diff --git a/.vscode/markdown-styles.css b/.vscode/markdown-styles.css
new file mode 100644
index 0000000..b1b60d2
--- /dev/null
+++ b/.vscode/markdown-styles.css
@@ -0,0 +1,93 @@
+body {
+    background: #000e07;
+}
+
+h1, h2, h3, h4, h5, h6 {
+    font-weight: 600;
+}
+
+pre {
+    background: #0f1610 !important;
+}
+
+blockquote {
+    border-left-color: #2f7e25;
+    border-left-width: 3px;
+    background: #637d7510;
+}
+
+table {
+  table-layout: fixed;
+  width: 100%;
+}
+
+th,
+td {
+  background: #637d7510;
+  padding: 0.5rem;
+
+}
+
+tbody tr:nth-child(odd) {
+  background: #637d7510;
+}
+
+tbody tr:nth-child(even) {
+  background: #000e0740;
+}
+
+thead {
+    border-bottom-width: 0 !important;
+}
+th {
+    border-bottom: 0px !important;
+}
+
+span.hljs-comment {
+    color: #5a8055ad;
+}
+
+
+span.hljs-string, span.hljs-params {
+    color: #637d75;
+}
+
+span.hljs-built_in, span.hljs-title.class_, span.hljs-name {
+    color: #717f24;
+}
+
+span.hljs-keyword {
+    color: #2f7e25;
+}
+
+span.hljs-number {
+    color: #00e0c4;
+}
+
+span.hljs-attr, span.hljs-subst,  span.hljs-variable {
+    color: #327f77;
+}
+
+span.hljs-variable.language_ {
+    color: #7f2b27;
+}
+
+.code-line code, .code-line {
+    color: #637d75 !important;
+}
+
+code {
+    font-size: 15px;
+}
+
+span.hljs-property {
+    color: #2f6a7f;
+}
+
+span.hljs-title.function_, span.hljs-function {
+    color: #717f24 !important;
+}
+
+span.hljs-literal {
+    color: #18e000;
+}
diff --git a/Programming_Languages/Frameworks/React/Hooks/Memoization.md b/Programming_Languages/Frameworks/React/Hooks/Memoization.md
index 9b2ddf1..d1e486a 100644
--- a/Programming_Languages/Frameworks/React/Hooks/Memoization.md
+++ b/Programming_Languages/Frameworks/React/Hooks/Memoization.md
@@ -7,7 +7,7 @@ tags:
   - react-hooks
 ---
 
-# Memoization with `useCallback` and `useMemo`
+# Memoization with useCallback and useMemo
 
 ## Rationale
 
@@ -23,7 +23,7 @@ The `useCallback` hook is used to wrap functions. It tells React to not re-creat
 
 `useCallback` returns a memoized version of the callback function it is passed. This means that the function object returned from useCallback will be the same between re-renders.
 
-Remember that in JavaScript, functions are objects and components are functions. As a result, every time a component containing a function re-renders, it creates a new instance of the function in memory.
+Remember that in JavaScript, functions are objects and components are functions. As a result, every time a component containing a function re-renders, it create a new instance of the function in memory.
 
 > Given the same dependency value, the `useCallback` hook returns the same function instance between renderings (aka memoization).
 
