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13F-HR filed by Nicholas Hoffman & Company, LLC.

Nicholas Hoffman & Company, LLC. filed this 13F-HR for the quarter ended 2022-03-31, filed 2022-05-10, with 275 holding rows worth $2,507,458,000.

Accession
0001398344-22-009202
Filed
2022-05-10
Accepted by EDGAR
acceptance time not in the bulk data set
Ingested
Source
SEC quarterly data set

Original filing

13F report for Q1 2022

A holdings report, 275 entries on the cover page, a total value of $2,507,458,000 stated on the cover page (in dollars after the unit check, H1), rows summing to $2,507,456,000 with VALUE read as thousands by filing date, 13F file number 028-17502. The quarter's positions are built on this report. The resolved quarter.

The information table after summing rows of one CUSIP and put or call (H4), with the CUSIP and issuer name as filed. Values in dollars after the unit check (method).

Issuer as filedCUSIPClassAmountValueValue read asType
Intuit Inc.461202103COM3,794,114$1,824,362,000thousands by filing date
Vanguard S&P 500 ETF922908363COM134,161$55,700,000thousands by filing date
Microsoft Corp594918104COM157,603$48,591,000thousands by filing date
Vanguard Dividend Appreciation ETF921908844SHS297,667$48,270,000thousands by filing date
SPY78462F103SHS91,374$41,268,000thousands by filing date
VTI922908769COM106,191$24,176,000thousands by filing date
Vanguard FTSE Developed Markets ETF921943858SHS491,361$23,600,000thousands by filing date
Apple Inc037833100COM118,828$20,749,000thousands by filing date
Vanguard Mid-Cap ETF922908629SHS86,720$20,625,000thousands by filing date
Accenture Plc Class AG1151C101COM55,339$18,662,000thousands by filing date
Vanguard Small-Cap ETF922908751SHS85,099$18,085,000thousands by filing date
Broadcom Inc.11135F101COM24,980$15,729,000thousands by filing date
VWO922042858SHS310,473$14,322,000thousands by filing date
Vanguard FTSE All-World ex-US ETF922042775SHS236,818$13,638,000thousands by filing date
Coca-Cola Company191216100COM203,811$12,636,000thousands by filing date
CADENCE BANK12740C103COM415,964$12,171,000thousands by filing date
Vanguard Small-Cap Value ETF922908611SHS59,952$10,548,000thousands by filing date
VANGUARD STAR FDS921909768COM175,991$10,514,000thousands by filing date
Berkshire Hathaway Inc084670702COM24,213$8,545,000thousands by filing date
Johnson & Johnson478160104COM42,498$7,532,000thousands by filing date
Home Depot, Inc437076102COM17,828$5,336,000thousands by filing date
ISHARES MSCI EAFE GROWTH ETF464288885ETF54,191$5,217,000thousands by filing date
DIMENSIONAL ETF TRUST25434V708US CORE EQUITY 2186,380$5,140,000thousands by filing date
Procter & Gamble Co742718109COM30,778$4,703,000thousands by filing date
Amazon.com, Inc023135106COM1,442$4,701,000thousands by filing date
United Parcel Service,Inc. Class B911312106COM20,134$4,318,000thousands by filing date
BERKSHIRE HATHAWAY INC DEL084670108CL A8$4,231,000thousands by filing date
Eli Lilly and Company532457108COM13,516$3,871,000thousands by filing date
ISHARES TR464287465MSCI EAFE ETF49,938$3,675,000thousands by filing date
McDonalds Corporation580135101COM14,450$3,573,000thousands by filing date
AT&T Inc00206R102COM143,677$3,395,000thousands by filing date
iShares Russell 2000 ETF464287655SHS16,455$3,378,000thousands by filing date
Alphabet Inc. Reg. Shares C02079K107COM1,161$3,243,000thousands by filing date
TRUIST FINL CORP COM89832Q109Stock52,476$2,975,000thousands by filing date
ISHARES TR CORE S&P 500 ETF464287200SHS6,454$2,928,000thousands by filing date
