The yfinance package#
GitHub: ranaroussi/yfinance
yfinance is a popular Python library that provides a straightforward way to download financial market data from Yahoo! Finance. This guide will introduce you to the basics of yfinance, including fetching data and utilizing key features.
Once installed, you can import yFinance into your Python script to start using its functionalities.
import yfinance as yf
The Ticker object#
The Ticker object is the primary way to access data from Yahoo! Finance. It represents a single stock or other financial instrument.
When you create a Ticker object by passing a ticker symbol to the yf.Ticker() method, you get access to various attributes and methods that allow you to retrieve detailed information about that particular ticker.
Let’s create a Ticker object for Apple Inc. (ticker symbol: AAPL).
aapl = yf.Ticker("AAPL")
Exploring stock information#
yFinance provides various methods to access detailed information about a stock.
Company information#
Access a variety of metadata about the company, including sector, industry, and more.
# Get company information
aapl.info
{'address1': 'One Apple Park Way',
'city': 'Cupertino',
'state': 'CA',
'zip': '95014',
'country': 'United States',
'phone': '408 996 1010',
'website': 'https://www.apple.com',
'industry': 'Consumer Electronics',
'industryKey': 'consumer-electronics',
'industryDisp': 'Consumer Electronics',
'sector': 'Technology',
'sectorKey': 'technology',
'sectorDisp': 'Technology',
'longBusinessSummary': 'Apple Inc. designs, manufactures, and markets smartphones, personal computers, tablets, wearables, and accessories worldwide. The company offers iPhone, a line of smartphones; Mac, a line of personal computers; iPad, a line of multi-purpose tablets; and wearables, home, and accessories comprising AirPods, Apple TV, Apple Watch, Beats products, and HomePod. It also provides AppleCare support and cloud services; and operates various platforms, including the App Store that allow customers to discover and download applications and digital content, such as books, music, video, games, and podcasts. In addition, the company offers various services, such as Apple Arcade, a game subscription service; Apple Fitness+, a personalized fitness service; Apple Music, which offers users a curated listening experience with on-demand radio stations; Apple News+, a subscription news and magazine service; Apple TV+, which offers exclusive original content; Apple Card, a co-branded credit card; and Apple Pay, a cashless payment service, as well as licenses its intellectual property. The company serves consumers, and small and mid-sized businesses; and the education, enterprise, and government markets. It distributes third-party applications for its products through the App Store. The company also sells its products through its retail and online stores, and direct sales force; and third-party cellular network carriers, wholesalers, retailers, and resellers. Apple Inc. was founded in 1976 and is headquartered in Cupertino, California.',
'fullTimeEmployees': 150000,
'companyOfficers': [{'maxAge': 1,
'name': 'Mr. Timothy D. Cook',
'age': 62,
