diff --git a/session_01/exercises/multiple_choice_1.md b/session_01/exercises/multiple_choice_1.md
index 6f1d6a71..e1b93de5 100644
--- a/session_01/exercises/multiple_choice_1.md
+++ b/session_01/exercises/multiple_choice_1.md
@@ -1,68 +1,79 @@
 # KPMG:Code - Session 1 - Multiple Choice Questions
 
-1. What is programming? 
+1. What is programming?
+
 - Giving the computer instructions - A
-- Choosing a television show 
+- Choosing a television show
 - Knitting a scarf
-- Completing some math equations 
+- Completing some math equations
 
 2. What is a text editor?
+
 - A place to write an essay
-- A place to write code - A 
+- A place to write code - A
 - A place to write a report
-- A place to edit a novel 
+- A place to edit a novel
+
+3. When naming a Python file, what is the file extension used?
 
-3. When naming a Python file, what is the file extension used? 
 - .doc
 - .xlsx
 - .py - A
-- .csv 
+- .csv
+
+4. What does print() do?
 
-4. What does print() do? 
 - prints out a document to a printer
-- prints the code output to the screen - A
-- 3D prints a Python 
-- posts to social media 
+- prints the content to the screen - A
+- 3D prints a Python
+- posts to social media
+
+5. What are the rules for variables?
 
-5. What are the rules for variables? 
 - Lowercase
 - Underscore instead of spaces
 - No punctuation
-- All of the above - A 
+- All of the above - A
 
 6. Which of the below is a string?
+
 - "hello world" - A
 - 6
 - True
 - 7.9
 
-7. Which of the below is a float? 
+7. Which of the below is a float?
+
 - "hello world"
 - 6
 - True
-- 7.9 - A 
+- 7.9 - A
+
+8. Which character lets you put in a new line?
 
-8. Which character lets you put in a new line? 
 - \n - A
 - /n
 - \t
 - \l
 
-9. What will be the output of the below: 
+9. What will be the output of the below:
+
 first_name = "Steve"
 last_name = "Shirley"
 full_name = first_name + " " + last_name
-print("Good morning, " + full_name) 
+print("Good morning, " + full_name)
 
-- Good morning Steve 
-- Good evening Steve 
-- Good morning Steve Shirley - A 
-- Good morning Shirley 
+- Good morning Steve
+- Good evening Steve
+- Good morning Steve Shirley - A
+- Good morning Shirley
+
+10. What will be the output of the below:
 
-10. What will be the output of the below: 
 correct_sum = 4 + 5 * 2
-print(correct_sum) 
+print(correct_sum)
+
 - 18
 - 14 - A
-- 13 
-- 0 
\ No newline at end of file
+- 13
+- 0
diff --git a/session_02/exercises/multiple_choice_2.md b/session_02/exercises/multiple_choice_2.md
index 79b3e044..b0bf387c 100644
--- a/session_02/exercises/multiple_choice_2.md
+++ b/session_02/exercises/multiple_choice_2.md
@@ -1,27 +1,31 @@
 # KPMG:Code - Session 2 - Multiple Choice Questions
 
 1. What is concatenation?
+
 - adding cats together
-- adding strings together - A 
+- adding strings together - A
 - a celebration
 - a function
 
-2. To create a comment in code, what do you put before it? 
+2. To create a comment in code, what do you put before it?
+
 - !
-- # - A 
+- # - A
 - ?
 - %
 
 3. What will be the output of the below?
+
 a = int(2.6)
 print (a)
 
 - 2.6
 - two point six
 - True
-- 2 - A 
+- 2 - A
 
 4. How can you fix the below error?
+
 age = 21
 
 # ERROR: TypeError: can only concatenate str (not "int") to str
@@ -33,6 +37,7 @@ print("You are: " + age + " years old")
 - cast the age variable to a float
 
 5. What is the output of below?
+
 name = "Ada Lovelace!"
 name_length = len(name)
 print(name_length)
@@ -40,9 +45,10 @@ print(name_length)
 - 10
 - 11
 - 12
-- 13 - A 
+- 13 - A
 
 6. What is the output of below?
+
 animal = "Giraffe"
 print(animal[0])
 
@@ -51,28 +57,32 @@ print(animal[0])
 - e
 - E
 
-7. Which prints out the last element of a string? 
-- print("python"[-1]) - A 
+7. Which prints out the last element of a string?
+
+- print("python"[-1]) - A
 - print("python"[0])
 - print("python"[-4])
 - print("python"[1])
 
-8. What function takes an input from a user? 
+8. What function takes an input from a user?
+
 - enter()
 - print()
-- input()
+- input() - A
 - add()
 
