S&P 500 2021 Trading Fund
How to invest your money in the most acclaimed financial index
2021 Here We Come!
The S&P 500 is the world’s most popular stock market index. The largest fund that is benchmarked to this index is the SPDR® S&P 500® ETF Trust. It has more than US$250 billion of assets under management.
The goal of this section of the course is to create a Python script that will accept the value of your portfolio and tell you how many shares of each S&P 500 constituent you should purchase to get an equal-weight version of the index fund.
Position Size is $10M
Below is a table of the trades and total investment to each company sorted alphabetically by Ticker ID
| Ticker | Price | Market Capitalization | Number of Shares to Buy | Total Investment |
|---|---|---|---|---|
| A | $117.74 | $36715905685.00 | 16 | 1,883.84 |
| AAL | $16.36 | $10020145405.00 | 121 | 1,979.56 |
| AAP | $158.89 | $10770826773.00 | 12 | 1,906.68 |
| AAPL | $136.33 | $2280290174013.00 | 14 | 1,908.62 |
| ABBV | $108.34 | $186709070387.00 | 18 | 1,950.12 |
| ABC | $98.30 | $19909667174.00 | 20 | 1,966.00 |
| ABMD | $324.91 | $14956236828.00 | 6 | 1,949.46 |
| ABT | $109.85 | $198235262520.00 | 18 | 1,977.30 |
| ACN | $260.98 | $170396647896.00 | 7 | 1,826.86 |
| ADBE | $500.13 | $240575821918.00 | 3 | 1,500.39 |
| ADI | $151.17 | $55554957164.00 | 13 | 1,965.21 |
| ADM | $51.17 | $28001826794.00 | 38 | 1,944.46 |
| ADP | $180.82 | $75770898287.00 | 10 | 1,808.20 |
| ADSK | $302.67 | $68866144334.00 | 6 | 1,816.02 |
| AEE | $80.46 | $19695831403.00 | 24 | 1,931.04 |
| AEP | $83.71 | $41303658563.00 | 23 | 1,925.33 |
| AES | $22.90 | $15272249898.00 | 86 | 1,969.40 |
| AFL | $46.11 | $32099350044.00 | 42 | 1,936.62 |
| AIG | $39.09 | $33616800322.00 | 50 | 1,954.50 |
| AIV | $5.15 | $804399395.00 | 384 | 1,977.60 |
| AIZ | $137.66 | $7945094946.00 | 14 | 1,927.24 |
| AJG | $124.10 | $24256512168.00 | 15 | 1,861.50 |
| AKAM | $106.67 | $17096935984.00 | 18 | 1,920.06 |
| ALB | $155.11 | $16149627236.00 | 12 | 1,861.32 |
| ALGN | $534.85 | $43108671289.00 | 3 | 1,604.55 |
| ALK | $53.20 | $6720251800.00 | 37 | 1,968.40 |
| ALL | $108.69 | $34351879725.00 | 18 | 1,956.42 |
| ALLE | $115.68 | $10704535083.00 | 17 | 1,966.56 |
| ALXN | $163.42 | $35754819274.00 | 12 | 1,961.04 |
| AMAT | $88.54 | $82768566116.00 | 22 | 1,947.88 |
| AMCR | $12.08 | $18415443342.00 | 163 | 1,969.04 |
| AMD | $96.19 | $111250602363.00 | 20 | 1,923.80 |
| AME | $125.30 | $27792127724.00 | 15 | 1,879.50 |
| AMGN | $227.75 | $134484558835.00 | 8 | 1,822.00 |
| AMP | $199.74 | $23548003904.00 | 9 | 1,797.66 |
| AMT | $222.94 | $98186671879.00 | 8 | 1,783.52 |
| AMZN | $3357.08 | $1698091822950.00 | 0 | - |
| ANET | $289.07 | $22034079774.00 | 6 | 1,734.42 |
| ANSS | $374.24 | $31916961255.00 | 5 | 1,871.20 |
| ANTM | $321.32 | $78180359924.00 | 6 | 1,927.92 |
| AON | $210.68 | $49421659476.00 | 9 | 1,896.12 |
| AOS | $56.81 | $9013028611.00 | 34 | 1,931.54 |
| APA | $15.03 | $5614314725.00 | 131 | 1,968.93 |
| APD | $274.00 | $60519188996.00 | 7 | 1,918.00 |
| APH | $130.08 | $39641347612.00 | 15 | 1,951.20 |
| APTV | $133.43 | $35786766836.00 | 14 | 1,868.02 |
| ARE | $183.62 | $24625799552.00 | 10 | 1,836.20 |
| ATO | $93.89 | $12326469965.00 | 21 | 1,971.69 |
| ATVI | $96.00 | $72978795839.00 | 20 | 1,920.00 |
| AVB | $158.26 | $23061524263.00 | 12 | 1,899.12 |
