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Mesirow Financial Investment Management, Inc.

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13F filer, CIK 1469475, CHICAGO, IL

Mesirow Financial Investment Management, Inc. reported $5,589,572,312 across 554 holdings for the quarter ended 2025-09-30, in a 13F-HR filed 2025-11-12. Its ten largest share positions make up 36.32% of the portfolio.

Filed (acceptance time not in the bulk data set), ingested 13F-HR 0001469475-25-000002

Period
2025-09-30
Reported value
$5.59B
Holdings
554
Top 10 weight
36.32%
New
29
Sold out
11

Largest buys vs the previous quarter

SecurityShares changeApprox. value
Vadded+49,290$16.8M
FEGEadded+258,678$11.4M
TCAFadded+298,603$11.3M
SGOVadded+82,173$8.27M
MGCadded+22,445$5.48M

Ranked by the share change valued at this quarter's implied price (value over shares in the 13F). A position sold out is valued at the previous quarter's price, its last report.

Largest sells vs the previous quarter

SecurityShares changeApprox. value
PEPreduced-115,861-$16.3M
MOATreduced-41,250-$4.09M
VYMreduced-21,622-$3.05M
AAPLreduced-10,946-$2.79M
AVGOreduced-8,149-$2.69M

Ranked by the share change valued at this quarter's implied price (value over shares in the 13F). A position sold out is valued at the previous quarter's price, its last report.

Holdings, Q3 2025

Share positions as resolved from 13F-HR 0001469475-25-000002, largest first. % of portfolio is the value over $5,589,572,312, the sum of the share positions whose value is usable for ratios (method).

