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Created September 22, 2021 22:08
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Epiphanies.ipynb
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "41c1852b",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<bound method InteractiveShell.excepthook of <ipykernel.zmqshell.ZMQInteractiveShell object at 0x7fd356e1a0a0>>"
]
},
"execution_count": 1,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from rich.pretty import pprint as print\n",
"from rich.traceback import install \n",
"\n",
"install()"
]
},
{
"cell_type": "markdown",
"id": "b3553473",
"metadata": {},
"source": [
"### `super()` is mysterious; keep `__mro__` in mind and call w/o any arg"
]
},
{
"cell_type": "markdown",
"id": "2881ddcd",
"metadata": {},
"source": [
"* Use `super()` without explicit class announcement. \n",
"* Inheritance is tricky, always check `__mro__` while subclassing as super can\n",
" break superclasses after subclassing.\n",
" "
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "c924dc29",
"metadata": {},
"outputs": [],
"source": [
"class Adam: \n",
" def talk(self):\n",
" print(\"Adam says hi!\")\n",
"\n",
"class Eve:\n",
" def talk(self):\n",
" print(\"Eve says hi!\")\n",
"\n",
"\n",
"class Dad(Adam, Eve):\n",
" def talk(self):\n",
" print(\"Dad says hi!\")\n",
"\n",
"\n",
"class Mom(Adam, Eve):\n",
" def talk(self):\n",
" print(\"Mom says hi!\")\n",
"\n",
"\n",
"class Kid1(Dad, Mom):\n",
" def talk(self):\n",
" super().talk()\n",
"\n",
"class Kid2(Dad, Mom):\n",
" def talk(self):\n",
" super(Dad, self).talk()\n",
" \n",
"class StepMom(Mom):\n",
" def talk(self):\n",
" super().talk()\n",
" \n",
"class SubKid1(Kid1, StepMom):\n",
" def talk(self):\n",
" super().talk()\n"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "490c563d",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #008000; text-decoration-color: #008000\">'Dad says hi!'</span>\n",
"</pre>\n"
],
"text/plain": [
"\u001b[32m'Dad says hi!'\u001b[0m\n"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #800080; text-decoration-color: #800080; font-style: italic\">None</span>\n",
"</pre>\n"
],
"text/plain": [
"\u001b[3;35mNone\u001b[0m\n"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #008000; text-decoration-color: #008000\">'Mom says hi!'</span>\n",
"</pre>\n"
],
"text/plain": [
"\u001b[32m'Mom says hi!'\u001b[0m\n"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #800080; text-decoration-color: #800080; font-style: italic\">None</span>\n",
"</pre>\n"
],
"text/plain": [
"\u001b[3;35mNone\u001b[0m\n"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"k1 = Kid1()\n",
"k2 = Kid2()\n",
"\n",
"\n",
"print(k1.talk())\n",
"print(k2.talk())"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "a5b3ada9",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\">(</span>\n",
"<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│ </span><span style=\"font-weight: bold\">&lt;</span><span style=\"color: #ff00ff; text-decoration-color: #ff00ff; font-weight: bold\">class</span><span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #008000; text-decoration-color: #008000\">'__main__.Kid1'</span><span style=\"font-weight: bold\">&gt;</span>,\n",
"<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│ </span><span style=\"font-weight: bold\">&lt;</span><span style=\"color: #ff00ff; text-decoration-color: #ff00ff; font-weight: bold\">class</span><span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #008000; text-decoration-color: #008000\">'__main__.Dad'</span><span style=\"font-weight: bold\">&gt;</span>,\n",
