“…5 The CCSEM-EDX data sets were analyzed using k-means clustering of the elemental composition following the method described in Ault et al (2012) using codes written in MATLAB R2013b (MathWorks, Inc.). Clusters were grouped into source-based classes by elemental composition, including mineral dust Coz et al, 2009;Creamean et al, 2016;Laskin et al, 2005;Sobanska et al, 2003), SSA (Bondy et al, 2017b;Hopkins et al, 2008;Laskin et al, 2002), SOA/sulfate (Moffet 10 et al, 2013;O'Brien et al, 2015;Sobanska et al, 2003), biomass burning aerosol Posfai et al, 2003), fly ash/metals (Ault et al, 2012;Chen et al, 2012;Shen et al, 2016), biological particles (Huffman et al, 2012), and fresh soot . Soot forms fractal aggregates of graphitic carbon (C) which contain tens to hundreds of small spherical aggregates .…”