| AVGO | $440.13 | $183289314598.00 | 4 | 1,760.52 |
| AVY | $160.76 | $13404790406.00 | 12 | 1,929.12 |
| AWK | $153.18 | $28194926528.00 | 12 | 1,838.16 |
| AXP | $124.26 | $96726434520.00 | 15 | 1,863.90 |
| AZO | $1179.61 | $28094085383.00 | 1 | 1,179.61 |
| BA | $220.03 | $122878887262.00 | 8 | 1,760.24 |
| BAC | $30.28 | $263385152658.00 | 65 | 1,968.20 |
| BAX | $82.60 | $41772553730.00 | 23 | 1,899.80 |
| BBY | $105.96 | $26331307962.00 | 18 | 1,907.28 |
| BDX | $246.85 | $72957197991.00 | 8 | 1,974.80 |
| BEN | $25.32 | $12694748543.00 | 78 | 1,974.96 |
| BF.B | $80.16 | $37464459804.00 | 24 | 1,923.84 |
| BIIB | $251.98 | $38162500347.00 | 7 | 1,763.86 |
| BIO | $579.79 | $17837715261.00 | 3 | 1,739.37 |
| BK | $43.13 | $37707146385.00 | 45 | 1,940.85 |
| BKNG | $2268.68 | $94776931335.00 | 0 | - |
| BKR | $21.75 | $22812594161.00 | 91 | 1,979.25 |
| BLK | $714.66 | $110647063456.00 | 2 | 1,429.32 |
| BLL | $94.17 | $31100903886.00 | 21 | 1,977.57 |
| BMY | $62.44 | $140387891910.00 | 31 | 1,935.64 |
| BR | $153.93 | $17970117887.00 | 12 | 1,847.16 |
| BRK.B | $236.03 | $545751264289.00 | 8 | 1,888.24 |
| BSX | $36.09 | $53220631689.00 | 54 | 1,948.86 |
| BWA | $39.62 | $9866654345.00 | 49 | 1,941.38 |
| BXP | $94.78 | $15282542149.00 | 20 | 1,895.60 |
| C | $62.27 | $131174625895.00 | 31 | 1,930.37 |
| CAG | $37.70 | $17881056676.00 | 52 | 1,960.40 |
| CAH | $54.70 | $16327433967.00 | 36 | 1,969.20 |
| CARR | $39.01 | $33366778342.00 | 50 | 1,950.50 |
| CAT | $182.94 | $98702611046.00 | 10 | 1,829.40 |
| CB | $155.24 | $70796261889.00 | 12 | 1,862.88 |
| CBOE | $95.21 | $10385131718.00 | 20 | 1,904.20 |
| CBRE | $63.50 | $21530411186.00 | 31 | 1,968.50 |
| CCI | $163.16 | $69186239260.00 | 12 | 1,957.92 |
| CCL | $22.27 | $24969093584.00 | 88 | 1,959.76 |
| CDNS | $140.71 | $39226696075.00 | 14 | 1,969.94 |
| CDW | $136.00 | $19413894085.00 | 14 | 1,904.00 |
| CE | $132.60 | $15447337062.00 | 14 | 1,856.40 |
| CERN | $78.47 | $24041035116.00 | 25 | 1,961.75 |
| CF | $38.16 | $8369980566.00 | 51 | 1,946.16 |
| CFG | $36.60 | $15627361238.00 | 54 | 1,976.40 |
| CHD | $88.69 | $22464363307.00 | 22 | 1,951.18 |
| CHRW | $95.13 | $12944260197.00 | 20 | 1,902.60 |
| CHTR | $658.41 | $133662198308.00 | 3 | 1,975.23 |
| CI | $208.17 | $74700286095.00 | 9 | 1,873.53 |
| CINF | $88.86 | $14212118150.00 | 22 | 1,954.92 |
| CL | $87.20 | $74964147724.00 | 22 | 1,918.40 |
| CLX | $208.14 | $26444017147.00 | 9 | 1,873.26 |
| CMA | $57.68 | $7934083102.00 | 34 | 1,961.12 |
| CMCSA | $53.18 | $243378274358.00 | 37 | 1,967.66 |
| CME | $185.00 | $65196209563.00 | 10 | 1,850.00 |
| CMG | $1380.06 | $39686771235.00 | 1 | 1,380.06 |
| CMI | $232.45 | $33853945094.00 | 8 | 1,859.60 |
| CMS | $62.04 | $17637433210.00 | 31 | 1,923.24 |
| CNC | $59.39 | $34660792205.00 | 33 | 1,959.87 |
| CNP | $22.25 | $12011092676.00 | 88 | 1,958.00 |
| COF | $101.18 | $45062093339.00 | 19 | 1,922.42 |
| COG | $16.72 | $6683837364.00 | 118 | 1,972.96 |
| COO | $372.25 | $19803672805.00 | 5 | 1,861.25 |
| COP | $40.87 | $43902882486.00 | 48 | 1,961.76 |
| COST | $378.04 | $167876402410.00 | 5 | 1,890.20 |
| COTY | $7.01 | $5609722256.00 | 282 | 1,976.82 |
| CPB | $48.14 | $14873241759.00 | 41 | 1,973.74 |
| CPRT | $131.31 | $30937540107.00 | 15 | 1,969.65 |
| CRM | $232.20 | $206960655774.00 | 8 | 1,857.60 |