-9. What will be the output of the below: 
+9. What will be the output of the below:
+
 colour = "yellow"
-print(colour.upper()) 
+print(colour.upper())
 
-- Yellow 
+- Yellow
 - yellow
-- YELLOW - A 
-- YeLLow 
+- YELLOW - A
+- YeLLow
+
+10. What will be the output of the below:
 
-10. What will be the output of the below: 
 fullname = "Alan" + "Turing"
 length = len(fullname)
 middle_letter = fullname[int(length / 2)].lower()
@@ -81,5 +91,5 @@ print("The middle letter of your name is " + middle_letter)
 
 - A
 - u - A
-- t 
-- G
\ No newline at end of file
+- t
+- G
diff --git a/session_03/answers/A7.py b/session_03/answers/A7.py
index 3117f403..faa89fd7 100644
--- a/session_03/answers/A7.py
+++ b/session_03/answers/A7.py
@@ -1,9 +1,9 @@
-# A7 - Your company has had a great year and are going to offer a bonus of 10% to any employee who has a service of over 3 years. 
+# A7 - Your company has had a great year and are going to offer a bonus of 10% to any employee who has a service of over 3 years.
 # Ask the user to input their current salary and years of service and print out their salary and their bonus or "No bonus" if they are not receiving one.
-# salary = int(input("What is your current salary?\n"))
-# years_of_service = int(input("How many years have you worked here?\n"))
+salary = int(input("What is your current salary?\n"))
+years_of_service = int(input("How many years have you worked here?\n"))
 
 if years_of_service > 3:
   print("Your current salary is" + str(salary)+ ", your bonus is" + str(salary*0.1))
 else:
-  print("Your current salary is" + str(salary)+ ", you get no bonus.")
\ No newline at end of file
+  print("Your current salary is" + str(salary)+ ", you get no bonus.")
diff --git a/session_03/answers/B7.py b/session_03/answers/B7.py
index 318b103b..65c232f9 100644
--- a/session_03/answers/B7.py
+++ b/session_03/answers/B7.py
@@ -1,5 +1,5 @@
-# B7 - Take the age and name of three people and determine who is the oldest and youngest 
-# and print out the name and age of the oldest and youngest. 
+# B7 - Take the age and name of three people and determine who is the oldest and youngest
+# and print out the name and age of the oldest and youngest.
 # If all three ages are the same, print that.
 
 name1 = input("What is your name?\n")
@@ -9,22 +9,22 @@
 name3 = input("What is your name?\n")
 age3 = int(input("How old are you?\n"))
 
-#Oldest 
+#Oldest
 if age1 > age2 and age1 > age3:
   print(name1 + "is the oldest and is " + str(age1) + "years old.")
 elif age2 > age1 and age2 > age3:
   print(name2 + "is the oldest and is " + str(age2) + "years old.")
-elif age3 > age1 and age3> age2: 
+elif age3 > age1 and age3> age2:
   print(name3 + "is the oldest and is " + str(age3) + "years old.")
-else: 
-  ("You are all the same age")
+else:
+  print("You are all the same age")
 
 #Youngest
 if age1 < age2 and age1 < age3:
   print(name1 + "is the youngest and is " + str(age1) + "years old.")
 elif age2 < age1 and age2 < age3:
   print(name2 + "is the youngest and is " + str(age2) + "years old.")
-elif age3 < age1 and age3 < age2: 
+elif age3 < age1 and age3 < age2:
   print(name3 + "is the youngest and is " + str(age3) + "years old.")
-else: 
-  ("You are all the same age")
\ No newline at end of file
+else:
+  print("You are all the same age")
diff --git a/session_03/exercises/multiple_choice_3.md b/session_03/exercises/multiple_choice_3.md
index 00c06da6..8285f19b 100644
--- a/session_03/exercises/multiple_choice_3.md
+++ b/session_03/exercises/multiple_choice_3.md
@@ -1,23 +1,26 @@
 # KPMG:Code - Session 3 - Multiple Choice Questions
 
 1. What is a conditional?
+
 - an expression that allows a user to enter an input
-- an expression that allows a computer to make a decision - A 
+- an expression that allows a computer to make a decision - A
 - an expression that allows a computer to print an output
 - an expression that makes a string upper case
 
 2. What will be the output of the below:
-sum = 5 + 6 
+
+sum = 5 + 6
 
 if sum == 10:
     print("The value is 10")
 
 - 10
 - The value is 10
-- There will be no output - A 
-- 11 
+- There will be no output - A
+- 11
 
 3. What will be the output of the below:
+
 name = "Jackie"
 
 if name == "Anita":
@@ -26,26 +29,27 @@ if name == "Anita":
 
 print("Thanks")
 
-- Thanks - A 
+- Thanks - A
 - Hello Anita
 - How are you?
 - Hello Anita How are you? Thanks
 
-4. What does the == comparator mean? 
+4. What does the == comparator mean?
 
