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Fair Value Measurements - Estimated Fair Value (Details) - USD ($)
$ in Thousands
Jun. 30, 2022
Dec. 31, 2021
Financial assets:    
Held to maturity securities $ 876,531 $ 276,296
Loans held for investment, net 7,835,321 7,788,552
Broker-dealer and clearing organization receivables 1,049,830 1,672,946
Financial liabilities:    
Broker-dealer and clearing organization payables 934,818 1,477,300
Carrying Amount    
Financial assets:    
Cash and cash equivalents 1,783,935 2,823,523
Assets segregated for regulatory purposes 120,816 221,740
Securities purchased under agreements to resell 139,929 118,262
Held to maturity securities 920,583 267,684
Loans held for sale 119,197 95,599
Loans held for investment, net 7,826,294 7,788,552
Broker-dealer and clearing organization receivables 1,049,830 1,672,946
Other assets 70,069 73,041
Financial liabilities:    
Deposits 11,920,786 12,818,077
Broker-dealer and clearing organization payables 934,818 1,477,300
Short-term borrowings 822,649 859,444
Debt 389,722 387,904
Other liabilities 3,895 3,944
Estimate of Fair Value    
Financial assets:    
Cash and cash equivalents 1,783,935 2,823,523
Assets segregated for regulatory purposes 120,816 221,740
Securities purchased under agreements to resell 139,929 118,262
Held to maturity securities 876,531 276,296
Loans held for sale 119,197 95,599
Loans held for investment, net 7,728,445 7,999,925
Broker-dealer and clearing organization receivables 1,049,830 1,672,946
Other assets 70,069 73,041
Financial liabilities:    
Deposits 11,907,658 12,821,138
Broker-dealer and clearing organization payables 934,818 1,477,300
Short-term borrowings 822,649 859,444
Debt 389,722 387,904
Other liabilities 3,895 3,944
Estimate of Fair Value | Level 1    
Financial assets:    
Cash and cash equivalents 1,783,935 2,823,523
Assets segregated for regulatory purposes 120,816 221,740
Estimate of Fair Value | Level 2    
Financial assets:    
Securities purchased under agreements to resell 139,929 118,262
Held to maturity securities 876,531 276,296
Loans held for sale 119,197 95,599
Loans held for investment, net 463,004 733,193
Broker-dealer and clearing organization receivables 1,049,830 1,672,946
Other assets 68,397 71,290
Financial liabilities:    
Deposits 11,907,658 12,821,138
Broker-dealer and clearing organization payables 934,818 1,477,300
Short-term borrowings 822,649 859,444
Debt 389,722 387,904
Other liabilities 3,895 3,944
Estimate of Fair Value | Level 3    
Financial assets:    
Loans held for investment, net 7,265,441 7,266,732
Other assets $ 1,672 $ 1,751