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--git a/_notebooks/about_py.ipynb b/_notebooks/about_py.ipynb index 5b452636..8a3c1c9e 100644 --- a/_notebooks/about_py.ipynb +++ b/_notebooks/about_py.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "markdown", - "id": "7aea8505", + "id": "a646334d", "metadata": {}, "source": [ "\n", @@ -19,7 +19,7 @@ }, { "cell_type": "markdown", - "id": "29fa4a02", + "id": "227658fd", "metadata": {}, "source": [ "# About Python" @@ -27,7 +27,7 @@ }, { "cell_type": "markdown", - "id": "64104872", + "id": "3b362d80", "metadata": {}, "source": [ "## Contents\n", @@ -41,7 +41,7 @@ }, { "cell_type": "markdown", - "id": "935cfce3", + "id": "5dbbcfb3", "metadata": {}, "source": [ "> “Python has gotten sufficiently weapons grade that we don’t descend into R\n", @@ -51,7 +51,7 @@ }, { "cell_type": "markdown", - "id": "1c849a7b", + "id": "cdb76d9a", "metadata": {}, "source": [ "## Overview\n", @@ -72,7 +72,7 @@ }, { "cell_type": "markdown", - "id": "1e2e0ddc", + "id": "5e435948", "metadata": {}, "source": [ "## What’s Python?\n", @@ -86,7 +86,7 @@ }, { "cell_type": "markdown", - "id": "5520621b", + "id": "0de47476", "metadata": {}, "source": [ "### Common Uses\n", @@ -127,7 +127,7 @@ }, { "cell_type": "markdown", - "id": "5ffaeba7", + "id": "20414aaf", "metadata": {}, "source": [ "### Relative Popularity\n", @@ -160,7 +160,7 @@ }, { "cell_type": "markdown", - "id": "1ee2ef28", + "id": "81dd9fe8", "metadata": {}, "source": [ "### Features\n", @@ -177,7 +177,7 @@ }, { "cell_type": "markdown", - "id": "74bae5c1", + "id": "6788548e", "metadata": {}, "source": [ "### Syntax and Design\n", @@ -199,7 +199,7 @@ }, { "cell_type": "markdown", - "id": "a054c192", + "id": "a844ad53", "metadata": {}, "source": [ "## Scientific Programming\n", @@ -227,7 +227,7 @@ }, { "cell_type": "markdown", - "id": "bd0f0993", + "id": "bb9e568f", "metadata": {}, "source": [ "### Numerical Programming\n", @@ -244,7 +244,7 @@ { "cell_type": "code", "execution_count": null, - "id": "6d68c33e", + "id": "22de4a36", "metadata": { "hide-output": false }, @@ -259,7 +259,7 @@ }, { "cell_type": "markdown", - "id": "b5a94317", + "id": "b89b7ef1", "metadata": {}, "source": [ "Now let’s take the inner product" @@ -268,7 +268,7 @@ { "cell_type": "code", "execution_count": null, - "id": "17833479", + "id": "9a57ba2f", "metadata": { "hide-output": false }, @@ -279,7 +279,7 @@ }, { "cell_type": "markdown", - "id": "c19febab", + "id": "584f23f8", "metadata": {}, "source": [ "The number you see here might vary slightly but it’s essentially zero.\n", @@ -296,7 +296,7 @@ { "cell_type": "code", "execution_count": null, - "id": "fc9f28c7", + "id": "ba763098", "metadata": { "hide-output": false }, @@ -312,7 +312,7 @@ }, { "cell_type": "markdown", - "id": "a400465d", + "id": "743e189d", "metadata": {}, "source": [ "SciPy includes many of the standard routines used in\n", @@ -330,7 +330,7 @@ }, { "cell_type": "markdown", - "id": "9f6f24fc", + "id": "3c4a0aca", "metadata": {}, "source": [ "### Graphics\n", @@ -374,7 +374,7 @@ }, { "cell_type": "markdown", - "id": "beb04fa4", + "id": "c8cf7ede", "metadata": {}, "source": [ "### Symbolic Algebra\n", @@ -389,7 +389,7 @@ { "cell_type": "code", "execution_count": null, - "id": "e0244ac4", + "id": "eee935ee", "metadata": { "hide-output": false }, @@ -403,7 +403,7 @@ }, { "cell_type": "markdown", - "id": "ab9ab3fa", + "id": "fc8d33a1", "metadata": {}, "source": [ "We can manipulate expressions" @@ -412,7 +412,7 @@ { "cell_type": "code", "execution_count": null, - "id": "8d7ce902", + "id": "8efbeeb7", "metadata": { "hide-output": false }, @@ -424,7 +424,7 @@ }, { "cell_type": "markdown", - "id": "9a0e65a0", + "id": "3ed67111", "metadata": {}, "source": [ "solve polynomials" @@ -433,7 +433,7 @@ { "cell_type": "code", "execution_count": null, - "id": "4084f18c", + "id": "786f646a", "metadata": { "hide-output": false }, @@ -446,7 +446,7 @@ }, { "cell_type": "markdown", - "id": "efd7d3f5", + "id": "a69e29f9", "metadata": {}, "source": [ "and calculate limits, derivatives and integrals" @@ -455,7 +455,7 @@ { "cell_type": "code", "execution_count": null, - "id": "099b5660", + "id": "fed49dd4", "metadata": { "hide-output": false }, @@ -469,7 +469,7 @@ { "cell_type": "code", "execution_count": null, - "id": "7aea9b8a", + "id": "187a09e2", "metadata": { "hide-output": false }, @@ -481,7 +481,7 @@ { "cell_type": "code", "execution_count": null, - "id": "2dd51eea", + "id": "e5cafa18", "metadata": { "hide-output": false }, @@ -493,7 +493,7 @@ { "cell_type": "code", "execution_count": null, - "id": "226df74d", + "id": "f9175920", "metadata": { "hide-output": false }, @@ -504,7 +504,7 @@ }, { "cell_type": "markdown", - "id": "4b03565b", + "id": "949639c2", "metadata": {}, "source": [ "The beauty of importing this functionality into Python is that we are working within a fully fledged programming language.\n", @@ -514,7 +514,7 @@ }, { "cell_type": "markdown", - "id": "1f54e404", + "id": "8d11a916", "metadata": {}, "source": [ "### Statistics\n", @@ -526,7 +526,7 @@ }, { "cell_type": "markdown", - "id": "bee537eb", + "id": "cb21b6c0", "metadata": {}, "source": [ "#### Pandas\n", @@ -544,7 +544,7 @@ { "cell_type": "code", "execution_count": null, - "id": "2e74f6dd", + "id": "c153322f", "metadata": { "hide-output": false }, @@ -563,7 +563,7 @@ { "cell_type": "code", "execution_count": null, - "id": "efb3d4ef", + "id": "e1f72741", "metadata": { "hide-output": false }, @@ -574,7 +574,7 @@ }, { "cell_type": "markdown", - "id": "b9896274", + "id": "f4cd944f", "metadata": {}, "source": [ "#### Other Useful Statistics and Data Science Libraries\n", @@ -611,7 +611,7 @@ }, { "cell_type": "markdown", - "id": "2551f819", + "id": "8c4e0196", "metadata": {}, "source": [ "### Networks and Graphs\n", @@ -633,7 +633,7 @@ { "cell_type": "code", "execution_count": null, - "id": "c05ee270", + "id": "8957989f", "metadata": { "hide-output": false }, @@ -670,7 +670,7 @@ }, { "cell_type": "markdown", - "id": "f3157bc4", + "id": "9a476bf4", "metadata": {}, "source": [ "### Cloud Computing\n", @@ -707,7 +707,7 @@ }, { "cell_type": "markdown", - "id": "4125836f", + "id": "5000121f", "metadata": {}, "source": [ "### Parallel Processing\n", @@ -739,7 +739,7 @@ }, { "cell_type": "markdown", - "id": "fc52b839", + "id": "959a92b6", "metadata": {}, "source": [ "### Other Developments\n", @@ -790,7 +790,7 @@ }, { "cell_type": "markdown", - "id": "601f2143", + "id": "a853145a", "metadata": {}, "source": [ "## Learn More\n", @@ -809,7 +809,7 @@ } ], "metadata": { - "date": 1692161969.247948, + "date": 1695106393.0204973, "filename": "about_py.md", "kernelspec": { "display_name": "Python", diff --git a/_notebooks/debugging.ipynb b/_notebooks/debugging.ipynb index 9aaa919c..361345ef 100644 --- a/_notebooks/debugging.ipynb +++ b/_notebooks/debugging.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "markdown", - "id": "85b5c116", + "id": "0610a9b0", "metadata": {}, "source": [ "\n", @@ -16,7 +16,7 @@ }, { "cell_type": "markdown", - "id": "313b6336", + "id": "34b61870", "metadata": {}, "source": [ "# Debugging and Handling Errors\n", @@ -27,7 +27,7 @@ }, { "cell_type": "markdown", - "id": "8d7741fd", + "id": "c85c8f43", "metadata": {}, "source": [ "## Contents\n", @@ -41,7 +41,7 @@ }, { "cell_type": "markdown", - "id": "96780007", + "id": "e9fcd3cb", "metadata": {}, "source": [ "> “Debugging is twice as hard as writing the code in the first place.\n", @@ -51,7 +51,7 @@ }, { "cell_type": "markdown", - "id": "59db852b", + "id": "ca1ff997", "metadata": {}, "source": [ "## Overview\n", @@ -71,7 +71,7 @@ }, { "cell_type": "markdown", - "id": "e3991764", + "id": "1c33c06a", "metadata": {}, "source": [ "## Debugging\n", @@ -90,7 +90,7 @@ { "cell_type": "code", "execution_count": null, - "id": "fdf84d61", + "id": "51a2c3ae", "metadata": { "hide-output": false }, @@ -104,7 +104,7 @@ }, { "cell_type": "markdown", - "id": "85d4b76f", + "id": "17d45d9e", "metadata": {}, "source": [ "\n", @@ -113,7 +113,7 @@ }, { "cell_type": "markdown", - "id": "d319da1d", + "id": "6f534d2a", "metadata": {}, "source": [ "### The `debug` Magic\n", @@ -124,7 +124,7 @@ { "cell_type": "code", "execution_count": null, - "id": "eb66e8a2", + "id": "112c6fc9", "metadata": { "hide-output": false }, @@ -141,7 +141,7 @@ }, { "cell_type": "markdown", - "id": "0ff863ea", + "id": "570948cb", "metadata": {}, "source": [ "This code is intended to plot the `log` function over the interval $ [1, 2] $.