diff --git a/tidyquant/sp500/csv/20230821.csv b/tidyquant/sp500/csv/20230821.csv
new file mode 100644
index 0000000..ea22c9d
--- /dev/null
+++ b/tidyquant/sp500/csv/20230821.csv
@@ -0,0 +1,506 @@
+"symbol","company","identifier","sedol","weight","sector","shares_held","local_currency"
+"AAPL","APPLE INC","037833100","2046251",0.07059370143421785,"-",162696776,"USD"
+"MSFT","MICROSOFT CORP","594918104","2588173",0.06439188583722394,"-",81821683,"USD"
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+"GOOGL","ALPHABET INC CL A","02079K305","BYVY8G0",0.020730079015353904,"-",65404939,"USD"
+"GOOG","ALPHABET INC CL C","02079K107","BYY88Y7",0.017922688019521488,"-",56260516,"USD"
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+"META","META PLATFORMS INC CLASS A","30303M102","B7TL820",0.017153483306964454,"-",24353751,"USD"
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+"UNH","UNITEDHEALTH GROUP INC","91324P102","2917766",0.01270414995772197,"-",10249824,"USD"
+"JNJ","JOHNSON + JOHNSON W/D","478160104","2475833",0.012271349685002843,"-",28609612,"USD"
+"XOM","EXXON MOBIL CORP","30231G102","2326618",0.012179328200924232,"-",44509872,"USD"
+"JPM","JPMORGAN CHASE + CO","46625H100","2190385",0.011917618019129899,"-",32171721,"USD"
+"LLY","ELI LILLY + CO","532457108","2516152",0.011783254440234304,"-",8671898,"USD"
+"V","VISA INC CLASS A SHARES","92826C839","B2PZN04",0.010550959341739184,"-",17815104,"USD"
+"PG","PROCTER + GAMBLE CO/THE","742718109","2704407",0.009839662198571332,"-",25940604,"USD"
+"AVGO","BROADCOM INC","11135F101","BDZ78H9",0.009421336315711628,"-",4587754,"USD"
+"HD","HOME DEPOT INC","437076102","2434209",0.009075502501566959,"-",11148473,"USD"
+"MA","MASTERCARD INC   A","57636Q104","B121557",0.008983380917973413,"-",9211897,"USD"
+"CVX","CHEVRON CORP","166764100","2838555",0.007836300536541408,"-",19585688,"USD"
+"MRK","MERCK + CO. INC.","58933Y105","2778844",0.007585501201874857,"-",27934775,"USD"
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+"CSCO","CISCO SYSTEMS INC","17275R102","2198163",0.006168692667502325,"-",45071101,"USD"
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+"MCD","MCDONALD S CORP","580135101","2550707",0.005628735864046601,"-",8034264,"USD"
+"TMO","THERMO FISHER SCIENTIFIC INC","883556102","2886907",0.00562158875868033,"-",4246399,"USD"
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+"CRM","SALESFORCE INC","79466L302","2310525",0.0054897576975125595,"-",10778127,"USD"
+"ACN","ACCENTURE PLC CL A","G1151C101","B4BNMY3",0.0052373968104130406,"-",6952526,"USD"
+"CMCSA","COMCAST CORP CLASS A","20030N101","2044545",0.005210560130459297,"-",45791232,"USD"
+"LIN","LINDE PLC","G54950103","BNZHB81",0.0050275081474999185,"-",5390005,"USD"
+"ABT","ABBOTT LABORATORIES","002824100","2002305",0.00494447559986236,"-",19172702,"USD"
+"NFLX","NETFLIX INC","64110L106","2857817",0.004925937169696626,"-",4896904,"USD"
+"ORCL","ORACLE CORP","68389X105","2661568",0.004906237585157661,"-",16941629,"USD"
+"AMD","ADVANCED MICRO DEVICES","007903107","2007849",0.0046488717223114534,"-",17729014,"USD"
+"DHR","DANAHER CORP","235851102","2250870",0.004570774080760129,"-",7311232,"USD"
+"WFC","WELLS FARGO + CO","949746101","2649100",0.004365620124903375,"-",41308578,"USD"
+"DIS","WALT DISNEY CO/THE","254687106","2270726",0.004293628553763009,"-",20086842,"USD"
+"TXN","TEXAS INSTRUMENTS INC","882508104","2885409",0.004124370283961503,"-",9962150,"USD"
+"PM","PHILIP MORRIS INTERNATIONAL","718172109","B2PKRQ3",0.00399958622864507,"-",17045520,"USD"
+"COP","CONOCOPHILLIPS","20825C104","2685717",0.0038853826920571357,"-",13321600,"USD"
