diff --git a/135k-keyword-only-arguments.md b/135k-keyword-only-arguments.md
new file mode 100644
index 0000000..b862848
--- /dev/null
+++ b/135k-keyword-only-arguments.md
@@ -0,0 +1,53 @@
+# Keyword Only Arguments
+#python #programming #functions #howtodo
+
+- * and ** [[a1mq-unpacking-sequences-and-iterables]]
+
+```python
+def tag(name, *content, class_=None, **attrs):
+    """Generate one or more HTML tags"""
+    if class_ is not None:
+        attrs['class'] = class_
+    attr_pairs = (f' {attr}="{value}"' for attr, value
+                    in sorted(attrs.items()))
+    attr_str = ''.join(attr_pairs)
+    if content:
+        elements = (f'<{name}{attr_str}>{c}</{name}>'
+                    for c in content)
+        return '\n'.join(elements)
+    else:
+        return f'<{name}{attr_str} />'
+
+>>> tag('br')
+'<br />'
+>>> tag('p', 'hello')
+'<p>hello</p>'
+>>> print(tag('p', 'hello', 'world'))
+<p>hello</p>
+<p>world</p>
+>>> tag('p', 'hello', id=33)
+'<p id="33">hello</p>'
+>>> print(tag('p', 'hello', 'world', class_='sidebar'))
+<p class="sidebar">hello</p>
+<p class="sidebar">world</p>
+>>> tag(content='testing', name="img")
+'<img content="testing" />'
+>>> my_tag = {'name': 'img', 'title': 'Sunset Boulevard',
+...           'src': 'sunset.jpg', 'class': 'framed'}
+>>> tag(**my_tag)
+'<img class="framed" src="sunset.jpg" title="Sunset Boulevard" />'
+```
+
+- Code above allow you call the function with different number of parameters because of `*content` and `**attrs`.
+- Now let force the keyword arguments in the next code
+```python
+>>> def f(a, *, b): # * force the argument be a keyword, without default value
+		return a,b
+>>> f(1, b=2)
+>>> f(1, 2) # Give a error: takes 1 positional argument but 2 were given
+```
+- Positional only:
+```python
+>>> def divmod(a,b,/) # / Force positional only
+		return (a // b, a % b)
+```
diff --git a/1zto-shallow-and-deep-copy.md b/1zto-shallow-and-deep-copy.md
new file mode 100644
index 0000000..8597bb3
--- /dev/null
+++ b/1zto-shallow-and-deep-copy.md
@@ -0,0 +1,47 @@
+# Shallow and Deep Copy
+#python #programming #comparison #howtocopy
+
+- Python uses `shallow` copy as **default**
+- `l2 = list(l1)` creates a shallow copy and `l2 = l1[:]` as well.
+- It is possible to implement copy functions with `__copy__` and `__deepcopy__`
+
+```python
+>>> l1 = [3, [66, 55, 44], (7, 8, 9)]
+>>> l2 = list(l1)
+>>> l1.append(100)
+>>> l1[1].remove(55)
+>>> print('l1:', l1)
+>>> print('l2:', l2)
+l1: [3, [66, 44], (7, 8, 9), 100]
+l2: [3, [66, 44], (7, 8, 9)]
+>>> l2[1] += [33, 22]
+>>> l2[2] += (10, 11)
+>>> print('l1:', l1)
+>>> print('l2:', l2)
+l1: [3, [66, 44, 33, 22], (7, 8, 9), 100]
+l2: [3, [66, 44, 33, 22], (7, 8, 9, 10, 11)]
+# They point to the same list yet but with some modifications
+# The immutable object tuple does not change inside the mutable one
+# List on the l1[1] is the only object which is mutable that change in both object
+```
+
+- An example with deep copy:
+
+```python
+>>> import copy
+>>> bus1 = Bus(['Alice', 'Bill', 'Claire', 'David'])
+>>> bus2 = copy.copy(bus1)
+>>> bus3 = copy.deepcopy(bus1)
+>>> id(bus1), id(bus2), id(bus3)
+(4301498296, 4301499416, 4301499752)
+>>> bus1.drop('Bill')
+>>> bus2.passengers
+['Alice', 'Claire', 'David']
+>>> id(bus1.passengers), id(bus2.passengers), id(bus3.passengers)
+(4302658568, 4302658568, 4302657800)
+>>> bus3.passengers
+['Alice', 'Bill', 'Claire', 'David']
+```
+
+### References
+Ramalho, 2022, 208-213
diff --git a/38lz-zettelkasten.md b/38lz-zettelkasten.md
index 13f863f..ab186b3 100644
--- a/38lz-zettelkasten.md
+++ b/38lz-zettelkasten.md
@@ -5,12 +5,12 @@ Zettelkasten is a tool to create and writing personal thoughts on notes and conn
 - Organize your information about everything in one place.
