diff --git a/6-NLP/4-Hotel-Reviews-1/README.md b/6-NLP/4-Hotel-Reviews-1/README.md
index 78b9cce7..b789afa6 100644
--- a/6-NLP/4-Hotel-Reviews-1/README.md
+++ b/6-NLP/4-Hotel-Reviews-1/README.md
@@ -391,7 +391,7 @@ Now that you have explored the dataset, in the next lesson you will filter the d
 
 This lesson demonstrates, as we saw in previous lessons, how critically important it is to understand your data and its foibles before performing operations on it. Text-based data, in particular, bears careful scrutiny. Dig through various text-heavy datasets and see if you can discover areas that could introduce bias or skewed sentiment into a model. 
 
-## [Pre-lecture quiz](https://jolly-sea-0a877260f.azurestaticapps.net/quiz/38/)
+## [Post-lecture quiz](https://jolly-sea-0a877260f.azurestaticapps.net/quiz/38/)
 
 ## Review & Self Study
 
diff --git a/quiz-app/src/assets/translations/en.json b/quiz-app/src/assets/translations/en.json
index d0acc6ff..de600069 100644
--- a/quiz-app/src/assets/translations/en.json
+++ b/quiz-app/src/assets/translations/en.json
@@ -2041,48 +2041,52 @@
 				"title": "NLP 4: Pre-Lecture Quiz",
 				"quiz": [
 					{
-						"questionText": "q1",
+						"questionText": "What information can we get from text that was written or spoken by a human?",
 						"answerOptions": [
 							{
-								"answerText": "a",
+								"answerText": "patterns and frequencies",
 								"isCorrect": "false"
 							},
 							{
-								"answerText": "b",
-								"isCorrect": "true"
+								"answerText": "sentiment and meaning",
+								"isCorrect": "false"
 							},
 							{
-								"answerText": "c",
-								"isCorrect": "false"
+								"answerText": "both of the above",
+								"isCorrect": "true"
 							}
 						]
 					},
 					{
-						"questionText": "q2",
+						"questionText": "What is sentiment analysis?",
 						"answerOptions": [
 							{
-								"answerText": "a",
+								"answerText": "a study of whether a family heirloom has sentimental value",
+								"isCorrect": "false"
+							},
+							{
+								"answerText": "a method of systematically identifying, extracting, quantifying, and studying affective states and subjective information",
 								"isCorrect": "true"
 							},
 							{
-								"answerText": "b",
+								"answerText": "the ability to tell whether someone is sad or happy",
 								"isCorrect": "false"
 							}
 						]
-					},
+					},					
 					{
-						"questionText": "q3",
+						"questionText": "What question could be answered using a dataset of hotel reviews, Python, and sentiment analysis?",
 						"answerOptions": [
 							{
-								"answerText": "a",
-								"isCorrect": "false"
+								"answerText": "What are the most frequently used words and phrases in reviews?",
+								"isCorrect": "true"
 							},
 							{
-								"answerText": "b",
-								"isCorrect": "true"
+								"answerText": "Which resort has the best pool?",
+								"isCorrect": "false"
 							},
 							{
-								"answerText": "c",
+								"answerText": "Is there valet parking at this hotel?",
 								"isCorrect": "false"
 							}
 						]
@@ -2094,48 +2098,48 @@
 				"title": "NLP 4: Post-Lecture Quiz",
 				"quiz": [
 					{
-						"questionText": "q1",
+						"questionText": "What is the essence of NLP?",
 						"answerOptions": [
 							{
-								"answerText": "a",
+								"answerText": "categorizing human language into happy or sad",
 								"isCorrect": "false"
 							},
 							{
-								"answerText": "b",
+								"answerText": "interpreting meaning or sentiment without having to have a human do it",
 								"isCorrect": "true"
 							},
 							{
-								"answerText": "c",
+								"answerText": "finding outliers in sentiment and examining them",
 								"isCorrect": "false"
 							}
 						]
 					},
 					{
-						"questionText": "q2",
+						"questionText": "What are some things you might look for while cleaning data?",
 						"answerOptions": [
 							{
-								"answerText": "a",
-								"isCorrect": "true"
+								"answerText": "characters in other languages",
+								"isCorrect": "false"
 							},
 							{
-								"answerText": "b",
+								"answerText": "blank rows or columns",
 								"isCorrect": "false"
+							},
+							{
+								"answerText": "both of the above",
+								"isCorrect": "true"
 							}
 						]
 					},
 					{
-						"questionText": "q3",
+						"questionText": "It is important to understand your data and its foibles before performing operations on it.",
 						"answerOptions": [
 							{
-								"answerText": "a",
-								"isCorrect": "false"
-							},
-							{
-								"answerText": "b",
+								"answerText": "true",
 								"isCorrect": "true"
 							},
 							{
-								"answerText": "c",
+								"answerText": "false",
 								"isCorrect": "false"
 							}
 						]