\n", @@ -162,7 +162,7 @@ { "cell_type": "code", "execution_count": null, - "id": "cd60baab", + "id": "b41ab040", "metadata": { "hide-output": false }, @@ -173,7 +173,7 @@ }, { "cell_type": "markdown", - "id": "c5e26bd6", + "id": "e2d4d2a2", "metadata": {}, "source": [ "The problem is that `ax` was defined inside `plot_log()`, and the name is\n", @@ -187,7 +187,7 @@ { "cell_type": "code", "execution_count": null, - "id": "06012993", + "id": "44cf10d6", "metadata": { "hide-output": false }, @@ -204,7 +204,7 @@ }, { "cell_type": "markdown", - "id": "7b1e927c", + "id": "21ec489e", "metadata": {}, "source": [ "But this time we type in the following cell block" @@ -212,7 +212,7 @@ }, { "cell_type": "markdown", - "id": "0336649e", + "id": "1401a5b3", "metadata": { "hide-output": false }, @@ -224,7 +224,7 @@ }, { "cell_type": "markdown", - "id": "84e029ec", + "id": "71779e87", "metadata": {}, "source": [ "You should be dropped into a new prompt that looks something like this" @@ -232,7 +232,7 @@ }, { "cell_type": "markdown", - "id": "378d9fd6", + "id": "1a426bc3", "metadata": { "hide-output": false }, @@ -244,7 +244,7 @@ }, { "cell_type": "markdown", - "id": "220db01b", + "id": "13be8dbf", "metadata": {}, "source": [ "(You might see pdb> instead)\n", @@ -257,7 +257,7 @@ }, { "cell_type": "markdown", - "id": "6f401839", + "id": "9de70dcf", "metadata": { "hide-output": false }, @@ -271,7 +271,7 @@ }, { "cell_type": "markdown", - "id": "d8b428c4", + "id": "0d0df20d", "metadata": {}, "source": [ "It’s now very clear that `ax` is an array, which clarifies the source of the\n", @@ -283,7 +283,7 @@ }, { "cell_type": "markdown", - "id": "0c6ddd79", + "id": "02e72055", "metadata": { "hide-output": false }, @@ -316,7 +316,7 @@ }, { "cell_type": "markdown", - "id": "356c025a", + "id": "2884801e", "metadata": {}, "source": [ "### Setting a Break Point\n", @@ -329,7 +329,7 @@ { "cell_type": "code", "execution_count": null, - "id": "a86b7534", + "id": "6a76aff2", "metadata": { "hide-output": false }, @@ -346,7 +346,7 @@ }, { "cell_type": "markdown", - "id": "458a3a33", + "id": "9fae2294", "metadata": {}, "source": [ "Here the original problem is fixed, but we’ve accidentally written\n", @@ -361,7 +361,7 @@ }, { "cell_type": "markdown", - "id": "020d91d5", + "id": "37bb1b31", "metadata": { "hide-output": false }, @@ -380,7 +380,7 @@ }, { "cell_type": "markdown", - "id": "7eccba2a", + "id": "42972486", "metadata": {}, "source": [ "Now let’s run the script, and investigate via the debugger" @@ -388,7 +388,7 @@ }, { "cell_type": "markdown", - "id": "5e68e884", + "id": "ea087677", "metadata": { "hide-output": false }, @@ -411,7 +411,7 @@ }, { "cell_type": "markdown", - "id": "e8258dd9", + "id": "6c5adfdd", "metadata": {}, "source": [ "We used `n` twice to step forward through the code (one line at a time).\n", @@ -423,7 +423,7 @@ }, { "cell_type": "markdown", - "id": "841f81be", + "id": "03e371b9", "metadata": {}, "source": [ "### Other Useful Magics\n", @@ -442,7 +442,7 @@ }, { "cell_type": "markdown", - "id": "0d038df0", + "id": "7f5eedc2", "metadata": {}, "source": [ "## Handling Errors\n", @@ -480,7 +480,7 @@ }, { "cell_type": "markdown", - "id": "da1d8f14", + "id": "4a829352", "metadata": {}, "source": [ "### Errors in Python\n", @@ -497,7 +497,7 @@ { "cell_type": "code", "execution_count": null, - "id": "6a92dab3", + "id": "0cb5fd23", "metadata": { "hide-output": false }, @@ -508,7 +508,7 @@ }, { "cell_type": "markdown", - "id": "cf5b83b8", + "id": "bd2af6f6", "metadata": {}, "source": [ "Since illegal syntax cannot be executed, a syntax error terminates execution of the program.\n", @@ -519,7 +519,7 @@ { "cell_type": "code", "execution_count": null, - "id": "e4f1a0e9", + "id": "d5517caa", "metadata": { "hide-output": false }, @@ -530,7 +530,7 @@ }, { "cell_type": "markdown", - "id": "0181b48c", + "id": "f30242b5", "metadata": {}, "source": [ "Here’s another" @@ -539,7 +539,7 @@ { "cell_type": "code", "execution_count": null, - "id": "9a44bc92", + "id": "a1cc4193", "metadata": { "hide-output": false }, @@ -550,7 +550,7 @@ }, { "cell_type": "markdown", - "id": "13c5ab71", + "id": "84c159cf", "metadata": {}, "source": [ "And another" @@ -559,7 +559,7 @@ { "cell_type": "code", "execution_count": null, - "id": "b0a0270a", + "id": "6e1fa776", "metadata": { "hide-output": false }, @@ -570,7 +570,7 @@ }, { "cell_type": "markdown", - "id": "1c8fd2ed", + "id": "080cf8e4", "metadata": {}, "source": [ "And another" @@ -579,7 +579,7 @@ { "cell_type": "code", "execution_count": null, - "id": "1eff564c", + "id": "d75d6bd6", "metadata": { "hide-output": false }, @@ -591,7 +591,7 @@ }, { "cell_type": "markdown", - "id": "8a33a2f2", + "id": "583fe65f", "metadata": {}, "source": [ "On each occasion, the interpreter informs us of the error type\n", @@ -604,7 +604,7 @@ }, { "cell_type": "markdown", - "id": "e8332fac", + "id": "ff651870", "metadata": {}, "source": [ "### Assertions\n", @@ -622,7 +622,7 @@ { "cell_type": "code", "execution_count": null, - "id": "e87a2f8d", + "id": "1803449c", "metadata": { "hide-output": false }, @@ -636,7 +636,7 @@ }, { "cell_type": "markdown", - "id": "75e1e765", + "id": "64be403d", "metadata": {}, "source": [ "If we run this with an array of length one, the program will terminate and\n", @@ -646,7 +646,7 @@ { "cell_type": "code", "execution_count": null, - "id": "fb4ef61b", + "id": "f1e151ea", "metadata": { "hide-output": false }, @@ -657,7 +657,7 @@ }, { "cell_type": "markdown", - "id": "5f9fb220", + "id": "a16d769b", "metadata": {}, "source": [ "The advantage is that we can\n", @@ -668,7 +668,7 @@ }, { "cell_type": "markdown", - "id": "defddc26", + "id": "1309acef", "metadata": {}, "source": [ "### Handling Errors During Runtime\n", @@ -685,7 +685,7 @@ }, { "cell_type": "markdown", - "id": "32d25537", + "id": "2e6c6817", "metadata": {}, "source": [ "#### Catching Exceptions\n", @@ -698,7 +698,7 @@ { "cell_type": "code", "execution_count": null, - "id": "f1e88fd5", + "id": "206cc9b5", "metadata": { "hide-output": false }, @@ -714,7 +714,7 @@ }, { "cell_type": "markdown", - "id": "77a6ef0f", + "id": "db5c3b11", "metadata": {}, "source": [ "When we call `f` we get the following output" @@ -723,7 +723,7 @@ { "cell_type": "code", "execution_count": null, - "id": "c75ef57c", + "id": "4897e335", "metadata": { "hide-output": false }, @@ -735,7 +735,7 @@ { "cell_type": "code", "execution_count": null, - "id": "97212c64", + "id": "71209083", "metadata": { "hide-output": false }, @@ -747,7 +747,7 @@ { "cell_type": "code", "execution_count": null, - "id": "73c611db", + "id": "8ec82cdc", "metadata": { "hide-output": false }, @@ -758,7 +758,7 @@ }, { "cell_type": "markdown", - "id": "133a850f", + "id": "99cf39aa", "metadata": {}, "source": [ "The error is caught and execution of the program is not terminated.\n", @@ -771,7 +771,7 @@ { "cell_type": "code", "execution_count": null, - "id": "d3bceefc", + "id": "7c8dad36", "metadata": { "hide-output": false }, @@ -789,7 +789,7 @@ }, { "cell_type": "markdown", - "id": "b52fb36a", + "id": "f7fe5c13", "metadata": {}, "source": [ "Here’s what happens" @@ -798,7 +798,7 @@ { "cell_type": "code", "execution_count": null, - "id": "beb0610d", + "id": "d95a2b75", "metadata": { "hide-output": false }, @@ -810,7 +810,7 @@ { "cell_type": "code", "execution_count": null, - "id": "cbe4edd4", + "id": "9c932241", "metadata": { "hide-output": false }, @@ -822,7 +822,7 @@ { "cell_type": "code", "execution_count": null, - "id": "5d9ea87f", + "id": "a5aec02f", "metadata": { "hide-output": false }, @@ -833,7 +833,7 @@ }, { "cell_type": "markdown", - "id": "f1febb42", + "id": "e0e0a253", "metadata": {}, "source": [ "If we feel lazy we can catch these errors together" @@ -842,7 +842,7 @@ { "cell_type": "code", "execution_count": null, - "id": "04f4fc92", + "id": "f51052e5", "metadata": { "hide-output": false }, @@ -858,7 +858,7 @@ }, { "cell_type": "markdown", - "id": "ab540ffb", + "id": "82692fc9", "metadata": {}, "source": [ "Here’s what happens" @@ -867,7 +867,7 @@ { "cell_type": "code", "execution_count": null, - "id": "57f7b83c", + "id": "10437bd8", "metadata": { "hide-output": false }, @@ -879,7 +879,7 @@ { "cell_type": "code", "execution_count": null, - "id": "3ef807e3", + "id": "b4e93182", "metadata": { "hide-output": false }, @@ -891,7 +891,7 @@ { "cell_type": "code", "execution_count": null, - "id": "6ddf203a", + "id": "8f2d8863", "metadata": { "hide-output": false }, @@ -902,7 +902,7 @@ }, { "cell_type": "markdown", - "id": "2c57c2f0", + "id": "f272b3de", "metadata": {}, "source": [ "In general it’s better to be specific." @@ -910,7 +910,7 @@ }, { "cell_type": "markdown", - "id": "de7194e5", + "id": "7c84c183", "metadata": {}, "source": [ "## Exercises" @@ -918,7 +918,7 @@ }, { "cell_type": "markdown", - "id": "a02feb94", + "id": "9cab4150", "metadata": {}, "source": [ "## Exercise 19.1\n", @@ -928,7 +928,7 @@ }, { "cell_type": "markdown", - "id": "b009485e", + "id": "2ca7d991", "metadata": { "hide-output": false }, @@ -945,7 +945,7 @@ }, { "cell_type": "markdown", - "id": "007818a9", + "id": "ff3ff7af", "metadata": {}, "source": [ "Using `try` – `except`, write a program to read in the contents of the file and sum the numbers, ignoring lines without numbers.\n", @@ -955,7 +955,7 @@ }, { "cell_type": "markdown", - "id": "4046b8b6", + "id": "8d0599ee", "metadata": {}, "source": [ "## Solution to[ Exercise 19.1](https://python-programming.quantecon.org/#debug_ex1)\n", @@ -966,7 +966,7 @@ { "cell_type": "code", "execution_count": null, - "id": "0a7aa24a", + "id": "8ce34b5b", "metadata": { "hide-output": false }, @@ -984,7 +984,7 @@ { "cell_type": "code", "execution_count": null, - "id": "57d5511d", + "id": "fcc2e508", "metadata": { "hide-output": false }, @@ -1006,7 +1006,7 @@ } ], "metadata": { - "date": 1692161969.2951138, + "date": 1695106393.0629497, "filename": "debugging.md", "kernelspec": { "display_name": "Python", diff --git a/_notebooks/functions.ipynb b/_notebooks/functions.ipynb index 759b3cf3..4b0e14b7 100644 --- a/_notebooks/functions.ipynb +++ b/_notebooks/functions.