Started: 2026-01-09 12:44:23.387848 


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Joining with `by = join_by(state)`

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Adding missing grouping variables: `state`
Joining with `by = join_by(region)`
            used   (Mb)   gc trigger        (Mb) limit (Mb)   max used    (Mb)
Ncells   3670955  196.1 7.410694e+12 395773742.6         NA  245225170 13096.5
Vcells 141649185 1080.7 4.678287e+08      3569.3      65536 8270197304 63096.6

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New names:
• `` -> `...21`
Joining with `by = join_by(state_fips, stateabbv)`
Joining with `by = join_by(state_fips, stateabbv)`
Joining with `by = join_by(state_fips, stateabbv)`
Joining with `by = join_by(state_fips, stateabbv)`
Joining with `by = join_by(state_fips, stateabbv)`
Joining with `by = join_by(state_fips, stateabbv)`
Joining with `by = join_by(state_fips, stateabbv)`
Joining with `by = join_by(state_fips, stateabbv)`
Joining with `by = join_by(state_fips, stateabbv)`
Joining with `by = join_by(state_fips, stateabbv)`
Joining with `by = join_by(state_fips, stateabbv)`
Joining with `by = join_by(state_fips, stateabbv)`
Joining with `by = join_by(state_fips, stateabbv)`
Joining with `by = join_by(state_fips, stateabbv)`
Joining with `by = join_by(state_fips, stateabbv)`
Joining with `by = join_by(state_fips, stateabbv)`
Joining with `by = join_by(state_fips, stateabbv)`
Joining with `by = join_by(state_fips, stateabbv)`
Joining with `by = join_by(state_fips, stateabbv)`
Joining with `by = join_by(state_fips, stateabbv)`
Joining with `by = join_by(state_fips, stateabbv)`
Joining with `by = join_by(state_fips, stateabbv)`
Joining with `by = join_by(state_fips, stateabbv)`
Joining with `by = join_by(state_fips, stateabbv)`
Joining with `by = join_by(state_fips, stateabbv)`
Joining with `by = join_by(state_fips, stateabbv)`
Joining with `by = join_by(state_fips, stateabbv)`
Joining with `by = join_by(state_fips, stateabbv)`
Joining with `by = join_by(state_fips, stateabbv)`
Joining with `by = join_by(state_fips, stateabbv)`
Joining with `by = join_by(state_fips, stateabbv)`
Joining with `by = join_by(state_fips, stateabbv)`
Joining with `by = join_by(state_fips, stateabbv)`
Joining with `by = join_by(state_fips, stateabbv)`
Joining with `by = join_by(state_fips, stateabbv)`
Joining with `by = join_by(state_fips, stateabbv)`
Joining with `by = join_by(state_fips, stateabbv)`
Joining with `by = join_by(state_fips, stateabbv)`
Joining with `by = join_by(state_fips, stateabbv)`
Joining with `by = join_by(state_fips, stateabbv)`
Joining with `by = join_by(state_fips, stateabbv)`
Joining with `by = join_by(state_fips, stateabbv)`
Joining with `by = join_by(state_fips, stateabbv)`
Joining with `by = join_by(state_fips, stateabbv)`
Joining with `by = join_by(state_fips, stateabbv)`
Joining with `by = join_by(state_fips, stateabbv)`
Joining with `by = join_by(state_fips, stateabbv)`
Joining with `by = join_by(state_fips, stateabbv)`
Joining with `by = join_by(state_fips, stateabbv)`
Joining with `by = join_by(state_fips, stateabbv)`
Joining with `by = join_by(state_fips, stateabbv)`
Joining with `by = join_by(state_fips, stateabbv)`
Joining with `by = join_by(state_fips, stateabbv)`
Joining with `by = join_by(state_fips, stateabbv)`
Joining with `by = join_by(state_fips, stateabbv)`
Joining with `by = join_by(state_fips, stateabbv)`
Joining with `by = join_by(state_fips, stateabbv)`
Joining with `by = join_by(state_fips, stateabbv)`
Joining with `by = join_by(state_fips, stateabbv)`
Joining with `by = join_by(state_fips, stateabbv)`
Joining with `by = join_by(state_fips, stateabbv)`
Joining with `by = join_by(state_fips, stateabbv)`
Joining with `by = join_by(state_fips, stateabbv)`
Joining with `by = join_by(state_fips, stateabbv)`
Joining with `by = join_by(state_fips, stateabbv)`
Joining with `by = join_by(state_fips, stateabbv)`
Joining with `by = join_by(state_fips, stateabbv)`
Joining with `by = join_by(state_fips, stateabbv)`
Joining with `by = join_by(state_fips, stateabbv)`
Joining with `by = join_by(state_fips, stateabbv)`
Joining with `by = join_by(state_fips, stateabbv)`
Joining with `by = join_by(state_fips, stateabbv)`
Joining with `by = join_by(state_fips, stateabbv)`
Joining with `by = join_by(state_fips, stateabbv)`
Joining with `by = join_by(state_fips, stateabbv)`
Joining with `by = join_by(stateabbv, state_fips, election_date)`
G3;NOTES: 1,591 observations removed because of NA values (RHS: 1,591).
       3/0/0/3 fixed-effect singletons were removed (6 observations).
g            used   (Mb)   gc trigger        (Mb) limit (Mb)   max used    (Mb)
Ncells   3682091  196.7 4.742844e+12 253295195.3         NA  245225170 13096.5
Vcells 141538126 1079.9 4.678287e+08      3569.3      65536 8270197304 63096.6