'title': 'CEO & Director',
'yearBorn': 1961,
'fiscalYear': 2023,
'totalPay': 16239562,
'exercisedValue': 0,
'unexercisedValue': 0},
{'maxAge': 1,
'name': 'Mr. Luca Maestri',
'age': 60,
'title': 'CFO & Senior VP',
'yearBorn': 1963,
'fiscalYear': 2023,
'totalPay': 4612242,
'exercisedValue': 0,
'unexercisedValue': 0},
{'maxAge': 1,
'name': 'Mr. Jeffrey E. Williams',
'age': 59,
'title': 'Chief Operating Officer',
'yearBorn': 1964,
'fiscalYear': 2023,
'totalPay': 4637585,
'exercisedValue': 0,
'unexercisedValue': 0},
{'maxAge': 1,
'name': 'Ms. Katherine L. Adams',
'age': 59,
'title': 'Senior VP, General Counsel & Secretary',
'yearBorn': 1964,
'fiscalYear': 2023,
'totalPay': 4618064,
'exercisedValue': 0,
'unexercisedValue': 0},
{'maxAge': 1,
'name': "Ms. Deirdre O'Brien",
'age': 56,
'title': 'Senior Vice President of Retail',
'yearBorn': 1967,
'fiscalYear': 2023,
'totalPay': 4613369,
'exercisedValue': 0,
'unexercisedValue': 0},
{'maxAge': 1,
'name': 'Mr. Chris Kondo',
'title': 'Senior Director of Corporate Accounting',
'fiscalYear': 2023,
'exercisedValue': 0,
'unexercisedValue': 0},
{'maxAge': 1,
'name': 'Mr. James Wilson',
'title': 'Chief Technology Officer',
'fiscalYear': 2023,
'exercisedValue': 0,
'unexercisedValue': 0},
{'maxAge': 1,
'name': 'Suhasini Chandramouli',
'title': 'Director of Investor Relations',
'fiscalYear': 2023,
'exercisedValue': 0,
'unexercisedValue': 0},
{'maxAge': 1,
'name': 'Mr. Greg Joswiak',
'title': 'Senior Vice President of Worldwide Marketing',
'fiscalYear': 2023,
'exercisedValue': 0,
'unexercisedValue': 0},
{'maxAge': 1,
'name': 'Mr. Adrian Perica',
'age': 49,
'title': 'Head of Corporate Development',
'yearBorn': 1974,
'fiscalYear': 2023,
'exercisedValue': 0,
'unexercisedValue': 0}],
'auditRisk': 6,
'boardRisk': 1,
'compensationRisk': 2,
'shareHolderRightsRisk': 1,
'overallRisk': 1,
'governanceEpochDate': 1714521600,
'compensationAsOfEpochDate': 1703980800,
'irWebsite': 'http://investor.apple.com/',
'maxAge': 86400,
'priceHint': 2,
'previousClose': 189.84,
'open': 189.38,
'dayLow': 189.22,
'dayHigh': 190.81,
'regularMarketPreviousClose': 189.84,
'regularMarketOpen': 189.38,
'regularMarketDayLow': 189.22,
'regularMarketDayHigh': 190.81,
'dividendRate': 1.0,
'dividendYield': 0.0053,
'exDividendDate': 1715299200,
'payoutRatio': 0.14930001,
'fiveYearAvgDividendYield': 0.73,
'beta': 1.264,
'trailingPE': 29.482918,
'forwardPE': 26.26141,
'volume': 40771639,
'regularMarketVolume': 40771639,
'averageVolume': 64275736,
'averageVolume10days': 58961950,
'averageDailyVolume10Day': 58961950,
'bid': 189.81,
'ask': 189.91,
'bidSize': 100,
'askSize': 100,
'marketCap': 2911485558784,
'fiftyTwoWeekLow': 164.08,
'fiftyTwoWeekHigh': 199.62,
'priceToSalesTrailing12Months': 7.629219,
'fiftyDayAverage': 174.111,
'twoHundredDayAverage': 180.77705,
'trailingAnnualDividendRate': 0.96,
'trailingAnnualDividendYield': 0.00505689,
'currency': 'USD',
'enterpriseValue': 2948922081280,
'profitMargins': 0.26306,
'floatShares': 15308474083,
'sharesOutstanding': 15334099968,
'sharesShort': 94308265,
'sharesShortPriorMonth': 108782648,
'sharesShortPreviousMonthDate': 1711584000,
'dateShortInterest': 1714435200,
'sharesPercentSharesOut': 0.0062,