diff --git a/Programming_Languages/NodeJS/REST_APIs/4_DELETE.md b/Programming_Languages/NodeJS/REST_APIs/4_DELETE.md
deleted file mode 100644
index 4f0ec73..0000000
--- a/Programming_Languages/NodeJS/REST_APIs/4_DELETE.md
+++ /dev/null
@@ -1,19 +0,0 @@
----
-categories:
-  - Programming Languages
-tags: [backend, node-js, REST, APIs]
----
-
-# Creating a RESTful API: `DELETE` requests
-
-```js
-router.delete("/:id", (req, res) => {
-  const course = courses.find((c) => c.id === parseInt(req.params.id));
-  if (!course)
-    return res.status(404).send("A course with the given ID was not found");
-
-  courses.indexOf(course);
-  courses.splice(index, 1);
-  res.send(course);
-});
-```
diff --git a/Programming_Languages/Python/BBC_Course_Notes.md b/Programming_Languages/Python/BBC_Course_Notes.md
new file mode 100644
index 0000000..898f2bc
--- /dev/null
+++ b/Programming_Languages/Python/BBC_Course_Notes.md
@@ -0,0 +1,17 @@
+# BBC Python Course notes
+
+## Day 2
+
+With lists you have to use copy if you wish to make a new version. You cannot just reassign to a new version. This will still update the original. Since it copies the pointer.
+
+Distinguish functions that will create new list and methods which will modify existing list
+
+Functions: named parameter passing, use for default parameter values
+
+Python does not have constants but has a convention of upper case to mimic constants
+
+More on addresses and pointers in Python
+
+With classes we don't need to use `new` when instantiating an instance of a class.
+
+You do not need to define properties in classes if they exist in the constructor
diff --git a/Programming_Languages/Python/Concepts/Data_types.md b/Programming_Languages/Python/Concepts/Data_types.md
deleted file mode 100644
index e5d7896..0000000
--- a/Programming_Languages/Python/Concepts/Data_types.md
+++ /dev/null
@@ -1,33 +0,0 @@
----
-title: Python data-types
-categories:
-  - Programming Languages
-tags: [python, data-types]
----
-
-# Python datatypes
-
-The core data-types are as follows:
-
-- str
-- bool
-- float
-- double
-- ...
-
-## Converting data-types
-
-For every data-type there is a corresponding converter method, e.g:
-
-```python
-a_string_int = "32"
-as_int = int(a_string_int)
-# 32
-a_float_int = "32.2"
-as_float = float(a_float_int)
-# 32.2
-
-a_bool = "true"
-as_bool = bool(a_bool)
-# True
-```
diff --git a/Programming_Languages/Python/Concepts/Python_data_types.md b/Programming_Languages/Python/Concepts/Python_data_types.md
new file mode 100644
index 0000000..a81127b
--- /dev/null
+++ b/Programming_Languages/Python/Concepts/Python_data_types.md
@@ -0,0 +1,59 @@
+---
+title: Python data-types
+categories:
+  - Programming Languages
+tags: [python, data-types]
+---
+
+# Python data-types
+
+- Python is dynamically typed rather than untyped. It updates the types on the fly as you are writing your code.
+- Type-hints in the editor like `-> str` mean "at the moment it is a string". It doesn't mean you can't redefine the value as something else.
+- Each data type in Python inherits off of a built-in class, similar to prototypes in JS
+
+The core data-types are as follows:
+
+- str
+- bool
+- float
+- double
+
+We can identify types using the built-in `type()` function:
+
+```python
+# Integer number
+my_variable = 422
+print(my_variable)
+print(type(my_variable))
+# <class 'int'>
+
+# String type
+my_variable = 'Natalia'
+print(my_variable)
+print(type(my_variable))
+# <class 'str'>
+
+# Boolean type
+my_variable = True
+print(my_variable)
+print(type(my_variable))
+# <class 'bool'>
+```
+
+## Converting data-types
+
+For every data-type there is a corresponding converter method, e.g:
+
+```python
+a_string = '32'
+print(f'a_string {a_string} is {type(a_string)}')
+an_int = int(a_string)
+
+print(f'an_int {a_string} is {type(an_int)}')
+a_float = float(a_string)
+
+print(f'a_float {a_string} is {type(a_float)}')
+another_string = str(42)
+
+print(f'another_string {a_string} is {type(another_string)}')
+```
diff --git a/Programming_Languages/Python/Concepts/Python_execution.md b/Programming_Languages/Python/Concepts/Python_execution.md
new file mode 100644
index 0000000..b40f114
--- /dev/null
+++ b/Programming_Languages/Python/Concepts/Python_execution.md
@@ -0,0 +1,15 @@
+---
+categories:
+  - Programming Languages
+tags: [python, data-types]
+---
+
+# Python execution
+
+For immediately executable scripts, we have to have a Python shebang at the top:
+
+```
+#! /usr/local/bin/python3
+```
+
+With programs we can just run the `main` file with `python main.py`.
diff --git a/Programming_Languages/Python/Concepts/Python_package_management.md b/Programming_Languages/Python/Concepts/Python_package_management.md
new file mode 100644
index 0000000..0cedfb9
--- /dev/null
+++ b/Programming_Languages/Python/Concepts/Python_package_management.md
@@ -0,0 +1,25 @@
+---
+categories:
+  - Programming Languages
+tags: [python, data-types]
+---
+
+# Package management
+
+- It is better to use `conda` (the package manager that comes with `anaconda`), since this makes it easier to work with conflicting package libraries (a bit like a package lock).
+
+- The alternative is the native `pip` but you have to create virtual environments (`venv`) to manage packages at different versions.
+
+  It works a bit like this:
+
+  ![](/_img/Screenshot%202023-02-13%20at%2010.43.17.png)
+
+  To make use of virtual environments in `pip` you have to create the virtual environment before installing anything:
+
+  ```
+  python3 -m venv venv3
+  source venv3/bin/activate
+  pip [library_name]
+  ```
+
+- pypi.org > is package registry like NPM
diff --git a/Programming_Languages/Python/Syntax/Conditional_statements_in_Python.md b/Programming_Languages/Python/Syntax/Conditional_statements_in_Python.md
new file mode 100644
index 0000000..fb598b4
--- /dev/null
+++ b/Programming_Languages/Python/Syntax/Conditional_statements_in_Python.md
@@ -0,0 +1,72 @@
+---
+categories:
+  - Programming Languages
+tags: [python]
+---
+
+# Conditional statements in Python
+
+## Basic example
+
+```python
+input_string = input('Please input a number: ')
+
+if input_string.isnumeric():
+    print('The number is accepted')
+else:
+    print('The input is invalid')
+
+# 5
+# The number is accepted
+
+# Using an and in the condition
+print('-' * 25)
+age = 15
+status = None
