Biggest changeManagement utilizes this more conservative definition of fundings to better approximate the impact of fundings on loans outstanding and ultimately net interest income. The following tables represent new loan fundings during 2022 and 2021: Fourth quarter Third quarter Second quarter First quarter Total 2022 2022 2022 2022 2022 Commercial: Commercial and industrial $ 177,693 $ 201,106 $ 152,550 $ 169,168 $ 700,517 Municipal and non-profit 20,393 20,845 81,428 49,906 172,572 Owner occupied commercial real estate 40,912 65,125 78,905 67,597 252,539 Food and agribusiness 28,518 76,293 (4,186) 18,620 119,245 Total commercial 267,516 363,369 308,697 305,291 1,244,873 Commercial real estate non-owner occupied 133,271 166,739 88,612 63,416 452,038 Residential real estate 95,067 99,951 93,220 49,040 337,278 Consumer 1,396 1,505 1,989 1,904 6,794 Total $ 497,250 $ 631,564 $ 492,518 $ 419,651 $ 2,040,983 Included in the table above are net fundings under revolving lines of credit of $96,903, $124,834, $21,762 and $66,430 for the dates noted in the table above, respectively. Fourth quarter Third quarter Second quarter First quarter Total 2021 2021 2021 2021 2021 Commercial: Commercial and industrial $ 229,529 $ 196,289 $ 147,030 $ 144,531 $ 717,379 Municipal and non-profit 101,450 43,516 25,131 7,999 178,096 Owner occupied commercial real estate 28,914 53,445 48,225 27,093 157,677 Food and agribusiness 11,016 8,442 26,956 (10,104) 36,310 Total Commercial 370,909 301,692 247,342 169,519 1,089,462 Commercial real estate non-owner occupied 46,128 55,392 58,532 49,195 209,247 Residential real estate 55,873 54,442 53,962 74,145 238,422 Consumer 2,524 1,810 2,267 1,353 7,954 Total $ 475,434 $ 413,336 $ 362,103 $ 294,212 $ 1,545,085 Included in the table above are net fundings (paydowns) under revolving lines of credit of $138,777, $29,154, $59,520 and ($26,395) for the dates noted in the table above, respectively. 52 Table of Contents The tables below show the contractual maturities of our loans for the dates indicated: December 31, 2022 Due within Due after 1 but Due after 5 but Due after 1 year within 5 years within 15 years 15 Years Total Commercial: Commercial and industrial $ 234,028 $ 1,421,752 $ 353,909 $ 15,146 $ 2,024,835 Municipal and non-profit 1,184 134,012 513,872 310,558 959,626 Owner occupied commercial real estate 61,598 261,305 478,104 112,333 913,340 Food and agribusiness 83,254 203,910 46,624 20,191 353,979 Total commercial 380,064 2,020,979 1,392,509 458,228 4,251,780 Commercial real estate non-owner occupied 234,962 863,842 579,843 17,403 1,696,050 Residential real estate 72,035 169,024 372,638 637,584 1,251,281 Consumer 6,142 12,494 2,721 1 21,358 Total loans $ 693,203 $ 3,066,339 $ 2,347,711 $ 1,113,216 $ 7,220,469 December 31, 2021 Due within Due after 1 but Due after 5 but Due after 1 year within 5 years within 15 years 15 Years Total Commercial: Commercial and industrial $ 143,152 $ 1,119,195 $ 226,793 $ 7,007 $ 1,496,147 Municipal and non-profit 23,827 112,022 559,493 233,703 929,045 Owner occupied commercial real estate 40,510 160,853 266,664 65,609 533,636 Food and agribusiness 79,507 107,799 11,193 5,090 203,589 Total commercial 286,996 1,499,869 1,064,143 311,409 3,162,417 Commercial real estate non-owner occupied 200,042 316,473 147,783 431 664,729 Residential real estate 12,605 30,233 201,918 423,900 668,656 Consumer 3,504 11,507 2,570 — 17,581 Total loans $ 503,147 $ 1,858,082 $ 1,416,414 $ 735,740 $ 4,513,383 The stated interest rate (which excludes the effects of non-refundable loan origination and commitment fees, net of costs and the accretion of fair value marks) of total loans with maturities over one year is as follows at the dates indicated: December 31, 2022 Fixed Variable Total Weighted Weighted Weighted Balance average rate Balance average rate Balance average rate Commercial Commercial and industrial $ 726,568 4.62% $ 1,064,239 7.00% $ 1,790,807 6.04% Municipal and non-profit (1) 965,635 3.50% 22,483 4.77% 988,118 3.63% Owner occupied commercial real estate 417,675 4.51% 434,066 6.00% 851,741 5.33% Food and agribusiness 49,961 5.26% 220,764 7.19% 270,725 6.83% Total commercial 2,159,839 4.14% 1,741,552 6.75% 3,901,391 5.35% Commercial real estate non-owner occupied 569,788 4.28% 891,299 5.88% 1,461,087 5.25% Residential real estate 500,170 3.75% 679,075 4.88% 1,179,245 4.40% Consumer 11,480 4.98% 3,736 7.21% 15,216 5.52% Total loans with > 1 year maturity $ 3,241,277 4.11% $ 3,315,662 6.13% $ 6,556,939 5.15% 53 Table of Contents December 31, 2021 Fixed Variable Total Weighted Weighted Weighted Balance average rate Balance average rate Balance average rate Commercial Commercial and industrial $ 480,034 4.05% $ 872,961 3.41% $ 1,352,995 3.63% Municipal and non-profit (1) 881,339 3.37% 23,879 2.76% 905,218 3.35% Owner occupied commercial real estate 293,190 4.70% 199,936 3.75% 493,126 4.45% Food and agribusiness 49,303 5.21% 74,779 3.95% 124,082 4.45% Total commercial 1,703,866 3.88% 1,171,555 3.49% 2,875,421 3.72% Commercial real estate non-owner occupied 214,463 4.28% 250,224 3.51% 464,687 3.86% Residential real estate 360,648 3.45% 295,403 4.00% 656,051 3.70% Consumer 11,567 4.37% 2,510 3.52% 14,077 4.21% Total loans with > 1 year maturity $ 2,290,544 3.85% $ 1,719,692 3.58% $ 4,010,236 3.74% (1) Included in municipal and non-profit fixed rate loans are loans totaling $340,081 and $343,089 that have been swapped to variable rates at current market pricing at December 31, 2022 and 2021, respectively.