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "markdown", - "id": "9ab79bef", + "id": "92bc1a84", "metadata": {}, "source": [ "\n", @@ -16,7 +16,7 @@ }, { "cell_type": "markdown", - "id": "ae980a6b", + "id": "155c3562", "metadata": {}, "source": [ "# Functions\n", @@ -27,7 +27,7 @@ }, { "cell_type": "markdown", - "id": "37b0f022", + "id": "a5a1be4f", "metadata": {}, "source": [ "## Contents\n", @@ -44,7 +44,7 @@ }, { "cell_type": "markdown", - "id": "c84671f4", + "id": "940cb1a2", "metadata": {}, "source": [ "## Overview\n", @@ -69,7 +69,7 @@ { "cell_type": "code", "execution_count": null, - "id": "7da7c04f", + "id": "f569f2d0", "metadata": { "hide-output": false }, @@ -83,7 +83,7 @@ }, { "cell_type": "markdown", - "id": "068c60fe", + "id": "fa6bf873", "metadata": {}, "source": [ "## Function Basics\n", @@ -97,7 +97,7 @@ }, { "cell_type": "markdown", - "id": "cb1bda58", + "id": "fcec85a4", "metadata": {}, "source": [ "### Built-In Functions\n", @@ -110,7 +110,7 @@ { "cell_type": "code", "execution_count": null, - "id": "c038ea8e", + "id": "3b4c75af", "metadata": { "hide-output": false }, @@ -122,7 +122,7 @@ { "cell_type": "code", "execution_count": null, - "id": "5a3b0ef9", + "id": "079b8009", "metadata": { "hide-output": false }, @@ -134,7 +134,7 @@ { "cell_type": "code", "execution_count": null, - "id": "242fdfc4", + "id": "7f37e29c", "metadata": { "hide-output": false }, @@ -146,7 +146,7 @@ { "cell_type": "code", "execution_count": null, - "id": "78a824ae", + "id": "00798e7d", "metadata": { "hide-output": false }, @@ -157,7 +157,7 @@ }, { "cell_type": "markdown", - "id": "0619ab89", + "id": "5d332842", "metadata": {}, "source": [ "Two more useful built-in functions are `any()` and `all()`" @@ -166,7 +166,7 @@ { "cell_type": "code", "execution_count": null, - "id": "601e32ce", + "id": "6c2a5047", "metadata": { "hide-output": false }, @@ -179,7 +179,7 @@ { "cell_type": "code", "execution_count": null, - "id": "448d9df9", + "id": "ea0c0913", "metadata": { "hide-output": false }, @@ -190,7 +190,7 @@ }, { "cell_type": "markdown", - "id": "e4e8241a", + "id": "c2634ebc", "metadata": {}, "source": [ "The full list of Python built-ins is [here](https://docs.python.org/library/functions.html)." @@ -198,7 +198,7 @@ }, { "cell_type": "markdown", - "id": "743bf998", + "id": "29a5dfc6", "metadata": {}, "source": [ "### Third Party Functions\n", @@ -215,7 +215,7 @@ { "cell_type": "code", "execution_count": null, - "id": "83941710", + "id": "66faf376", "metadata": { "hide-output": false }, @@ -228,7 +228,7 @@ }, { "cell_type": "markdown", - "id": "28d76ea8", + "id": "70bcb29d", "metadata": {}, "source": [ "## Defining Functions\n", @@ -242,7 +242,7 @@ }, { "cell_type": "markdown", - "id": "b3671fa6", + "id": "04bfb9c5", "metadata": {}, "source": [ "### Basic Syntax\n", @@ -254,7 +254,7 @@ { "cell_type": "code", "execution_count": null, - "id": "029fc3d0", + "id": "25b48f3c", "metadata": { "hide-output": false }, @@ -266,7 +266,7 @@ }, { "cell_type": "markdown", - "id": "8dfd3cc9", + "id": "7a95db05", "metadata": {}, "source": [ "Now that we’ve *defined* this function, let’s *call* it and check whether it\n", @@ -276,7 +276,7 @@ { "cell_type": "code", "execution_count": null, - "id": "0a39361d", + "id": "914d8e22", "metadata": { "hide-output": false }, @@ -288,7 +288,7 @@ { "cell_type": "code", "execution_count": null, - "id": "acc12f8e", + "id": "767c64d8", "metadata": { "hide-output": false }, @@ -299,7 +299,7 @@ }, { "cell_type": "markdown", - "id": "8e6749ab", + "id": "ad108d92", "metadata": {}, "source": [ "Here’s a longer function, that computes the absolute value of a given number.\n", @@ -311,7 +311,7 @@ { "cell_type": "code", "execution_count": null, - "id": "43160d00", + "id": "13d80389", "metadata": { "hide-output": false }, @@ -329,7 +329,7 @@ }, { "cell_type": "markdown", - "id": "ed4cefb0", + "id": "52479240", "metadata": {}, "source": [ "Let’s review the syntax here.\n", @@ -348,7 +348,7 @@ { "cell_type": "code", "execution_count": null, - "id": "6457419e", + "id": "3dca9c9d", "metadata": { "hide-output": false }, @@ -360,7 +360,7 @@ }, { "cell_type": "markdown", - "id": "ea1d9e5e", + "id": "19857017", "metadata": {}, "source": [ "Note that a function can have arbitrarily many `return` statements (including zero).\n", @@ -372,7 +372,7 @@ { "cell_type": "code", "execution_count": null, - "id": "f8c9ff73", + "id": "fd69059d", "metadata": { "hide-output": false }, @@ -386,7 +386,7 @@ }, { "cell_type": "markdown", - "id": "c83e6e22", + "id": "69ae2e38", "metadata": {}, "source": [ "Functions without a return statement automatically return the special Python object `None`." @@ -394,7 +394,7 @@ }, { "cell_type": "markdown", - "id": "188767fc", + "id": "7d14577a", "metadata": {}, "source": [ "### Keyword Arguments\n", @@ -406,7 +406,7 @@ }, { "cell_type": "markdown", - "id": "c4b95a34", + "id": "676aa9dd", "metadata": { "hide-output": false }, @@ -418,7 +418,7 @@ }, { "cell_type": "markdown", - "id": "1a00bba6", + "id": "8a704e82", "metadata": {}, "source": [ "In this call to Matplotlib’s `plot` function, notice that the last argument is passed in `name=argument` syntax.\n", @@ -441,7 +441,7 @@ { "cell_type": "code", "execution_count": null, - "id": "5d1d2ee2", + "id": "e45ebe24", "metadata": { "hide-output": false }, @@ -453,7 +453,7 @@ }, { "cell_type": "markdown", - "id": "2a075a48", + "id": "254bb265", "metadata": {}, "source": [ "The keyword argument values we supplied in the definition of `f` become the default values" @@ -462,7 +462,7 @@ { "cell_type": "code", "execution_count": null, - "id": "e361f224", + "id": "f79f186e", "metadata": { "hide-output": false }, @@ -473,7 +473,7 @@ }, { "cell_type": "markdown", - "id": "49357417", + "id": "dfe522eb", "metadata": {}, "source": [ "They can be modified as follows" @@ -482,7 +482,7 @@ { "cell_type": "code", "execution_count": null, - "id": "f053af37", + "id": "5d4f3505", "metadata": { "hide-output": false }, @@ -493,7 +493,7 @@ }, { "cell_type": "markdown", - "id": "57b0b709", + "id": "18070b41", "metadata": {}, "source": [ "### The Flexibility of Python Functions\n", @@ -514,7 +514,7 @@ }, { "cell_type": "markdown", - "id": "f6530ce0", + "id": "b3cd7537", "metadata": {}, "source": [ "### One-Line Functions: `lambda`\n", @@ -529,7 +529,7 @@ { "cell_type": "code", "execution_count": null, - "id": "c15cd4a9", + "id": "5bbd8a4e", "metadata": { "hide-output": false }, @@ -541,7 +541,7 @@ }, { "cell_type": "markdown", - "id": "e19b3faf", + "id": "06954b6b", "metadata": {}, "source": [ "and" @@ -550,7 +550,7 @@ { "cell_type": "code", "execution_count": null, - "id": "d133048a", + "id": "44d0a216", "metadata": { "hide-output": false }, @@ -561,7 +561,7 @@ }, { "cell_type": "markdown", - "id": "db70b3b2", + "id": "b041dbc8", "metadata": {}, "source": [ "are entirely equivalent.\n", @@ -578,7 +578,7 @@ { "cell_type": "code", "execution_count": null, - "id": "34c0baf2", + "id": "cfd45618", "metadata": { "hide-output": false }, @@ -591,7 +591,7 @@ }, { "cell_type": "markdown", - "id": "aa6bb58e", + "id": "626c5230", "metadata": {}, "source": [ "Here the function created by `lambda` is said to be *anonymous* because it was never given a name." @@ -599,7 +599,7 @@ }, { "cell_type": "markdown", - "id": "75c9b47f", + "id": "e4de8dd6", "metadata": {}, "source": [ "### Why Write Functions?\n", @@ -617,7 +617,7 @@ }, { "cell_type": "markdown", - "id": "946bf543", + "id": "df4e2590", "metadata": {}, "source": [ "## Applications" @@ -625,7 +625,7 @@ }, { "cell_type": "markdown", - "id": "8426df36", + "id": "3a5bf423", "metadata": {}, "source": [ "### Random Draws\n", @@ -636,7 +636,7 @@ { "cell_type": "code", "execution_count": null, - "id": "6d620dc1", + "id": "1221a19b", "metadata": { "hide-output": false }, @@ -655,7 +655,7 @@ }, { "cell_type": "markdown", - "id": "0f557848", + "id": "b4ef6c9f", "metadata": {}, "source": [ "We will break this program into two parts:\n", @@ -675,7 +675,7 @@ { "cell_type": "code", "execution_count": null, - "id": "458e0a87", + "id": "19100754", "metadata": { "hide-output": false }, @@ -695,7 +695,7 @@ }, { "cell_type": "markdown", - "id": "3814caa2", + "id": "6d27de9a", "metadata": {}, "source": [ "When the interpreter gets to the expression `generate_data(100)`, it executes the function body with `n` set equal to 100.\n", @@ -705,7 +705,7 @@ }, { "cell_type": "markdown", - "id": "7fa0a790", + "id": "f263b01f", "metadata": {}, "source": [ "### Adding Conditions\n", @@ -725,7 +725,7 @@ { "cell_type": "code", "execution_count": null, - "id": "3c5422dc", + "id": "42676f5b", "metadata": { "hide-output": false }, @@ -748,7 +748,7 @@ }, { "cell_type": "markdown", - "id": "fe65bd09", + "id": "999c66cd", "metadata": {}, "source": [ "Hopefully, the syntax of the if/else clause is self-explanatory, with indentation again delimiting the extent of the code blocks.