'heldPercentInsiders': 0.052199997,
'heldPercentInstitutions': 0.57553,
'shortRatio': 1.66,
'shortPercentOfFloat': 0.0062,
'impliedSharesOutstanding': 15467299840,
'bookValue': 4.837,
'priceToBook': 39.25367,
'lastFiscalYearEnd': 1696032000,
'nextFiscalYearEnd': 1727654400,
'mostRecentQuarter': 1711756800,
'earningsQuarterlyGrowth': -0.022,
'netIncomeToCommon': 100389003264,
'trailingEps': 6.44,
'forwardEps': 7.23,
'pegRatio': 2.62,
'lastSplitFactor': '4:1',
'lastSplitDate': 1598832000,
'enterpriseToRevenue': 7.727,
'enterpriseToEbitda': 22.749,
'52WeekChange': 0.08995402,
'SandP52WeekChange': 0.26490295,
'lastDividendValue': 0.25,
'lastDividendDate': 1715299200,
'exchange': 'NMS',
'quoteType': 'EQUITY',
'symbol': 'AAPL',
'underlyingSymbol': 'AAPL',
'shortName': 'Apple Inc.',
'longName': 'Apple Inc.',
'firstTradeDateEpochUtc': 345479400,
'timeZoneFullName': 'America/New_York',
'timeZoneShortName': 'EDT',
'uuid': '8b10e4ae-9eeb-3684-921a-9ab27e4d87aa',
'messageBoardId': 'finmb_24937',
'gmtOffSetMilliseconds': -14400000,
'currentPrice': 189.87,
'targetHighPrice': 250.0,
'targetLowPrice': 164.0,
'targetMeanPrice': 202.26,
'targetMedianPrice': 200.0,
'recommendationMean': 2.1,
'recommendationKey': 'buy',
'numberOfAnalystOpinions': 39,
'totalCash': 67150000128,
'totalCashPerShare': 4.379,
'ebitda': 129629003776,
'totalDebt': 104590000128,
'quickRatio': 0.875,
'currentRatio': 1.037,
'totalRevenue': 381623009280,
'debtToEquity': 140.968,
'revenuePerShare': 24.537,
'returnOnAssets': 0.22073999,
'returnOnEquity': 1.4725,
'freeCashflow': 84726874112,
'operatingCashflow': 110563000320,
'earningsGrowth': 0.007,
'revenueGrowth': -0.043,
'grossMargins': 0.45586,
'ebitdaMargins': 0.33968,
'operatingMargins': 0.30743,
'financialCurrency': 'USD',
'trailingPegRatio': 2.2515}
Note: The information returned by info is a dictionary, and a lengthy one at that. In order to access each piece of information, you can use the dictionary’s key-value pairs. For example, to access the company’s sector, you would use aapl.info['sector'].
aapl.info['sector']
'Technology'
Stock fundamentals#
Retrieve financials and dividend history.
# Show financials
aapl.financials
| 2023-09-30 | 2022-09-30 | 2021-09-30 | 2020-09-30 | |
|---|---|---|---|---|
| Tax Effect Of Unusual Items | 0.0 | 0.0 | 0.0 | 0.0 |
| Tax Rate For Calcs | 0.147 | 0.162 | 0.133 | 0.144 |
| Normalized EBITDA | 129188000000.0 | 133138000000.0 | 123136000000.0 | 81020000000.0 |
| Net Income From Continuing Operation Net Minority Interest | 96995000000.0 | 99803000000.0 | 94680000000.0 | 57411000000.0 |
| Reconciled Depreciation | 11519000000.0 | 11104000000.0 | 11284000000.0 | 11056000000.0 |
| Reconciled Cost Of Revenue | 214137000000.0 | 223546000000.0 | 212981000000.0 | 169559000000.0 |
| EBITDA | 129188000000.0 | 133138000000.0 | 123136000000.0 | 81020000000.0 |
| EBIT | 117669000000.0 | 122034000000.0 | 111852000000.0 | 69964000000.0 |
| Net Interest Income | -183000000.0 | -106000000.0 | 198000000.0 | 890000000.0 |
| Interest Expense | 3933000000.0 | 2931000000.0 | 2645000000.0 | 2873000000.0 |
| Interest Income | 3750000000.0 | 2825000000.0 | 2843000000.0 | 3763000000.0 |