+if age > 12 and age < 20:
+    status = 'teenager'
+else:
+    status = 'not teenager'
+print(status)
+```
+
+## Else if
+
+```python
+savings = float(input("Enter how much you have in savings: "))
+
+if savings == 0:
+    print("Sorry no savings")
+elif savings < 500:
+    print('Well done')
+elif savings < 1000:
+    print('That is a tidy sum')
+elif savings < 10000:
+    print('Welcome Sir!')
+else:
+    print('Thank you')
+```
+
+## Nested conditions
+
+```python
+snowing = True
+temp = -1
+if temp < 0:
+    print('It is freezing')
+    if snowing:
+        print('Put on boots')
+    print('Time for Hot Chocolate')
+print('Bye')
+```
+
+## Ternaries/ shorthand conditionals
+
+```python
+status = 'teenager' if age > 12 and age < 20 else 'not teenager'
+print(status)
+
+num = int(input('Enter a simple number: '))
+result = -1 if num < 0 else 1
+print('Result is ', result)
+```
diff --git a/Programming_Languages/Python/Syntax/Dictionaries_in_Python.md b/Programming_Languages/Python/Syntax/Dictionaries_in_Python.md
new file mode 100644
index 0000000..6668492
--- /dev/null
+++ b/Programming_Languages/Python/Syntax/Dictionaries_in_Python.md
@@ -0,0 +1,126 @@
+---
+categories:
+  - Programming Languages
+tags: [python, data-structures]
+---
+
+# Dictionaries in Python
+
+Dictionaries are basically the Python equivalent of objects in JS.
+
+Dictionaries:
+
+- Are ordered (in contrast to JS)
+- Are mutable
+- Are indexed by a key which references a value
+- Can be increased/decreased in length by adding/removing new members.
+
+## Basic usage
+
+Dictionaries are declared with `{...}`:
+
+```python
+cities = {
+  'Wales': 'Cardiff',
+  'England': 'London',
+  'Scotland': 'Edinburgh',
+  'Northern Ireland': 'Belfast',
+  'Ireland': 'Dublin'
+}
+
+print(type(citites))
+# <class 'dict'>
+```
+
+## Accessing entries
+
+```python
+print(cities['Wales'])
+# Cardiff
+
+print(cities.get('Ireland'))
+# Dublin
+
+print(cities.values())
+# ['Cardiff', 'London', 'Edinburgh', 'Belfast', 'Dublin']
+
+print(cities.keys())
+# ['Wales', 'England', 'Scotland', 'Northern Ireland', 'Ireland']
+
+print(cities.items())
+# [('Wales', 'Cardiff'), ('England', 'London'), ('Scotland', 'Edinburgh'), ('Northern Ireland', 'Belfast'), ('Ireland', 'Dublin')]
+```
+
+## Predicates
+
+```py
+print('Wales' in cities)
+# True
+
+print('France' not in cities)
+# True
+```
+
+## Looping
+
+```py
+for country in cities:
+    print(country, end=', ')
+    print(cities[country])
+
+"""
+Wales, Cardiff
+England, London
+Scotland, Edinburgh
+Northern Ireland, Belfast
+Ireland, Dublin
+"""
+
+for e in country.values():
+    print(e)
+```
+
+## Updating values
+
+```py
+cities['Wales'] = 'Swansea'
+print(cities)
+```
+
+## Removing values
+
+```py
+# Remove last item
+cities.popitem()
+print(cities)
+# {'Wales': 'Cardiff', 'England': 'London', 'Scotland': 'Edinburgh', 'Northern Ireland': 'Belfast'}
+
+# Remove specific entry by key
+
+cities.pop('Northern Ireland')
+print(cities)
+# {'Wales': 'Cardiff', 'England': 'London', 'Scotland': 'Edinburgh'}
+
+del cities['Scotland']
+print(cities)
+{'Wales': 'Cardiff', 'England': 'London'}
+```
+
+## Containers as values
+
+```py
+seasons = {
+'Spring': ('Mar', 'Apr', 'May'),
+'Summer': ('June', 'July', 'August'),
+'Autumn': ('September', 'October', 'November'),
+'Winter': ('December', 'January', 'February')}
+
+print(seasons['Spring'])
+print(seasons['Spring'][1])
+
+"""
+('Mar', 'Apr', 'May')
+Apr
+"""
+
+```
diff --git a/Programming_Languages/Python/Syntax/Functions_in_Python.md b/Programming_Languages/Python/Syntax/Functions_in_Python.md
new file mode 100644
index 0000000..2eae3cc
--- /dev/null
+++ b/Programming_Languages/Python/Syntax/Functions_in_Python.md
@@ -0,0 +1,124 @@
+---
+categories:
+  - Programming Languages
+tags: [python]
+---
+
+# Functions
+
+- Convention is to leave a double line-break after a function definition (but not with nested functions - here, a single linebreak is sufficient)
+- Scope within functions is demarcated by indents, as everything in Python
+- We use a docstring _within_ the function body, to document our function. This text will then show up in Intellisense etc.
+
+## Basic examples
+
+```py
+
+# No params, no return
+def print_msg():
+    """ A function that prints hello world """
+    print('Hello World!')
+
+print_msg()
+# Hello World!
+
+print(type(print_msg))
+# <class 'function'>
+
+# Params, no return
+def print_my_msg(msg):
+    """ A simple function to print a message """
+    print(msg)
+
+print_my_msg('Good day')
+# Good day
+
+# Params and return
+def square(n):
+    return n * n
+
+print(square(2))
+# 4
+
+result = square(4)
+print(result)
+
+# 16
+
+```
+
+## Default parameters
+
+```py
+def greeter(name, message='Live Long and Prosper'):
+    print('Welcome', name, '-', message)
+
+greeter('Eloise')
+
+# Welcome Eloise - Live Long and Prosper
+```
+
+## Function with arbitrary parameter list
+
+```python
+def greeter(*args):
+    for name in args:
+        print('Welcome', name)
+
+greeter('John', 'Denise', 'Phoebe', 'Adam', 'Gryff', 'Natalia')
+
+"""
+Welcome John
+Welcome Denise
+Welcome Phoebe
+Welcome Adam
+Welcome Gryff
+Welcome Natalia
+"""
+```
+
+## Scoping
+
+Function variables are locally scoped by default.
+
+They can access variables that are outer to them and can redefine them within their own scope _and_ within the global scope using the keywords `global` and `nonlocal`.
+
+Below a global variable is accessed and changed but only internally within a function scope
+
+```py
+max = 100
+print('initial value of max:', max)
+
+def print_max():
+    global max
+    max = max + 1
+    print('inside function:', max)
+
+
+print_max()
+print('outside function:', max)
+
+"""
+initial value of max: 100
+inside function: 101
+outside function: 101
+"""
+```
+
+Below a higher-scoped variable is redefined from within the lower scope:
+
+```py
+def myfunc1():
+  x = "John"
+  def myfunc2():
+    nonlocal x
+    x = "hello"
+  myfunc2()
+  return x
+
+print(myfunc1())
+
+# hello
+```
+
+We cannot however redefine a global variable from a function scope permanently. It will remain whatever it is in global scope, after the function has run.
diff --git a/Programming_Languages/Python/Syntax/Lambdas_in_Python.md b/Programming_Languages/Python/Syntax/Lambdas_in_Python.md
new file mode 100644