\n", @@ -774,7 +774,7 @@ { "cell_type": "code", "execution_count": null, - "id": "a414de78", + "id": "eb852731", "metadata": { "hide-output": false }, @@ -794,7 +794,7 @@ }, { "cell_type": "markdown", - "id": "07875401", + "id": "0acb68d1", "metadata": {}, "source": [ "Now, when we call the function `generate_data()`, we pass `np.random.uniform`\n", @@ -813,7 +813,7 @@ { "cell_type": "code", "execution_count": null, - "id": "36469347", + "id": "36ce4bd1", "metadata": { "hide-output": false }, @@ -825,7 +825,7 @@ { "cell_type": "code", "execution_count": null, - "id": "c8fa832b", + "id": "8f65aaa6", "metadata": { "hide-output": false }, @@ -837,7 +837,7 @@ }, { "cell_type": "markdown", - "id": "bcb50fd0", + "id": "d4073393", "metadata": {}, "source": [ "Here we created another name for the built-in function `max()`, which could\n", @@ -853,7 +853,7 @@ }, { "cell_type": "markdown", - "id": "14c34952", + "id": "3e35407d", "metadata": {}, "source": [ "## Recursive Function Calls (Advanced)\n", @@ -880,7 +880,7 @@ { "cell_type": "code", "execution_count": null, - "id": "d2be53c6", + "id": "74104e79", "metadata": { "hide-output": false }, @@ -895,7 +895,7 @@ }, { "cell_type": "markdown", - "id": "c197a423", + "id": "ce08aca4", "metadata": {}, "source": [ "We can also use a recursive solution, as follows" @@ -904,7 +904,7 @@ { "cell_type": "code", "execution_count": null, - "id": "f835c8dd", + "id": "5927d8e3", "metadata": { "hide-output": false }, @@ -919,7 +919,7 @@ }, { "cell_type": "markdown", - "id": "a7d77548", + "id": "79cf98f7", "metadata": {}, "source": [ "What happens here is that each successive call uses it’s own *frame* in the *stack*\n", @@ -939,7 +939,7 @@ }, { "cell_type": "markdown", - "id": "003cc3e7", + "id": "94697359", "metadata": {}, "source": [ "## Exercises" @@ -947,7 +947,7 @@ }, { "cell_type": "markdown", - "id": "ebc53f8a", + "id": "9e3c7f24", "metadata": {}, "source": [ "## Exercise 4.1\n", @@ -979,7 +979,7 @@ }, { "cell_type": "markdown", - "id": "8196336e", + "id": "e638b010", "metadata": {}, "source": [ "## Solution to[ Exercise 4.1](https://python-programming.quantecon.org/#func_ex1)\n", @@ -990,7 +990,7 @@ { "cell_type": "code", "execution_count": null, - "id": "d505d079", + "id": "3a5e3f9a", "metadata": { "hide-output": false }, @@ -1007,7 +1007,7 @@ }, { "cell_type": "markdown", - "id": "23af32b3", + "id": "5c208c68", "metadata": {}, "source": [ "Adding the lambda expression" @@ -1016,7 +1016,7 @@ { "cell_type": "code", "execution_count": null, - "id": "6efd6720", + "id": "f79beab9", "metadata": { "hide-output": false }, @@ -1035,7 +1035,7 @@ { "cell_type": "code", "execution_count": null, - "id": "7ef7fd4d", + "id": "2e160656", "metadata": { "hide-output": false }, @@ -1049,7 +1049,7 @@ { "cell_type": "code", "execution_count": null, - "id": "b2f51c04", + "id": "0c1a710b", "metadata": { "hide-output": false }, @@ -1060,7 +1060,7 @@ }, { "cell_type": "markdown", - "id": "176962f5", + "id": "8cd17d68", "metadata": {}, "source": [ "## Exercise 4.2\n", @@ -1075,7 +1075,7 @@ }, { "cell_type": "markdown", - "id": "8f2e8481", + "id": "e1db9024", "metadata": {}, "source": [ "## Solution to[ Exercise 4.2](https://python-programming.quantecon.org/#func_ex2)\n", @@ -1086,7 +1086,7 @@ { "cell_type": "code", "execution_count": null, - "id": "a939bfde", + "id": "a8705341", "metadata": { "hide-output": false }, @@ -1107,7 +1107,7 @@ }, { "cell_type": "markdown", - "id": "b4ad1e45", + "id": "e3246157", "metadata": {}, "source": [ "## Exercise 4.3\n", @@ -1129,7 +1129,7 @@ }, { "cell_type": "markdown", - "id": "1ce33af5", + "id": "fa53af68", "metadata": {}, "source": [ "## Solution to[ Exercise 4.3](https://python-programming.quantecon.org/#func_ex3)\n", @@ -1140,7 +1140,7 @@ { "cell_type": "code", "execution_count": null, - "id": "b96af449", + "id": "a9c4b208", "metadata": { "hide-output": false }, @@ -1167,7 +1167,7 @@ }, { "cell_type": "markdown", - "id": "343d4911", + "id": "a95c96be", "metadata": {}, "source": [ "Here’s another function for the second random device." @@ -1176,7 +1176,7 @@ { "cell_type": "code", "execution_count": null, - "id": "4c785c56", + "id": "85a3a737", "metadata": { "hide-output": false }, @@ -1201,7 +1201,7 @@ }, { "cell_type": "markdown", - "id": "78d2ed53", + "id": "d7a22d56", "metadata": {}, "source": [ "## Advanced Exercises\n", @@ -1215,7 +1215,7 @@ }, { "cell_type": "markdown", - "id": "a955eba5", + "id": "c2dd6c53", "metadata": {}, "source": [ "## Exercise 4.4\n", @@ -1235,7 +1235,7 @@ }, { "cell_type": "markdown", - "id": "710dd19c", + "id": "17f1ae5d", "metadata": {}, "source": [ "## Solution to[ Exercise 4.4](https://python-programming.quantecon.org/#func_ex4)\n", @@ -1246,7 +1246,7 @@ { "cell_type": "code", "execution_count": null, - "id": "76f971e4", + "id": "be157351", "metadata": { "hide-output": false }, @@ -1263,7 +1263,7 @@ }, { "cell_type": "markdown", - "id": "ce814bef", + "id": "ffdab0c5", "metadata": {}, "source": [ "Let’s test it" @@ -1272,7 +1272,7 @@ { "cell_type": "code", "execution_count": null, - "id": "7e2579b2", + "id": "329324a9", "metadata": { "hide-output": false }, @@ -1283,7 +1283,7 @@ }, { "cell_type": "markdown", - "id": "15ba2017", + "id": "8c9bbd36", "metadata": {}, "source": [ "## Exercise 4.5\n", @@ -1293,7 +1293,7 @@ }, { "cell_type": "markdown", - "id": "dad96a3c", + "id": "3066cea1", "metadata": {}, "source": [ "## Solution to[ Exercise 4.5](https://python-programming.quantecon.org/#func_ex5)\n", @@ -1304,7 +1304,7 @@ { "cell_type": "code", "execution_count": null, - "id": "423ca3dd", + "id": "ba12a2ae", "metadata": { "hide-output": false }, @@ -1319,7 +1319,7 @@ }, { "cell_type": "markdown", - "id": "104eb5ca", + "id": "d95b516c", "metadata": {}, "source": [ "Here’s a simplified solution" @@ -1328,7 +1328,7 @@ { "cell_type": "code", "execution_count": null, - "id": "cb3c5df7", + "id": "69db37f7", "metadata": { "hide-output": false }, @@ -1340,7 +1340,7 @@ }, { "cell_type": "markdown", - "id": "59592a84", + "id": "772ffb93", "metadata": {}, "source": [ "Let’s test them" @@ -1349,7 +1349,7 @@ { "cell_type": "code", "execution_count": null, - "id": "379fbff3", + "id": "8490c18e", "metadata": { "hide-output": false }, @@ -1361,7 +1361,7 @@ { "cell_type": "code", "execution_count": null, - "id": "9f39964c", + "id": "ee57de87", "metadata": { "hide-output": false }, @@ -1372,7 +1372,7 @@ } ], "metadata": { - "date": 1692161969.3682108, + "date": 1695106393.3396235, "filename": "functions.md", "kernelspec": { "display_name": "Python", diff --git a/_notebooks/getting_started.ipynb b/_notebooks/getting_started.ipynb index 19fdbb4c..18f5a166 100644 --- a/_notebooks/getting_started.ipynb +++ b/_notebooks/getting_started.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "markdown", - "id": "cb8eb227", + "id": "97779810", "metadata": {}, "source": [ "\n", @@ -16,7 +16,7 @@ }, { "cell_type": "markdown", - "id": "faeaf4e2", + "id": "3677d1df", "metadata": {}, "source": [ "# Getting Started\n", @@ -27,7 +27,7 @@ }, { "cell_type": "markdown", - "id": "52f9db9a", + "id": "ae0aa089", "metadata": {}, "source": [ "## Contents\n", @@ -44,7 +44,7 @@ }, { "cell_type": "markdown", - "id": "b5b49f57", + "id": "fbe01f41", "metadata": {}, "source": [ "## Overview\n", @@ -60,7 +60,7 @@ }, { "cell_type": "markdown", - "id": "011afab6", + "id": "4e8358ac", "metadata": {}, "source": [ "## Python in the Cloud\n", @@ -96,7 +96,7 @@ }, { "cell_type": "markdown", - "id": "711b39c4", + "id": "976ce57f", "metadata": {}, "source": [ "## Local Install\n", @@ -111,7 +111,7 @@ }, { "cell_type": "markdown", - "id": "83409e8b", + "id": "3f835afc", "metadata": {}, "source": [ "### The Anaconda Distribution\n", @@ -150,7 +150,7 @@ }, { "cell_type": "markdown", - "id": "f881d135", + "id": "b54034c3", "metadata": {}, "source": [ "### Installing Anaconda\n", @@ -168,7 +168,7 @@ }, { "cell_type": "markdown", - "id": "cbe39e25", + "id": "9e62a799", "metadata": {}, "source": [ "### Updating Anaconda\n", @@ -191,7 +191,7 @@ }, { "cell_type": "markdown", - "id": "0b3a5dd0", + "id": "bb0c10ea", "metadata": {}, "source": [ "## Jupyter Notebooks\n", @@ -227,7 +227,7 @@ }, { "cell_type": "markdown", - "id": "c5429f03", + "id": "4bfd3305", "metadata": {}, "source": [ "### Starting the Jupyter Notebook\n", @@ -277,7 +277,7 @@ }, { "cell_type": "markdown", - "id": "fde323d7", + "id": "b48a2ef1", "metadata": {}, "source": [ "### Notebook Basics\n", @@ -289,7 +289,7 @@ }, { "cell_type": "markdown", - "id": "852251bf", + "id": "40b21664", "metadata": {}, "source": [ "#### Running Cells\n", @@ -312,7 +312,7 @@ }, { "cell_type": "markdown", - "id": "417b9f53", + "id": "56e121fa", "metadata": {}, "source": [ "#### Modal Editing\n", @@ -342,7 +342,7 @@ }, { "cell_type": "markdown", - "id": "d6764da0", + "id": "c40e75cf", "metadata": {}, "source": [ "#### Inserting Unicode (e.g., Greek Letters)\n", @@ -357,7 +357,7 @@ }, { "cell_type": "markdown", - "id": "f330d86f", + "id": "2f292a2d", "metadata": {}, "source": [ "#### A Test Program\n", @@ -372,7 +372,7 @@ { "cell_type": "code", "execution_count": null, - "id": "ca33cf80", + "id": "4597a9d8", "metadata": { "hide-output": false }, @@ -401,7 +401,7 @@ }, { "cell_type": "markdown", - "id": "d2a59849", + "id": "005ef07a", "metadata": {}, "source": [ "Don’t worry about the details for now — let’s just run it and see what happens.\n", @@ -413,7 +413,7 @@ }, { "cell_type": "markdown", - "id": "fa53ba52", + "id": "ad82078b", "metadata": {}, "source": [ "### Working with the Notebook\n", @@ -423,7 +423,7 @@ }, { "cell_type": "markdown", - "id": "fb351b43", + "id": "a68d32f8", "metadata": {}, "source": [ "#### Tab Completion\n", @@ -455,7 +455,7 @@ }, { "cell_type": "markdown", - "id": "9f644cb6", + "id": "b14c2f05", "metadata": {}, "source": [ "#### On-Line Help\n", @@ -476,7 +476,7 @@ }, { "cell_type": "markdown", - "id": "42af3ebd", + "id": "2c705cb0", "metadata": {}, "source": [ "#### Other Content\n", @@ -500,7 +500,7 @@ }, { "cell_type": "markdown", - "id": "ecaa6f95", + "id": "b38030ac", "metadata": {}, "source": [ "### Sharing Notebooks\n", @@ -520,7 +520,7 @@ }, { "cell_type": "markdown", - "id": "ad07ac31", + "id": "9ec75000", "metadata": {}, "source": [ "### QuantEcon Notes\n", @@ -534,7 +534,7 @@ }, { "cell_type": "markdown", - "id": "d9cc5a84", + "id": "b91ae095", "metadata": {}, "source": [ "## Installing Libraries\n", @@ -555,7 +555,7 @@ }, { "cell_type": "markdown", - "id": "58434e91", + "id": "8cc42462", "metadata": { "hide-output": false }, @@ -567,7 +567,7 @@ }, { "cell_type": "markdown", - "id": "182a544b", + "id": "640b92f0", "metadata": {}, "source": [ "into a cell.