⭐ Portal: https://bit.ly/finance_analytics
📊 Blog: https://slashpage.com/jh-analytics
📈 Softrader: https://pypi.org/project/softrader
🐍 Python: https://github.com/jhvissotto/Project_Finance_Api_Python
🐍 Pypi: https://pypi.org/project/jh-finance-api
🟦 TScript: https://github.com/jhvissotto/Project_Finance_Api_TScript
🟦 NPM: https://www.npmjs.com/package/finance-analytics-api
🧮 PyHelpers: https://github.com/jhvissotto/Library_Python_Helpers
🔌 Server: https://bit.ly/jh_finance_api
🔌 Swagger: https://bit.ly/jh_finance_api_swagger
!pip install jh_finance_api
from typing import Literal as Lit
import jh_finance_api as jh
jh.index_us_dowjones.get()
| # | Company | Symbol | Weight | Price | Chg | % Chg |
|---|---|---|---|---|---|---|
| 1 | Unitedhealth Group Inc | UNH | 8.19235 | 525.05 | -15.39 | (-2.85%) |
| 2 | Goldman Sachs Group Inc | GS | 7.74957 | 470.81 | -40.42 | (-7.91%) |
| 3 | Microsoft Corp | MSFT | 5.65585 | 359.84 | -13.27 | (-3.56%) |
| 4 | Home Depot Inc | HD | 5.39512 | 353.9 | -2.01 | (-0.56%) |
| 5 | Sherwin Williams Co | SHW | 5.1638 | 332.06 | -8.59 | (-2.52%) |
jh.index_us_nasdaq100.get()
| # | Company | Symbol | Portfolio% | Price | Chg | % Chg |
|---|---|---|---|---|---|---|
| 1 | Apple Inc | AAPL | 8.83% | 188.38 | -14.81 | (-7.29%) |
| 2 | Microsoft Corp | MSFT | 8.35% | 359.84 | -13.27 | (-3.56%) |
| 3 | NVIDIA Corp | NVDA | 7.18% | 94.31 | -7.49 | (-7.36%) |
| 4 | Amazon.com Inc | AMZN | 5.66% | 171 | -7.41 | (-4.15%) |
| 5 | Broadcom Inc | AVGO | 3.54% | 146.29 | -7.72 | (-5.01%) |
jh.index_us_sp500.get()
| # | Company | Symbol | Weight | Price | Chg | % Chg |
|---|---|---|---|---|---|---|
| 1 | Apple Inc. | AAPL | 6.67% | 188.38 | -14.81 | (-7.29%) |
| 2 | Microsoft Corp | MSFT | 6.06% | 359.84 | -13.27 | (-3.56%) |
| 3 | Nvidia Corp | NVDA | 5.45% | 94.31 | -7.49 | (-7.36%) |
| 4 | Amazon.com Inc | AMZN | 3.68% | 171 | -7.41 | (-4.15%) |
| 5 | Meta Platforms, Inc. Class A | META | 2.54% | 504.73 | -26.89 | (-5.06%) |
info = jh.info.get(TICKER='MSFT')
assert jh.market_history.PERIODS == Lit['1m','2m','5m','15m','30m','60m','90m','1h','1d','5d','1wk','1mo','3mo']
assert jh.market_history.UNTILS == Lit['1d','5d','1mo','3mo','6mo','1y','2y','5y','10y','ytd','max']
jh.market_history.get(TICKER='MSFT', period='1mo', until='max')
| Date | Adj Close | Close | High | Low | Open | Volume |
|---|---|---|---|---|---|---|
| 2025-04-01 00:00:00 | 373.11 | 373.11 | 385.08 | 369.35 | 374.65 | 95966917 |
| 2025-03-01 00:00:00 | 375.39 | 375.39 | 402.15 | 367.24 | 398.82 | 491786600 |
| 2025-02-01 00:00:00 | 396.196 | 396.99 | 419.31 | 386.57 | 411.6 | 432448900 |
| 2025-01-01 00:00:00 | 414.229 | 415.06 | 448.38 | 410.72 | 425.53 | 462562700 |
| 2024-12-01 00:00:00 | 420.657 | 421.5 | 456.16 | 420.66 | 421.57 | 439902400 |
jh.financial_list.get(pages=10)
| Country | Ticker | Name | Slug |
|---|---|---|---|
| USA | AAPL | Apple | apple |
| USA | NVDA | NVIDIA | nvidia |