 - Use napkins, papers, voice recording etc. to record your [[ave9-fleeting-notes]]#. It is good idea always have a pen
   and scratchpad with you.
--
 - [[ndec-literature-notes]]# need to have at least author and year. But can have page as well.
 - Zotero is a good tool to be the reference management system.
 - Use [[8imv-slip-box]]# to store you more important notes that you write with your own words. There you develop not only connection between notes, but ideas and
   elaborate about it.
 - We take notes because we want to learn about things [[5quz-why-do-we-take-notes]]#
+- In addition we use Zettelkasten to [[h5ky-develop-ideas]]# using group of [[wz0b-permanent-notes]]
 
 ### References
 How to take smart notes (Ahrens, 2017, p29-30)
diff --git a/4fmy-packages-for-functional-programming-in-python.md b/4fmy-packages-for-functional-programming-in-python.md
new file mode 100644
index 0000000..8c4af74
--- /dev/null
+++ b/4fmy-packages-for-functional-programming-in-python.md
@@ -0,0 +1,52 @@
+# Packages For Functional Programming in Python
+#python #programming #functional #datamodel
+
+- `operator`: `sum`, `mul`
+- `functools`: `reduce`
+- `itemgetter`: Catch one item from the sequence [[4dyw-python-sequences]]
+	- Need to have `__getitem__` implemented
+```python
+>>> metro_data = [
+...     ('Tokyo', 'JP', 36.933, (35.689722, 139.691667)),
+...     ('Delhi NCR', 'IN', 21.935, (28.613889, 77.208889)),
+...     ('Mexico City', 'MX', 20.142, (19.433333, -99.133333)),
+...     ('New York-Newark', 'US', 20.104, (40.808611, -74.020386)),
+...     ('São Paulo', 'BR', 19.649, (-23.547778, -46.635833)),
+... ]
+>>> cc_name = itemgetter(1, 0)
+>>> for city in metro_data:
+...     print(cc_name(city))
+('JP', 'Tokyo')
+('IN', 'Delhi NCR')
+('MX', 'Mexico City')
+('US', 'New York-Newark')
+('BR', 'São Paulo')
+```
+- `attrgetter`: Catch one attribute from class
+
+```python
+>>> from collections import namedtuple
+>>> LatLon = namedtuple('LatLon', 'lat lon')
+>>> Metropolis = namedtuple('Metropolis', 'name cc pop coord')
+>>> metro_areas = [Metropolis(name, cc, pop, LatLon(lat, lon))
+...     for name, cc, pop, (lat, lon) in metro_data]
+>>> metro_areas[0]
+Metropolis(name='Tokyo', cc='JP', pop=36.933, coord=LatLon(lat=35.689722,
+lon=139.691667))
+>>> metro_areas[0].coord.lat
+35.689722
+>>> from operator import attrgetter
+>>> name_lat = attrgetter('name', 'coord.lat')
+>>>
+>>> for city in sorted(metro_areas, key=attrgetter('coord.lat')):
+...     print(name_lat(city))
+...