ISHARES MSCI EAFE SMALL-CAP ETF464288273ETF43,887$2,911,000thousands by filing date
EXXON MOBIL CORP30231G102COM34,517$2,851,000thousands by filing date
Bristol-Myers Squibb Company110122108COM38,441$2,807,000thousands by filing date
Verizon Communications Inc92343V104COM51,497$2,623,000thousands by filing date
Chevron Corporation166764100COM16,042$2,612,000thousands by filing date
Automatic Data Processing,Inc.053015103COM11,189$2,546,000thousands by filing date
Southern Company842587107COM33,104$2,400,000thousands by filing date
NORFOLK SOUTHN CORP COM655844108Stock8,415$2,400,000thousands by filing date
Duke Energy Corporation26441C204COM20,530$2,292,000thousands by filing date
Costco Wholesale Corporation22160K105COM3,944$2,271,000thousands by filing date
META PLATFORMS INC CL A30303M102COM10,000$2,224,000thousands by filing date
Visa Inc92826C839COM9,760$2,164,000thousands by filing date
Walt Disney Co254687106COM15,644$2,146,000thousands by filing date
Caterpillar Inc.149123101COM9,581$2,135,000thousands by filing date
PPG INDS INC COM693506107Stock16,259$2,131,000thousands by filing date
GLAXOSMITHKLINE PLC-ADR37733W105SPONSORED ADR48,138$2,097,000thousands by filing date
Alphabet Inc. Reg. Shares A02079K305COM753$2,094,000thousands by filing date
ISHARES TR LATN AMER 40 ETF464287390LATN AMER 40 ETF67,020$2,037,000thousands by filing date
American Express Company025816109COM10,658$1,993,000thousands by filing date
International Business Machines Corporation459200101COM14,812$1,926,000thousands by filing date
PepsiCo,Inc.713448108COM11,114$1,860,000thousands by filing date
MasterCard, Inc57636Q104COM5,163$1,845,000thousands by filing date
iShares MSCI EAFE Value ETF464288877SHS35,759$1,797,000thousands by filing date
VANGUARD INDEX FDS922908637LARGE CAP ETF8,379$1,747,000thousands by filing date
GENERAL DYNAMICS CORP COM369550108Stock7,181$1,732,000thousands by filing date
Cisco Systems,Inc.17275R102COM30,811$1,718,000thousands by filing date
KIMBERLY-CLARK CORP COM494368103Stock13,784$1,698,000thousands by filing date
JPMorgan Chase & Co46625H100COM12,262$1,672,000thousands by filing date
ASTRAZENECA PLC SPONSORED ADR046353108ADR24,551$1,629,000thousands by filing date
iShares Core MSCI Emerging Markets ETF46434G103SHS28,799$1,600,000thousands by filing date
INVESCO QQQ TR46090E103COM4,369$1,584,000thousands by filing date
Pfizer Inc.717081103COM30,410$1,574,000thousands by filing date
Walmart Inc.931142103COM10,449$1,556,000thousands by filing date
SPDR GOLD TR78463V107GOLD SHS8,578$1,550,000thousands by filing date
TRAVELERS COMPANIES INC COM89417E109Stock8,425$1,540,000thousands by filing date
Altria Group Inc02209S103COM29,442$1,538,000thousands by filing date
WISDOMTREE TR97717W281EMG MKTS SMCAP28,588$1,524,000thousands by filing date
SouthState Corp840441109Common Stock18,159$1,482,000thousands by filing date
Bank of America Corp060505104COM35,051$1,445,000thousands by filing date
Abbott Laboratories002824100COM12,079$1,430,000thousands by filing date
Wells Fargo & Company949746101COM29,506$1,430,000thousands by filing date
WILLIAMS COS INC COM969457100Stock42,433$1,418,000thousands by filing date
DIMENSIONAL ETF TRUST25434V401US EQUI MARK ETF28,587$1,401,000thousands by filing date
Raytheon Technologies Corporation75513E101COM14,003$1,387,000thousands by filing date
Philip Morris International Inc.718172109COM14,543$1,366,000thousands by filing date
UnitedHealth Group Inc91324P102COM2,648$1,351,000thousands by filing date
GENUINE PARTS CO COM372460105Stock10,554$1,330,000thousands by filing date