 - equals - A
-- does not equal 
+- does not equal
 - greater than
-- less than or equal to 
+- less than or equal to
 
-5. What does the != comparator mean? 
+5. What does the != comparator mean?
 
 - equals
 - does not equal - A  
 - greater than
-- less than or equal to 
+- less than or equal to
 
 6. What is the output of below?
+
 age = 15
 if age >= 21:
     print("You can vote")
@@ -53,23 +57,25 @@ else:
     print("You cannot vote")
 
 - You can vote
-- You cannot vote - A 
+- You cannot vote - A
 
 7. What is the output of below?
+
 traffic_light = "red"
 
 if traffic_light == "green":
     print("You can go!")
 elif traffic_light == "amber":
-    print("Get ready to stop..")
+    print("Get ready to stop...")
 else:
     print("STOP!")
 
 - Get ready to stop..
-- STOP!
-- You can go! - A
+- STOP! - A
+- You can go!
+
+8. What will be the output of the below:
 
-8. What will be the output of the below: 
 age = 0
 
 if age <= 13:
@@ -81,23 +87,25 @@ elif age == 0:
 else:
     print("You are 19 or over")
 
-- You are 13 or younger - A 
+- You are 13 or younger - A
 - You are between 14 and 17
-- You aren't born yet 
-- You are 19 or over 
+- You aren't born yet
+- You are 19 or over
+
+9. What will be the output of the below:
 
-9. What will be the output of the below: 
 age = 14
 if age > 12 and age < 20:
     print("You are a teenager")
 
-- You are a teenager 
+- You are a teenager - A
 - You are not a teenager
 
-10. What will be the output of the below: 
+10. What will be the output of the below:
+
 age = 12
 if age < 13 or age > 19:
     print("You are not a teenager")
 
 - You are a teenager
-- You are not a teenager
\ No newline at end of file
+- You are not a teenager - A
diff --git a/session_03/slides/session_3.md b/session_03/slides/session_3.md
index f72ee4e7..9dce9e34 100644
--- a/session_03/slides/session_3.md
+++ b/session_03/slides/session_3.md
@@ -81,17 +81,18 @@ z = str(10.0) # z will be '10.0'
 
 # Index
 
-| C | H | A | R | L | I | E |
-| --- | --- | --- | --- | --- | --- | --- |
-| 0 | 1 | 2 | 3 | 4 | 5 | 6 |
-| -7 | -6 | -5 | -4 | -3 | -2 | -1 |
+
+| A | L | A | N | T | U | R | I | N | G |
+| --- | --- | --- | --- | --- | --- | --- | -- | -- | -- |
+| 0 | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 |
+
 
 
 ```python
-name = "CHARLIE"
-print(name[0]) # Prints 'C' - first index item
-print(name[1]) # Prints 'H'
-print(name[-1]) # Prints 'E' - last index item
+fullname = "Alan" + "Turing"
+length = len(fullname) # 10
+# int(length / 2) = 5
+middle_letter = fullname[5].lower()
 ```
 
 ---
diff --git a/session_04/exercises/multiple_choice_4.md b/session_04/exercises/multiple_choice_4.md
index 408da1f0..99dff0e9 100644
--- a/session_04/exercises/multiple_choice_4.md
+++ b/session_04/exercises/multiple_choice_4.md
@@ -1,18 +1,21 @@
 # KPMG:Code - Session 4 - Multiple Choice Questions
 
 1. What is a list?
+
 - a way to allow user input
 - a statement that allows a computer to make a decision
 - a way to print an output
-- a collection of data - A 
+- a collection of data - A
 
 2. What brackets does a list use?
+
 - {}
 - ()
-- [] - A 
+- [] - A
 - <>
 
 3. What will be the output of the below:
+
 flowers = ["tulip", "rose", "snowdrop", "lily"]
 print(flowers[-1])
 
@@ -22,6 +25,7 @@ print(flowers[-1])
 - lily - A
 
 4. What will be the output of the below:
+
 flowers = ["tulip", "rose", "snowdrop", "lily"]
 flowers[2] = "sunflower"
 
@@ -29,10 +33,11 @@ print(flowers)
 
 - ["sunflower", "rose", "snowdrop", "lily"]
 - ["tulip", "sunflower", "snowdrop", "lily"]
-- ["tulip", "rose", "sunflower", "lily"] - A 
+- ["tulip", "rose", "sunflower", "lily"] - A
 - ["tulip", "rose", "snowdrop", "sunflower"]
 
 5. What will be the output of the below:
+
 birds = ["albatross", "buzzard", "chicken"]
 
 if "chicken" in birds:
@@ -44,6 +49,7 @@ else:
 - A chicken isn't here
 
 6. To print out the numbers 0-100, fill in the blank:
+
 for num in range(?):
     print(num)
 
@@ -52,39 +58,44 @@ for num in range(?):
 - 101 - A
 - 0
 
-7. A for loop is used for iterating over a sequence.
+7. A for loop is used for iterating over a sequence?
 
