“…There are many methods of gathering information about understanding the common difficulties students exhibit in learning conceptual physics. The most frequently used methods: the open-ended questions (Eisen &Stavy, 1988), two-tier diagnostic test (Haslam & Treagust,1987) concept mapping (Hazel & Prosser,1994), prediction-observation-explanation (Liew& Treagust,1995), interviews about instances and events (Osborne&Cosgrove,1983), interviews about concepts (Scaife&Abdullah,1997;Martín-Blas,Seidel& Serrano-Fernándeza,2010), drawings (Martlew& Connolly, 1996), interactive engagements versus traditional methods (Hake,1998), word association (Bahar, Johnstone, & Sutcliffe, 1999), analogies (Yerrick et al 2003),web-based physics software program (Demirci, 2005), the force concept inventory (FCI) (Hestenes et al,1992;Savinainen & Scott,2002),attitude treatment interaction (ATI) (Demirci,2001),tacit and explicit knowledge (Taber, 2013;Collins, 2010),conceptual change oriented interactive lecture demonstrations (YudiKurniawanet al, 2016), cluster analysis (C. Fazio et al, 2018), item response theory ( Wang & Bao, 2010;Scottand & Schumayer, 2015),discrepant event (Anggoro, Widodo, Suhandi, & Treagust, 2019), and Modified Module Analysis (MMA) (James Wells et al, 2019).Recently, researchers applied network analytic techniques to explore the structure of the incorrect responses to the Force Concept Inventory (FCI) test by identifying communities of incorrect responses which could be mapped on to common misconceptions (De Vico et al, 2014;Lop´ezPe˜na et al, 2012;Newman, 2018).Numerous studies documenting the students' misconceptions in many specific topics in physics education (Viennot, 1979;Hake,1998;Trumper, 1999;Mestre,2001;Demirci, 2001;…”