Update again.
diff --git a/docs/Quantiles/SketchingQuantilesAndRanksTutorial.md b/docs/Quantiles/SketchingQuantilesAndRanksTutorial.md
index 46f86ae..a3d02b5 100644
--- a/docs/Quantiles/SketchingQuantilesAndRanksTutorial.md
+++ b/docs/Quantiles/SketchingQuantilesAndRanksTutorial.md
@@ -47,7 +47,7 @@
## What is a quantile?
-### A ***quantile*** is a *value* that is associated with a particular ***rank***.
+### A ***quantile*** is a ***value*** that is associated with a particular ***rank***.
*Quantile* is the general term that includes other terms that are also quantiles.
To wit:
@@ -67,9 +67,9 @@
Let's define the functions
-### *quantile(rank)* or *q(r)* := return the quantile value *q* associated with a given *rank, r*.
+### ***quantile(rank)*** or ***q(r)*** := return the quantile value ***q*** associated with<br> a given ***rank, r***.
-### *rank(quantile)* or *r(q)* := return the rank *r* associated with the given *quantile, q*.
+### ***rank(quantile)*** or ***r(q)*** := return the rank ***r*** associated with<br> a given ***quantile, q***.
Using an example from the table:
@@ -130,7 +130,7 @@
## Two search conventions used when finding ranks, r(q)
-### The *non inclusive* criterion for *r(q)* (a.k.a. the *LT* criterion):
+### The ***non inclusive*** criterion for ***r(q)*** (a.k.a. the ***LT*** criterion):
Given *q*, search the quantile array until we find the adjacent pair *{q1, q2}* where *q1 < q <= q2*. Return the rank associated with *q1*, the first of the pair.
@@ -141,7 +141,7 @@
| Natural Rank[]: | 1 | 3 | r=5 | 7 | 9 | 11 | 13 | 14 |
-### The *inclusive* criterion for *r(q)* (a.k.a. the *LE* criterion):
+### The ***inclusive*** criterion for ***r(q)*** (a.k.a. the ***LE*** criterion):
Given *q*, search the quantile array until we find the adjacent pair *{q1, q2}* where *q1 <= q < q2*. Return the rank associated with *q1*, the first of the pair.
@@ -154,7 +154,7 @@
## Two search conventions when finding quantiles, q(r)
-### The *non inclusive* criterion for *q(r)* (a.k.a. the *GT* criterion):
+### The ***non inclusive*** criterion for ***q(r)*** (a.k.a. the ***GT*** criterion):
Given *r*, search the rank array until we find the adjacent pair *{r1, r2}* where *r1 <= r < r2*. Return the quantile associated with *r2*, the second of the pair.
@@ -164,7 +164,7 @@
|-----------------|-------|-------|-------|-------|-------|-------|-------|-------|
| Quantile[]: | 10 | 20 | 20 | q=30 | 30 | 30 | 40 | 50 |
-### The *inclusive* criterion for *q(r)* (a.k.a. the *GE* criterion):
+### The ***inclusive*** criterion for ***q(r)*** (a.k.a. the ***GE*** criterion):
Given *r*, search the rank array until we find the adjacent pair *{r1, r2}* where *r1 < r <= r2*. Return the quantile associated with *r2*, the second of the pair.