diff --git a/tidyquant/sp500/csv/20241004.csv b/tidyquant/sp500/csv/20241004.csv
new file mode 100644
index 0000000..4a1fe87
--- /dev/null
+++ b/tidyquant/sp500/csv/20241004.csv
@@ -0,0 +1,505 @@
+"symbol","company","identifier","sedol","weight","sector","shares_held","local_currency"
+"AAPL","APPLE INC","037833100","2046251",0.07103943341353407,"-",182941826,"USD"
+"MSFT","MICROSOFT CORP","594918104","2588173",0.06410430787866067,"-",89437128,"USD"
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+"META","META PLATFORMS INC CLASS A","30303M102","B7TL820",0.026361386362039857,"-",26288057,"USD"
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+"AVGO","BROADCOM INC","11135F101","BDZ78H9",0.016566983348706987,"-",56011899,"USD"
+"LLY","ELI LILLY + CO","532457108","2516152",0.014464228750656172,"-",9492259,"USD"
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+"V","VISA INC CLASS A SHARES","92826C839","B2PZN04",0.009576312976378145,"-",20101357,"USD"
+"MA","MASTERCARD INC   A","57636Q104","B121557",0.008456000833741076,"-",9928263,"USD"
+"HD","HOME DEPOT INC","437076102","2434209",0.0084510537625653,"-",11932842,"USD"
+"PG","PROCTER + GAMBLE CO/THE","742718109","2704407",0.008292428319058125,"-",28327846,"USD"
+"COST","COSTCO WHOLESALE CORP","22160K105","2701271",0.008036955978138055,"-",5333819,"USD"
+"JNJ","JOHNSON + JOHNSON","478160104","2475833",0.008000311745275546,"-",28968063,"USD"
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+"MRK","MERCK + CO. INC.","58933Y105","2778844",0.005783335657093682,"-",30504444,"USD"
+"KO","COCA COLA CO/THE","191216100","2206657",0.005664376548397123,"-",46679619,"USD"
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+"TMO","THERMO FISHER SCIENTIFIC INC","883556102","2886907",0.004752330117899977,"-",4595967,"USD"
+"ACN","ACCENTURE PLC CL A","G1151C101","B4BNMY3",0.004684497393975662,"-",7536238,"USD"
+"LIN","LINDE PLC","G54950103","BNZHB81",0.004674922417506416,"-",5783560,"USD"
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+"CSCO","CISCO SYSTEMS INC","17275R102","2198163",0.004373081258247259,"-",48472498,"USD"
+"IBM","INTL BUSINESS MACHINES CORP","459200101","2005973",0.004248636485948528,"-",11086083,"USD"
+"GE","GENERAL ELECTRIC","369604301","BL59CR9",0.004128031678171317,"-",13045853,"USD"
+"ABT","ABBOTT LABORATORIES","002824100","2002305",0.004042594961050941,"-",20933340,"USD"
+"CAT","CATERPILLAR INC","149123101","2180201",0.003927296286067103,"-",5835852,"USD"
+"QCOM","QUALCOMM INC","747525103","2714923",0.0038957387594538806,"-",13402810,"USD"
+"VZ","VERIZON COMMUNICATIONS INC","92343V104","2090571",0.003879910126478158,"-",50646986,"USD"
+"WFC","WELLS FARGO + CO","949746101","2649100",0.003874334697471587,"-",40952449,"USD"
+"TXN","TEXAS INSTRUMENTS INC","882508104","2885409",0.003812097350421488,"-",10985257,"USD"
+"PM","PHILIP MORRIS INTERNATIONAL","718172109","B2PKRQ3",0.003810501521009947,"-",18706425,"USD"
+"NOW","SERVICENOW INC","81762P102","B80NXX8",0.0037981837127396153,"-",2478344,"USD"
+"NEE","NEXTERA ENERGY INC","65339F101","2328915",0.003617595666956107,"-",24719151,"USD"
+"DHR","DANAHER CORP","235851102","2250870",0.003599911882289468,"-",7733561,"USD"