\n", @@ -577,7 +577,7 @@ }, { "cell_type": "markdown", - "id": "a6d1cfa6", + "id": "394e1b5a", "metadata": { "hide-output": false }, @@ -589,7 +589,7 @@ }, { "cell_type": "markdown", - "id": "8c6dd1f5", + "id": "37b1bcee", "metadata": {}, "source": [ "More instructions can be found on the [library page](http://quantecon.org/quantecon-py).\n", @@ -599,7 +599,7 @@ }, { "cell_type": "markdown", - "id": "f8ac64dd", + "id": "51f910a5", "metadata": { "hide-output": false }, @@ -611,7 +611,7 @@ }, { "cell_type": "markdown", - "id": "aff4a497", + "id": "6942015c", "metadata": {}, "source": [ "Another library we will be using is [interpolation.py](https://github.com/EconForge/interpolation.py).\n", @@ -621,7 +621,7 @@ }, { "cell_type": "markdown", - "id": "01b01dd6", + "id": "46710c62", "metadata": { "hide-output": false }, @@ -633,7 +633,7 @@ }, { "cell_type": "markdown", - "id": "3d84f67f", + "id": "a9ee4267", "metadata": {}, "source": [ "## Working with Python Files\n", @@ -653,7 +653,7 @@ { "cell_type": "code", "execution_count": null, - "id": "f2e148ea", + "id": "d08441fe", "metadata": { "hide-output": false }, @@ -666,7 +666,7 @@ }, { "cell_type": "markdown", - "id": "fe39bec6", + "id": "cee89555", "metadata": {}, "source": [ "This writes the line `print(\"foobar\")` into a file called `foo.py` in the local directory.\n", @@ -676,7 +676,7 @@ }, { "cell_type": "markdown", - "id": "51d946a9", + "id": "db0e11ea", "metadata": {}, "source": [ "### Editing and Execution\n", @@ -690,7 +690,7 @@ }, { "cell_type": "markdown", - "id": "0179f988", + "id": "e5818aa7", "metadata": {}, "source": [ "#### Option 1: JupyterLab\n", @@ -710,7 +710,7 @@ }, { "cell_type": "markdown", - "id": "0c9bd20e", + "id": "5688da34", "metadata": {}, "source": [ "#### Option 2: Using a Text Editor\n", @@ -737,7 +737,7 @@ }, { "cell_type": "markdown", - "id": "c72fbf31", + "id": "750f5335", "metadata": {}, "source": [ "## Exercises" @@ -745,7 +745,7 @@ }, { "cell_type": "markdown", - "id": "9e7d362d", + "id": "85a41d67", "metadata": {}, "source": [ "## Exercise 2.1\n", @@ -774,7 +774,7 @@ }, { "cell_type": "markdown", - "id": "a852d2af", + "id": "68a8bdd4", "metadata": {}, "source": [ "## Exercise 2.2\n", @@ -816,7 +816,7 @@ }, { "cell_type": "markdown", - "id": "8cfcceb5", + "id": "906c70d0", "metadata": { "hide-output": false }, @@ -828,7 +828,7 @@ }, { "cell_type": "markdown", - "id": "3b58afa3", + "id": "6a479024", "metadata": {}, "source": [ "(This is just `git clone` in front of the URL for the repository)\n", @@ -854,7 +854,7 @@ } ], "metadata": { - "date": 1692161969.4200602, + "date": 1695106393.3855402, "filename": "getting_started.md", "kernelspec": { "display_name": "Python", diff --git a/_notebooks/intro.ipynb b/_notebooks/intro.ipynb index ef9fcadb..7246425e 100644 --- a/_notebooks/intro.ipynb +++ b/_notebooks/intro.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "markdown", - "id": "206e2ff5", + "id": "9b08001f", "metadata": {}, "source": [ "# Python Programming for Economics and Finance\n", @@ -15,7 +15,7 @@ }, { "cell_type": "markdown", - "id": "9afe0f89", + "id": "86bdb309", "metadata": {}, "source": [ "# Introduction to Python\n", @@ -31,7 +31,7 @@ }, { "cell_type": "markdown", - "id": "c3fdfa87", + "id": "7c543e9f", "metadata": {}, "source": [ "# The Scientific Libraries\n", @@ -46,7 +46,7 @@ }, { "cell_type": "markdown", - "id": "0a33a1dc", + "id": "02ef5ddc", "metadata": {}, "source": [ "# High Performance Computing\n", @@ -58,7 +58,7 @@ }, { "cell_type": "markdown", - "id": "8d62f0ff", + "id": "fd7608b0", "metadata": {}, "source": [ "# Advanced Python Programming\n", @@ -70,7 +70,7 @@ }, { "cell_type": "markdown", - "id": "8ac93e63", + "id": "8b441bcb", "metadata": {}, "source": [ "# Other\n", @@ -81,7 +81,7 @@ } ], "metadata": { - "date": 1692161969.446152, + "date": 1695106393.4091206, "filename": "intro.md", "kernelspec": { "display_name": "Python", diff --git a/_notebooks/jax_intro.ipynb b/_notebooks/jax_intro.ipynb index 6fd28af5..14dfcdab 100644 --- a/_notebooks/jax_intro.ipynb +++ b/_notebooks/jax_intro.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "markdown", - "id": "0fcf24c9", + "id": "67b53669", "metadata": {}, "source": [ "# JAX" @@ -10,7 +10,7 @@ }, { "cell_type": "markdown", - "id": "a4892958", + "id": "b7c5107b", "metadata": {}, "source": [ "# New website\n", @@ -22,7 +22,7 @@ } ], "metadata": { - "date": 1692161969.4493325, + "date": 1695106393.4122314, "filename": "jax_intro.md", "kernelspec": { "display_name": "Python", diff --git a/_notebooks/matplotlib.ipynb b/_notebooks/matplotlib.ipynb index ebf2eb79..81b8345c 100644 --- a/_notebooks/matplotlib.ipynb +++ b/_notebooks/matplotlib.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "markdown", - "id": "b4c14d95", + "id": "f176879a", "metadata": {}, "source": [ "\n", @@ -16,7 +16,7 @@ }, { "cell_type": "markdown", - "id": "1278f612", + "id": "b97699d2", "metadata": {}, "source": [ "# Matplotlib\n", @@ -27,7 +27,7 @@ }, { "cell_type": "markdown", - "id": "c2d4091b", + "id": "c5d0ac6b", "metadata": {}, "source": [ "## Contents\n", @@ -42,7 +42,7 @@ }, { "cell_type": "markdown", - "id": "e51d0ef1", + "id": "014eb642", "metadata": {}, "source": [ "## Overview\n", @@ -60,7 +60,7 @@ }, { "cell_type": "markdown", - "id": "8d2fa2e3", + "id": "68542880", "metadata": {}, "source": [ "### Matplotlib’s Split Personality\n", @@ -78,7 +78,7 @@ }, { "cell_type": "markdown", - "id": "7b4046d4", + "id": "e164df73", "metadata": {}, "source": [ "## The APIs\n", @@ -89,7 +89,7 @@ }, { "cell_type": "markdown", - "id": "98fc2474", + "id": "ef126e75", "metadata": {}, "source": [ "### The MATLAB-style API\n", @@ -100,7 +100,7 @@ { "cell_type": "code", "execution_count": null, - "id": "ffc07de2", + "id": "1a9eee27", "metadata": { "hide-output": false }, @@ -120,7 +120,7 @@ }, { "cell_type": "markdown", - "id": "6ab0c864", + "id": "b07f2762", "metadata": {}, "source": [ "This is simple and convenient, but also somewhat limited and un-Pythonic.\n", @@ -134,7 +134,7 @@ }, { "cell_type": "markdown", - "id": "2611c6f7", + "id": "5e11a95f", "metadata": {}, "source": [ "### The Object-Oriented API\n", @@ -145,7 +145,7 @@ { "cell_type": "code", "execution_count": null, - "id": "7b1defdb", + "id": "1c8ddd12", "metadata": { "hide-output": false }, @@ -158,7 +158,7 @@ }, { "cell_type": "markdown", - "id": "d40bb7cf", + "id": "9140642b", "metadata": {}, "source": [ "Here the call `fig, ax = plt.subplots()` returns a pair, where\n", @@ -176,7 +176,7 @@ }, { "cell_type": "markdown", - "id": "9a1f3c90", + "id": "95fd94d2", "metadata": {}, "source": [ "### Tweaks\n", @@ -187,7 +187,7 @@ { "cell_type": "code", "execution_count": null, - "id": "3580c338", + "id": "3e8596b2", "metadata": { "hide-output": false }, @@ -201,7 +201,7 @@ }, { "cell_type": "markdown", - "id": "b7b531e1", + "id": "6e6cfe4d", "metadata": {}, "source": [ "We’ve also used `alpha` to make the line slightly transparent—which makes it look smoother.\n", @@ -212,7 +212,7 @@ { "cell_type": "code", "execution_count": null, - "id": "c46913aa", + "id": "b8f70eea", "metadata": { "hide-output": false }, @@ -226,7 +226,7 @@ }, { "cell_type": "markdown", - "id": "78381273", + "id": "1a5a89eb", "metadata": {}, "source": [ "If everything is properly configured, then adding LaTeX is trivial" @@ -235,7 +235,7 @@ { "cell_type": "code", "execution_count": null, - "id": "e218f333", + "id": "fb85a2fa", "metadata": { "hide-output": false }, @@ -249,7 +249,7 @@ }, { "cell_type": "markdown", - "id": "1d358270", + "id": "98a95786", "metadata": {}, "source": [ "Controlling the ticks, adding titles and so on is also straightforward" @@ -258,7 +258,7 @@ { "cell_type": "code", "execution_count": null, - "id": "3b5894a9", + "id": "ae5d64dd", "metadata": { "hide-output": false }, @@ -274,7 +274,7 @@ }, { "cell_type": "markdown", - "id": "3ff2811d", + "id": "d3d7d3da", "metadata": {}, "source": [ "## More Features\n", @@ -287,7 +287,7 @@ }, { "cell_type": "markdown", - "id": "d9cda0fe", + "id": "204719f0", "metadata": {}, "source": [ "### Multiple Plots on One Axis\n", @@ -302,7 +302,7 @@ { "cell_type": "code", "execution_count": null, - "id": "e06c137c", + "id": "d1589b64", "metadata": { "hide-output": false }, @@ -324,7 +324,7 @@ }, { "cell_type": "markdown", - "id": "90171f35", + "id": "a7545a4a", "metadata": {}, "source": [ "### Multiple Subplots\n", @@ -339,7 +339,7 @@ { "cell_type": "code", "execution_count": null, - "id": "544fdfb7", + "id": "86a4ab1d", "metadata": { "hide-output": false }, @@ -359,7 +359,7 @@ }, { "cell_type": "markdown", - "id": "cbcce3b3", + "id": "1aa43740", "metadata": {}, "source": [ "### 3D Plots\n", @@ -372,7 +372,7 @@ { "cell_type": "code", "execution_count": null, - "id": "dbf40966", + "id": "522b7f45", "metadata": { "hide-output": false }, @@ -404,7 +404,7 @@ }, { "cell_type": "markdown", - "id": "d9f218b3", + "id": "a336da0c", "metadata": {}, "source": [ "### A Customizing Function\n", @@ -421,7 +421,7 @@ { "cell_type": "code", "execution_count": null, - "id": "4824e364", + "id": "a9354ed2", "metadata": { "hide-output": false }, @@ -451,7 +451,7 @@ }, { "cell_type": "markdown", - "id": "2b3d548f", + "id": "1ccf526e", "metadata": {}, "source": [ "The custom `subplots` function\n", @@ -463,7 +463,7 @@ }, { "cell_type": "markdown", - "id": "13d59398", + "id": "8da01abb", "metadata": {}, "source": [ "### Style Sheets\n", @@ -478,7 +478,7 @@ { "cell_type": "code", "execution_count": null, - "id": "9be2d79c", + "id": "1da89e9d", "metadata": { "hide-output": false }, @@ -489,7 +489,7 @@ }, { "cell_type": "markdown", - "id": "2994fc27", + "id": "f0ad0b5b", "metadata": {}, "source": [ "We can now use the `plt.style.use()` method to set the style sheet.