| USA | MSFT | Microsoft | microsoft |
| USA | AMZN | Amazon | amazon |
| USA | GOOG | Alphabet (Google) | alphabet-google |
jh.financial_raw.get(slug='microsoft')
| Year | Shares | Capital | DYield | Revenue | Income | Asset | Equity |
|---|---|---|---|---|---|---|---|
| 2025 | 7430 | 2.815e+06 | 0.8 | 261800 | 113610 | 512160 | 268470 |
| 2024 | 7430 | 3.2e+06 | 0.73 | 227580 | 101210 | 411970 | 206220 |
| 2023 | 7450 | 2.794e+06 | 0.74 | 204090 | 82580 | 364840 | 166540 |
| 2022 | 7500 | 1.787e+06 | 1.06 | 184900 | 79680 | 333770 | 141980 |
| 2021 | 7550 | 2.522e+06 | 0.68 | 153280 | 60720 | 301310 | 118300 |
Raw, Ratios = jh.financial_ratios.get(slug='microsoft')
print(Ratios)
| N | Year | Cap Var | Rev Grw | Ast Grw | DY | EY | P/S | P/A | Margin | ROA | E/A |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 2025 | -12.03 | 15.04 | 24.32 | 0.81 | 4.04 | 10.75 | 5.5 | 43.4 | 22.2 | 52.4 |
| -1 | 2024 | 14.53 | 11.51 | 12.92 | 0.73 | 3.16 | 14.06 | 7.77 | 44.5 | 24.6 | 50.1 |
| -2 | 2023 | 56.35 | 10.38 | 9.31 | 0.74 | 2.96 | 13.69 | 7.66 | 40.5 | 22.6 | 45.6 |
| -3 | 2022 | -29.14 | 20.63 | 10.77 | 1.06 | 4.46 | 9.66 | 5.35 | 43.1 | 23.9 | 42.5 |
| -4 | 2021 | 50.03 | 14.18 | 5.15 | 0.68 | 2.41 | 16.45 | 8.37 | 39.6 | 20.2 | 39.3 |
jh.options_stack.get(TICKER='MSFT')
| Code | Ticker | Price | Option | Expiry | Strike | Volume | OI | Ask | Bid | IV |
|---|---|---|---|---|---|---|---|---|---|---|
| MSFT250411C00230000 | MSFT | 359.84 | CALL | 2025-04-11 | 230 | 3 | 0 | 132.5 | 128.15 | 1.71485 |
| MSFT250411C00260000 | MSFT | 359.84 | CALL | 2025-04-11 | 260 | 2 | 1 | 102.5 | 98.15 | 1.2959 |
| MSFT250411C00290000 | MSFT | 359.84 | CALL | 2025-04-11 | 290 | 1 | 1 | 73 | 68.7 | 1.05176 |
| MSFT250411C00300000 | MSFT | 359.84 | CALL | 2025-04-11 | 300 | 303 | 24 | 63 | 58.85 | 0.930665 |
| MSFT250411C00305000 | MSFT | 359.84 | CALL | 2025-04-11 | 305 | nan | 1 | 58.5 | 58.7 | 1.20948 |
jh.options_stack_2.get(TICKER='MSFT')
| Code | Ticker | Price | Option | Expiry | Strike | Volume | OI | Ask | Mid | Bid |
|---|---|---|---|---|---|---|---|---|---|---|
| MSFT250411C00230000 | MSFT | 351.08 | CALL | 2025-04-11 | 230 | 0 | 3 | 118.8 | 120.52 | 122.25 |
| MSFT250411C00240000 | MSFT | 351.08 | CALL | 2025-04-11 | 240 | 0 | 0 | 108.85 | 110.55 | 112.25 |
| MSFT250411C00250000 | MSFT | 351.08 | CALL | 2025-04-11 | 250 | 0 | 0 | 99.15 | 100.65 | 102.15 |
| MSFT250411C00260000 | MSFT | 351.08 | CALL | 2025-04-11 | 260 | 0 | 1 | 89.1 | 90.75 | 92.4 |
| MSFT250411C00270000 | MSFT | 351.08 | CALL | 2025-04-11 | 270 | 0 | 0 | 79.25 | 81.12 | 83 |
FAQs
Discovering Financial Market Secrets
We found that jh-finance-api demonstrated a healthy version release cadence and project activity because the last version was released less than a year ago. It has 1 open source maintainer collaborating on the project.
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