SecurityHistorySharesValue% of portfolioChangeLatest eventTimeline
KHCKRAFT HEINZ COQuarterly shares; oldest to newest; scale is this security's eight-quarter maximum; 2023Q4: restricted; 2024Q1: restricted; 2024Q2: restricted; 2024Q3: 37,124 shares; 2024Q4: not reported; 2025Q1: not reported; 2025Q2: not reported; 2025Q3: 9,016 shares 9,016$235K<0.01%newTimeline
NAMSNEWAMSTERDAM PHARMA COMPANYQuarterly shares; oldest to newest; scale is this security's eight-quarter maximum; 2023Q4: restricted; 2024Q1: restricted; 2024Q2: restricted; 2024Q3: not reported; 2024Q4: not reported; 2025Q1: not reported; 2025Q2: not reported; 2025Q3: 8,215 shares 8,215$234K<0.01%newTimeline
ESPOVANECK ETF TRUSTQuarterly shares; oldest to newest; scale is this security's eight-quarter maximum; 2023Q4: restricted; 2024Q1: restricted; 2024Q2: restricted; 2024Q3: not reported; 2024Q4: not reported; 2025Q1: not reported; 2025Q2: not reported; 2025Q3: 1,927 shares 1,927$234K<0.01%newTimeline
GNRCGENERAC HLDGS INCQuarterly shares; oldest to newest; scale is this security's eight-quarter maximum; 2023Q4: restricted; 2024Q1: restricted; 2024Q2: restricted; 2024Q3: 1,467 shares; 2024Q4: 1,630 shares; 2025Q1: 1,630 shares; 2025Q2: not reported; 2025Q3: 1,378 shares 1,378$231K<0.01%newTimeline
SCHVSCHWAB STRATEGIC TRQuarterly shares; oldest to newest; scale is this security's eight-quarter maximum; 2023Q4: restricted; 2024Q1: restricted; 2024Q2: restricted; 2024Q3: not reported; 2024Q4: not reported; 2025Q1: not reported; 2025Q2: not reported; 2025Q3: 7,758 shares 7,758$226K<0.01%newTimeline
VLTOVERALTO CORPQuarterly shares; oldest to newest; scale is this security's eight-quarter maximum; 2023Q4: restricted; 2024Q1: restricted; 2024Q2: restricted; 2024Q3: 6,016 shares; 2024Q4: 2,984 shares; 2025Q1: 2,268 shares; 2025Q2: 2,291 shares; 2025Q3: 2,109 shares 2,109$225K<0.01%-182Timeline
AOSSMITH A O CORPQuarterly shares; oldest to newest; scale is this security's eight-quarter maximum; 2023Q4: restricted; 2024Q1: restricted; 2024Q2: restricted; 2024Q3: 3,781 shares; 2024Q4: 3,797 shares; 2025Q1: not reported; 2025Q2: not reported; 2025Q3: 3,055 shares 3,055$224K<0.01%newTimeline
COINCOINBASE GLOBAL INCQuarterly shares; oldest to newest; scale is this security's eight-quarter maximum; 2023Q4: restricted; 2024Q1: restricted; 2024Q2: restricted; 2024Q3: not reported; 2024Q4: not reported; 2025Q1: not reported; 2025Q2: 676 shares; 2025Q3: 664 shares 664$224K<0.01%-12Timeline
BSCQINVESCO EXCH TRD SLF IDX FDQuarterly shares; oldest to newest; scale is this security's eight-quarter maximum; 2023Q4: restricted; 2024Q1: restricted; 2024Q2: restricted; 2024Q3: 11,447 shares; 2024Q4: 11,447 shares; 2025Q1: 11,447 shares; 2025Q2: 11,447 shares; 2025Q3: 11,447 shares 11,447$224K<0.01%0Timeline
RSIRUSH STREET INTERACTIVE INCQuarterly shares; oldest to newest; scale is this security's eight-quarter maximum; 2023Q4: restricted; 2024Q1: restricted; 2024Q2: restricted; 2024Q3: 25,727 shares; 2024Q4: 25,727 shares; 2025Q1: 17,627 shares; 2025Q2: 16,923 shares; 2025Q3: 10,923 shares 10,923$224K<0.01%-6,000Timeline
AVDEAMERICAN CENTY ETF TRQuarterly shares; oldest to newest; scale is this security's eight-quarter maximum; 2023Q4: restricted; 2024Q1: restricted; 2024Q2: restricted; 2024Q3: not reported; 2024Q4: not reported; 2025Q1: not reported; 2025Q2: 4,681 shares; 2025Q3: 2,822 shares 2,822$223K<0.01%-1,859Timeline
IDCCINTERDIGITAL INCQuarterly shares; oldest to newest; scale is this security's eight-quarter maximum; 2023Q4: restricted; 2024Q1: restricted; 2024Q2: restricted; 2024Q3: not reported; 2024Q4: 2,094 shares; 2025Q1: 1,025 shares; 2025Q2: not reported; 2025Q3: 635 shares 635$219K<0.01%newTimeline
AVUSAMERICAN CENTY ETF TRQuarterly shares; oldest to newest; scale is this security's eight-quarter maximum; 2023Q4: restricted; 2024Q1: restricted; 2024Q2: restricted; 2024Q3: not reported; 2024Q4: not reported; 2025Q1: not reported; 2025Q2: 2,007 shares; 2025Q3: 2,007 shares 2,007$218K<0.01%0Timeline