| CSCO | $45.66 | $196714218492.00 | 43 | 1,963.38 |
| CSX | $91.84 | $70291188918.00 | 21 | 1,928.64 |
| CTAS | $358.08 | $36670641091.00 | 5 | 1,790.40 |
| CTL | $11.00 | $12516890754.00 | 180 | 1,980.00 |
| CTSH | $83.76 | $43584291592.00 | 23 | 1,926.48 |
| CTVA | $39.05 | $28827608961.00 | 50 | 1,952.50 |
| CTXS | $132.19 | $16350267357.00 | 14 | 1,850.66 |
| CVS | $68.24 | $89971048667.00 | 29 | 1,978.96 |
| CVX | $85.41 | $161165820599.00 | 23 | 1,964.43 |
| CXO | $60.16 | $11668339309.00 | 32 | 1,925.12 |
| D | $77.40 | $61853938642.00 | 25 | 1,935.00 |
| DAL | $42.16 | $26771364715.00 | 46 | 1,939.36 |
| DD | $72.60 | $52886817319.00 | 27 | 1,960.20 |
| DE | $266.73 | $85976762424.00 | 7 | 1,867.11 |
| DFS | $91.30 | $28638229735.00 | 21 | 1,917.30 |
| DG | $218.78 | $53286179970.00 | 9 | 1,969.02 |
| DGX | $120.29 | $16277389296.00 | 16 | 1,924.64 |
| DHI | $72.53 | $26199117717.00 | 27 | 1,958.31 |
| DHR | $222.04 | $162425259336.00 | 8 | 1,776.32 |
| DIS | $188.04 | $334886246028.00 | 10 | 1,880.40 |
| DISCA | $30.42 | $13814439817.00 | 65 | 1,977.30 |
| DISCK | $27.24 | $13819981588.00 | 72 | 1,961.28 |
| DISH | $32.83 | $16736663918.00 | 60 | 1,969.80 |
| DLR | $142.18 | $39891593134.00 | 13 | 1,848.34 |
| DLTR | $108.30 | $25937520883.00 | 18 | 1,949.40 |
| DOV | $127.32 | $18547997509.00 | 15 | 1,909.80 |
| DOW | $56.41 | $41967396731.00 | 35 | 1,974.35 |
| DPZ | $392.27 | $15467285543.00 | 5 | 1,961.35 |
| DRE | $40.38 | $15118506451.00 | 49 | 1,978.62 |
| DRI | $118.34 | $16059381264.00 | 16 | 1,893.44 |
| DTE | $121.98 | $23390134194.00 | 16 | 1,951.68 |
| DUK | $92.71 | $67180130582.00 | 21 | 1,946.91 |
| DVA | $120.40 | $13241050144.00 | 16 | 1,926.40 |
| DVN | $16.22 | $6286160501.00 | 122 | 1,978.84 |
| DXC | $25.48 | $6283947250.00 | 77 | 1,961.96 |
| DXCM | $372.86 | $34935284535.00 | 5 | 1,864.30 |
| EA | $143.08 | $41767818590.00 | 13 | 1,860.04 |
| EBAY | $52.80 | $36293184271.00 | 37 | 1,953.60 |
| ECL | $216.99 | $63645106876.00 | 9 | 1,952.91 |
| ED | $72.70 | $23859175275.00 | 27 | 1,962.90 |
| EFX | $193.16 | $24057142509.00 | 10 | 1,931.60 |
| EIX | $62.55 | $23389561121.00 | 31 | 1,939.05 |
| EL | $262.77 | $95897193694.00 | 7 | 1,839.39 |
| EMN | $100.27 | $13979495616.00 | 19 | 1,905.13 |
| EMR | $80.11 | $49687708265.00 | 24 | 1,922.64 |
| EOG | $51.47 | $30698762448.00 | 38 | 1,955.86 |
| EQIX | $714.90 | $64991776197.00 | 2 | 1,429.80 |
| EQR | $59.87 | $22643009212.00 | 33 | 1,975.71 |
| ES | $85.49 | $30097951774.00 | 23 | 1,966.27 |
| ESS | $243.82 | $16228525438.00 | 8 | 1,950.56 |
| ETFC | $49.52 | $11367387068.00 | 39 | 1,931.28 |
| ETN | $121.20 | $48574329097.00 | 16 | 1,939.20 |
| ETR | $100.80 | $20368646804.00 | 19 | 1,915.20 |
| EVRG | $55.79 | $12866024228.00 | 35 | 1,952.65 |
| EW | $92.12 | $56946936589.00 | 21 | 1,934.52 |
| EXC | $43.21 | $42595274879.00 | 45 | 1,944.45 |
| EXPD | $98.90 | $16669306396.00 | 20 | 1,978.00 |
| EXPE | $136.59 | $18431247774.00 | 14 | 1,912.26 |
| EXR | $116.84 | $15200353992.00 | 16 | 1,869.44 |
| F | $9.25 | $36318038675.00 | 214 | 1,979.50 |
| FANG | $49.59 | $8098680690.00 | 39 | 1,934.01 |
| FAST | $50.70 | $28849895163.00 | 39 | 1,977.30 |
| FB | $272.96 | $794879097789.00 | 7 | 1,910.72 |
| FBHS | $89.67 | $12338266392.00 | 22 | 1,972.74 |
| FCX | $26.65 | $38987686286.00 | 74 | 1,972.10 |