Biggest changeManagement utilizes this more conservative definition of fundings to better approximate the impact of fundings on loans outstanding and ultimately net interest income. The following tables represent new loan fundings during 2023 and 2022: Fourth quarter Third quarter Second quarter First quarter Total 2023 2023 2023 2023 2023 Commercial: Commercial and industrial $ 135,954 $ 89,297 $ 111,717 $ 107,013 $ 443,981 Municipal and non-profit 79,650 18,657 39,331 22,526 160,164 Owner occupied commercial real estate 75,631 67,322 62,649 33,912 239,514 Food and agribusiness 10,646 16,191 6,017 (6,564) 26,290 Total commercial 301,881 191,467 219,714 156,887 869,949 Commercial real estate non-owner occupied 107,738 88,434 99,984 185,875 482,031 Residential real estate 48,925 42,514 40,814 49,406 181,659 Consumer 1,849 1,689 1,777 1,717 7,032 Total $ 460,393 $ 324,104 $ 362,289 $ 393,885 $ 1,540,671 Included in the table above are quarterly net fundings (paydowns) under revolving lines of credit totaling $16,954, ($12,877), $13,766 and ($7,096) for the dates noted, respectively. Fourth quarter Third quarter Second quarter First quarter Total 2022 2022 2022 2022 2022 Commercial: Commercial and industrial $ 177,693 $ 201,106 $ 152,550 $ 169,168 $ 700,517 Municipal and non-profit 20,393 20,845 81,428 49,906 172,572 Owner occupied commercial real estate 40,912 65,125 78,905 67,597 252,539 Food and agribusiness 28,518 76,293 (4,186) 18,620 119,245 Total commercial 267,516 363,369 308,697 305,291 1,244,873 Commercial real estate non-owner occupied 133,271 166,739 88,612 63,416 452,038 Residential real estate 95,067 99,951 93,220 49,040 337,278 Consumer 1,396 1,505 1,989 1,904 6,794 Total $ 497,250 $ 631,564 $ 492,518 $ 419,651 $ 2,040,983 Included in the table above are quarterly net fundings under revolving lines of credit totaling $96,903, $124,834, $21,762 and $66,430 for the dates noted, respectively. The tables below show the contractual maturities of our total loans for the dates indicated: December 31, 2023 Due within Due after 1 but Due after 5 but Due after 1 year within 5 years within 15 years 15 Years Total Commercial: Commercial and industrial $ 282,560 $ 1,377,991 $ 295,659 $ 10,699 $ 1,966,909 Municipal and non-profit 36,505 158,561 561,112 327,578 1,083,756 Owner occupied commercial real estate 86,299 413,032 518,950 105,492 1,123,773 Food and agribusiness 121,595 93,227 94,591 15,184 324,597 Total commercial 526,959 2,042,811 1,470,312 458,953 4,499,035 Commercial real estate non-owner occupied 395,426 921,056 527,645 12,623 1,856,750 Residential real estate 58,323 188,452 350,519 726,493 1,323,787 Consumer 6,459 10,871 1,851 5 19,186 Total loans $ 987,167 $ 3,163,190 $ 2,350,327 $ 1,198,074 $ 7,698,758 56 Table of Contents December 31, 2022 Due within Due after 1 but Due after 5 but Due after 1 year within 5 years within 15 years 15 Years Total Commercial: Commercial and industrial $ 234,028 $ 1,421,752 $ 353,909 $ 15,146 $ 2,024,835 Municipal and non-profit 1,184 134,012 513,872 310,558 959,626 Owner occupied commercial real estate 61,598 261,305 478,104 112,333 913,340 Food and agribusiness 83,254 203,910 46,624 20,191 353,979 Total commercial 380,064 2,020,979 1,392,509 458,228 4,251,780 Commercial real estate non-owner occupied 234,962 863,842 579,843 17,403 1,696,050 Residential real estate 72,035 169,024 372,638 637,584 1,251,281 Consumer 6,142 12,494 2,721 1 21,358 Total loans $ 693,203 $ 3,066,339 $ 2,347,711 $ 1,113,216 $ 7,220,469 The stated interest rate (which excludes the effects of non-refundable loan origination and commitment fees, net of costs and the accretion of fair value marks) of total loans with maturities over one year is as follows at the dates indicated: