diff --git a/docs/Users_Guide/.difficulty_index.rst.swp b/docs/Users_Guide/.difficulty_index.rst.swp
new file mode 100644
index 00000000..1ad54e41
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diff --git a/docs/Users_Guide/difficulty_index.rst b/docs/Users_Guide/difficulty_index.rst
index 31da2f7d..d5f0d48c 100644
--- a/docs/Users_Guide/difficulty_index.rst
+++ b/docs/Users_Guide/difficulty_index.rst
@@ -7,7 +7,7 @@ Description
 
 This module is used to calculate the difficulty of a decision based on a set of forecasts, 
 such as an ensemble, for quantities such as wind speed or significant wave height as a 
-function ot space and time.
+function of space and time.
 
 Example
 =======
@@ -22,25 +22,34 @@ Consider the following formulation of a forecast decision difficulty index:
 
   .. math :: d_{i,j} = \frac{A(\bar{x}_{i,j})}{2}(\frac{(\sigma/\bar{x})_{i,j}}{(\sigma/\bar{x})_{ref}}+[1-\frac{1}{2}|P(x_{i,j}\geq thresh)-P(x_{i,j}<thresh)|])
 
-# where :math:`\sigma` is the ensemble standard deviation, :math:`\bar{x}` is the ensemble mean, 
-# :math:`P(x_{i,j}\geq thresh)` is the ensemble (sample) probability of being greater than or equal 
-# to the threshold, and  :math:`P(x_{i,j}<thresh)` is the ensemble probability of being less than 
-# the threshold. The :math:`(\sigma/\bar{x})` expression is a measure of spread normalized by the 
-# mean, and it allows one to identify situations of truly significant uncertainty. Because the 
-# difficulty index is defined only for positive definite quantities such as significant wave height, 
-# division by zero is avoided. :math:`(\sigma/\bar{x})_{ref}` is a (scalar) reference value, for 
-# example the maximum value of :math:`(\sigma/\bar{x})` obtained over the last 5 days as a function 
-# of geographic region.
-#
-# The first term in the outer brackets is large when the uncertainty in the current forecast is 
-# large relative to a reference. The second term is minimum when all the probability is either 
-# above or below the threshold, and maximum when the probability is evenly distributed about the 
-# threshold. So it penalizes the split case, where the ensemble members are close to evenly split on 
-# either side of the threshold. The A term outside the brackets is a weighting to account for 
-# heuristic forecast difficulty situations. Its values for winds are given below.
-#
-# .. math :: A = 0 if \bar{x} is above 50kt
-# .. math :: A = 0 if \bar{x} is below 5kt
-# .. math :: A = 1.5 if \bar{x} is between 28kt and 34kt
-# .. math :: \text{A} = 1.5 - 1.5[\frac{\bar{x}(kt)-34kt}{16kt}] for 34kt\leq\bar{x}\leq 50kt
-# .. math :: \text{A} = 1.5[\frac{\bar{x}(kt)-5kt}{23kt}] for 5kt\leq\bar{x}\leq 28kt
+where :math:`\sigma` is the ensemble standard deviation, :math:`\bar{x}` is the ensemble mean, 
+:math:`P(x_{i,j}\geq thresh)` is the ensemble (sample) probability of being greater than or equal 
+to the threshold, and  :math:`P(x_{i,j}<thresh)` is the ensemble probability of being less than 
+the threshold. The :math:`(\sigma/\bar{x})` expression is a measure of spread normalized by the 
+mean, and it allows one to identify situations of truly significant uncertainty. Because the 
+difficulty index is defined only for positive definite quantities such as significant wave height, 
+division by zero is avoided. :math:`(\sigma/\bar{x})_{ref}` is a (scalar) reference value, for 
+example the maximum value of :math:`(\sigma/\bar{x})` obtained over the last 5 days as a function 
+of geographic region.
+
+The first term in the outer brackets is large when the uncertainty in the current forecast is 
+large relative to a reference. The second term is minimum when all the probability is either 
+above or below the threshold, and maximum when the probability is evenly distributed about the 
+threshold. So it penalizes the split case, where the ensemble members are close to evenly split on 
+either side of the threshold. The A term outside the brackets is a weighting to account for 
+heuristic forecast difficulty situations. Its values for winds are given below.
+
+ .. math :: A = 0 if \bar{x} is above 50kt
+ .. math :: A = 0 if \bar{x} is below 5kt
+ .. math :: A = 1.5 if \bar{x} is between 28kt and 34kt
+ .. math :: \text{A} = 1.5 - 1.5[\frac{\bar{x}(kt)-34kt}{16kt}] for 34kt\leq\bar{x}\leq 50kt
+ .. math :: \text{A} = 1.5[\frac{\bar{x}(kt)-5kt}{23kt}] for 5kt\leq\bar{x}\leq 28kt
+
+ .. image:: figure/weighting_wave_hgt_difficulty_index.png
+
+The weighting ramps up to a value 1.5 for a value of :math:`x` that is slightly below the threshold. 
+This accounts for the notion that a forecast is more difficult when it is slightly below the threshold 
+than slightly above. The value of :math:`A` then ramps down to zero for large values of 
+:math:`\bar{x}_{i,j}`.
+
+