\n", @@ -500,7 +500,7 @@ { "cell_type": "code", "execution_count": null, - "id": "b77014ed", + "id": "128e39a0", "metadata": { "hide-output": false }, @@ -538,13 +538,14 @@ " # and a line graph with random Y values\n", " axes[3].plot(x, rnormY, linewidth=2, alpha=0.7)\n", "\n", - " plt.suptitle(f'Style: {style}', fontsize=13)\n", + " style_name = style.split('-')[0]\n", + " plt.suptitle(f'Style: {style_name}', fontsize=13)\n", " plt.show()" ] }, { "cell_type": "markdown", - "id": "d50bdfb3", + "id": "b717d8b4", "metadata": {}, "source": [ "Let’s see what some of the styles look like.\n", @@ -555,18 +556,18 @@ { "cell_type": "code", "execution_count": null, - "id": "1064bc80", + "id": "4391948c", "metadata": { "hide-output": false }, "outputs": [], "source": [ - "draw_graphs(style='seaborn')" + "draw_graphs(style='seaborn-v0_8')" ] }, { "cell_type": "markdown", - "id": "34d8d3f2", + "id": "2f090d9b", "metadata": {}, "source": [ "We can use `grayscale` to remove colors in plots" @@ -575,7 +576,7 @@ { "cell_type": "code", "execution_count": null, - "id": "6fd2b64c", + "id": "8090be48", "metadata": { "hide-output": false }, @@ -586,7 +587,7 @@ }, { "cell_type": "markdown", - "id": "6dcd5f81", + "id": "39f766a8", "metadata": {}, "source": [ "Here is what `ggplot` looks like" @@ -595,7 +596,7 @@ { "cell_type": "code", "execution_count": null, - "id": "4dafca25", + "id": "fd82f463", "metadata": { "hide-output": false }, @@ -606,7 +607,7 @@ }, { "cell_type": "markdown", - "id": "0b5122ae", + "id": "c0bacc6d", "metadata": {}, "source": [ "We can also use the style `dark_background`" @@ -615,7 +616,7 @@ { "cell_type": "code", "execution_count": null, - "id": "49ee0fb0", + "id": "1bb488d9", "metadata": { "hide-output": false }, @@ -626,7 +627,7 @@ }, { "cell_type": "markdown", - "id": "82d98666", + "id": "26ccbcb3", "metadata": {}, "source": [ "You can use the function to experiment with other styles in the list.\n", @@ -639,7 +640,7 @@ { "cell_type": "code", "execution_count": null, - "id": "8602878c", + "id": "3012a216", "metadata": { "hide-output": false }, @@ -650,7 +651,7 @@ }, { "cell_type": "markdown", - "id": "ea2eecef", + "id": "6d3d99cc", "metadata": {}, "source": [ "There are many parameters you could set for your style sheets.\n", @@ -667,7 +668,7 @@ { "cell_type": "code", "execution_count": null, - "id": "e7b2d916", + "id": "b5ce0196", "metadata": { "hide-output": false }, @@ -708,7 +709,7 @@ }, { "cell_type": "markdown", - "id": "3a14ef03", + "id": "60f81cbc", "metadata": {}, "source": [ ">**Note**\n", @@ -721,7 +722,7 @@ { "cell_type": "code", "execution_count": null, - "id": "37c2d27e", + "id": "9c689acf", "metadata": { "hide-output": false }, @@ -740,7 +741,7 @@ }, { "cell_type": "markdown", - "id": "daa95863", + "id": "92630a70", "metadata": {}, "source": [ "Apply the `default` style sheet again to change your style back to default" @@ -749,7 +750,7 @@ { "cell_type": "code", "execution_count": null, - "id": "1c99cd42", + "id": "0901be08", "metadata": { "hide-output": false }, @@ -763,7 +764,7 @@ }, { "cell_type": "markdown", - "id": "0f4fe7d2", + "id": "66ee7261", "metadata": {}, "source": [ "Here are [more examples](https://www.datafantic.com/the-magic-of-matplotlib-stylesheets/) on how to change these parameters." @@ -771,7 +772,7 @@ }, { "cell_type": "markdown", - "id": "47a9e0e3", + "id": "07eea793", "metadata": {}, "source": [ "## Further Reading\n", @@ -785,7 +786,7 @@ }, { "cell_type": "markdown", - "id": "d2867618", + "id": "6e33c9a7", "metadata": {}, "source": [ "## Exercises" @@ -793,7 +794,7 @@ }, { "cell_type": "markdown", - "id": "011e451b", + "id": "f5c1e4ae", "metadata": {}, "source": [ "## Exercise 10.1\n", @@ -815,7 +816,7 @@ }, { "cell_type": "markdown", - "id": "eb2ada96", + "id": "351a7a7e", "metadata": {}, "source": [ "## Solution to[ Exercise 10.1](https://python-programming.quantecon.org/#mpl_ex1)\n", @@ -826,7 +827,7 @@ { "cell_type": "code", "execution_count": null, - "id": "7354f37e", + "id": "de471a52", "metadata": { "hide-output": false }, @@ -847,7 +848,7 @@ } ], "metadata": { - "date": 1692161969.4840844, + "date": 1695106393.4423416, "filename": "matplotlib.md", "kernelspec": { "display_name": "Python", diff --git a/_notebooks/need_for_speed.ipynb b/_notebooks/need_for_speed.ipynb index 72da9cdc..29fc6b20 100644 --- a/_notebooks/need_for_speed.ipynb +++ b/_notebooks/need_for_speed.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "markdown", - "id": "79223db9", + "id": "a5aa0aba", "metadata": {}, "source": [ "\n", @@ -16,7 +16,7 @@ }, { "cell_type": "markdown", - "id": "13bcf391", + "id": "c1b22b5a", "metadata": {}, "source": [ "# Python for Scientific Computing" @@ -24,7 +24,7 @@ }, { "cell_type": "markdown", - "id": "51acd651", + "id": "7e91c77e", "metadata": {}, "source": [ "## Contents\n", @@ -39,7 +39,7 @@ }, { "cell_type": "markdown", - "id": "390f1fb1", + "id": "81eea6f2", "metadata": {}, "source": [ "> “We should forget about small efficiencies, say about 97% of the time:\n", @@ -48,7 +48,7 @@ }, { "cell_type": "markdown", - "id": "ded0a0e2", + "id": "7c4507f6", "metadata": {}, "source": [ "## Overview\n", @@ -78,7 +78,7 @@ { "cell_type": "code", "execution_count": null, - "id": "18d59b8c", + "id": "94d847d7", "metadata": { "hide-output": false }, @@ -89,7 +89,7 @@ }, { "cell_type": "markdown", - "id": "73e9c8a8", + "id": "d4275d9b", "metadata": {}, "source": [ "## Scientific Libraries\n", @@ -100,7 +100,7 @@ }, { "cell_type": "markdown", - "id": "cd0a9a6a", + "id": "b167570a", "metadata": {}, "source": [ "### The Role of Scientific Libraries\n", @@ -125,7 +125,7 @@ }, { "cell_type": "markdown", - "id": "8b2d42d1", + "id": "f3bd38d6", "metadata": {}, "source": [ "### Python’s Scientific Ecosystem\n", @@ -162,7 +162,7 @@ }, { "cell_type": "markdown", - "id": "280c84ad", + "id": "e5294719", "metadata": {}, "source": [ "## The Need for Speed\n", @@ -202,7 +202,7 @@ }, { "cell_type": "markdown", - "id": "99478016", + "id": "22bfb819", "metadata": {}, "source": [ "### Where are the Bottlenecks?\n", @@ -215,7 +215,7 @@ }, { "cell_type": "markdown", - "id": "f877c2bb", + "id": "5b6c31c4", "metadata": {}, "source": [ "#### Dynamic Typing\n", @@ -228,7 +228,7 @@ { "cell_type": "code", "execution_count": null, - "id": "148020f0", + "id": "b9de5d4f", "metadata": { "hide-output": false }, @@ -240,7 +240,7 @@ }, { "cell_type": "markdown", - "id": "378fa176", + "id": "3f4aaa41", "metadata": {}, "source": [ "Even for this simple operation, the Python interpreter has a fair bit of work to do.\n", @@ -254,7 +254,7 @@ { "cell_type": "code", "execution_count": null, - "id": "e6f4a685", + "id": "10976b04", "metadata": { "hide-output": false }, @@ -266,7 +266,7 @@ }, { "cell_type": "markdown", - "id": "04cbb700", + "id": "a55e7404", "metadata": {}, "source": [ "If `a` and `b` are lists, then `a + b` requires list concatenation" @@ -275,7 +275,7 @@ { "cell_type": "code", "execution_count": null, - "id": "4c31a1c5", + "id": "e2ff0f0e", "metadata": { "hide-output": false }, @@ -287,7 +287,7 @@ }, { "cell_type": "markdown", - "id": "b7bc62aa", + "id": "522e788f", "metadata": {}, "source": [ "(We say that the operator `+` is *overloaded* — its action depends on the\n", @@ -300,7 +300,7 @@ }, { "cell_type": "markdown", - "id": "0630ec2a", + "id": "74311181", "metadata": {}, "source": [ "#### Static Types\n", @@ -314,7 +314,7 @@ }, { "cell_type": "markdown", - "id": "65f335c7", + "id": "66f4a06c", "metadata": { "hide-output": false }, @@ -336,7 +336,7 @@ }, { "cell_type": "markdown", - "id": "56127464", + "id": "34a42821", "metadata": {}, "source": [ "The variables `i` and `sum` are explicitly declared to be integers.