December 31, 2023 Fixed Variable Total Weighted Weighted Weighted Balance average rate Balance average rate Balance average rate Commercial Commercial and industrial $ 644,128 5.37% $ 1,040,219 8.30% $ 1,684,347 7.18% Municipal and non-profit (1) 1,048,816 3.81% 21,029 5.46% 1,069,845 3.93% Owner occupied commercial real estate 401,464 4.67% 636,010 7.12% 1,037,474 6.27% Food and agribusiness 33,539 5.73% 169,464 8.07% 203,003 7.68% Total commercial 2,127,947 4.52% 1,866,722 7.84% 3,994,669 6.11% Commercial real estate non-owner occupied 533,105 4.54% 928,219 6.55% 1,461,324 5.82% Residential real estate 550,974 4.16% 714,490 5.29% 1,265,464 4.80% Consumer 8,931 5.88% 3,796 8.32% 12,727 6.60% Total loans with > 1 year maturity $ 3,220,957 4.47% $ 3,513,227 6.98% $ 6,734,184 5.80% December 31, 2022 Fixed Variable Total Weighted Weighted Weighted Balance average rate Balance average rate Balance average rate Commercial Commercial and industrial $ 726,568 4.62% $ 1,064,239 7.00% $ 1,790,807 6.04% Municipal and non-profit (1) 965,635 3.50% 22,483 4.77% 988,118 3.63% Owner occupied commercial real estate 417,675 4.51% 434,066 6.00% 851,741 5.33% Food and agribusiness 49,961 5.26% 220,764 7.19% 270,725 6.83% Total commercial 2,159,839 4.14% 1,741,552 6.75% 3,901,391 5.35% Commercial real estate non-owner occupied 569,788 4.28% 891,299 5.88% 1,461,087 5.25% Residential real estate 500,170 3.75% 679,075 4.88% 1,179,245 4.40% Consumer 11,480 4.98% 3,736 7.21% 15,216 5.52% Total loans with > 1 year maturity $ 3,241,277 4.11% $ 3,315,662 6.13% $ 6,556,939 5.15% (1) Included in municipal and non-profit fixed rate loans are loans totaling $351,015 and $340,081 that have been swapped to variable rates at current market pricing at December 31, 2023 and 2022, respectively.
Any changes to the underlying assumptions, circumstances or estimates, including but not limited to changes in the underlying macro-economic forecast, used in determining the ACL, could negatively or positively affect the Company's results of operations, liquidity or financial condition. The following schedule presents, by class stratification, the changes in the ACL during the years listed: As of and for the years ended December 31, 2022 December 31, 2021 December 31, 2020 December 31, 2019 December 31, 2018 Total loans % NCOs (1) Total loans % NCOs (1) Total loans % NCOs (1) Total loans % NCOs (1) Total loans % NCOs (1) Beginning balance $ 49,694 $ 59,777 $ 39,064 $ 35,692 $ 31,264 Cumulative effect adjustment (2) — — 5,836 — — Day 1 CECL provision expense 21,228 — — — — PCD allowance for credit loss at acquisition 6,238 — — — — Charge-offs: Commercial (1,340) 0.02% (1,171) 0.02% (2,023) 0.04% (7,422) 0.17% (895) 0.00% Commercial real estate non-owner occupied — 0.00% — 0.00% (412) 0.01% (116) 0.00% (11) 0.00% Residential real estate (2) 0.00% (24) 0.00% (67) 0.00% (124) 0.00% (118) 0.00% Consumer (845) 0.01% (621) 0.01% (726) 0.01% (937) 0.02% (1,134) 0.02% Total charge-offs (2,187) (1,816) (3,228) (8,599) (2,158) Recoveries 385 552 571 328 1,389 Net charge-offs (1,802) 0.03% (1,264) 0.03% (2,657) 0.06% (8,271) 0.19% (769) 0.02% Provision expense (release) for credit losses 14,195 (8,819) 17,534 11,643 5,197 Ending allowance for credit losses $ 89,553 $ 49,694 $ 59,777 $ 39,064 $ 35,692 Ratio of ACL to total loans outstanding at period end 1.24% 1.10% 1.37% 0.88% 0.87% Ratio of ACL to total non-performing loans at period end 542.35% 458.77% 293.21% 179.62% 145.94% Total loans $ 7,220,469 $ 4,513,383 $ 4,353,726 $ 4,415,406 $ 4,092,308 Average total loans outstanding during the period 5,349,916 4,358,707 4,578,894 4,288,226 3,819,603 Non-performing loans 16,512 10,832 20,387 21,748 24,456 (1) Ratio of net charge-offs to average total loans.