+"AMGN","AMGEN INC","031162100","2023607",0.003532936916673857,"-",6467055,"USD"
+"ISRG","INTUITIVE SURGICAL INC","46120E602","2871301",0.003522145120278311,"-",4267642,"USD"
+"DIS","WALT DISNEY CO/THE","254687106","2270726",0.003515512454286594,"-",21820284,"USD"
+"INTU","INTUIT INC","461202103","2459020",0.003495614456311442,"-",3364427,"USD"
+"AMAT","APPLIED MATERIALS INC","038222105","2046552",0.003421278727535098,"-",9961784,"USD"
+"SPGI","S+P GLOBAL INC","78409V104","BYV2325",0.003412481717903978,"-",3853792,"USD"
+"RTX","RTX CORP","75513E101","BM5M5Y3",0.003405868999779905,"-",16004820,"USD"
+"PFE","PFIZER INC","717081103","2684703",0.003324760969938334,"-",68178587,"USD"
+"T","AT+T INC","00206R102","2831811",0.003273205706011738,"-",86268416,"USD"
+"CMCSA","COMCAST CORP CLASS A","20030N101","2044545",0.0032638701039542227,"-",46478624,"USD"
+"LOW","LOWE S COS INC","548661107","2536763",0.0031877889367590063,"-",6856077,"USD"
+"GS","GOLDMAN SACHS GROUP INC","38141G104","2407966",0.0031780942730838943,"-",3799516,"USD"
+"UBER","UBER TECHNOLOGIES INC","90353T100","BK6N347",0.0031725587398126116,"-",25277317,"USD"
+"AXP","AMERICAN EXPRESS CO","025816109","2026082",0.0031148096629824715,"-",6757140,"USD"
+"PGR","PROGRESSIVE CORP","743315103","2705024",0.0030587461809682723,"-",7046369,"USD"
+"UNP","UNION PACIFIC CORP","907818108","2914734",0.0030348486355304457,"-",7329513,"USD"
+"-","US DOLLAR","999USDZ92","-",0.002994284646675838,"-",1740124162.94,"USD"
+"BKNG","BOOKING HOLDINGS INC","09857L108","BDRXDB4",0.0028470294877258927,"-",403143,"USD"
+"BLK","BLACKROCK INC","09290D101","BMZBBT7",0.0027428816707551983,"-",1675290,"USD"
+"HON","HONEYWELL INTERNATIONAL INC","438516106","2020459",0.0027351418981092245,"-",7834815,"USD"
+"COP","CONOCOPHILLIPS","20825C104","2685717",0.0027026966913858315,"-",13971416,"USD"
+"MS","MORGAN STANLEY","617446448","2262314",0.0026969217837028176,"-",14988193,"USD"
+"ETN","EATON CORP PLC","G29183103","B8KQN82",0.0026958844945853162,"-",4791747,"USD"
+"TJX","TJX COMPANIES INC","872540109","2989301",0.002692104373666728,"-",13597390,"USD"
+"LMT","LOCKHEED MARTIN CORP","539830109","2522096",0.0026606864821270147,"-",2552331,"USD"
+"BSX","BOSTON SCIENTIFIC CORP","101137107","2113434",0.0025554914021049964,"-",17717947,"USD"
+"SYK","STRYKER CORP","863667101","2853688",0.0024957575124442528,"-",4125045,"USD"
+"VRTX","VERTEX PHARMACEUTICALS INC","92532F100","2931034",0.00242348638796909,"-",3105300,"USD"
+"C","CITIGROUP INC","172967424","2297907",0.0024215414708737746,"-",22953480,"USD"
+"ADP","AUTOMATIC DATA PROCESSING","053015103","2065308",0.002402830371023456,"-",4906191,"USD"
+"ELV","ELEVANCE HEALTH INC","036752103","BSPHGL4",0.002390712041429567,"-",2788481,"USD"
+"PLD","PROLOGIS INC","74340W103","B44WZD7",0.00233943604764999,"-",11140291,"USD"
+"MU","MICRON TECHNOLOGY INC","595112103","2588184",0.002337361469414987,"-",13340756,"USD"
+"MDT","MEDTRONIC PLC","G5960L103","BTN1Y11",0.0023306190901512262,"-",15431631,"USD"
+"ADI","ANALOG DEVICES INC","032654105","2032067",0.0023273875355928554,"-",5969978,"USD"
+"BX","BLACKSTONE INC","09260D107","BKF2SL7",0.002253989356595792,"-",8663397,"USD"