| Normalized Income | 96995000000.0 | 99803000000.0 | 94680000000.0 | 57411000000.0 |
| Net Income From Continuing And Discontinued Operation | 96995000000.0 | 99803000000.0 | 94680000000.0 | 57411000000.0 |
| Total Expenses | 268984000000.0 | 274891000000.0 | 256868000000.0 | 208227000000.0 |
| Total Operating Income As Reported | 114301000000.0 | 119437000000.0 | 108949000000.0 | 66288000000.0 |
| Diluted Average Shares | 15812547000.0 | 16325819000.0 | 16864919000.0 | 17528214000.0 |
| Basic Average Shares | 15744231000.0 | 16215963000.0 | 16701272000.0 | 17352119000.0 |
| Diluted EPS | 6.13 | 6.11 | 5.61 | 3.28 |
| Basic EPS | 6.16 | 6.15 | 5.67 | 3.31 |
| Diluted NI Availto Com Stockholders | 96995000000.0 | 99803000000.0 | 94680000000.0 | 57411000000.0 |
| Net Income Common Stockholders | 96995000000.0 | 99803000000.0 | 94680000000.0 | 57411000000.0 |
| Net Income | 96995000000.0 | 99803000000.0 | 94680000000.0 | 57411000000.0 |
| Net Income Including Noncontrolling Interests | 96995000000.0 | 99803000000.0 | 94680000000.0 | 57411000000.0 |
| Net Income Continuous Operations | 96995000000.0 | 99803000000.0 | 94680000000.0 | 57411000000.0 |
| Tax Provision | 16741000000.0 | 19300000000.0 | 14527000000.0 | 9680000000.0 |
| Pretax Income | 113736000000.0 | 119103000000.0 | 109207000000.0 | 67091000000.0 |
| Other Income Expense | -382000000.0 | -228000000.0 | 60000000.0 | -87000000.0 |
| Other Non Operating Income Expenses | -382000000.0 | -228000000.0 | 60000000.0 | -87000000.0 |
| Net Non Operating Interest Income Expense | -183000000.0 | -106000000.0 | 198000000.0 | 890000000.0 |
| Interest Expense Non Operating | 3933000000.0 | 2931000000.0 | 2645000000.0 | 2873000000.0 |
| Interest Income Non Operating | 3750000000.0 | 2825000000.0 | 2843000000.0 | 3763000000.0 |
| Operating Income | 114301000000.0 | 119437000000.0 | 108949000000.0 | 66288000000.0 |
| Operating Expense | 54847000000.0 | 51345000000.0 | 43887000000.0 | 38668000000.0 |
| Research And Development | 29915000000.0 | 26251000000.0 | 21914000000.0 | 18752000000.0 |
| Selling General And Administration | 24932000000.0 | 25094000000.0 | 21973000000.0 | 19916000000.0 |
| Gross Profit | 169148000000.0 | 170782000000.0 | 152836000000.0 | 104956000000.0 |
| Cost Of Revenue | 214137000000.0 | 223546000000.0 | 212981000000.0 | 169559000000.0 |
| Total Revenue | 383285000000.0 | 394328000000.0 | 365817000000.0 | 274515000000.0 |
| Operating Revenue | 383285000000.0 | 394328000000.0 | 365817000000.0 | 274515000000.0 |
# Show dividends
aapl.dividends
Date
1987-05-11 00:00:00-04:00 0.000536
1987-08-10 00:00:00-04:00 0.000536
1987-11-17 00:00:00-05:00 0.000714
1988-02-12 00:00:00-05:00 0.000714
1988-05-16 00:00:00-04:00 0.000714
...
2023-05-12 00:00:00-04:00 0.240000
2023-08-11 00:00:00-04:00 0.240000
2023-11-10 00:00:00-05:00 0.240000
2024-02-09 00:00:00-05:00 0.240000
2024-05-10 00:00:00-04:00 0.250000
Name: Dividends, Length: 83, dtype: float64
Fetching historical stock prices#
yFinance makes it simple to download historical market data available on Yahoo! Finance.
Basic data download#
Fetch the historical market data for Apple Inc.
