTIO830101	PTIO830102	QIAN880102	QIAN880103	QIAN880104	QIAN880105	QIAN880106	QIAN880107	QIAN880108	QIAN880109	QIAN880110	QIAN880111	QIAN880112	QIAN880113	QIAN880114	QIAN880115	QIAN880116	QIAN880118	QIAN880119	QIAN880120	QIAN880121	QIAN880122	QIAN880124	QIAN880125	QIAN880126	QIAN880127	QIAN880128	QIAN880130	QIAN880131	QIAN880132	QIAN880133	QIAN880134	QIAN880135	QIAN880136	QIAN880137	QIAN880138	RACS770101	RACS770102	RACS770103	RACS820101	RACS820102	RACS820105	RACS820108	RACS820109	RACS820111	RACS820114	RADA880101	RADA880102	RADA880103	RADA880104	RADA880105	RADA880106	RADA880107	RADA880108	RICJ880101	RICJ880102	RICJ880103	RICJ880105	RICJ880106	RICJ880107	RICJ880109	RICJ880110	RICJ880111	RICJ880112	RICJ880113	RICJ880115	RICJ880116	ROBB760101	ROBB760102	ROBB760103	ROBB760104	ROBB760105	ROBB760106	ROBB760107	ROBB760112	ROBB790101	ROSG850101	ROSG850102	ROSM880103	SIMZ760101	SUEM840101	SWER830101	TANS770101	TANS770102	TANS770103	TANS770106	TANS770107	TANS770108	TANS770109	VASM830102	VELV850101	VHEG790101	WARP780101	WERD780101	WOLR810101	YUTK870101	YUTK870102	YUTK870103	YUTK870104	ZASB820101	ZIMJ680101	ZIMJ680102	ZIMJ680104	AURR980101	AURR980102	AURR980103	AURR980104	AURR980105	AURR980106	AURR980107	AURR980108	AURR980109	AURR980110	AURR980111	AURR980112	AURR980113	AURR980114	AURR980115	AURR980116	AURR980117	AURR980118	AURR980119	ONEK900102	VINM940101	VINM940102	VINM940103	VINM940104	MUNV940101	MUNV940102	MUNV940103	MUNV940104	MUNV940105	WIMW960101	KIMC930101	MONM990101	BLAM930101	PARS000101	PARS000102	TAKK010101	FODM020101	NADH010101	NADH010102	NADH010103	NADH010104	NADH010105	NADH010106	MONM990201	KOEP990101	KOEP990102	MITS020101	TSAJ990101	TSAJ990102	COSI940101	PONP930101	WILM950101	WILM950102	WILM950103	GUOD860101	JURD980101	BASU050101	BASU050102	BASU050103	SUYM030101	GEOR030101	GEOR030102	GEOR030103	GEOR030104	GEOR030105	GEOR030106	GEOR030107	GEOR030108	GEOR030109	ZHOH040101	ZHOH040102	ZHOH040103	BAEK050101	HARY940101	PONJ960101	WOLR790101	OLSK800101	GUYH850104	GUYH850105	JACR890101	COWR900101	BLAS910101	CASG920101	CORJ870101	CORJ870102	CORJ870103	CORJ870104	CORJ870105	CORJ870106	CORJ870107	KARS160101	KARS160102	KARS160103	KARS160104	KARS160105	KARS160106	KARS160107	KARS160108	KARS160109	KARS160111	KARS160112	KARS160113	KARS160114	KARS160115	KARS160116	KARS160117	KARS160119	KARS160121	KARS160122	LINS030101	LINS030102	LINS030103	LINS030104	LINS030105	LINS030106	LINS030107	LINS030108	LINS030109	LINS030110	LINS030111	LINS030112	LINS030113	LINS030114	LINS030115	LINS030116	LINS030117	LINS030118	LINS030119	LINS030120	LINS030121	KOEH090112
AA
A	0.494000	0.230000	0.355000	0.504000	1.000000	0.512000	0.249000	0.164000	0.476000	0.661000	0.565000	0.567000	0.468000	0.943000	0.475000	0.691000	0.876000	0.264000	0.510000	0.112000	0.262000	0.118000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.147000	0.222000	0.089000	0.627000	0.909000	0.904000	0.346000	0.425000	0.656000	0.298000	0.212000	0.321000	0.224000	0.144000	0.355000	0.346000	0.463000	0.420000	0.393000	0.500000	0.718000	0.460000	0.286000	0.792000	0.752000	0.807000	0.589000	0.000000	0.503000	0.109000	0.405000	0.305000	0.552000	0.124000	0.141000	0.578000	0.182000	0.410000	0.000000	0.000000	0.000000	0.000000	0.757000	0.154000	0.024000	0.500000	0.562000	0.034000	0.725000	0.620000	0.567000	0.273000	0.490000	0.427000	0.306000	0.507000	0.321000	0.250000	0.169000	0.168000	0.141000	0.124000	0.908000	0.270000	0.101000	0.543000	0.030000	0.141000	0.676000	0.125000	0.363000	0.778000	0.231000	0.875000	0.248000	0.765000	0.260000	0.475000	0.370000	0.350000	0.500000	0.629000	0.418000	0.392000	0.189000	0.700000	0.134000	0.207000	0.999000	0.456000	0.106000	0.294000	0.000000	0.811000	0.306000	0.860000	0.247000	0.369000	0.306000	0.361000	0.436000	0.802000	0.338000	0.113000	0.034000	0.294000	0.403000	0.102000	0.547000	0.289000	0.249000	0.221000	0.556000	0.420000	0.512000	0.360000	0.725000	0.521000	0.165000	0.532000	0.467000	0.406000	0.147000	0.000000	0.899000	0.826000	0.706000	0.465000	0.838000	0.824000	0.250000	0.357000	0.667000	0.713000	0.630000	0.222000	0.248000	0.379000	0.261000	0.289000	0.347000	0.365000	0.411000	0.610000	0.598000	0.146000	0.324000	0.393000	0.561000	0.823000	0.942000	0.811000	0.306000	0.870000	0.211000	1.000000	1.000000	0.842000	1.000000	0.931000	1.000000	0.826000	0.754000	0.859000	0.717000	0.699000	0.391000	0.289000	0.554000	0.343000	0.207000	0.435000	0.423000	0.459000	0.613000	0.174000	0.517000	0.451000	0.493000	0.229000	0.358000	0.208000	0.261000	0.291000	0.230000	0.276000	0.421000	0.116000	0.114000	0.579000	0.428000	0.217000	0.133000	1.000000	0.143000	1.000000	0.000000	0.289000	0.024000	0.843000	0.480000	0.863000	0.888000	0.954000	0.345000	0.820000	0.441000	0.250000	0.250000	0.118000	0.565000	0.207000	0.355000	1.000000	0.667000	0.448000	0.318000	0.632000	0.205000	0.500000	0.921000	0.484000	0.983000	0.842000	0.229000	0.342000	0.333000	0.210000	0.038000	0.147000	0.564000	0.308000	0.268000	0.788000	0.282000	0.814000	0.436000	0.290000	0.491000	0.068000	0.097000	0.292000	0.617000	0.295000	0.162000	1.000000	0.375000	0.980000	