EAELECTRONIC ARTS INCQuarterly shares; oldest to newest; scale is this security's eight-quarter maximum; 2023Q4: restricted; 2024Q1: restricted; 2024Q2: restricted; 2024Q3: not reported; 2024Q4: not reported; 2025Q1: not reported; 2025Q2: not reported; 2025Q3: 1,081 shares 1,081$218K<0.01%newTimeline
ESGUISHARES TRQuarterly shares; oldest to newest; scale is this security's eight-quarter maximum; 2023Q4: restricted; 2024Q1: restricted; 2024Q2: restricted; 2024Q3: not reported; 2024Q4: not reported; 2025Q1: not reported; 2025Q2: not reported; 2025Q3: 1,458 shares 1,458$212K<0.01%newTimeline
MPMP MATERIALS CORPQuarterly shares; oldest to newest; scale is this security's eight-quarter maximum; 2023Q4: restricted; 2024Q1: restricted; 2024Q2: restricted; 2024Q3: not reported; 2024Q4: not reported; 2025Q1: not reported; 2025Q2: not reported; 2025Q3: 3,154 shares 3,154$212K<0.01%newTimeline
FNDXSCHWAB STRATEGIC TRQuarterly shares; oldest to newest; scale is this security's eight-quarter maximum; 2023Q4: restricted; 2024Q1: restricted; 2024Q2: restricted; 2024Q3: not reported; 2024Q4: not reported; 2025Q1: not reported; 2025Q2: not reported; 2025Q3: 7,969 shares 7,969$210K<0.01%newTimeline
AURAURORA INNOVATION INCQuarterly shares; oldest to newest; scale is this security's eight-quarter maximum; 2023Q4: restricted; 2024Q1: restricted; 2024Q2: restricted; 2024Q3: not reported; 2024Q4: not reported; 2025Q1: not reported; 2025Q2: 31,461 shares; 2025Q3: 38,406 shares 38,406$207K<0.01%+6,945Timeline
EQIXEQUINIX INCQuarterly shares; oldest to newest; scale is this security's eight-quarter maximum; 2023Q4: restricted; 2024Q1: restricted; 2024Q2: restricted; 2024Q3: 494 shares; 2024Q4: 476 shares; 2025Q1: 928 shares; 2025Q2: 265 shares; 2025Q3: 262 shares 262$206K<0.01%-3Timeline
MNDYMONDAY COM LTDQuarterly shares; oldest to newest; scale is this security's eight-quarter maximum; 2023Q4: restricted; 2024Q1: restricted; 2024Q2: restricted; 2024Q3: 914 shares; 2024Q4: 895 shares; 2025Q1: 950 shares; 2025Q2: 862 shares; 2025Q3: 1,041 shares 1,041$202K<0.01%+179Timeline
ARKWARK ETF TRQuarterly shares; oldest to newest; scale is this security's eight-quarter maximum; 2023Q4: restricted; 2024Q1: restricted; 2024Q2: restricted; 2024Q3: not reported; 2024Q4: not reported; 2025Q1: not reported; 2025Q2: not reported; 2025Q3: 1,150 shares 1,150$201K<0.01%newTimeline
UUNITY SOFTWARE INCQuarterly shares; oldest to newest; scale is this security's eight-quarter maximum; 2023Q4: restricted; 2024Q1: restricted; 2024Q2: restricted; 2024Q3: 10,014 shares; 2024Q4: not reported; 2025Q1: not reported; 2025Q2: not reported; 2025Q3: 5,014 shares 5,014$201K<0.01%newTimeline
UHSUNIVERSAL HLTH SVCS INCQuarterly shares; oldest to newest; scale is this security's eight-quarter maximum; 2023Q4: restricted; 2024Q1: restricted; 2024Q2: restricted; 2024Q3: not reported; 2024Q4: not reported; 2025Q1: not reported; 2025Q2: not reported; 2025Q3: 980 shares 980$201K<0.01%newTimeline
MASMASCO CORPQuarterly shares; oldest to newest; scale is this security's eight-quarter maximum; 2023Q4: restricted; 2024Q1: restricted; 2024Q2: restricted; 2024Q3: 2,742 shares; 2024Q4: not reported; 2025Q1: not reported; 2025Q2: not reported; 2025Q3: 2,850 shares 2,850$201K<0.01%newTimeline
UMHUMH PPTYS INCQuarterly shares; oldest to newest; scale is this security's eight-quarter maximum; 2023Q4: restricted; 2024Q1: restricted; 2024Q2: restricted; 2024Q3: 12,454 shares; 2024Q4: 12,592 shares; 2025Q1: 12,743 shares; 2025Q2: 12,913 shares; 2025Q3: 13,105 shares 13,105$195K<0.01%+192Timeline
NACNUVEEN CA DIVI ADV MUNQuarterly shares; oldest to newest; scale is this security's eight-quarter maximum; 2023Q4: restricted; 2024Q1: restricted; 2024Q2: restricted; 2024Q3: 10,902 shares; 2024Q4: 11,183 shares; 2025Q1: 11,327 shares; 2025Q2: 13,556 shares; 2025Q3: 15,840 shares 15,840$182K<0.01%+2,284Timeline
BCALCALIFORNIA BANCORPQuarterly shares; oldest to newest; scale is this security's eight-quarter maximum; 2023Q4: restricted; 2024Q1: restricted; 2024Q2: restricted; 2024Q3: 10,668 shares; 2024Q4: 10,668 shares; 2025Q1: 10,668 shares; 2025Q2: 10,668 shares; 2025Q3: 10,668 shares 10,668$178K<0.01%0Timeline
