Lab: Getting started with VSCode, Python and RDFlib
- Prepare for programming knowledge graphs with rdflib in Python.
- Get started with basic RDF programming.
- Getting Started with Python in VS Code
- Using Python environments in VS Code (pip is easiest to start with)
- Intro to RDFlib
- Intro to creating triples
- Serialising and parsing
- 8 min introduction video to RDFlib
RDFlib classes/interfaces and methods:
- Graph (add, close, and perhaps remove methods)
Install Python, Pip, VSCode, and RDFlib
1) You need to have Python version >= 3.7 on your computer. Use the command python --version in a command/terminal window to check. You can download Python and Pip here. To ensure you have the most recent Pip, you can do
python -m pip install --upgrade pip
2) You need to have an Integrated Development Environment (IDE) that supports Python. If you are unsure, you can download the free and open source Visual Studio Code (VSCode) here.
3) Create a folder for INFO216. Start VSCode and create a workspace in the file menu (File Menu --> Save Workspace As) and save it in your folder. Afterwards, on the left side of VSCode, click on the document icon (explorer). Click Open Folder, and open your INFO216 folder. Create a new file with .py extension.
4) You will be asked to install the Python extension, install it. If you weren't asked, on the left side of VSCode click on the 4 cubes (extension manager). Within here search for Microsoft's Python extension and install it.
5) If you don't have your terminal open, go to the top menu and click on terminal, and then New Terminal. Check where your terminal window is currently located. The bottom line starting with PS or (base) shows where it's located. If you added the folder earlier, then you should be located in your INFO216 folder. However, if the destination after PS is not your INFO216 folder, you need to locate to this folder. You can move through folders with the cd command in the terminal. For instance, if you are at PS C:\Users\YourName> and your INFO216 folder is at your desktop, you could type the following cd .\Desktop\INFO216\.
6) If you are correctly located, type in the following command into your terminal window
py -3 -m venv .venv .venv\scripts\activate
(Mac / Linux)
python3 -m venv .venv source .venv/bin/activate
7) If you get the message "... is not digitally signed. You cannot run this script on the current system." copy and paste the following in the terminal, and repeat step 6:
Set-ExecutionPolicy -ExecutionPolicy RemoteSigned -Scope Process
8) This should now have created a virtual environment in your folder called .venv. In the bottom right corner you will receive a notification asking your to select the new environment for the workspace folder, select yes. You should now see a (.venv) in front of PS/(base) in the terminal window. Your virtual environment should now automatically be selected when you open your workspace. However, sometimes you might need to open a new terminal for the (.venv) to appear.
9) In the terminal, type the following to install RDFlib:
pip install rdflib
10) You might need to close and reopen VSCode for RDFlib to work. You can now import rdflib into your .py file, or import specific classes/inferfaces such as from rdflib import Namespace, Graph.
11) Right click in your code and click "Run Current File in Interactive Window". When running your program for the first time, you might be asked to install ipykernel package, install it.
Task: Represent the sentences below as triples. Note that some sentences can result in several triples.
- The Mueller Investigation was lead by Robert Mueller.
- It involved Paul Manafort, Rick Gates, George Papadopoulos, Michael Flynn, Michael Cohen, and Roger Stone.
- Paul Manafort was business partner of Rick Gates.
- He was campaign chairman for Donald Trump
- He was charged with money laundering, tax evasion, and foreign lobbying.
- He was convicted for bank and tax fraud.
- He pleaded guilty to conspiracy.
- He was sentenced to prison.
- He negotiated a plea agreement.
- Rick Gates was charged with money laundering, tax evasion and foreign lobbying.
- He pleaded guilty to conspiracy and lying to FBI.
Task: Write a program that creates an RDF graph and adds the triples you just created.
For the URIs, you can just use an example path like http://example.org/. So if you want to represent Donald Trump, the URI could be http://example.org/Donald_Trump, and you can create the resource like this:
from rdflib import URIRef donaldTrump = URIRef('http://example.org/Donald_Trump')
You can even use a Namespace so you don't have to write the full URI every time:
from rdflib import Namespace ex = Namespace('http://example.org/') donaldTrump = ex.Donald_Trump
Task: Use the serialize method of rdflib.Graph to write out the model in different formats (on screen or to file):
- Turtle (format='ttl')
- N-Triple (format='nt')
- JSON-LD (format='json-ld')
- RDF-XML (format='xml')
Which one is easiest to read? What are the pros and cons of the different formats? We will look more at some of them later in the course!
Task: Loop through the triples in the model to print out all triples that have pleading guilty as predicate. If you have been inconsistent about some predicate or other term, you can first write loops that correct wrong terms everywhere in the model. (Tip: to correct a term in a model, you typically have to first remove the old triple and then add a new one.)
If you have more time...
Task: If you have more time you can continue extending your graph:
- Michael Cohen was Donald Trump's attorney.
- He pleaded guilty for lying to Congress.
- Michael Flynn was adviser to Donald Trump.
- He pleaded guilty for lying to the FBI.
- He negotiated a plea agreement.
Task: According to this FRONTLINE article, Gates', Cohen's and Flynn's lying were different and are described in different detail. How can you modify your knowledge graph to account for this?
Task: Write a method (function) that submits your model to https://www.ldf.fi/service/rdf-grapher for rendering and saves the returned image to file.