0.506000	0.557000	0.971000	0.966000	0.378000	0.270000	0.443000	0.404000	0.420000	0.633000	0.542000	0.149000	0.248000	0.412000	0.561000	0.826000	0.724000	1.000000	0.840000	0.787000	0.776000	0.746000	0.995000	0.752000	0.143000	0.356000	0.474000	0.000000	0.404000	0.658000	0.508000	0.150000	0.144000	0.000000	0.617000	0.246000	0.175000	0.478000	0.375000	0.077000	1.000000	0.580000	0.386000	0.405000	0.345000	0.807000	0.749000	0.596000	0.510000	0.395000	0.330000	0.077000	0.210000	0.266000	0.000000	0.157000	0.154000	0.295000	0.471000	0.327000	0.468000	0.130000	0.378000	0.646000	0.474000	0.275000	0.441000	0.403000	0.357000	0.250000	0.435000	0.651000	0.659000	0.516000	0.209000	0.700000	0.000000	0.191000	0.221000	0.397000	0.439000	0.157000	0.141000	0.979000	0.595000	0.211000	0.189000	0.946000	0.660000	0.616000	0.514000	0.496000	0.276000	0.378000	0.369000	0.477000	0.454000	0.446000	0.100000	0.083000	0.083000	0.000000	0.090000	0.111000	0.071000	0.458000	0.135000	0.231000	0.697000	0.217000	0.089000	0.263000	0.000000	0.082000	0.205000	0.248000	0.000000	0.152000	0.265000	0.078000	0.093000	0.111000	0.046000	0.200000	0.196000	0.149000	0.271000	0.385000	0.120000	0.625000	0.625000	0.391000	0.091000	0.186000	0.075000	0.270000	0.333000	0.211000	0.345000
C	0.864000	0.404000	0.579000	0.387000	0.000000	0.233000	0.205000	0.323000	0.936000	0.792000	0.000000	0.000000	0.232000	0.950000	0.900000	0.819000	0.191000	1.000000	0.608000	0.313000	0.947000	0.588000	0.500000	0.000000	0.000000	0.200000	0.000000	1.000000	0.300000	0.333000	0.013000	0.746000	1.000000	0.138000	0.617000	0.110000	0.607000	0.256000	0.459000	0.327000	0.455000	0.898000	0.767000	0.581000	0.564000	0.748000	0.647000	0.033000	0.376000	0.453000	0.357000	0.927000	1.000000	0.723000	0.528000	0.017000	0.884000	0.357000	0.782000	0.422000	0.688000	0.301000	0.418000	0.578000	0.421000	0.809000	0.812000	0.000000	0.000000	0.000000	0.571000	0.154000	0.024000	0.300000	0.562000	0.034000	0.176000	1.000000	0.337000	0.707000	0.540000	0.607000	0.324000	0.471000	0.312000	0.333000	0.314000	0.311000	0.666000	0.431000	0.454000	0.986000	0.167000	0.510000	0.008000	0.000000	1.000000	0.000000	1.000000	1.000000	0.403000	0.312000	0.566000	0.302000	0.680000	0.143000	0.070000	0.480000	0.500000	0.000000	0.000000	0.059000	0.307000	0.778000	0.190000	0.371000	0.932000	0.132000	0.356000	0.559000	0.140000	0.621000	0.118000	0.395000	0.469000	0.539000	0.268000	0.617000	0.778000	0.397000	0.775000	0.000000	0.189000	0.099000	0.459000	0.841000	0.318000	0.207000	0.531000	0.420000	0.370000	0.220000	0.907000	0.678000	0.341000	0.661000	0.506000	0.210000	1.000000	0.906000	0.000000	0.081000	0.751000	0.695000	0.701000	0.000000	0.362000	0.143000	0.602000	0.527000	1.000000	0.656000	0.481000	0.374000	0.150000	0.408000	0.000000	0.511000	0.967000	1.000000	1.000000	0.801000	0.874000	0.832000	0.210000	1.000000	0.735000	0.136000	0.000000	0.621000	0.118000	0.739000	0.447000	0.349000	0.430000	0.544000	0.424000	0.534000	0.574000	0.691000	0.645000	0.560000	0.526000	0.377000	0.195000	0.193000	0.297000	0.194000	0.432000	0.559000	0.585000	0.788000	0.839000	0.391000	0.517000	0.324000	0.960000	0.952000	1.000000	0.507000	0.381000	0.369000	0.187000	0.297000	0.256000	0.388000	0.482000	0.462000	0.281000	0.029000	0.170000	0.413000	0.349000	0.496000	0.000000	0.421000	0.435000	0.817000	0.345000	0.589000	0.811000	0.886000	0.498000	0.919000	1.000000	0.188000	0.188000	0.147000	0.391000	0.069000	0.355000	0.267000	0.000000	0.241000	0.091000	0.526000	0.103000	0.389000	0.445000	0.387000	0.597000	0.962000	0.797000	0.747000	0.820000	0.000000	0.635000	0.429000	1.000000	0.385000	0.258000	0.544000	0.458000	0.204000	0.222000	0.822000	0.534000	0.415000	0.000000	0.285000	0.734000	0.657000	0.424000	0.796000	0.929000	0.837000	0.655000	0.680000	0.976000	0.929000	0.599000	0.482000	0.551000	0.285000	0.000000	0.000000	0.000000	0.070000	0.000000	0.000000	0.000000	0.239000	0.267000	0.242000	0.000000	0.104000	0.262000	0.219000	0.162000	0.234000	0.000000	0.000000	0.000000	0.143000	0.010000	0.051000	0.042000	0.183000	0.399000	0.420000	0.216000	0.059000	0.089000	0.584000	0.161000	0.154000	0.844000	0.467000	0.000000	0.124000	0.625000	1.000000	1.000000	1.000000	1.000000	1.000000	1.000000	0.308000	0.586000	0.057000	0.000000	0.238000	0.235000	0.656000	0.760000	0.388000	0.314000	1.000000	0.430000	0.792000	0.725000	0.866000	0.792000	0.888000	0.000000	0.246000	0.000000	0.000000	0.603000	0.000000	0.480000	0.000000	0.054000	0.514000	0.308000	0.897000	1.000000	0.294000	0.276000	0.837000	0.616000	0.000000	0.204000	0.961000	0.763000	0.680000	1.000000	1.000000	0.453000	0.818000	0.755000	0.598000	0.700000	0.725000	0.200000	0.167000	0.167000	0.143000	0.210000	0.111000	0.214000	0.611000	0.420000	0.462000	0.697000	0.217000	0.471000	0.579000	0.500000	0.344000	0.863000	0.776000	0.500000	0.433000	0.626000	0.032000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.034000	0.000000	0.030000	0.000000	0.000000	0.105000	1.000000