"<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│ </span><span style=\"font-weight: bold\">&lt;</span><span style=\"color: #ff00ff; text-decoration-color: #ff00ff; font-weight: bold\">class</span><span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #008000; text-decoration-color: #008000\">'__main__.Mom'</span><span style=\"font-weight: bold\">&gt;</span>,\n",
"<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│ </span><span style=\"font-weight: bold\">&lt;</span><span style=\"color: #ff00ff; text-decoration-color: #ff00ff; font-weight: bold\">class</span><span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #008000; text-decoration-color: #008000\">'__main__.Adam'</span><span style=\"font-weight: bold\">&gt;</span>,\n",
"<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│ </span><span style=\"font-weight: bold\">&lt;</span><span style=\"color: #ff00ff; text-decoration-color: #ff00ff; font-weight: bold\">class</span><span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #008000; text-decoration-color: #008000\">'__main__.Eve'</span><span style=\"font-weight: bold\">&gt;</span>,\n",
"<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│ </span><span style=\"font-weight: bold\">&lt;</span><span style=\"color: #ff00ff; text-decoration-color: #ff00ff; font-weight: bold\">class</span><span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #008000; text-decoration-color: #008000\">'object'</span><span style=\"font-weight: bold\">&gt;</span>\n",
"<span style=\"font-weight: bold\">)</span>\n",
"</pre>\n"
],
"text/plain": [
"\u001b[1m(\u001b[0m\n",
"\u001b[2;32m│ \u001b[0m\u001b[1m<\u001b[0m\u001b[1;95mclass\u001b[0m\u001b[39m \u001b[0m\u001b[32m'__main__.Kid1'\u001b[0m\u001b[1m>\u001b[0m,\n",
"\u001b[2;32m│ \u001b[0m\u001b[1m<\u001b[0m\u001b[1;95mclass\u001b[0m\u001b[39m \u001b[0m\u001b[32m'__main__.Dad'\u001b[0m\u001b[1m>\u001b[0m,\n",
"\u001b[2;32m│ \u001b[0m\u001b[1m<\u001b[0m\u001b[1;95mclass\u001b[0m\u001b[39m \u001b[0m\u001b[32m'__main__.Mom'\u001b[0m\u001b[1m>\u001b[0m,\n",
"\u001b[2;32m│ \u001b[0m\u001b[1m<\u001b[0m\u001b[1;95mclass\u001b[0m\u001b[39m \u001b[0m\u001b[32m'__main__.Adam'\u001b[0m\u001b[1m>\u001b[0m,\n",
"\u001b[2;32m│ \u001b[0m\u001b[1m<\u001b[0m\u001b[1;95mclass\u001b[0m\u001b[39m \u001b[0m\u001b[32m'__main__.Eve'\u001b[0m\u001b[1m>\u001b[0m,\n",
"\u001b[2;32m│ \u001b[0m\u001b[1m<\u001b[0m\u001b[1;95mclass\u001b[0m\u001b[39m \u001b[0m\u001b[32m'object'\u001b[0m\u001b[1m>\u001b[0m\n",
"\u001b[1m)\u001b[0m\n"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"print(Kid1.__mro__)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "21e09a6d",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\">(</span>\n",
"<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│ </span><span style=\"font-weight: bold\">&lt;</span><span style=\"color: #ff00ff; text-decoration-color: #ff00ff; font-weight: bold\">class</span><span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #008000; text-decoration-color: #008000\">'__main__.SubKid1'</span><span style=\"font-weight: bold\">&gt;</span>,\n",
"<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│ </span><span style=\"font-weight: bold\">&lt;</span><span style=\"color: #ff00ff; text-decoration-color: #ff00ff; font-weight: bold\">class</span><span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #008000; text-decoration-color: #008000\">'__main__.Kid1'</span><span style=\"font-weight: bold\">&gt;</span>,\n",
"<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│ </span><span style=\"font-weight: bold\">&lt;</span><span style=\"color: #ff00ff; text-decoration-color: #ff00ff; font-weight: bold\">class</span><span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #008000; text-decoration-color: #008000\">'__main__.Dad'</span><span style=\"font-weight: bold\">&gt;</span>,\n",
