diff --git a/10_Pandas-1.html b/10_Pandas-1.html index e8d9458..40c6241 100644 --- a/10_Pandas-1.html +++ b/10_Pandas-1.html @@ -1097,7 +1097,7 @@

“importing” a library: mechanics -
4
+
3
@@ -2628,7 +2628,7 @@

Summarizing -
  File "/var/folders/xz/_hjc5hsx743dclmg8n5678nc0000gn/T/ipykernel_30799/1243815937.py", line 1
+
  File "/var/folders/xz/_hjc5hsx743dclmg8n5678nc0000gn/T/ipykernel_61589/1243815937.py", line 1
     print(set(ncaa['
                     ^
 SyntaxError: EOL while scanning string literal
diff --git a/11_Pandas-2.html b/11_Pandas-2.html
index a4f2512..d9abb54 100644
--- a/11_Pandas-2.html
+++ b/11_Pandas-2.html
@@ -2284,7 +2284,7 @@ 
What’s happening under the hood
 
---------------------------------------------------------------------------
 KeyError                                  Traceback (most recent call last)
-/var/folders/xz/_hjc5hsx743dclmg8n5678nc0000gn/T/ipykernel_30808/3685041712.py in <module>
+/var/folders/xz/_hjc5hsx743dclmg8n5678nc0000gn/T/ipykernel_61602/3685041712.py in <module>
 ----> 1 courses = courses.drop(columns="has_intro")
       2 courses.head()
 
diff --git a/2b_Variables.html b/2b_Variables.html
index 2bf8b8d..5b2e85d 100644
--- a/2b_Variables.html
+++ b/2b_Variables.html
@@ -1048,6 +1048,7 @@ 
SemanticsAnswer:

 
For me at least, the 2nd version makes it clearer that the program shouldn’t have + in there: it should be *, since pay is a function of hours worked times hourly rate.

 

+
Also, say an employee told you they needed to update their number of hours worked. Which variable would you need to update?

 
Going back to the issue of data types, I like to name my variables in a way that suggests their data type.

 
For example:

 
-
Also, by convention, you might see people use certain names for certain kinds of things. For example, i is often used to refer to a counter value
+
By convention, you might see people use certain names for certain kinds of things. For example, i is often used to refer to a counter value
 s (or some variant of it) is often used to refer to a string.

 
You should feel free to name variables whatever makes sense to you, as long as you feel they accurately signal the logic of the program they’re in. Your future self (and current/future collaborators) will thank you for following this fundamental principle. You’ll be surprised how often you can get unstuck simply by clarifying the names of the variables (which makes the structure of the program clearer, and the source of the problem obvious).

 
Example: debug a program that is supposed to compute a total check with 20% tip after accounting for 7% tax

@@ -1106,8 +1107,12 @@ 
SemanticstipAmount = tipRate * (baseAmount + baseAmount*taxRate)

 

 
Again, these are the same exact programs, from Python’s perspective! The variable names make all the difference.

-
Just for fun, you can read some programming horror stories about variable naming here.

-
And see this StackOverflow thread for discussion of the importance of variable naming (in the context of discussing code readability, a central thing we care about it in this class, enough to make it a rubric item on your Projects!). The thread includes some links to style guides from Microsof, Python, and other sources.

+
To reinforce the point, I recommend:

+
    
+
  • a collection of programming horror stories about variable naming here
    • 
+
  • this StackOverflow thread for discussion of the importance of variable naming (in the context of discussing code readability, a central thing we care about it in this class, enough to make it a rubric item on your Projects!). The thread includes some links to style guides from Microsof, Python, and other sources.
    • 
+
  • and this discussion of variable naming in a data science context
    • 
+

 
 
 

diff --git a/3_Functions.html b/3_Functions.html
index d779ecc..c5f7589 100644
--- a/3_Functions.html
+++ b/3_Functions.html
@@ -974,6 +974,7 @@ 
Function callminutes_to_hours with mins as input, and return the result

 
  • Pass that result to the print function (yes, this is a function also!) as an input argument.
    • 
 
+
    It may help to plug this code (and really all the other examples in this lecture) into pythontutor to step through it line by line.
    
 
    Let’s look at another example pair.
    
 
    
 
    
@@ -998,12 +999,12 @@ 
    Function call
-
    A:
    
-
    Parameter: age
-Argument: your_age
    
-
    
+
 
    
 
    
 
    Key idea: Arguments vs. parameters#
    
@@ -1077,7 +1078,7 @@ 
    Writing a function from scratch
@@ -1105,7 +1106,7 @@ 
    Writing a function from scratch
 
    
 
    apply_discount(saleAmount=325.99, percentageDiscount=.2)
@@ -1373,7 +1374,7 @@ 
    Mismatching arguments and parameters
 
    ---------------------------------------------------------------------------
 TypeError                                 Traceback (most recent call last)
-/var/folders/xz/_hjc5hsx743dclmg8n5678nc0000gn/T/ipykernel_30836/3405736382.py in <module>
+/var/folders/xz/_hjc5hsx743dclmg8n5678nc0000gn/T/ipykernel_52246/3405736382.py in <module>
       4     return result
       5 
 ----> 6 minus(3)
diff --git a/4_Conditionals.html b/4_Conditionals.html
index 6922d71..d913855 100644
--- a/4_Conditionals.html
+++ b/4_Conditionals.html
@@ -985,7 +985,7 @@ 
    Practice: construct basic conditional blocks
-
      File "/var/folders/xz/_hjc5hsx743dclmg8n5678nc0000gn/T/ipykernel_30843/471952310.py", line 7
+
      File "/var/folders/xz/_hjc5hsx743dclmg8n5678nc0000gn/T/ipykernel_61639/471952310.py", line 7
     print("Graduate")}
                      ^
 SyntaxError: unmatched '}'
diff --git a/5_Lists.html b/5_Lists.html
index 80e5fb8..b999447 100644
--- a/5_Lists.html
+++ b/5_Lists.html
@@ -1639,7 +1639,7 @@ 
    IndexError
-
      File "/var/folders/xz/_hjc5hsx743dclmg8n5678nc0000gn/T/ipykernel_30856/3285008488.py", line 6
+
      File "/var/folders/xz/_hjc5hsx743dclmg8n5678nc0000gn/T/ipykernel_61654/3285008488.py", line 6
     This happens most with operations that can be done wiht methods and functions, such as sorting
          ^
 SyntaxError: invalid syntax
diff --git a/6_Iteration-Solutions-Day1.html b/6_Iteration-Solutions-Day1.html
index 923a76a..e3fd5ab 100644
--- a/6_Iteration-Solutions-Day1.html
+++ b/6_Iteration-Solutions-Day1.html
@@ -1341,7 +1341,7 @@ 
    Mapping / transforming
 
    
 
    
-
      File "/var/folders/xz/_hjc5hsx743dclmg8n5678nc0000gn/T/ipykernel_30868/2612048376.py", line 8
+
      File "/var/folders/xz/_hjc5hsx743dclmg8n5678nc0000gn/T/ipykernel_61666/2612048376.py", line 8
     # add transformed item to transformed items list
                                                     ^
 IndentationError: expected an indented block
diff --git a/6_Iteration-Solutions-Day2.html b/6_Iteration-Solutions-Day2.html
index 34b0987..fb74b3b 100644
--- a/6_Iteration-Solutions-Day2.html
+++ b/6_Iteration-Solutions-Day2.html
@@ -1664,7 +1664,7 @@ 
    Anatomy of an indefinite (while) loop in Python
 
    ---------------------------------------------------------------------------
 StdinNotImplementedError                  Traceback (most recent call last)
-/var/folders/xz/_hjc5hsx743dclmg8n5678nc0000gn/T/ipykernel_30876/3638488589.py in <module>
+/var/folders/xz/_hjc5hsx743dclmg8n5678nc0000gn/T/ipykernel_61673/3638488589.py in <module>
 ----> 1 guess = input("Try to guess the number between 1 and 10, or say `exit` to quit")
       2 number = 5
       3 found = False
diff --git a/6_Iteration.html b/6_Iteration.html
index 25582e8..a7d6ba6 100644
--- a/6_Iteration.html
+++ b/6_Iteration.html
@@ -719,7 +719,7 @@ 
    What are loops and why should we care about them?
 
    ---------------------------------------------------------------------------
 NameError                                 Traceback (most recent call last)
-/var/folders/xz/_hjc5hsx743dclmg8n5678nc0000gn/T/ipykernel_30862/3929469459.py in <module>
+/var/folders/xz/_hjc5hsx743dclmg8n5678nc0000gn/T/ipykernel_61660/3929469459.py in <module>
       1 # stir the sauce until it is thick
 ----> 2 while check_sauce() == "thick":
       3     stir()
diff --git a/7_Strings-Solutions-Day1.html b/7_Strings-Solutions-Day1.html
index 3ddb64c..5740d54 100644
--- a/7_Strings-Solutions-Day1.html
+++ b/7_Strings-Solutions-Day1.html
@@ -755,7 +755,7 @@ 
    Strings are everywhere
 
    ---------------------------------------------------------------------------
 StdinNotImplementedError                  Traceback (most recent call last)
-/var/folders/xz/_hjc5hsx743dclmg8n5678nc0000gn/T/ipykernel_30903/3849018124.py in <module>
+/var/folders/xz/_hjc5hsx743dclmg8n5678nc0000gn/T/ipykernel_61687/3849018124.py in <module>
 ----> 1 age = input('What is your age?')
 
 ~/opt/anaconda3/lib/python3.9/site-packages/ipykernel/kernelbase.py in raw_input(self, prompt)
diff --git a/7_Strings-Solutions-Day2.html b/7_Strings-Solutions-Day2.html
index 0b3b76b..1886b03 100644
--- a/7_Strings-Solutions-Day2.html
+++ b/7_Strings-Solutions-Day2.html
@@ -755,7 +755,7 @@ 
    Strings are everywhere
 
    ---------------------------------------------------------------------------
 StdinNotImplementedError                  Traceback (most recent call last)
-/var/folders/xz/_hjc5hsx743dclmg8n5678nc0000gn/T/ipykernel_30910/3849018124.py in <module>
+/var/folders/xz/_hjc5hsx743dclmg8n5678nc0000gn/T/ipykernel_61693/3849018124.py in <module>
 ----> 1 age = input('What is your age?')
 
 ~/opt/anaconda3/lib/python3.9/site-packages/ipykernel/kernelbase.py in raw_input(self, prompt)
diff --git a/7_Strings.html b/7_Strings.html
index 6f42839..d47f822 100644
--- a/7_Strings.html
+++ b/7_Strings.html
@@ -766,7 +766,7 @@ 
    Strings are everywhere
 
    ---------------------------------------------------------------------------
 StdinNotImplementedError                  Traceback (most recent call last)
-/var/folders/xz/_hjc5hsx743dclmg8n5678nc0000gn/T/ipykernel_30893/3849018124.py in <module>
+/var/folders/xz/_hjc5hsx743dclmg8n5678nc0000gn/T/ipykernel_61680/3849018124.py in <module>
 ----> 1 age = input('What is your age?')
 
 ~/opt/anaconda3/lib/python3.9/site-packages/ipykernel/kernelbase.py in raw_input(self, prompt)
diff --git a/8_Dictionaries-Solutions.html b/8_Dictionaries-Solutions.html
index ba86a9e..1cae8e9 100644
--- a/8_Dictionaries-Solutions.html
+++ b/8_Dictionaries-Solutions.html
@@ -975,7 +975,7 @@ 
    Dictionaries do not have an order or indexing by position
 
    ---------------------------------------------------------------------------
 KeyError                                  Traceback (most recent call last)
-/var/folders/xz/_hjc5hsx743dclmg8n5678nc0000gn/T/ipykernel_30924/1477208096.py in <module>
+/var/folders/xz/_hjc5hsx743dclmg8n5678nc0000gn/T/ipykernel_61708/1477208096.py in <module>
       1 # can't get things by position
 ----> 2 d[0]
 
diff --git a/8_Dictionaries.html b/8_Dictionaries.html
index 7f122a4..ccfdd6a 100644
--- a/8_Dictionaries.html
+++ b/8_Dictionaries.html
@@ -978,7 +978,7 @@ 
    Dictionaries do not have an order or indexing by position
 
    ---------------------------------------------------------------------------
 KeyError                                  Traceback (most recent call last)
-/var/folders/xz/_hjc5hsx743dclmg8n5678nc0000gn/T/ipykernel_30916/1477208096.py in <module>
+/var/folders/xz/_hjc5hsx743dclmg8n5678nc0000gn/T/ipykernel_61701/1477208096.py in <module>
       1 # can't get things by position
 ----> 2 d[0]
 
diff --git a/9_Files.html b/9_Files.html
index 26ed1a2..85b1bcb 100644
--- a/9_Files.html
+++ b/9_Files.html
@@ -863,7 +863,7 @@ 
    Practice writing directions (paths) to files!
 