D	1.000000	0.174000	0.000000	0.000000	0.404000	0.233000	0.867000	0.324000	0.191000	0.276000	0.216000	0.358000	0.000000	0.961000	1.000000	0.745000	0.402000	0.213000	0.745000	0.257000	0.601000	0.608000	0.500000	0.500000	0.000000	0.400000	1.000000	0.000000	0.339000	0.417000	0.405000	0.237000	0.182000	0.468000	0.128000	0.790000	0.333000	0.529000	0.529000	0.019000	0.288000	0.881000	0.000000	0.169000	0.033000	0.046000	0.034000	0.000000	0.410000	0.381000	0.286000	0.045000	0.029000	0.418000	0.191000	0.190000	0.010000	0.449000	0.074000	0.382000	0.615000	0.344000	0.465000	0.578000	0.486000	0.517000	1.000000	0.250000	0.000000	1.000000	0.429000	1.000000	0.081000	0.000000	0.375000	0.021000	0.516000	0.240000	0.452000	0.020000	0.290000	0.282000	0.759000	0.735000	0.587000	0.000000	0.304000	0.305000	0.364000	0.314000	0.532000	0.041000	0.895000	0.642000	0.288000	0.515000	0.225000	0.562000	0.077000	0.444000	0.175000	0.542000	0.159000	0.432000	0.000000	0.443000	1.000000	0.508000	0.000000	0.753000	0.696000	0.490000	0.275000	0.111000	0.041000	0.535000	0.993000	0.186000	0.472000	0.235000	0.140000	0.547000	0.094000	0.523000	0.037000	0.057000	0.094000	0.038000	0.000000	0.380000	0.141000	0.567000	0.215000	0.307000	0.648000	0.282000	0.274000	0.184000	0.122000	0.138000	0.852000	0.700000	0.140000	0.140000	0.407000	0.471000	0.541000	0.093000	0.000000	0.006000	0.000000	0.501000	0.755000	0.572000	0.000000	0.317000	0.488000	0.440000	0.136000	0.240000	0.143000	0.484000	0.444000	0.040000	0.389000	0.146000	0.917000	0.017000	0.040000	0.088000	0.137000	0.000000	0.423000	0.055000	0.137000	0.023000	0.714000	0.585000	0.820000	0.547000	0.094000	0.478000	0.079000	0.825000	0.710000	0.684000	0.514000	0.718000	0.391000	0.536000	0.340000	0.272000	0.260000	0.356000	0.207000	0.566000	0.475000	0.537000	0.000000	0.011000	0.098000	0.329000	0.496000	0.652000	0.663000	0.745000	0.760000	0.566000	0.274000	0.799000	0.619000	0.735000	0.503000	0.611000	0.815000	0.727000	0.614000	0.786000	0.684000	0.646000	0.615000	0.348000	0.365000	0.764000	0.331000	0.000000	0.159000	0.312000	0.345000	0.619000	0.811000	0.886000	0.525000	0.573000	0.150000	0.688000	0.688000	0.588000	1.000000	0.621000	0.097000	0.467000	0.259000	0.172000	0.273000	0.263000	0.179000	0.722000	0.555000	0.813000	0.657000	0.631000	0.051000	0.234000	0.099000	0.448000	0.000000	0.216000	0.256000	0.615000	0.206000	0.146000	0.000000	0.451000	0.605000	0.000000	0.945000	0.215000	1.000000	0.478000	0.225000	1.000000	0.738000	0.241000	0.107000	0.402000	0.506000	0.574000	0.932000	0.934000	0.082000	0.208000	0.453000	0.000000	0.728000	0.711000	0.952000	1.000000	1.000000	0.431000	0.723000	0.484000	0.276000	0.455000	0.520000	0.451000	0.285000	0.314000	0.476000	0.428000	0.152000	0.658000	0.520000	0.164000	0.828000	0.949000	0.746000	0.800000	0.395000	0.270000	0.831000	0.274000	0.337000	0.204000	0.268000	0.923000	0.844000	0.986000	0.715000	0.202000	0.446000	0.290000	0.371000	0.319000	0.310000	0.310000	0.453000	0.923000	0.401000	0.775000	0.000000	0.311000	0.321000	1.000000	0.021000	0.290000	0.023000	0.316000	0.207000	0.156000	0.000000	0.008000	0.141000	0.474000	0.265000	0.091000	0.295000	0.565000	0.402000	0.404000	0.271000	0.419000	0.065000	0.110000	0.330000	0.114000	0.294000	0.317000	0.399000	0.459000	0.224000	0.545000	0.464000	0.515000	0.433000	0.028000	0.057000	0.016000	0.000000	0.000000	0.000000	0.000000	0.002000	0.000000	0.400000	0.333000	0.333000	0.429000	0.466000	0.333000	0.429000	0.733000	0.777000	0.739000	0.473000	0.478000	0.462000	0.579000	0.438000	0.443000	0.889000	0.683000	0.247000	0.451000	0.020000	0.636000	0.588000	0.200000	0.754000	0.800000	0.761000	0.809000	0.654000	0.192000	0.800000	0.896000	0.893000	0.848000	0.523000	0.186000	0.642000	0.703000	0.881000	0.658000	0.440000
E	0.420000	0.177000	0.019000	0.032000	0.713000	0.000000	0.811000	0.488000	0.106000	0.140000	0.072000	0.212000	0.261000	0.957000	0.407000	0.745000	1.000000	0.186000	0.667000	0.369000	0.561000	0.245000	0.500000	0.500000	0.667000	0.600000	1.000000	0.000000	0.518000	0.639000	0.392000	0.288000	0.136000	1.000000	0.000000	1.000000	0.678000	0.579000	0.253000	0.000000	0.096000	0.110000	0.239000	0.000000	0.110000	0.003000	0.000000	0.200000	1.000000	0.007000	0.643000	0.022000	0.000000	0.458000	0.285000	0.300000	0.055000	0.558000	0.114000	0.372000	0.750000	0.468000	0.679000	0.578000	0.404000	0.640000	0.500000	0.250000	0.000000	1.000000	0.857000	0.423000	0.081000	0.000000	0.375000	0.043000	0.945000	0.760000	1.000000	0.000000	0.000000	0.000000	0.361000	0.728000	0.431000	0.000000	0.482000	0.479000	0.463000	0.447000	0.979000	0.000000	0.232000	0.576000	0.095000	0.602000	0.183000	0.625000	0.055000	0.407000	0.178000	1.000000	0.000000	0.667000	0.089000	0.693000	0.767000	0.512000	0.000000	0.742000	0.717000	0.569000	0.426000	0.111000	0.055000	0.707000	0.969000	0.172000	0.661000	0.529000	0.140000	0.968000	0.129000	1.000000	0.000000	0.149000	0.132000	0.150000	0.214000	1.000000	0.000000	0.245000	0.056000	0.266000	0.428000	0.406000	0.000000	0.000000	0.230000	0.227000	0.889000	0.780000	0.163000	0.162000	1.000000	0.000000	0.200000	0.156000	0.131000	0.055000	0.000000	0.499000	0.665000	0.441000	0.518000	0.518000	1.000000	1.000000	0.000000	0.000000	0.690000	