MAMAMAMAS CREATIONS INCQuarterly shares; oldest to newest; scale is this security's eight-quarter maximum; 2023Q4: restricted; 2024Q1: restricted; 2024Q2: restricted; 2024Q3: 32,000 shares; 2024Q4: 61,008 shares; 2025Q1: 61,008 shares; 2025Q2: 16,000 shares; 2025Q3: 16,000 shares 16,000$168K<0.01%0Timeline
PTLOPORTILLOS INCQuarterly shares; oldest to newest; scale is this security's eight-quarter maximum; 2023Q4: restricted; 2024Q1: restricted; 2024Q2: restricted; 2024Q3: 40,994 shares; 2024Q4: 43,032 shares; 2025Q1: 43,732 shares; 2025Q2: 22,815 shares; 2025Q3: 24,840 shares 24,840$160K<0.01%+2,025Timeline
VTRSVIATRIS INCQuarterly shares; oldest to newest; scale is this security's eight-quarter maximum; 2023Q4: restricted; 2024Q1: restricted; 2024Q2: restricted; 2024Q3: 33,834 shares; 2024Q4: 14,097 shares; 2025Q1: 14,219 shares; 2025Q2: 14,328 shares; 2025Q3: 15,994 shares 15,994$158K<0.01%+1,666Timeline
DUOTDUOS TECHNOLOGIES GROUP INCQuarterly shares; oldest to newest; scale is this security's eight-quarter maximum; 2023Q4: restricted; 2024Q1: restricted; 2024Q2: restricted; 2024Q3: 18,760 shares; 2024Q4: 18,760 shares; 2025Q1: 18,760 shares; 2025Q2: 18,760 shares; 2025Q3: 18,760 shares 18,760$138K<0.01%0Timeline
LIENCHICAGO ATLANTIC BDC INCQuarterly shares; oldest to newest; scale is this security's eight-quarter maximum; 2023Q4: restricted; 2024Q1: restricted; 2024Q2: restricted; 2024Q3: not reported; 2024Q4: not reported; 2025Q1: not reported; 2025Q2: 12,433 shares; 2025Q3: 12,433 shares 12,433$131K<0.01%0Timeline
LYGLLOYDS BANKING GROUP PLCQuarterly shares; oldest to newest; scale is this security's eight-quarter maximum; 2023Q4: restricted; 2024Q1: restricted; 2024Q2: restricted; 2024Q3: not reported; 2024Q4: 11,743 shares; 2025Q1: 18,598 shares; 2025Q2: 26,521 shares; 2025Q3: 28,561 shares 28,561$130K<0.01%+2,040Timeline
BGSB & G FOODS INCQuarterly shares; oldest to newest; scale is this security's eight-quarter maximum; 2023Q4: restricted; 2024Q1: restricted; 2024Q2: restricted; 2024Q3: not reported; 2024Q4: not reported; 2025Q1: not reported; 2025Q2: not reported; 2025Q3: 25,367 shares 25,367$112K<0.01%newTimeline
HYTBLACKROCK CORPOR HI YLD FD IQuarterly shares; oldest to newest; scale is this security's eight-quarter maximum; 2023Q4: restricted; 2024Q1: restricted; 2024Q2: restricted; 2024Q3: 30,600 shares; 2024Q4: 36,700 shares; 2025Q1: 36,700 shares; 2025Q2: 11,600 shares; 2025Q3: 11,600 shares 11,600$110K<0.01%0Timeline
HUNHUNTSMAN CORPQuarterly shares; oldest to newest; scale is this security's eight-quarter maximum; 2023Q4: restricted; 2024Q1: restricted; 2024Q2: restricted; 2024Q3: not reported; 2024Q4: not reported; 2025Q1: not reported; 2025Q2: not reported; 2025Q3: 11,618 shares 11,618$104K<0.01%newTimeline
CMBTCMB.TECH NVQuarterly shares; oldest to newest; scale is this security's eight-quarter maximum; 2023Q4: restricted; 2024Q1: restricted; 2024Q2: restricted; 2024Q3: 11,011 shares; 2024Q4: 14,054 shares; 2025Q1: 13,671 shares; 2025Q2: 11,336 shares; 2025Q3: 11,090 shares 11,090$104K<0.01%-246Timeline
FOLDAMICUS THERAPEUTICQuarterly shares; oldest to newest; scale is this security's eight-quarter maximum; 2023Q4: restricted; 2024Q1: restricted; 2024Q2: restricted; 2024Q3: 16,936 shares; 2024Q4: 16,936 shares; 2025Q1: 13,000 shares; 2025Q2: 13,000 shares; 2025Q3: 13,000 shares 13,000$102K<0.01%0Timeline
POCIPRECISION OPTICS CORP INC MAQuarterly shares; oldest to newest; scale is this security's eight-quarter maximum; 2023Q4: restricted; 2024Q1: restricted; 2024Q2: restricted; 2024Q3: 23,364 shares; 2024Q4: 23,364 shares; 2025Q1: 23,364 shares; 2025Q2: 23,364 shares; 2025Q3: 23,364 shares 23,364$102K<0.01%0Timeline
TDUPTHREDUP INCQuarterly shares; oldest to newest; scale is this security's eight-quarter maximum; 2023Q4: restricted; 2024Q1: restricted; 2024Q2: restricted; 2024Q3: 10,693 shares; 2024Q4: 10,693 shares; 2025Q1: 10,693 shares; 2025Q2: 10,693 shares; 2025Q3: 10,693 shares 10,693$101K<0.01%0Timeline
ABEVAMBEV SAQuarterly shares; oldest to newest; scale is this security's eight-quarter maximum; 2023Q4: restricted; 2024Q1: restricted; 2024Q2: restricted; 2024Q3: 14,500 shares; 2024Q4: 19,301 shares; 2025Q1: 32,487 shares; 2025Q2: 40,270 shares; 2025Q3: 42,719 shares 42,719$95.3K<0.01%+2,449Timeline
