From 159ad4c83b32c1ae4216689480315ec227e8523e Mon Sep 17 00:00:00 2001 From: Dwight Gunning Date: Wed, 2 Oct 2024 17:14:10 -0400 Subject: [PATCH] Update docs on XBRL data --- docs/images/aapl-xbrl.png | Bin 0 -> 164036 bytes docs/images/apple_financials.png | Bin 0 -> 79376 bytes docs/images/consolidatedbalancesheet.png | Bin 0 -> 188550 bytes docs/images/statement_getdataframe.png | Bin 0 -> 210525 bytes docs/images/xbrlstatements.png | Bin 0 -> 260269 bytes docs/working-with-xbrl.md | 105 +++++++++++++++++------ 6 files changed, 80 insertions(+), 25 deletions(-) create mode 100644 docs/images/aapl-xbrl.png create mode 100644 docs/images/apple_financials.png create mode 100644 docs/images/consolidatedbalancesheet.png create mode 100644 docs/images/statement_getdataframe.png create mode 100644 docs/images/xbrlstatements.png diff --git a/docs/images/aapl-xbrl.png b/docs/images/aapl-xbrl.png new file mode 100644 index 0000000000000000000000000000000000000000..96fac9cd2eb0cda765b917da027cbcf664c2546a GIT binary patch literal 164036 zcmaI71zc23`#w%A4N?+H_tK?O5=(b?gM@T~YlSy-FGz(|HAY9MK<4B}_$C{ug_Va4Kj;)>>jVsV7g$lH)}apGV; 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zlxIk~paux(vhE-ektQ9~Ft-hz@KVNwPW+j!V54QhG)ws}KK*a7+<#(o9C~uOV9WfP zd+Qhg^IMA=|Gz}sSGJQ-F%Sqep!MLsA;cpVml-2BSd51(1Y3qxn^FEVhv>g(y<9nL zkEilqzD@`Q+GDywjdH?h3^6L91s`v2!L-nZK zL6o7r6WNMFIFXGm-*@F~wN{=O{kh|LR;BU%-z?+5*}iN!Y%oM^7ZX`AodEnJke1q$ K2bC(;VgCWCA1D3* literal 0 HcmV?d00001 diff --git a/docs/working-with-xbrl.md b/docs/working-with-xbrl.md index e8266ba8..479647c0 100644 --- a/docs/working-with-xbrl.md +++ b/docs/working-with-xbrl.md @@ -1,51 +1,106 @@ -# Working with XBRL +# Working with XBRL in edgartools -Some common filing types such as **10-K, 10-Q, 8-K** are generally filed with XBRL data, and you can get access to this data on the filing. +XBRL is an data format used by companies, mainly for financial reporting in their 10-Q and 10-K filings. +EdgarTools can parse and extract data from XBRL files into dataframes as well as rich objects that allow you to manipulate and visualize the data inside. +While the primary usage of XBRL is for reporting financial data, particularly for 10K and 10Q filings, it is also used to report for other non-financial filings such as 424B offerings. +The **EdgarTools** data model is flexible enough to accommodate a wide variation of data across companies and filings when it comes to XBRL. +## The Data Model +Looking at the data model, it is worth starting at the top. When searching for filings, you can limit the results to xbrl filings by using `index="xbrl"`. -## Getting XBRL Filings +```python +filings = get_filings(index="xbrl") +``` +![XBL Filings](https://raw.githubusercontent.com/dgunning/edgartools/main/docs/images/xbrl-filings.jpg) -You can get the dataset of filings submitted with XBRL by passing `index="xbrl"` as a parameter to `get_filings`. +Each `Filing` has `xbrl()` function that will download and parse the XBRL attached to the filing or `None` if it does not. ```python -filings = get_filings(2022,4, index="xbrl") +filing = filings[0] +filing.xbrl() ``` -![XBL Filings](https://raw.githubusercontent.com/dgunning/edgartools/main/docs/images/xbrl-filings.jpg) +The `xbrl()` function will return an `XBRLInstance` object in simple cases, or an `XbrlData` object in more complicated cases. + +![Apple XBRL](images/aapl-xbrl.png) +Here you can see the `XbrlData` object for Apple Inc. 10-K filing. It contains the `XBRLInstance` object, which holds the primary facts reported in the filings, as well as a list of statement. +Each statement is a container for a group of facts, such as a balance sheet or income statement. + +For simpler filings there might only be an `XBRLInstance` document attached to the filing in which cases `.xbrl()` will return an `XbrlInstance` object, and there will be no statements. + +### XbrlInstance +The main XBRL container for data is called XBRL instance. It contains the primary data reported for that filing. +The data is in a very well-structured XML format, but the EdgarTools XBRL parser unrolls that into a