    ---------------------------------------------------------------------------
 FileNotFoundError                         Traceback (most recent call last)
-/var/folders/xz/_hjc5hsx743dclmg8n5678nc0000gn/T/ipykernel_30933/1209499128.py in <module>
+/var/folders/xz/_hjc5hsx743dclmg8n5678nc0000gn/T/ipykernel_61714/1209499128.py in <module>
       1 fpath = 'other_stuff/newfile2.txt'
 ----> 2 fhand = open(fpath, 'r')
       3 fhand
diff --git a/Practice_Debugging_examples-Solutions.html b/Practice_Debugging_examples-Solutions.html
index 92068f7..50e0db7 100644
--- a/Practice_Debugging_examples-Solutions.html
+++ b/Practice_Debugging_examples-Solutions.html
@@ -1047,7 +1047,7 @@ 
    Reproducible example
 
    ---------------------------------------------------------------------------
 StdinNotImplementedError                  Traceback (most recent call last)
-/var/folders/xz/_hjc5hsx743dclmg8n5678nc0000gn/T/ipykernel_30968/1928561132.py in <module>
+/var/folders/xz/_hjc5hsx743dclmg8n5678nc0000gn/T/ipykernel_61744/1928561132.py in <module>
       1 # get the first number
 ----> 2 num1 = input('Enter a number:')
       3 
diff --git a/Practice_Debugging_examples.html b/Practice_Debugging_examples.html
index 3732b85..96430a5 100644
--- a/Practice_Debugging_examples.html
+++ b/Practice_Debugging_examples.html
@@ -1038,7 +1038,7 @@ 
    Reproducible example
 
    ---------------------------------------------------------------------------
 StdinNotImplementedError                  Traceback (most recent call last)
-/var/folders/xz/_hjc5hsx743dclmg8n5678nc0000gn/T/ipykernel_30960/2485259710.py in <module>
+/var/folders/xz/_hjc5hsx743dclmg8n5678nc0000gn/T/ipykernel_61736/2485259710.py in <module>
 ----> 1 num1 = input('Enter a number:')
       2 num2 = input('Enter another number:')
       3 result = num1 + num2
diff --git a/Practice_Module-1-Projects-Solutions.html b/Practice_Module-1-Projects-Solutions.html
index dcbfdf2..9e35293 100644
--- a/Practice_Module-1-Projects-Solutions.html
+++ b/Practice_Module-1-Projects-Solutions.html
@@ -558,7 +558,7 @@ 
    1: Traffic light timer
 
    ---------------------------------------------------------------------------
 NameError                                 Traceback (most recent call last)
-/var/folders/xz/_hjc5hsx743dclmg8n5678nc0000gn/T/ipykernel_30983/2712482820.py in <module>
+/var/folders/xz/_hjc5hsx743dclmg8n5678nc0000gn/T/ipykernel_61760/2712482820.py in <module>
       2 r = True
       3 w = False
 ----> 4 traffic_light_seconds(isRushHour=r, isWeekend=bw)
diff --git a/Practice_Module-1-Projects.html b/Practice_Module-1-Projects.html
index cfe5a21..3e5cf7d 100644
--- a/Practice_Module-1-Projects.html
+++ b/Practice_Module-1-Projects.html
@@ -560,7 +560,7 @@ 
    1: Traffic light timer
 
    ---------------------------------------------------------------------------
 NameError                                 Traceback (most recent call last)
-/var/folders/xz/_hjc5hsx743dclmg8n5678nc0000gn/T/ipykernel_30977/2712482820.py in <module>
+/var/folders/xz/_hjc5hsx743dclmg8n5678nc0000gn/T/ipykernel_61752/2712482820.py in <module>
       2 r = True
       3 w = False
 ----> 4 traffic_light_seconds(isRushHour=r, isWeekend=bw)
diff --git a/Practice_Module-2-Projects-Solutions.html b/Practice_Module-2-Projects-Solutions.html
index 24475f6..356ec21 100644
--- a/Practice_Module-2-Projects-Solutions.html
+++ b/Practice_Module-2-Projects-Solutions.html
@@ -800,7 +800,7 @@ 
    Process submissions (with late penalties and exceptions)
    ---------------------------------------------------------------------------
 NameError                                 Traceback (most recent call last)
-/var/folders/xz/_hjc5hsx743dclmg8n5678nc0000gn/T/ipykernel_31000/4273460477.py in <module>
+/var/folders/xz/_hjc5hsx743dclmg8n5678nc0000gn/T/ipykernel_61779/4273460477.py in <module>
      37 print(final_scores)
      38 # print out message
 ---> 39 print(f"The average score (after penalizing {num_penalized} late submissions) is {avg:.2f}")
diff --git a/Week 1 Day 2 - Intro to Jupyter.html b/Week 1 Day 2 - Intro to Jupyter.html
index ecce60f..e182036 100644
--- a/Week 1 Day 2 - Intro to Jupyter.html	
+++ b/Week 1 Day 2 - Intro to Jupyter.html	
@@ -766,7 +766,7 @@ 
    The IPython kernel
 
    ---------------------------------------------------------------------------
 NameError                                 Traceback (most recent call last)
-/var/folders/xz/_hjc5hsx743dclmg8n5678nc0000gn/T/ipykernel_31047/2167009006.py in <module>
+/var/folders/xz/_hjc5hsx743dclmg8n5678nc0000gn/T/ipykernel_61840/2167009006.py in <module>
 ----> 1 a
 
 NameError: name 'a' is not defined
diff --git a/Week-13-Day-1_NB_Module4Intro.html b/Week-13-Day-1_NB_Module4Intro.html
index bc152ee..4dd2467 100644
--- a/Week-13-Day-1_NB_Module4Intro.html
+++ b/Week-13-Day-1_NB_Module4Intro.html
@@ -469,7 +469,7 @@ 
     Contents 
    
 
    
 
    ---------------------------------------------------------------------------
 FileNotFoundError                         Traceback (most recent call last)
-/var/folders/xz/_hjc5hsx743dclmg8n5678nc0000gn/T/ipykernel_31053/4240648671.py in <module>
+/var/folders/xz/_hjc5hsx743dclmg8n5678nc0000gn/T/ipykernel_61846/4240648671.py in <module>
       3 fpath = "../Project 4 Datasets/ncaa-team-data.csv"
       4 # read it into a pandas datastructure
 ----> 5 dataset = pd.read_csv(fpath)
diff --git a/Week-13-Day-2_NB_Review-and-Using-Libraries.html b/Week-13-Day-2_NB_Review-and-Using-Libraries.html
index ecc02c2..448e42b 100644
--- a/Week-13-Day-2_NB_Review-and-Using-Libraries.html
+++ b/Week-13-Day-2_NB_Review-and-Using-Libraries.html
@@ -535,7 +535,7 @@ 
    Review: key concept of the path for files, debugging
 
    ---------------------------------------------------------------------------
 FileNotFoundError                         Traceback (most recent call last)
-/var/folders/xz/_hjc5hsx743dclmg8n5678nc0000gn/T/ipykernel_31060/2832678480.py in <module>
+/var/folders/xz/_hjc5hsx743dclmg8n5678nc0000gn/T/ipykernel_61855/2832678480.py in <module>
       4 filename = 'colors'
       5 fpath = f'{directions}/{filename}'
 ----> 6 f = open(fpath, 'r')
diff --git a/Week-13-Debugging-Practice.html b/Week-13-Debugging-Practice.html
index 5cdbd0e..7a068a5 100644
--- a/Week-13-Debugging-Practice.html
+++ b/Week-13-Debugging-Practice.html
@@ -886,12 +886,12 @@ 
    Buggy program 2
 
    ---------------------------------------------------------------------------
 TypeError                                 Traceback (most recent call last)
-/var/folders/xz/_hjc5hsx743dclmg8n5678nc0000gn/T/ipykernel_31066/2397902500.py in <module>
+/var/folders/xz/_hjc5hsx743dclmg8n5678nc0000gn/T/ipykernel_61861/2397902500.py in <module>
       6 
       7 classes_to_instructors = {"INST126": "Chan", "INST201": "Sauter"}
 ----> 8 get_details(classes_to_instructors, "INST126")
 