Charles Schwab Corp808513105COM15,548$1,311,000thousands by filing date
UNILEVER PLC904767704SPON ADR NEW28,684$1,307,000thousands by filing date
SANOFI SA SPONSORED ADR80105N105ADR25,296$1,299,000thousands by filing date
NORTHROP GRUMMAN CORP COM666807102Stock2,895$1,295,000thousands by filing date
GLOBE LIFE INC37959E102COM12,819$1,290,000thousands by filing date
AbbVie,Inc.00287Y109COM7,866$1,275,000thousands by filing date
Merck & Co.,Inc.58933Y105COM15,092$1,238,000thousands by filing date
Mondelez International,Inc. Class A609207105COM19,687$1,236,000thousands by filing date
CENCORA INC COM03073E105Stock7,938$1,228,000thousands by filing date
Schwab U.S. Broad Market ETF808524102SHS22,835$1,219,000thousands by filing date
3M CO COM88579Y101Stock8,176$1,217,000thousands by filing date
COLGATE PALMOLIVE CO COM194162103Stock15,770$1,196,000thousands by filing date
TEXAS PACIFIC LAND CORPORATION COM88262P102Stock883$1,194,000thousands by filing date
Tesla Motors, Inc88160R101COM1,107$1,193,000thousands by filing date
Vanguard Growth922908736COM4,135$1,189,000thousands by filing date
TOTALENERGIES SE89151E109SPONSORED ADS23,324$1,179,000thousands by filing date
ISHARES RUSSELL 1000 VALUE ETF464287598ETF6,863$1,139,000thousands by filing date
HARTFORD INSURANCE GROUP INC COM416515104Stock15,801$1,135,000thousands by filing date
USBANCORPDEL902973304COM NEW21,317$1,133,000thousands by filing date
INGREDION INC COM457187102Stock12,825$1,118,000thousands by filing date
DOLLAR TREE INC COM256746108Stock6,905$1,106,000thousands by filing date
Lockheed Martin Corporation539830109COM2,418$1,068,000thousands by filing date
PNC FINL SVCS GROUP INC COM693475105Stock5,739$1,059,000thousands by filing date
Stryker Corporation863667101COM3,959$1,058,000thousands by filing date
TARGET CORP COM87612E106Stock4,865$1,032,000thousands by filing date
NVIDIA Corp67066G104COM3,702$1,010,000thousands by filing date
GLOBAL PMTS INC37940X102COM7,282$996,000thousands by filing date
Intel Corp458140100COM19,747$979,000thousands by filing date
ISHARES TR464288182MSCI AC ASIA ETF13,043$979,000thousands by filing date
Texas Instruments Incorporated882508104COM5,329$978,000thousands by filing date
COTERRA ENERGY INC COM127097103Stock35,441$956,000thousands by filing date
Danaher Corporation235851102COM3,224$946,000thousands by filing date
GOLUB CAP BDC INC38173M102COM62,013$943,000thousands by filing date
Proshares Short S&P74347B425COM66,891$942,000thousands by filing date
SHELL PLC SPON ADS780259305ADR16,901$928,000thousands by filing date
HERSHEY CO COM427866108Stock4,268$925,000thousands by filing date
ConocoPhillips20825C104COM9,168$917,000thousands by filing date
Honeywell Technologies438516106COM4,680$911,000thousands by filing date
BHP BILLITON LIMITED SPONSORED ADS088606108ADR11,587$895,000thousands by filing date
Energy Select Sector SPDR Fund81369Y506SHS11,645$890,000thousands by filing date
DIMENSIONAL ETF TRUST25434V609US TARGETED VLU18,524$863,000thousands by filing date
NOVARTIS AG SPONSORED ADR66987V109ADR9,592$842,000thousands by filing date
SONOCO PRODS CO835495102COM13,354$835,000thousands by filing date
WALGREENS BOOTS ALLIANCE INC931427108COM18,578$832,000thousands by filing date
CONSOLIDATED EDISON INC209115104COM8,636$818,000thousands by filing date
DOW HLDGS INC COM260557103Stock12,687$808,000thousands by filing date
Oracle Corporation68389X105COM9,753$807,000thousands by filing date
WISDOMTREE TR97717X719CHINADIV EX FI19,707$788,000thousands by filing date