index 0000000..a849594
--- /dev/null
+++ b/Programming_Languages/Python/Syntax/Lambdas_in_Python.md
@@ -0,0 +1,33 @@
+---
+categories:
+  - Programming Languages
+tags: [python]
+---
+
+# Lambdas in Python
+
+In Python, anonymous functions like arrow-functions in JavaScript (`() => {}`) are immediately invoked and unnamed. They are called lambdas.
+
+Whilst they are unnamed, just like JS, the value they return can be stored in a variable. They do not require the `return` keyword.
+
+They are most often used unnamed with the functional methods [map, filter and reduce](/Programming_Languages/Python/Syntax/Map_filter_reduce_in_Python.md)
+
+Here is the two syntaxes side by side:
+
+```js
+const double = (x) => x * x;
+```
+
+```py
+double = lambda x: x * x
+```
+
+Here is a lambda with multiple parameters:
+
+```py
+func = lambda x, y, z: x + y + z
+print(func(2, 3, 4))
+# 9
+```
+
+> Lambdas obviously enshrine functional programming paradigms. Therefore they should be pure functions, not mutating values or issueing side effects. For example, it would be improper (though syntactically well-formed) to use a lambda to `print` something
diff --git a/Programming_Languages/Python/Syntax/Lists_in_Python.md b/Programming_Languages/Python/Syntax/Lists_in_Python.md
new file mode 100644
index 0000000..2bfe69b
--- /dev/null
+++ b/Programming_Languages/Python/Syntax/Lists_in_Python.md
@@ -0,0 +1,159 @@
+---
+categories:
+  - Programming Languages
+tags: [python, data-structures]
+---
+
+# Lists in Python
+
+Lists are the equivalent of a simple array in JavaScript.
+
+Lists have the following properties:
+
+- They are **ordered**
+- They are **mutable** and can be modified
+- They **allow duplicate** members
+- They are **indexed**
+- You can increase/decrease their length by adding/removing new members
+
+> Lists are denoted with `[...]`
+
+## Basic usage
+
+```python
+# Defining a list
+list1 = ['John', 'Paul', 'George', 'Ringo']
+list2 = [4]
+
+# Empty list
+list3 = []  # empty list
+list3 = list()  # Also empty list
+
+# Nested list
+list5 = [[2, 3], [6, 8]]
+```
+
+## Slicing
+
+```python
+list1 = ['John', 'Paul', 'George', 'Ringo']
+
+print(list1[1])
+print(list1[-1])
+print(list1[1:3])
+print(list1[:3])
+print(list1[1:])
+
+"""
+Ringo
+['Paul', 'George']
+['John', 'Paul', 'George']
+['Paul', 'George', 'Ringo']
+"""
+```
+
+## Adding additional values to existing list
+
+```python
+list1 = ['John', 'Paul', 'George', 'Ringo']
+
+# Add single element to the end of a list
+list1.append('Pete')
+# ['John', 'Paul', 'George', 'Ringo', 'Pete']
+
+# Add multiple elements to end of a list
+list1.extend(['Albert', 'Bob'])
+list1 += ['Ginger', 'Sporty']
+# ['John', 'Paul', 'George', 'Ringo', 'Pete', 'Albert', 'Bob', 'Ginger', 'Sporty']
+
+## Insert at specific index
+list1.insert(2, 7)
+['John', 'Paul', 7, 'George', 'Ringo', 'Pete', 'Albert', 'Bob', 'Ginger', 'Sporty']
+
+a_list = ['Adele', 'Madonna', 'Cher']
+print(a_list)
+a_list.insert(1, 'Paloma')
+print(a_list)
+# ['Adele', 'Paloma', 'Madonna', 'Cher']
+
+```
+
+## Removing elements
+
+We distinguish `del` from `remove` when removing elements from lists:
+
+- `del` requires an index value
+- `remove` requires a value reference (i.e. the mame of the element rather than its index)
+
+`del` is simple deletion whereas `remove` searches the list. Therefore `del` is more efficient.
+
+```python
+# Remove and return element removed
+list6 = ['Once', 'Upon', 'a', 'Time']
+print(list6.pop(2))
+# a
+
+# Remove and return last element
+list6 = ['Once', 'Upon', 'a', 'Time']
+print(list6.pop())
+list6.pop()
+print(list6)
+# Time
+
+list6.remove('Upon')
+print(list6)
+# ['Once', 'a']
+
+my_list = ['A', 'B', 'C', 'D', 'E']
+print(my_list)
+# ['A', 'B', 'C', 'D', 'E']
+del my_list[2]
+print(my_list)
+# ['A', 'B', 'D', 'E']
+
+
+print(my_list)
+# ['A', 'B', 'C', 'D', 'E']
+del my_list[1:3]
+print(my_list)
+# ['A', 'D', 'E']
+
+```
+
+## Retrieve elements by index
+
+```python
+list7 = [2, 3, 6, 8]
+print(list7.index(8))
+# 3
+
+list6 = ['Once', 'Upon', 'a', 'Time']
+print(list6.index('a'))
+# 2
+```
+
+## Nesting lists
+
+```python
+l1 = [1, 43.5, 'Phoebe', True]
+l2 = ['apple', 'orange', 31]
+root_list = ['John', l1, l2, 'Denise']
+print(root_list)
+# ['John', [1, 43.5, 'Phoebe', True], ['apple', 'orange', 31], 'Denise']
+```
+
+## List comprehension
+
+> List comprehension is an older feature of Python. Now the same functionality can be achieved with greater concision using functional methods like `map` and `filter`. But you may see it used in older code.
+
+```python
+values = [1, 2, 4, 6, 8, 9]
+
+new_values = [i + 1 for i in values]
+print('new_values', new_values)
+# new_values [2, 3, 5, 7, 9, 10]
+new_list = [item + 1 for item in values if item % 2 == 0]
+
+print('new_list:', new_list)
+# new_list: [3, 5, 7, 9]
+```
diff --git a/Programming_Languages/Python/Syntax/Loops_in_Python.md b/Programming_Languages/Python/Syntax/Loops_in_Python.md
new file mode 100644
index 0000000..3f2169c
--- /dev/null
+++ b/Programming_Languages/Python/Syntax/Loops_in_Python.md
@@ -0,0 +1,126 @@
+---
+categories:
+  - Programming Languages
+tags: [python]
+---
+
+# Loops in Python
+
+## While
+
+```python
+count = 0
+print('Starting')
+while count < 10:
+    print(count, '', end='')
+    count += 1
+
+print()  # not part of the while loop
+print('Done')
+
+"""
+Starting
+0 1 2 3 4 5 6 7 8 9
+Done
+"""
+
+```
+
+> There are no `do while` loops in Python
+
+## For
+
+```python
+# Loop over a set of values in a range
+print('Print out values in a range')
+for i in range(0, 10):
+    print(i, ' ', end='')
+print()
+print('Done')
+
+"""
+Print out values in a range
+0  1  2  3  4  5  6  7  8  9
+Done
+"""
+
+# Now use values in a range but increment by 2
+print('Print out values in a range with an increment of 2')
+for i in range(0, 10, 2):
+    print(i, ' ', end='')
+print()
+print('Done')
+
+"""
+Print out values in a range with an increment of 2
+0  2  4  6  8
+Done
+"""
+
+# Now use an 'anonymous' loop variable
+for _ in range(0, 10):
+    print('.', end='')
+print()
+
+print('-' * 25)
+
+# Illustrates use of break statement
+print('Only print code if all iterations completed')
+num = int(input('Enter a number to check for: '))
+for i in range(0, 6):
+    if i == num:
+        break
+    print(i, ' ', end='')
+print('Done')
+
+"""