"<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│ </span><span style=\"font-weight: bold\">&lt;</span><span style=\"color: #ff00ff; text-decoration-color: #ff00ff; font-weight: bold\">class</span><span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #008000; text-decoration-color: #008000\">'__main__.StepMom'</span><span style=\"font-weight: bold\">&gt;</span>,\n",
"<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│ </span><span style=\"font-weight: bold\">&lt;</span><span style=\"color: #ff00ff; text-decoration-color: #ff00ff; font-weight: bold\">class</span><span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #008000; text-decoration-color: #008000\">'__main__.Mom'</span><span style=\"font-weight: bold\">&gt;</span>,\n",
"<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│ </span><span style=\"font-weight: bold\">&lt;</span><span style=\"color: #ff00ff; text-decoration-color: #ff00ff; font-weight: bold\">class</span><span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #008000; text-decoration-color: #008000\">'__main__.Adam'</span><span style=\"font-weight: bold\">&gt;</span>,\n",
"<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│ </span><span style=\"font-weight: bold\">&lt;</span><span style=\"color: #ff00ff; text-decoration-color: #ff00ff; font-weight: bold\">class</span><span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #008000; text-decoration-color: #008000\">'__main__.Eve'</span><span style=\"font-weight: bold\">&gt;</span>,\n",
"<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│ </span><span style=\"font-weight: bold\">&lt;</span><span style=\"color: #ff00ff; text-decoration-color: #ff00ff; font-weight: bold\">class</span><span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #008000; text-decoration-color: #008000\">'object'</span><span style=\"font-weight: bold\">&gt;</span>\n",
"<span style=\"font-weight: bold\">)</span>\n",
"</pre>\n"
],
"text/plain": [
"\u001b[1m(\u001b[0m\n",
"\u001b[2;32m│ \u001b[0m\u001b[1m<\u001b[0m\u001b[1;95mclass\u001b[0m\u001b[39m \u001b[0m\u001b[32m'__main__.SubKid1'\u001b[0m\u001b[1m>\u001b[0m,\n",
"\u001b[2;32m│ \u001b[0m\u001b[1m<\u001b[0m\u001b[1;95mclass\u001b[0m\u001b[39m \u001b[0m\u001b[32m'__main__.Kid1'\u001b[0m\u001b[1m>\u001b[0m,\n",
"\u001b[2;32m│ \u001b[0m\u001b[1m<\u001b[0m\u001b[1;95mclass\u001b[0m\u001b[39m \u001b[0m\u001b[32m'__main__.Dad'\u001b[0m\u001b[1m>\u001b[0m,\n",
"\u001b[2;32m│ \u001b[0m\u001b[1m<\u001b[0m\u001b[1;95mclass\u001b[0m\u001b[39m \u001b[0m\u001b[32m'__main__.StepMom'\u001b[0m\u001b[1m>\u001b[0m,\n",
"\u001b[2;32m│ \u001b[0m\u001b[1m<\u001b[0m\u001b[1;95mclass\u001b[0m\u001b[39m \u001b[0m\u001b[32m'__main__.Mom'\u001b[0m\u001b[1m>\u001b[0m,\n",
"\u001b[2;32m│ \u001b[0m\u001b[1m<\u001b[0m\u001b[1;95mclass\u001b[0m\u001b[39m \u001b[0m\u001b[32m'__main__.Adam'\u001b[0m\u001b[1m>\u001b[0m,\n",
"\u001b[2;32m│ \u001b[0m\u001b[1m<\u001b[0m\u001b[1;95mclass\u001b[0m\u001b[39m \u001b[0m\u001b[32m'__main__.Eve'\u001b[0m\u001b[1m>\u001b[0m,\n",
"\u001b[2;32m│ \u001b[0m\u001b[1m<\u001b[0m\u001b[1;95mclass\u001b[0m\u001b[39m \u001b[0m\u001b[32m'object'\u001b[0m\u001b[1m>\u001b[0m\n",
"\u001b[1m)\u001b[0m\n"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"print(SubKid1.__mro__)"
]
},
{
"cell_type": "markdown",
"id": "77bb3b84",
"metadata": {},
"source": [
"### Always use trailing comma"
]
},
{
"cell_type": "markdown",
"id": "d4c3cd82",
"metadata": {},