-/var/folders/xz/_hjc5hsx743dclmg8n5678nc0000gn/T/ipykernel_31066/2397902500.py in get_details(d, key)
+/var/folders/xz/_hjc5hsx743dclmg8n5678nc0000gn/T/ipykernel_61861/2397902500.py in get_details(d, key)
       1 def get_details(d, key): # fill out / check the parameters
 ----> 2     value = d.get(d)
       3 
diff --git a/_sources/2a_Expressions.ipynb b/_sources/2a_Expressions.ipynb
index c75cb04..1ece435 100644
--- a/_sources/2a_Expressions.ipynb
+++ b/_sources/2a_Expressions.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "7ad61441",
+   "id": "2c1ef68d",
    "metadata": {},
    "source": [
     "# 2a: Expressions\n",
@@ -25,7 +25,7 @@
   {
    "cell_type": "code",
    "execution_count": 1,
-   "id": "4d210a54",
+   "id": "71a43a6e",
    "metadata": {},
    "outputs": [
     {
@@ -45,7 +45,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1d0bcec2",
+   "id": "ad44be2a",
    "metadata": {},
    "source": [
     "What is 3 multiplied by 2?"
@@ -54,7 +54,7 @@
   {
    "cell_type": "code",
    "execution_count": 2,
-   "id": "b70fef35",
+   "id": "3bb553b6",
    "metadata": {},
    "outputs": [
     {
@@ -74,7 +74,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "55e68009",
+   "id": "1197f0f8",
    "metadata": {},
    "source": [
     "Is 3 larger than 2?"
@@ -83,7 +83,7 @@
   {
    "cell_type": "code",
    "execution_count": 3,
-   "id": "5a9d5fa1",
+   "id": "8ae46c2d",
    "metadata": {},
    "outputs": [
     {
@@ -103,7 +103,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "bb5b7241",
+   "id": "3b58e063",
    "metadata": {},
    "source": [
     "Here's one that includes multiple expressions"
@@ -112,7 +112,7 @@
   {
    "cell_type": "code",
    "execution_count": 4,
-   "id": "b8e685c1",
+   "id": "0e7569f6",
    "metadata": {},
    "outputs": [
     {
@@ -132,7 +132,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2d7051ed",
+   "id": "13df2c56",
    "metadata": {},
    "source": [
     "So far, you may recognize these as basically math. That's good! There's a good amount of overlap between the concept of expressions and what you remember from math.\n",
@@ -145,7 +145,7 @@
   {
    "cell_type": "code",
    "execution_count": 5,
-   "id": "cd819065",
+   "id": "1da370a4",
    "metadata": {},
    "outputs": [
     {
@@ -165,7 +165,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2938b57e",
+   "id": "56e1955e",
    "metadata": {},
    "source": [
     "And even this: Evaluate the literal value 1"
@@ -174,7 +174,7 @@
   {
    "cell_type": "code",
    "execution_count": 6,
-   "id": "66d113e7",
+   "id": "3ace6e80",
    "metadata": {},
    "outputs": [
     {
@@ -194,7 +194,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f2948e86",
+   "id": "47d60ca4",
    "metadata": {},
    "source": [
     "And of course, our most classic \"hello world\" in Python:"
@@ -203,7 +203,7 @@
   {
    "cell_type": "code",
    "execution_count": 7,
-   "id": "22a16902",
+   "id": "1c747d05",
    "metadata": {},
    "outputs": [
     {
@@ -220,7 +220,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "81f2a2a0",
+   "id": "38c01b24",
    "metadata": {},
    "source": [
     "One heuristic you can use to tell if a chunk of code is an expression or not, is to test or imagine it being the last line in a cell; if it yields an output by itself, then it's an expression.\n",
@@ -259,7 +259,7 @@
   {
    "cell_type": "code",
    "execution_count": 8,
-   "id": "650f2d5e",
+   "id": "ce3b3ee9",
    "metadata": {},
    "outputs": [
     {
@@ -279,7 +279,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "de38f8f6",
+   "id": "5fb6c2a4",
    "metadata": {},
    "source": [
     "#### Concatenation"
@@ -288,7 +288,7 @@
   {
    "cell_type": "code",
    "execution_count": 9,
-   "id": "716d2ff9",
+   "id": "212b880c",
    "metadata": {},
    "outputs": [
     {
@@ -308,7 +308,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "65aad67b",
+   "id": "97e236a6",
    "metadata": {},
    "source": [
     "#### Comparison operators\n",
@@ -319,7 +319,7 @@
   {
    "cell_type": "code",
    "execution_count": 10,
-   "id": "7c860c25",
+   "id": "dae1226f",
    "metadata": {},
    "outputs": [
     {
@@ -339,7 +339,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8db52eed",
+   "id": "392b52de",
    "metadata": {},
    "source": [
     "#### Logical operators\n",
@@ -349,7 +349,7 @@
   {
    "cell_type": "code",
    "execution_count": 11,
-   "id": "bd10ddf6",
+   "id": "fcd74730",
    "metadata": {},
    "outputs": [
     {
@@ -370,7 +370,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "95e4cd6c",
+   "id": "78732ca1",
    "metadata": {},
    "source": [
     "### Compound expressions\n",
@@ -383,7 +383,7 @@
   {
    "cell_type": "code",
    "execution_count": 12,
-   "id": "24cb2d7e",
+   "id": "61659707",
    "metadata": {},
    "outputs": [
     {
@@ -404,7 +404,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6c7b004f",
+   "id": "6c5002f4",
    "metadata": {},
    "source": [
     "And it's also common with logical expressions, which are often built from comparison expressions"
@@ -413,7 +413,7 @@
   {
    "cell_type": "code",
    "execution_count": 13,
-   "id": "713d39ce",
+   "id": "34532e55",
    "metadata": {},
    "outputs": [
     {
@@ -435,7 +435,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "afb55e68",
+   "id": "1a345c31",
    "metadata": {},
    "source": [
     "## Values have *types*\n",
@@ -456,7 +456,7 @@
   {
    "cell_type": "code",
    "execution_count": 14,
-   "id": "93b040c1",
+   "id": "ad251ae0",
    "metadata": {
     "tags": [
      "remove-output"
@@ -482,7 +482,7 @@
   {
    "cell_type": "code",
    "execution_count": 15,
-   "id": "cadac5b1",
+   "id": "d483e883",
    "metadata": {
     "tags": [
      "remove-output"
@@ -508,7 +508,7 @@
   {
    "cell_type": "code",
    "execution_count": 16,
-   "id": "79f6e86a",
+   "id": "cc6280b9",
    "metadata": {
     "tags": [
      "remove-output"
@@ -534,7 +534,7 @@
   {
    "cell_type": "code",
    "execution_count": 17,
-   "id": "f101cbb3",
+   "id": "08149877",
    "metadata": {
     "tags": [
      "remove-output"
@@ -560,7 +560,7 @@
   {
    "cell_type": "code",
    "execution_count": 18,
-   "id": "a7228b4a",
+   "id": "07f5a602",
    "metadata": {
     "tags": [
      "remove-output"
@@ -585,7 +585,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c8c38902",
+   "id": "71007402",
    "metadata": {},
    "source": [
     "Notice how the syntax highlighting helps us recognize the different literals. Generally, for systems that do syntax highlighting for Python:\n",
@@ -603,7 +603,7 @@
   {
    "cell_type": "code",
    "execution_count": 19,
-   "id": "bb6d0f35",
+   "id": "27465b99",
    "metadata": {
     "tags": [
      "remove-output"
@@ -627,7 +627,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0869ed3f",
+   "id": "a970bbfa",
    "metadata": {},
    "source": [
     "```{admonition} Answer:\n",
@@ -641,7 +641,7 @@
   {
    "cell_type": "code",
    "execution_count": 20,
-   "id": "a7c66705",
+   "id": "083ca799",
    "metadata": {
     "tags": [
      "remove-output"
@@ -665,7 +665,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "bfe18860",
+   "id": "51e86029",
    "metadata": {},
    "source": [
     "```{admonition} Answer:\n",
@@ -679,7 +679,7 @@
   {
    "cell_type": "code",
    "execution_count": 21,
-   "id": "97da1eaf",
+   "id": "9205d344",
    "metadata": {
     "tags": [
      "remove-output"
@@ -703,7 +703,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7bc178c5",
+   "id": "95aba129",
    "metadata": {},
    "source": [
     "```{admonition} Answer:\n",
@@ -717,7 +717,7 @@
   {
    "cell_type": "code",
    "execution_count": 22,
-   "id": "ef026632",
+   "id": "3221b3c0",
    "metadata": {
     "tags": [
      "remove-output"
@@ -741,7 +741,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7cafb929",
+   "id": "57a7c594",
    "metadata": {},
    "source": [
     "```{admonition} Answer:\n",
@@ -755,7 +755,7 @@
   {
    "cell_type": "code",
    "execution_count": 23,
-   "id": "78ea1782",
+   "id": "e170b3c9",
    "metadata": {
     "tags": [
      "remove-output"
@@ -779,7 +779,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "de87ea2a",
+   "id": "9bd022f0",
    "metadata": {},
    "source": [
     "```{admonition} Answer:\n",
@@ -793,7 +793,7 @@
   {
    "cell_type": "code",
    "execution_count": 24,
-   "id": "2db6a521",
+   "id": "31b27b1e",
    "metadata": {
     "tags": [
      "remove-output"
@@ -817,7 +817,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "52472438",
+   "id": "885ec1a5",
    "metadata": {},
    "source": [
     "```{admonition} Answer:\n",
@@ -837,7 +837,7 @@
   {
    "cell_type": "code",
    "execution_count": 25,
-   "id": "cf712fa7",
+   "id": "5c196e2c",
    "metadata": {
     "tags": [
      "hide-output"
@@ -861,7 +861,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8a9d1ebb",
+   "id": "e188967e",
    "metadata": {},
    "source": [
     "What about this? Can you predict what the output of this expression will be? Guess then reveal the output and the explanation."
@@ -870,7 +870,7 @@
   {
    "cell_type": "code",
    "execution_count": 26,
-   "id": "b7fba824",
+   "id": "4a430c2b",
    "metadata": {
     "tags": [
      "hide-output"
@@ -894,7 +894,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ec7bdb46",
+   "id": "81325a51",
    "metadata": {},
    "source": [
     "```{admonition} Explanation:\n",
@@ -960,7 +960,7 @@
   {
    "cell_type": "code",
    "execution_count": 27,
-   "id": "07901cea",
+   "id": "90983a2b",
    "metadata": {},
    "outputs": [
     {
@@ -980,7 +980,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ff12a24d",
+   "id": "58ed7a1a",
    "metadata": {},
    "source": [
     "This is valid code! And it runs and produces output! But it's *not* what you want. \n",
diff --git a/_sources/2b_Variables.ipynb b/_sources/2b_Variables.ipynb
index 2059551..0e775b9 100644
--- a/_sources/2b_Variables.ipynb
+++ b/_sources/2b_Variables.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "6f0942e2",
+   "id": "0a7f8b82",
    "metadata": {},
    "source": [
     "# 2b: Variables\n",
@@ -25,7 +25,7 @@
   {
    "cell_type": "code",
    "execution_count": 1,
-   "id": "1125518a",
+   "id": "e035e51f",
    "metadata": {},
    "outputs": [
     {
@@ -46,7 +46,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7099ceb7",
+   "id": "e33d34db",
    "metadata": {},
    "source": [
     "Python will remember what's in the `x` and `y` boxes, so you can do more stuff with it.\n",
@@ -57,7 +57,7 @@
   {
    "cell_type": "code",
    "execution_count": 2,
-   "id": "1fa567fd",
+   "id": "3c16f0f0",
    "metadata": {},
    "outputs": [
     {
@@ -77,7 +77,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ef9d6e6e",
+   "id": "ecdd678e",
    "metadata": {},
    "source": [
     "And this:"
@@ -86,7 +86,7 @@
   {
    "cell_type": "code",
    "execution_count": 3,
-   "id": "c7305b2b",
+   "id": "d427ae60",
    "metadata": {},
    "outputs": [
     {
@@ -106,7 +106,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "42cbbb49",
+   "id": "72c87d17",
    "metadata": {},
    "source": [
     "You can also switch out what is in the variable boxes.\n",
@@ -117,7 +117,7 @@
   {
    "cell_type": "code",
    "execution_count": 4,
-   "id": "44f2562c",
+   "id": "173c987b",
    "metadata": {},
    "outputs": [
     {
@@ -143,7 +143,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d8102060",
+   "id": "b1761ae1",
    "metadata": {},
    "source": [
     "## Variables are a kind of abstraction: a crucial element of computational thinking\n",
@@ -156,7 +156,7 @@
   {
    "cell_type": "code",
    "execution_count": 5,
-   "id": "c12914c8",
+   "id": "2212f5dc",
    "metadata": {
     "tags": [
      "remove-output"
@@ -192,7 +192,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4fd2cf63",
+   "id": "f95ae1bb",
    "metadata": {},
    "source": [
     "And another that goes from \"add this specific person's name to the end of each hello\" to \"add an input name to the end of each hello\")"
@@ -201,7 +201,7 @@
   {
    "cell_type": "code",
    "execution_count": 6,
-   "id": "8f0587f8",
+   "id": "816cbbd9",
    "metadata": {
     "tags": [
      "remove-output"
@@ -232,7 +232,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d6c84f39",
+   "id": "6bcf50ac",
    "metadata": {},
    "source": [
     "We could even generalize the greeting from hello if we want to!"
@@ -241,7 +241,7 @@
   {
    "cell_type": "code",
    "execution_count": 7,
-   "id": "84fe70f0",
+   "id": "6e179101",
    "metadata": {
     "tags": [
      "remove-output"
@@ -277,7 +277,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "80fe126d",
+   "id": "b9d2f9a2",
    "metadata": {},
    "source": [
     "## HowTo: Create and update variables\n",
@@ -294,7 +294,7 @@
   {
    "cell_type": "code",
    "execution_count": 8,
-   "id": "c8ac99d1",
+   "id": "109569b5",
    "metadata": {},
    "outputs": [
     {
@@ -317,7 +317,7 @@
   {
    "cell_type": "code",
    "execution_count": 9,
-   "id": "56f3886d",
+   "id": "882e4713",
    "metadata": {},
    "outputs": [
     {
@@ -338,7 +338,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e35b41d9",
+   "id": "152d6765",
    "metadata": {},
    "source": [
     "Updating a variable also happens with an assignment statement"
@@ -347,7 +347,7 @@
   {
    "cell_type": "code",
    "execution_count": 10,
-   "id": "cfcbb1bd",
+   "id": "ae67fbbf",
    "metadata": {},
    "outputs": [
     {
@@ -368,7 +368,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "81b75db0",
+   "id": "90c78512",
    "metadata": {},
    "source": [
     "\n",
@@ -391,7 +391,7 @@
   {
    "cell_type": "code",
    "execution_count": 11,
-   "id": "ccfbe449",
+   "id": "847cb7ae",
    "metadata": {},
    "outputs": [
     {
@@ -415,7 +415,7 @@
   {
    "cell_type": "code",
    "execution_count": 12,
-   "id": "14457123",
+   "id": "e37d1cc8",
    "metadata": {},
    "outputs": [
     {
@@ -439,7 +439,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0ef73ba5",
+   "id": "f1d468ed",
    "metadata": {},
    "source": [
     "*Aside: here I'm using a `,` to join multiple things into a string, instead of the `+`. Ignore it for now, but if you're curious, the reason is this `,` operator tells Python to automatically convert all the things into strings before trying to concatenante them together.*\n",
