For the full year 'twenty three, adjusted EBITDA loss was $4,100,000 versus an adjusted EBITDA loss of $12,200,000 for 'twenty two due to a CAD 3,600,000 reduction in net loss, which included an increase in non cash stock compensation cost of CAD 3,900,000 dollars and an increase in non cash depreciation and amortization of 600,000 dollars G and A expense totaled $10,100,000 for the 2023 Q4, a decrease of 6.3% compared with $10,800,000 for the Q4 of 2022. General and administrative expenses totaled $38,800,000 for the full twenty 23 year, a decrease of 10.3% compared with $43,200,000 for the full twenty 22 year due to our cost cutting initiatives, partially offset by a $2,500,000 increase in stock compensation costs in 2023 compared to 2022. On a sequential basis, G and A increased by $300,000 primarily due to the additional G and A brought on by a mortgage operations expansion in Texas and to increased expenditures related to agent recruiting. Expenses related to marketing activities were $900,000 for the Q4 of 2020 3 compared to $1,300,000 in the Q4 of 2022. For the full year, 2023 marketing expenses decreased by $1,900,000 to $3,300,000 in 2023 compared to $5,200,000 for the full year 2022.