\n", @@ -346,7 +346,7 @@ }, { "cell_type": "markdown", - "id": "112203ab", + "id": "89760442", "metadata": {}, "source": [ "### Data Access\n", @@ -358,7 +358,7 @@ }, { "cell_type": "markdown", - "id": "e0f0221c", + "id": "f6ebd36e", "metadata": {}, "source": [ "#### Summing with Compiled Code\n", @@ -386,7 +386,7 @@ }, { "cell_type": "markdown", - "id": "805948da", + "id": "64c709b9", "metadata": {}, "source": [ "#### Summing in Pure Python\n", @@ -408,7 +408,7 @@ }, { "cell_type": "markdown", - "id": "422aa332", + "id": "a5c1063e", "metadata": {}, "source": [ "## Vectorization\n", @@ -435,7 +435,7 @@ }, { "cell_type": "markdown", - "id": "a89f36fd", + "id": "f6027a44", "metadata": {}, "source": [ "### Operations on Arrays\n", @@ -448,7 +448,7 @@ { "cell_type": "code", "execution_count": null, - "id": "9afd65b5", + "id": "c3604c45", "metadata": { "hide-output": false }, @@ -461,7 +461,7 @@ }, { "cell_type": "markdown", - "id": "9a468611", + "id": "c6368668", "metadata": {}, "source": [ "Next let’s try some non-vectorized code, which uses a native Python loop to generate,\n", @@ -471,7 +471,7 @@ { "cell_type": "code", "execution_count": null, - "id": "45f63232", + "id": "759364a8", "metadata": { "hide-output": false }, @@ -483,7 +483,7 @@ { "cell_type": "code", "execution_count": null, - "id": "2bcf9822", + "id": "c61f7a84", "metadata": { "hide-output": false }, @@ -499,7 +499,7 @@ }, { "cell_type": "markdown", - "id": "49a46e33", + "id": "2e5eee5f", "metadata": {}, "source": [ "The following vectorized code achieves the same thing." @@ -508,7 +508,7 @@ { "cell_type": "code", "execution_count": null, - "id": "03a226f6", + "id": "f6278710", "metadata": { "hide-output": false }, @@ -522,7 +522,7 @@ }, { "cell_type": "markdown", - "id": "f4033564", + "id": "400e3b6e", "metadata": {}, "source": [ "As you can see, the second code block runs much faster. Why?\n", @@ -552,7 +552,7 @@ }, { "cell_type": "markdown", - "id": "1f0adca1", + "id": "c2cfe5fd", "metadata": {}, "source": [ "### Universal Functions\n", @@ -573,7 +573,7 @@ { "cell_type": "code", "execution_count": null, - "id": "ccc7fb59", + "id": "2f674353", "metadata": { "hide-output": false }, @@ -585,7 +585,7 @@ { "cell_type": "code", "execution_count": null, - "id": "7dccf387", + "id": "2c43b3e3", "metadata": { "hide-output": false }, @@ -596,7 +596,7 @@ }, { "cell_type": "markdown", - "id": "dba88621", + "id": "40250986", "metadata": {}, "source": [ "By exploiting ufuncs, many operations can be vectorized.\n", @@ -618,7 +618,7 @@ { "cell_type": "code", "execution_count": null, - "id": "d19041d3", + "id": "5d83c649", "metadata": { "hide-output": false }, @@ -653,7 +653,7 @@ }, { "cell_type": "markdown", - "id": "f07b6358", + "id": "53caeaea", "metadata": {}, "source": [ "To maximize it, we’re going to use a naive grid search:\n", @@ -668,7 +668,7 @@ { "cell_type": "code", "execution_count": null, - "id": "bb415255", + "id": "0c2a79e5", "metadata": { "hide-output": false }, @@ -679,7 +679,7 @@ }, { "cell_type": "markdown", - "id": "8d42e04f", + "id": "6762db13", "metadata": {}, "source": [ "Here’s a non-vectorized version that uses Python loops." @@ -688,7 +688,7 @@ { "cell_type": "code", "execution_count": null, - "id": "89833ab0", + "id": "c433ce46", "metadata": { "hide-output": false }, @@ -707,7 +707,7 @@ }, { "cell_type": "markdown", - "id": "9fa7a9d5", + "id": "76e02061", "metadata": {}, "source": [ "And here’s a vectorized version" @@ -716,7 +716,7 @@ { "cell_type": "code", "execution_count": null, - "id": "de4804a0", + "id": "35d2b01d", "metadata": { "hide-output": false }, @@ -730,7 +730,7 @@ }, { "cell_type": "markdown", - "id": "adae96f9", + "id": "aa44391d", "metadata": {}, "source": [ "In the vectorized version, all the looping takes place in compiled code.\n", @@ -745,7 +745,7 @@ }, { "cell_type": "markdown", - "id": "ed23deed", + "id": "490272fa", "metadata": {}, "source": [ "## Beyond Vectorization\n", @@ -780,7 +780,7 @@ } ], "metadata": { - "date": 1692161969.5226712, + "date": 1695106393.477121, "filename": "need_for_speed.md", "kernelspec": { "display_name": "Python", diff --git a/_notebooks/numba.ipynb b/_notebooks/numba.ipynb index fbf56e15..9a4ea02d 100644 --- a/_notebooks/numba.ipynb +++ b/_notebooks/numba.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "markdown", - "id": "2903ffb5", + "id": "1121057d", "metadata": {}, "source": [ "\n", @@ -16,7 +16,7 @@ }, { "cell_type": "markdown", - "id": "d3d58dbf", + "id": "5e0739a2", "metadata": {}, "source": [ "# Numba" @@ -24,7 +24,7 @@ }, { "cell_type": "markdown", - "id": "530df853", + "id": "3f306f8b", "metadata": {}, "source": [ "## Contents\n", @@ -41,7 +41,7 @@ }, { "cell_type": "markdown", - "id": "4584d7f8", + "id": "6b70759b", "metadata": {}, "source": [ "In addition to what’s in Anaconda, this lecture will need the following libraries:" @@ -50,7 +50,7 @@ { "cell_type": "code", "execution_count": null, - "id": "5c0f7575", + "id": "5fc8244d", "metadata": { "hide-output": false }, @@ -61,7 +61,7 @@ }, { "cell_type": "markdown", - "id": "cfe1e24e", + "id": "57fddb95", "metadata": {}, "source": [ "Please also make sure that you have the latest version of Anaconda, since old\n", @@ -73,7 +73,7 @@ { "cell_type": "code", "execution_count": null, - "id": "b4aec7da", + "id": "4b502ae3", "metadata": { "hide-output": false }, @@ -88,7 +88,7 @@ }, { "cell_type": "markdown", - "id": "4124c88a", + "id": "f627888e", "metadata": {}, "source": [ "## Overview\n", @@ -127,7 +127,7 @@ }, { "cell_type": "markdown", - "id": "989adf23", + "id": "17c6c478", "metadata": {}, "source": [ "## Compiling Functions\n", @@ -143,7 +143,7 @@ }, { "cell_type": "markdown", - "id": "a8687133", + "id": "ec00e190", "metadata": {}, "source": [ "### An Example\n", @@ -162,7 +162,7 @@ { "cell_type": "code", "execution_count": null, - "id": "9ed126e4", + "id": "a20c1475", "metadata": { "hide-output": false }, @@ -173,7 +173,7 @@ }, { "cell_type": "markdown", - "id": "f2bd1488", + "id": "937284ae", "metadata": {}, "source": [ "Here’s the plot of a typical trajectory, starting from $ x_0 = 0.1 $, with $ t $ on the x-axis" @@ -182,7 +182,7 @@ { "cell_type": "code", "execution_count": null, - "id": "9c458e37", + "id": "930a119d", "metadata": { "hide-output": false }, @@ -205,7 +205,7 @@ }, { "cell_type": "markdown", - "id": "cfef8ab5", + "id": "05f8f911", "metadata": {}, "source": [ "To speed the function `qm` up using Numba, our first step is" @@ -214,7 +214,7 @@ { "cell_type": "code", "execution_count": null, - "id": "c1c2fab6", + "id": "506f6c3e", "metadata": { "hide-output": false }, @@ -227,7 +227,7 @@ }, { "cell_type": "markdown", - "id": "bb10c9e2", + "id": "1ffcc045", "metadata": {}, "source": [ "The function `qm_numba` is a version of `qm` that is “targeted” for\n", @@ -241,7 +241,7 @@ { "cell_type": "code", "execution_count": null, - "id": "f83d8bd0", + "id": "92c3080c", "metadata": { "hide-output": false }, @@ -256,7 +256,7 @@ }, { "cell_type": "markdown", - "id": "8cdbf521", + "id": "36854860", "metadata": {}, "source": [ "Now let’s try qm_numba" @@ -265,7 +265,7 @@ { "cell_type": "code", "execution_count": null, - "id": "142f3d1a", + "id": "a5ea4bcd", "metadata": { "hide-output": false }, @@ -278,7 +278,7 @@ }, { "cell_type": "markdown", - "id": "5f3a60d3", + "id": "53076daf", "metadata": {}, "source": [ "This is already a massive speed gain.\n", @@ -292,7 +292,7 @@ { "cell_type": "code", "execution_count": null, - "id": "fc32e6f2", + "id": "dd2f787c", "metadata": { "hide-output": false }, @@ -306,7 +306,7 @@ { "cell_type": "code", "execution_count": null, - "id": "7883653b", + "id": "8b18ec21", "metadata": { "hide-output": false }, @@ -317,7 +317,7 @@ }, { "cell_type": "markdown", - "id": "9341c6a4", + "id": "06901e99", "metadata": {}, "source": [ "This kind of speed gain is huge relative to how simple and clear the implementation is." @@ -325,7 +325,7 @@ }, { "cell_type": "markdown", - "id": "cc224e80", + "id": "fd71449d", "metadata": {}, "source": [ "### How and When it Works\n", @@ -358,7 +358,7 @@ }, { "cell_type": "markdown", - "id": "630cdbaf", + "id": "18786d0b", "metadata": {}, "source": [ "## Decorators and “nopython” Mode\n", @@ -369,7 +369,7 @@ { "cell_type": "code", "execution_count": null, - "id": "5b384c1a", + "id": "0574cee0", "metadata": { "hide-output": false }, @@ -380,7 +380,7 @@ }, { "cell_type": "markdown", - "id": "d1b62141", + "id": "a3bcf4d4", "metadata": {}, "source": [ "In practice this would typically be done using an alternative *decorator* syntax.\n", @@ -392,7 +392,7 @@ }, { "cell_type": "markdown", - "id": "83408372", + "id": "40af09f1", "metadata": {}, "source": [ "### Decorator Notation\n", @@ -405,7 +405,7 @@ { "cell_type": "code", "execution_count": null, - "id": "37e927dd", + "id": "0aa1ec2e", "metadata": { "hide-output": false }, @@ -422,7 +422,7 @@ }, { "cell_type": "markdown", - "id": "ef70c2e8", + "id": "bd7b2a58", "metadata": {}, "source": [ "This is equivalent to `qm = jit(qm)`.\n", @@ -433,7 +433,7 @@ { "cell_type": "code", "execution_count": null, - "id": "97f1987c", + "id": "29e363ae", "metadata": { "hide-output": false }, @@ -444,7 +444,7 @@ }, { "cell_type": "markdown", - "id": "4cb800d6", + "id": "5b9601c7", "metadata": {}, "source": [ "### Type Inference and “nopython” Mode\n", @@ -476,7 +476,7 @@ { "cell_type": "code", "execution_count": null, - "id": "dd56e0a2", + "id": "b08eaf82", "metadata": { "hide-output": false }, @@ -495,7 +495,7 @@ }, { "cell_type": "markdown", - "id": "bf613a4a", + "id": "26dfcc1d", "metadata": {}, "source": [ "## Compiling Classes\n", @@ -518,7 +518,7 @@ { "cell_type": "code", "execution_count": null, - "id": "2774bc63", + "id": "c2b14c87", "metadata": { "hide-output": false }, @@ -530,7 +530,7 @@ }, { "cell_type": "markdown", - "id": "85e71c46", + "id": "71e14f62", "metadata": {}, "source": [ "Notice that we also imported something called `float64`.