diff --git a/tidyquant/sp500/csv/20250130.csv b/tidyquant/sp500/csv/20250130.csv
new file mode 100644
index 00000000..fa18e95f
--- /dev/null
+++ b/tidyquant/sp500/csv/20250130.csv
@@ -0,0 +1,506 @@
+"symbol","company","identifier","sedol","weight","sector","shares_held","local_currency"
+"AAPL","APPLE INC","037833100","2046251",0.07048828462170027,"-",186141612,"USD"
+"MSFT","MICROSOFT CORP","594918104","2588173",0.064069833728534,"-",91555684,"USD"
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+"META","META PLATFORMS INC CLASS A","30303M102","B7TL820",0.028730904883480422,"-",26845166,"USD"
+"GOOGL","ALPHABET INC CL A","02079K305","BYVY8G0",0.022244197315060606,"-",71952860,"USD"
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+"GOOG","ALPHABET INC CL C","02079K107","BYY88Y7",0.018282358510343984,"-",58606736,"USD"
+"BRK-B","BERKSHIRE HATHAWAY INC CL B","084670702","2073390",0.016756948958326353,"-",22571460,"USD"
+"JPM","JPMORGAN CHASE + CO","46625H100","2190385",0.014621477297420969,"-",34669030,"USD"
+"LLY","ELI LILLY + CO","532457108","2516152",0.01234279126544306,"-",9702691,"USD"
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+"NFLX","NETFLIX INC","64110L106","2857817",0.008145499339311283,"-",5263690,"USD"
+"HD","HOME DEPOT INC","437076102","2434209",0.008000160984041679,"-",12231662,"USD"
+"PG","PROCTER + GAMBLE CO/THE","742718109","2704407",0.007626738635627539,"-",29000638,"USD"
+"JNJ","JOHNSON + JOHNSON","478160104","2475833",0.007089719645254353,"-",29648255,"USD"
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+"WFC","WELLS FARGO + CO","949746101","2649100",0.005083462008883001,"-",41000356,"USD"
+"ORCL","ORACLE CORP","68389X105","2661568",0.005073091381817451,"-",19791647,"USD"
+"CVX","CHEVRON CORP","166764100","2838555",0.005069272198965426,"-",20580844,"USD"
+"MRK","MERCK + CO. INC.","58933Y105","2778844",0.004843471738126669,"-",31150833,"USD"
+"KO","COCA COLA CO/THE","191216100","2206657",0.004745658775736307,"-",47742752,"USD"
+"CSCO","CISCO SYSTEMS INC","17275R102","2198163",0.004624412184880519,"-",49085507,"USD"
+"NOW","SERVICENOW INC","81762P102","B80NXX8",0.00458957086664299,"-",2536674,"USD"
+"ACN","ACCENTURE PLC CL A","G1151C101","B4BNMY3",0.004558189748012908,"-",7695050,"USD"
+"ABT","ABBOTT LABORATORIES","002824100","2002305",0.004320453094291975,"-",21358619,"USD"
+"TMO","THERMO FISHER SCIENTIFIC INC","883556102","2886907",0.004234346974377531,"-",4710217,"USD"
+"GE","GENERAL ELECTRIC","369604301","BL59CR9",0.004198179412486427,"-",13328098,"USD"
+"IBM","INTL BUSINESS MACHINES CORP","459200101","2005973",0.00411852501921757,"-",11386408,"USD"
+"LIN","LINDE PLC","G54950103","BNZHB81",0.004066023719698225,"-",5863497,"USD"
+"MCD","MCDONALD S CORP","580135101","2550707",0.004050427892072724,"-",8825029,"USD"
+"PEP","PEPSICO INC","713448108","2681511",0.004019236236821725,"-",16895093,"USD"
+"DIS","WALT DISNEY CO/THE","254687106","2270726",0.003993409386725789,"-",22300441,"USD"
+"ISRG","INTUITIVE SURGICAL INC","46120E602","2871301",0.003973794941112389,"-",4385804,"USD"
+"PM","PHILIP MORRIS INTERNATIONAL","718172109","B2PKRQ3",0.003925501722960026,"-",19147031,"USD"
+"GS","GOLDMAN SACHS GROUP INC","38141G104","2407966",0.0038981093070474637,"-",3865745,"USD"
+"ADBE","ADOBE INC","00724F101","2008154",0.003787881507448823,"-",5420838,"USD"
+"QCOM","QUALCOMM INC","747525103","2714923",0.0037165136440756117,"-",13681007,"USD"