ILPTINDUSTRIAL LOGISTICS PPTYS TQuarterly shares; oldest to newest; scale is this security's eight-quarter maximum; 2023Q4: restricted; 2024Q1: restricted; 2024Q2: restricted; 2024Q3: 13,595 shares; 2024Q4: 13,631 shares; 2025Q1: 13,666 shares; 2025Q2: 13,709 shares; 2025Q3: 13,827 shares 13,827$80.6K<0.01%+118Timeline
CSBRCHAMPIONS ONCOLOGY INCQuarterly shares; oldest to newest; scale is this security's eight-quarter maximum; 2023Q4: restricted; 2024Q1: restricted; 2024Q2: restricted; 2024Q3: 12,000 shares; 2024Q4: 12,000 shares; 2025Q1: 12,000 shares; 2025Q2: 12,000 shares; 2025Q3: 12,000 shares 12,000$77.7K<0.01%0Timeline
ICCCIMMUCELL CORPQuarterly shares; oldest to newest; scale is this security's eight-quarter maximum; 2023Q4: restricted; 2024Q1: restricted; 2024Q2: restricted; 2024Q3: 12,178 shares; 2024Q4: 24,356 shares; 2025Q1: 12,178 shares; 2025Q2: 12,178 shares; 2025Q3: 12,178 shares 12,178$76.1K<0.01%0Timeline
NSPRINSPIREMD INCQuarterly shares; oldest to newest; scale is this security's eight-quarter maximum; 2023Q4: restricted; 2024Q1: restricted; 2024Q2: restricted; 2024Q3: 30,000 shares; 2024Q4: 30,000 shares; 2025Q1: 30,000 shares; 2025Q2: 30,000 shares; 2025Q3: 30,000 shares 30,000$72.3K<0.01%0Timeline
NEPHNEPHROS INCQuarterly shares; oldest to newest; scale is this security's eight-quarter maximum; 2023Q4: restricted; 2024Q1: restricted; 2024Q2: restricted; 2024Q3: 13,800 shares; 2024Q4: 13,800 shares; 2025Q1: 13,800 shares; 2025Q2: 13,800 shares; 2025Q3: 13,800 shares 13,800$65.3K<0.01%0Timeline
ESPRESPERION THERAPEUTICS INC NEQuarterly shares; oldest to newest; scale is this security's eight-quarter maximum; 2023Q4: restricted; 2024Q1: restricted; 2024Q2: restricted; 2024Q3: 20,000 shares; 2024Q4: 20,000 shares; 2025Q1: 20,000 shares; 2025Q2: 20,000 shares; 2025Q3: 20,000 shares 20,000$53K<0.01%0Timeline
DOUGDOUGLAS ELLIMAN INCQuarterly shares; oldest to newest; scale is this security's eight-quarter maximum; 2023Q4: restricted; 2024Q1: restricted; 2024Q2: restricted; 2024Q3: 18,500 shares; 2024Q4: 18,500 shares; 2025Q1: 18,500 shares; 2025Q2: 18,500 shares; 2025Q3: 18,500 shares 18,500$52.9K<0.01%0Timeline
INTENSITY THERAPEUTICS INCINTENSITY THERAPEUTICS INCQuarterly shares; oldest to newest; scale is this security's eight-quarter maximum; 2023Q4: restricted; 2024Q1: restricted; 2024Q2: restricted; 2024Q3: 44,177 shares; 2024Q4: 20,000 shares; 2025Q1: 40,000 shares; 2025Q2: 110,000 shares; 2025Q3: 200,000 shares 200,000$48.5K<0.01%+90,000
KLXEKLX ENERGY SERVICES HOLDINGSQuarterly shares; oldest to newest; scale is this security's eight-quarter maximum; 2023Q4: restricted; 2024Q1: restricted; 2024Q2: restricted; 2024Q3: not reported; 2024Q4: 10,000 shares; 2025Q1: 22,000 shares; 2025Q2: 22,000 shares; 2025Q3: 22,000 shares 22,000$42.2K<0.01%0Timeline
KRMDKORU MEDICAL SYSTEMS INCQuarterly shares; oldest to newest; scale is this security's eight-quarter maximum; 2023Q4: restricted; 2024Q1: restricted; 2024Q2: restricted; 2024Q3: 10,959 shares; 2024Q4: 10,959 shares; 2025Q1: 10,959 shares; 2025Q2: 10,959 shares; 2025Q3: 10,959 shares 10,959$42K<0.01%0Timeline
XCMUXMFS HIGH YIELD MUN TRQuarterly shares; oldest to newest; scale is this security's eight-quarter maximum; 2023Q4: restricted; 2024Q1: restricted; 2024Q2: restricted; 2024Q3: 10,913 shares; 2024Q4: 11,047 shares; 2025Q1: 11,183 shares; 2025Q2: 11,340 shares; 2025Q3: 11,509 shares 11,509$39.9K<0.01%+169Timeline
LIQTLIQTECH INTL INCQuarterly shares; oldest to newest; scale is this security's eight-quarter maximum; 2023Q4: restricted; 2024Q1: restricted; 2024Q2: restricted; 2024Q3: 13,754 shares; 2024Q4: 13,754 shares; 2025Q1: 13,754 shares; 2025Q2: 13,754 shares; 2025Q3: 13,754 shares 13,754$36.2K<0.01%0Timeline
SGMOQSANGAMO THERAPEUTICS INCQuarterly shares; oldest to newest; scale is this security's eight-quarter maximum; 2023Q4: restricted; 2024Q1: restricted; 2024Q2: restricted; 2024Q3: 11,800 shares; 2024Q4: 11,800 shares; 2025Q1: 11,800 shares; 2025Q2: 11,800 shares; 2025Q3: 11,800 shares 11,800$7.95K<0.01%0Timeline