"source": [
"* Trailing comma makes black work better. There's an extension that enforces that.\n",
"* Trailing comma creates smaller diff.\n",
"* Can we reduce the line lengtht to ~80-90? Ours is too long 120. It works great\n",
" with statically typed languags (That's why Torvalds like it 120) but in the \n",
" Python community, the standard is ~90 ish. "
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "ee2e8275",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #ff0000; text-decoration-color: #ff0000\">╭──────────────────────────── </span><span style=\"color: #800000; text-decoration-color: #800000; font-weight: bold\">Traceback </span><span style=\"color: #bf7f7f; text-decoration-color: #bf7f7f; font-weight: bold\">(most recent call last)</span><span style=\"color: #ff0000; text-decoration-color: #ff0000\"> ────────────────────────────╮</span>\n",
"<span style=\"color: #ff0000; text-decoration-color: #ff0000\">│</span> <span style=\"color: #bfbf7f; text-decoration-color: #bfbf7f\">/tmp/ipykernel_2679343/</span><span style=\"color: #808000; text-decoration-color: #808000; font-weight: bold\">2890023608.py</span>:<span style=\"color: #0000ff; text-decoration-color: #0000ff\">2</span> in <span style=\"color: #00ff00; text-decoration-color: #00ff00\">&lt;module&gt;</span> <span style=\"color: #ff0000; text-decoration-color: #ff0000\">│</span>\n",
"<span style=\"color: #ff0000; text-decoration-color: #ff0000\">│</span> <span style=\"color: #ff0000; text-decoration-color: #ff0000\">│</span>\n",
"<span style=\"color: #ff0000; text-decoration-color: #ff0000\">│</span> <span style=\"color: #800000; text-decoration-color: #800000; font-style: italic\">[Errno 2] No such file or directory: '/tmp/ipykernel_2679343/2890023608.py'</span> <span style=\"color: #ff0000; text-decoration-color: #ff0000\">│</span>\n",
"<span style=\"color: #ff0000; text-decoration-color: #ff0000\">╰───────────────────────────────────────────────────────────────────────────────────────────╯</span>\n",
"<span style=\"color: #ff0000; text-decoration-color: #ff0000; font-weight: bold\">NameError: </span>name <span style=\"color: #008000; text-decoration-color: #008000\">'orders_models'</span> is not defined\n",
"</pre>\n"
],
"text/plain": [
"\u001b[91m╭─\u001b[0m\u001b[91m─────────────────────────── \u001b[0m\u001b[1;31mTraceback \u001b[0m\u001b[1;2;31m(most recent call last)\u001b[0m\u001b[91m ───────────────────────────\u001b[0m\u001b[91m─╮\u001b[0m\n",
"\u001b[91m│\u001b[0m \u001b[2;33m/tmp/ipykernel_2679343/\u001b[0m\u001b[1;33m2890023608.py\u001b[0m:\u001b[94m2\u001b[0m in \u001b[92m<module>\u001b[0m \u001b[91m│\u001b[0m\n",
"\u001b[91m│\u001b[0m \u001b[91m│\u001b[0m\n",
"\u001b[91m│\u001b[0m \u001b[3;31m[Errno 2] No such file or directory: '/tmp/ipykernel_2679343/2890023608.py'\u001b[0m \u001b[91m│\u001b[0m\n",
"\u001b[91m╰───────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m\n",
"\u001b[1;91mNameError: \u001b[0mname \u001b[32m'orders_models'\u001b[0m is not defined\n"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"## Bad.\n",
"orders_models.Counter.objects.update_or_create(name=\"Accession Number\", defaults={\"int_value\": 0})\n",
"\n",
"## Good.\n",
"orders_models.Counter.objects.update_or_create(\n",
" name=\"Accession Number\",\n",
" defaults={\"int_value\": 0},\n",
" )\n"
]
},
{
"cell_type": "markdown",
"id": "d8dc538e",
"metadata": {},
"source": [
"### Use python 3.8+ syntax only"
]
},
{
"cell_type": "markdown",
"id": "4911f349",
"metadata": {},
"source": [
"* Use f-strings instead of `.format()`. F-string is implemented in C, whereas `.format()` is a slower python method call.\n",
