Update README.md

README.md

@@ -20,17 +20,27 @@ configs:
 ---
 # Compas
 The [Compas dataset](https://github.com/propublica/compas-analysis) for recidivism prediction.
+Dataset known to have racial bias issues, check this [Propublica article](https://www.propublica.org/article/machine-bias-risk-assessments-in-criminal-sentencing) on the topic.
 
 # Configurations and tasks
-- `encoding` Encoding of non-numerical variables.
-- `two-years-recidividity` Binary classification of violent recidivism.
-- `two-years-recidividity-no-race` As above, but the `race` feature is removed.
-- `priors-prediction` Regression on the number of prior offenses of defendant.
-- `priors-prediction-no-race` As above, but the `race` feature is removed.
-- `race` Multiclass classification, predict `race` out of other features.
+| **Configuration**                | **Task**                  | Description                                                     |
+|----------------------------------|---------------------------|-----------------------------------------------------------------|
+| encoding                         |                           | Encoding dictionary showing original values of encoded features.|
+| two-years-recidividity           | Binary classification     | Will the defendant be a violent recidivist?                     |
+| two-years-recidividity-no-race   | Binary classification     | As above, but the `race` feature is removed.                    |
+| priors-prediction                | Regression                | How many prior crimes has the defendant committed?              |
+| priors-prediction-no-race        | Binary classification     | As above, but the `race` feature is removed.                    |
+| race                             | Multiclass classification | What is the `race` of the defendant?                            |
 
-# Features
 
+# Usage
+```python
+from datasets import load_dataset
+
+dataset = load_dataset("mstz/compas", "two-years-recidividity")["train"]
+```
+
+# Features
 |**Feature**                            |**Type**   |**Description**                        |
 |---------------------------------------|-----------|---------------------------------------|
 |`sex`                                  |`int64`    |                                       |