data frame. +For simple XBRL, the data inside an XBRL instance is self-contained, so it is straightforward to parse into data structures like data frames. + + +### XbrlData +For more complicated XBRL, some aspects of the data will have to be resolved against the other XBRL files for that filing, such as the presentation and calculation files. +In this case, the parser will return an XBRLData container containing the XBRLInstance and the other XBRL files. + +These files can include + +- presentation: This file describes how the XBRL data is presented in the filing. It is used to resolve the hierarchy of the data. +- calculation: This file describes how the XBRL data is calculated. It is used to resolve the calculations of the data. +- definition: This file describes the definitions of the XBRL data. It is used to resolve the meaning of the data. +- label: This file describes the labels of the XBRL data. It is used to resolve the labels of the data. + +## Statements +But those are the data that go into the XbrlData data object - the output is more interesting. Within the data are usually financial statements like the balance sheet and income statement, or other non-financial statements such as auditor information or firm disclosures. + +![Statements](images/xbrlstatements.png) + +These can be accessed using the XbrlData `get_statement()` function. -## Extracted XBRL Documents +To see the statements that are included in the XBRL data, use `XbrlData.statements`. This is useful and often necessary since firms will use their own specific names for statements. -An XBRL filing can have the XBRL data in inline XBRL document, which is an XHTML document that can display as HTML in the browser, -or in extracted XML document, which is XML, or in both formats. +```python +statements = xbrl_data.statements +``` -You can see the filing's extracted XBRL document using `filing.homepage.xbrl_document` +You can access a specific statement using the bracket notation or loop over all the statements -### Accessing the extracted XBRL document ```python -filing.homepage.xbrl_document +statements['CONSOLIDATEDBALANCESHEETS'] ``` +![Statements](images/consolidatedbalancesheet.png) -### Downloading the extracted XBRL document -You can download the raw XML using `download` +This is equivalent to + ```python -xml = filing.homepage.xbrl_document.download() +xbrl_data.get_statement('CONSOLIDATEDBALANCESHEETS') ``` -### Parsing the XBRL into a FilingXBRL -Instead of downloading the XBRL as XML you can access it as a `FilingXBRL` object, which is the XML downloaded, parsed, and -contained in a wrapper object. This object allows you to access the XBRL data as a pandas dataframe. -To get this, call `filing.xbrl()` +### Statement + +Inside each statement is a data frame which you can access using `statement.data`. + ```python -filing_xbrl = filing.xbrl() +statement.data ``` -![XBRL Filings](https://raw.githubusercontent.com/dgunning/edgartools/main/docs/images/extracted_xbrl.png) +This will also contain metadata columns that you may or may not need to see it's preferable to use `statement.get_dataframe()` +![Statements Get Dataframe](images/statement_getdataframe.png) + +## Financials +Experts' data can contain both financial and non-financial statements. Mostly you will be interested in financial statements, so the `Financials` class +Is a convenient wrapper over the most common financial statements. -## Getting the XBRL facts -The XBRL data is contained in a property called `facts`. You can work with this a a pandas dataframe ```python -filing_xbrl.facts -``` \ No newline at end of file +financials = Financials(xbrl_data) +``` + +![Apple Financials](images/apple_financials.png) + +# Summary + +Hopefully this gives you a good overview of working with XBRL data using **edgartools**. +It's very complicated and a lot of work has gone into XBRL parsing in Edgar tools, and there may still be enhancements to be made. +If you have any questions or suggestions, please feel free to reach out to us on the [Edgartools GitHub repository](https://github.com/dgunning/edgartools) + + + +