@@ -450,7 +450,7 @@
   {
    "cell_type": "code",
    "execution_count": 13,
-   "id": "6714e156",
+   "id": "d04a56b4",
    "metadata": {},
    "outputs": [
     {
@@ -471,7 +471,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e15465bf",
+   "id": "32f35543",
    "metadata": {},
    "source": [
     "### \"Casting\" variables to change their type\n",
@@ -484,7 +484,7 @@
   {
    "cell_type": "code",
    "execution_count": 14,
-   "id": "e4e5d8b2",
+   "id": "4c1c504f",
    "metadata": {},
    "outputs": [
     {
@@ -522,7 +522,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "19528507",
+   "id": "62903803",
    "metadata": {},
    "source": [
     "Let's go back to a common use case for this. Making sure that the data that will go in a math expression are all number types (otherwise we run into issues!)\n",
@@ -540,7 +540,7 @@
   {
    "cell_type": "code",
    "execution_count": 15,
-   "id": "980d5b92",
+   "id": "5c7ef7a1",
    "metadata": {},
    "outputs": [
     {
@@ -564,7 +564,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "521d13be",
+   "id": "d3dc1b2f",
    "metadata": {},
    "source": [
     "And if we want to make sure we're doing concatenation:"
@@ -573,7 +573,7 @@
   {
    "cell_type": "code",
    "execution_count": 16,
-   "id": "04ee2215",
+   "id": "80fc65a1",
    "metadata": {},
    "outputs": [
     {
@@ -597,7 +597,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5b274b4d",
+   "id": "91dcc279",
    "metadata": {},
    "source": [
     "One thing to keep in mind: you can only cast something if it \"looks like\" the thing you're trying to cast to.\n",
@@ -636,7 +636,7 @@
   {
    "cell_type": "code",
    "execution_count": 17,
-   "id": "2cf39560",
+   "id": "9b44c130",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -645,7 +645,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "49330bb4",
+   "id": "91d6d69c",
    "metadata": {},
    "source": [
     "This is bad:\n",
@@ -688,7 +688,7 @@
   {
    "cell_type": "code",
    "execution_count": 18,
-   "id": "2d2e3372",
+   "id": "cd11ab7d",
    "metadata": {},
    "outputs": [
     {
@@ -709,7 +709,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8c230f9e",
+   "id": "cfdfa308",
    "metadata": {},
    "source": [
     "What do you think this code does?\n",
@@ -722,7 +722,7 @@
   {
    "cell_type": "code",
    "execution_count": 19,
-   "id": "dd90677e",
+   "id": "72fa669d",
    "metadata": {},
    "outputs": [
     {
@@ -743,7 +743,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4f5224c3",
+   "id": "61119423",
    "metadata": {},
    "source": [
     "```{admonition} Answer:\n",
@@ -751,6 +751,8 @@
     "For me at least, the 2nd version makes it clearer that the program shouldn't have `+` in there: it should be `*`, since pay is a function of hours worked *times* hourly rate.\n",
     "```\n",
     "\n",
+    "Also, say an employee told you they needed to update their number of hours worked. Which variable would you need to update?\n",
+    "\n",
     "Going back to the issue of data types, I like to name my variables in a way that suggests their data type.\n",
     "\n",
     "For example:\n",
@@ -758,7 +760,7 @@
     "- `isFunny` instead of `x`, which makes it clear that there's probably a `boolean` in there\n",
     "- `numCredits` instead of `y`, which makes it clear that there's probably some kind of number in there\n",
     "\n",
-    "Also, by convention, you might see people use certain names for certain kinds of things. For example, `i` is often used to refer to a counter value\n",
+    "By convention, you might see people use certain names for certain kinds of things. For example, `i` is often used to refer to a counter value\n",
     "`s` (or some variant of it) is often used to refer to a string.\n",
     "\n",
     "You should feel free to name variables whatever makes sense to you, as long as you feel they accurately signal the logic of the program they're in. Your future self (and current/future collaborators) will thank you for following this fundamental principle. You'll be surprised how often you can get unstuck simply by clarifying the names of the variables (which makes the structure of the program clearer, and the source of the problem obvious).\n",
@@ -769,7 +771,7 @@
   {
    "cell_type": "code",
    "execution_count": 20,
-   "id": "2c3eebc6",
+   "id": "e9358582",
    "metadata": {},
    "outputs": [
     {
@@ -796,7 +798,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "96402b69",
+   "id": "6c3fbada",
    "metadata": {},
    "source": [
     "Compare:"
@@ -805,7 +807,7 @@
   {
    "cell_type": "code",
    "execution_count": 21,
-   "id": "4464279c",
+   "id": "7c7c5d01",
    "metadata": {},
    "outputs": [
     {
@@ -832,7 +834,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c0921770",
+   "id": "96848fb9",
    "metadata": {},
    "source": [
     "```{admonition} Answer:\n",
@@ -848,9 +850,10 @@
     "\n",
     "Again, these are the same exact programs, from Python's perspective! The variable names make all the difference.\n",
     "\n",
-    "Just for fun, you can read some programming horror stories about variable naming [here](https://www.reddit.com/r/programminghorror/comments/251nsl/bad_variable_names/).\n",
-    "\n",
-    "And see [this StackOverflow thread](https://stackoverflow.com/questions/454178/what-is-readable-code-what-are-the-best-practices-to-follow-while-naming-variab) for discussion of the importance of variable naming (in the context of discussing code readability, a central thing we care about it in this class, enough to make it a rubric item on your Projects!). The thread includes some links to style guides from Microsof, Python, and other sources. \n",
+    "To reinforce the point, I recommend:\n",
+    "- a collection of programming horror stories about variable naming [here](https://www.reddit.com/r/programminghorror/comments/251nsl/bad_variable_names/)\n",
+    "- [this StackOverflow thread](https://stackoverflow.com/questions/454178/what-is-readable-code-what-are-the-best-practices-to-follow-while-naming-variab) for discussion of the importance of variable naming (in the context of discussing code readability, a central thing we care about it in this class, enough to make it a rubric item on your Projects!). The thread includes some links to style guides from Microsof, Python, and other sources. \n",
+    "- and [this discussion](https://builtin.com/data-science/variable-names) of variable naming in a data science context\n",
     "\n",
     "## The `NameError`\n",
     "\n",
@@ -969,10 +972,10 @@
    315,
    321,
    327,
-   347,
-   356,
-   359,
-   368
+   349,
+   358,
+   361,
+   370
   ]
  },
  "nbformat": 4,
diff --git a/_sources/2b_Variables.md b/_sources/2b_Variables.md
index eb145d4..15f18ca 100644
--- a/_sources/2b_Variables.md
+++ b/_sources/2b_Variables.md
@@ -331,6 +331,8 @@ print(pay)
 For me at least, the 2nd version makes it clearer that the program shouldn't have `+` in there: it should be `*`, since pay is a function of hours worked *times* hourly rate.
 ```
 
+Also, say an employee told you they needed to update their number of hours worked. Which variable would you need to update?
+
 Going back to the issue of data types, I like to name my variables in a way that suggests their data type.
 
 For example:
@@ -338,7 +340,7 @@ For example:
 - `isFunny` instead of `x`, which makes it clear that there's probably a `boolean` in there
 - `numCredits` instead of `y`, which makes it clear that there's probably some kind of number in there
 
-Also, by convention, you might see people use certain names for certain kinds of things. For example, `i` is often used to refer to a counter value
+By convention, you might see people use certain names for certain kinds of things. For example, `i` is often used to refer to a counter value
 `s` (or some variant of it) is often used to refer to a string.
 
 You should feel free to name variables whatever makes sense to you, as long as you feel they accurately signal the logic of the program they're in. Your future self (and current/future collaborators) will thank you for following this fundamental principle. You'll be surprised how often you can get unstuck simply by clarifying the names of the variables (which makes the structure of the program clearer, and the source of the problem obvious).
@@ -380,9 +382,10 @@ Should instead be:
 
 Again, these are the same exact programs, from Python's perspective! The variable names make all the difference.
 
-Just for fun, you can read some programming horror stories about variable naming [here](https://www.reddit.com/r/programminghorror/comments/251nsl/bad_variable_names/).
-
-And see [this StackOverflow thread](https://stackoverflow.com/questions/454178/what-is-readable-code-what-are-the-best-practices-to-follow-while-naming-variab) for discussion of the importance of variable naming (in the context of discussing code readability, a central thing we care about it in this class, enough to make it a rubric item on your Projects!). The thread includes some links to style guides from Microsof, Python, and other sources. 
+To reinforce the point, I recommend:
+- a collection of programming horror stories about variable naming [here](https://www.reddit.com/r/programminghorror/comments/251nsl/bad_variable_names/)
+- [this StackOverflow thread](https://stackoverflow.com/questions/454178/what-is-readable-code-what-are-the-best-practices-to-follow-while-naming-variab) for discussion of the importance of variable naming (in the context of discussing code readability, a central thing we care about it in this class, enough to make it a rubric item on your Projects!). The thread includes some links to style guides from Microsof, Python, and other sources. 
+- and [this discussion](https://builtin.com/data-science/variable-names) of variable naming in a data science context
 
 ## The `NameError`
 
diff --git a/_sources/3_Functions.ipynb b/_sources/3_Functions.ipynb
index 2aa6461..d929b67 100644
--- a/_sources/3_Functions.ipynb
+++ b/_sources/3_Functions.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "df618045",
+   "id": "59ec3d6b",
    "metadata": {},
    "source": [
     "# 3: Functions\n",
@@ -51,7 +51,7 @@
   {
    "cell_type": "code",
    "execution_count": 1,
-   "id": "115c7b0e",
+   "id": "a354b222",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -70,7 +70,7 @@
   {
    "cell_type": "code",
    "execution_count": 2,
-   "id": "8a0e5d33",
+   "id": "49b37037",
    "metadata": {},
    "outputs": [
     {
@@ -95,7 +95,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "cd31ff9e",
+   "id": "ff097dd3",
    "metadata": {},
    "source": [
     "The first cell defines the function `longer()`. The second cell *calls* the function on the 6th line (`longer(s, howMany)`).\n",
@@ -106,7 +106,7 @@
   {
    "cell_type": "code",
    "execution_count": 3,
-   "id": "2c8619d8",
+   "id": "0c3b6e42",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -118,7 +118,7 @@
   {
    "cell_type": "code",
    "execution_count": 4,
-   "id": "a2b76240",
+   "id": "bda3453a",
    "metadata": {},
    "outputs": [
     {
@@ -137,7 +137,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "de68b010",
+   "id": "4b4cec90",
    "metadata": {},
    "source": [
     "The first cell is the function definition. The second cell *calls* the function on the 2nd line (`minutes_to_hours(minutes)`).\n",
@@ -148,7 +148,7 @@
   {
    "cell_type": "code",
    "execution_count": 5,
-   "id": "66c0e647",
+   "id": "e4ba9c3a",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -161,7 +161,7 @@
   {
    "cell_type": "code",
    "execution_count": 6,
-   "id": "88892453",
+   "id": "9de65132",
    "metadata": {},
    "outputs": [
     {
@@ -181,7 +181,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "58636a09",
+   "id": "4d61bea1",
    "metadata": {},
    "source": [
     "Q: Which one is the function definition and which one is the function call?\n",
@@ -206,7 +206,7 @@
   {
    "cell_type": "code",
    "execution_count": 7,
-   "id": "8d5f5553",
+   "id": "18c83352",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -235,7 +235,7 @@
   {
    "cell_type": "code",
    "execution_count": 8,
-   "id": "b652f635",
+   "id": "b0d81203",
    "metadata": {},
    "outputs": [
     {
@@ -257,7 +257,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8bc6d17c",
+   "id": "05be67f1",
    "metadata": {},
    "source": [
     "Q: Where are the function calls?\n",
@@ -272,7 +272,7 @@
   {
    "cell_type": "code",
    "execution_count": 9,
-   "id": "77615af1",
+   "id": "5541a594",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -301,7 +301,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "cd70422d",
+   "id": "5719dfab",
    "metadata": {},
    "source": [
     "## Anatomy of a Python function definition and function call\n",
@@ -321,7 +321,7 @@
   {
    "cell_type": "code",
    "execution_count": 10,
-   "id": "b2f86766",
+   "id": "2f75e3c4",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -332,7 +332,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e0e8c181",
+   "id": "46c824a1",
    "metadata": {},
    "source": [
     "The function `minutes_to_hours()` has input __parameter__ `minutes`, a __body __of code that divides `minutes` by 60 and stores it in the variable `result`, and a `return value` that is the value of the variable `result`\n",
@@ -343,7 +343,7 @@
   {
    "cell_type": "code",
    "execution_count": 11,
-   "id": "50bcc060",
+   "id": "0195ab22",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -355,7 +355,7 @@
   {
    "cell_type": "code",
    "execution_count": 12,
-   "id": "bf53a698",
+   "id": "bd8a5b65",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -367,7 +367,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "02f30a84",
+   "id": "583b836a",
    "metadata": {},
    "source": [
     "There's a fair bit to notice here. \n",
@@ -390,7 +390,7 @@
   {
    "cell_type": "code",
    "execution_count": 13,
-   "id": "885e80ad",
+   "id": "bb0cdb3e",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -401,7 +401,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f4411d65",