+Only print code if all iterations completed
+Enter a number to check for: 7
+0  1  2  3  4  5  Done
+"""
+
+# Illustrates use of continue statement
+for i in range(0, 10):
+    print(i, ' ', end='')
+    if i % 2 == 1:
+        continue
+    print('hey its an even number')
+    print('we love even numbers')
+print('Done')
+
+"""
+0  hey its an even number
+we love even numbers
+1  2  hey its an even number
+we love even numbers
+3  4  hey its an even number
+we love even numbers
+5  6  hey its an even number
+we love even numbers
+7  8  hey its an even number
+we love even numbers
+9  Done
+"""
+
+# Illustrates use of else statement with a for loop
+print('Only print code if all iterations completed')
+num = int(input('Enter a number to check for: '))
+for i in range(0, 6):
+    if i == num:
+        break
+    print(i, ' ', end='')
+else:
+    print()
+    print('All iterations successful')
+print('Done')
+
+
+"""
+Only print code if all iterations completed
+Enter a number to check for: 6
+0  1  2  3  4  5
+All iterations successful
+Done
+"""
+
+```
diff --git a/Programming_Languages/Python/Syntax/Map_and_filter_in_Python.md b/Programming_Languages/Python/Syntax/Map_and_filter_in_Python.md
new file mode 100644
index 0000000..18bb0ec
--- /dev/null
+++ b/Programming_Languages/Python/Syntax/Map_and_filter_in_Python.md
@@ -0,0 +1,55 @@
+---
+categories:
+  - Programming Languages
+tags: [python]
+---
+
+# Map and filter in Python
+
+## Map
+
+```py
+data = [1, 3, 5, 2, 7, 4, 10]
+
+new_data = map(lambda i: i + 10, data)
+print(new_data)
+```
+
+We can also pass-in a function rather than use a lambda:
+
+```py
+def add_one(i):
+    return i + 1
+
+x = list(map(addOne, data))
+# [2, 4, 6, 3, 8, 5, 11]
+# necessary to add `list` to get some output
+```
+
+## Filter
+
+```py
+data = [1, 3, 5, 2, 7, 4, 10]
+
+d1 = list(filter(lambda i: i % 2 == 0, data))
+print(d1)
+#  [2, 4, 10]
+
+def is_even(i):
+    return i % 2 == 0
+
+
+# Filter for even numbers using a named function
+d2 = list(filter(is_even, data))
+
+# [2, 4, 10]
+```
+
+## Chaining
+
+```py
+data = [1, 3, 5, 2, 7, 4, 10]
+new_data = list(map(lambda i: i + 10, filter(is_even, data)))
+print(new_data)
+# new_data: [12, 14, 20]
+```
diff --git a/Programming_Languages/Python/Syntax/Match_statements_in_Python.md b/Programming_Languages/Python/Syntax/Match_statements_in_Python.md
new file mode 100644
index 0000000..cb37da4
--- /dev/null
+++ b/Programming_Languages/Python/Syntax/Match_statements_in_Python.md
@@ -0,0 +1,44 @@
+---
+categories:
+  - Programming Languages
+tags: [python]
+---
+
+# Match statements in Python
+
+> A `match` statement is the equivalent of a switch or case statement in Python
+
+```python
+command = input("What are you doing next? ")
+
+match command:
+    case "quit":
+        print("Goodbye!")
+    case "look":
+        print("Looking out")
+    case "up" | "down":
+        print("up or down")
+    case _:
+        print("The default")
+
+"""
+What are you doing next? up
+up or down
+"""
+
+match command.split():
+    case ["go", "left"]:
+        print("go left")
+    case ["go", ("fast" | "slow")]:
+        print("go fast or slow")
+
+point = (3, 3)
+match point:
+    case (x, y) if x == y:
+        print(f"The point is located on the diagonal Y=X at {x}.")
+    case (x, y):
+        print(f"Point is not on the diagonal.")
+"""
+The point is located on the diagonal Y=X at 3.
+"""
+```
diff --git a/Programming_Languages/Python/Syntax/None_in_Python.md b/Programming_Languages/Python/Syntax/None_in_Python.md
new file mode 100644
index 0000000..5a92ddd
--- /dev/null
+++ b/Programming_Languages/Python/Syntax/None_in_Python.md
@@ -0,0 +1,43 @@
+---
+categories:
+  - Programming Languages
+tags: [python, data-types]
+---
+
+# None in Python
+
+`None` is not `null`, it is closer to `undefined` in JS. If you define a variable as `None`, the variable exists, it is just not yet defined.
+
+Using `None` is a pattern similar to using `let` in JS to name a variable and definine it later on.
+
+```python
+temperature = None
+```
+
+If we logged `temperature` it would give us `None` rather than a null pointer error.
+
+With None we can use `is None` and `is not None`, special predicates for working with `None` only. This is a akin to using `if (x !== undefined)` in TypeScript
+
+```python
+winner = None
+print('winner:', winner)
+# winner: None
+print('winner is None:', winner is None)
+# winner is None: True
+print('winner is not None:', winner is not None)
+# winner is not None: False
+print(type(winner))
+# <class 'NoneType'>
+# Now set winner to be True
+print('Set winner to True')
+# Set winner to True
+winner = True
+print('winner:', winner)
+# winner: True
+print('winner is None:', winner is None)
+# winner is None: False
+print('winner is not None:', winner is not None)
+# winner is not None: True
+print(type(winner))
+# <class 'bool'>
+```
diff --git a/Programming_Languages/Python/Syntax/Numbers_in_Python.md b/Programming_Languages/Python/Syntax/Numbers_in_Python.md
new file mode 100644
index 0000000..965c423
--- /dev/null
+++ b/Programming_Languages/Python/Syntax/Numbers_in_Python.md
@@ -0,0 +1,34 @@
+---
+categories:
+  - Programming Languages
+tags: [python, data-types]
+---
+
+# Numbers in Python
+
+## Distinguishing `int` and `float`
+
+- In Python we have floats and integers and we can coerce one into the other
+- A `//` as an operator means float division. This obviously provides greater precision than int division `/`.
+- There is no increment (`++`) or decrement (`--`) operator in Python
+
+```python
+# Integers and floats
+count = 1
+print(count)
+# 1
+print(type(count))
+# <class 'int'>
+
+exchange_rate = 1.83
+print(exchange_rate)
+# 1.83
+print(type(exchange_rate))
+# <class 'float'>
+
+print(float(count))
+# 1.0
+
+print(int(exchange_rate))
+# 1
+```
diff --git a/Programming_Languages/Python/Syntax/Sets_in_Python.md b/Programming_Languages/Python/Syntax/Sets_in_Python.md
new file mode 100644
index 0000000..c2f1d45
--- /dev/null
+++ b/Programming_Languages/Python/Syntax/Sets_in_Python.md
@@ -0,0 +1,90 @@
+---
+categories:
+  - Programming Languages
+tags: [python, data-structures]
+---
+
+# Sets in Python
+
+- They are **unordered**
+- You can increase/decrease their length by adding/removing new members
+- They **do not allow duplicate members**
+- **Can only hold immutable objects**
