“…• Electoral commissions websites: We first checked whether governments make constituencylevel electoral results available through the websites of their electoral commission. This was the case for Bahrain 's 2002, 2006the Czech Republic's 1996, 1998, 1999, 2000, 2002, 2003, 2004, 2006, 2012, 2016, 2017Georgia's 2016 election;Lithuania's 2016 election;Mauritania's 2013 election;New Zealand's 1908 and1911 elections;Poland's 1989 election;and Switzerland's 1990and Switzerland's , 1991and Switzerland's , 1994and Switzerland's , 1995and Switzerland's , 1998and Switzerland's , 1999and Switzerland's , 2003and Switzerland's , 2007and Switzerland's , 2011and Switzerland's , and 2015 elections. • For countries in which some variables were missing, we supplemented our data with additional sources.…”