+"PANW","PALO ALTO NETWORKS INC","697435105","B87ZMX0",0.0022520444395004763,"-",3895855,"USD"
+"MMC","MARSH + MCLENNAN COS","571748102","2567741",0.0022504585840227576,"-",5916673,"USD"
+"BMY","BRISTOL MYERS SQUIBB CO","110122108","2126335",0.002249760408655208,"-",24392651,"USD"
+"CB","CHUBB LTD","H1467J104","B3BQMF6",0.002243935631303084,"-",4519524,"USD"
+"SBUX","STARBUCKS CORP","855244109","2842255",0.002241910922737191,"-",13634177,"USD"
+"REGN","REGENERON PHARMACEUTICALS","75886F107","2730190",0.002229982097885922,"-",1277316,"USD"
+"AMT","AMERICAN TOWER CORP","03027X100","B7FBFL2",0.0022170858014539064,"-",5619579,"USD"
+"LRCX","LAM RESEARCH CORP","512807306","BSML4N7",0.002189448030832781,"-",15687282,"USD"
+"FI","FISERV INC","337738108","2342034",0.002185448483370106,"-",6926647,"USD"
+"GILD","GILEAD SCIENCES INC","375558103","2369174",0.0021695001631885182,"-",14979235,"USD"
+"DE","DEERE + CO","244199105","2261203",0.002168642404879815,"-",3083392,"USD"
+"KLAC","KLA CORP","482480100","2480138",0.0021554369164993132,"-",1617211,"USD"
+"TMUS","T MOBILE US INC","872590104","B94Q9V0",0.0021106040839688335,"-",5896146,"USD"
+"ANET","ARISTA NETWORKS INC","040413106","BN33VM5",0.002080622438899507,"-",3099508,"USD"
+"SO","SOUTHERN CO/THE","842587107","2829601",0.0020531641990871796,"-",13155385,"USD"
+"NKE","NIKE INC  CL B","654106103","2640147",0.0020421330282799025,"-",14455363,"USD"
+"UPS","UNITED PARCEL SERVICE CL B","911312106","2517382",0.001982419086486803,"-",8813351,"USD"
+"CI","THE CIGNA GROUP","125523100","BHJ0775",0.0019710687497972172,"-",3363533,"USD"
+"MDLZ","MONDELEZ INTERNATIONAL INC A","609207105","B8CKK03",0.0019679169867094243,"-",16071532,"USD"
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+"SCHW","SCHWAB (CHARLES) CORP","808513105","2779397",0.0019608055718942446,"-",17973537,"USD"
+"ICE","INTERCONTINENTAL EXCHANGE IN","45866F104","BFSSDS9",0.001940538538367674,"-",6907626,"USD"
+"DUK","DUKE ENERGY CORP","26441C204","B7VD3F2",0.0018501547500715206,"-",9288294,"USD"
+"KKR","KKR + CO INC","48251W104","BG1FRR1",0.0018276635293026145,"-",8114157,"USD"
+"BA","BOEING CO/THE","097023105","2108601",0.0018241028349281138,"-",7042747,"USD"
+"TT","TRANE TECHNOLOGIES PLC","G8994E103","BK9ZQ96",0.0018077555573936407,"-",2715156,"USD"
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+"MO","ALTRIA GROUP INC","02209S103","2692632",0.0017654660779878044,"-",20528182,"USD"
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+"PH","PARKER HANNIFIN CORP","701094104","2671501",0.0016668338464207485,"-",1546645,"USD"
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+"GD","GENERAL DYNAMICS CORP","369550108","2365161",0.0015995696367242956,"-",3102667,"USD"
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+"TFC","TRUIST FINANCIAL CORP","89832Q109","BKP7287",0.0011502738398387502,"-",16111800,"USD"
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+"AZO","AUTOZONE INC","053332102","2065955",0.0010846054595538381,"-",205521,"USD"
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+"D","DOMINION ENERGY INC","25746U109","2542049",0.001008733744968886,"-",10093441,"USD"
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