diff --git a/tidyquant/sp500/csv/20250129.csv b/tidyquant/sp500/csv/20250129.csv
new file mode 100644
index 00000000..cbd36afa
--- /dev/null
+++ b/tidyquant/sp500/csv/20250129.csv
@@ -0,0 +1,506 @@
+"symbol","company","identifier","sedol","weight","sector","shares_held","local_currency"
+"AAPL","APPLE INC","037833100","2046251",0.06983682052052181,"-",186150501,"USD"
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+"GOOGL","ALPHABET INC CL A","02079K305","BYVY8G0",0.022127895672668988,"-",71956296,"USD"
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+"GOOG","ALPHABET INC CL C","02079K107","BYY88Y7",0.018186872069725194,"-",58609535,"USD"
+"BRK-B","BERKSHIRE HATHAWAY INC CL B","084670702","2073390",0.01670396617247439,"-",22572538,"USD"
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+"LLY","ELI LILLY + CO","532457108","2516152",0.012299074527513833,"-",9703154,"USD"
+"V","VISA INC CLASS A SHARES","92826C839","B2PZN04",0.011208239735555925,"-",21281309,"USD"
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+"MA","MASTERCARD INC   A","57636Q104","B121557",0.008700083553685112,"-",10094421,"USD"
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+"WMT","WALMART INC","931142103","2936921",0.008188869420617667,"-",53454801,"USD"
+"HD","HOME DEPOT INC","437076102","2434209",0.00806702403591921,"-",12232246,"USD"
+"NFLX","NETFLIX INC","64110L106","2857817",0.008055087795188867,"-",5263941,"USD"
+"PG","PROCTER + GAMBLE CO/THE","742718109","2704407",0.0075893051681928,"-",29002023,"USD"
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+"CVX","CHEVRON CORP","166764100","2838555",0.005062461839180246,"-",20581827,"USD"
+"WFC","WELLS FARGO + CO","949746101","2649100",0.005028099027520464,"-",41002314,"USD"
+"MRK","MERCK + CO. INC.","58933Y105","2778844",0.004780150300903953,"-",31152321,"USD"
+"KO","COCA COLA CO/THE","191216100","2206657",0.0046881704475232695,"-",47745032,"USD"
+"NOW","SERVICENOW INC","81762P102","B80NXX8",0.004675037591180863,"-",2536795,"USD"
+"CSCO","CISCO SYSTEMS INC","17275R102","2198163",0.004593558039796044,"-",49087851,"USD"
+"ACN","ACCENTURE PLC CL A","G1151C101","B4BNMY3",0.004585012209966551,"-",7695417,"USD"
+"TMO","THERMO FISHER SCIENTIFIC INC","883556102","2886907",0.004333702987839493,"-",4710442,"USD"
+"ABT","ABBOTT LABORATORIES","002824100","2002305",0.004284482198996578,"-",21359639,"USD"
+"GE","GENERAL ELECTRIC","369604301","BL59CR9",0.004080578898700804,"-",13328734,"USD"
+"IBM","INTL BUSINESS MACHINES CORP","459200101","2005973",0.00404604656649598,"-",11386952,"USD"
+"MCD","MCDONALD S CORP","580135101","2550707",0.004045966792121842,"-",8825450,"USD"
+"LIN","LINDE PLC","G54950103","BNZHB81",0.004021097130984436,"-",5863777,"USD"
+"PEP","PEPSICO INC","713448108","2681511",0.003997284480304356,"-",16895900,"USD"
+"ISRG","INTUITIVE SURGICAL INC","46120E602","2871301",0.003965125435730125,"-",4386013,"USD"
+"DIS","WALT DISNEY CO/THE","254687106","2270726",0.003937892458758892,"-",22301506,"USD"
+"PM","PHILIP MORRIS INTERNATIONAL","718172109","B2PKRQ3",0.003888183051874383,"-",19147945,"USD"
+"GS","GOLDMAN SACHS GROUP INC","38141G104","2407966",0.003882469212326776,"-",3865930,"USD"