Any changes to the underlying assumptions, circumstances or estimates, including but not limited to changes in the underlying macro-economic forecast, used in determining the ACL, could negatively or positively affect the Company's results of operations, liquidity or financial condition. 60 Table of Contents The following schedule presents, by class stratification, the changes in the ACL during the years listed: As of and for the years ended December 31, 2023 December 31, 2022 December 31, 2021 December 31, 2020 December 31, 2019 Total loans % NCOs (1) Total loans % NCOs (1) Total loans % NCOs (1) Total loans % NCOs (1) Total loans % NCOs (1) Beginning balance $ 89,553 $ 49,694 $ 59,777 $ 39,064 $ 35,692 Cumulative effect adjustment (2) — — — 5,836 — Day 1 CECL provision expense — 21,228 — — — PCD allowance for credit loss at acquisition — 6,238 — — — Charge-offs: Commercial (277) 0.00% (1,340) 0.02% (1,171) 0.02% (2,023) 0.04% (7,422) 0.17% Commercial real estate non-owner occupied — 0.00% — 0.00% — 0.00% (412) 0.01% (116) 0.00% Residential real estate (48) 0.00% (2) 0.00% (24) 0.00% (67) 0.00% (124) 0.00% Consumer (1,250) 0.02% (845) 0.01% (621) 0.01% (726) 0.01% (937) 0.02% Total charge-offs (1,575) (2,187) (1,816) (3,228) (8,599) Recoveries 444 385 552 571 328 Net charge-offs (1,131) 0.02% (1,802) 0.03% (1,264) 0.03% (2,657) 0.06% (8,271) 0.19% Provision expense for credit losses 9,525 14,195 (8,819) 17,534 11,643 Ending allowance for credit losses $ 97,947 $ 89,553 $ 49,694 $ 59,777 $ 39,064 Ratio of ACL to total loans outstanding at period end 1.27% 1.24% 1.10% 1.37% 0.88% Ratio of ACL to total non-performing loans at period end 346.99% 542.35% 458.77% 293.21% 179.62% Total loans $ 7,698,758 $ 7,220,469 $ 4,513,383 $ 4,353,726 $ 4,415,406 Average total loans outstanding during the period 7,409,724 5,349,916 4,358,707 4,578,894 4,288,226 Non-performing loans 28,228 16,512 10,832 20,387 21,748 (1) Ratio of net charge-offs to average total loans.
Such amounts were fully reserved for, charged off on the acquisition date and excluded from the table above. The following tables present the allocation of the ACL and the percentage of the total amount of loans in each loan category listed as of the dates presented: December 31, 2022 ACL as a % Total loans % of total loans Related ACL of total ACL Commercial $ 4,251,780 58.9% $ 37,608 42.0% Commercial real estate non-owner occupied 1,696,050 23.5% 32,050 35.8% Residential real estate 1,251,281 17.3% 19,306 21.5% Consumer 21,358 0.3% 589 0.7% Total $ 7,220,469 100.0% $ 89,553 100.0% December 31, 2021 ACL as a % Total loans % of total loans Related ACL of total ACL Commercial $ 3,162,417 70.1% $ 31,256 62.9% Commercial real estate non-owner occupied 664,729 14.7% 10,033 20.2% Residential real estate 668,656 14.8% 8,056 16.2% Consumer 17,581 0.4% 349 0.7% Total $ 4,513,383 100.0% $ 49,694 100.0% December 31, 2020 ACL as a % Total loans % of total loans Related ACL of total ACL Commercial $ 3,044,065 70.0% $ 30,376 50.8% Commercial real estate non-owner occupied 631,996 14.5% 17,448 29.2% Residential real estate 658,659 15.1% 11,492 19.2% Consumer 19,006 0.4% 461 0.8% Total $ 4,353,726 100.0% $ 59,777 100.0% December 31, 2019 ACL as a % Total loans % of total loans Related ACL of total ACL Commercial $ 2,992,307 67.8% $ 30,442 77.9% Commercial real estate non-owner occupied 630,906 14.3% 4,850 12.4% Residential real estate 770,417 17.4% 3,468 8.9% Consumer 21,776 0.5% 304 0.8% Total $ 4,415,406 100.0% $ 39,064 100.0% December 31, 2018 ACL as a % Total loans % of total loans Related ACL of total ACL Commercial $ 2,644,571 64.6% $ 27,137 76.1% Commercial real estate non-owner occupied 592,212 14.5% 4,406 12.3% Residential real estate 830,815 20.3% 3,800 10.6% Consumer 24,710 0.6% 349 1.0% Total $ 4,092,308 100.0% $ 35,692 100.0% 58 Table of Contents Deposits Deposits from banking clients serve as a primary funding source for our banking operations and our ability to gather and manage deposit levels is critical to our success.
(2) Related to the adoption of Accounting Standards Update No. 2016-13, Measurement of Credit Losses on Financial Instruments . The following tables present the allocation of the ACL and the percentage of the total amount of loans in each loan category listed as of the dates presented: December 31, 2023 ACL as a % Total loans % of total loans Related ACL of total ACL Commercial $ 4,499,035 58.4% $ 45,304 46.3% Commercial real estate non-owner occupied 1,856,750 24.1% 32,665 33.3% Residential real estate 1,323,787 17.2% 19,550 20.0% Consumer 19,186 0.3% 428 0.4% Total $ 7,698,758 100.0% $ 97,947 100.0% December 31, 2022 ACL as a % Total loans % of total loans Related ACL of total ACL Commercial $ 4,251,780 58.9% $ 37,608 42.0% Commercial real estate non-owner occupied 1,696,050 23.5% 32,050 35.8% Residential real estate 1,251,281 17.3% 19,306 21.5% Consumer 21,358 0.3% 589 0.7% Total $ 7,220,469 100.0% $ 89,553 100.0% 61 Table of Contents December 31, 2021 ACL as a % Total loans % of total loans Related ACL of total ACL Commercial $ 3,162,417 70.1% $ 31,256 62.9% Commercial real estate non-owner occupied 664,729 14.7% 10,033 20.2% Residential real estate 668,656 14.8% 8,056 16.2% Consumer 17,581 0.4% 349 0.7% Total $ 4,513,383 100.0% $ 49,694 100.0% December 31, 2020 ACL as a % Total loans % of total loans Related ACL of total ACL Commercial $ 3,044,065 70.0% $ 30,376 50.8% Commercial real estate non-owner occupied 631,996 14.5% 17,448 29.2% Residential real estate 658,659 15.1% 11,492 19.2% Consumer 19,006 0.4% 461 0.8% Total $ 4,353,726 100.0% $ 59,777 100.0% December 31, 2019 ACL as a % Total loans % of total loans Related ACL of total ACL Commercial $ 2,992,307 67.8% $ 30,442 77.9% Commercial real estate non-owner occupied 630,906 14.3% 4,850 12.4% Residential real estate 770,417 17.4% 3,468 8.9% Consumer 21,776 0.5% 304 0.8% Total $ 4,415,406 100.0% $ 39,064 100.0% Deposits Deposits from banking clients serve as a primary funding source for our banking operations and our ability to gather and manage deposit levels is critical to our success.