+   "id": "9f326ac7",
    "metadata": {},
    "source": [
     "Q: What are the parameters, function body, and return value(s) here?\n",
@@ -418,7 +418,7 @@
   {
    "cell_type": "code",
    "execution_count": 14,
-   "id": "eb4b8511",
+   "id": "bd70da2e",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -430,7 +430,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4c69e27c",
+   "id": "b40da91f",
    "metadata": {},
    "source": [
     "Q: What are the parameters, function body, and return value(s) here?\n",
@@ -458,7 +458,7 @@
   {
    "cell_type": "code",
    "execution_count": 15,
-   "id": "06d9231c",
+   "id": "4151cf76",
    "metadata": {},
    "outputs": [
     {
@@ -480,7 +480,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1daef9f4",
+   "id": "b10afe5c",
    "metadata": {},
    "source": [
     "Here, we have the function name (`minutes_to_hours`), and the argument `mins` being passed as input to the function, and code that takes the return value from the function and prints it out.\n",
@@ -507,13 +507,15 @@
     "3. Run the code associated with the function name `minutes_to_hours` with `mins` as input, and return the result\n",
     "4. Pass that result to the `print` function (yes, this is a function also!) as an input argument.\n",
     "\n",
+    "It may help to [plug this code (and really all the other examples in this lecture) into pythontutor](https://pythontutor.com/python-compiler.html#mode=edit) to step through it line by line.\n",
+    "\n",
     "Let's look at another example pair."
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 16,
-   "id": "d1ac2ac5",
+   "id": "2e7a4835",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -525,7 +527,7 @@
   {
    "cell_type": "code",
    "execution_count": 17,
-   "id": "9698395d",
+   "id": "6c758c63",
    "metadata": {},
    "outputs": [
     {
@@ -544,15 +546,15 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3654ba12",
+   "id": "bce942c5",
    "metadata": {},
    "source": [
-    "Q: Where are the parameters and arguments?\n",
+    "\n",
     "\n",
     "### Key idea: Arguments vs. parameters\n",
     "\n",
@@ -560,7 +562,6 @@
     "\n",
     "It helps me to think of them as two sides of a special kind of variable assignment statement.\n",
     "\n",
-    "\n",
     "Parameters are the key *variables* in the function (what's on the left side of an assignment statement). \n",
     "Arguments are the *values* you assign to those variables when you use the function (what's on the right side of an assignment statement).\n",
     "\n",
@@ -574,7 +575,7 @@
   {
    "cell_type": "code",
    "execution_count": 18,
-   "id": "83322555",
+   "id": "170e21ce",
    "metadata": {},
    "outputs": [
     {
@@ -594,7 +595,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "31d32798",
+   "id": "31d665b5",
    "metadata": {},
    "source": [
     "Equivalently:"
@@ -603,7 +604,7 @@
   {
    "cell_type": "code",
    "execution_count": 19,
-   "id": "0d6489b9",
+   "id": "3cc8ddd0",
    "metadata": {},
    "outputs": [
     {
@@ -624,7 +625,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "227fd156",
+   "id": "ace212f1",
    "metadata": {},
    "source": [
     "And:"
@@ -633,7 +634,7 @@
   {
    "cell_type": "code",
    "execution_count": 20,
-   "id": "f92b8691",
+   "id": "a5ae6e2b",
    "metadata": {},
    "outputs": [
     {
@@ -654,7 +655,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4bdbceb0",
+   "id": "6fa31178",
    "metadata": {},
    "source": [
     "## How to define functions\n",
@@ -671,7 +672,7 @@
     "    - Fill out the return statement\n",
     "4. Run the function definition cell (this defines the function for Python)\n",
     "\n",
-    "Let's do an example together!\n",
+    "Let's look at an example together!\n",
     "\n",
     "Let's write a function that applies a discount to a sale, given the sale amount and the percentage discount.\n",
     "\n",
@@ -681,7 +682,7 @@
   {
    "cell_type": "code",
    "execution_count": 21,
-   "id": "17b80339",
+   "id": "3a3db74c",
    "metadata": {},
    "outputs": [
     {
@@ -704,7 +705,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "fde37f80",
+   "id": "d0db8f2e",
    "metadata": {},
    "source": [
     "And here is a function definition that encapsulates that code into a function `apply_discount()`, with `saleAmount` and `percentageDiscount` as input **parameters**, the main computation from above applying the discount in the **function body**, and then defining the **return value** as the `finalAmount`."
@@ -713,7 +714,7 @@
   {
    "cell_type": "code",
    "execution_count": 22,
-   "id": "af259307",
+   "id": "48226d14",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -724,16 +725,16 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1a7449c2",
+   "id": "d8c06d99",
    "metadata": {},
    "source": [
-    "Here's an example of how we can call that code, using our explicit argument-parameter notation from before."
+    "Here's an example of how we can call that function, using our explicit argument-parameter notation from before."
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 23,
-   "id": "d4db0a95",
+   "id": "70b3dd33",
    "metadata": {},
    "outputs": [
     {
@@ -753,7 +754,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6fba4134",
+   "id": "3be6ad81",
    "metadata": {},
    "source": [
     "And another simple one: give me the area of a triangle, given its base and height.\n",
@@ -764,7 +765,7 @@
   {
    "cell_type": "code",
    "execution_count": 24,
-   "id": "a62b999f",
+   "id": "9b643ad7",
    "metadata": {},
    "outputs": [
     {
@@ -786,7 +787,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4e5ef2bc",
+   "id": "42fb2ae9",
    "metadata": {},
    "source": [
     "And here'sa a function definition for a function `triangle_area()` that has `base` and `height` (renamed here from `b` and `h` for readability, and we make sure to propagate that change to the **function body**), and `area` as the **return value**."
@@ -795,7 +796,7 @@
   {
    "cell_type": "code",
    "execution_count": 25,
-   "id": "7aeeb695",
+   "id": "cc3ae51d",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -806,7 +807,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b50cd789",
+   "id": "5a09739e",
    "metadata": {},
    "source": [
     "Here's an example of calling that function."
@@ -815,7 +816,7 @@
   {
    "cell_type": "code",
    "execution_count": 26,
-   "id": "6abe59d1",
+   "id": "5ad481dd",
    "metadata": {},
    "outputs": [
     {
@@ -835,7 +836,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "35fcb112",
+   "id": "9a4c4431",
    "metadata": {},
    "source": [
     "### Converting existing code into a function\n",
@@ -850,7 +851,7 @@
   {
    "cell_type": "code",
    "execution_count": 27,
-   "id": "a442b984",
+   "id": "97d9bfe0",
    "metadata": {},
    "outputs": [
     {
@@ -879,7 +880,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "21eeecb4",
+   "id": "cf74e8b1",
    "metadata": {},
    "source": [
     "We can then encapsulate this into a function `clean_sale_number()`, with `rawSale` as the main input **parameter**, and the various operations cleaning the string in the **function body**, and the resulting float value as a **return value**."
@@ -888,7 +889,7 @@
   {
    "cell_type": "code",
    "execution_count": 28,
-   "id": "2d30c644",
+   "id": "d663d503",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -906,7 +907,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7005ade1",
+   "id": "5176ebc2",
    "metadata": {},
    "source": [
     "We can then call the function like this:"
@@ -915,7 +916,7 @@
   {
    "cell_type": "code",
    "execution_count": 29,
-   "id": "8a403552",
+   "id": "7a739af4",
    "metadata": {},
    "outputs": [
     {
@@ -935,7 +936,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3463c9a9",
+   "id": "ecec3d65",
    "metadata": {},
    "source": [
     "## Common errors when using functions\n",
@@ -993,7 +994,7 @@
   {
    "cell_type": "code",
    "execution_count": 30,
-   "id": "8fb834ce",
+   "id": "be3355a6",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1008,7 +1009,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "47b520c9",
+   "id": "f6c60388",
    "metadata": {},
    "source": [
     "This code will yield a strange `TypeError` complaining about trying to do math with an `int` and a `NoneType` (because the functions produce `None` return values by default!)\n",
@@ -1032,7 +1033,7 @@
   {
    "cell_type": "code",
    "execution_count": 31,
-   "id": "3e3e13d1",
+   "id": "00f3bff3",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1044,7 +1045,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "55326ff6",
+   "id": "c0dbd495",
    "metadata": {},
    "source": [
     "When we call this function with `a` and `b` arguments, the code will run and produce expected output. BUT. The function will only work in this specific function call, when `a` and `b` are defined. And it will always use the values of `a` and `b`, even if you give it different parameters."
@@ -1053,7 +1054,7 @@
   {
    "cell_type": "code",
    "execution_count": 32,
-   "id": "471eb7f3",
+   "id": "44122803",
    "metadata": {},
    "outputs": [
     {
@@ -1073,7 +1074,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d4c719d9",
+   "id": "4c3627e5",
    "metadata": {},
    "source": [
     "For example, we would expect this function call to give us the value of `10`, but it will still give `1` as the result, since the function body is ignoring the `x` and `y` input parameters, and operating directly on `a` and `b`."
@@ -1082,7 +1083,7 @@
   {
    "cell_type": "code",
    "execution_count": 33,
-   "id": "8d341a61",
+   "id": "b2efaf26",
    "metadata": {},
    "outputs": [
     {
@@ -1102,7 +1103,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "aa1bf866",
+   "id": "1a8df811",
    "metadata": {},
    "source": [
     "A related error is hard-coding the variables inside the function body instead of letting the parameter(s) be defined and given value from the argument(s) in the function call.\n",
@@ -1113,7 +1114,7 @@
   {
    "cell_type": "code",
    "execution_count": 34,
-   "id": "adbe075c",
+   "id": "6bc3a31b",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1126,7 +1127,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f230119b",
+   "id": "4a5a77a8",
    "metadata": {},
    "source": [
     "For example, this function call will yield `2` instead of `5`, as we would expect:"
@@ -1135,7 +1136,7 @@
   {
    "cell_type": "code",
    "execution_count": 35,
-   "id": "cbba8111",
+   "id": "34b6d632",
    "metadata": {},
    "outputs": [
     {
@@ -1155,7 +1156,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e8c098bc",
+   "id": "a29f4d8a",
    "metadata": {},
    "source": [
     "Finally, if you define a certain number of parameters, but give it a different number of arguments, Python will fail with a TypeError.\n",
@@ -1166,7 +1167,7 @@
   {
    "cell_type": "code",
    "execution_count": 36,
-   "id": "752ac336",
+   "id": "12654998",
    "metadata": {},
    "outputs": [
     {
@@ -1176,7 +1177,7 @@
      "traceback": [
       "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
       "\u001b[0;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
-      "\u001b[0;32m/var/folders/xz/_hjc5hsx743dclmg8n5678nc0000gn/T/ipykernel_30836/3405736382.py\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m      4\u001b[0m     \u001b[0;32mreturn\u001b[0m \u001b[0mresult\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      5\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 6\u001b[0;31m \u001b[0mminus\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m3\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
+      "\u001b[0;32m/var/folders/xz/_hjc5hsx743dclmg8n5678nc0000gn/T/ipykernel_52246/3405736382.py\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m      4\u001b[0m     \u001b[0;32mreturn\u001b[0m \u001b[0mresult\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      5\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 6\u001b[0;31m \u001b[0mminus\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m3\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
       "\u001b[0;31mTypeError\u001b[0m: minus() missing 1 required positional argument: 'y'"
      ]
     }
@@ -1192,7 +1193,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0232c8b6",
+   "id": "fdeab27e",
    "metadata": {},
    "source": [
     "The fix is to make sure that you have the same number of arguments as parameters. Again, writing out your function calls in explicit argument-parameter mappings can help make sure that you don't make this error, like this:\n",
@@ -1255,47 +1256,47 @@
    268,
    291,
    298,
-   328,
-   334,
-   338,
-   362,
-   364,
-   367,
-   370,
-   373,
-   376,
-   397,
-   402,
-   405,
-   409,
-   412,
-   414,
-   419,
-   423,
-   426,
-   430,
-   433,
-   435,
-   445,
-   456,
-   460,
-   471,
-   474,
-   476,
-   528,
-   536,
-   554,
-   559,
-   562,
-   567,
-   570,
-   575,
-   580,
-   586,
-   589,
-   591,
-   596,
-   603
+   330,
+   336,
+   340,
+   363,
+   365,
+   368,
+   371,
+   374,
+   377,
+   398,
+   403,
+   406,
+   410,
+   413,
+   415,
+   420,
+   424,
+   427,
+   431,
+   434,
+   436,
+   446,
+   457,
+   461,
+   472,
+   475,
+   477,
+   529,
+   537,
+   555,
+   560,
+   563,
+   568,
+   571,
+   576,
+   581,
+   587,
+   590,
+   592,
+   597,
+   604
   ]
  },
  "nbformat": 4,
diff --git a/_sources/3_Functions.md b/_sources/3_Functions.md
index 7cad54b..eba6c8a 100644
--- a/_sources/3_Functions.md
+++ b/_sources/3_Functions.md
@@ -321,6 +321,8 @@ What's happening under the hood at this function call is:
 3. Run the code associated with the function name `minutes_to_hours` with `mins` as input, and return the result
 4. Pass that result to the `print` function (yes, this is a function also!) as an input argument.
 
+It may help to [plug this code (and really all the other examples in this lecture) into pythontutor](https://pythontutor.com/python-compiler.html#mode=edit) to step through it line by line.
+
 Let's look at another example pair. 
 
 
@@ -337,12 +339,12 @@ come_in = bouncer(your_age)
 print(come_in)
 ```
 