+('São Paulo', -23.547778)
+('Mexico City', 19.433333)
+('Delhi NCR', 28.613889)
+('Tokyo', 35.689722)
+('New York-Newark', 40.808611)
+```
+
+### References
+- Ramalho, 2022, p243-247
diff --git a/82os-python-tuples.md b/82os-python-tuples.md
index 3a9991d..d6ea6c2 100644
--- a/82os-python-tuples.md
+++ b/82os-python-tuples.md
@@ -4,6 +4,7 @@
 * Tuples: Records if the same information on the same position
 * Can be used as immutable list if its size does not change
 	* Use less memory
+- Inside mutable objects tuple does not change, but a new tuple is created  [[1zto-shallow-and-deep-copy]]
 * They are two subclasses of `tuples` used to store records/hold data. They are
 	* [[01o9-collections-namedtuple]]#
 	* [[07fk-typing-namedtuple]]#
diff --git a/8sjh-type-hint.md b/8sjh-type-hint.md
index 0712623..20e3dd8 100644
--- a/8sjh-type-hint.md
+++ b/8sjh-type-hint.md
@@ -6,4 +6,4 @@
 - How is: `var_name: some_type` (PEP 484)
 
 ### References
-Ramalho, 2022, p172-179
+- Ramalho, 2022, p172-179
diff --git a/a8bt-high-order-functions.md b/a8bt-high-order-functions.md
new file mode 100644
index 0000000..00e6735
--- /dev/null
+++ b/a8bt-high-order-functions.md
@@ -0,0 +1,42 @@
+# High Order Functions
+#python #functional #programming
+
+- A function that receive another function or returns a function: Example: `map`, `reduce`, `filter`
+- `map` + `filter` = [[ndtq-listcomp]] and [[0651-genexp]] using `if`
+- `reduce` = `sum`
+
+```python
+>>> fact = factorial # Function is assign to a variable, functioning like object
+>>> fact
+<function factorial at 0x...>
+>>> fact(5)
+120
+>>> map(factorial, range(11))
+<map object at 0x...>
+>>> list(map(factorial, range(11))) # receives factorial
+[1, 1, 2, 6, 24, 120, 720, 5040, 40320, 362880, 3628800]
+>>> fruits = ['strawberry', 'fig', 'apple', 'cherry', 'raspberry', 'banana']
+>>> sorted(fruits, key=len) # receives the len function
+['fig', 'apple', 'cherry', 'banana', 'raspberry', 'strawberry']
+```
+
+- [[ey8t-lambda-function]]#
+- [[4fmy-packages-for-functional-programming-in-python]]#
+-
+## Partial
+
+- Receives one `callable` and `arguments` with predetermined values
+
+```python
+>>> from operator import mul
+>>> from functools import partial
+>>> triple = partial(mul, 3)
+>>> triple(7)
+21
+>>> list(map(triple, range(1, 10)))
+[3, 6, 9, 12, 15, 18, 21, 24, 27]
+```
+
+### References
+- Ramalho, 2022, p234-236
+- Ramalho, 2022, p247-249
diff --git a/adag-call-by-sharing.md b/adag-call-by-sharing.md
new file mode 100644
index 0000000..0079a53
--- /dev/null
+++ b/adag-call-by-sharing.md
@@ -0,0 +1,28 @@
+# Call by Sharing
+#python #programming #carefully
+
+- Copy the references of the objects, alias for the original
+- Change the mutable ones and maintain unchangeable the one that is immutable
+- "Principle of the least astonishment"
+
+```python
+class TwilightBus:
+    """A bus model that makes passengers vanish"""
+    def __init__(self, passengers=None):
+ ef __init__(self, passengers=None):
+        if passengers is None:
+            self.passengers = []
+        else:
+            self.passengers = list(passengers)
+    def pick(self, name):
+        self.passengers.append(name)
+    def drop(self, name):
+        self.passengers.remove(name)
+```
+
+> [!warning]
+> **BUG**: Parameters with mutable types as default is a source of bug
+
+
+### References
+- Ramalho, 2022, p213-218
diff --git a/aw9b-python-list.md b/aw9b-python-list.md
index 2cd6c85..5dcfbf7 100644
--- a/aw9b-python-list.md
+++ b/aw9b-python-list.md
@@ -3,4 +3,7 @@
 
 - [[ndtq-listcomp]]#
 - [[j7wj-when-list-is-not-the-best-option-python]]#
-- [[nfgb-slicing]]