We regularly review: (i) our loan mix and the yield on loans; (ii) the investment portfolio and the related yields; (iii) our deposit mix and the cost of deposits; and (iv) net interest income simulations for various forecast periods. The effects of trade-date accounting of investment securities for which the cash had not settled are not considered interest earning assets and are excluded from this presentation for time frames prior to their cash settlement, as are the market value adjustments on the investment securities available-for-sale and loans. 61 Table of Contents The table below presents the components of net interest income on a FTE basis for the years ended December 31, 2022, 2021 and 2020. For the year ended For the year ended For the year ended December 31, 2022 December 31, 2021 December 31, 2020 Average balance Interest Average rate Average balance Interest Average rate Average balance Interest Average rate Interest earning assets: Originated loans FTE (1)(2)(3) $ 4,767,713 $ 218,561 4.58% $ 4,129,684 $ 164,527 3.98% $ 4,237,091 $ 171,592 4.05% Acquired loans 594,222 40,060 6.74% 202,174 17,340 8.58% 299,901 27,909 9.31% Loans held for sale 58,788 2,563 4.36% 178,373 5,110 2.86% 185,182 5,628 3.04% Investment securities available-for-sale 839,872 15,091 1.80% 667,859 10,014 1.50% 591,870 11,406 1.93% Investment securities held-to-maturity 604,423 9,109 1.51% 576,343 7,311 1.27% 248,006 5,099 2.06% Other securities 17,598 1,034 5.88% 15,032 838 5.57% 26,903 1,157 4.30% Interest earning deposits 426,137 3,782 0.89% 751,835 986 0.13% 206,911 314 0.15% Total interest earning assets FTE (2) $ 7,308,753 $ 290,200 3.97% $ 6,521,300 $ 206,126 3.16% $ 5,795,864 $ 223,105 3.85% Cash and due from banks 90,657 78,979 74,461 Other assets 490,206 472,775 511,721 Allowance for credit losses (59,824) (52,943) (55,778) Total assets $ 7,829,792 $ 7,020,111 $ 6,326,268 Interest bearing liabilities: Interest bearing demand, savings and money market deposits $ 3,235,834 $ 9,347 0.29% $ 2,772,091 $ 6,240 0.23% $ 2,730,857 $ 8,605 0.32% Time deposits 826,293 5,249 0.64% 914,837 7,362 0.80% 1,038,107 15,024 1.45% Securities sold under agreements to repurchase 21,298 43 0.20% 20,338 23 0.11% 28,585 132 0.46% Long-term debt, net 43,048 1,519 3.53% 6,200 196 3.16% — — 0.00% Federal Home Loan Bank advances 40,870 1,695 4.15% — — 0.00% 95,418 1,295 1.36% Total interest bearing liabilities $ 4,167,343 $ 17,853 0.43% $ 3,713,466 $ 13,821 0.37% $ 3,892,967 $ 25,056 0.64% Demand deposits 2,652,561 2,355,171 1,497,940 Other liabilities 105,507 104,935 147,075 Total liabilities 6,925,411 6,173,572 5,537,982 Shareholders' equity 904,381 846,539 788,286 Total liabilities and shareholders' equity $ 7,829,792 $ 7,020,111 $ 6,326,268 Net interest income FTE (2) $ 272,347 $ 192,305 $ 198,049 Interest rate spread FTE (2) 3.54% 2.79% 3.21% Net interest earning assets $ 3,141,410 $ 2,807,834 $ 1,902,897 Net interest margin FTE (2) 3.73% 2.95% 3.42% Average transaction deposits $ 5,888,395 $ 5,127,262 $ 4,228,797 Average total deposits 6,714,688 6,042,099 5,266,904 Ratio of average interest earning assets to average interest bearing liabilities 175.38% 175.61% 148.88% (1) Originated loans are net of deferred loan fees, less costs, which are included in interest income over the life of the loan.