-Q: Where are the parameters and arguments?
+
 
 ### Key idea: Arguments vs. parameters
 
@@ -350,7 +352,6 @@ Parameters and arguments are easy to confuse. They both go in the parentheses af
 
 It helps me to think of them as two sides of a special kind of variable assignment statement.
 
-
 Parameters are the key *variables* in the function (what's on the left side of an assignment statement). 
 Arguments are the *values* you assign to those variables when you use the function (what's on the right side of an assignment statement).
 
@@ -389,7 +390,7 @@ There are a few main steps to follow:
     - Fill out the return statement
 4. Run the function definition cell (this defines the function for Python)
 
-Let's do an example together!
+Let's look at an example together!
 
 Let's write a function that applies a discount to a sale, given the sale amount and the percentage discount.
 
@@ -408,7 +409,7 @@ def apply_discount(saleAmount, percentageDiscount):
     return finalAmount
 ```
 
-Here's an example of how we can call that code, using our explicit argument-parameter notation from before.
+Here's an example of how we can call that function, using our explicit argument-parameter notation from before.
 ```{code-cell} ipython3
 apply_discount(saleAmount=325.99, percentageDiscount=.2)
 ```
diff --git a/_sources/4_Conditionals.ipynb b/_sources/4_Conditionals.ipynb
index 08eaa0f..5470188 100644
--- a/_sources/4_Conditionals.ipynb
+++ b/_sources/4_Conditionals.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "9dd54607",
+   "id": "42c203c3",
    "metadata": {
     "id": "IUP5mKyTxbRy"
    },
@@ -12,7 +12,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a9fd2114",
+   "id": "f9438347",
    "metadata": {
     "id": "TB-Kg9GExbRz"
    },
@@ -25,7 +25,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "21947119",
+   "id": "2a92e24f",
    "metadata": {
     "id": "g-lkfdphxbR0"
    },
@@ -47,7 +47,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "330a61f0",
+   "id": "ac605cda",
    "metadata": {},
    "source": [
     "Let's brainstorm some real-world examples together! \n",
@@ -61,7 +61,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f0c7a3bd",
+   "id": "b0eff79c",
    "metadata": {
     "id": "ifBcaTKuA2jN",
     "tags": []
@@ -72,7 +72,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d2b265cd",
+   "id": "bb67804b",
    "metadata": {},
    "source": [
     "Here's a rough diagram of a basic conditional block in Python:\n",
@@ -86,7 +86,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f5582ab7",
+   "id": "28f56281",
    "metadata": {},
    "source": [
     "And here's what it looks like in code\n",
@@ -117,7 +117,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4a9bddd9",
+   "id": "c193ee49",
    "metadata": {},
    "source": [
     "Some examples:"
@@ -126,7 +126,7 @@
   {
    "cell_type": "code",
    "execution_count": 1,
-   "id": "44b72ac8",
+   "id": "9b7bb517",
    "metadata": {},
    "outputs": [
     {
@@ -150,7 +150,7 @@
   {
    "cell_type": "code",
    "execution_count": 2,
-   "id": "1f54df80",
+   "id": "9ef4242e",
    "metadata": {},
    "outputs": [
     {
@@ -175,7 +175,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "14bb732d",
+   "id": "26772d01",
    "metadata": {},
    "source": [
     "Waiter checking your age on your ID, and then shows beer/alcohol menu or says \"have some water\""
@@ -184,7 +184,7 @@
   {
    "cell_type": "code",
    "execution_count": 3,
-   "id": "513bb855",
+   "id": "74b07f19",
    "metadata": {},
    "outputs": [
     {
@@ -206,7 +206,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7b4b4394",
+   "id": "fd64d8fd",
    "metadata": {},
    "source": [
     "## A closer look at Boolean expressions\n",
@@ -239,7 +239,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ad044ac5",
+   "id": "953fe133",
    "metadata": {
     "id": "0c6wfPPRBHdg"
    },
@@ -254,7 +254,7 @@
   {
    "cell_type": "code",
    "execution_count": 4,
-   "id": "001882dd",
+   "id": "542eba54",
    "metadata": {},
    "outputs": [
     {
@@ -278,7 +278,7 @@
   {
    "cell_type": "code",
    "execution_count": 5,
-   "id": "544b2f93",
+   "id": "de9c0741",
    "metadata": {},
    "outputs": [
     {
@@ -300,7 +300,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ff00286d",
+   "id": "14a27993",
    "metadata": {},
    "source": [
     "### Compound Boolean expressions (Boolean operators + Logical operators)"
@@ -309,7 +309,7 @@
   {
    "cell_type": "code",
    "execution_count": 6,
-   "id": "a84a0204",
+   "id": "45b5d164",
    "metadata": {},
    "outputs": [
     {
@@ -334,7 +334,7 @@
   {
    "cell_type": "code",
    "execution_count": 7,
-   "id": "7b5627b8",
+   "id": "294f4f57",
    "metadata": {},
    "outputs": [
     {
@@ -358,7 +358,7 @@
   {
    "cell_type": "code",
    "execution_count": 8,
-   "id": "a73344e8",
+   "id": "e610a8be",
    "metadata": {},
    "outputs": [
     {
@@ -381,7 +381,7 @@
   {
    "cell_type": "code",
    "execution_count": 9,
-   "id": "6d21f3bc",
+   "id": "eb6edeb0",
    "metadata": {},
    "outputs": [
     {
@@ -406,7 +406,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5ae72625",
+   "id": "bbaea031",
    "metadata": {
     "id": "LcXUfJ1qCmZD"
    },
@@ -421,7 +421,7 @@
   {
    "cell_type": "code",
    "execution_count": 10,
-   "id": "d9c0e93c",
+   "id": "a5ef2588",
    "metadata": {},
    "outputs": [
     {
@@ -444,7 +444,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c55a344d",
+   "id": "92ae8a21",
    "metadata": {},
    "source": [
     "If i have a passport, print come on in; otherwise, print go away"
@@ -453,7 +453,7 @@
   {
    "cell_type": "code",
    "execution_count": 11,
-   "id": "e96aa756",
+   "id": "30c2450a",
    "metadata": {},
    "outputs": [
     {
@@ -476,7 +476,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d44c9b01",
+   "id": "111a610c",
    "metadata": {},
    "source": [
     "if i have passed all the requirements for graduation, print gradaute! otherwise, print need to do more"
@@ -485,7 +485,7 @@
   {
    "cell_type": "code",
    "execution_count": 12,
-   "id": "aaffd3b2",
+   "id": "aae59342",
    "metadata": {},
    "outputs": [
     {
@@ -493,7 +493,7 @@
      "evalue": "unmatched '}' (471952310.py, line 7)",
      "output_type": "error",
      "traceback": [
-      "\u001b[0;36m  File \u001b[0;32m\"/var/folders/xz/_hjc5hsx743dclmg8n5678nc0000gn/T/ipykernel_30843/471952310.py\"\u001b[0;36m, line \u001b[0;32m7\u001b[0m\n\u001b[0;31m    print(\"Graduate\")}\u001b[0m\n\u001b[0m                     ^\u001b[0m\n\u001b[0;31mSyntaxError\u001b[0m\u001b[0;31m:\u001b[0m unmatched '}'\n"
+      "\u001b[0;36m  File \u001b[0;32m\"/var/folders/xz/_hjc5hsx743dclmg8n5678nc0000gn/T/ipykernel_61639/471952310.py\"\u001b[0;36m, line \u001b[0;32m7\u001b[0m\n\u001b[0;31m    print(\"Graduate\")}\u001b[0m\n\u001b[0m                     ^\u001b[0m\n\u001b[0;31mSyntaxError\u001b[0m\u001b[0;31m:\u001b[0m unmatched '}'\n"
      ]
     }
    ],
@@ -511,7 +511,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6991ca48",
+   "id": "f4fa406b",
    "metadata": {
     "id": "ffHIlz8iDDLM"
    },
@@ -530,7 +530,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "3980c6be",
+   "id": "c7cedd03",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -550,7 +550,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "eb8ef03a",
+   "id": "19c2c966",
    "metadata": {},
    "source": [
     "The answer: only once! Because both print statements are scoped (indented inside) a conditional branch, it will only execute once: either in the true (if) branch or the false (else) branch."
@@ -558,7 +558,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "647bfc78",
+   "id": "1448986c",
    "metadata": {
     "id": "21v9caNsEE1A"
    },
@@ -569,7 +569,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a31ec182",
+   "id": "1d4cddc4",
    "metadata": {
     "id": "oh3kS5FLBquN"
    },
@@ -602,7 +602,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "9340ac8f",
+   "id": "de65e4b1",
    "metadata": {
     "id": "ttMHXVzySS8m"
    },
@@ -616,7 +616,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b41a74d1",
+   "id": "c990d100",
    "metadata": {
     "id": "jszuKPe9CrGP"
    },
@@ -627,7 +627,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "06adc401",
+   "id": "c3debc63",
    "metadata": {
     "id": "VZzGfpRdB6ca",
     "tags": []
@@ -658,7 +658,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "fc9e62ac",
+   "id": "4a896e2e",
    "metadata": {},
    "source": [
     "Here's the generic structure:\n",
@@ -677,7 +677,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "ea35343a",
+   "id": "fb01840c",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -696,7 +696,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "6a344750",
+   "id": "916a2988",
    "metadata": {
     "id": "BaHh7pSfCCNm"
    },
@@ -714,7 +714,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "306f49cd",
+   "id": "f148d5a9",
    "metadata": {
     "id": "7VgOXvQWCyJH"
    },
@@ -726,7 +726,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "25909f6e",
+   "id": "a890f244",
    "metadata": {
     "id": "19fV3icBCCu0"
    },
@@ -739,7 +739,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "b0492c77",
+   "id": "81ce5c01",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -759,7 +759,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "27ac08be",
+   "id": "6fb3586a",
    "metadata": {},
    "source": [
     "help me write the grader for late assignments: if you submit before target date, you get full credit; if you submit after the target date, but before the last day of the period, you get 85% credit - if you submit on the last day of period, you get 70% credit"
@@ -768,7 +768,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "1777dfb3",
+   "id": "8c227be5",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -794,7 +794,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "be2a0c99",
+   "id": "eb7cbdb4",
    "metadata": {
     "id": "_1BiX-ZSCO_O",
     "tags": []
@@ -818,7 +818,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "39230eaa",
+   "id": "e2f0cbe0",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -833,7 +833,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c50469e2",
+   "id": "84e66103",
    "metadata": {},
    "source": [
     "Another simple example: graduation requirements: if you've completed the base requirements and you have a 3.0 average, then we check: do you have sufficient electives? if yes, then great! if not, take more electives. if you don't have the core requirements done, then you need to take care of that first, we'll worry about electives later."
@@ -842,7 +842,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "69315215",
+   "id": "f396f24c",
    "metadata": {
     "id": "zQ5U8v4dGHI0"
    },
@@ -859,7 +859,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "24fb60ec",
+   "id": "791d94e5",
    "metadata": {
     "id": "za2LAdfFDHww"
    },
@@ -869,7 +869,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "90792655",
+   "id": "b6911f58",
    "metadata": {
     "id": "Nyxk2KfLIDXz"
    },
@@ -882,7 +882,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "444c6452",
+   "id": "ad6a0c6a",
    "metadata": {
     "id": "KCe_GVMMICZh"
    },
@@ -904,7 +904,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6e67df97",
+   "id": "6f5faa47",
    "metadata": {},
    "source": [
     "Some people may say that sometimes this sort of code isn't great practice, because it can be hard to understand and debug. I'm not sure I completely agree. I think it depends on the structure of your problem. I like to write nested conditionals when the underlying logic is really like a garden of forking paths or choose your own adventure game."
@@ -912,7 +912,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "67c20970",
+   "id": "42456e91",
    "metadata": {},
    "source": [
     "## Common errors\n",
@@ -934,7 +934,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "ef378159",
+   "id": "73545bc6",
    "metadata": {},
    "outputs": [],
    "source": []
diff --git a/_sources/5_Lists.ipynb b/_sources/5_Lists.ipynb
index 6a35e8e..467f8e7 100644
--- a/_sources/5_Lists.ipynb
+++ b/_sources/5_Lists.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "b5c3af42",
+   "id": "1abf385a",
    "metadata": {},
    "source": [
     "# 5: Lists\n",
@@ -29,7 +29,7 @@
   {
    "cell_type": "code",
    "execution_count": 1,
-   "id": "ba543252",
+   "id": "b0355b8c",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -43,7 +43,7 @@
   {
    "cell_type": "code",
    "execution_count": 2,
-   "id": "6eb363c2",
+   "id": "824654cb",
    "metadata": {},
    "outputs": [
     {
@@ -63,7 +63,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "996ed456",
+   "id": "053f04c1",
    "metadata": {},
    "source": [
     "### Why do we need more data structures than strings, numbers and Boolean values?\n",
@@ -78,7 +78,7 @@
   {
    "cell_type": "code",
    "execution_count": 3,
-   "id": "ea7a2c4e",
+   "id": "4e372ab3",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -104,7 +104,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d0f752c3",
+   "id": "72e09af7",
    "metadata": {},
    "source": [
     "What if we have six numbers? We can't reuse our function, need to modify to add more parameters and \"switches\" in our chained conditional."
@@ -113,7 +113,7 @@
   {
    "cell_type": "code",
    "execution_count": 4,
-   "id": "62543a1f",
+   "id": "2af9d409",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -134,7 +134,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "eac1bc0f",
+   "id": "30f77e0f",
    "metadata": {},
    "source": [
     "What if we have three numbers? Again, can't reuse our function, need to modify to remove parameters and \"switches\" in our chained conditional."
@@ -143,7 +143,7 @@
   {
    "cell_type": "code",
    "execution_count": 5,
-   "id": "29e6da9c",
+   "id": "c5d3410a",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -159,7 +159,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c76f0e64",
+   "id": "55ecfe82",
    "metadata": {},
    "source": [