+"CAT","CATERPILLAR INC","149123101","2180201",0.0038628703111485314,"-",5673622,"USD"
+"AMGN","AMGEN INC","031162100","2023607",0.0038225702464361974,"-",5871326,"USD"
+"VZ","VERIZON COMMUNICATIONS INC","92343V104","2090571",0.003810268016050837,"-",46180959,"USD"
+"UNP","UNION PACIFIC CORP","907818108","2914734",0.0037686166078868973,"-",6727935,"USD"
+"NEE","NEXTERA ENERGY INC","65339F101","2328915",0.003757295352747888,"-",22276007,"USD"
+"INTC","INTEL CORP","458140100","2463247",0.003739567728653118,"-",45919130,"USD"
+"INTU","INTUIT INC","461202103","2459020",0.003739017181320982,"-",3094144,"USD"
+"LOW","LOWE S COS INC","548661107","2536763",0.003581020106949525,"-",6565278,"USD"
+"BMY","BRISTOL MYERS SQUIBB CO","110122108","2126335",0.0035692183741388344,"-",23128359,"USD"
+"NKE","NIKE INC  CL B","654106103","2640147",0.00353517452910986,"-",13564113,"USD"
+"IBM","INTL BUSINESS MACHINES CORP","459200101","2005973",0.003515264735589534,"-",9996797,"USD"
+"BA","BOEING CO/THE","097023105","2108601",0.0035087782870218257,"-",6225635,"USD"
+"SPGI","S+P GLOBAL INC","78409V104","BYV2325",0.003438508427538322,"-",3619850,"USD"
+"RTX","RTX CORP","75513E101","BM5M5Y3",0.0034369368651538616,"-",16108960,"USD"
+"HON","HONEYWELL INTERNATIONAL INC","438516106","2020459",0.0034086787720880593,"-",7346897,"USD"
+"UPS","UNITED PARCEL SERVICE CL B","911312106","2517382",0.003397657815493852,"-",7979175,"USD"
+"QCOM","QUALCOMM INC","747525103","2714923",0.0033560264272328977,"-",12258042,"USD"
+"GE","GENERAL ELECTRIC CO","369604301","BL59CR9",0.0033240346222600664,"-",11957659,"USD"
+"AMAT","APPLIED MATERIALS INC","038222105","2046552",0.0032885093044100725,"-",9270014,"USD"
+"BKNG","BOOKING HOLDINGS INC","09857L108","BDRXDB4",0.003092364304897357,"-",406608,"USD"
+"PLD","PROLOGIS INC","74340W103","B44WZD7",0.0030610131368201013,"-",10133982,"USD"
+"SBUX","STARBUCKS CORP","855244109","2842255",0.0030555877431106913,"-",12638011,"USD"
+"MS","MORGAN STANLEY","617446448","2262314",0.003032584874578911,"-",14366146,"USD"
+"NOW","SERVICENOW INC","81762P102","B80NXX8",0.0030205028631264063,"-",2243179,"USD"
+"ELV","ELEVANCE HEALTH INC","036752103","BSPHGL4",0.0030033458062667584,"-",2609840,"USD"
+"MDT","MEDTRONIC PLC","G5960L103","BTN1Y11",0.0029649676522411524,"-",14626481,"USD"
+"GS","GOLDMAN SACHS GROUP INC","38141G104","2407966",0.002957229959736772,"-",3659986,"USD"
+"DE","DEERE + CO","244199105","2261203",0.002935548404802118,"-",2973448,"USD"
+"ADP","AUTOMATIC DATA PROCESSING","053015103","2065308",0.0028444278163579106,"-",4556355,"USD"
+"TJX","TJX COMPANIES INC","872540109","2989301",0.002827881366539359,"-",12703520,"USD"
+"LMT","LOCKHEED MARTIN CORP","539830109","2522096",0.002777100882613459,"-",2481442,"USD"
+"BLK","BLACKROCK INC","09247X101","2494504",0.0027489929388200573,"-",1649381,"USD"
+"ISRG","INTUITIVE SURGICAL INC","46120E602","2871301",0.0027396636640282302,"-",3852924,"USD"
+"T","AT+T INC","00206R102","2831811",0.0027382822907221446,"-",78376461,"USD"
+"MDLZ","MONDELEZ INTERNATIONAL INC A","609207105","B8CKK03",0.002652076588461185,"-",14993979,"USD"
+"AXP","AMERICAN EXPRESS CO","025816109","2026082",0.0026072420157223506,"-",6543653,"USD"
+"GILD","GILEAD SCIENCES INC","375558103","2369174",0.0025872321226870906,"-",13711733,"USD"
+"SYK","STRYKER CORP","863667101","2853688",0.0025622072439536493,"-",3707601,"USD"
+"MMC","MARSH + MCLENNAN COS","571748102","2567741",0.0025567918601957325,"-",5444845,"USD"
+"ADI","ANALOG DEVICES INC","032654105","2032067",0.0024357114869318483,"-",5573316,"USD"