1.000000	0.901000	0.051000	0.000000	0.000000	0.239000	0.261000	0.091000	0.127000	0.153000	0.358000	0.383000	0.351000	0.256000	0.074000	0.444000	0.551000	0.902000	0.968000	0.129000	0.783000	0.132000	0.921000	0.878000	0.833000	0.833000	0.824000	0.817000	0.781000	0.754000	0.665000	0.462000	0.404000	0.264000	0.434000	0.653000	0.478000	0.018000	0.306000	0.265000	0.239000	0.321000	0.457000	0.652000	0.471000	0.533000	0.217000	0.326000	0.299000	0.327000	0.398000	0.325000	0.360000	0.462000	0.512000	0.561000	0.759000	0.741000	0.571000	0.830000	0.902000	0.246000	0.959000	0.000000	0.114000	0.118000	0.409000	0.138000	0.495000	0.452000	0.436000	0.673000	0.614000	0.161000	0.438000	0.438000	0.088000	0.739000	1.000000	0.161000	0.333000	0.407000	0.241000	0.727000	0.789000	0.077000	0.389000	1.000000	1.000000	0.833000	0.849000	0.000000	0.000000	0.613000	0.029000	0.096000	0.315000	0.256000	1.000000	0.210000	0.622000	0.028000	1.000000	0.322000	0.126000	0.324000	0.067000	0.000000	0.326000	0.531000	0.046000	0.634000	0.172000	0.125000	0.436000	0.524000	0.402000	0.975000	0.935000	0.000000	0.212000	0.557000	0.056000	1.000000	0.700000	0.614000	0.456000	0.471000	1.000000	1.000000	1.000000	0.624000	0.958000	1.000000	0.823000	0.509000	0.805000	1.000000	0.807000	0.209000	0.548000	0.600000	0.133000	0.960000	0.969000	1.000000	0.867000	0.000000	0.048000	0.622000	0.239000	0.182000	0.000000	0.268000	0.923000	0.876000	0.873000	1.000000	0.182000	0.500000	0.177000	0.263000	0.183000	0.163000	0.107000	0.291000	0.769000	0.031000	0.689000	0.183000	0.461000	0.473000	0.046000	0.092000	0.304000	0.218000	0.355000	0.296000	0.198000	0.137000	0.061000	0.000000	0.336000	0.524000	0.404000	0.781000	0.591000	0.290000	0.610000	0.632000	0.875000	0.059000	0.136000	0.368000	0.065000	0.242000	0.459000	0.513000	0.435000	0.306000	0.583000	0.404000	0.559000	0.467000	0.043000	0.086000	0.035000	0.028000	0.146000	0.202000	0.285000	0.316000	0.233000	0.500000	0.417000	0.417000	0.571000	0.541000	0.444000	0.571000	0.764000	0.776000	0.769000	0.311000	0.478000	0.626000	0.684000	0.625000	0.541000	0.893000	0.710000	0.152000	0.616000	0.150000	0.701000	0.804000	0.400000	0.923000	0.911000	0.870000	0.894000	0.850000	0.442000	0.880000	0.979000	1.000000	0.870000	0.830000	0.349000	0.940000	0.946000	0.810000	0.947000	0.681000
F	0.877000	0.762000	0.601000	0.670000	0.574000	1.000000	0.076000	0.783000	1.000000	0.957000	0.973000	0.903000	0.697000	0.941000	0.871000	1.000000	0.474000	0.354000	0.686000	0.709000	0.462000	0.118000	0.500000	0.500000	0.667000	0.800000	0.000000	1.000000	0.800000	0.750000	0.076000	0.831000	0.636000	0.596000	0.759000	0.085000	0.601000	0.488000	0.518000	0.723000	0.705000	0.136000	0.997000	0.798000	0.656000	0.764000	0.844000	0.567000	0.564000	0.647000	0.857000	0.713000	0.898000	0.952000	0.936000	0.110000	0.965000	0.698000	0.859000	0.702000	0.740000	0.729000	0.444000	0.578000	0.878000	0.781000	0.250000	0.000000	0.000000	0.000000	0.786000	0.154000	0.024000	0.300000	0.562000	0.373000	0.549000	0.380000	0.404000	0.586000	0.970000	0.726000	0.130000	0.140000	0.119000	0.883000	0.772000	0.772000	0.602000	0.361000	0.688000	0.676000	0.338000	0.351000	0.083000	0.114000	0.775000	0.062000	0.473000	0.852000	0.761000	0.552000	0.593000	0.611000	0.627000	0.020000	0.220000	0.437000	0.500000	0.472000	0.139000	0.039000	0.794000	0.811000	0.655000	0.798000	0.969000	0.078000	0.733000	0.853000	0.682000	0.579000	0.800000	0.512000	0.679000	0.603000	0.434000	0.609000	0.648000	0.603000	0.761000	0.191000	0.056000	0.117000	0.182000	0.691000	0.947000	0.836000	0.826000	0.862000	0.000000	0.000000	1.000000	1.000000	0.659000	0.860000	0.000000	1.000000	0.553000	0.968000	0.735000	0.557000	0.305000	0.216000	0.823000	0.449000	0.575000	0.582000	0.614000	0.752000	0.381000	0.451000	0.346000	0.657000	0.903000	0.621000	0.833000	0.989000	0.616000	0.628000	0.726000	0.708000	0.509000	0.659000	0.815000	0.584000	0.000000	0.340000	0.698000	0.579000	0.800000	0.870000	0.763000	0.778000	0.374000	0.798000	0.569000	0.786000	0.680000	0.883000	0.764000	0.749000	0.561000	0.610000	0.483000	0.289000	0.446000	0.149000	0.703000	0.683000	0.735000	0.667000	0.723000	0.467000	0.506000	0.186000	0.680000	0.542000	0.232000	0.181000	0.173000	0.301000	0.117000	0.230000	0.313000	0.455000	0.298000	0.024000	0.000000	0.009000	0.133000	0.370000	0.651000	0.854000	0.325000	0.798000	0.154000	0.902000	0.890000	0.463000	0.865000	0.750000	0.842000	0.919000	0.965000	0.562000	0.562000	0.029000	0.261000	0.069000	0.613000	0.667000	0.704000	1.000000	0.818000	0.053000	0.128000	0.000000	0.622000	0.265000	0.853000	0.820000	0.644000	0.703000	0.396000	0.057000	0.769000	0.811000	0.923000	0.538000	0.887000	0.813000	1.000000	0.584000	0.444000	0.581000	0.404000	0.092000	0.395000	0.130000	0.023000	0.749000	0.000000	0.635000	1.000000	0.859000	0.667000	0.680000	0.929000	0.934000	0.601000	0.896000	0.898000	0.339000	0.568000	0.789000	0.422000	0.263000	0.488000	0.314000	0.310000	0.613000	0.648000	0.491000	0.587000	0.402000	0.598000	0.680000	0.346000	0.759000	0.261000	0.521000	0.331000	0.095000	0.056000	0.311000	0.000000	0.000000	