+"ADBE","ADOBE INC","00724F101","2008154",0.0037800987467146666,"-",5421097,"USD"
+"QCOM","QUALCOMM INC","747525103","2714923",0.003695717402470592,"-",13681660,"USD"
+"-","US DOLLAR","999USDZ92","-",0.003676232511587477,"-",2334712178.91,"USD"
+"CAT","CATERPILLAR INC","149123101","2180201",0.003653925602219243,"-",5945698,"USD"
+"AMD","ADVANCED MICRO DEVICES","007903107","2007849",0.0035927486290524505,"-",19985059,"USD"
+"AXP","AMERICAN EXPRESS CO","025816109","2026082",0.0034212337246565536,"-",6853293,"USD"
+"T","AT+T INC","00206R102","2831811",0.003394918152987904,"-",88362944,"USD"
+"MS","MORGAN STANLEY","617446448","2262314",0.003332564507802582,"-",15276847,"USD"
+"RTX","RTX CORP","75513E101","BM5M5Y3",0.003312680745048778,"-",16391356,"USD"
+"VZ","VERIZON COMMUNICATIONS INC","92343V104","2090571",0.003297812796068878,"-",51841196,"USD"
+"INTU","INTUIT INC","461202103","2459020",0.003264736346192065,"-",3451842,"USD"
+"SPGI","S+P GLOBAL INC","78409V104","BYV2325",0.0032043072577828124,"-",3910082,"USD"
+"TXN","TEXAS INSTRUMENTS INC","882508104","2885409",0.003194165940470567,"-",11234210,"USD"
+"PLTR","PALANTIR TECHNOLOGIES INC A","69608A108","BN78DQ4",0.0031890304651354573,"-",25243650,"USD"
+"DHR","DANAHER CORP","235851102","2250870",0.0030893324410569585,"-",7916342,"USD"
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+"PFE","PFIZER INC","717081103","2684703",0.002939516166426496,"-",69788413,"USD"
+"C","CITIGROUP INC","172967424","2297907",0.0029316583905739397,"-",23290584,"USD"
+"UNP","UNION PACIFIC CORP","907818108","2914734",0.0029291654413821384,"-",7466138,"USD"
+"BSX","BOSTON SCIENTIFIC CORP","101137107","2113434",0.0029242094583888387,"-",18150094,"USD"
+"AMGN","AMGEN INC","031162100","2023607",0.0029216267630261332,"-",6619614,"USD"
+"LOW","LOWE S COS INC","548661107","2536763",0.0029086534554320018,"-",6986273,"USD"
+"NEE","NEXTERA ENERGY INC","65339F101","2328915",0.002812874347483013,"-",25324807,"USD"
+"PGR","PROGRESSIVE CORP","743315103","2705024",0.002783746729126013,"-",7214488,"USD"
+"HON","HONEYWELL INTERNATIONAL INC","438516106","2020459",0.002782749549449292,"-",8007599,"USD"
+"CMCSA","COMCAST CORP CLASS A","20030N101","2044545",0.0027793491667516762,"-",47007106,"USD"
+"UBER","UBER TECHNOLOGIES INC","90353T100","BK6N347",0.002777035709901685,"-",25909323,"USD"
+"AMAT","APPLIED MATERIALS INC","038222105","2046552",0.002763204827785574,"-",10152540,"USD"
+"TJX","TJX COMPANIES INC","872540109","2989301",0.0027193688091969484,"-",13889564,"USD"
+"SYK","STRYKER CORP","863667101","2853688",0.002628934584315181,"-",4225207,"USD"
+"BX","BLACKSTONE INC","09260D107","BKF2SL7",0.002598351083630169,"-",8891493,"USD"
+"BA","BOEING CO/THE","097023105","2108601",0.0025771709872966287,"-",9206447,"USD"
+"COP","CONOCOPHILLIPS","20825C104","2685717",0.0025429677243851215,"-",15930116,"USD"
+"PANW","PALO ALTO NETWORKS INC","697435105","B87ZMX0",0.002448684385951214,"-",8060122,"USD"
+"ETN","EATON CORP PLC","G29183103","B8KQN82",0.002396003383630079,"-",4866664,"USD"
+"SCHW","SCHWAB (CHARLES) CORP","808513105","2779397",0.002368979814390958,"-",18414949,"USD"
+"DE","DEERE + CO","244199105","2261203",0.002368361562991391,"-",3133621,"USD"
+"ADP","AUTOMATIC DATA PROCESSING","053015103","2065308",0.002357013658270314,"-",5017931,"USD"
