wearepal
diff --git a/‎.github/workflows/continuous_integration.yml
+1-1 b/‎.github/workflows/continuous_integration.yml
+1-1
diff --git a/‎docs/algorithms/index.rst
-16 b/‎docs/algorithms/index.rst
-16
diff --git a/‎docs/algorithms/inprocess.rst
-70 b/‎docs/algorithms/inprocess.rst
-70
diff --git a/‎docs/algorithms/postprocess.rst
-20 b/‎docs/algorithms/postprocess.rst
-20
diff --git a/‎docs/algorithms/preprocess.rst
-34 b/‎docs/algorithms/preprocess.rst
-34
diff --git a/‎docs/data/index.rst
-16 b/‎docs/data/index.rst
-16
diff --git a/‎docs/data/tabular_data.rst
-52 b/‎docs/data/tabular_data.rst
-52
diff --git a/‎docs/data/util.rst
-17 b/‎docs/data/util.rst
-17
diff --git a/‎docs/ethicml.data.rst
+8 b/‎docs/ethicml.data.rst
+8
diff --git a/‎docs/metrics/index.rst ‎docs/ethicml.metrics.rst
+3-11 b/‎docs/metrics/index.rst ‎docs/ethicml.metrics.rst
+3-11
diff --git a/‎docs/evaluators/cross_validator.rst ‎docs/ethicml/cross_validator.rst b/‎docs/evaluators/cross_validator.rst ‎docs/ethicml/cross_validator.rst
diff --git a/‎docs/evaluators/evaluate_models.rst ‎docs/ethicml/evaluate_models.rst b/‎docs/evaluators/evaluate_models.rst ‎docs/ethicml/evaluate_models.rst
diff --git a/‎docs/ethicml/index.rst
+12 b/‎docs/ethicml/index.rst
+12
diff --git a/‎docs/evaluators/parallelism.rst ‎docs/ethicml/parallelism.rst b/‎docs/evaluators/parallelism.rst ‎docs/ethicml/parallelism.rst
diff --git a/‎docs/preprocessing.rst ‎docs/ethicml/preprocessing.rst b/‎docs/preprocessing.rst ‎docs/ethicml/preprocessing.rst
diff --git a/‎docs/utility.rst ‎docs/ethicml/utility.rst b/‎docs/utility.rst ‎docs/ethicml/utility.rst
diff --git a/‎docs/visualisation.rst ‎docs/ethicml/visualisation.rst b/‎docs/visualisation.rst ‎docs/ethicml/visualisation.rst
diff --git a/‎docs/evaluators/index.rst
-12 b/‎docs/evaluators/index.rst
-12
diff --git a/‎docs/index.rst
+12-12 b/‎docs/index.rst
+12-12
diff --git a/‎docs/metrics/per_sensitive_attribute.rst
-5 b/‎docs/metrics/per_sensitive_attribute.rst
-5
diff --git a/‎docs/models/index.rst
+16 b/‎docs/models/index.rst
+16
@@ -144,4 +144,4 @@ jobs:
       #----------------------------------------------
       - name: Test with pytest
         run: |
-          poetry run python -m pytest -vv --cov=ethicml --cov-fail-under=80  tests/
+          poetry run python -m pytest -vv -n 2 --dist loadgroup --cov=ethicml --cov-fail-under=80  tests/
@@ -0,0 +1,8 @@
+************
+ethicml.data
+************
+
+.. automodule:: ethicml.data
+   :members:
+   :imported-members:
+   :autosummary:
@@ -1,16 +1,8 @@
-*******
-Metrics
-*******
+***************
+ethicml.metrics
+***************
 
 .. automodule:: ethicml.metrics
    :members:
    :imported-members:
    :autosummary:
-
-Utils
-=====
-
-.. toctree::
-   :glob:
-
-   ./*
@@ -0,0 +1,12 @@
+*******
+ethicml
+*******
+
+.. automodule:: ethicml
+    :no-members:
+    :no-imported-members:
+
+.. toctree::
+   :glob:
+
+   ./*
@@ -11,13 +11,16 @@ Example
 .. code:: python
 
    import ethicml as em
+   import ethicml.data as emda
+   import ethicml.models as emmo
+   from ethicml import metrics
 
    results = em.evaluate_models(
-       datasets=[em.Adult()],
-       inprocess_models=[em.SVM(), em.Kamiran()],
-       preprocess_models=[em.Upsampler()],
-       metrics=[em.Accuracy()],
-       per_sens_metrics=[em.ProbPos(), em.TPR()],
+       datasets=[emda.Adult()],
+       inprocess_models=[emmo.SVM(), emmo.Kamiran()],
+       preprocess_models=[emmo.Upsampler()],
+       metrics=[metrics.Accuracy()],
+       per_sens_metrics=[metrics.ProbPos(), metrics.TPR()],
        repeats=5,
    )
    em.plot_results(results, "Accuracy", "prob_pos_Male_0/Male_1")
@@ -29,13 +32,10 @@ API
 .. toctree::
    :maxdepth: 2
 
-   algorithms/index
-   data/index
-   evaluators/index
-   metrics/index
-   preprocessing
-   utility
-   visualisation
+   ethicml/index
+   ethicml.data
+   models/index
+   ethicml.metrics
 
 
 
 
@@ -0,0 +1,16 @@
+**************
+ethicml.models
+**************
+
+.. automodule:: ethicml.models
+
+.. toctree::
+   :glob:
+
+   ./*
+
+
+Algorithms base
+===============
+
+.. automodule:: ethicml.models.algorithm_base