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GalaxyHunters / Evolution-Machine-Satellite-Galaxies

Creating a Machine-Learning Model for Prediction of Satellite Galaxy Evolution
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Create Pearson Correlation Coefficient #37

Closed Beilinson closed 4 years ago

Beilinson commented 4 years ago

DOD - create correlation graph, will be used as baseline Logarithm on all big boi features

Beilinson commented 4 years ago

IMPORTANT FEATURES (BASED ON PEARSON CORRELATION COEFF GRAPH)

Mcg(R1kpc)[Msun] 0.414850 Mcg(Reff)[Msun] 0.404425 Mcg(Rsat)[Msun] 0.504964 Mcg(Rsat_0.8)[Msun] 0.491784 Mcg(Rzana)[Msun] 0.537712 Mdm(R0.5kpc)[Msun] 0.465957 Mdm(R1kpc)[Msun] 0.505645 Mdm(Reff)[Msun] 0.472982 Mdm(Rsat)[Msun] 0.520680 Mdm(Rsat_0.8)[Msun] 0.525734 Mdm(Rzana)[Msun] 0.548023 Mgas(R0.5kpc)[Msun] 0.386096 Mgas(R1kpc)[Msun] 0.414477 Mgas(Reff)[Msun] 0.403780 Mgas(Rsat)[Msun] 0.502384 Mgas(Rsat_0.8)[Msun] 0.489752 Mgas(Rzana)[Msun] 0.535680 Mncg(R0.5kpc)[Msun] 0.379651 Mncg(R1kpc)[Msun] 0.319389 Mncg(Reff)[Msun] 0.373362 Mncg(Rsat)[Msun] 0.436397 Mncg(Rsat_0.8)[Msun] 0.438916 Mncg(Rzana)[Msun] 0.502071 Mstar(R0.5kpc)[Msun] 0.462703 Mstar(R1kpc)[Msun] 0.488797 Mstar(Reff)[Msun] 0.548355 Mstar(Rsat)[Msun] 0.548359 Mstar(Rsat_0.8)[Msun] 0.547799 Mstar(Rzana)[Msun] 0.542863 Mstar_young(R1kpc)[Msun] 0.326801 Mstar_young(Reff)[Msun] 0.351897 Mstar_young(Rsat)[Msun] 0.389236 Mstar_young(Rsat_0.8)[Msun] 0.381196 Mstar_young(Rzana)[Msun] 0.421608 Mtot(R0.5kpc)[Msun] 0.491259 Mtot(R1kpc)[Msun] 0.526252 Mtot(Reff)[Msun] 0.540361 Mtot(Rsat)[Msun] 0.548148 Mtot(Rsat_0.8)[Msun] 0.557884 Mtot(Rzana)[Msun] 0.555990 Reff[kpc] 0.375260 Rsat[kpc] 0.416519 Rsat_0.8[kpc] 0.431817 Rzana[kpc] 0.567828 density(R0.5kpc)[Msun/kpc^3] 0.462703 density(R1kpc)[Msun/kpc^3] 0.488797 density(Rsat)[Msun/kpc^3] 0.365776 density(Rsat_0.8)[Msun/kpc^3] 0.354761 sfr(R0.5kpc)[Msun/yr] 0.341937 sfr(R1kpc)[Msun/yr] 0.371372 sfr(Reff)[Msun/yr] 0.399841 sfr(Rsat)[Msun/yr] 0.445423 sfr(Rsat_0.8)[Msun/yr] 0.433442 sfr(Rzana)[Msun/yr] 0.469155 sigma(R0.5kpc)[Msun/kpc^2] 0.462703 sigma(R1kpc)[Msun/kpc^2] 0.488797 sigma(Reff)[Msun/kpc^2] 0.339857 sigma(Rsat)[Msun/kpc^2] 0.444958 sigma(Rsat_0.8)[Msun/kpc^2] 0.432834 sigma(Rzana)[Msun/kpc^2] 0.348933 zana_mass 0.527589 zana_n_stars 0.449404 zana_r 0.567828 R_cg_eff(approx)[kpc] 0.415913 Mdm(Rcoldgass_eff)[Msun] 0.452509 Mstar(Rcoldgass_eff)[Msun] 0.539332 Mgas(Rcoldgass_eff)[Msun] 0.388740 Mtot(Rcoldgass_eff)[Msun] 0.507279 sfr(Rcoldgass_eff)[Msun/yr] 0.460224 sigma(Rcoldgass_eff)[Msun/kpc^2] 0.329412 Mstar_young(Rcoldgass_eff)[Msun] 0.412803 Mcg(Rcoldgass_eff)[Msun] 0.391348 Mncg(Rcoldgass_eff)[Msun] 0.337093 Mdm(Rcoldgass_0.9)[Msun] 0.462620 Mstar(Rcoldgass_0.9)[Msun] 0.534054 Mgas(Rcoldgass_0.9)[Msun] 0.395377 Mtot(Rcoldgass_0.9)[Msun] 0.500843 sfr(Rcoldgass_0.9)[Msun/yr] 0.387909 sigma(Rcoldgass_0.9)[Msun/kpc^2] 0.462039 density(Rcoldgass_0.9)[Msun/kpc^3] 0.335882 Mstar_young(Rcoldgass_0.9)[Msun] 0.345893 Mcg(Rcoldgass_0.9)[Msun] 0.402014 qlabel(1|4) 1.000000