| FDX | $266.81 | $69928809689.00 | 7 | 1,867.67 |
| FE | $31.07 | $16841617713.00 | 63 | 1,957.41 |
| FFIV | $181.79 | $11226149096.00 | 10 | 1,817.90 |
| FIS | $146.51 | $89241864154.00 | 13 | 1,904.63 |
| FISV | $116.70 | $77878508279.00 | 16 | 1,867.20 |
| FITB | $27.86 | $19668365790.00 | 71 | 1,978.06 |
| FLIR | $44.24 | $5985631477.00 | 44 | 1,946.56 |
| FLS | $37.09 | $4963690091.00 | 53 | 1,965.77 |
| FLT | $282.87 | $23337629953.00 | 7 | 1,980.09 |
| FMC | $115.03 | $15160659829.00 | 17 | 1,955.51 |
| FOX | $29.50 | $17376259578.00 | 67 | 1,976.50 |
| FOXA | $30.22 | $17886710494.00 | 65 | 1,964.30 |
| FRC | $151.19 | $25788045018.00 | 13 | 1,965.47 |
| FRT | $89.87 | $6572581474.00 | 22 | 1,977.14 |
| FTI | $9.97 | $4416152515.00 | 198 | 1,974.06 |
| FTNT | $148.64 | $24302335817.00 | 13 | 1,932.32 |
| FTV | $70.67 | $24268978655.00 | 28 | 1,978.76 |
| GD | $155.10 | $44316035071.00 | 12 | 1,861.20 |
| GE | $10.71 | $96332634228.00 | 184 | 1,970.64 |
| GILD | $58.88 | $72573425331.00 | 33 | 1,943.04 |
| GIS | $60.14 | $37230123906.00 | 32 | 1,924.48 |
| GL | $94.40 | $9810744673.00 | 20 | 1,888.00 |
| GLW | $37.29 | $28238039414.00 | 53 | 1,976.37 |
| GM | $43.60 | $60461885813.00 | 45 | 1,962.00 |
| GOOG | $1820.25 | $1216422785941.00 | 1 | 1,820.25 |
| GOOGL | $1780.06 | $1192275701074.00 | 1 | 1,780.06 |
| GPC | $101.80 | $14530302031.00 | 19 | 1,934.20 |
| GPN | $211.26 | $64390786592.00 | 9 | 1,901.34 |
| GPS | $20.57 | $7740866670.00 | 96 | 1,974.72 |
| GRMN | $120.81 | $23603636440.00 | 16 | 1,932.96 |
| GS | $262.48 | $91177134202.00 | 7 | 1,837.36 |
| GWW | $417.14 | $22565760595.00 | 4 | 1,668.56 |
| HAL | $19.98 | $17093921374.00 | 99 | 1,978.02 |
| HAS | $98.00 | $13188946166.00 | 20 | 1,960.00 |
| HBAN | $12.87 | $13124344342.00 | 153 | 1,969.11 |
| HBI | $15.22 | $5225364401.00 | 130 | 1,978.60 |
| HCA | $166.47 | $56557382579.00 | 11 | 1,831.17 |
| HD | $267.28 | $291138004185.00 | 7 | 1,870.96 |
| HES | $55.98 | $16976877983.00 | 35 | 1,959.30 |
| HFC | $27.32 | $4288399095.00 | 72 | 1,967.04 |
| HIG | $48.99 | $17606041518.00 | 40 | 1,959.60 |
| HII | $169.43 | $7090981300.00 | 11 | 1,863.73 |
| HLT | $111.10 | $32079990163.00 | 17 | 1,888.70 |
| HOLX | $73.50 | $18593886500.00 | 26 | 1,911.00 |
| HON | $217.95 | $152571885427.00 | 9 | 1,961.55 |
| HPE | $11.90 | $15618708063.00 | 166 | 1,975.40 |
| HPQ | $24.78 | $32065901742.00 | 79 | 1,957.62 |
| HRB | $15.90 | $2851796601.00 | 124 | 1,971.60 |
| HRL | $47.50 | $25620342640.00 | 41 | 1,947.50 |
| HSIC | $67.53 | $9592982323.00 | 29 | 1,958.37 |
| HST | $15.00 | $10588353780.00 | 132 | 1,980.00 |
| HSY | $152.88 | $31870976418.00 | 12 | 1,834.56 |
| HUM | $412.93 | $55739827462.00 | 4 | 1,651.72 |
| HWM | $28.47 | $12638039264.00 | 69 | 1,964.43 |
| IBM | $124.82 | $114693795918.00 | 15 | 1,872.30 |
| ICE | $115.81 | $65912564301.00 | 17 | 1,968.77 |
| IDXX | $519.94 | $44026013907.00 | 3 | 1,559.82 |
| IEX | $199.84 | $14927918443.00 | 9 | 1,798.56 |
| IFF | $113.80 | $12030221490.00 | 17 | 1,934.60 |
| ILMN | $382.00 | $54488810524.00 | 5 | 1,910.00 |
| INCY | $88.35 | $19858086141.00 | 22 | 1,943.70 |
| INFO | $89.83 | $38798545819.00 | 22 | 1,976.26 |
| INTC | $50.36 | $205534921720.00 | 39 | 1,964.04 |
| INTU | $385.57 | $107436940334.00 | 5 | 1,927.85 |
| IP | $50.39 | $20084746272.00 | 39 | 1,965.21 |