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New names:
• `` -> `...21`
`summarise()` has grouped output by 'state'. You can override using the `.groups` argument.
`summarise()` has grouped output by 'state'. You can override using the `.groups` argument.
`summarise()` has grouped output by 'state'. You can override using the `.groups` argument.
Joining with `by = join_by(state, stateabbv)`
Joining with `by = join_by(state, stateabbv)`

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Joining with `by = join_by(stateabbv)`
            used   (Mb)   gc trigger        (Mb) limit (Mb)   max used    (Mb)
Ncells   3681627  196.7 3.035420e+12 162108925.0         NA  245225170 13096.5
Vcells 141552839 1080.0 4.678287e+08      3569.3      65536 8270197304 63096.6
            used   (Mb)   gc trigger        (Mb) limit (Mb)   max used    (Mb)
Ncells   3681647  196.7 2.428336e+12 129687140.0         NA  245225170 13096.5
Vcells 141611450 1080.5 4.678287e+08      3569.3      65536 8270197304 63096.6
G3;NOTE: 9/0 fixed-effect singletons were removed (9 observations).
gG3;NOTES: 42 observations removed because of NA values (RHS: 42).
       9/0 fixed-effect singletons were removed (9 observations).
gG3;NOTES: 42 observations removed because of NA values (RHS: 42).
       9/0/0 fixed-effect singletons were removed (9 observations).
gG3;NOTES: 1,812 observations removed because of NA values (RHS: 1,812).
       13/0/0 fixed-effect singletons were removed (13 observations).
gG3;NOTES: 2,402 observations removed because of NA values (RHS: 2,402).
       6/0/0 fixed-effect singletons were removed (6 observations).
gG3;NOTES: 2,402 observations removed because of NA values (RHS: 2,402).
       6/0/0/2 fixed-effect singletons were removed (8 observations).
g            used   (Mb)   gc trigger       (Mb) limit (Mb)   max used    (Mb)
Ncells   3681486  196.7 1.554135e+12 82999769.6         NA  245225170 13096.5
Vcells 141552604 1080.0 4.678287e+08     3569.3      65536 8270197304 63096.6
G3;NOTES: 195 observations removed because of NA values (RHS: 195).
       4/0 fixed-effect singletons were removed (4 observations).
gG3;NOTES: 1,568 observations removed because of NA values (RHS: 1,568).
       4/0 fixed-effect singletons were removed (4 observations).
gG3;NOTES: 1,568 observations removed because of NA values (RHS: 1,568).
       4/0 fixed-effect singletons were removed (4 observations).
gG3;NOTES: 5,064 observations removed because of NA values (RHS: 5,064).
       8/0 fixed-effect singletons were removed (8 observations).
gG3;NOTES: 6,661 observations removed because of NA values (RHS: 6,661).
       4/0 fixed-effect singletons were removed (4 observations).
gG3;NOTES: 6,661 observations removed because of NA values (RHS: 6,661).
       4/0/0 fixed-effect singletons were removed (4 observations).
gG3;NOTES: 195 observations removed because of NA values (RHS: 195).
       610/0 fixed-effect singletons were removed (610 observations).
gG3;NOTES: 195 observations removed because of NA values (RHS: 195).
       610/0 fixed-effect singletons were removed (610 observations).
gG3;NOTES: 3,691 observations removed because of NA values (RHS: 3,691).
       684/0 fixed-effect singletons were removed (684 observations).
gG3;NOTES: 5,288 observations removed because of NA values (RHS: 5,288).
       628/0 fixed-effect singletons were removed (628 observations).
g            used   (Mb)   gc trigger       (Mb) limit (Mb)   max used    (Mb)
Ncells   3681489  196.7 994646472822 53119852.6         NA  245225170 13096.5
Vcells 141552609 1080.0    467828693     3569.3      65536 8270197304 63096.6
G3;NOTES: 2,402 observations removed because of NA values (RHS: 2,402).
       6/0/0/2 fixed-effect singletons were removed (8 observations).
gG3;The variable 'low_rating' has been removed because of collinearity (see $collin.var).
gG3;NOTES: 2,402 observations removed because of NA values (RHS: 2,402).
       6/0/0/2 fixed-effect singletons were removed (8 observations).
g            used   (Mb)   gc trigger       (Mb) limit (Mb)   max used    (Mb)
Ncells   3681486  196.7 636573742607 33996705.7         NA  245225170 13096.5
Vcells 141552604 1080.0    467828693     3569.3      65536 8270197304 63096.6
G3;NOTES: 2,402 observations removed because of NA values (RHS: 2,402).
       6/0/0/2 fixed-effect singletons were removed (8 observations).
gG3;NOTES: 2,402 observations removed because of NA values (RHS: 2,402).