0.303000	0.301000	0.161000	0.065000	0.066000	0.814000	0.018000	0.000000	0.893000	0.340000	0.367000	0.950000	0.726000	0.920000	0.915000	0.871000	0.837000	0.776000	0.673000	0.000000	0.228000	0.041000	0.000000	0.781000	0.778000	0.749000	0.665000	1.000000	1.000000	0.153000	0.933000	0.823000	0.968000	1.000000	0.839000	0.689000	0.655000	0.536000	0.731000	0.578000	0.999000	0.712000	0.524000	0.697000	0.317000	0.890000	0.838000	0.967000	0.782000	0.772000	0.774000	0.859000	0.741000	0.158000	0.089000	1.000000	0.983000	1.000000	0.743000	0.666000	1.000000	0.860000	0.848000	1.000000	1.000000	0.950000	0.700000	0.667000	0.583000	0.714000	0.631000	0.667000	0.786000	0.802000	1.000000	0.981000	0.139000	0.739000	0.707000	0.895000	0.562000	0.672000	0.821000	0.842000	0.169000	0.744000	0.973000	0.026000	0.082000	0.133000	0.000000	0.067000	0.087000	0.000000	0.159000	0.288000	0.000000	0.125000	0.125000	0.000000	0.193000	0.326000	0.045000	0.108000	0.143000	0.184000	0.017000
G	0.025000	0.026000	0.138000	0.170000	0.309000	0.233000	1.000000	0.000000	0.388000	0.513000	0.274000	0.374000	0.120000	0.959000	0.000000	0.596000	0.000000	0.336000	0.000000	0.000000	0.240000	0.912000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.063000	0.593000	0.818000	0.000000	0.286000	0.160000	0.230000	0.884000	0.871000	0.176000	0.218000	0.500000	0.173000	0.132000	0.113000	0.193000	0.115000	0.133000	0.077000	0.144000	0.000000	0.494000	0.620000	0.771000	0.447000	0.000000	0.503000	0.000000	0.310000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.062000	0.000000	0.000000	0.000000	0.000000	0.154000	0.049000	0.100000	0.875000	0.014000	0.000000	0.020000	0.000000	0.374000	0.490000	0.427000	0.861000	0.654000	0.798000	0.000000	0.000000	0.000000	0.000000	0.000000	0.135000	0.054000	1.000000	0.000000	1.000000	0.103000	0.690000	0.062000	0.385000	0.778000	0.027000	0.115000	0.310000	0.198000	0.308000	0.889000	0.793000	0.472000	0.500000	0.966000	0.704000	0.392000	0.000000	0.456000	0.300000	0.000000	0.000000	1.000000	0.000000	0.000000	0.000000	0.042000	0.329000	0.035000	0.284000	0.149000	0.217000	0.105000	0.325000	0.000000	0.493000	0.110000	1.000000	1.000000	0.063000	0.000000	0.531000	0.273000	0.188000	0.177000	0.852000	0.560000	0.581000	0.264000	0.099000	0.471000	0.906000	0.600000	0.364000	0.262000	0.000000	0.083000	1.000000	1.000000	0.377000	0.866000	0.000000	0.022000	0.398000	0.302000	0.119000	0.000000	0.000000	0.202000	0.354000	0.301000	1.000000	0.089000	0.283000	0.305000	0.347000	1.000000	0.509000	0.201000	0.227000	0.430000	0.801000	1.000000	0.904000	0.042000	0.329000	0.435000	0.026000	0.000000	0.318000	0.000000	0.021000	0.000000	0.243000	0.528000	0.498000	0.476000	0.509000	0.301000	0.368000	0.783000	0.693000	0.910000	0.820000	0.247000	0.222000	0.324000	0.679000	1.000000	0.966000	0.676000	0.373000	0.795000	0.737000	0.444000	0.885000	0.828000	0.564000	0.485000	0.487000	0.264000	0.439000	0.859000	0.652000	0.351000	0.644000	0.000000	0.000000	0.171000	1.000000	0.158000	0.604000	0.799000	0.345000	1.000000	0.868000	1.000000	0.194000	0.803000	0.303000	0.812000	0.812000	0.500000	0.261000	0.069000	0.129000	0.133000	0.185000	0.172000	0.045000	0.000000	1.000000	0.611000	0.000000	0.000000	0.533000	0.508000	0.068000	0.266000	0.027000	0.914000	0.288000	0.000000	0.513000	0.000000	0.032000	0.000000	0.198000	0.000000	0.166000	0.217000	0.467000	1.000000	0.148000	1.000000	0.455000	0.040000	0.231000	0.637000	0.179000	1.000000	0.423000	0.525000	0.980000	0.967000	0.322000	0.033000	0.000000	0.400000	0.716000	0.933000	0.795000	0.491000	0.504000	0.142000	0.084000	0.265000	0.162000	0.103000	0.027000	0.055000	0.117000	0.077000	0.162000	0.441000	1.000000	0.562000	0.406000	0.204000	0.641000	1.000000	0.712000	0.167000	0.560000	0.639000	0.644000	0.443000	0.393000	0.519000	1.000000	0.692000	0.723000	0.797000	0.557000	0.000000	0.310000	0.577000	0.561000	0.410000	0.333000	0.210000	0.171000	0.615000	1.000000	0.627000	0.000000	0.000000	0.000000	0.040000	0.275000	0.348000	0.161000	0.114000	0.178000	0.465000	0.140000	0.000000	0.182000	0.776000	0.109000	0.000000	0.356000	0.292000	0.611000	0.210000	0.256000	0.059000	0.139000	0.000000	0.000000	0.049000	0.378000	0.000000	0.000000	1.000000	0.578000	0.203000	0.207000	0.931000	0.557000	0.501000	0.429000	0.465000	0.193000	0.352000	0.319000	0.305000	0.262000	0.352000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.393000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.014000	0.149000	0.144000	0.133000	0.123000	0.422000	0.565000	0.298000	0.140000	0.115000	0.147000	0.521000	0.714000	0.370000	0.000000	0.023000	0.045000	0.189000	0.310000	0.053000	0.112000