+- If you make a copy of object containing a list, for example, another list, any modifications will be reflected in any
+  variables referencing this list [[1zto-shallow-and-deep-copy]]
+- Slice create a shallow copy of a list [[nfgb-slicing]]
+- Does not pass list as default parameter for function [[adag-call-by-sharing]]
diff --git a/dcdy-callable-objects.md b/dcdy-callable-objects.md
new file mode 100644
index 0000000..a41dab9
--- /dev/null
+++ b/dcdy-callable-objects.md
@@ -0,0 +1,33 @@
+# Callable Objects
+#python #programming #functions #datamodel
+
+- We have different type of callable objects
+	- built-in functions: `len`
+	- classes: `__init__`
+	- instances: using `__call__`
+	- generator: with `yield` keyword
+	- user defined functions with `def` and [[ey8t-lambda-function]]
+- They are all called with `()`
+- How to know if object is callable: `callable()`
+
+```python
+import random
+class BingoCage:
+    def __init__(self, items):
+        self._items = list(items)
+        random.shuffle(self._items)
+    def pick(self):
+        try:
+            return self._items.pop()
+        except IndexError:
+            raise LookupError('pick from empty BingoCage')
+    def __call__(self):
+        return self.pick()
+```
+
+- Code above show an example of `__call__`
+	- Good when you want to obtain the state of the object and preserve it state between calls
+	- When you implement `decorators`
+
+### References
+- Ramalho, 2022, p237-240
diff --git a/ey8t-lambda-function.md b/ey8t-lambda-function.md
new file mode 100644
index 0000000..890e5c1
--- /dev/null
+++ b/ey8t-lambda-function.md
@@ -0,0 +1,16 @@
+# Lambda Function
+#python #programming #functional
+
+- They are anonymous function, they do not receive name
+- If they are too complex transform them into `def`, or, normal function
+- Can be used the [[z7l7-walrus]] operator to assign instead of the `=`, however, it is not recommended
+- They are used as argument for high order functions
+
+```python
+>>> fruits = ['strawberry', 'fig', 'apple', 'cherry', 'raspberry', 'banana']
+>>> sorted(fruits, key=lambda word: word[::-1])
+['banana', 'apple', 'fig', 'raspberry', 'strawberry', 'cherry']
+```
+
+### References
+- Ramalho, 2022, p236-237
diff --git a/iexf-del.md b/iexf-del.md
new file mode 100644
index 0000000..d2fdf8b
--- /dev/null
+++ b/iexf-del.md
@@ -0,0 +1,5 @@
+# del
+#python #programming #datamodel #garbagecollector
+
+- `del` delete the reference of the object not the object itself
+- `__del__` can be implemented by the user if they think it is important
diff --git a/k9ox-difference-between-is-and.md b/k9ox-difference-between-is-and.md
new file mode 100644
index 0000000..21371fb
--- /dev/null
+++ b/k9ox-difference-between-is-and.md
@@ -0,0 +1,13 @@
+# Difference between is and ==
+#python #datamodel #programming #comparison
+
+- `is` compare the **reference** or the `id` of the object, otherwise `==` compare the **values**.
+- `is` is faster than `==` because it does not implement `__eq__` in python
+- `is` usually is used to compare to **Singleton** objects like `None`
+
+```python
+x is None
+```
+
+### References
+- Ramalho, 2022, p201-208
diff --git a/tds4-python.md b/tds4-python.md
index bc63e6c..9269649 100644
--- a/tds4-python.md
+++ b/tds4-python.md
@@ -11,3 +11,11 @@
 - [[6vep-comprehension]]#
 - [[f6xw-storage-classes]]#
 - [[8sjh-type-hint]]#
+- [[k9ox-difference-between-is-and]]#
+- [[1zto-shallow-and-deep-copy]]#
+- [[nfgb-slicing]]#
+- [[adag-call-by-sharing]]#
+- [[iexf-del]]#
+- [[a8bt-high-order-functions]]#
+- [[dcdy-callable-objects]]#
+- [[135k-keyword-only-arguments]]