Sold out in Q3 2025

Positions in the previous quarter's report that this quarter's report no longer lists.

SecurityShares beforeValue beforeType
USFRWISDOMTREE TR11,332$570Kshares
SOHO HOUSE & CO INCSOHO HOUSE & CO INC72,474$533Kshares
CMGCHIPOTLE MEXICAN GRILL INC7,512$422Kshares
WALGREENS BOOTS ALLIANCE INCWALGREENS BOOTS ALLIANCE INC32,133$369Kshares
MTUMISHARES TR1,163$280Kshares
AMTMAMENTUM HOLDINGS INC10,515$248Kshares
MRSHMARSH & MCLENNAN COS INC1,002$219Kshares
MUBISHARES TR1,935$202Kshares
BRFHBARFRESH FOOD GROUP INC21,398$73.2Kshares
VXRTVAXART INC COM NEW (DE)20,000$9.04Kshares
WALLBOX NVWALLBOX NV10,000$3.18Kshares

How Q3 2025 was built

Available 13F filings of this filer for the quarter and their roles: the base report is the latest original or restatement, NEW HOLDINGS amendments filed after it are added (method).

FilingRoleAmendmentFiledAcceptedIngested
13F-HR 0001469475-25-000002 base2025-11-12acceptance time not in the bulk data set