H	0.840000	0.230000	0.082000	0.053000	0.574000	0.651000	0.112000	0.561000	0.579000	0.670000	0.243000	0.508000	0.310000	0.962000	0.830000	0.851000	0.670000	0.000000	0.686000	0.562000	0.313000	0.471000	0.500000	0.500000	0.667000	0.600000	0.000000	1.000000	0.589000	0.667000	0.316000	0.271000	0.091000	0.457000	0.376000	0.145000	0.967000	0.727000	1.000000	0.120000	0.321000	0.822000	0.860000	0.489000	0.404000	0.291000	0.475000	0.233000	0.855000	0.000000	0.786000	0.478000	0.562000	0.546000	0.583000	0.099000	0.126000	0.620000	0.350000	0.714000	0.667000	0.577000	0.550000	0.578000	0.815000	0.573000	0.562000	0.250000	1.000000	0.000000	0.643000	0.154000	0.024000	0.500000	0.562000	0.021000	0.769000	0.540000	0.413000	0.242000	0.700000	0.513000	0.296000	0.324000	0.349000	0.000000	0.554000	0.557000	0.944000	0.538000	0.553000	0.541000	0.469000	0.530000	0.189000	0.402000	0.437000	0.362000	0.165000	0.630000	0.231000	0.615000	0.345000	0.568000	0.308000	0.234000	0.396000	0.358000	0.500000	0.618000	0.635000	0.294000	0.543000	0.144000	0.124000	0.742000	0.969000	0.233000	0.667000	0.529000	0.140000	0.737000	0.518000	0.849000	0.235000	0.376000	0.043000	0.526000	0.270000	0.430000	0.620000	0.613000	0.114000	0.078000	0.220000	0.513000	0.421000	0.324000	0.164000	0.044000	0.407000	0.380000	0.581000	0.376000	0.725000	0.446000	0.212000	0.273000	0.426000	0.559000	0.147000	0.391000	0.464000	0.253000	0.332000	0.459000	0.875000	0.538000	0.295000	0.326000	0.524000	0.525000	0.383000	0.374000	0.637000	0.563000	0.083000	0.317000	0.478000	0.409000	0.363000	0.139000	0.757000	0.422000	0.302000	0.309000	0.102000	0.483000	0.736000	0.737000	0.518000	0.652000	0.158000	0.746000	0.187000	0.360000	0.431000	0.603000	0.633000	0.804000	0.847000	0.963000	0.809000	0.767000	0.816000	0.795000	0.782000	0.388000	0.198000	0.306000	0.462000	0.559000	0.591000	0.446000	0.438000	0.696000	0.467000	0.229000	0.737000	0.674000	0.460000	0.443000	0.239000	0.205000	0.128000	0.198000	0.123000	0.400000	0.369000	0.131000	0.681000	0.359000	0.929000	0.829000	0.000000	0.421000	0.232000	0.517000	0.593000	0.269000	0.477000	0.352000	0.693000	0.600000	0.657000	0.562000	0.562000	0.294000	0.174000	0.103000	0.484000	0.467000	0.889000	0.655000	0.500000	0.842000	0.333000	0.611000	0.598000	0.155000	0.727000	0.956000	0.212000	0.323000	0.405000	0.600000	0.442000	0.575000	0.667000	0.769000	0.387000	0.425000	0.207000	0.619000	1.000000	0.372000	0.586000	0.249000	0.356000	0.081000	0.345000	0.191000	0.462000	0.548000	0.696000	0.433000	0.601000	0.754000	0.993000	0.970000	0.599000	0.358000	0.563000	0.603000	0.679000	0.667000	1.000000	0.333000	0.380000	0.279000	0.542000	0.329000	0.410000	0.188000	0.380000	0.463000	0.322000	0.562000	0.465000	1.000000	0.526000	1.000000	0.354000	0.188000	0.232000	0.474000	0.280000	0.050000	0.357000	0.357000	0.416000	0.129000	0.125000	0.478000	0.179000	0.923000	0.887000	0.410000	0.320000	0.492000	0.756000	0.370000	0.439000	0.356000	0.324000	0.199000	0.162000	0.846000	0.167000	0.865000	0.209000	0.576000	0.582000	0.192000	0.326000	0.000000	0.194000	0.831000	0.000000	0.198000	0.325000	0.305000	0.405000	0.646000	0.453000	0.201000	0.730000	0.642000	0.556000	0.612000	0.398000	0.570000	0.213000	0.253000	0.478000	0.283000	0.588000	0.569000	0.564000	0.432000	0.284000	0.376000	0.418000	0.664000	0.000000	0.165000	0.571000	0.405000	0.209000	0.405000	0.397000	0.808000	0.793000	0.610000	0.600000	0.500000	0.583000	0.714000	0.604000	0.667000	0.643000	0.917000	0.867000	0.989000	0.213000	0.609000	0.701000	0.895000	0.781000	0.656000	0.708000	0.683000	0.134000	0.640000	0.354000	0.506000	0.423000	0.400000	0.400000	0.467000	0.522000	0.489000	0.467000	0.385000	0.427000	0.500000	0.500000	0.500000	0.443000	0.419000	0.403000	0.459000	0.571000	0.447000	0.267000
I	0.000000	0.838000	0.440000	0.543000	0.713000	1.000000	0.671000	0.663000	0.885000	0.821000	0.541000	0.788000	0.884000	0.937000	0.318000	0.745000	0.598000	0.634000	1.000000	0.455000	0.424000	0.069000	1.000000	0.500000	0.000000	0.400000	0.000000	0.000000	0.598000	0.556000	0.000000	1.000000	0.864000	0.543000	0.925000	0.115000	0.536000	0.364000	0.418000	1.000000	0.609000	0.000000	0.757000	0.758000	1.000000	1.000000	1.000000	1.000000	0.427000	1.000000	0.714000	0.629000	0.883000	1.000000	0.851000	0.120000	1.000000	0.434000	0.862000	1.000000	1.000000	0.495000	0.497000	1.000000	0.435000	0.904000	0.000000	0.000000	0.000000	0.000000	0.714000	0.000000	0.024000	0.100000	0.562000	0.130000	0.462000	0.460000	0.500000	0.727000	0.800000	0.752000	0.065000	0.191000	0.000000	0.983000	0.650000	0.647000	0.572000	0.494000	0.582000	0.878000	0.000000	0.464000	0.087000	0.083000	0.887000	0.100000	0.670000	0.926000	0.836000	0.583000	0.841000	0.630000	0.923000	0.316000	0.132000	0.272000	0.500000	0.404000	0.094000	0.078000	0.643000	1.000000	0.579000	0.492000	0.975000	0.214000	0.544000	0.824000	0.308000	0.474000	0.953000	0.407000	1.000000	1.000000	0.987000	0.842000	0.992000	0.479000	0.873000	0.213000	0.052000	0.104000	0.201000	0.448000	0.969000	0.754000	0.596000	0.552000	0.037000	0.060000	0.930000	0.936000	0.341000	1.000000	0.259000	0.556000	0.797000	1.000000	0.529000	0.445000	0.568000	0.548000	1.000000	0.251000	0.300000	0.484000	1.000000	0.891000	0.429000	0.303000	0.432000	0.475000	1.000000	0.767000	0.163000	0.939000	0.930000	0.820000	0.774000	0.833000	0.491000	0.596000	1.000000	0.883000	0.423000	0.313000	0.669000	0.474000	0.953000	0.870000	1.000000	0.540000	0.196000	0.588000	0.472000	0.649000	0.663000	0.577000	0.690000	0.618000	0.775000	0.555000	0.471000	0.000000	0.297000	0.507000	