| IPG | $23.93 | $9393089739.00 | 82 | 1,962.26 |
| IPGP | $231.62 | $12067235223.00 | 8 | 1,852.96 |
| IQV | $178.03 | $34738862032.00 | 11 | 1,958.33 |
| IR | $47.23 | $19368223386.00 | 41 | 1,936.43 |
| IRM | $29.80 | $8684840353.00 | 66 | 1,966.80 |
| ISRG | $820.10 | $99583517090.00 | 2 | 1,640.20 |
| IT | $163.01 | $14322189845.00 | 12 | 1,956.12 |
| ITW | $207.81 | $66914910745.00 | 9 | 1,870.29 |
| IVZ | $17.63 | $7984947582.00 | 112 | 1,974.56 |
| J | $108.65 | $14411519140.00 | 18 | 1,955.70 |
| JBHT | $140.87 | $14650985478.00 | 14 | 1,972.18 |
| JCI | $47.61 | $35182537457.00 | 41 | 1,952.01 |
| JKHY | $161.03 | $12445209528.00 | 12 | 1,932.36 |
| JNJ | $158.94 | $426524218817.00 | 12 | 1,907.28 |
| JNPR | $22.50 | $7590544791.00 | 88 | 1,980.00 |
| JPM | $127.41 | $395564911216.00 | 15 | 1,911.15 |
| K | $62.83 | $22111546866.00 | 31 | 1,947.73 |
| KEY | $16.49 | $16417113923.00 | 120 | 1,978.80 |
| KEYS | $132.50 | $25392057064.00 | 14 | 1,855.00 |
| KHC | $35.27 | $42543801954.00 | 56 | 1,975.12 |
| KIM | $15.00 | $6522700717.00 | 132 | 1,980.00 |
| KLAC | $271.92 | $41924342851.00 | 7 | 1,903.44 |
| KMB | $139.32 | $46257653654.00 | 14 | 1,950.48 |
| KMI | $13.74 | $31177032266.00 | 144 | 1,978.56 |
| KMX | $96.27 | $16187356374.00 | 20 | 1,925.40 |
| KO | $55.23 | $237511734628.00 | 35 | 1,933.05 |
| KR | $32.19 | $24041071095.00 | 61 | 1,963.59 |
| KSS | $41.77 | $6773628464.00 | 47 | 1,963.19 |
| KSU | $201.91 | $18939405912.00 | 9 | 1,817.19 |
| L | $44.44 | $12316750726.00 | 44 | 1,955.36 |
| LB | $38.59 | $10839505215.00 | 51 | 1,968.09 |
| LDOS | $109.11 | $15447641341.00 | 18 | 1,963.98 |
| LEG | $45.51 | $6155777391.00 | 43 | 1,956.93 |
| LEN | $80.19 | $24852993119.00 | 24 | 1,924.56 |
| LH | $207.90 | $19913121376.00 | 9 | 1,871.10 |
| LHX | $191.93 | $41258484803.00 | 10 | 1,919.30 |
| LIN | $263.49 | $140856419809.00 | 7 | 1,844.43 |
| LKQ | $35.42 | $10802020105.00 | 55 | 1,948.10 |
| LLY | $172.49 | $162812275809.00 | 11 | 1,897.39 |
| LMT | $359.51 | $99798056030.00 | 5 | 1,797.55 |
| LNC | $50.77 | $9629361410.00 | 39 | 1,980.03 |
| LNT | $53.23 | $12708774793.00 | 37 | 1,969.51 |
| LOW | $167.18 | $118749574236.00 | 11 | 1,838.98 |
| LRCX | $506.48 | $70257114654.00 | 3 | 1,519.44 |
| LUV | $47.99 | $27904294800.00 | 41 | 1,967.59 |
| LVS | $60.78 | $44878628147.00 | 32 | 1,944.96 |
| LW | $80.05 | $11724029685.00 | 24 | 1,921.20 |
| LYB | $92.52 | $30860317596.00 | 21 | 1,942.92 |
| LYV | $77.42 | $16453682674.00 | 25 | 1,935.50 |
| MA | $368.56 | $360080029597.00 | 5 | 1,842.80 |
| MAA | $128.00 | $14741353369.00 | 15 | 1,920.00 |
| MAR | $131.10 | $44269770242.00 | 15 | 1,966.50 |
| MAS | $55.75 | $14595743730.00 | 35 | 1,951.25 |
| MCD | $219.67 | $164773027186.00 | 9 | 1,977.03 |
| MCHP | $136.87 | $36087970821.00 | 14 | 1,916.18 |
| MCK | $180.90 | $28162654277.00 | 10 | 1,809.00 |
| MCO | $287.00 | $55092699592.00 | 6 | 1,722.00 |
| MDLZ | $60.00 | $83955374978.00 | 33 | 1,980.00 |
| MDT | $120.28 | $160492204749.00 | 16 | 1,924.48 |
| MET | $48.10 | $43655603480.00 | 41 | 1,972.10 |
| MGM | $32.54 | $15574536632.00 | 60 | 1,952.40 |
| MHK | $143.49 | $10616167505.00 | 13 | 1,865.37 |
| MKC | $95.09 | $26393139577.00 | 20 | 1,901.80 |
| MKTX | $565.94 | $22229012291.00 | 3 | 1,697.82 |
| MLM | $282.17 | $18001096382.00 | 7 | 1,975.19 |