Empire State Realty Trust, Inc.292104106Class A Common Stock, $0.01 par value per share79,353$779,000thousands by filing date
Union Pacific Corporation907818108COM2,814$769,000thousands by filing date
Intercontinental Exchange,Inc.45866F104COM5,793$765,000thousands by filing date
CARDINAL HEALTH INC14149Y108COM13,345$757,000thousands by filing date
Dimensional International Value ETF25434V807SHS22,217$744,000thousands by filing date
SPDR INDEX SHS FDS78463X871ST INTL CAP ETF21,122$743,000thousands by filing date
SCHWAB STRATEGIC TR808524706EMRG MKTEQ ETF25,973$721,000thousands by filing date
DIMENSIONAL ETF TRUST25434V880WORLD EX US CORE28,269$705,000thousands by filing date
AFLAC INC COM001055102Stock10,749$692,000thousands by filing date
ARES CAPITAL CORP04010L103COM33,051$692,000thousands by filing date
AGNC INVT CORP COM00123Q104REIT51,624$676,000thousands by filing date
CVS Health Corporation126650100COM6,663$674,000thousands by filing date
Boeing Company097023105COM3,505$671,000thousands by filing date
iShares MSCI ACWI ex U.S. ETF464288240SHS12,753$667,000thousands by filing date
Comcast Corp20030N101COM14,152$663,000thousands by filing date
PARAMOUNT GLOBAL92556H206CLASS B COM17,370$657,000thousands by filing date
S&P Global,Inc.78409V104COM1,588$651,000thousands by filing date
NATIONAL FUEL GAS CO COM636180101Stock9,467$650,000thousands by filing date
FISERV INC337738108COM6,356$644,000thousands by filing date
GOLDMAN SACHS BDC INC38147U107SHS32,465$637,000thousands by filing date
OGE ENERGY CORP670837103COM14,482$591,000thousands by filing date
CHECK POINT SOFTWARE TECH LTD ORDM22465104Stock4,206$582,000thousands by filing date
Lowes Companies,Inc.548661107COM2,874$581,000thousands by filing date
NIKE,Inc. Class B654106103COM4,288$577,000thousands by filing date
PPL CORP COM69351T106Stock20,158$576,000thousands by filing date
Adobe Inc00724F101COM1,261$575,000thousands by filing date
KROGER CO COM501044101Stock9,865$566,000thousands by filing date
BARRICK GOLD CORP067901108COM22,974$564,000thousands by filing date
Netflix, Inc64110L106COM1,487$557,000thousands by filing date
IJH464287507COM2,061$553,000thousands by filing date
PROSHARES TR74348A467S&P 500 DV ARIST5,704$541,000thousands by filing date
RIO TINTO PLC SPONSORED ADR767204100ADR6,533$525,000thousands by filing date
HONDA MOTOR CO LTD ADR ECH CNV IN 3438128308ADR18,112$512,000thousands by filing date
PALO ALTO NETWORKS INC697435105COM821$511,000thousands by filing date
TYSON FOODS INC CL A902494103Stock5,659$507,000thousands by filing date
Morgan Stanley617446448COM5,720$500,000thousands by filing date
EMERSON ELEC CO COM291011104Stock5,104$500,000thousands by filing date
TJX Companies Inc872540109COM8,030$486,000thousands by filing date
FREEPORT MCMORAN INC CL B35671D857Stock9,757$485,000thousands by filing date
BROWN FORMAN CORP CL B115637209Stock7,242$485,000thousands by filing date
EOG RES INC COM26875P101Stock4,057$484,000thousands by filing date
HORMEL FOODS CORP COM440452100Stock9,303$479,000thousands by filing date
Medtronic PlcG5960L103COM4,287$476,000thousands by filing date
Schlumberger Limited806857108COM11,432$472,000thousands by filing date
ZOETIS INC CL A98978V103Stock2,505$472,000thousands by filing date
Vanguard Energy ETF92204A306SHS4,404$471,000thousands by filing date
Booking Holdings Inc.09857L108COM198$465,000thousands by filing date
iShares Silver Trust46428Q109COM20,280$464,000thousands by filing date
ISHARES RUSSELL 1000 ETF464287622ETF1,845$461,000thousands by filing date
Starbucks Corporation855244109COM5,039$458,000thousands by filing date