1.000000	1.000000	1.000000	1.000000	0.920000	0.239000	0.000000	0.314000	0.907000	0.386000	0.200000	0.007000	0.053000	0.049000	0.104000	0.121000	0.369000	0.306000	0.684000	0.000000	0.037000	0.049000	0.000000	0.467000	0.722000	0.707000	0.000000	1.000000	0.171000	1.000000	0.877000	0.563000	0.983000	0.891000	0.671000	1.000000	0.980000	0.375000	0.375000	0.029000	0.174000	0.000000	0.355000	0.600000	0.481000	0.552000	0.636000	0.105000	0.179000	0.556000	0.561000	0.077000	0.867000	0.754000	0.992000	1.000000	0.324000	0.133000	1.000000	0.588000	0.923000	0.308000	0.990000	0.901000	0.793000	0.549000	0.592000	0.925000	0.000000	0.062000	0.615000	0.155000	0.070000	0.000000	0.060000	0.766000	0.857000	0.989000	1.000000	0.820000	1.000000	1.000000	0.474000	1.000000	0.985000	0.407000	0.580000	0.522000	0.422000	0.193000	0.339000	0.392000	0.077000	0.665000	0.686000	0.570000	0.660000	0.512000	0.505000	0.893000	0.470000	0.352000	0.087000	0.644000	0.406000	0.143000	0.116000	0.281000	0.364000	0.033000	0.224000	0.221000	0.043000	0.027000	0.050000	0.592000	0.000000	0.154000	0.965000	0.358000	0.342000	0.711000	0.696000	0.970000	0.909000	0.795000	0.752000	0.673000	0.569000	0.154000	0.074000	0.000000	0.000000	0.610000	0.606000	0.000000	1.000000	0.812000	0.612000	0.501000	0.867000	1.000000	0.986000	0.917000	1.000000	0.516000	0.276000	0.161000	0.518000	0.423000	0.798000	0.457000	0.066000	0.407000	0.106000	0.629000	0.787000	0.772000	0.701000	0.602000	0.560000	0.989000	1.000000	0.079000	0.000000	0.978000	1.000000	0.943000	0.857000	0.909000	0.784000	0.898000	0.851000	0.986000	0.982000	0.969000	0.400000	0.333000	0.333000	0.429000	0.293000	0.333000	0.429000	0.733000	0.731000	0.415000	0.163000	0.478000	0.433000	0.579000	0.375000	0.377000	0.733000	0.604000	0.281000	0.530000	0.748000	0.013000	0.010000	0.044000	0.000000	0.022000	0.043000	0.000000	0.150000	0.250000	0.000000	0.167000	0.161000	0.000000	0.080000	0.140000	0.030000	0.054000	0.095000	0.132000	0.276000
K	0.506000	0.434000	0.003000	0.004000	0.574000	0.000000	0.687000	0.694000	0.000000	0.000000	0.188000	0.368000	0.736000	0.961000	0.487000	0.691000	0.675000	0.195000	0.667000	0.535000	0.313000	0.392000	0.500000	0.500000	0.667000	0.800000	0.000000	1.000000	0.613000	0.694000	1.000000	0.034000	0.000000	0.628000	0.278000	0.110000	1.000000	0.554000	0.782000	0.409000	0.218000	0.102000	0.385000	0.343000	0.190000	0.178000	0.247000	0.733000	0.462000	0.590000	0.929000	0.000000	0.073000	0.265000	0.326000	0.570000	0.005000	0.551000	0.006000	0.451000	0.812000	0.590000	0.839000	0.578000	0.677000	0.612000	0.062000	0.500000	1.000000	0.000000	0.857000	0.038000	0.000000	1.000000	1.000000	0.000000	0.769000	0.520000	0.644000	0.293000	0.640000	0.385000	0.222000	0.390000	0.303000	0.500000	0.692000	0.695000	0.881000	0.810000	0.716000	0.149000	0.311000	0.616000	0.223000	1.000000	0.000000	1.000000	0.000000	0.000000	0.435000	0.729000	0.212000	0.654000	0.207000	0.689000	0.969000	1.000000	1.000000	1.000000	1.000000	1.000000	0.687000	0.067000	0.269000	0.790000	1.000000	0.147000	0.833000	0.529000	0.327000	0.747000	0.153000	0.779000	0.136000	0.213000	0.132000	0.241000	0.105000	0.669000	0.239000	0.202000	0.233000	0.294000	0.434000	0.501000	0.535000	0.168000	0.108000	0.000000	1.000000	1.000000	0.000000	0.000000	0.659000	0.397000	0.306000	0.000000	0.027000	0.000000	0.000000	0.683000	0.743000	0.530000	0.800000	1.000000	0.750000	0.615000	0.205000	0.240000	0.500000	0.500000	0.691000	0.333000	0.168000	0.233000	0.447000	0.056000	0.000000	0.000000	0.000000	0.224000	0.317000	0.000000	0.000000	0.000000	1.000000	0.027000	0.320000	0.747000	0.153000	0.783000	0.132000	0.778000	0.243000	0.421000	0.549000	0.588000	0.757000	0.789000	0.872000	0.942000	0.757000	0.856000	1.000000	0.542000	0.644000	0.493000	0.225000	0.242000	0.278000	0.329000	0.204000	0.033000	0.101000	0.088000	0.000000	0.217000	0.558000	0.479000	0.580000	0.456000	0.356000	0.276000	0.195000	0.413000	0.184000	0.945000	1.000000	1.000000	0.156000	0.663000	0.103000	0.902000	0.000000	0.351000	0.012000	0.472000	0.366000	0.439000	0.476000	0.429000	0.792000	0.224000	0.000000	0.438000	0.438000	0.176000	0.304000	0.138000	0.258000	0.533000	0.519000	0.345000	1.000000	0.895000	0.333000	0.611000	0.665000	0.071000	0.777000	1.000000	0.144000	0.329000	0.054000	0.371000	0.058000	0.325000	0.000000	0.308000	0.516000	0.571000	0.198000	0.655000	0.555000	0.228000	0.696000	0.302000	0.247000	0.293000	0.688000	0.294000	0.518000	0.000000	0.000000	0.466000	0.470000	0.615000	0.965000	0.956000	0.509000	0.521000	0.674000	0.872000	0.531000	0.722000	0.446000	0.070000	0.388000	0.402000	0.181000	0.432000	0.590000	0.661000	0.560000	0.591000	0.537000	0.970000	0.865000	0.931000	0.326000	0.822000	0.497000	0.032000	1.000000	0.923000	0.805000	1.000000	0.252000	0.142000	0.554000	0.183000	0.155000	0.398000	0.268000	0.923000	0.934000	0.986000	0.785000	0.434000	0.470000	0.533000	0.000000	0.000000	0.000000	0.278000	0.199000	0.846000	0.123000	0.434000	0.530000	0.623000	0.627000	0.294000	0.000000	0.088000	0.028000	0.073000	0.000000	0.103000	0.206000	0.112000	0.099000	0.351000	0.319000	0.195000	0.459000	0.576000	0.000000	0.536000	0.307000	0.564000	0.051000	0.180000	0.364000	0.000000	0.207000	0.633000	0.560000	0.467000	0.065000	1.000000	0.704000	0.486000	0.061000	0.283000	0.000000	0.000000	0.197000	0.005000	0.103000	0.012000	0.000000	0.027000	0.500000	0.417000	0.417000	0.429000	0.631000	0.556000	0.643000	0.764000	0.698000	0.692000	0.312000	0.478000	0.752000	0.895000	0.781000	0.492000	0.647000	0.660000	0.114000	0.768000	0.503000	0.526000	1.000000	1.000000	0.831000	1.000000	1.000000	1.000000	1.000000	1.000000	0.800000	1.000000	0.929000	1.000000	1.000000	1.000000	0.761000	1.000000	1.000000	1.000000	0.405000