We regularly review: (i) our loan mix and the yield on loans; (ii) the investment portfolio and the related yields; (iii) our deposit mix and the cost of deposits; and (iv) net interest income simulations for various forecast periods. The effects of trade-date accounting of investment securities for which the cash had not settled are not considered interest earning assets and are excluded from this presentation for time frames prior to their cash settlement, as are the market value adjustments on the investment securities available-for-sale and loans. 64 Table of Contents The table below presents the components of net interest income on a FTE basis for the years ended December 31, 2023, 2022 and 2021. For the year ended For the year ended For the year ended December 31, 2023 December 31, 2022 December 31, 2021 Average balance Interest Average rate Average balance Interest Average rate Average balance Interest Average rate Interest earning assets: Originated loans FTE (1)(2)(3) $ 5,739,310 $ 361,032 6.29% $ 4,767,713 $ 218,561 4.58% $ 4,129,684 $ 164,527 3.98% Acquired loans 1,700,419 104,933 6.17% 594,222 40,060 6.74% 202,174 17,340 8.58% Loans held for sale 21,756 1,510 6.94% 58,788 2,563 4.36% 178,373 5,110 2.86% Investment securities available-for-sale 774,337 15,370 1.98% 839,872 15,091 1.80% 667,859 10,014 1.50% Investment securities held-to-maturity 620,595 10,960 1.77% 604,423 9,109 1.51% 576,343 7,311 1.27% Other securities 44,936 3,254 7.24% 17,598 1,034 5.88% 15,032 838 5.57% Interest earning deposits 121,758 4,455 3.66% 426,137 3,782 0.89% 751,835 986 0.13% Total interest earning assets FTE (2) $ 9,023,111 $ 501,514 5.56% $ 7,308,753 $ 290,200 3.97% $ 6,521,300 $ 206,126 3.16% Cash and due from banks 109,496 90,657 78,979 Other assets 725,797 490,206 472,775 Allowance for credit losses (91,956) (59,824) (52,943) Total assets $ 9,766,448 $ 7,829,792 $ 7,020,111 Interest bearing liabilities: Interest bearing demand, savings and money market deposits $ 4,337,231 $ 87,957 2.03% $ 3,235,834 $ 9,347 0.29% $ 2,772,091 $ 6,240 0.23% Time deposits 970,983 21,421 2.21% 826,293 5,249 0.64% 914,837 7,362 0.80% Securities sold under agreements to repurchase 19,346 22 0.11% 21,298 43 0.20% 20,338 23 0.11% Long-term debt, net 54,036 2,073 3.84% 43,048 1,519 3.53% 6,200 196 3.16% Federal Home Loan Bank advances 423,783 21,991 5.19% 40,870 1,695 4.15% — — 0.00% Total interest bearing liabilities $ 5,805,379 $ 133,464 2.30% $ 4,167,343 $ 17,853 0.43% $ 3,713,466 $ 13,821 0.37% Demand deposits 2,660,525 2,652,561 2,355,171 Other liabilities 144,767 105,507 104,935 Total liabilities 8,610,671 6,925,411 6,173,572 Shareholders' equity 1,155,777 904,381 846,539 Total liabilities and shareholders' equity $ 9,766,448 $ 7,829,792 $ 7,020,111 Net interest income FTE (2) $ 368,050 $ 272,347 $ 192,305 Interest rate spread FTE (2) 3.26% 3.54% 2.79% Net interest earning assets $ 3,217,732 $ 3,141,410 $ 2,807,834 Net interest margin FTE (2) 4.08% 3.73% 2.95% Average transaction deposits $ 6,997,756 $ 5,888,395 $ 5,127,262 Average total deposits 7,968,739 6,714,688 6,042,099 Ratio of average interest earning assets to average interest bearing liabilities 155.43% 175.38% 175.61% (1) Originated loans are net of deferred loan fees, less costs, which are included in interest income over the life of the loan.
Loans that are 90 days or more past due are put on non-accrual status unless the loan is well secured and in the process of collection. The following table sets forth the non-performing assets and past due loans as of the dates presented: December 31, 2022 December 31, 2021 December 31, 2020 December 31, 2019 December 31, 2018 Non-accrual loans: Non-accrual loans, excluding restructured loans $ 14,034 $ 8,466 $ 12,190 $ 16,894 $ 21,017 Restructured loans on non-accrual 2,478 2,366 8,197 4,854 3,439 Non-performing loans 16,512 10,832 20,387 21,748 24,456 OREO 3,731 7,005 4,730 7,300 10,596 Other repossessed assets — — 17 — — Total non-performing assets $ 20,243 $ 17,837 $ 25,134 $ 29,048 $ 35,052 Loans 30-89 days past due and still accruing interest $ 2,986 $ 1,687 $ 968 $ 6,349 $ 5,066 Loans 90 days or more past due and still accruing interest 95 420 162 1,662 1,047 Non-accrual loans 16,512 10,832 20,387 21,748 24,456 Total past due and non-accrual loans $ 19,593 $ 12,939 $ 21,517 $ 29,759 $ 30,569 Accruing restructured loans $ 4,654 $ 7,186 $ 13,945 $ 6,885 $ 5,944 Allowance for credit losses 89,553 49,694 59,777 39,064 35,692 Non-performing loans to total loans 0.23% 0.24% 0.47% 0.49% 0.60% Total 90 days past due and still accruing interest and non-accrual loans to total loans 0.23% 0.25% 0.47% 0.53% 0.62% Total non-performing assets to total loans and OREO 0.28% 0.39% 0.58% 0.66% 0.85% ACL to non-performing loans 542.35% 458.77% 293.21% 179.62% 145.94% During 2022, total non-performing loans increased $5.7 million, from December 31, 2021, primarily driven by the inclusion of the RCB and BOJH portfolios.