     "In contrast, check out what we can do if we have lists as a data structure! This is an elegant function that covers the class of \"find smallest among N numbers\" problems and can be reused and composed."
@@ -168,7 +168,7 @@
   {
    "cell_type": "code",
    "execution_count": 6,
-   "id": "182a1806",
+   "id": "b9b36907",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -183,7 +183,7 @@
   {
    "cell_type": "code",
    "execution_count": 7,
-   "id": "9444d561",
+   "id": "41942177",
    "metadata": {},
    "outputs": [
     {
@@ -204,7 +204,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d9ffd4f7",
+   "id": "da4b574a",
    "metadata": {},
    "source": [
     "Again, as you can see, we could in principle solve each variant of the \"find smallest\" problem with separate variables for each item. But it's very clunky! And error prone! And basically impossible to generalize (contra core goal of developing **abstractions over classes of problems**, from CompT).\n",
@@ -219,7 +219,7 @@
   {
    "cell_type": "code",
    "execution_count": 8,
-   "id": "343614d7",
+   "id": "3849a732",
    "metadata": {},
    "outputs": [
     {
@@ -260,7 +260,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "42912245",
+   "id": "ab6f11e3",
    "metadata": {},
    "source": [
     "How would you solve this without lists? Or some kind of collection?\n",
@@ -275,7 +275,7 @@
   {
    "cell_type": "code",
    "execution_count": 9,
-   "id": "5e3ece98",
+   "id": "6140babd",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -316,7 +316,7 @@
   {
    "cell_type": "code",
    "execution_count": 10,
-   "id": "f1d72591",
+   "id": "b4bb10a0",
    "metadata": {},
    "outputs": [
     {
@@ -339,7 +339,7 @@
   {
    "cell_type": "code",
    "execution_count": 11,
-   "id": "badb3768",
+   "id": "0169dbfd",
    "metadata": {},
    "outputs": [
     {
@@ -359,7 +359,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e63e4407",
+   "id": "2a7a7feb",
    "metadata": {},
    "source": [
     "You can assign lists to variables, just like other values, with a variable assignment statement."
@@ -368,7 +368,7 @@
   {
    "cell_type": "code",
    "execution_count": 12,
-   "id": "f2a9e3e5",
+   "id": "60402f60",
    "metadata": {},
    "outputs": [
     {
@@ -405,7 +405,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "017d66ee",
+   "id": "dbf13280",
    "metadata": {},
    "source": [
     "## Some properties of lists\n",
@@ -431,7 +431,7 @@
   {
    "cell_type": "code",
    "execution_count": 13,
-   "id": "335f6b34",
+   "id": "9639e2ee",
    "metadata": {},
    "outputs": [
     {
@@ -456,7 +456,7 @@
   {
    "cell_type": "code",
    "execution_count": 14,
-   "id": "3394a678",
+   "id": "18f7c920",
    "metadata": {},
    "outputs": [
     {
@@ -476,7 +476,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6b5a7102",
+   "id": "dcc2e2a5",
    "metadata": {},
    "source": [
     "### Indexing\n",
@@ -487,7 +487,7 @@
   {
    "cell_type": "code",
    "execution_count": 15,
-   "id": "51f59e75",
+   "id": "70daa152",
    "metadata": {},
    "outputs": [
     {
@@ -520,7 +520,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "25fd14de",
+   "id": "e7e74bea",
    "metadata": {},
    "source": [
     "Here it is in pictures.\n",
@@ -547,7 +547,7 @@
   {
    "cell_type": "code",
    "execution_count": 16,
-   "id": "5d3dfeba",
+   "id": "b7c160f6",
    "metadata": {},
    "outputs": [
     {
@@ -566,7 +566,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "20439129",
+   "id": "2ea06cf1",
    "metadata": {},
    "source": [
     "### Mutating (changing) list values directly"
@@ -575,7 +575,7 @@
   {
    "cell_type": "code",
    "execution_count": 17,
-   "id": "a1a090d1",
+   "id": "99f8e682",
    "metadata": {},
    "outputs": [
     {
@@ -596,7 +596,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4548ddd2",
+   "id": "fcf66968",
    "metadata": {},
    "source": [
     "## Working with lists\n",
@@ -608,7 +608,7 @@
   {
    "cell_type": "code",
    "execution_count": 18,
-   "id": "af13896f",
+   "id": "3a43d8b7",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -619,7 +619,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "dc2fa8ea",
+   "id": "7124871c",
    "metadata": {},
    "source": [
     "Can create from existing lists, using **concatenation** (adding two existing lists together)"
@@ -628,7 +628,7 @@
   {
    "cell_type": "code",
    "execution_count": 19,
-   "id": "42ac01fa",
+   "id": "c4f1df44",
    "metadata": {},
    "outputs": [
     {
@@ -650,7 +650,7 @@
   {
    "cell_type": "code",
    "execution_count": 20,
-   "id": "9684cd6a",
+   "id": "82ef0e0b",
    "metadata": {},
    "outputs": [
     {
@@ -673,7 +673,7 @@
   {
    "cell_type": "code",
    "execution_count": 21,
-   "id": "d345e161",
+   "id": "562cb2b6",
    "metadata": {},
    "outputs": [
     {
@@ -693,7 +693,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "47a4086c",
+   "id": "ecdf16ed",
    "metadata": {},
    "source": [
     "### Get one thing out of a list: Indexing\n",
@@ -706,7 +706,7 @@
   {
    "cell_type": "code",
    "execution_count": 22,
-   "id": "7feeec66",
+   "id": "9c975e56",
    "metadata": {},
    "outputs": [
     {
@@ -728,7 +728,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b4e7fa32",
+   "id": "0f99b712",
    "metadata": {},
    "source": [
     "A helpful trick for getting the last or nth-to-last item is to start the indexing in reverse. Confusingly, this indexing starts at 1... Sorry!\n",
@@ -740,7 +740,7 @@
   {
    "cell_type": "code",
    "execution_count": 23,
-   "id": "75018020",
+   "id": "151a4484",
    "metadata": {},
    "outputs": [
     {
@@ -762,7 +762,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8ff8f66c",
+   "id": "87062c16",
    "metadata": {},
    "source": [
     "This reverse indexing can be handy for getting smallest/largest after sorting a list, especially if there are lots of items in the list."
@@ -771,7 +771,7 @@
   {
    "cell_type": "code",
    "execution_count": 24,
-   "id": "61257886",
+   "id": "e7c02d45",
    "metadata": {},
    "outputs": [
     {
@@ -793,7 +793,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9526f593",
+   "id": "1a9dbeb1",
    "metadata": {},
    "source": [
     "Let's practice some more!"
@@ -802,7 +802,7 @@
   {
    "cell_type": "code",
    "execution_count": 25,
-   "id": "a326aaf5",
+   "id": "ee7c27db",
    "metadata": {},
    "outputs": [
     {
@@ -825,7 +825,7 @@
   {
    "cell_type": "code",
    "execution_count": 26,
-   "id": "3f11861a",
+   "id": "e5edcf34",
    "metadata": {},
    "outputs": [
     {
@@ -845,7 +845,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a36307e1",
+   "id": "9ece6d97",
    "metadata": {},
    "source": [
     "### Get multiple (contiguous) things out of a list: Slicing\n",
@@ -858,7 +858,7 @@
   {
    "cell_type": "code",
    "execution_count": 27,
-   "id": "edc4f55b",
+   "id": "a86e9546",
    "metadata": {},
    "outputs": [
     {
@@ -890,7 +890,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "af3d0cb1",
+   "id": "2cac0581",
    "metadata": {},
    "source": [
     "Let's practice some more!"
@@ -899,7 +899,7 @@
   {
    "cell_type": "code",
    "execution_count": 28,
-   "id": "a59a27ab",
+   "id": "aa0f08a7",
    "metadata": {},
    "outputs": [
     {
@@ -920,7 +920,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6a7a15a0",
+   "id": "d518a0f3",
    "metadata": {},
    "source": [
     "### Modify values (\"mutate\") in a list\n",
@@ -931,7 +931,7 @@
   {
    "cell_type": "code",
    "execution_count": 29,
-   "id": "745a2099",
+   "id": "5e43bd28",
    "metadata": {},
    "outputs": [
     {
@@ -958,7 +958,7 @@
   {
    "cell_type": "code",
    "execution_count": 30,
-   "id": "24b0ed56",
+   "id": "a93cbc5a",
    "metadata": {},
    "outputs": [
     {
@@ -989,7 +989,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "cbae64f8",
+   "id": "2bb4e277",
    "metadata": {},
    "source": [
     "### Check what's in a list\n",
@@ -1002,7 +1002,7 @@
   {
    "cell_type": "code",
    "execution_count": 31,
-   "id": "dd40974a",
+   "id": "dbced994",
    "metadata": {},
    "outputs": [
     {
@@ -1027,7 +1027,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5f666ac7",
+   "id": "80353d21",
    "metadata": {},
    "source": [
     "## List methods and collection functions\n",
@@ -1050,7 +1050,7 @@
   {
    "cell_type": "code",
    "execution_count": 32,
-   "id": "2603d2bb",
+   "id": "5d3e4f16",
    "metadata": {},
    "outputs": [
     {
@@ -1071,7 +1071,7 @@
   {
    "cell_type": "code",
    "execution_count": 33,
-   "id": "c1825306",
+   "id": "79b8beb6",
    "metadata": {},
    "outputs": [
     {
@@ -1091,7 +1091,7 @@
   {
    "cell_type": "code",
    "execution_count": 34,
-   "id": "75a09ffa",
+   "id": "0e96f92e",
    "metadata": {},
    "outputs": [
     {
@@ -1112,7 +1112,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ec02befc",
+   "id": "2fb42791",
    "metadata": {},
    "source": [
     "NOTE: you can't use any of these math-y functions with lists of \"not-numbers\". For example, the following code will yield a `TypeError`:\n",
@@ -1141,7 +1141,7 @@
   {
    "cell_type": "code",
    "execution_count": 35,
-   "id": "413705ec",
+   "id": "45811e7f",
    "metadata": {},
    "outputs": [
     {
@@ -1192,7 +1192,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a8ace8c4",
+   "id": "9132b572",
    "metadata": {},
    "source": [
     "#### Syntax for (list) methods\n",
@@ -1216,7 +1216,7 @@
   {
    "cell_type": "code",
    "execution_count": 36,
-   "id": "d5c64d0d",
+   "id": "5412ccf1",
    "metadata": {},
    "outputs": [
     {
@@ -1234,7 +1234,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "64d6fab6",
+   "id": "8b3de6bd",
    "metadata": {},
    "source": [
     "If you want to keep the original list instead of modifying it directly, you should use the collection functions (e.g., `sorted()` instead of `list.sort()`)."
@@ -1243,7 +1243,7 @@
   {
    "cell_type": "code",
    "execution_count": 37,
-   "id": "a89f73ea",
+   "id": "ad4a9982",
    "metadata": {},
    "outputs": [
     {
@@ -1264,7 +1264,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c83707f5",
+   "id": "65ebd97e",
    "metadata": {},
    "source": [
     "### Mapping methods/functions to situations\n",
@@ -1275,7 +1275,7 @@
   {
    "cell_type": "code",
    "execution_count": 38,
-   "id": "0d0e3333",
+   "id": "b2fd4c52",
    "metadata": {},
    "outputs": [
     {
@@ -1312,7 +1312,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0b413f7e",
+   "id": "7b96960e",
    "metadata": {},
    "source": [
     "Meta-points here\n",
@@ -1322,7 +1322,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4cb2308c",
+   "id": "b2715efd",
    "metadata": {
     "id": "-iQvhWi7KGAg"
    },
@@ -1337,7 +1337,7 @@
   {
    "cell_type": "code",
    "execution_count": 39,
-   "id": "9f48aad5",
+   "id": "3b527614",
    "metadata": {},
    "outputs": [
     {
@@ -1358,7 +1358,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "56889094",
+   "id": "22c19fd4",
    "metadata": {},
    "source": [
     "### IndexError\n",
@@ -1377,7 +1377,7 @@
   {
    "cell_type": "code",
    "execution_count": 40,
-   "id": "992e3b3b",
+   "id": "2e99fde5",
    "metadata": {},
    "outputs": [
     {
@@ -1385,7 +1385,7 @@
      "evalue": "invalid syntax (3285008488.py, line 6)",
      "output_type": "error",
      "traceback": [
-      "\u001b[0;36m  File \u001b[0;32m\"/var/folders/xz/_hjc5hsx743dclmg8n5678nc0000gn/T/ipykernel_30856/3285008488.py\"\u001b[0;36m, line \u001b[0;32m6\u001b[0m\n\u001b[0;31m    This happens most with operations that can be done wiht methods and functions, such as sorting\u001b[0m\n\u001b[0m         ^\u001b[0m\n\u001b[0;31mSyntaxError\u001b[0m\u001b[0;31m:\u001b[0m invalid syntax\n"
+      "\u001b[0;36m  File \u001b[0;32m\"/var/folders/xz/_hjc5hsx743dclmg8n5678nc0000gn/T/ipykernel_61654/3285008488.py\"\u001b[0;36m, line \u001b[0;32m6\u001b[0m\n\u001b[0;31m    This happens most with operations that can be done wiht methods and functions, such as sorting\u001b[0m\n\u001b[0m         ^\u001b[0m\n\u001b[0;31mSyntaxError\u001b[0m\u001b[0;31m:\u001b[0m invalid syntax\n"
      ]
     }
    ],
@@ -1407,7 +1407,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "065c4d20",
+   "id": "f3b125e8",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/reports/10_Pandas-1.log b/reports/10_Pandas-1.log
index ba922b6..74ee9af 100644
--- a/reports/10_Pandas-1.log
+++ b/reports/10_Pandas-1.log
@@ -20,7 +20,7 @@ nbclient.exceptions.CellExecutionError: An error occurred while executing the fo
 print(set(ncaa['
 ------------------
 
-  File "/var/folders/xz/_hjc5hsx743dclmg8n5678nc0000gn/T/ipykernel_30799/1243815937.py", line 1
+  File "/var/folders/xz/_hjc5hsx743dclmg8n5678nc0000gn/T/ipykernel_61589/1243815937.py", line 1
     print(set(ncaa['
                     ^
 SyntaxError: EOL while scanning string literal
diff --git a/reports/11_Pandas-2.log b/reports/11_Pandas-2.log
index 1159c5d..475815a 100644
--- a/reports/11_Pandas-2.log
+++ b/reports/11_Pandas-2.log
@@ -23,7 +23,7 @@ courses.head()
 
 ---------------------------------------------------------------------------
 KeyError                                  Traceback (most recent call last)
-/var/folders/xz/_hjc5hsx743dclmg8n5678nc0000gn/T/ipykernel_30808/3685041712.py in 
+/var/folders/xz/_hjc5hsx743dclmg8n5678nc0000gn/T/ipykernel_61602/3685041712.py in 
 ----> 1 courses = courses.drop(columns="has_intro")
       2 courses.head()
 
diff --git a/reports/3_Functions.log b/reports/3_Functions.log
index c8f0260..458bcd4 100644
--- a/reports/3_Functions.log
+++ b/reports/3_Functions.log
@@ -27,7 +27,7 @@ minus(3)
 
 ---------------------------------------------------------------------------
 TypeError                                 Traceback (most recent call last)
-/var/folders/xz/_hjc5hsx743dclmg8n5678nc0000gn/T/ipykernel_30836/3405736382.py in 
+/var/folders/xz/_hjc5hsx743dclmg8n5678nc0000gn/T/ipykernel_52246/3405736382.py in 
       4     return result
       5 
 ----> 6 minus(3)
diff --git a/reports/4_Conditionals.log b/reports/4_Conditionals.log
