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Add non reflexive class method and the matmul operator examples
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README.md
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README.md
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@ -1321,6 +1321,48 @@ True
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---
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---
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### ▶ Non-reflexive class methods
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<!-- Example ID: 3649771a-f733-413c-8060-3f9f167b83fd -->
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```py
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class SomeClass:
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def instance_method(self):
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pass
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@classmethod
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def class_method(cls):
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pass
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```
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**Output:**
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```py
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>>> SomeClass.instance_method is SomeClass.instance_method
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True
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>>> SomeClass.class_method is SomeClass.class_method
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False
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>>> id(SomeClass.class_method) == id(SomeClass.class_method)
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True
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```
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#### 💡 Explanation:
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- The reason `SomeClass.class_method is SomeClass.class_method` is `False` is due to the `@classmethod` decorator.
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```py
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>>> SomeClass.instance_method
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<function __main__.SomeClass.instance_method(self)>
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>>> SomeClass.class_method
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<bound method SomeClass.class_method of <class '__main__.SomeClass'>
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```
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A new bound method everytime `SomeClass.class_method` is accessed.
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- `id(SomeClass.class_method) == id(SomeClass.class_method)` returned `True` because the second allocation of memory for `class_method` happened at the same location of first deallocation (See Deep Down, we're all the same example for more detailed explanation).
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---
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### ▶ yielding None
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### ▶ yielding None
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<!-- Example ID: 5a40c241-2c30-40d0-8ba9-cf7e097b3b53 --->
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<!-- Example ID: 5a40c241-2c30-40d0-8ba9-cf7e097b3b53 --->
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```py
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```py
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@ -2843,7 +2885,7 @@ True
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#### 💡 Explanation:
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#### 💡 Explanation:
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* `this` module in Python is an easter egg for The Zen Of Python ([PEP 20](https://www.python.org/dev/peps/pep-0020)).
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* `this` module in Python is an easter egg for The Zen Of Python ([PEP 20](https://www.python.org/dev/peps/pep-0020)).
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* And if you think that's already interesting enough, check out the implementation of [this.py](https://hg.python.org/cpython/file/c3896275c0f6/Lib/this.py). Interestingly, the code for the Zen violates itself (and that's probably the only place where this happens).
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* And if you think that's already interesting enough, check out the implementation of [this.py](https://hg.python.org/cpython/file/c3896275c0f6/Lib/this.py). Interestingly, **the code for the Zen violates itself** (and that's probably the only place where this happens).
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* Regarding the statement `love is not True or False; love is love`, ironic but it's self-explanatory (if not, please see the examples related to `is` and `is not` operators).
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* Regarding the statement `love is not True or False; love is love`, ironic but it's self-explanatory (if not, please see the examples related to `is` and `is not` operators).
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---
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---
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@ -2888,7 +2930,7 @@ Try block executed successfully...
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```
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```
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#### 💡 Explanation:
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#### 💡 Explanation:
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- The `else` clause after a loop is executed only when there's no explicit `break` after all the iterations.
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- The `else` clause after a loop is executed only when there's no explicit `break` after all the iterations. You can think of it as a "nobreak" clause.
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- `else` clause after try block is also called "completion clause" as reaching the `else` clause in a `try` statement means that the try block actually completed successfully.
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- `else` clause after try block is also called "completion clause" as reaching the `else` clause in a `try` statement means that the try block actually completed successfully.
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---
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---
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@ -3041,11 +3083,10 @@ AttributeError: 'A' object has no attribute '__variable'
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* So, to access `__honey` attribute in first snippet, we had to append `_Yo` to the front which would prevent conflicts with the same name attribute defined in any other class.
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* So, to access `__honey` attribute in first snippet, we had to append `_Yo` to the front which would prevent conflicts with the same name attribute defined in any other class.
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* But then why didn't it work in the second snippet? Because name mangling excludes the names ending with double underscores.
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* But then why didn't it work in the second snippet? Because name mangling excludes the names ending with double underscores.
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* The third snippet was also a consequence of name mangling. The name `__variable` in the statement `return __variable` was mangled to `_A__variable` which also happens to be the name of the variable we declared in outer scope.
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* The third snippet was also a consequence of name mangling. The name `__variable` in the statement `return __variable` was mangled to `_A__variable` which also happens to be the name of the variable we declared in outer scope.
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* Also, if the mangled name is longer than 255 characters truncation will happen.
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---
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---
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---
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---
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## Section: Miscellaneous
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## Section: Miscellaneous
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@ -3205,8 +3246,7 @@ nan
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<!-- Example ID: f885cb82-f1e4-4daa-9ff3-972b14cb1324 --->
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<!-- Example ID: f885cb82-f1e4-4daa-9ff3-972b14cb1324 --->
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* `join()` is a string operation instead of list operation. (sort of counter-intuitive at first usage)
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* `join()` is a string operation instead of list operation. (sort of counter-intuitive at first usage)
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**💡 Explanation:**
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**💡 Explanation:** If `join()` is a method on a string then it can operate on any iterable (list, tuple, iterators). If it were a method on a list, it'd have to be implemented separately by every type. Also, it doesn't make much sense to put a string-specific method on a generic `list` object API.
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If `join()` is a method on a string then it can operate on any iterable (list, tuple, iterators). If it were a method on a list, it'd have to be implemented separately by every type. Also, it doesn't make much sense to put a string-specific method on a generic `list` object API.