L	0.272000	0.577000	1.000000	0.989000	1.000000	0.651000	0.281000	0.663000	0.867000	0.843000	1.000000	0.913000	1.000000	0.963000	0.521000	0.691000	0.718000	0.601000	0.961000	0.455000	0.463000	0.098000	0.500000	1.000000	0.000000	0.400000	0.000000	0.000000	0.593000	0.528000	0.063000	0.746000	0.727000	0.681000	0.699000	0.070000	0.617000	0.421000	0.400000	0.597000	0.558000	0.153000	0.934000	0.716000	0.706000	0.663000	0.773000	1.000000	0.684000	0.842000	0.714000	0.691000	0.825000	0.920000	0.851000	0.100000	0.950000	0.434000	0.831000	0.618000	0.958000	0.495000	0.497000	0.578000	0.603000	0.567000	0.000000	0.000000	0.000000	0.000000	1.000000	0.154000	0.024000	0.300000	0.562000	0.162000	0.747000	0.620000	0.558000	0.535000	0.910000	0.701000	0.009000	0.081000	0.009000	0.800000	0.650000	0.647000	0.592000	0.490000	0.759000	0.473000	0.202000	0.682000	0.053000	0.138000	0.803000	0.138000	0.516000	0.852000	0.576000	0.719000	0.628000	0.833000	0.740000	0.172000	0.436000	0.465000	0.500000	0.478000	0.355000	0.157000	0.643000	0.922000	0.652000	0.559000	0.968000	0.096000	0.533000	0.824000	0.308000	0.821000	0.447000	0.849000	0.469000	0.638000	0.485000	0.632000	0.833000	0.744000	0.507000	0.018000	0.042000	0.169000	0.409000	0.442000	0.808000	0.684000	0.714000	0.696000	0.259000	0.180000	0.907000	0.860000	0.659000	0.769000	0.059000	0.620000	0.742000	0.942000	0.529000	0.184000	0.562000	0.435000	0.831000	0.351000	0.838000	0.714000	0.500000	0.620000	0.571000	0.754000	0.716000	0.354000	0.354000	0.447000	0.000000	1.000000	0.773000	0.701000	0.694000	0.692000	1.000000	0.619000	0.693000	0.836000	0.342000	0.340000	0.618000	0.821000	0.447000	1.000000	0.474000	0.556000	0.785000	1.000000	0.951000	0.824000	0.947000	0.917000	0.936000	0.990000	1.000000	1.000000	0.805000	0.229000	0.317000	0.000000	0.568000	0.661000	0.628000	0.689000	0.810000	0.033000	0.247000	0.059000	0.613000	0.867000	0.326000	0.000000	0.142000	0.204000	0.058000	0.000000	0.000000	0.215000	0.000000	0.203000	0.147000	0.031000	0.267000	0.598000	0.310000	0.878000	0.000000	0.377000	0.018000	1.000000	0.804000	0.577000	1.000000	0.911000	0.640000	0.878000	0.941000	0.375000	0.375000	0.029000	0.000000	0.069000	0.839000	0.600000	0.444000	0.483000	0.864000	0.316000	0.179000	0.444000	0.720000	0.200000	0.943000	0.773000	0.619000	0.747000	0.000000	0.257000	0.615000	0.626000	0.846000	0.462000	0.835000	0.901000	0.783000	0.699000	0.550000	0.647000	0.407000	0.000000	0.123000	0.198000	0.771000	0.000000	0.068000	0.778000	0.821000	0.995000	0.893000	1.000000	0.999000	0.990000	0.450000	0.821000	0.985000	0.402000	0.432000	0.433000	0.434000	0.377000	0.347000	0.284000	0.252000	0.884000	0.633000	0.800000	0.667000	0.732000	0.808000	0.923000	0.876000	0.869000	0.096000	0.671000	0.349000	0.040000	0.157000	0.245000	0.407000	0.150000	0.184000	0.104000	0.281000	0.148000	0.152000	0.667000	0.143000	0.000000	0.988000	0.316000	0.449000	0.702000	0.786000	0.930000	0.901000	0.792000	0.745000	0.676000	0.566000	0.000000	0.000000	0.377000	0.000000	0.611000	0.607000	0.000000	0.734000	0.815000	0.790000	0.327000	0.933000	0.927000	1.000000	0.920000	0.936000	0.591000	0.589000	0.513000	0.542000	0.833000	0.801000	0.690000	0.402000	1.000000	0.043000	0.669000	0.814000	0.799000	0.677000	0.600000	0.565000	0.995000	0.634000	0.128000	0.129000	0.985000	0.998000	0.943000	0.600000	0.693000	0.777000	1.000000	1.000000	0.974000	0.937000	1.000000	0.400000	0.333000	0.333000	0.429000	0.450000	0.333000	0.429000	0.733000	0.743000	0.739000	0.553000	0.478000	0.433000	0.579000	0.375000	0.377000	0.740000	0.604000	0.259000	0.567000	0.769000	0.039000	0.041000	0.067000	0.000000	0.044000	0.065000	0.021000	0.122000	0.212000	0.000000	0.125000	0.125000	0.022000	0.125000	0.186000	0.045000	0.081000	0.119000	0.184000	0.259000

pre_select_scales is the metadata step; the result composes with a redundancy reduction. For example, reduce the pre-selected set to one representative per subcategory cluster at 100% coverage with filter_coverage:

ids = list(df_pre.columns)
names_ref = df_cat[df_cat["scale_id"].isin(ids)]["subcategory"].to_list()
selected_ids = aac.filter_coverage(X=df_pre.T, scale_ids=ids, names_ref=names_ref,
                                   min_coverage=100, df_cat=df_cat)
n_subcat = df_cat[df_cat["scale_id"].isin(selected_ids)]["subcategory"].nunique()
print(f"Coverage-reduced: {len(selected_ids)} scales covering {n_subcat} subcategories")

Coverage-reduced: 149 scales covering 52 subcategories