| MMC | $116.26 | $58697984684.00 | 17 | 1,976.42 |
| MMM | $181.62 | $103326387218.00 | 10 | 1,816.20 |
| MNST | $91.88 | $48529158403.00 | 21 | 1,929.48 |
| MO | $40.95 | $76595865544.00 | 48 | 1,965.60 |
| MOS | $22.20 | $8525592820.00 | 89 | 1,975.80 |
| MPC | $41.98 | $27957534453.00 | 47 | 1,973.06 |
| MRK | $83.16 | $208673568720.00 | 23 | 1,912.68 |
| MRO | $7.10 | $5571731700.00 | 278 | 1,973.80 |
| MS | $70.73 | $124140250945.00 | 27 | 1,909.71 |
| MSCI | $445.22 | $37497280884.00 | 4 | 1,780.88 |
| MSFT | $230.43 | $1677898288478.00 | 8 | 1,843.44 |
| MSI | $167.65 | $28721207499.00 | 11 | 1,844.15 |
| MTB | $125.79 | $16554155763.00 | 15 | 1,886.85 |
| MTD | $1186.41 | $27044193766.00 | 1 | 1,186.41 |
| MU | $75.13 | $81139814711.00 | 26 | 1,953.38 |
| MXIM | $90.48 | $23744280118.00 | 21 | 1,900.08 |
| MYL | $16.15 | $8993346537.00 | 122 | 1,970.30 |
| NBL | $8.63 | $4214821219.00 | 229 | 1,976.27 |
| NCLH | $26.91 | $5645062728.00 | 73 | 1,964.43 |
| NDAQ | $136.33 | $21868838886.00 | 14 | 1,908.62 |
| NEE | $79.15 | $149979774088.00 | 25 | 1,978.75 |
| NEM | $60.75 | $48821577287.00 | 32 | 1,944.00 |
| NFLX | $533.28 | $233257238596.00 | 3 | 1,599.84 |
| NI | $23.18 | $8947840887.00 | 85 | 1,970.30 |
| NKE | $142.43 | $226405821074.00 | 13 | 1,851.59 |
| NLOK | $21.31 | $12825631383.00 | 92 | 1,960.52 |
| NLSN | $21.58 | $7478593225.00 | 91 | 1,963.78 |
| NOC | $314.37 | $50758815770.00 | 6 | 1,886.22 |
| NOV | $14.18 | $5483718031.00 | 139 | 1,971.02 |
| NOW | $573.12 | $109627903887.00 | 3 | 1,719.36 |
| NRG | $37.83 | $9149084961.00 | 52 | 1,967.16 |
| NSC | $237.79 | $62183916046.00 | 8 | 1,902.32 |
| NTAP | $68.08 | $15197374701.00 | 29 | 1,974.32 |
| NTRS | $94.98 | $19349139102.00 | 20 | 1,899.60 |
| NUE | $53.34 | $16005497900.00 | 37 | 1,973.58 |
| NVDA | $546.81 | $340674010318.00 | 3 | 1,640.43 |
| NVR | $4332.83 | $15526776578.00 | 0 | - |
| NWL | $21.37 | $9065432755.00 | 92 | 1,966.04 |
| NWS | $18.07 | $11124042201.00 | 109 | 1,969.63 |
| NWSA | $18.25 | $11043584221.00 | 108 | 1,971.00 |
| O | $62.22 | $22350039252.00 | 31 | 1,928.82 |
| ODFL | $202.81 | $23054514939.00 | 9 | 1,825.29 |
| OKE | $38.70 | $17121187755.00 | 51 | 1,973.70 |
| OMC | $63.14 | $13808162094.00 | 31 | 1,957.34 |
| ORCL | $66.60 | $197084123023.00 | 29 | 1,931.40 |
| ORLY | $455.90 | $33791427084.00 | 4 | 1,823.60 |
| OTIS | $69.12 | $29907365943.00 | 28 | 1,935.36 |
| OXY | $17.93 | $17287353172.00 | 110 | 1,972.30 |
| PAYC | $459.61 | $27151588556.00 | 4 | 1,838.44 |
| PAYX | $93.13 | $34060025367.00 | 21 | 1,955.73 |
| PBCT | $13.08 | $5711812098.00 | 151 | 1,975.08 |
| PCAR | $86.29 | $30525878878.00 | 22 | 1,898.38 |
| PEAK | $30.45 | $16090707270.00 | 65 | 1,979.25 |
| PEG | $57.67 | $30046471243.00 | 34 | 1,960.78 |
| PEP | $150.29 | $209220885029.00 | 13 | 1,953.77 |
| PFE | $38.40 | $214290427022.00 | 51 | 1,958.40 |
| PFG | $50.14 | $13516813349.00 | 39 | 1,955.46 |
| PG | $140.82 | $349737298625.00 | 14 | 1,971.48 |
| PGR | $98.12 | $58829564786.00 | 20 | 1,962.40 |
| PH | $273.21 | $36349658254.00 | 7 | 1,912.47 |
| PHM | $44.42 | $12224158041.00 | 44 | 1,954.48 |
| PKG | $143.36 | $13637932706.00 | 13 | 1,863.68 |
| PKI | $141.39 | $16499455221.00 | 14 | 1,979.46 |
| PLD | $101.11 | $75640915900.00 | 19 | 1,921.09 |
| PM | $82.17 | $129662344993.00 | 24 | 1,972.08 |
| PNC | $147.66 | $64761761996.00 | 13 | 1,919.58 |