DISCOVERY INC25470F302COM SER C18,208$455,000thousands by filing date
BLACKROCK INC CL A COM09247X101COM583$445,000thousands by filing date
Goldman Sachs Group,Inc.38141G104COM1,324$437,000thousands by filing date
AIR PRODS & CHEMS INC009158106COM1,747$436,000thousands by filing date
AMYRIS INC03236M200COM NEW100,000$436,000thousands by filing date
DIAGEO PLC SPON ADR NEW25243Q205ADR2,139$435,000thousands by filing date
WESTROCK CO96145D105COM8,982$422,000thousands by filing date
KIMCO REALTY CORP COM49446R109REIT17,000$420,000thousands by filing date
GENERAL MILLS INC COM370334104Stock6,127$415,000thousands by filing date
PROSHARES TR74347G739FUND23,731$414,000thousands by filing date
WESTERN DIGITAL CORP958102105COM8,273$411,000thousands by filing date
Qualcomm Incorporated747525103COM2,645$404,000thousands by filing date
Vanguard Mega Cap Growth ETF921910816SHS1,718$404,000thousands by filing date
CUMMINS INC COM231021106Stock1,939$398,000thousands by filing date
L3HARRIS TECHNOLOGIES INC COM502431109Stock1,597$397,000thousands by filing date
SPDR INDEX SHS FDS78463X301ST STR ASIA ETF3,617$397,000thousands by filing date
LATTICE STRATEGIES TR518416102HARTFORD MLT ETF13,492$393,000thousands by filing date
XPO INC COM983793100Stock5,235$381,000thousands by filing date
FORD MTR CO COM345370860Stock22,435$379,000thousands by filing date
ABB LTD-ADR000375204SPONSORED ADR11,472$371,000thousands by filing date
ILLINOIS TOOL WKS INC452308109COM1,742$365,000thousands by filing date
NextEra Energy,Inc.65339F101COM4,229$358,000thousands by filing date
ServiceNow,Inc.81762P102COM620$345,000thousands by filing date
ENBRIDGE INC COM29250N105Stock7,379$340,000thousands by filing date
ALIBABA GROUP HLDG LTD01609W102SPONSORED ADS3,087$336,000thousands by filing date
ROYAL BK CDA COM780087102Stock3,051$336,000thousands by filing date
DUPONT DE NEMOURS INC COM26614N102Stock4,552$335,000thousands by filing date
CONSTELLATION ENERGY CORP COM21037T109Stock5,933$334,000thousands by filing date
General Electric Company369604301COM3,635$333,000thousands by filing date
SEAGATE TECHNOLOGY HLDNGSG7997R103ORD SHS3,708$333,000thousands by filing date
RAYMOND JAMES FINL INC COM754730109Stock3,033$333,000thousands by filing date
SHERWIN WILLIAMS CO824348106COM1,331$332,000thousands by filing date
FIDELITY NATL INFORMATION SVCS COM31620M106Stock3,305$332,000thousands by filing date
EBAY INC. COM278642103Stock5,788$331,000thousands by filing date
BROOKFIELD ASSET MANAGEMENT IN112585104CL A LTD VT SH5,796$328,000thousands by filing date
MCKESSON CORP COM58155Q103Stock1,061$325,000thousands by filing date
BP PLC SPONSORED ADR055622104ADR11,028$324,000thousands by filing date
BECTON DICKINSON & CO075887109COM1,215$323,000thousands by filing date
iShares S&P 500 Growth ETF464287309SHS4,218$322,000thousands by filing date
REGIONS FINANCIAL CORP NEW COM7591EP100Stock14,424$321,000thousands by filing date
TAIWAN SEMICONDUCTOR MFG874039100SPONSORED ADS3,047$318,000thousands by filing date
ISHARES TR464287234MSCI EMG MKT ETF6,981$315,000thousands by filing date
Schwab U.S. Small-Cap ETF808524607SHS6,608$313,000thousands by filing date
CANADIANNATLRYCOF136375102STOK2,324$312,000thousands by filing date
JOHNSON CTLS INTL PLC SHSG51502105Stock4,751$312,000thousands by filing date
EQUIFAX INC COM294429105Stock1,312$311,000thousands by filing date
SCHWAB STRATEGIC TR808524888INTL SCEQT ETF8,197$311,000thousands by filing date
TE CONNECTIVITY LTDH84989104SHS2,340$306,000thousands by filing date
ARCHER DANIELS MIDLAND CO COM039483102Stock3,338$301,000thousands by filing date