Loans that are 90 days or more past due are put on non-accrual status unless the loan is well secured and in the process of collection. The following table sets forth the non-performing assets and past due loans as of the dates presented: December 31, 2023 December 31, 2022 December 31, 2021 December 31, 2020 December 31, 2019 Non-accrual loans: Non-accrual loans, excluding modified loans $ 14,756 $ 14,034 $ 8,466 $ 12,190 $ 16,894 Modified loans on non-accrual (1) 13,472 2,478 2,366 8,197 4,854 Non-performing loans 28,228 16,512 10,832 20,387 21,748 OREO 4,088 3,731 7,005 4,730 7,300 Other repossessed assets — — — 17 — Total non-performing assets $ 32,316 $ 20,243 $ 17,837 $ 25,134 $ 29,048 Loans 30-89 days past due and still accruing interest $ 12,232 $ 2,986 $ 1,687 $ 968 $ 6,349 Loans 90 days or more past due and still accruing interest 591 95 420 162 1,662 Non-accrual loans 28,228 16,512 10,832 20,387 21,748 Total past due and non-accrual loans $ 41,051 $ 19,593 $ 12,939 $ 21,517 $ 29,759 Accruing modified loans (1) $ 15,148 $ 4,654 $ 7,186 $ 13,945 $ 6,885 Allowance for credit losses 97,947 89,553 49,694 59,777 39,064 Non-performing loans to total loans 0.37% 0.23% 0.24% 0.47% 0.49% Total 90 days past due and still accruing interest and non-accrual loans to total loans 0.37% 0.23% 0.25% 0.47% 0.53% Total non-performing assets to total loans and OREO 0.42% 0.28% 0.39% 0.58% 0.66% ACL to non-performing loans 346.99% 542.35% 458.77% 293.21% 179.62% (1) Reflects loan modifications as defined under ASU 2022-02, Financial Instruments—Credit Losses (Topic 326): Troubled Debt Restructurings and Vintage Disclosures adopted in the first quarter of 2023.
(3) Loan fees included in interest income totaled $9,453, $18,207 and $15,713 for the years ended December 31, 2022, 2021 and 2020, respectively. Below is a breakdown of average deposits and the average rates paid during the periods indicated: For the three months ended For the years ended December 31, 2022 December 31, 2021 December 31, 2022 December 31, 2021 Average Average Average Average Average rate Average rate Average rate Average rate balance paid balance paid balance paid balance paid Non-interest bearing demand $ 3,142,296 0.00% $ 2,459,063 0.00% $ 2,652,561 0.00% $ 2,355,171 0.00% Interest bearing demand 939,973 0.53% 547,740 0.17% 678,151 0.32% 548,612 0.20% Money market accounts 2,115,876 0.53% 1,549,844 0.25% 1,744,797 0.33% 1,506,274 0.27% Savings accounts 890,724 0.21% 749,978 0.16% 812,886 0.17% 717,205 0.16% Time deposits 892,122 0.91% 851,779 0.61% 826,293 0.64% 914,837 0.80% Total average deposits $ 7,980,991 0.33% $ 6,158,404 0.18% $ 6,714,688 0.22% $ 6,042,099 0.23% Provision for credit losses The provision for loan losses represents the amount of expense that is necessary to bring the ACL to a level that we deem appropriate to absorb estimated lifetime losses inherent in the loan portfolio as of the balance sheet date.
(3) Loan fees included in interest income totaled $13,905, $9,453 and $18,207 for the years ended December 31, 2023, 2022 and 2021, respectively. Below is a breakdown of average deposits and the average rates paid during the periods indicated: For the three months ended For the years ended December 31, 2023 December 31, 2022 December 31, 2023 December 31, 2022 Average Average Average Average Average rate Average rate Average rate Average rate balance paid balance paid balance paid balance paid Non-interest bearing demand $ 2,390,457 0.00% $ 3,142,296 0.00% $ 2,660,525 0.00% $ 2,652,561 0.00% Interest bearing demand 1,392,118 2.85% 939,973 0.53% 1,238,101 2.18% 678,151 0.32% Money market accounts 2,693,925 3.19% 2,115,876 0.53% 2,359,247 2.42% 1,744,797 0.33% Savings accounts 665,520 0.74% 890,724 0.21% 739,883 0.53% 812,886 0.17% Time deposits 986,513 2.76% 892,122 0.91% 970,983 2.21% 826,293 0.64% Total average deposits $ 8,128,533 1.94% $ 7,980,991 0.33% $ 7,968,739 1.37% $ 6,714,688 0.22% Provision for credit losses The provision for credit losses represents the amount of expense that is necessary to bring the ACL to a level that we deem appropriate to absorb estimated lifetime losses inherent in the loan portfolio and estimated losses inherent in unfunded loans as of the balance sheet date.
Additionally, the cost of deposits decreased one basis point to 0.22% during 2022, compared to 2021. 63 Table of Contents The following table summarizes the changes in net interest income on an FTE basis by major category of interest earning assets and interest bearing liabilities, identifying changes related to volume and changes related to rates for 2022, 2021 and 2020: The year ended December 31, 2022 The year ended December 31, 2021 compared to compared to the year ended December 31, 2021 the year ended December 31, 2020 Increase (decrease) due to Increase (decrease) due to Volume Rate Net Volume Rate Net Interest income: Originated loans FTE (1)(2)(3) $ 29,248 $ 24,786 $ 54,034 $ (4,279) $ (2,786) $ (7,065) Acquired loans 26,430 (3,710) 22,720 (8,382) (2,187) (10,569) Loans held for sale (5,214) 2,667 (2,547) (195) (323) (518) Investment securities available-for-sale 3,091 1,986 5,077 1,139 (2,531) (1,392) Investment securities held-to-maturity 423 1,375 1,798 4,165 (1,953) 2,212 Other securities 151 45 196 (662) 343 (319) Interest earning deposits (2,891) 5,687 2,796 715 (43) 672 Total interest income $ 51,238 $ 32,836 $ 84,074 $ (7,499) $ (9,480) $ (16,979) Interest expense: Interest bearing demand, savings and money market deposits $ 1,340 $ 1,767 $ 3,107 $ 93 $ (2,458) $ (2,365) Time deposits (562) (1,551) (2,113) (992) (6,670) (7,662) Securities sold under agreements to repurchase 2 18 20 (9) (100) (109) Long-term debt, net 1,300 23 1,323 196 — 196 Federal Home Loan Bank advances 1,695 — 1,695 — (1,295) (1,295) Total interest expense 3,775 257 4,032 (712) (10,523) (11,235) Net change in net interest income $ 47,463 $ 32,579 $ 80,042 $ (6,787) $ 1,043 $ (5,744) (1) Originated loans are net of deferred loan fees, less costs, which are included in interest income over the life of the loan.
