From dbff1de0fec200fd27c6710ee8e607120fc88e16 Mon Sep 17 00:00:00 2001
From: brad-gh <32170926+brad-gh@users.noreply.github.com>
Date: Tue, 26 Apr 2022 23:12:49 -0400
Subject: [PATCH] fix: formulation

---
 piscine/week01/day05/ex04/audit/README.md | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/piscine/week01/day05/ex04/audit/README.md b/piscine/week01/day05/ex04/audit/README.md
index 89e9d8d..aa4c452 100644
--- a/piscine/week01/day05/ex04/audit/README.md
+++ b/piscine/week01/day05/ex04/audit/README.md
@@ -1,9 +1,9 @@
 ##### The exercice is validated is all questions of the exercice are validated
 
-###### Have you checked missing values and data types ? 
-###### Have you converted string dates to datetime ? 
-###### Have you set dates as index ? 
-###### Have you used `info` or `describe` to have a first look at the data ?
+###### Have the missing values and data types been checked ? 
+###### Have the string dates been converted to datetime type ? 
+###### Have the dates been set as index ? 
+###### Have `info` or/and `describe` been used to have a first look at the data ?
 
 
 
@@ -57,6 +57,6 @@
     Name: PnL, Length: 10119, dtype: float64
 ```
 
-##### The question 4 is validated if you computed the return of the strategy as: `(Total earned - Total invested) / Total` invested. The result should be close to 0. The formula given could be simplified as `(PnLs.sum())/signal.sum()`. My return is: 0.00043546984088551553 because I invested 5147$ and I earned 5149$.
+##### The question 4 is validated if the return of the strategy is computed as: `(Total earned - Total invested) / Total` invested. The result should be close to 0. The formula given could be simplified as `(PnLs.sum())/signal.sum()`. My return is: 0.00043546984088551553 because I invested 5147$ and I earned 5149$.
 
-##### The question is validated if you replaced the previous signal Series with 1s. Similarly as the previous question, we earned 10128$ and we invested 10118$ which leads to a return of 0.00112670194140969 (0.1%).
\ No newline at end of file
+##### The question is validated if the previous signal Series is replaced with 1s. Similarly as the previous question, we earned 10128$ and we invested 10118$ which leads to a return of 0.00112670194140969 (0.1%).