+"VRTX","VERTEX PHARMACEUTICALS INC","92532F100","2931034",0.00242376961480025,"-",2826721,"USD"
+"SCHW","SCHWAB (CHARLES) CORP","808513105","2779397",0.0024214272861508,"-",16360338,"USD"
+"LRCX","LAM RESEARCH CORP","512807108","2502247",0.0024089048368325858,"-",1483646,"USD"
+"REGN","REGENERON PHARMACEUTICALS","75886F107","2730190",0.002387974028259935,"-",1182072,"USD"
+"CVS","CVS HEALTH CORP","126650100","2577609",0.0023458121125698324,"-",14120003,"USD"
+"ETN","EATON CORP PLC","G29183103","B8KQN82",0.002334110479274075,"-",4372941,"USD"
+"ZTS","ZOETIS INC","98978V103","B95WG16",0.00229588247452087,"-",5084981,"USD"
+"CB","CHUBB LTD","H1467J104","B3BQMF6",0.002264791565182442,"-",4556165,"USD"
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+"C","CITIGROUP INC","172967424","2297907",0.0022516685187746253,"-",21431887,"USD"
+"AMT","AMERICAN TOWER CORP","03027X100","B7FBFL2",0.00224275966194552,"-",5111451,"USD"
+"CI","THE CIGNA GROUP","125523100","BHJ0775",0.0022356826262397026,"-",3257385,"USD"
+"TMUS","T MOBILE US INC","872590104","B94Q9V0",0.002146644107706117,"-",6340996,"USD"
+"PGR","PROGRESSIVE CORP","743315103","2705024",0.0021390966042801112,"-",6422972,"USD"
+"BDX","BECTON DICKINSON AND CO","075887109","2087807",0.002123070671939215,"-",3119535,"USD"
+"MO","ALTRIA GROUP INC","02209S103","2692632",0.002094602369892052,"-",19630287,"USD"
+"EOG","EOG RESOURCES INC","26875P101","2318024",0.0020945323002315983,"-",6448032,"USD"
+"FI","FISERV INC","337738108","2342034",0.0020292874363977693,"-",6796040,"USD"
+"SO","SOUTHERN CO/THE","842587107","2829601",0.002015163394840615,"-",11950905,"USD"
+"CME","CME GROUP INC","12572Q105","2965839",0.002000678995029699,"-",3949169,"USD"
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+"EQIX","EQUINIX INC","29444U700","BVLZX12",0.0019195082983699077,"-",1029547,"USD"
+"DUK","DUKE ENERGY CORP","26441C204","B7VD3F2",0.0019172760791868846,"-",8454198,"USD"
+"MU","MICRON TECHNOLOGY INC","595112103","2588184",0.0018972061264426643,"-",11998010,"USD"
+"AON","AON PLC CLASS A","G0403H108","BLP1HW5",0.0018195789526115284,"-",2258025,"USD"
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+"KLAC","KLA CORP","482480100","2480138",0.0017942838051877655,"-",1509676,"USD"
+"ITW","ILLINOIS TOOL WORKS","452308109","2457552",0.0017893589090530243,"-",3051919,"USD"
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+"ICE","INTERCONTINENTAL EXCHANGE IN","45866F104","BFSSDS9",0.001738117967358429,"-",6144865,"USD"
+"PANW","PALO ALTO NETWORKS INC","697435105","B87ZMX0",0.0017371169722090914,"-",3331467,"USD"
+"APD","AIR PRODUCTS + CHEMICALS INC","009158106","2011602",0.0017246545825998377,"-",2435098,"USD"
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+"CL","COLGATE PALMOLIVE CO","194162103","2209106",0.0017026126694114222,"-",9184424,"USD"
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+"WM","WASTE MANAGEMENT INC","94106L109","2937667",0.0016127633448068733,"-",4082380,"USD"
+"ORLY","O REILLY AUTOMOTIVE INC","67103H107","B65LWX6",0.0015633241943810861,"-",670240,"USD"
+"MCK","MCKESSON CORP","58155Q103","2378534",0.0015599608506793115,"-",1492124,"USD"
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+"F","FORD MOTOR CO","345370860","2615468",0.0012846871846114536,"-",43196564,"USD"
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+"TT","TRANE TECHNOLOGIES PLC","G8994E103","BK9ZQ96",0.0012379907608948513,"-",2527820,"USD"
+"-","US DOLLAR","999USDZ92","-",0.0012256184608490377,"-",492877091.58,"USD"
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