11The genomics era has expanded our knowledge about the diversity of the living world, 12 yet harnessing high-throughput sequencing data to investigate alternative evolutionary 13 trajectories, such as hybridization, is still challenging. Here we present sppIDer, a pipeline for 14 the characterization of interspecies hybrids and pure species, that illuminates the complete 15 composition of genomes. sppIDer maps short-read sequencing data to a combination genome 16 built from reference genomes of several species of interest and assesses the genomic contribution 17 and relative ploidy of each parental species, producing a series of colorful graphical outputs 18 ready for publication. As a proof-of-concept, we use the genus Saccharomyces to detect and 19 visualize both interspecies hybrids and pure strains, even with missing parental reference 20 genomes. Through simulation, we show that sppIDer is robust to variable reference genome 21 qualities and performs well with low-coverage data. We further demonstrate the power of this 22 approach in plants, animals, and other fungi. sppIDer is robust to many different inputs and 23 provides visually intuitive insight into genome composition that enables the rapid identification 24 of species and their interspecies hybrids. sppIDer exists as a Docker image, which is a reusable, 25 reproducible, transparent, and simple-to-run package that automates the pipeline and installation 26 of the required dependencies (https://github.com/GLBRC/sppIDer). 27 28 Introduction: 29 Interspecies hybrids play a large role in both natural and in industrial settings (Dunn and 30 Sherlock 2008; Soltis et al. 2015; Payseur and Rieseberg 2016; Peris et al. 2017c). However, 31Placing hybrids on a phylogenetic network is more apt, but it is still untested with alignment-free 51 phylogenetic approaches. Other species identification methods based on local assembly of target 52 genes could lead to erroneous identification, depending on which parent the gene of interest is 53 retained from in the hybrid, or could lead to the assembly of a chimeric gene if the hybrid has 54 retained copies from multiple parents. Therefore, in organisms with alternative evolutionary 55 trajectories, such as hybrids with complex genomes, applying alignment-free phylogenetic 56 methods is difficult and could potentially result in imprecise conclusions. 57Other methods to detect interspecies hybrids have been adapted from methods developed 58 for intraspecies diversity, such as F ST , STRUCTURE analysis, phylogenetic discordance, linkage 59 disequilibrium, and PCA approaches (Payseur and Rieseberg 2016). There are numerous 60 drawbacks to using these methods to detect interspecies hybrids. For example, most definitions 61 of speciation require the cessation of gene flow and the accumulation of sequence divergence 62 3 well beyond the levels observed between populations, which are therefore beyond the 63 expectations of most of these approaches. Many of these methods were also developed for 64 diploid obligately outcrossing ...