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* Few weird looking but semantically correct statements:
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* Few weird looking but semantically correct statements:
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+ `[] = ()` is a semantically correct statement (unpacking an empty `tuple` into an empty `list`)
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+ `[] = ()` is a semantically correct statement (unpacking an empty `tuple` into an empty `list`)
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@ -3242,21 +3282,46 @@ nan
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>>> a
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>>> a
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>>> 44
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>>> 44
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```
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```
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**💡 Explanation:**
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**💡 Explanation:** This prank comes from [Raymond Hettinger's tweet](https://twitter.com/raymondh/status/1131103570856632321?lang=en). The space invader operator is actually just a malformatted `a -= (-1)`. Which is equivalent to `a = a - (- 1)`. Similar for the `a += (+ 1)` case.
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This prank comes from [Raymond Hettinger's tweet](https://twitter.com/raymondh/status/1131103570856632321?lang=en). The space invader operator is actually just a malformatted `a -= (-1)`. Which is equivalent to `a = a - (- 1)`. Similar for the `a += (+ 1)` case.
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* Python has an undocumented [converse implication](https://en.wikipedia.org/wiki/Converse_implication) operator.
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```py
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>>> False ** False == True
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True
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>>> False ** True == False
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True
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>>> True ** False == True
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True
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>>> True ** True == True
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True
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```
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**💡 Explanation:** If you replace `False` and `True` by 0 and 1 and do the maths, the truth table is equivalent to converse implication operator. ([Source](https://github.com/cosmologicon/pywat/blob/master/explanation.md#the-undocumented-converse-implication-operator))
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* Since we are talking operators, there's also `@` operator for matrix multiplication (don't worry, this time it's for real).
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```py
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>>> import numpy as np
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>>> np.array([2, 2, 2]) @ np.array([7, 8, 8])
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46
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```
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**💡 Explanation:** The `@` operator was added in Python 3.5 keeping scientific community in mind. Any object can overload `__matmul__` magic method to define behavior for this operator.
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* Python uses 2 bytes for local variable storage in functions. In theory, this means that only 65536 variables can be defined in a function. However, python has a handy solution built in that can be used to store more than 2^16 variable names. The following code demonstrates what happens in the stack when more than 65536 local variables are defined (Warning: This code prints around 2^18 lines of text, so be prepared!):
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* Python uses 2 bytes for local variable storage in functions. In theory, this means that only 65536 variables can be defined in a function. However, python has a handy solution built in that can be used to store more than 2^16 variable names. The following code demonstrates what happens in the stack when more than 65536 local variables are defined (Warning: This code prints around 2^18 lines of text, so be prepared!):
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```py
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```py
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import dis
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import dis
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exec("""
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exec("""
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def f():
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def f():
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""" + """
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""" + """
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""".join(["X" + str(x) + "=" + str(x) for x in range(65539)]))
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""".join(["X" + str(x) + "=" + str(x) for x in range(65539)]))
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f()
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f()
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print(dis.dis(f))
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print(dis.dis(f))
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```
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```
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* Multiple Python threads won't run your *Python code* concurrently (yes you heard it right!). It may seem intuitive to spawn several threads and let them execute your Python code concurrently, but, because of the [Global Interpreter Lock](https://wiki.python.org/moin/GlobalInterpreterLock) in Python, all you're doing is making your threads execute on the same core turn by turn. Python threads are good for IO-bound tasks, but to achieve actual parallelization in Python for CPU-bound tasks, you might want to use the Python [multiprocessing](https://docs.python.org/2/library/multiprocessing.html) module.
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* Multiple Python threads won't run your *Python code* concurrently (yes you heard it right!). It may seem intuitive to spawn several threads and let them execute your Python code concurrently, but, because of the [Global Interpreter Lock](https://wiki.python.org/moin/GlobalInterpreterLock) in Python, all you're doing is making your threads execute on the same core turn by turn. Python threads are good for IO-bound tasks, but to achieve actual parallelization in Python for CPU-bound tasks, you might want to use the Python [multiprocessing](https://docs.python.org/2/library/multiprocessing.html) module.
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* `int('١٢٣٤٥٦٧٨٩')` returns `123456789` in Python 3. In Python, Decimal characters include digit characters, and all characters that can be used to form decimal-radix numbers, e.g. U+0660, ARABIC-INDIC DIGIT ZERO. Here's an [interesting story](http://chris.improbable.org/2014/8/25/adventures-in-unicode-digits/) related to this behavior of Python.
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* `int('١٢٣٤٥٦٧٨٩')` returns `123456789` in Python 3. In Python, Decimal characters include digit characters, and all characters that can be used to form decimal-radix numbers, e.g. U+0660, ARABIC-INDIC DIGIT ZERO. Here's an [interesting story](http://chris.improbable.org/2014/8/25/adventures-in-unicode-digits/) related to this behavior of Python.
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* Python has an undocumented [converse implication](https://en.wikipedia.org/wiki/Converse_implication) operator.
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```py
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>>> False ** False == True
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True
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>>> False ** True == False
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True
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>>> True ** False == True
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True
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>>> True ** True == True
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True
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```
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If you replace `False` and `True` by 0 and 1 and do the maths, the truth table is equivalent to converse implication operator. ([Source](https://github.com/cosmologicon/pywat/blob/master/explanation.md#the-undocumented-converse-implication-operator)).
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* `'abc'.count('') == 4`. Here's an approximate implementation of `count` method, which would make the things more clear
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* `'abc'.count('') == 4`. Here's an approximate implementation of `count` method, which would make the things more clear
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```py
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```py
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def count(s, sub):
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def count(s, sub):
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