The complete detection and genome sequencing of resistance plasmids is required to understand the co-occurrence of resistance genes on plasmids and their transmission, which is necessary to mitigate the spread of drug resistant bacterial infections. One group of multi-drug resistance plasmids of interest are the New Delhi Metallo--lactamase (NDM) associated plasmids. Bacteria pathogens with NDM genes are resistant to a broad range of beta-lactam antibiotics, including carbapenems, a mainstay for treating bacterial infections. We sequenced clinical isolates collected from patients that failed to respond to antibiotic treatments in the Hamilton-Niagara community using Next Generation Sequencing (NGS) technology, which is the standard technique for sequencing bacterial genomes. I analyzed their assembled genomes via the development of a new resistance plasmid prediction bioinformatics pipeline: RGI:Mobilome. RGI:Mobilome predicted NDM bearing plasmids in 15 isolates, along with other resistance genes on plasmids. However, the NDM plasmid predictions of all 15 isolates were fragmented due to incomplete genome assemblies, caused by repetitive sequences within bacterial genomes and use of Illumina sequencing technology. However, plasmid predictions greatly improved when we leveraged the high nucleotide accuracy of Illumina reads and the structural resolving power of long reads generated with the Oxford Nanopore Technology (ONT) to produce ‘hybrid’ genome assemblies. From the 15 putative hybrid-assembly NDM plasmids, one plasmid was a complete match to a known pKP-NDM1 plasmid, seven plasmids were “variants” of known and well-characterized plasmids, and the remaining seven plasmids were “distant homologs” of known and well-characterized plasmids, suggesting previously undescribed NDM-associated plasmids in our community. This thesis project reveals the diversity of NDM plasmid types within the Hamilton-Niagara community, which is valuable to epidemiologists and public health practitioners to devise actionable plans required to mitigate the spread of multi-drug resistance NDM plasmids and for clinicians to treat infections caused by NDM positive strains. / Thesis / Master of Science (MSc) / The spread of antimicrobial resistance often arises from the exchange of resistance plasmids between bacterial species in their immediate environment. One resistance gene carried on plasmids is the New Delhi Metallo-beta-lactamase (NDM) gene, which confers resistance to almost all beta-lactam antibiotics. To control the spread of NDM plasmids, we need to detect them completely. Using genome sequencing, we analyzed clinical isolates from patients in hospitals within the Hamilton-Niagara community for NDM plasmids. From our results, we detected one complete match to a known NDM plasmid. We also detected seven NDM-associated plasmids that are close variants of known NDM plasmids, plus another seven NDM-associated plasmid that we classified as ‘novel’ since they are widely different from known NDM plasmids. This thesis reveals the diverse NDM plasmids within the clinics of the Hamilton-Niagara community, which should guide public health workers to develop policies to mitigate the spread of resistance NDM plasmids.