Additionally, the cost of deposits increased 115 basis points to 1.37% during 2023, compared to 2022. 66 Table of Contents The following table summarizes the changes in net interest income on an FTE basis by major category of interest earning assets and interest bearing liabilities, identifying changes related to volume and changes related to rates for 2023, 2022 and 2021: The year ended December 31, 2023 The year ended December 31, 2022 compared to compared to the year ended December 31, 2022 the year ended December 31, 2021 Increase (decrease) due to Increase (decrease) due to Volume Rate Net Volume Rate Net Interest income: Originated loans FTE (1)(2)(3) $ 61,119 $ 81,352 $ 142,471 $ 29,248 $ 24,786 $ 54,034 Acquired loans 68,264 (3,391) 64,873 26,430 (3,710) 22,720 Loans held for sale (2,570) 1,517 (1,053) (5,214) 2,667 (2,547) Investment securities available-for-sale (1,301) 1,580 279 3,091 1,986 5,077 Investment securities held-to-maturity 286 1,565 1,851 423 1,375 1,798 Other securities 1,980 240 2,220 151 45 196 Interest earning deposits (11,137) 11,810 673 (2,891) 5,687 2,796 Total interest income $ 116,641 $ 94,673 $ 211,314 $ 51,238 $ 32,836 $ 84,074 Interest expense: Interest bearing demand, savings and money market deposits $ 22,336 $ 56,274 $ 78,610 $ 1,340 $ 1,767 $ 3,107 Time deposits 3,192 12,980 16,172 (562) (1,551) (2,113) Securities sold under agreements to repurchase (2) (19) (21) 2 18 20 Long-term debt, net 422 132 554 1,300 23 1,323 Federal Home Loan Bank advances 19,870 426 20,296 1,695 — 1,695 Total interest expense 45,818 69,793 115,611 3,775 257 4,032 Net change in net interest income $ 70,823 $ 24,880 $ 95,703 $ 47,463 $ 32,579 $ 80,042 (1) Originated loans are net of deferred loan fees, less costs, which are included in interest income over the life of the loan.
During the year ended December 31, 2021, the Company recorded a provision release of $9.3 million, which included a provision release of $8.8 million for funded loans and a provision release of $0.5 million for unfunded loan commitments, driven by strong asset quality and an improved outlook in the CECL model’s underlying economic forecast. Non-interest income The table below details the components of non-interest income for the years presented: For the years ended December 31, 2022 vs 2021 2021 vs 2020 Increase (decrease) Increase (decrease) 2022 2021 2020 Amount % Change Amount % Change Service charges $ 16,357 $ 14,894 $ 14,962 $ 1,463 9.8 % $ (68) (0.5)% Bank card fees 18,299 17,693 15,446 606 3.4 % 2,247 14.5 % Mortgage banking income 23,774 63,360 102,384 (39,586) (62.5)% (39,024) (38.1)% Bank-owned life insurance income 2,272 2,208 2,360 64 2.9 % (152) (6.4)% Other non-interest income 6,603 12,174 4,719 (5,571) (45.8)% 7,455 >100.0% OREO-related income 7 35 387 (28) (80.0)% (352) (91.0)% Total non-interest income $ 67,312 $ 110,364 $ 140,258 $ (43,052) (39.0)% $ (29,894) (21.3)% Non-interest income totaled $67.3 million for the year ended December 31, 2022, compared to $110.4 million for the year ended December 31, 2021.
The remainder of the provision expense was driven by loan growth and higher reserve requirements from changes in the CECL model’s underlying macro-economic forecast. Non-interest income The table below details the components of non-interest income for the years presented: For the years ended December 31, 2023 vs 2022 2022 vs 2021 Increase (decrease) Increase (decrease) 2023 2022 2021 Amount % Change Amount % Change Service charges $ 18,225 $ 16,357 $ 14,894 $ 1,868 11.4% $ 1,463 9.8% Bank card fees 19,636 18,299 17,693 1,337 7.3% 606 3.4% Mortgage banking income 13,634 23,774 63,360 (10,140) (42.7)% (39,586) (62.5)% Bank-owned life insurance income 3,269 2,272 2,208 997 43.9% 64 2.9% Other non-interest income 9,153 6,610 12,209 2,543 38.5% (5,599) (45.9)% Total non-interest income $ 63,917 $ 67,312 $ 110,364 $ (3,395) (5.0)% $ (43,052) (39.0)% Non-interest income totaled $63.9 million for the year ended December 31, 2023, compared to $67.3 million for the year ended December 31, 2022.