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AlphaVantage recently made fundamental data available through theirAPI and thanks to some new contributors to the AlphaVantage.jl Juliapackage you can now easily import this data into your Julia project.
This fundamental data describes the underlying business informationabout a company and is more fluid and open to interpretation than thestock price. I’ll run through each of the new functions and try andexplain what data it returns.
The new data comes in through four different categories and functions:
plus a listing status to see what stocks are active.
The real value add though (if I do say so myself) comes from theability to pull out the annual or quarterly time series of a metric ofa stock easily and in a programatic manner. Using the metaprogrammingcapabilities of Julia I was able to generate hundreds of functionswith just a for loop. Using these new functions you can now easily pull the quarterly revenue of Apple, cash flow from financing of Tesla or a timeseries of the current liabilities for Ford.
Jl Results 2021 2022
Firstly, we can get a list of stocks that are actively trading.
5 rows × 7 columns (omitted printing of 1 columns)
| symbol | name | exchange | assetType | ipoDate | delistingDate | |
|---|---|---|---|---|---|---|
| Any | Any | Any | Any | Any | Any | |
| 1 | A | Agilent Technologies Inc | NYSE | Stock | 1999-11-18 | null |
| 2 | AA | Alcoa Corp | NYSE | Stock | 2016-11-01 | null |
| 3 | AAA | AAF First Priority CLO Bond ETF | NYSE ARCA | ETF | 2020-09-09 | null |
| 4 | AAAU | Goldman Sachs Physical Gold ETF | NYSE ARCA | ETF | 2018-08-15 | null |
| 5 | AACG | ATA Inc | NASDAQ | Stock | 2008-01-29 | null |
Martin's Jusis (7/4), Quiviven (3/1), Baileys Guapa (4/1), Saint Aubinoise (9/1), Influence Bere (10/1), Taliouina (10/1), Darevista (16/1), Nice Music (18. Help: Find J1 League 2021 fixtures, tomorrow's matches and all of the current season's J1 League 2021 schedule. FlashScore.com provides all J1 League 2021 fixtures, live scores and final results with current standings, head-to-head stats and odds comparison. See also current season's results and J1 League results archive.
Over 9000 stocks and ETF’s are listed. Which you can then do some simple sorting to look at the oldest listed stocks.
5 rows × 7 columns (omitted printing of 1 columns)
| symbol | name | exchange | assetType | ipoDate | delistingDate | |
|---|---|---|---|---|---|---|
| Any | Any | Any | Any | Any | Any | |
| 1 | BA | Boeing Company | NYSE | Stock | 1962-01-02 | null |
| 2 | CAT | Caterpillar Inc | NYSE | Stock | 1962-01-02 | null |
| 3 | DD | DuPont de Nemours Inc | NYSE | Stock | 1962-01-02 | null |
| 4 | DIS | Walt Disney Co (The) | NYSE | Stock | 1962-01-02 | null |
| 5 | GE | General Electric Company | NYSE | Stock | 1962-01-02 | null |
When googling some of these stocks though, the IPO date doesn’t appear to be 100% correct. General Electric became a public company in 1896!
1 rows × 7 columns
| symbol | name | exchange | assetType | ipoDate | delistingDate | status | |
|---|---|---|---|---|---|---|---|
| Any | Any | Any | Any | Any | Any | Any | |
| 1 | AAPL | Apple Inc | NASDAQ | Stock | 1980-12-12 | null | Active |
They have correctly recorded Apple’s IPO date though, so it might justbe something about older stocks, or something else I am missing.
The first new function is company_overview which does what it sayson the tin.
Here we get a dictionary with 59 different metrics about the company. There are lots of different quantitate and qualitative values about the company in question and provides a useful overview.
The income statement summarises a companies revenues and expenses. In short it shows where the money was coming in (revenue) and where it was going out (expenses).
Both the annual and quarterly results come back. For the annual reports there are the last 5 years. For the quarterly reports, the last 21 quarters.
Then what I have done is written the functions that allow you to extract any of the fields on a quarterly or annual basis. Which means you can easily plot some graphs and summarise the results.
Here we have Apple quarterly total revenue, with a predictable pattern peaking in the first quarter.
Jl Results 2021 Winners
A balance sheet summarises a companies assets, what it owns and its liabilities, what it owns to other people.
Again, like the income statement, any of these keys can be extracted quarterly or annually.
Jl Results 2020
As per the intro I’ve plotted Fords cash and short term investment balance against something the owe, the total liabilities.
The cash flow statement shows the changes in the balance sheet. It helps judge a companies ability to meet its cash needs, i.e. pay their employers or service their debt.
Each company reports their earnings each quarter and summarise their performance of the previous quarter. There are more dates available for earnings, but also slightly different fields for the quarterly and annual results.
Jl Results 2021 Passers
There you go, lots more functions for the package and somethingdifferent than just looking at stock prices. This fundamental dataadds another dimension to any quantitate analysis of different stocksso go grab your free API key fromAlphaVantage and get exploring!
If you are new to AlphaVantage you can also check out my previous poston getting market data into Julia here.