| PNR | $53.14 | $9117097885.00 | 37 | 1,966.18 |
| PNW | $82.36 | $9196709855.00 | 24 | 1,976.64 |
| PPG | $147.65 | $35420071467.00 | 13 | 1,919.45 |
| PPL | $27.90 | $21681370260.00 | 70 | 1,953.00 |
| PRGO | $46.12 | $6125335085.00 | 42 | 1,937.04 |
| PRU | $80.09 | $32121671598.00 | 24 | 1,922.16 |
| PSA | $237.23 | $41997397712.00 | 8 | 1,897.84 |
| PSX | $72.40 | $32359489986.00 | 27 | 1,954.80 |
| PVH | $99.24 | $6824521558.00 | 19 | 1,885.56 |
| PWR | $74.02 | $9882191784.00 | 26 | 1,924.52 |
| PXD | $116.92 | $19291848481.00 | 16 | 1,870.72 |
| PYPL | $242.39 | $282532885948.00 | 8 | 1,939.12 |
| QCOM | $153.30 | $169805998731.00 | 12 | 1,839.60 |
| QRVO | $171.67 | $19916032481.00 | 11 | 1,888.37 |
| RCL | $76.11 | $17314444322.00 | 26 | 1,978.86 |
| RE | $237.41 | $9580601363.00 | 8 | 1,899.28 |
| REG | $46.68 | $7778449545.00 | 42 | 1,960.56 |
| REGN | $491.30 | $51584656090.00 | 4 | 1,965.20 |
| RF | $16.36 | $15633586047.00 | 121 | 1,979.56 |
| RHI | $63.50 | $7356279696.00 | 31 | 1,968.50 |
| RJF | $97.68 | $12937660416.00 | 20 | 1,953.60 |
| RL | $108.23 | $7762902071.00 | 18 | 1,948.14 |
| RMD | $213.09 | $30723771776.00 | 9 | 1,917.81 |
| ROK | $250.70 | $28989872462.00 | 7 | 1,754.90 |
| ROL | $39.41 | $18823391749.00 | 50 | 1,970.50 |
| ROP | $437.35 | $45235890059.00 | 4 | 1,749.40 |
| ROST | $126.81 | $45072963341.00 | 15 | 1,902.15 |
| RSG | $97.87 | $30534092971.00 | 20 | 1,957.30 |
| RTX | $74.47 | $111442906663.00 | 26 | 1,936.22 |
| SBAC | $275.74 | $31982095663.00 | 7 | 1,930.18 |
| SBUX | $109.89 | $128189289119.00 | 18 | 1,978.02 |
| SCHW | $53.12 | $99255503284.00 | 37 | 1,965.44 |
| SEE | $45.89 | $7417400314.00 | 43 | 1,973.27 |
| SHW | $760.05 | $66368401306.00 | 2 | 1,520.10 |
| SIVB | $386.84 | $20082317673.00 | 5 | 1,934.20 |
| SJM | $118.76 | $13566558370.00 | 16 | 1,900.16 |
| SLB | $22.02 | $31760436840.00 | 89 | 1,959.78 |
| SLG | $58.44 | $4277486896.00 | 33 | 1,928.52 |
| SNA | $171.11 | $9414154738.00 | 11 | 1,882.21 |
| SNPS | $257.87 | $41254017213.00 | 7 | 1,805.09 |
| SO | $63.26 | $67055495472.00 | 31 | 1,961.06 |
| SPG | $84.99 | $28539800028.00 | 23 | 1,954.77 |
| SPGI | $338.73 | $78631219539.00 | 5 | 1,693.65 |
| SRE | $128.52 | $36422116339.00 | 15 | 1,927.80 |
| STE | $190.15 | $16051652104.00 | 10 | 1,901.50 |
| STT | $72.82 | $26279910593.00 | 27 | 1,966.14 |
| STX | $63.40 | $16166508056.00 | 31 | 1,965.40 |
| STZ | $224.76 | $42912631007.00 | 8 | 1,798.08 |
| SWK | $178.80 | $28859856972.00 | 11 | 1,966.80 |
| SWKS | $157.46 | $25573181319.00 | 12 | 1,889.52 |
| SYF | $35.48 | $20531401141.00 | 55 | 1,951.40 |
| SYK | $245.98 | $92758950830.00 | 8 | 1,967.84 |
| SYY | $75.92 | $38499601651.00 | 26 | 1,973.92 |
| T | $29.06 | $204274353792.00 | 68 | 1,976.08 |
| TAP | $46.19 | $10246850572.00 | 42 | 1,939.98 |
| TDG | $618.08 | $34052751588.00 | 3 | 1,854.24 |
| TDY | $400.50 | $14640070682.00 | 4 | 1,602.00 |
| TEL | $121.73 | $40812494049.00 | 16 | 1,947.68 |
| TFC | $48.66 | $63998910573.00 | 40 | 1,946.40 |
| TFX | $423.32 | $18992938849.00 | 4 | 1,693.28 |
| TGT | $181.22 | $91300089952.00 | 10 | 1,812.20 |
| TIF | $136.80 | $16716038418.00 | 14 | 1,915.20 |
| TJX | $69.10 | $82580300924.00 | 28 | 1,934.80 |
| TMO | $471.11 | $186574213124.00 | 4 | 1,884.44 |
| TMUS | $137.48 | $167699078141.00 | 14 | 1,924.72 |