# Get historical market data
hist = aapl.history(period="max")
hist
| Open | High | Low | Close | Volume | Dividends | Stock Splits | |
|---|---|---|---|---|---|---|---|
| Date | |||||||
| 1980-12-12 00:00:00-05:00 | 0.099058 | 0.099488 | 0.099058 | 0.099058 | 469033600 | 0.0 | 0.0 |
| 1980-12-15 00:00:00-05:00 | 0.094320 | 0.094320 | 0.093890 | 0.093890 | 175884800 | 0.0 | 0.0 |
| 1980-12-16 00:00:00-05:00 | 0.087429 | 0.087429 | 0.086999 | 0.086999 | 105728000 | 0.0 | 0.0 |
| 1980-12-17 00:00:00-05:00 | 0.089152 | 0.089582 | 0.089152 | 0.089152 | 86441600 | 0.0 | 0.0 |
| 1980-12-18 00:00:00-05:00 | 0.091737 | 0.092167 | 0.091737 | 0.091737 | 73449600 | 0.0 | 0.0 |
| ... | ... | ... | ... | ... | ... | ... | ... |
| 2024-05-13 00:00:00-04:00 | 185.440002 | 187.100006 | 184.619995 | 186.279999 | 72044800 | 0.0 | 0.0 |
| 2024-05-14 00:00:00-04:00 | 187.509995 | 188.300003 | 186.289993 | 187.429993 | 52393600 | 0.0 | 0.0 |
| 2024-05-15 00:00:00-04:00 | 187.910004 | 190.649994 | 187.369995 | 189.720001 | 70400000 | 0.0 | 0.0 |
| 2024-05-16 00:00:00-04:00 | 190.470001 | 191.100006 | 189.660004 | 189.839996 | 52845200 | 0.0 | 0.0 |
| 2024-05-17 00:00:00-04:00 | 189.509995 | 190.809998 | 189.179993 | 189.869995 | 41260800 | 0.0 | 0.0 |
10949 rows × 7 columns
Customizing data retrieval#
You can specify the time period and data interval (e.g., daily, weekly).
# Fetch data for the last 5 years at a monthly interval
hist = aapl.history(period="5y", interval="1mo")
hist
| Open | High | Low | Close | Volume | Dividends | Stock Splits | |
|---|---|---|---|---|---|---|---|
| Date | |||||||
| 2019-06-01 00:00:00-04:00 | 42.367776 | 48.633671 | 41.081783 | 47.753017 | 2060874800 | 0.0000 | 0.0 |
| 2019-07-01 00:00:00-04:00 | 49.019694 | 53.410885 | 47.871230 | 51.401070 | 1895406800 | 0.0000 | 0.0 |
| 2019-08-01 00:00:00-04:00 | 51.608574 | 52.605038 | 46.464608 | 50.363602 | 2724326400 | 0.1925 | 0.0 |
| 2019-09-01 00:00:00-04:00 | 49.995487 | 54.836886 | 49.460247 | 54.243519 | 2170268400 | 0.0000 | 0.0 |
| 2019-10-01 00:00:00-04:00 | 54.509927 | 60.487199 | 52.102548 | 60.247429 | 2433210800 | 0.0000 | 0.0 |
| 2019-11-01 00:00:00-04:00 | 60.436336 | 64.907183 | 60.344306 | 64.725540 | 1793326000 | 0.1925 | 0.0 |
| 2019-12-01 00:00:00-05:00 | 64.924727 | 71.410644 | 62.257491 | 71.332909 | 2388794800 | 0.0000 | 0.0 |
| 2020-01-01 00:00:00-05:00 | 71.962072 | 79.640718 | 71.114290 | 75.185600 | 2934370400 | 0.0000 | 0.0 |
| 2020-02-01 00:00:00-05:00 | 73.919978 | 79.487664 | 62.276915 | 66.404091 | 3019279200 | 0.1925 | 0.0 |
| 2020-03-01 00:00:00-05:00 | 68.733672 | 74.022376 | 51.769399 | 61.918255 | 6280072400 | 0.0000 | 0.0 |