       6/0/0/2 fixed-effect singletons were removed (8 observations).
gG3;The variable 'proactive' has been removed because of collinearity (see $collin.var).
gG3;NOTES: 4,531 observations removed because of NA values (RHS: 4,531).
       4/0/0/2 fixed-effect singletons were removed (6 observations).
gG3;NOTES: 4,531 observations removed because of NA values (RHS: 4,531).
       4/0/0/2 fixed-effect singletons were removed (6 observations).
g            used   (Mb)   gc trigger       (Mb) limit (Mb)   max used    (Mb)
Ncells   3681486  196.7 407407195269 21757891.6         NA  245225170 13096.5
Vcells 141552604 1080.0    467828693     3569.3      65536 8270197304 63096.6
G3;NOTE: 2,770 observations removed because of NA values (LHS: 2,537, RHS: 2,770).
gG3;NOTE: 2,770 observations removed because of NA values (LHS: 2,537, RHS: 2,770).
gG3;NOTES: 2,770 observations removed because of NA values (LHS: 2,537, RHS: 2,770).
       10/0 fixed-effect singletons were removed (10 observations).
gG3;NOTES: 2,770 observations removed because of NA values (LHS: 2,537, RHS: 2,770).
       10/0 fixed-effect singletons were removed (10 observations).
g            used   (Mb)   gc trigger       (Mb) limit (Mb)   max used    (Mb)
Ncells   3681486  196.7 260740604973 13925050.7         NA  245225170 13096.5
Vcells 141552604 1080.0    467828693     3569.3      65536 8270197304 63096.6
G3;NOTES: 1,154 observations removed because of NA values (LHS: 639, RHS: 1,067).
       9/0 fixed-effect singletons were removed (9 observations).
gG3;NOTES: 1,193 observations removed because of NA values (LHS: 639, RHS: 1,193).
       6/0 fixed-effect singletons were removed (6 observations).
gG3;NOTES: 1,154 observations removed because of NA values (LHS: 639, RHS: 1,067).
       9/0 fixed-effect singletons were removed (9 observations).
gG3;NOTES: 1,193 observations removed because of NA values (LHS: 639, RHS: 1,193).
       6/0 fixed-effect singletons were removed (6 observations).
g            used   (Mb)   gc trigger      (Mb) limit (Mb)   max used    (Mb)
Ncells   3681486  196.7 166873987184 8912032.4         NA  245225170 13096.5
Vcells 141552604 1080.0    467828693    3569.3      65536 8270197304 63096.6
G3;NOTES: 29 observations removed because of NA values (RHS: 29).
       5/0/0 fixed-effect singletons were removed (5 observations).
gG3;NOTES: 6,207 observations removed because of NA values (RHS: 6,207).
       9/0/0 fixed-effect singletons were removed (9 observations).
g            used   (Mb)   gc trigger      (Mb) limit (Mb)   max used    (Mb)
Ncells   3681486  196.7 106799351799 5703700.8         NA  245225170 13096.5
Vcells 141552604 1080.0    467828693    3569.3      65536 8270197304 63096.6
G3;NOTES: 1,920 observations removed because of NA values (LHS: 1,920, RHS: 1,920).
       2/0 fixed-effect singletons were removed (2 observations).
gG3;NOTES: 2,537 observations removed because of NA values (LHS: 1,920, RHS: 2,537).
       19/0 fixed-effect singletons were removed (19 observations).
gG3;NOTES: 2,770 observations removed because of NA values (LHS: 1,920, RHS: 2,770).
       10/0 fixed-effect singletons were removed (10 observations).
g            used   (Mb)  gc trigger      (Mb) limit (Mb)   max used    (Mb)
Ncells   3681486  196.7 68351585152 3650368.5         NA  245225170 13096.5
Vcells 141552604 1080.0   467828693    3569.3      65536 8270197304 63096.6
G3;NOTES: 1,920 observations removed because of NA values (RHS: 1,920).
       2/0 fixed-effect singletons were removed (2 observations).
gG3;NOTES: 2,537 observations removed because of NA values (RHS: 2,537).
       19/0 fixed-effect singletons were removed (19 observations).
gG3;NOTES: 2,770 observations removed because of NA values (RHS: 2,770).
       10/0 fixed-effect singletons were removed (10 observations).
gG3;NOTE: 54/0 fixed-effect singletons were removed (54 observations).
gG3;NOTES: 287 observations removed because of NA values (RHS: 287).
       63/0 fixed-effect singletons were removed (63 observations).
gG3;NOTES: 386 observations removed because of NA values (RHS: 386).
       45/0 fixed-effect singletons were removed (45 observations).
g            used   (Mb)  gc trigger      (Mb) limit (Mb)   max used    (Mb)
Ncells   3681486  196.7 43745014498 2336235.9         NA  245225170 13096.5
Vcells 141552604 1080.0   467828693    3569.3      65536 8270197304 63096.6

Finished: 2026-01-09 12:44:50.963582 