+
+> Sets are denoted with `{...}`
+
+## Basic usage
+
+```python
+basket = {'apple', 'orange', 'apple', 'pear', 'orange', 'banana'}
+print(basket)  # show that duplicates have been removed
+print(len(basket))
+# {'apple', 'pear', 'banana', 'orange'}
+# 4
+```
+
+## Looping through sets
+
+```python
+for item in basket:
+    print(item)
+
+"""
+apple
+pear
+banana
+orange
+"""
+```
+
+## Check for membership
+
+```python
+basket = {'apple', 'orange', 'apple', 'pear', 'orange', 'banana'}
+print('apple' in basket)
+# True
+```
+
+## Remove items from set
+
+> `remove` will raise an error if the specified item does not exist, `discard` will not
+
+```python
+basket.remove('apple')
+basket.discard('apricot')
+print(basket)
+# {'pear', 'banana', 'orange'}
+
+basket.clear()
+print(basket)
+#set
+
+```
+
+## Add items to a set
+
+```python
+basket.add('apricot')
+print(basket)
+# {'apricot', 'pear', 'banana', 'orange'}
+```
+
+## Apply unions and intersections
+
+```python
+s1 = {'apple', 'orange', 'banana'}
+s2 = {'grapefruit', 'lime', 'banana'}
+print('Union:', s1 | s2)
+# Union: {'apple', 'orange', 'grapefruit', 'lime', 'banana'}
+
+print('Intersection:', s1 & s2)
+# Intersection: {'banana'}
+
+
+print('Difference:', s1 - s2)
+# Difference: {'orange', 'apple'}
+
+print('Symmetric Difference:', s1 ^ s2)
+#Symmetric Difference: {'apple', 'orange', 'grapefruit', 'lime'}
+
+```
diff --git a/Programming_Languages/Python/Syntax/Strings_in_Python.md b/Programming_Languages/Python/Syntax/Strings_in_Python.md
new file mode 100644
index 0000000..17c89f1
--- /dev/null
+++ b/Programming_Languages/Python/Syntax/Strings_in_Python.md
@@ -0,0 +1,78 @@
+---
+categories:
+  - Programming Languages
+tags: [python, data-types]
+---
+
+# Strings in Python
+
+> Generally, anything that changes a string will be a method on the `str` class, rather than a built-in function like `len()`, as such it will use dot notation
+
+- Strings are **immutable**: string operations produce a new string.
+
+```python
+# Working with Strings
+
+my_variable = 'Bob'
+print(my_variable)
+# Bob
+
+my_variable = "Eloise"
+print(my_variable)
+# Eloise
+
+# A multi line string
+my_variable = """
+Hello
+  World
+"""
+print(my_variable)
+"""
+Hello
+  World
+"""
+
+my_string = 'Hello World'
+print(len(my_string))
+# 11
+
+string_1 = 'Good'
+string_2 = " day"
+string_3 = string_1 + string_2
+print(string_3)
+# Good day
+
+msg = 'Hello Lloyd you are ' + str(21)
+print(msg)
+# Hello Lloyd you are 21
+
+# Range of String operations
+msg = 'Hello World'
+print(msg.replace("Hello", "Goodbye"))
+# Goodbye World
+
+print('Edward Alan Rawlings'.find('Alan'))
+# 7
+
+print('Edward John Rawlings'.find('Alan'))
+# -1
+
+print('James' == 'James') # prints True
+print('James' != 'John') # prints True
+
+print("msg.startswith('H')", msg.startswith('H'))
+# msg.startswith('H') True
+
+print("msg.endswith('d')", msg.endswith('d'))
+# msg.endswith('d') TRUE
+
+print('some_string.upper()', msg.upper())
+# some_string.upper() HELLO WORLD
+
+print('sub string: ', 'Hello-World'[1:5])
+# sub string: ello
+
+# String interpolation
+user_age = input("Please enter your age: ")
+print(f'You are {user_age}')
+```
diff --git a/Programming_Languages/Python/Syntax/Tuples_in_Python.md b/Programming_Languages/Python/Syntax/Tuples_in_Python.md
new file mode 100644
index 0000000..2381723
--- /dev/null
+++ b/Programming_Languages/Python/Syntax/Tuples_in_Python.md
@@ -0,0 +1,106 @@
+---
+categories:
+  - Programming Languages
+tags: [python, data-structures]
+---
+
+# Tuples in Python
+
+Tuples are one of the main data-structures or containers in Python.
+
+Tuples have the following properties:
+
+- They are **ordered**
+- They have a **fixed size**
+- They are **immutable** and cannot be modified
+- **Allow duplicate** members
+- They are **indexed**
+
+As with all containers in Python they permit any data type.
+
+> Tuples are denoted with `(...)`
+
+## Basic usage
+
+```python
+tup1 = (1, 3, 5, 7)
+print(tup1[0])
+print(tup1[1])
+print(tup1[2])
+print(tup1[3])
+
+"""
+1
+3
+5
+7
+"""
+```
+
+## Slicing
+
+```python
+tup1 = (1, 3, 5, 7)
+
+print(tup1[1:3])
+print(tup1[:3])
+print(tup1[1:])
+print(tup1[::-1])
+
+"""
+(3, 5)
+(1, 3, 5)
+(3, 5, 7)
+(7, 5, 3, 1)
+"""
+```
+
+## Looping
+
+```python
+tup3 = ('apple', 'pear', 'orange', 'plum', 'apple')
+for x in tup3:
+    print(x)
+
+"""
+apple
+pear
+orange
+plum
+apple
+"""
+```
+
+## Useful methods and predicates
+
+```python
+tup3 = ('apple', 'pear', 'orange', 'plum', 'apple')
+
+# Count instances of a member
+print(tup3.count('apple'))
+# 2
+
+# Get index of a member
+print(tup3.index('pear'))
+# 1
+
+# Check for membership
+if 'orange' in tup3:
+    print('orange is in the Tuple')
+
+# orange is in the Tuple
+```
+
+## Nest tuples
+
+```python
+
+tuple2 = ('John', 'Denise', 'Phoebe', 'Adam')
+tuple3 = (42, tuple1, tuple2, 5.5)
+print(tuple3)
+
+# (42, (1, 3, 5, 7), ('John', 'Denise', 'Phoebe', 'Adam'), 5.5)
+
+```
+
+// TODO: How to flatten a tuple?
diff --git a/Programming_Languages/Shell/Expansions_and_substitutions.md b/Programming_Languages/Shell/Expansions_and_substitutions.md
index 0a93047..da549e0 100644
--- a/Programming_Languages/Shell/Expansions_and_substitutions.md
+++ b/Programming_Languages/Shell/Expansions_and_substitutions.md
@@ -33,7 +33,7 @@ echo /tmp/{1..3}/file.txt
 /tmp/1/file.txt  /tmp/2/file.txt /tmp/3/file.txt
 ```
 
-```
+```bash
 echo {1..5}
 1 2 3 4 5
 
@@ -46,7 +46,7 @@ a b c
 
 We can also set sequences. If we wanted to count to twenty in intervals of two
 
-```
+```bash
 echo {1..20..2}
 1 3 5 7 9 11 13 15 17 19
 ```
diff --git a/Programming_Languages/TypeScript/Custom_types.md b/Programming_Languages/TypeScript/Custom_types.md
index d13430d..cc290ff 100644
--- a/Programming_Languages/TypeScript/Custom_types.md
+++ b/Programming_Languages/TypeScript/Custom_types.md
@@ -15,7 +15,7 @@ So say we have this object:
 
 ```js
 const age = {
-  name: 'Thomas',
+  name: "Thomas",
   yearOfBirth: 1988,
   currentYear: 2021,
   ageNow: function () {
@@ -43,7 +43,7 @@ We could now re-write the first `age` object as an object of type `Age` :
 let thomas: typeof Age;
 
 thomas = {
-  name: 'Thomas',
+  name: "Thomas",
   yearOfBirth: 1988,
   currentYear: 2021,
   ageNow: function () {
@@ -67,7 +67,7 @@ We could then create objects based on this:
 