| 2020-04-01 00:00:00-04:00 | 60.021426 | 71.716473 | 57.683876 | 71.538719 | 3265299200 | 0.0000 | 0.0 |
| 2020-05-01 00:00:00-04:00 | 69.700341 | 78.950700 | 69.602945 | 77.416687 | 2805936000 | 0.2050 | 0.0 |
| 2020-06-01 00:00:00-04:00 | 77.579866 | 90.917989 | 77.448021 | 89.067299 | 3243375600 | 0.0000 | 0.0 |
| 2020-07-01 00:00:00-04:00 | 89.145419 | 103.926490 | 87.060344 | 103.775116 | 3020283200 | 0.0000 | 0.0 |
| 2020-08-01 00:00:00-04:00 | 105.669759 | 127.936587 | 105.369454 | 126.022415 | 4070061100 | 0.2050 | 4.0 |
| 2020-09-01 00:00:00-04:00 | 129.889196 | 134.996320 | 100.870567 | 113.305725 | 3885245100 | 0.0000 | 0.0 |
| 2020-10-01 00:00:00-04:00 | 115.096136 | 122.678548 | 105.390649 | 106.505997 | 2894666500 | 0.0000 | 0.0 |
| 2020-11-01 00:00:00-04:00 | 106.750596 | 119.352075 | 104.999302 | 116.475655 | 2123077300 | 0.2050 | 0.0 |
| 2020-12-01 00:00:00-05:00 | 118.597545 | 136.023074 | 117.617481 | 130.044693 | 2322189600 | 0.0000 | 0.0 |
| 2021-01-01 00:00:00-05:00 | 130.858136 | 142.197468 | 123.860473 | 129.329239 | 2240262000 | 0.0000 | 0.0 |
| 2021-02-01 00:00:00-05:00 | 131.083557 | 135.131226 | 116.029774 | 118.842560 | 1833855600 | 0.2050 | 0.0 |
| 2021-03-01 00:00:00-05:00 | 121.464151 | 126.342349 | 114.063426 | 119.893707 | 2650418200 | 0.0000 | 0.0 |
| 2021-04-01 00:00:00-04:00 | 121.375799 | 134.538098 | 120.227405 | 129.031723 | 1889857500 | 0.0000 | 0.0 |
| 2021-05-01 00:00:00-04:00 | 129.600999 | 131.593515 | 119.991843 | 122.308250 | 1711934900 | 0.2200 | 0.0 |
| 2021-06-01 00:00:00-04:00 | 122.978137 | 135.100943 | 121.060901 | 134.658508 | 1606590000 | 0.0000 | 0.0 |
| 2021-07-01 00:00:00-04:00 | 134.304577 | 147.479397 | 133.478681 | 143.408966 | 1919035100 | 0.0000 | 0.0 |
| 2021-08-01 00:00:00-04:00 | 143.900514 | 150.910703 | 142.071769 | 149.278595 | 1461542800 | 0.2200 | 0.0 |
| 2021-09-01 00:00:00-04:00 | 150.486943 | 154.849018 | 139.104173 | 139.330643 | 1797835100 | 0.0000 | 0.0 |
| 2021-10-01 00:00:00-04:00 | 139.724495 | 150.821716 | 136.150158 | 147.503387 | 1565079200 | 0.0000 | 0.0 |
| 2021-11-01 00:00:00-04:00 | 146.705830 | 163.159639 | 145.218970 | 162.765778 | 1691029000 | 0.2200 | 0.0 |
| 2021-12-01 00:00:00-05:00 | 165.152995 | 179.599454 | 155.607498 | 175.102814 | 2444766700 | 0.0000 | 0.0 |
| 2022-01-01 00:00:00-05:00 | 175.359188 | 180.398189 | 152.550557 | 172.351562 | 2108446000 | 0.0000 | 0.0 |
| 2022-02-01 00:00:00-05:00 | 171.592287 | 174.195606 | 149.888101 | 162.825806 | 1627516300 | 0.2200 | 0.0 |
| 2022-03-01 00:00:00-05:00 | 162.618571 | 177.340147 | 148.203090 | 172.403336 | 2180800100 | 0.0000 | 0.0 |
| 2022-04-01 00:00:00-04:00 | 171.830636 | 176.234277 | 153.416337 | 155.657639 | 1687795600 | 0.0000 | 0.0 |