-- True - A 
-- False 
+- True - A
+- False
+
+8. What will be the output of the below:
 
-8. What will be the output of the below: 
 total = 0
 
-for num in range(1,4):
-    total += num
+for num in range(1, 4):
+    total = total + num
 
 print(total)
 
-- 0 
+- 0
 - 2
-- 4 
-- 6 - A 
+- 4
+- 6 - A
+
+9. What will be the output of the below:
 
-9. What will be the output of the below: 
 names = ["Saf", "Anita", "Jake", "Jackie"]
 captains = []
+
 for name in names:
     captains.append("Captain. " + name)
+
 print(captains)
 
 - ["Dr. Saf", "Dr. Anita", "Dr. Jake", "Dr. Jackie"]
-- ["Captain. Saf", "Captain. Anita", "Captain. Jake", "Captain. Jackie"]
+- ["Captain. Saf", "Captain. Anita", "Captain. Jake", "Captain. Jackie"] - A
 - ["Capn. Saf", "Capn. Anita", "Capn. Jake", "Capn. Jackie"]
 - ["Saf", "Anita", "Jake", "Jackie"]
 
-10. What will be the output of the below: 
-for x in range(1,10,2):
-print(x)
+10. What will be the output of the below:
+
+for x in range(1, 10, 2):
+    print(x)
 
 - The even numbers from 1 to 10
-- The odd numbers from 1 to 10 - A 
\ No newline at end of file
+- The odd numbers from 1 to 10 - A
diff --git a/session_04/slides/session_4.md b/session_04/slides/session_4.md
index 3fb70f08..e3104570 100644
--- a/session_04/slides/session_4.md
+++ b/session_04/slides/session_4.md
@@ -116,7 +116,7 @@ if age <= 13:
 elif age < 18:
     print("You are between 14 and 17")
 elif age == 0:
-    # This can never be run
+    # This will never get run
     print("You aren't born yet")
 else:
     print("You are 19 or over")
@@ -324,4 +324,4 @@ range(2000, 2020, 4)
 ---
 
 # [fit] Coding Time
-## Section B
\ No newline at end of file
+## Section B
diff --git a/session_05/answers/A5.py b/session_05/answers/A5.py
new file mode 100644
index 00000000..6c7c2bbb
--- /dev/null
+++ b/session_05/answers/A5.py
@@ -0,0 +1,33 @@
+#A5 - Add up all the numbers from 1 to 500 and print the answer
+
+total = 0
+
+for x in range(1, 501):
+    total += x
+
+print(total)
+
+
+# Another way
+total = 0
+number = 1
+
+while number <= 500:
+    total = total + number
+    number = number + 1
+
+print(total)
+
+
+# Another way
+total = 0
+number = 1
+
+while True:
+    total = total + number
+    number = number + 1
+
+    if number > 500:
+        break
+
+print(total)
diff --git a/session_05/exercises/multiple_choice_5.md b/session_05/exercises/multiple_choice_5.md
index 0bd08a82..5fc3d510 100644
--- a/session_05/exercises/multiple_choice_5.md
+++ b/session_05/exercises/multiple_choice_5.md
@@ -1,39 +1,45 @@
 # KPMG:Code - Session 5 - Multiple Choice Questions
 
 1. What is a module?
-- a library of code we can reuse in our code - A 
+
+- a library of code we can reuse in our code - A
 - a statement that allows a computer to make a decision
 - a way to print an output
 - a collection of data
 
 2. What key word brings the module in so our code can use it?
+
 - bring
 - input
-- import - A 
+- import - A
 - contain
 
-3. What does the random.randint() function do? 
-- picks a random number from 0 to 1 
-- picks a random number from a range you specify - A 
+3. What does the random.randint() function do?
+
+- picks a random number from 0 to 1
+- picks a random number from a range you specify - A
 - picks a random item from a list
 - picks a random function
 
-4. What does the random.choice() function do? 
-- picks a random number from 0 to 1 
+4. What does the random.choice() function do?
+- picks a random number from 0 to 1
 - picks a random number from a range you specify
-- picks a random item from a list - A 
+- picks a random item from a list - A
 - picks a random function
 
 5. What will be the output of the below:
+
 import math
+
 print(math.ceil(4.2))
 
 - 4
 - 5 - A
 - 4.2
-- 5.2 
+- 5.2
 
 6. What number will stop this while loop:
+
 guess = None
 while guess != 4:
     guess = int(input("What's your number? "))
@@ -44,35 +50,38 @@ while guess != 4:
 - 7
 
