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Segment Information - Schedule of Revenue by Segment (Details) - USD ($)
$ in Thousands
3 Months Ended 6 Months Ended
Jun. 30, 2024
Jun. 30, 2023
Jun. 30, 2024
Jun. 30, 2023
Segment Reporting Information [Line Items]        
Net premiums earned: $ 1,080,231 $ 942,150 $ 2,131,175 $ 1,844,486
Miscellaneous income 5,835 6,104 13,636 8,738
Net investment income earned 108,642 97,696 216,491 189,202
Net realized and unrealized investment gains (losses) 1,297 (5,426) (338) (2,082)
Total Investments revenue 109,939 92,270 216,153 187,120
Total revenues 1,196,005 1,040,524 2,360,964 2,040,344
Standard Commercial Lines        
Segment Reporting Information [Line Items]        
Total revenues 858,707 768,277 1,699,951 1,502,073
Standard Commercial Lines | General liability        
Segment Reporting Information [Line Items]        
Net premiums earned: 280,097 254,510 553,512 497,859
Standard Commercial Lines | Commercial automobile        
Segment Reporting Information [Line Items]        
Net premiums earned: 260,652 225,067 512,372 442,438
Standard Commercial Lines | Commercial property        
Segment Reporting Information [Line Items]        
Net premiums earned: 168,511 141,348 330,064 276,640
Standard Commercial Lines | Workers compensation        
Segment Reporting Information [Line Items]        
Net premiums earned: 82,316 88,746 170,093 172,930
Standard Commercial Lines | Businessowners' policies        
Segment Reporting Information [Line Items]        
Net premiums earned: 41,641 34,385 81,562 67,556
Standard Commercial Lines | Bonds        
Segment Reporting Information [Line Items]        
Net premiums earned: 12,468 11,619 24,556 23,016
Standard Commercial Lines | Other        
Segment Reporting Information [Line Items]        
Net premiums earned: 7,808 7,034 15,444 13,885
Standard Commercial Lines | Miscellaneous income        
Segment Reporting Information [Line Items]        
Miscellaneous income 5,214 5,568 12,348 7,749
Standard Personal Lines        
Segment Reporting Information [Line Items]        
Total revenues 107,015 87,706 211,502 170,029
Standard Personal Lines | Miscellaneous income        
Segment Reporting Information [Line Items]        
Miscellaneous income 594 536 1,235 989
Standard Personal Lines | Personal automobile        
Segment Reporting Information [Line Items]        
Net premiums earned: 57,544 48,230 114,504 93,144
Standard Personal Lines | Homeowners        
Segment Reporting Information [Line Items]        
Net premiums earned: 46,055 36,902 90,168 71,915
Standard Personal Lines | Other        
Segment Reporting Information [Line Items]        
Net premiums earned: 2,822 2,038 5,595 3,981
E&S Lines        
Segment Reporting Information [Line Items]        
Total revenues 120,344 92,271 233,358 181,122
E&S Lines | Miscellaneous income        
Segment Reporting Information [Line Items]        
Miscellaneous income 27 0 53 0
E&S Lines | Casualty lines        
Segment Reporting Information [Line Items]        
Net premiums earned: 73,887 62,151 145,525 122,968
E&S Lines | Property lines        
Segment Reporting Information [Line Items]        
Net premiums earned: $ 46,430 $ 30,120 $ 87,780 $ 58,154