index 45e1a6e..befe38b 100644
--- a/reports/4_Conditionals.log
+++ b/reports/4_Conditionals.log
@@ -28,7 +28,7 @@ else:
     print("Don't graduate")
 ------------------
 
-  File "/var/folders/xz/_hjc5hsx743dclmg8n5678nc0000gn/T/ipykernel_30843/471952310.py", line 7
+  File "/var/folders/xz/_hjc5hsx743dclmg8n5678nc0000gn/T/ipykernel_61639/471952310.py", line 7
     print("Graduate")}
                      ^
 SyntaxError: unmatched '}'
diff --git a/reports/5_Lists.log b/reports/5_Lists.log
index 6cb57f2..5f88b2c 100644
--- a/reports/5_Lists.log
+++ b/reports/5_Lists.log
@@ -31,7 +31,7 @@ print(x)
 print(xsort)
 ------------------
 
-  File "/var/folders/xz/_hjc5hsx743dclmg8n5678nc0000gn/T/ipykernel_30856/3285008488.py", line 6
+  File "/var/folders/xz/_hjc5hsx743dclmg8n5678nc0000gn/T/ipykernel_61654/3285008488.py", line 6
     This happens most with operations that can be done wiht methods and functions, such as sorting
          ^
 SyntaxError: invalid syntax
diff --git a/reports/6_Iteration-Solutions-Day1.log b/reports/6_Iteration-Solutions-Day1.log
index a6e5678..b43d18e 100644
--- a/reports/6_Iteration-Solutions-Day1.log
+++ b/reports/6_Iteration-Solutions-Day1.log
@@ -27,7 +27,7 @@ for i in range(len(scores)):
     # add transformed item to transformed items list
 ------------------
 
-  File "/var/folders/xz/_hjc5hsx743dclmg8n5678nc0000gn/T/ipykernel_30868/2612048376.py", line 8
+  File "/var/folders/xz/_hjc5hsx743dclmg8n5678nc0000gn/T/ipykernel_61666/2612048376.py", line 8
     # add transformed item to transformed items list
                                                     ^
 IndentationError: expected an indented block
diff --git a/reports/6_Iteration-Solutions-Day2.log b/reports/6_Iteration-Solutions-Day2.log
index b5dcf8a..75464aa 100644
--- a/reports/6_Iteration-Solutions-Day2.log
+++ b/reports/6_Iteration-Solutions-Day2.log
@@ -31,7 +31,7 @@ while guess != "exit" and not found:
 
 ---------------------------------------------------------------------------
 StdinNotImplementedError                  Traceback (most recent call last)
-/var/folders/xz/_hjc5hsx743dclmg8n5678nc0000gn/T/ipykernel_30876/3638488589.py in 
+/var/folders/xz/_hjc5hsx743dclmg8n5678nc0000gn/T/ipykernel_61673/3638488589.py in 
 ----> 1 guess = input("Try to guess the number between 1 and 10, or say `exit` to quit")
       2 number = 5
       3 found = False
diff --git a/reports/6_Iteration.log b/reports/6_Iteration.log
index c6a66a4..12f6394 100644
--- a/reports/6_Iteration.log
+++ b/reports/6_Iteration.log
@@ -24,7 +24,7 @@ while check_sauce() == "thick":
 
 ---------------------------------------------------------------------------
 NameError                                 Traceback (most recent call last)
-/var/folders/xz/_hjc5hsx743dclmg8n5678nc0000gn/T/ipykernel_30862/3929469459.py in 
+/var/folders/xz/_hjc5hsx743dclmg8n5678nc0000gn/T/ipykernel_61660/3929469459.py in 
       1 # stir the sauce until it is thick
 ----> 2 while check_sauce() == "thick":
       3     stir()
diff --git a/reports/7_Strings-Solutions-Day1.log b/reports/7_Strings-Solutions-Day1.log
index 7c25a65..504de78 100644
--- a/reports/7_Strings-Solutions-Day1.log
+++ b/reports/7_Strings-Solutions-Day1.log
@@ -22,7 +22,7 @@ age = input('What is your age?')
 
 ---------------------------------------------------------------------------
 StdinNotImplementedError                  Traceback (most recent call last)
-/var/folders/xz/_hjc5hsx743dclmg8n5678nc0000gn/T/ipykernel_30903/3849018124.py in 
+/var/folders/xz/_hjc5hsx743dclmg8n5678nc0000gn/T/ipykernel_61687/3849018124.py in 
 ----> 1 age = input('What is your age?')
 
 ~/opt/anaconda3/lib/python3.9/site-packages/ipykernel/kernelbase.py in raw_input(self, prompt)
diff --git a/reports/7_Strings-Solutions-Day2.log b/reports/7_Strings-Solutions-Day2.log
index 9ec1f6f..f134a27 100644
--- a/reports/7_Strings-Solutions-Day2.log
+++ b/reports/7_Strings-Solutions-Day2.log
@@ -22,7 +22,7 @@ age = input('What is your age?')
 
 ---------------------------------------------------------------------------
 StdinNotImplementedError                  Traceback (most recent call last)
-/var/folders/xz/_hjc5hsx743dclmg8n5678nc0000gn/T/ipykernel_30910/3849018124.py in 
+/var/folders/xz/_hjc5hsx743dclmg8n5678nc0000gn/T/ipykernel_61693/3849018124.py in 
 ----> 1 age = input('What is your age?')
 
 ~/opt/anaconda3/lib/python3.9/site-packages/ipykernel/kernelbase.py in raw_input(self, prompt)
diff --git a/reports/7_Strings.log b/reports/7_Strings.log
index a6e984b..63f4aaa 100644
--- a/reports/7_Strings.log
+++ b/reports/7_Strings.log
@@ -22,7 +22,7 @@ age = input('What is your age?')
 
 ---------------------------------------------------------------------------
 StdinNotImplementedError                  Traceback (most recent call last)
-/var/folders/xz/_hjc5hsx743dclmg8n5678nc0000gn/T/ipykernel_30893/3849018124.py in 
+/var/folders/xz/_hjc5hsx743dclmg8n5678nc0000gn/T/ipykernel_61680/3849018124.py in 
 ----> 1 age = input('What is your age?')
 
 ~/opt/anaconda3/lib/python3.9/site-packages/ipykernel/kernelbase.py in raw_input(self, prompt)
diff --git a/reports/8_Dictionaries-Solutions.log b/reports/8_Dictionaries-Solutions.log
index c967599..9b57666 100644
--- a/reports/8_Dictionaries-Solutions.log
+++ b/reports/8_Dictionaries-Solutions.log
@@ -23,7 +23,7 @@ d[0]
 
 ---------------------------------------------------------------------------
 KeyError                                  Traceback (most recent call last)
-/var/folders/xz/_hjc5hsx743dclmg8n5678nc0000gn/T/ipykernel_30924/1477208096.py in 
+/var/folders/xz/_hjc5hsx743dclmg8n5678nc0000gn/T/ipykernel_61708/1477208096.py in 
       1 # can't get things by position
 ----> 2 d[0]
 
diff --git a/reports/8_Dictionaries.log b/reports/8_Dictionaries.log
index f26ba39..0c5845e 100644
--- a/reports/8_Dictionaries.log
+++ b/reports/8_Dictionaries.log
@@ -23,7 +23,7 @@ d[0]
 
 ---------------------------------------------------------------------------
 KeyError                                  Traceback (most recent call last)
-/var/folders/xz/_hjc5hsx743dclmg8n5678nc0000gn/T/ipykernel_30916/1477208096.py in 
+/var/folders/xz/_hjc5hsx743dclmg8n5678nc0000gn/T/ipykernel_61701/1477208096.py in 
       1 # can't get things by position
 ----> 2 d[0]
 
diff --git a/reports/9_Files.log b/reports/9_Files.log
index ac2f619..76e46a6 100644
--- a/reports/9_Files.log
+++ b/reports/9_Files.log
@@ -24,7 +24,7 @@ fhand
 
 ---------------------------------------------------------------------------
 FileNotFoundError                         Traceback (most recent call last)
-/var/folders/xz/_hjc5hsx743dclmg8n5678nc0000gn/T/ipykernel_30933/1209499128.py in 
+/var/folders/xz/_hjc5hsx743dclmg8n5678nc0000gn/T/ipykernel_61714/1209499128.py in 
       1 fpath = 'other_stuff/newfile2.txt'
 ----> 2 fhand = open(fpath, 'r')
       3 fhand
diff --git a/reports/Practice_Debugging_examples-Solutions.log b/reports/Practice_Debugging_examples-Solutions.log
index c3ae02b..5ec371c 100644
--- a/reports/Practice_Debugging_examples-Solutions.log
+++ b/reports/Practice_Debugging_examples-Solutions.log
@@ -35,7 +35,7 @@ print('The sum of', num1, 'and', num2, 'is', result)
 
 ---------------------------------------------------------------------------
 StdinNotImplementedError                  Traceback (most recent call last)
-/var/folders/xz/_hjc5hsx743dclmg8n5678nc0000gn/T/ipykernel_30968/1928561132.py in 
+/var/folders/xz/_hjc5hsx743dclmg8n5678nc0000gn/T/ipykernel_61744/1928561132.py in 
       1 # get the first number
 ----> 2 num1 = input('Enter a number:')
       3 
diff --git a/reports/Practice_Debugging_examples.log b/reports/Practice_Debugging_examples.log
index cd8cb26..778d807 100644
--- a/reports/Practice_Debugging_examples.log
+++ b/reports/Practice_Debugging_examples.log
@@ -25,7 +25,7 @@ print('The sum of', num1, 'and', num2, 'is', result)
 
 ---------------------------------------------------------------------------
 StdinNotImplementedError                  Traceback (most recent call last)
-/var/folders/xz/_hjc5hsx743dclmg8n5678nc0000gn/T/ipykernel_30960/2485259710.py in 
+/var/folders/xz/_hjc5hsx743dclmg8n5678nc0000gn/T/ipykernel_61736/2485259710.py in 
 ----> 1 num1 = input('Enter a number:')
       2 num2 = input('Enter another number:')
       3 result = num1 + num2
diff --git a/reports/Practice_Module-1-Projects-Solutions.log b/reports/Practice_Module-1-Projects-Solutions.log
index cebe662..9070750 100644
--- a/reports/Practice_Module-1-Projects-Solutions.log
+++ b/reports/Practice_Module-1-Projects-Solutions.log
@@ -25,7 +25,7 @@ traffic_light_seconds(isRushHour=r, isWeekend=bw)
 
 ---------------------------------------------------------------------------
 NameError                                 Traceback (most recent call last)
-/var/folders/xz/_hjc5hsx743dclmg8n5678nc0000gn/T/ipykernel_30983/2712482820.py in 
+/var/folders/xz/_hjc5hsx743dclmg8n5678nc0000gn/T/ipykernel_61760/2712482820.py in 
       2 r = True
       3 w = False
 ----> 4 traffic_light_seconds(isRushHour=r, isWeekend=bw)
diff --git a/reports/Practice_Module-1-Projects.log b/reports/Practice_Module-1-Projects.log
index a5cf3be..1eb91af 100644
--- a/reports/Practice_Module-1-Projects.log
+++ b/reports/Practice_Module-1-Projects.log
@@ -25,7 +25,7 @@ traffic_light_seconds(isRushHour=r, isWeekend=bw)
 
 ---------------------------------------------------------------------------
 NameError                                 Traceback (most recent call last)
-/var/folders/xz/_hjc5hsx743dclmg8n5678nc0000gn/T/ipykernel_30977/2712482820.py in 
+/var/folders/xz/_hjc5hsx743dclmg8n5678nc0000gn/T/ipykernel_61752/2712482820.py in 
       2 r = True
       3 w = False
 ----> 4 traffic_light_seconds(isRushHour=r, isWeekend=bw)
diff --git a/reports/Practice_Module-2-Projects-Solutions.log b/reports/Practice_Module-2-Projects-Solutions.log
index 2409a55..eed0b3b 100644
--- a/reports/Practice_Module-2-Projects-Solutions.log
+++ b/reports/Practice_Module-2-Projects-Solutions.log
@@ -60,7 +60,7 @@ print(f"The average score (after penalizing {num_penalized} late submissions) is
 
 ---------------------------------------------------------------------------
 NameError                                 Traceback (most recent call last)
-/var/folders/xz/_hjc5hsx743dclmg8n5678nc0000gn/T/ipykernel_31000/4273460477.py in 
+/var/folders/xz/_hjc5hsx743dclmg8n5678nc0000gn/T/ipykernel_61779/4273460477.py in 
      37 print(final_scores)
      38 # print out message
 ---> 39 print(f"The average score (after penalizing {num_penalized} late submissions) is {avg:.2f}")
diff --git a/reports/Week 1 Day 2 - Intro to Jupyter.log b/reports/Week 1 Day 2 - Intro to Jupyter.log
index 77fa0c6..6256f73 100644
--- a/reports/Week 1 Day 2 - Intro to Jupyter.log	
+++ b/reports/Week 1 Day 2 - Intro to Jupyter.log	
@@ -22,7 +22,7 @@ a
 
 ---------------------------------------------------------------------------
 NameError                                 Traceback (most recent call last)
-/var/folders/xz/_hjc5hsx743dclmg8n5678nc0000gn/T/ipykernel_31047/2167009006.py in 
+/var/folders/xz/_hjc5hsx743dclmg8n5678nc0000gn/T/ipykernel_61840/2167009006.py in 
 ----> 1 a
 
 NameError: name 'a' is not defined
diff --git a/reports/Week-13-Day-1_NB_Module4Intro.log b/reports/Week-13-Day-1_NB_Module4Intro.log
index d4abc62..bc25f5f 100644
--- a/reports/Week-13-Day-1_NB_Module4Intro.log
+++ b/reports/Week-13-Day-1_NB_Module4Intro.log
@@ -27,7 +27,7 @@ dataset
 
 ---------------------------------------------------------------------------
 FileNotFoundError                         Traceback (most recent call last)
-/var/folders/xz/_hjc5hsx743dclmg8n5678nc0000gn/T/ipykernel_31053/4240648671.py in 
+/var/folders/xz/_hjc5hsx743dclmg8n5678nc0000gn/T/ipykernel_61846/4240648671.py in 
       3 fpath = "../Project 4 Datasets/ncaa-team-data.csv"
       4 # read it into a pandas datastructure
 ----> 5 dataset = pd.read_csv(fpath)
diff --git a/reports/Week-13-Day-2_NB_Review-and-Using-Libraries.log b/reports/Week-13-Day-2_NB_Review-and-Using-Libraries.log
index 3620600..f48c6c2 100644
--- a/reports/Week-13-Day-2_NB_Review-and-Using-Libraries.log
+++ b/reports/Week-13-Day-2_NB_Review-and-Using-Libraries.log
@@ -29,7 +29,7 @@ lines
 
 ---------------------------------------------------------------------------
 FileNotFoundError                         Traceback (most recent call last)
-/var/folders/xz/_hjc5hsx743dclmg8n5678nc0000gn/T/ipykernel_31060/2832678480.py in 
+/var/folders/xz/_hjc5hsx743dclmg8n5678nc0000gn/T/ipykernel_61855/2832678480.py in 
       4 filename = 'colors'
       5 fpath = f'{directions}/{filename}'
 ----> 6 f = open(fpath, 'r')
diff --git a/reports/Week-13-Debugging-Practice.log b/reports/Week-13-Debugging-Practice.log
index 7137ed1..521649a 100644
--- a/reports/Week-13-Debugging-Practice.log
+++ b/reports/Week-13-Debugging-Practice.log
@@ -29,12 +29,12 @@ get_details(classes_to_instructors, "INST126")
 
 ---------------------------------------------------------------------------
 TypeError                                 Traceback (most recent call last)
-/var/folders/xz/_hjc5hsx743dclmg8n5678nc0000gn/T/ipykernel_31066/2397902500.py in 
+/var/folders/xz/_hjc5hsx743dclmg8n5678nc0000gn/T/ipykernel_61861/2397902500.py in 
       6 
       7 classes_to_instructors = {"INST126": "Chan", "INST201": "Sauter"}
 ----> 8 get_details(classes_to_instructors, "INST126")
 
-/var/folders/xz/_hjc5hsx743dclmg8n5678nc0000gn/T/ipykernel_31066/2397902500.py in get_details(d, key)
+/var/folders/xz/_hjc5hsx743dclmg8n5678nc0000gn/T/ipykernel_61861/2397902500.py in get_details(d, key)
       1 def get_details(d, key): # fill out / check the parameters
 ----> 2     value = d.get(d)
       3 
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index 8564ae2..20057b2 100644
--- a/searchindex.js
+++ b/searchindex.js
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1","Announcements","Announcements:","Announcements:","Announcements:","Sample program(s): course code filtering","Welcome","<no title>","<no title>","1: What is programming? What is computational 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