From 3af00a9e5ec4b9a1165467bc74c7264b8e9c8bdc Mon Sep 17 00:00:00 2001
From: brad-gh <32170926+brad-gh@users.noreply.github.com>
Date: Mon, 2 May 2022 22:54:21 -0400
Subject: [PATCH] fix: change formulation

---
 piscine/week02/day02/ex03/audit/README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/piscine/week02/day02/ex03/audit/README.md b/piscine/week02/day02/ex03/audit/README.md
index e5ed622..f954e85 100644
--- a/piscine/week02/day02/ex03/audit/README.md
+++ b/piscine/week02/day02/ex03/audit/README.md
@@ -19,7 +19,7 @@ Coefficient:  [[1.18866075]]
 
 [ex3q2]: ../w2_day2_ex3_q3.png "Scatter plot"
 
-##### The question 4 is validated if `predict_probability` outputs the same probabilities as `predict_proba`. Note that the values have to match one of the class probabilities, not both. To do so, compare your output with: `clf.predict_proba(X)[:,1]`. The shape of the arrays is not important.
+##### The question 4 is validated if `predict_probability` outputs the same probabilities as `predict_proba`. Note that the values have to match one of the class probabilities, not both. To do so, compare the output with: `clf.predict_proba(X)[:,1]`. The shape of the arrays is not important.
 
 ##### The question 5 is validated if `predict_class` outputs the same classes as `cfl.predict(X)`. The shape of the arrays is not important.