 7. How many times will "Hello" be printed?
+
 times_in_loop = 0
 
 while times_in_loop >= 0:
     print("Hello")
     times_in_loop += 1
     if times_in_loop > 5:
-        break 
+        break
 
 - 0
 - 4
 - 5
 - 6 - A  
 
-8. The below loop will not run forever: 
+8. The below loop will NOT run forever?
+
 times_in_loop = 0
 
 while times_in_loop >= 0:
     print("Hello")
     times_in_loop += 1
 
-- True 
-- False - A 
+- True
+- False - A
+
+9. To print 5 random numbers, fill in the blank:
 
-9. To print 5 random numbers, fill in the blanks: 
 import random
 number = 0
 
 while number <= ?:
-  print(random.?(1,10))
+  print(random.?(1, 10))
   number += 1
 
 - 3, random
@@ -80,9 +89,10 @@ while number <= ?:
 - 5, choice
 - 4, random
 
-10. What will be the output of the below: 
-sum=0
-i=0 
+10. What will be the output of the below:
+
+sum = 0
+i = 0
 
 while i < 10:
   i += 1
@@ -93,4 +103,4 @@ print(sum)
 - 10
 - 45
 - 55 - A
-- 100 
\ No newline at end of file
+- 100
diff --git a/session_05/slides/session_5.md b/session_05/slides/session_5.md
index 7d2e4d1e..7569778b 100644
--- a/session_05/slides/session_5.md
+++ b/session_05/slides/session_5.md
@@ -75,7 +75,7 @@ for person in names:
 
 ```python
 # Create variables to store our numbers and counts
-numbers = [1, 10, 13 , 15, 765, 32, 65, 23, 56, 101]
+numbers = [1, 10, 13, 15, 765, 32, 65, 23, 56, 101]
 even_count = 0
 odd_count = 0
 
@@ -85,8 +85,7 @@ for i in numbers:
     if i % 2 == 0:
         even_count = even_count + 1
     else:
-        # This is short hand for the line above
-        odd_count += 1
+        odd_count = odd_count + 1
 
 print("Even: " + str(even_count))
 print("Odd: " + str(odd_count))
@@ -450,4 +449,9 @@ for x in range(times_to_loop):
 
 ---
 
+# [fit] Coding Time
+## Section A
+
+---
+
 ### Questions?
diff --git a/session_06/exercises/multiple_choice_6.md b/session_06/exercises/multiple_choice_6.md
index d5d0262c..b0dd8864 100644
--- a/session_06/exercises/multiple_choice_6.md
+++ b/session_06/exercises/multiple_choice_6.md
@@ -4,21 +4,21 @@
 - a way to allow user input
 - a statement that allows a computer to make a decision
 - a way to print an output
-- a collection of data - A 
+- a collection of data - A
 
 2. What brackets does a dictionary use?
 - {} - A
 - ()
-- [] 
+- []
 - <>
 
 3. A dictionary is an unordered collection of data.
-- True - A 
-- False 
+- True - A
+- False
 
 4. A tuple can be modified
-- True 
-- False - A 
+- True
+- False - A
 
 5. What will be the output of the below:
 shirt = {
@@ -30,10 +30,10 @@ print(shirt["size"])
 
 - size
 - colour
-- Large
+- Large - A
 - Red
 
-6. What would be the ouput of the below:
+6. What would be the output of the below:
 contacts = [
     {"fname": "Ada", "lname": "Lovelace"},
     {"fname": "Alan", "lname": "Turing", "phone": "555-1234"},
@@ -45,8 +45,8 @@ for person in contacts:
         print(person["fname"])
 
 - Ada
-- Alan
-- Steve - A
+- Alan - A
+- Steve
 - 555-1234
 
 7. What will stop this while loop:
@@ -65,17 +65,18 @@ while fname != "":
 
 - nothing, it will run forever
 - entering a first name  
-- not entering a first name 
+- not entering a first name - A
 - not entering a first name and last name
 
 8. Items in a dictionary are called _____ pairs.
 
-- key, value - A 
+- key, value - A
 - value, key
 - key, arguments
 - value, arguments   
 
-9. What will be the output of the below: 
+9. What will be the result of the below:
+
 shirt = {
     "size": "Large",
     "colour": "Red"
@@ -84,19 +85,20 @@ shirt = {
 shirt["colour"] = "Green"
 
 - adds a new key/value
-- changes an existing value - A 
+- changes an existing value - A
 - deletes the key/value pair
-- prints out the dictionary 
+- prints out the dictionary
+
+10. What will be the result of the below:
 
-10. What will be the output of the below: 
 shirt = {
     "size": "Large",
     "colour": "Red"
 }
 
-del(shirt["size"]) 
+del(shirt["size"])
 
 - adds a new key/value
 - changes an existing value
 - deletes the key/value pair - A
-- prints out the dictionary
\ No newline at end of file
+- prints out the dictionary
diff --git a/session_06/slides/session_6.md b/session_06/slides/session_6.md
index b61bc022..793263ce 100644
--- a/session_06/slides/session_6.md
+++ b/session_06/slides/session_6.md
@@ -206,7 +206,6 @@ student = {
 }
 ```
 