+"FI","FISERV INC","337738108","2342034",0.002335733843969102,"-",7006348,"USD"
+"BMY","BRISTOL MYERS SQUIBB CO","110122108","2126335",0.0023109339854090675,"-",24976836,"USD"
+"MDT","MEDTRONIC PLC","G5960L103","BTN1Y11",0.002287370629648166,"-",15793347,"USD"
+"GILD","GILEAD SCIENCES INC","375558103","2369174",0.002267905682358585,"-",15346928,"USD"
+"SBUX","STARBUCKS CORP","855244109","2842255",0.00220698797590774,"-",13959017,"USD"
+"VRTX","VERTEX PHARMACEUTICALS INC","92532F100","2931034",0.0022005162798058252,"-",3171260,"USD"
+"KKR","KKR + CO INC","48251W104","BG1FRR1",0.0021849503050522206,"-",8306664,"USD"
+"PLD","PROLOGIS INC","74340W103","B44WZD7",0.00215892391548982,"-",11405856,"USD"
+"ANET","ARISTA NETWORKS INC","040413205","BL9XPM3",0.0021341639441168543,"-",12721698,"USD"
+"MMC","MARSH + MCLENNAN COS","571748102","2567741",0.002103540556244773,"-",6048195,"USD"
+"TMUS","T MOBILE US INC","872590104","B94Q9V0",0.002090098574202583,"-",6002485,"USD"
+"ADI","ANALOG DEVICES INC","032654105","2032067",0.002017144909053723,"-",6114230,"USD"
+"CB","CHUBB LTD","H1467J104","B3BQMF6",0.0019790426736062392,"-",4616220,"USD"
+"UPS","UNITED PARCEL SERVICE CL B","911312106","2517382",0.001920518198379523,"-",9006730,"USD"
+"GEV","GE VERNOVA INC","36828A101","BP6H4Y1",0.0018981315146371516,"-",3394557,"USD"
+"MU","MICRON TECHNOLOGY INC","595112103","2588184",0.0018973437426925426,"-",13654047,"USD"
+"LMT","LOCKHEED MARTIN CORP","539830109","2522096",0.0018713073813333746,"-",2597954,"USD"
+"LRCX","LAM RESEARCH CORP","512807306","BSML4N7",0.0018590420713097148,"-",15845518,"USD"
+"CRWD","CROWDSTRIKE HOLDINGS INC   A","22788C105","BJJP138",0.0018442239813136504,"-",2865904,"USD"
+"KLAC","KLA CORP","482480100","2480138",0.0018233230952895926,"-",1647360,"USD"
+"ELV","ELEVANCE HEALTH INC","036752103","BSPHGL4",0.0018226450131094225,"-",2855276,"USD"
+"SO","SOUTHERN CO/THE","842587107","2829601",0.0017749000501880532,"-",13493049,"USD"
+"ICE","INTERCONTINENTAL EXCHANGE IN","45866F104","BFSSDS9",0.0017683685233055347,"-",7070404,"USD"
+"MO","ALTRIA GROUP INC","02209S103","2692632",0.0017286608285785314,"-",20871575,"USD"
+"NKE","NIKE INC  CL B","654106103","2640147",0.001717422613621893,"-",14661979,"USD"
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+"EQIX","EQUINIX INC","29444U700","BVLZX12",0.0016967311353299462,"-",1188307,"USD"
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+"DUK","DUKE ENERGY CORP","26441C204","B7VD3F2",0.0016662074654255367,"-",9506631,"USD"
+"PH","PARKER HANNIFIN CORP","701094104","2671501",0.0016630464058503334,"-",1585301,"USD"
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+"TT","TRANE TECHNOLOGIES PLC","G8994E103","BK9ZQ96",0.0015959062982167534,"-",2771027,"USD"
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+"HCA","HCA HEALTHCARE INC","40412C101","B4MGBG6",0.0011623824337625892,"-",2245848,"USD"
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+"VST","VISTRA CORP","92840M102","BZ8VJQ8",0.000987227823546663,"-",4189857,"USD"
+"JCI","JOHNSON CONTROLS INTERNATION","G51502105","BY7QL61",0.0009860212361378312,"-",8226572,"USD"
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