| 2022-05-01 00:00:00-04:00 | 154.729535 | 164.376053 | 130.934100 | 146.958984 | 2401040300 | 0.2300 | 0.0 |
| 2022-06-01 00:00:00-04:00 | 148.223037 | 150.042464 | 127.596400 | 135.190491 | 1749099800 | 0.0000 | 0.0 |
| 2022-07-01 00:00:00-04:00 | 134.518106 | 161.799467 | 134.142368 | 160.691986 | 1447125400 | 0.0000 | 0.0 |
| 2022-08-01 00:00:00-04:00 | 159.208729 | 174.179353 | 155.382029 | 155.461136 | 1510239600 | 0.2300 | 0.0 |
| 2022-09-01 00:00:00-04:00 | 155.102806 | 162.648022 | 136.645731 | 136.843765 | 2084722800 | 0.0000 | 0.0 |
| 2022-10-01 00:00:00-04:00 | 136.853693 | 155.954385 | 133.051365 | 151.835205 | 1868139700 | 0.0000 | 0.0 |
| 2022-11-01 00:00:00-04:00 | 153.558087 | 153.924451 | 133.061234 | 146.577271 | 1724847700 | 0.2300 | 0.0 |
| 2022-12-01 00:00:00-05:00 | 146.998962 | 149.686810 | 124.841501 | 128.868317 | 1675731200 | 0.0000 | 0.0 |
| 2023-01-01 00:00:00-05:00 | 129.215474 | 146.026972 | 123.155399 | 143.110992 | 1443652500 | 0.0000 | 0.0 |
| 2023-02-01 00:00:00-05:00 | 142.793611 | 156.094041 | 140.165271 | 146.205505 | 1307198900 | 0.2300 | 0.0 |
| 2023-03-01 00:00:00-05:00 | 145.852601 | 163.901648 | 142.942097 | 163.802307 | 1520266600 | 0.0000 | 0.0 |
| 2023-04-01 00:00:00-04:00 | 163.176501 | 168.719358 | 158.716384 | 168.550476 | 969709700 | 0.0000 | 0.0 |
| 2023-05-01 00:00:00-04:00 | 168.153166 | 178.156141 | 163.216248 | 176.070114 | 1275155500 | 0.2400 | 0.0 |
| 2023-06-01 00:00:00-04:00 | 176.761258 | 193.452613 | 175.995322 | 192.945312 | 1297101100 | 0.0000 | 0.0 |
| 2023-07-01 00:00:00-04:00 | 192.756323 | 197.182812 | 185.614260 | 195.412216 | 996066400 | 0.0000 | 0.0 |
| 2023-08-01 00:00:00-04:00 | 195.203327 | 195.690729 | 171.051592 | 186.877533 | 1322439400 | 0.2400 | 0.0 |
| 2023-09-01 00:00:00-04:00 | 188.743524 | 189.231584 | 166.959669 | 170.535538 | 1337586600 | 0.0000 | 0.0 |
| 2023-10-01 00:00:00-04:00 | 170.545499 | 181.621688 | 165.017360 | 170.097275 | 1172719600 | 0.0000 | 0.0 |
| 2023-11-01 00:00:00-04:00 | 170.326347 | 192.169947 | 169.449809 | 189.201691 | 1099586100 | 0.2400 | 0.0 |
| 2023-12-01 00:00:00-05:00 | 189.829968 | 199.095555 | 186.957529 | 192.024185 | 1062774800 | 0.0000 | 0.0 |
| 2024-01-01 00:00:00-05:00 | 186.658318 | 195.864080 | 179.696660 | 183.915543 | 1187219300 | 0.0000 | 0.0 |
| 2024-02-01 00:00:00-05:00 | 183.506625 | 190.548074 | 178.779072 | 180.275131 | 1161627000 | 0.2400 | 0.0 |
| 2024-03-01 00:00:00-05:00 | 179.306803 | 180.285471 | 168.261786 | 171.247726 | 1432782800 | 0.0000 | 0.0 |
| 2024-04-01 00:00:00-04:00 | 170.958125 | 178.118411 | 163.857755 | 170.099289 | 1245717000 | 0.0000 | 0.0 |
| 2024-05-01 00:00:00-04:00 | 169.580002 | 191.100006 | 169.110001 | 189.869995 | 938213239 | 0.2500 | 0.0 |