+"AMD","ADVANCED MICRO DEVICES","007903107","2007849",0.003710131719727581,"-",19984105,"USD"
+"CAT","CATERPILLAR INC","149123101","2180201",0.003698714058198683,"-",5945414,"USD"
+"-","US DOLLAR","999USDZ92","-",0.0036964404976496967,"-",2336478307.82,"USD"
+"AXP","AMERICAN EXPRESS CO","025816109","2026082",0.0034178694998581614,"-",6852966,"USD"
+"T","AT+T INC","00206R102","2831811",0.003387076714878914,"-",88358724,"USD"
+"MS","MORGAN STANLEY","617446448","2262314",0.0033522952271821476,"-",15276118,"USD"
+"VZ","VERIZON COMMUNICATIONS INC","92343V104","2090571",0.003303433618892538,"-",51838720,"USD"
+"RTX","RTX CORP","75513E101","BM5M5Y3",0.003244719914890657,"-",16390573,"USD"
+"INTU","INTUIT INC","461202103","2459020",0.003238168470677132,"-",3451677,"USD"
+"TXN","TEXAS INSTRUMENTS INC","882508104","2885409",0.0032038157685224983,"-",11233674,"USD"
+"SPGI","S+P GLOBAL INC","78409V104","BYV2325",0.003199358393235671,"-",3909895,"USD"
+"PLTR","PALANTIR TECHNOLOGIES INC A","69608A108","BN78DQ4",0.003185208470345272,"-",25242445,"USD"
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+"BLK","BLACKROCK INC","09290D101","BMZBBT7",0.00298578330622611,"-",1792954,"USD"
+"C","CITIGROUP INC","172967424","2297907",0.002970835642792207,"-",23289472,"USD"
+"AMGN","AMGEN INC","031162100","2023607",0.0029497852642005,"-",6619298,"USD"
+"BSX","BOSTON SCIENTIFIC CORP","101137107","2113434",0.002949117156495315,"-",18149227,"USD"
+"UNP","UNION PACIFIC CORP","907818108","2914734",0.0029475017318947197,"-",7465781,"USD"
+"PFE","PFIZER INC","717081103","2684703",0.002938955936322435,"-",69785080,"USD"
+"LOW","LOWE S COS INC","548661107","2536763",0.0028926770130424198,"-",6985939,"USD"
+"NEE","NEXTERA ENERGY INC","65339F101","2328915",0.002840095939468724,"-",25323598,"USD"
+"AMAT","APPLIED MATERIALS INC","038222105","2046552",0.002815196462754611,"-",10152055,"USD"
+"PGR","PROGRESSIVE CORP","743315103","2705024",0.0028122049357164718,"-",7214144,"USD"
+"DHR","DANAHER CORP","235851102","2250870",0.0028018841674348908,"-",7915964,"USD"
+"HON","HONEYWELL INTERNATIONAL INC","438516106","2020459",0.0028002288558071206,"-",8007217,"USD"
+"CMCSA","COMCAST CORP CLASS A","20030N101","2044545",0.0027782511038335904,"-",47004861,"USD"
+"UBER","UBER TECHNOLOGIES INC","90353T100","BK6N347",0.0027359509115143,"-",25908085,"USD"
+"TJX","TJX COMPANIES INC","872540109","2989301",0.002729269834462455,"-",13888901,"USD"
+"SYK","STRYKER CORP","863667101","2853688",0.002613986354169359,"-",4225005,"USD"
+"BX","BLACKSTONE INC","09260D107","BKF2SL7",0.0026075844863077406,"-",8891068,"USD"
+"COP","CONOCOPHILLIPS","20825C104","2685717",0.0025594308727504914,"-",15929355,"USD"
+"BA","BOEING CO/THE","097023105","2108601",0.002529256336692459,"-",9206007,"USD"
+"ETN","EATON CORP PLC","G29183103","B8KQN82",0.002445194426920744,"-",4866432,"USD"
+"SBUX","STARBUCKS CORP","855244109","2842255",0.002397758779852648,"-",13958350,"USD"
+"SCHW","SCHWAB (CHARLES) CORP","808513105","2779397",0.0023905791149611134,"-",18414070,"USD"
+"ADP","AUTOMATIC DATA PROCESSING","053015103","2065308",0.0023860020785927603,"-",5017691,"USD"
+"DE","DEERE + CO","244199105","2261203",0.0023703962792104667,"-",3133471,"USD"
+"PANW","PALO ALTO NETWORKS INC","697435105","B87ZMX0",0.0023642835922958686,"-",8059737,"USD"
+"FI","FISERV INC","337738108","2342034",0.00235543864401977,"-",7006013,"USD"
