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@guocheng
Created June 9, 2019 03:57
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This gist is a summary of the [Is there a difference between “==” and “is”?\n",
"](https://stackoverflow.com/questions/132988/is-there-a-difference-between-and-is) thread on Stackoverflow."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Use `is` to **check identifies**"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"False"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"m = 1234567\n",
"n = 1234567\n",
"m is n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Think of `is` as:"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"True"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"id(m) == id(n)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Implementation Exception\n",
"\n",
"The official implementation of python is CPython, which [optimizes the storage of integers in range(-5 to 256) by making them singletons](https://docs.python.org/2/c-api/int.html#c.PyInt_FromLong). This is also true for short strings."
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"True"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"m = 123\n",
"n = 123\n",
"m is n"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"True"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"m = 'abc'\n",
"n = 'abc'\n",
"m is n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The code above happens due to optimization. It is NOT guaranteed to happen in other implementations. Thus, one should not expect this to happen and should not use `is` to compare values."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Use `==` to **check equality**"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"True"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"m = 1234567\n",
"n = 1234567\n",
"m == n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Comparing to None\n",
"\n",
"> Comparisons to singletons like None should always be done with is or is not, never the equality operators.\n",
"\n",
"> Also, beware of writing if x when you really mean if x is not None -- e.g. when testing whether a variable or argument that defaults to None was set to some other value. The other value might have a type (such as a container) that could be false in a boolean context!\n",
"\n",
"-- [PEP8](https://www.python.org/dev/peps/pep-0008/#programming-recommendations)"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"m is None\n"
]
}
],
"source": [
"m = None\n",
"\n",
"if m is None: # always use is when comparing with None\n",
" print('m is None')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Although the following code works, it backfires in the next block. Thus, `==` should never be used to compare with `None`"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"m is None\n"
]
}
],
"source": [
"m = None\n",
"\n",
"if m == None: # Althought it works, don't do it (see the sectin below)\n",
" print('m is None')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Checking variable is None (The WRONG WAY)"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"m is None\n"
]
}
],
"source": [
"m = list() # empty container\n",
"\n",
"if m: # will always evaluate to false in an if statement\n",
" print('m is not None')\n",
"else:\n",
" print('m is None')"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"m is None\n"
]
}
],
"source": [
"m = dict() # empty container\n",
"\n",
"if m: # will always evaluate to false in an if statement\n",
" print('m is not None')\n",
"else:\n",
" print('m is None')"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"m is None\n"
]
}
],
"source": [
"m = set() # empty container\n",
"\n",
"if m: # will always evaluate to false in an if statement\n",
" print('m is not None')\n",
"else:\n",
" print('m is None')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"When the variable is an empty container (any object that holds an arbitrary number of other objects), and it is used in a `if` statement, it always evaluates to `False`."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### The Correct way to check for None (always spell out the is not None part, don't be lazy)"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"m is not None\n"
]
}
],
"source": [
"m = [] # m is not None, it is just an empty list\n",
"\n",
"if m is not None:\n",
" print('m is not None')\n",
"else:\n",
" print('m is None')"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.3"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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