-
 ---
 
 # Collections — Dictionary
diff --git a/session_07/exercises/multiple_choice_7.md b/session_07/exercises/multiple_choice_7.md
index 70cb6f83..3a9b2e0c 100644
--- a/session_07/exercises/multiple_choice_7.md
+++ b/session_07/exercises/multiple_choice_7.md
@@ -1,33 +1,38 @@
 # KPMG:Code - Session 7 - Multiple Choice Questions
 
 1. What is a function in Python?
+
 - a way to allow user input
 - a statement that allows a computer to make a decision
 - re-usable, self-contained blocks of code that do a single task - A
 - a collection of data
 
 2. What key word defines a function?
+
 - def - A
 - input
 - print
 - parameter
 
 3. How would I call the following function:
+
 def hello_world():
     print("Hello World!")
 
 - hello_world
-- hello world () 
-- hello_world() - A 
+- hello world ()
+- hello_world() - A
 - hello world
 
 4. What does the principle of 'DRY' stand for?
-- do repeat yourself 
+
+- do repeat yourself
 - don't repeat yourself - A
 - do return yourself
 - don't reload yourself
 
 5. What is name classed as here:
+
 def hello(name):
     print("Hello, " + name + "!")
 
@@ -36,41 +41,44 @@ def hello(name):
 - parameter - A
 - class
 
-6. What would be the ouput of the below:
+6. What would be the output of the below:
+
 def hello(name):
     print("Good Morning, " + name)
 
 hello("Grace")
 
 - Grace
-- Good Morning Grace Hopper
-- Good Morning Grace - A
-- good morning Grace
+- Good Morning, Grace Hopper
+- Good Morning, Grace - A
+- good morning, Grace
+
+7. What would be the output of the below:
 
-7. What would be the ouput of the below:
 def volume(x, y, z):
     print("The volume is " + str(x * y * z))
 
 volume(12, 4, 6)
 
-- 228 
+- 228
 - 288 - A  
-- 114 
+- 114
 - 144
 
-8. What is returning, in relation to functions?
+8. What is "return", in relation to functions?
 
-- return is a keyword - A 
+- return is a keyword - A
 - return is a function
 - return is a input
-- return is a parameter 
+- return is a parameter
 
-9. Which of the below will stop the execution a function? 
+9. Which of the below will stop the execution a function?
 
 - print
-- return - A 
+- return - A
+
+10. What will be the output of the below:
 
-10. What will be the output of the below: 
 def calc_factorial(x):
     if x == 1:
         return 1
@@ -84,4 +92,4 @@ print(calc_factorial(num))
 - 4
 - None
 - 24 - A
-- 6
\ No newline at end of file
+- 6
diff --git a/session_07/slides/session_7.md b/session_07/slides/session_7.md
index 7733c8c1..a7a092de 100644
--- a/session_07/slides/session_7.md
+++ b/session_07/slides/session_7.md
@@ -236,7 +236,7 @@ len()
 
 # Why do we use functions?
 
-- Let you re-use code
+- Lets you re-use code
 - Break large problems into smaller ones
 
 ---
@@ -490,4 +490,3 @@ def calc_factorial(x):
 
 # [fit] Coding Time
 ## Section B
-
diff --git a/session_08/exercises/exercises_8.md b/session_08/exercises/exercises_8.md
index 23967b41..93980d47 100644
--- a/session_08/exercises/exercises_8.md
+++ b/session_08/exercises/exercises_8.md
@@ -1,4 +1,9 @@
 # Session 8 Exercises
+All of these questions will use a set of pre-made files with data in.
+
+To get these files go to: https://replit.com/@ihfcode/pythontwfiles and click on the "fork" button to make a copy of the repl and then you can start to write your code.
+
+
 ## Section A
 1. Read the file 'jabberwocky.txt' and print its content to the screen
 2. Read the file 'austen.txt' and print the amount of lines in the file
diff --git a/session_08/exercises/multiple_choice_8.md b/session_08/exercises/multiple_choice_8.md
index 2da6cf29..0e7fff3e 100644
--- a/session_08/exercises/multiple_choice_8.md
+++ b/session_08/exercises/multiple_choice_8.md
@@ -1,41 +1,48 @@
 # KPMG:Code - Session 8 - Multiple Choice Questions
 