| TPR | $32.69 | $9111293791.00 | 60 | 1,961.40 |
| TROW | $151.26 | $34588157044.00 | 13 | 1,966.38 |
| TRV | $143.79 | $36447572069.00 | 13 | 1,869.27 |
| TSCO | $147.30 | $17422888424.00 | 13 | 1,914.90 |
| TSN | $63.90 | $23171931185.00 | 30 | 1,917.00 |
| TT | $151.93 | $35724382051.00 | 13 | 1,975.09 |
| TTWO | $213.54 | $23786551574.00 | 9 | 1,921.86 |
| TWTR | $56.38 | $44960361805.00 | 35 | 1,973.30 |
| TXN | $168.20 | $149437868708.00 | 11 | 1,850.20 |
| TXT | $48.47 | $11485968427.00 | 40 | 1,938.80 |
| TYL | $440.41 | $17801335087.00 | 4 | 1,761.64 |
| UA | $15.14 | $7634915935.00 | 130 | 1,968.20 |
| UAA | $18.20 | $7418393395.00 | 108 | 1,965.60 |
| UAL | $46.06 | $13197385593.00 | 42 | 1,934.52 |
| UDR | $38.83 | $11237721428.00 | 50 | 1,941.50 |
| UHS | $139.11 | $12027251500.00 | 14 | 1,947.54 |
| ULTA | $293.91 | $16159590562.00 | 6 | 1,763.46 |
| UNH | $345.69 | $334186460034.00 | 5 | 1,728.45 |
| UNM | $23.23 | $4616649324.00 | 85 | 1,974.55 |
| UNP | $207.10 | $144348410015.00 | 9 | 1,863.90 |
| UPS | $171.10 | $144036826058.00 | 11 | 1,882.10 |
| URI | $235.44 | $17164557728.00 | 8 | 1,883.52 |
| USB | $46.17 | $71133699771.00 | 42 | 1,939.14 |
| V | $227.56 | $499197891103.00 | 8 | 1,820.48 |
| VAR | $182.75 | $16230129664.00 | 10 | 1,827.50 |
| VFC | $88.55 | $34099790559.00 | 22 | 1,948.10 |
| VIAC | $37.00 | $23291079167.00 | 53 | 1,961.00 |
| VLO | $59.00 | $23307188444.00 | 33 | 1,947.00 |
| VMC | $149.66 | $20295748049.00 | 13 | 1,945.58 |
| VNO | $37.18 | $7265243261.00 | 53 | 1,970.54 |
| VRSK | $211.22 | $34205710706.00 | 9 | 1,900.98 |
| VRSN | $216.90 | $25208277438.00 | 9 | 1,952.10 |
| VRTX | $234.11 | $63173784787.00 | 8 | 1,872.88 |
| VTR | $49.81 | $18368859466.00 | 39 | 1,942.59 |
| VZ | $58.97 | $247738179424.00 | 33 | 1,946.01 |
| WAB | $73.50 | $14426922253.00 | 26 | 1,911.00 |
| WAT | $252.65 | $15553529142.00 | 7 | 1,768.55 |
| WBA | $41.20 | $34488695366.00 | 48 | 1,977.60 |
| WDC | $50.87 | $15672158224.00 | 38 | 1,933.06 |
| WEC | $94.06 | $28762621585.00 | 21 | 1,975.26 |
| WELL | $66.90 | $26912363620.00 | 29 | 1,940.10 |
| WFC | $30.72 | $124031626216.00 | 64 | 1,966.08 |
| WHR | $186.45 | $11951164015.00 | 10 | 1,864.50 |
| WLTW | $213.83 | $26929602022.00 | 9 | 1,924.47 |
| WM | $121.42 | $49485706625.00 | 16 | 1,942.72 |
| WMB | $20.75 | $25199074641.00 | 95 | 1,971.25 |
| WMT | $149.02 | $411089290948.00 | 13 | 1,937.26 |
| WRB | $67.00 | $11774817580.00 | 29 | 1,943.00 |
| WRK | $44.04 | $11636589632.00 | 44 | 1,937.76 |
| WST | $292.85 | $21278851828.00 | 6 | 1,757.10 |
| WU | $21.81 | $9378351482.00 | 90 | 1,962.90 |
| WY | $33.78 | $25243798003.00 | 58 | 1,959.24 |
| WYNN | $114.90 | $12799324516.00 | 17 | 1,953.30 |
| XEL | $66.72 | $34866450705.00 | 29 | 1,934.88 |
| XLNX | $147.20 | $36440604826.00 | 13 | 1,913.60 |
| XOM | $42.60 | $181278995408.00 | 46 | 1,959.60 |
| XRAY | $51.76 | $11565431661.00 | 38 | 1,966.88 |
| XRX | $23.81 | $4748026817.00 | 83 | 1,976.23 |
| XYL | $102.21 | $18609175176.00 | 19 | 1,941.99 |
| YUM | $111.44 | $34041559392.00 | 17 | 1,894.48 |
| ZBH | $152.85 | $31878925565.00 | 12 | 1,834.20 |
| ZBRA | $395.00 | $21236980053.00 | 5 | 1,975.00 |
| ZION | $44.03 | $7373730625.00 | 44 | 1,937.32 |
| ZTS | $166.11 | $80277221009.00 | 11 | 1,827.21 |
Andrew D'Armond
Leveraging data science to achieve results