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2 changes: 1 addition & 1 deletion docs/index.rst
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Expand Up @@ -56,7 +56,7 @@ details, and some included benchmarks.

.. toctree::
:maxdepth: 1
:caption: For some more speicifs on benchmarks involving the implementation, see the following benchmark examples:
:caption: For some more specifics on benchmarks involving the implementation, see the following benchmark examples:

benchmarks/benchmarks

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2 changes: 1 addition & 1 deletion docs/intro/tutorial.rst
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Expand Up @@ -166,7 +166,7 @@ and the uncertainty. This is done with the ``predict`` method of
.. literalinclude:: ../../mogp_emulator/demos/tutorial.py
:lines: 46-55

``predictions`` is an object containing the mean and uncertainty (variance)
The output of ``predict`` is an object containing the mean and uncertainty (variance)
of the predictions. A GP assumes that the outputs follow a Normal Distribution,
so we can perform validation by asking how many of our validation points mean estimates
are within 2 standard deviations of the true value by computing the standard errors
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2 changes: 1 addition & 1 deletion mogp_emulator/demos/projectile.py
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Expand Up @@ -2,7 +2,7 @@
import scipy
from scipy.integrate import solve_ivp

assert scipy.__version__ >= '1.4', "projectile.py requires scipy version 1.4 or greater"
assert tuple(map(int, scipy.__version__.split('.'))) >= (1, 4), "projectile.py requires scipy version 1.4 or greater"

# Create our simulator, which solves a nonlinear differential equation describing projectile
# motion with drag. A projectile is launched from an initial height of 2 meters at an
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