"\n",
"* Use multi-line single quote to break longer line.\n",
"\n",
"* Use `__future__` import in type hint.\n",
"\n",
"* Pick a consistent comment structure.\n",
"\n",
"* We can add [pyupgrade](https://github.com/asottile/pyupgrade) linter to our local makefile. "
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "85f63bfc",
"metadata": {},
"outputs": [],
"source": [
"# Usage of f-string is obvious.\n",
"\n",
"# Multi-line single quote usage.\n",
"\n",
"long_string = \"Transaction isolation in PostgreSQL have 4 levels. They are—Read Uncommitted, Read Committed, Repeatable Read, and Serializable.\"\n",
"\n",
"# This makes the string multi line, but sometimes that's not what we want.\n",
"long_string_pro = \"\"\"\n",
"...\n",
"\"\"\"\n",
"\n",
"# This one is more suitable when you still want the result to appear in a single line\n",
"long_string_pro_max = ('Transaction isolation in PostgreSQL have 4 levels.'\n",
" 'They are—Read Uncommitted, Read Committed, Repeatable Read,'\n",
" 'and Serializable.')\n",
"\n",
"\n",
"\n",
"print(long_string_pro_max)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "ea918633",
"metadata": {},
"outputs": [],
"source": [
"# Type hints.\n",
"from __future__ import annotations\n",
"\n",
"# Nope...\n",
"from typing import Callable, Iterable\n",
"\n",
"# Yep..\n",
"from collections.abc import Callable, Iterable, MutableMapping\n",
"\n",
"\n",
"def f(dct:dict, \n",
" list_of_tuple_of_str: list[tuple[str, ...]],\n",
" func: Callable[..., None] | None = None,\n",
" ) -> None:\n",
" pass"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "c4b5eb18",
"metadata": {},
"outputs": [],
"source": [
"# Consistent comment with proper grammar. Golang enforces this for public functions.\n",
"\n",
"# Sphinx style.\n",
"\n",
"class Foo:\n",
" \"\"\"[Summary]\n",
"\n",
" :param [ParamName]: [ParamDescription], defaults to [DefaultParamVal]\n",
" :type [ParamName]: [ParamType](, optional)\n",
" ...\n",
" :raises [ErrorType]: [ErrorDescription]\n",
" ...\n",
" :return: [ReturnDescription]\n",
" :rtype: [ReturnType]\n",
" \"\"\"\n",
"\n",
"# Numpy Style.\n",
"class Bar:\n",
" \"\"\"A dummy class for demo.\n",
" \n",
" Parameters\n",
" ----------\n",
" x : type\n",
" Description of parameter `x`.\n",
" y\n",
" Description of parameter `y` (with type not specified).\n",
" \n",
"\n",
" Returns\n",
" -------\n",
" err_code : int\n",
" Non-zero value indicates error code, or zero on success.\n",
" err_msg : str or None\n",
" Human readable error message, or None on success.\n",
" \n",
" \"\"\"\n",
"\n"
]
},
{
"cell_type": "markdown",
"id": "a4732a0b",
"metadata": {},
"source": [
"## Resources"
]
},
{
"cell_type": "markdown",
"id": "299da133",
"metadata": {},
"source": [
"1. [Super considered super - Raymond Hettinger](https://www.youtube.com/watch?v=xKgELVmrqfs)\n",
"\n",
"2. [Auto upgrading python syntaxes via Pyupgrade](https://github.com/asottile/pyupgrade)\n",
"\n",
"3. [Add trailing commas](https://github.com/asottile/add-trailing-comma)\n",
"\n",
"4. [Numpy docstring format](https://numpydoc.readthedocs.io/en/latest/format.html)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "b092c965",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"id": "09b2109e",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"id": "e515715d",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"id": "a86977ae",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"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": "3.9.6"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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