Sales and marketing costs were $48,700,000 this quarter compared to $68,200,000 in the year ago quarter, a decrease of $19,500,000 This decrease was primarily driven by a $25,100,000 decrease in direct marketing expense related to our cost reduction Initially initiative partially offset by a $4,400,000 increase in the amortization of deferred contract acquisition costs and a $1,000,000 increase in salaries and related benefits expense. General and administrative costs this quarter were 28 point $1,000,000 as compared to $30,500,000 in the year ago quarter, a decrease of $2,500,000 The decrease was primarily driven by a $1,600,000 decrease in compensation, a $900,000 reduction in state, franchise Sales tax expense, a $700,000 decrease in professional fees and a $500,000 decrease in dues and subscriptions. This was partially offset by a $1,600,000 increase in incentive compensation and profits interest expense. Adjusted cash flow from operations was $3,900,000 in the Q1 of 2023 compared to $1,100,000 in the year ago quarter, with the increase primarily due to a $7,600,000 increase in net income and an $8,000,000 change in the fair value of derivative liabilities offset by a $13,500,000 decrease from working capital accounts. Adjusted cash flow from operations margin was 4.0% in the Q1 of 2023 as compared to 0.8% last year.