 ```tsx
 const thomas: Age = {
-  name: 'Thomas',
+  name: "Thomas",
   yearOfBirth: 1988,
   currentYear: 2021,
   ageNow: function () {
@@ -97,10 +97,10 @@ With custom (object types) this means that the following expression of an object
 
 ```tsx
 const martha = {
-  name: 'Martha',
+  name: "Martha",
   yearOfBirth: 1997,
   currentYear: 2021,
-  gender: 'female',
+  gender: "female",
 };
 
 const addition: Age = martha;
@@ -110,10 +110,10 @@ But if we tried to add this extra property whilst defining `martha` as an instan
 
 ```tsx
 const martha: Age = {
-  name: 'Martha',
+  name: "Martha",
   yearOfBirth: 1997,
   currentYear: 2021,
-  gender: 'female',
+  gender: "female",
 };
 ```
 
@@ -134,17 +134,17 @@ function logPoint(p: Point) {
 }
 
 // logs "12, 26"
-const point = {x: 12, y: 26};
+const point = { x: 12, y: 26 };
 logPoint(point);
 ```
 
 Shape matching only requires a subset of the object's fields to match:
 
 ```tsx
-const point3 = {x: 12, y: 26, z: 89};
+const point3 = { x: 12, y: 26, z: 89 };
 logPoint(point3); // logs "12, 26"
 
-const rect = {x: 33, y: 3, width: 30, height: 80};
+const rect = { x: 33, y: 3, width: 30, height: 80 };
 logPoint(rect);
 ```
 
