Typos on Quickstart.rst
Quickstart
-'''''''''''''''''''''''''''''''''''''''
+''''''''''
Installation
----------------------------------------
+------------
-Install via ``pip``:
+Install via ``pip`` (see `its documentation <https://pip.pypa.io/en/stable/installing>`_ if it is not yet installed on your system):
.. code::
@@ -21,8 +21,7 @@ Install via ``pip``:
Kaplan-Meier and Nelson-Aalen
----------------------------------------
-
+-----------------------------
Let's start by importing some data. We need the durations that individuals are observed for, and whether they "died" or not.
@@ -68,7 +67,7 @@ After calling the ``fit`` method, we have access to new properties like ``surviv
Multiple groups
-^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+^^^^^^^^^^^^^^^
.. code:: python
@@ -83,8 +82,8 @@ Multiple groups
.. image:: images/quickstart_multi.png
-Similar functionality exists for the ``NelsonAalenFitter``:
+Similar functionality exists for the ``NelsonAalenFitter``:
.. code:: python
@@ -94,10 +93,10 @@ Similar functionality exists for the ``NelsonAalenFitter``:
but instead of a ``survival_function_`` being exposed, a ``cumulative_hazard_`` is.
-.. note:: Similar to Scikit-Learn, all statistically estimated quantities append an underscore to the property name.
+.. note:: Similar to `Scikit-Learn <http://scikit-learn.org>`_, all statistically estimated quantities append an underscore to the property name.
Getting Data in The Right Format
----------------------------------
+--------------------------------
Often you'll have data that looks like:
@@ -136,7 +135,7 @@ Alternatively, perhaps you are interested in viewing the survival table given so
Survival Regression
----------------------------------
+-------------------
While the above ``KaplanMeierFitter`` and ``NelsonAalenFitter`` are useful, they only give us an "average" view of the population. Often we have specific data at the individual level, either continuous or categorical, that we would like to use. For this, we turn to **survival regression**, specifically ``AalenAdditiveFitter`` or ``CoxPHFitter``.