STREAMLINE HEALTH SOLUTIONS86323X106COM184,378$295,000thousands by filing date
VANGUARD SCOTTSDALE FDS92206C714COM3,991$291,000thousands by filing date
Schwab U.S. Large-Cap ETF808524201SHS5,389$290,000thousands by filing date
EXELON CORP COM30161N101Stock6,037$288,000thousands by filing date
iShares Core S&P Small-Cap ETF464287804SHS2,640$285,000thousands by filing date
CINTAS CORP COM172908105Stock667$284,000thousands by filing date
ISHARES RUSSELL MID-CAP GROWTH ETF464287481ETF2,817$283,000thousands by filing date
ATMOS ENERGY CORP COM049560105Stock2,369$283,000thousands by filing date
SCHD808524797COM3,519$278,000thousands by filing date
INVESCO EXCHANGE TRADED FD T46137V662PHARMACEUTICALS3,475$277,000thousands by filing date
MANULIFE FINL CORP56501R106COM12,920$276,000thousands by filing date
GXO LOGISTICS INCORPORATED COMMON STOCK36262G101Stock3,750$268,000thousands by filing date
Salesforce.com, Inc79466L302COM1,258$267,000thousands by filing date
COPART INC COM217204106Stock2,113$265,000thousands by filing date
BLACKSTONE INC09260D107COM2,061$262,000thousands by filing date
AVALONBAY CMNTYS INC COM053484101REIT1,054$262,000thousands by filing date
WOLFSPEED INC977852102COM2,302$262,000thousands by filing date
VANGUARD MORNINGSTAR MEGA CAP VALUE ETF921910840ETF2,377$255,000thousands by filing date
ISHARES TR46429B663CORE HIGH DV ETF2,384$255,000thousands by filing date
TRACTOR SUPPLY CO COM892356106Stock1,078$252,000thousands by filing date
ROPER TECHNOLOGIES INC COM776696106Stock534$252,000thousands by filing date
HCA Healthcare Inc40412C101COM1,000$251,000thousands by filing date
TWITTER INC90184L102COM6,483$251,000thousands by filing date
YUM BRANDS INC COM988498101Stock2,088$248,000thousands by filing date
ISHARES TR464288521CRE U S REIT ETF3,830$248,000thousands by filing date
AUTODESK INC COM052769106Stock1,103$236,000thousands by filing date
KRAFT HEINZ CO COM500754106Stock5,915$233,000thousands by filing date
LAS VEGAS SANDS CORP COM517834107Stock6,000$233,000thousands by filing date
Vertex Pharmaceuticals Incorporated92532F100COM884$231,000thousands by filing date
iShares Short Treasury Bond ETF464288679SHS2,071$228,000thousands by filing date
Thermo Fisher Scientific Inc.883556102COM377$223,000thousands by filing date
SCHWAB STRATEGIC TR808524771FUNDAMENTAL US L3,706$217,000thousands by filing date
BIOGEN INC COM09062X103Stock1,021$215,000thousands by filing date
KAYNE ANDERSON NEXTGEN ENERGY48661E108COM25,000$214,000thousands by filing date
ASMLHLDGNVFSPONSOREDADR1ADRREPS1ORDSHSN07059210STOK319$213,000thousands by filing date
INFOSYS LTD SPONSORED ADR456788108ADR8,299$207,000thousands by filing date
CANADIAN PACIFIC RAILWAYS13645T100COM2,510$207,000thousands by filing date
Vanguard Short-Term Bond ETF921937827SHS2,638$206,000thousands by filing date
iShares Core MSCI EAFE ETF46432F842SHS2,937$204,000thousands by filing date
BLACKBERRY LTD COM09228F103Stock27,100$202,000thousands by filing date
JUMIA TECHNOLOGIES AG SPONSORED ADS48138M105ADR20,500$196,000thousands by filing date
BARINGS BDC INC06759L103COM14,354$148,000thousands by filing date
BARCLAYS PLC ADR06738E204ADR10,548$83,000thousands by filing date
BANCO SANTANDER SA ADR05964H105ADR11,326$38,000thousands by filing date
CLOVER HEALTH INVESTMENTS CO18914F103COMMON STOCK10,000$36,000thousands by filing date
GOLDMINING INC38149E101COM10,000$17,000thousands by filing date

Amendment chain

FilingRoleFiledAcceptedIngested
13F-HR 0001398344-22-009202this filing2022-05-10acceptance time not in the bulk data set