diff --git a/Untitled.canvas b/Untitled.canvas
deleted file mode 100644
index 9e26dfe..0000000
--- a/Untitled.canvas
+++ /dev/null
@@ -1 +0,0 @@
-{}
\ No newline at end of file
diff --git a/_img/Screenshot 2023-02-13 at 10.43.17.png b/_img/Screenshot 2023-02-13 at 10.43.17.png
new file mode 100644
index 0000000..737a81e
Binary files /dev/null and b/_img/Screenshot 2023-02-13 at 10.43.17.png differ
diff --git a/_meta/Resources.md b/_meta/Resources.md
index 329cda3..d555e9d 100644
--- a/_meta/Resources.md
+++ b/_meta/Resources.md
@@ -96,6 +96,10 @@ A. Sweighart. 2020. **Beyond the Basic Stuff with Python**
 
 A. Sweighart. 2015. **Automate the Boring Stuff with Python**
 
+J. Hunt. 2019. **A Beginner's Guide to Python Programming**
+
+J. Hunt. 2019. **An Advanced Guide to Python Programming**
+
 [Tiny Python Projects (O'Reilly)](https://learning.oreilly.com/library/view/tiny-python-projects/9781617297519/)
 
 [Learning Arduino with Python](https://realpython.com/arduino-python/)
diff --git a/_meta/Topic_Log.md b/_meta/Topic_Log.md
index 9cd1f61..6c8915f 100644
--- a/_meta/Topic_Log.md
+++ b/_meta/Topic_Log.md
@@ -1,5 +1,25 @@
 # Learning Topic Log
 
+## Python
+
+- Research: best practice for separating projects into `conda` environments like npm
+
+- Read-up more on types: what does it mean for Python to be dynamically typed. What is type-hinting really?
+
+  - Use provided pdfs and John's books
+
+- Is `dictionary.values()`/ `dictionary.keys()` of type list?
+- Is `dictionary.items()` a list of tuples for key, value?
+
+- How to run test suites via VSCode?
+
+  BBC Course, remaining topics:
+
+  - Classes and object-oriented paradigms in Python
+  - Modules
+  - Error handling
+  - Testing
+
 ## Bash
 
 - Best way to run a command in a script - is it to `echo` it?