 1. To open the below file, fill in the missing word:
+
 f = ?("my_file.txt", "r")
+
 - input
 - read
 - open - A
 - close
 
 2. To read the below file, fill in the missing word:
+
 f = open("my_file.txt", "r")
 print(f.?())
+
 - input
 - read - A
 - open
 - close
 
-3. What does the "a" mode stand for? 
+3. What does the "a" mode stand for?
+
 - read
-- append - A 
+- append - A
 - write
 - create
 
 4. "w" mode, overwrites the contents of your file.
-- True - A 
+
+- True - A
 - False
 
 5. "a" mode, overwrites the contents of your file.
 
-- True 
-- False - A 
+- True
+- False - A
 
 6. "r" mode will fail if the file it's passed to doesn't exist.
 
-- True - A 
-- False 
+- True - A
+- False
 
 7. To close the below file, fill in the missing word:
+
 f = open("example.txt", "w")
 f.write("Hello World")
 f.?()
@@ -43,15 +50,15 @@ f.?()
 - input
 - read
 - open
-- close - A 
+- close - A
 
 8. To create a new file, file in the missing mode:
 f = open("example.txt", "?")
 
-- x - A 
+- x - A
 - c
 - r
-- s 
+- s
 
 9. What will be the output of the below:
 
@@ -61,12 +68,13 @@ for x in open("example.txt"):
 
 print(total)
 
-- all the text from the file will be output 
-- all the lines will be print out 
-- the amount of lines in the file will be printed out - A 
-- a new file will be created 
+- all the text from the file will be output
+- all the lines will be print out
+- the number of lines in the file will be printed out - A
+- a new file will be created
+
+10. What will be the output of the below:
 
-10. What will be the output of the below: 
 f = open("odd.txt", "w")
 
 for x in open("numbers.txt"):
@@ -78,5 +86,5 @@ f.close()
 