+"BMY","BRISTOL MYERS SQUIBB CO","110122108","2126335",0.0023332315416399823,"-",24975643,"USD"
+"GILD","GILEAD SCIENCES INC","375558103","2369174",0.0023207867891613227,"-",15346195,"USD"
+"MDT","MEDTRONIC PLC","G5960L103","BTN1Y11",0.0022838613737538893,"-",15792593,"USD"
+"TMUS","T MOBILE US INC","872590104","B94Q9V0",0.002232935611807964,"-",6002198,"USD"
+"VRTX","VERTEX PHARMACEUTICALS INC","92532F100","2931034",0.002215046280119891,"-",3171109,"USD"
+"KKR","KKR + CO INC","48251W104","BG1FRR1",0.002185340416631167,"-",8306267,"USD"
+"ANET","ARISTA NETWORKS INC","040413205","BL9XPM3",0.0021703329226565016,"-",12721091,"USD"
+"PLD","PROLOGIS INC","74340W103","B44WZD7",0.002150279719744174,"-",11405311,"USD"
+"MMC","MARSH + MCLENNAN COS","571748102","2567741",0.0020905887835765006,"-",6047906,"USD"
+"ADI","ANALOG DEVICES INC","032654105","2032067",0.0020303693442987555,"-",6113938,"USD"
+"CB","CHUBB LTD","H1467J104","B3BQMF6",0.002014324787617535,"-",4616000,"USD"
+"MU","MICRON TECHNOLOGY INC","595112103","2588184",0.001922654427412152,"-",13653395,"USD"
+"UPS","UNITED PARCEL SERVICE CL B","911312106","2517382",0.0019061611416752104,"-",9006300,"USD"
+"GEV","GE VERNOVA INC","36828A101","BP6H4Y1",0.0018969970971817103,"-",3394395,"USD"
+"LRCX","LAM RESEARCH CORP","512807306","BSML4N7",0.0018838044629435158,"-",15844761,"USD"
+"LMT","LOCKHEED MARTIN CORP","539830109","2522096",0.0018673809795041309,"-",2597830,"USD"
+"KLAC","KLA CORP","482480100","2480138",0.0018580673586587237,"-",1647281,"USD"
+"ELV","ELEVANCE HEALTH INC","036752103","BSPHGL4",0.001808148744148972,"-",2855140,"USD"
+"CRWD","CROWDSTRIKE HOLDINGS INC   A","22788C105","BJJP138",0.0018002411410114904,"-",2865767,"USD"
+"CEG","CONSTELLATION ENERGY","21037T109","BMH4FS1",0.00177776480119827,"-",3849759,"USD"
+"NKE","NIKE INC  CL B","654106103","2640147",0.0017762690376792005,"-",14661279,"USD"
+"SO","SOUTHERN CO/THE","842587107","2829601",0.0017680722535946987,"-",13492405,"USD"
+"ICE","INTERCONTINENTAL EXCHANGE IN","45866F104","BFSSDS9",0.0017585392540998281,"-",7070066,"USD"
+"MO","ALTRIA GROUP INC","02209S103","2692632",0.0017387453168641394,"-",20870578,"USD"
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+"EQIX","EQUINIX INC","29444U700","BVLZX12",0.001707364198234058,"-",1188250,"USD"
+"AMT","AMERICAN TOWER CORP","03027X100","B7FBFL2",0.001671007172963871,"-",5751929,"USD"
+"PH","PARKER HANNIFIN CORP","701094104","2671501",0.0016697906186350275,"-",1585225,"USD"
+"DUK","DUKE ENERGY CORP","26441C204","B7VD3F2",0.0016636480164500483,"-",9506177,"USD"
+"INTC","INTEL CORP","458140100","2463247",0.0016595197091374158,"-",53111970,"USD"
+"CI","THE CIGNA GROUP","125523100","BHJ0775",0.0016437045028624528,"-",3425432,"USD"
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+"APH","AMPHENOL CORP CL A","032095101","2145084",0.0016277197767219946,"-",14829352,"USD"
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+"TT","TRANE TECHNOLOGIES PLC","G8994E103","BK9ZQ96",0.0015956705503867286,"-",2770895,"USD"
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+"MSI","MOTOROLA SOLUTIONS INC","620076307","B5BKPQ4",0.0015086869158744307,"-",2057845,"USD"
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+"NSC","NORFOLK SOUTHERN CORP","655844108","2641894",0.0011315849892033795,"-",2785951,"USD"
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