The reduction was primarily attributed to revenue from a legacy authentication product that was discontinued in April 2022. Operating expenses declined to $2,800,000 for Q2 compared with $6,000,000 a year ago. For the 6 month period in 2023, operating expenses declined to $7,200,000 compared with $11,200,000 for the same period last year. The reduction was primarily due to the company's cost savings measure, resulting in lower headcount and third party vendor costs. Loss was $10,900,000 for the 2nd quarter, with non cash charges of $9,200,000 compared with a loss of $6,400,000 a year ago with non cash charges of $3,300,000 For the 6 month period in 2023, loss was $16,100,000 with non cash and one time severance charges of $12,200,000 compared with a loss for the same period last year of $11,500,000 with non cash and one time severance charges of $5,600,000 The increase in non cash charges in the Q2 6 month period this year was primarily due to the one time conversion expense of CAD 7,500,000 related to the exchange of convertible notes for shares of our common stock that the company executed in May 2023.