 - all the even numbers will be written to numbers.txt
 - all the odd numbers will be written to numbers.txt
-- all the even numbers will be written to even.txt 
-- all the odd numbers will be written to odd.txt - A
\ No newline at end of file
+- all the even numbers will be written to even.txt
+- all the odd numbers will be written to odd.txt - A
diff --git a/session_08/exercises/text_files/accounts_1.txt b/session_08/exercises/text_files/accounts_1.txt
new file mode 100644
index 00000000..3322c2bc
--- /dev/null
+++ b/session_08/exercises/text_files/accounts_1.txt
@@ -0,0 +1,10000 @@
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diff --git a/session_08/exercises/text_files/accounts_2.txt b/session_08/exercises/text_files/accounts_2.txt
new file mode 100644
index 00000000..6316021e
--- /dev/null
+++ b/session_08/exercises/text_files/accounts_2.txt
@@ -0,0 +1,10000 @@
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diff --git a/session_08/exercises/text_files/accounts_3.txt b/session_08/exercises/text_files/accounts_3.txt
new file mode 100644
index 00000000..6b46e839
--- /dev/null
+++ b/session_08/exercises/text_files/accounts_3.txt
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diff --git a/session_08/exercises/text_files/austen.txt b/session_08/exercises/text_files/austen.txt
new file mode 100644
index 00000000..16e902ce
--- /dev/null
+++ b/session_08/exercises/text_files/austen.txt
@@ -0,0 +1,67 @@
+It is a truth universally acknowledged, that a single man in possession of a good fortune, must be in want of a wife.
+
+However little known the feelings or views of such a man may be on his first entering a neighbourhood, this truth is so well fixed in the minds of the surrounding families that he is considered as the rightful property of some one or other of their daughters.
+
+"My dear Mr. Bennet," said his lady to him one day, "have you heard that Netherfield Park is let at last?"
+
+Mr. Bennet replied that he had not.
+
+"But it is," returned she; "for Mrs. Long has just been here, and she told me all about it."
+
+Mr. Bennet made no answer.
+
+"Do not you want to know who has taken it?" cried his wife impatiently.
+
+"You want to tell me, and I have no objection to hearing it."
+
+This was invitation enough.
+
+"Why, my dear, you must know, Mrs. Long says that Netherfield is taken by a young man of large fortune from the north of England; that he came down on Monday in a chaise and four to see the place, and was so much delighted with it, that he agreed with Mr. Morris immediately; that he is to take possession before Michaelmas, and some of his servants are to be in the house by the end of next week."
+
+"What is his name?"
+
+"Bingley."
+
+"Is he married or single?"
+
+"Oh! single, my dear, to be sure! A single man of large fortune; four or five thousand a year. What a fine thing for our girls!"
+
+"How so? how can it affect them?"
+
+"My dear Mr. Bennet," replied his wife, "how can you be so tiresome! You must know that I am thinking of his marrying one of them."
+
+"Is that his design in settling here?"
+
+"Design! nonsense, how can you talk so! But it is very likely that he may fall in love with one of them, and therefore you must visit him as soon as he comes."
+
+"I see no occasion for that. You and the girls may go, or you may send them by themselves, which perhaps will be still better, for as you are as handsome as any of them, Mr. Bingley might like you the best of the party."
+
+"My dear, you flatter me. I certainly have had my share of beauty, but I do not pretend to be any thing extraordinary now. When a woman has five grown-up daughters she ought to give over thinking of her own beauty."
+
+"In such cases a woman has not often much beauty to think of."
+
+"But, my dear, you must indeed go and see Mr. Bingley when he comes into the neighbourhood."
+
+"It is more than I engage for, I assure you."
+
+"But consider your daughters. Only think what an establishment it would be for one of them. Sir William and Lady Lucas are determined to go, merely on that account, for in general, you know, they visit no new-comers. Indeed you must go, for it will be impossible for us to visit him if you do not."
+
+"You are over-scrupulous surely. I dare say Mr. Bingley will be very glad to see you; and I will send a few lines by you to assure him of my hearty consent to his marrying whichever he chuses of the girls: though I must throw in a good word for my little Lizzy."
+
+"I desire you will do no such thing. Lizzy is not a bit better than the others; and I am sure she is not half so handsome as Jane, nor half so good-humoured as Lydia. But you are always giving her the preference."
+
+"They have none of them much to recommend them," replied he; "they are all silly and ignorant, like other girls; but Lizzy has something more of quickness than her sisters."
+
+"Mr. Bennet, how can you abuse your own children in such a way! You take delight in vexing me. You have no compassion on my poor nerves."
+
+"You mistake me, my dear. I have a high respect for your nerves. They are my old friends. I have heard you mention them with consideration these twenty years at least."
+
+"Ah! you do not know what I suffer."
+
+"But I hope you will get over it, and live to see many young men of four thousand a year come into the neighbourhood."
+
+"It will be no use to us if twenty such should come, since you will not visit them."
+
+"Depend upon it, my dear, that when there are twenty, I will visit them all."
+
+Mr. Bennet was so odd a mixture of quick parts, sarcastic humour, reserve, and caprice, that the experience of three-and-twenty years had been insufficient to make his wife understand his character. Her mind was less difficult to develope. She was a woman of mean understanding, little information, and uncertain temper. When she was discontented she fancied herself nervous. The business of her life was to get her daughters married; its solace was visiting and news.
\ No newline at end of file
diff --git a/session_08/exercises/text_files/jabberwocky.txt b/session_08/exercises/text_files/jabberwocky.txt
new file mode 100644
index 00000000..5c885357
--- /dev/null
+++ b/session_08/exercises/text_files/jabberwocky.txt
@@ -0,0 +1,34 @@
+’Twas brillig, and the slithy toves
+      Did gyre and gimble in the wabe:
+All mimsy were the borogoves,
+      And the mome raths outgrabe.
+
+“Beware the Jabberwock, my son!
+      The jaws that bite, the claws that catch!
+Beware the Jubjub bird, and shun
+      The frumious Bandersnatch!”
+
+He took his vorpal sword in hand;
+      Long time the manxome foe he sought—
+So rested he by the Tumtum tree
+      And stood awhile in thought.
+
+And, as in uffish thought he stood,
+      The Jabberwock, with eyes of flame,
+Came whiffling through the tulgey wood,
+      And burbled as it came!
+
+One, two! One, two! And through and through
+      The vorpal blade went snicker-snack!
+He left it dead, and with its head
+      He went galumphing back.
+
+“And hast thou slain the Jabberwock?
+      Come to my arms, my beamish boy!
+O frabjous day! Callooh! Callay!”
+      He chortled in his joy.
+
+’Twas brillig, and the slithy toves
+      Did gyre and gimble in the wabe:
+All mimsy were the borogoves,
+      And the mome raths outgrabe.
diff --git a/session_08/exercises/text_files/numbers.txt b/session_08/exercises/text_files/numbers.txt
new file mode 100644
index 00000000..3933cdd9
--- /dev/null
+++ b/session_08/exercises/text_files/numbers.txt
@@ -0,0 +1,5000 @@
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diff --git a/session_08/exercises/text_files/secret.txt b/session_08/exercises/text_files/secret.txt
new file mode 100644
index 00000000..a1412fc4
--- /dev/null
+++ b/session_08/exercises/text_files/secret.txt
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