\n", @@ -545,7 +545,7 @@ { "cell_type": "code", "execution_count": null, - "id": "5228fdf4", + "id": "3d61babf", "metadata": { "hide-output": false }, @@ -607,7 +607,7 @@ }, { "cell_type": "markdown", - "id": "5f0fafe4", + "id": "ac3b23a5", "metadata": {}, "source": [ "First we specified the types of the instance data for the class in\n", @@ -622,7 +622,7 @@ { "cell_type": "code", "execution_count": null, - "id": "70a663fb", + "id": "f45daf65", "metadata": { "hide-output": false }, @@ -649,7 +649,7 @@ }, { "cell_type": "markdown", - "id": "64fb505c", + "id": "2fbc034d", "metadata": {}, "source": [ "## Alternatives to Numba\n", @@ -667,7 +667,7 @@ }, { "cell_type": "markdown", - "id": "d26cb0d3", + "id": "a570729f", "metadata": {}, "source": [ "### Cython\n", @@ -692,7 +692,7 @@ }, { "cell_type": "markdown", - "id": "47b3de66", + "id": "788e2fec", "metadata": {}, "source": [ "### Interfacing with Fortran via F2Py\n", @@ -713,7 +713,7 @@ }, { "cell_type": "markdown", - "id": "0270b3ef", + "id": "7cf757fa", "metadata": {}, "source": [ "## Summary and Comments\n", @@ -723,7 +723,7 @@ }, { "cell_type": "markdown", - "id": "a6d9cdc5", + "id": "be3148cd", "metadata": {}, "source": [ "### Limitations\n", @@ -742,7 +742,7 @@ }, { "cell_type": "markdown", - "id": "c64c71ae", + "id": "b1220230", "metadata": {}, "source": [ "### A Gotcha: Global Variables\n", @@ -755,7 +755,7 @@ { "cell_type": "code", "execution_count": null, - "id": "c3271f54", + "id": "6ac556d9", "metadata": { "hide-output": false }, @@ -773,7 +773,7 @@ { "cell_type": "code", "execution_count": null, - "id": "d06f2e42", + "id": "d04a6347", "metadata": { "hide-output": false }, @@ -786,7 +786,7 @@ }, { "cell_type": "markdown", - "id": "9e50e309", + "id": "3dc5ca7d", "metadata": {}, "source": [ "Notice that changing the global had no effect on the value returned by the\n", @@ -797,7 +797,7 @@ }, { "cell_type": "markdown", - "id": "562ba9b3", + "id": "ff0d1041", "metadata": {}, "source": [ "## Exercises" @@ -805,7 +805,7 @@ }, { "cell_type": "markdown", - "id": "9d9dd123", + "id": "ef10dc00", "metadata": {}, "source": [ "## Exercise 14.1\n", @@ -820,7 +820,7 @@ }, { "cell_type": "markdown", - "id": "ae7dc3bb", + "id": "77c9880c", "metadata": {}, "source": [ "## Solution to[ Exercise 14.1](https://python-programming.quantecon.org/#speed_ex1)\n", @@ -831,7 +831,7 @@ { "cell_type": "code", "execution_count": null, - "id": "928beec2", + "id": "72e68325", "metadata": { "hide-output": false }, @@ -854,7 +854,7 @@ }, { "cell_type": "markdown", - "id": "09ba29d6", + "id": "cf91e03d", "metadata": {}, "source": [ "Now let’s see how fast it runs:" @@ -863,7 +863,7 @@ { "cell_type": "code", "execution_count": null, - "id": "4a062fb1", + "id": "7a08c704", "metadata": { "hide-output": false }, @@ -875,7 +875,7 @@ { "cell_type": "code", "execution_count": null, - "id": "cca6c88f", + "id": "ab18fb73", "metadata": { "hide-output": false }, @@ -886,7 +886,7 @@ }, { "cell_type": "markdown", - "id": "946b50e5", + "id": "ddea988e", "metadata": {}, "source": [ "If we switch off JIT compilation by removing `@njit`, the code takes around\n", @@ -898,7 +898,7 @@ }, { "cell_type": "markdown", - "id": "01bb02e3", + "id": "bceb5ee3", "metadata": {}, "source": [ "## Exercise 14.2\n", @@ -939,7 +939,7 @@ }, { "cell_type": "markdown", - "id": "fbaaa44c", + "id": "c7fe2f4c", "metadata": {}, "source": [ "## Solution to[ Exercise 14.2](https://python-programming.quantecon.org/#speed_ex2)\n", @@ -953,7 +953,7 @@ { "cell_type": "code", "execution_count": null, - "id": "13dc3952", + "id": "75bf41aa", "metadata": { "hide-output": false }, @@ -964,7 +964,7 @@ }, { "cell_type": "markdown", - "id": "7f44cbb3", + "id": "cb40ea66", "metadata": {}, "source": [ "Here’s a pure Python version of the function" @@ -973,7 +973,7 @@ { "cell_type": "code", "execution_count": null, - "id": "3efc8ef5", + "id": "d001e685", "metadata": { "hide-output": false }, @@ -994,7 +994,7 @@ }, { "cell_type": "markdown", - "id": "ecad2b7a", + "id": "fd5d2fec", "metadata": {}, "source": [ "Let’s run this code and check that the fraction of time spent in the low\n", @@ -1004,7 +1004,7 @@ { "cell_type": "code", "execution_count": null, - "id": "7774d515", + "id": "859c4004", "metadata": { "hide-output": false }, @@ -1017,7 +1017,7 @@ }, { "cell_type": "markdown", - "id": "4c252f89", + "id": "0710134e", "metadata": {}, "source": [ "This is (approximately) the right output.\n", @@ -1028,7 +1028,7 @@ { "cell_type": "code", "execution_count": null, - "id": "8f1b8647", + "id": "162a76dd", "metadata": { "hide-output": false }, @@ -1041,7 +1041,7 @@ }, { "cell_type": "markdown", - "id": "9f2a35af", + "id": "cb24bb92", "metadata": {}, "source": [ "Next let’s implement a Numba version, which is easy" @@ -1050,7 +1050,7 @@ { "cell_type": "code", "execution_count": null, - "id": "e91bf0d1", + "id": "4b1ee615", "metadata": { "hide-output": false }, @@ -1063,7 +1063,7 @@ }, { "cell_type": "markdown", - "id": "bd4b4f86", + "id": "413f1ead", "metadata": {}, "source": [ "Let’s check we still get the right numbers" @@ -1072,7 +1072,7 @@ { "cell_type": "code", "execution_count": null, - "id": "e67ef079", + "id": "60455b42", "metadata": { "hide-output": false }, @@ -1084,7 +1084,7 @@ }, { "cell_type": "markdown", - "id": "6e5d0cb4", + "id": "38076d07", "metadata": {}, "source": [ "Let’s see the time" @@ -1093,7 +1093,7 @@ { "cell_type": "code", "execution_count": null, - "id": "e0f28bc1", + "id": "913566f3", "metadata": { "hide-output": false }, @@ -1106,7 +1106,7 @@ }, { "cell_type": "markdown", - "id": "9add2418", + "id": "4d8d42c6", "metadata": {}, "source": [ "This is a nice speed improvement for one line of code!" @@ -1114,7 +1114,7 @@ } ], "metadata": { - "date": 1692161969.5713646, + "date": 1695106393.5216007, "filename": "numba.md", "kernelspec": { "display_name": "Python", diff --git a/_notebooks/numpy.ipynb b/_notebooks/numpy.ipynb index 42ac5064..16ac1271 100644 --- a/_notebooks/numpy.ipynb +++ b/_notebooks/numpy.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "markdown", - "id": "572054e5", + "id": "844a8559", "metadata": {}, "source": [ "\n", @@ -16,7 +16,7 @@ }, { "cell_type": "markdown", - "id": "9c0cd281", + "id": "58b736da", "metadata": {}, "source": [ "# NumPy\n", @@ -27,7 +27,7 @@ }, { "cell_type": "markdown", - "id": "516f7617", + "id": "748a8be7", "metadata": {}, "source": [ "## Contents\n", @@ -45,7 +45,7 @@ }, { "cell_type": "markdown", - "id": "cc6b4312", + "id": "80baaa1f", "metadata": {}, "source": [ "> “Let’s be clear: the work of science has nothing whatever to do with consensus. Consensus is the business of politics. Science, on the contrary, requires only one investigator who happens to be right, which means that he or she has results that are verifiable by reference to the real world. In science consensus is irrelevant. What is relevant is reproducible results.” – Michael Crichton" @@ -53,7 +53,7 @@ }, { "cell_type": "markdown", - "id": "ba0c706f", + "id": "f8545a5e", "metadata": {}, "source": [ "## Overview\n", @@ -74,7 +74,7 @@ }, { "cell_type": "markdown", - "id": "4a526173", + "id": "e9822570", "metadata": {}, "source": [ "### References\n", @@ -88,7 +88,7 @@ }, { "cell_type": "markdown", - "id": "f40bb717", + "id": "35c3934d", "metadata": {}, "source": [ "## NumPy Arrays\n", @@ -107,7 +107,7 @@ { "cell_type": "code", "execution_count": null, - "id": "8847d842", + "id": "70b7c939", "metadata": { "hide-output": false }, @@ -118,7 +118,7 @@ }, { "cell_type": "markdown", - "id": "81366b2f", + "id": "70a21972", "metadata": {}, "source": [ "To create a NumPy array containing only zeros we use [np.zeros](http://docs.scipy.org/doc/numpy/reference/generated/numpy.zeros.html#numpy.zeros)" @@ -127,7 +127,7 @@ { "cell_type": "code", "execution_count": null, - "id": "ae8225cb", + "id": "bb1cd121", "metadata": { "hide-output": false }, @@ -140,7 +140,7 @@ { "cell_type": "code", "execution_count": null, - "id": "78c84c61", + "id": "102e576f", "metadata": { "hide-output": false }, @@ -151,7 +151,7 @@ }, { "cell_type": "markdown", - "id": "8f321226", + "id": "6f8d65b1", "metadata": {}, "source": [ "NumPy arrays are somewhat like native Python lists, except that\n", @@ -175,7 +175,7 @@ { "cell_type": "code", "execution_count": null, - "id": "0b0ac347", + "id": "8bcd3826", "metadata": { "hide-output": false }, @@ -187,7 +187,7 @@ }, { "cell_type": "markdown", - "id": "9ddc087c", + "id": "157ce96a", "metadata": {}, "source": [ "If we want to use integers we can specify as follows:" @@ -196,7 +196,7 @@ { "cell_type": "code", "execution_count": null, - "id": "88543304", + "id": "91ad86ee", "metadata": { "hide-output": false }, @@ -208,7 +208,7 @@ }, { "cell_type": "markdown", - "id": "e7cb3947", + "id": "be4b0c6e", "metadata": {}, "source": [ "\n", @@ -217,7 +217,7 @@ }, { "cell_type": "markdown", - "id": "493ba2ff", + "id": "89a3f52a", "metadata": {}, "source": [ "### Shape and Dimension\n", @@ -230,7 +230,7 @@ { "cell_type": "code", "execution_count": null, - "id": "bc47f4f7", + "id": "bc253c9c", "metadata": { "hide-output": false }, @@ -241,7 +241,7 @@ }, { "cell_type": "markdown", - "id": "53f73e99", + "id": "bf6de77a", "metadata": {}, "source": [ "Here `z` is a *flat* array with no dimension — neither row nor column vector.\n", @@ -252,7 +252,7 @@ { "cell_type": "code", "execution_count": null, - "id": "a373df17", + "id": "1d9e7b61", "metadata": { "hide-output": false }, @@ -263,7 +263,7 @@ }, { "cell_type": "markdown", - "id": "54c90fd2", + "id": "eee5b00d", "metadata": {}, "source": [ "Here the shape tuple has only one element, which is the length of the array (tuples with one element end with a comma).\n", @@ -274,7 +274,7 @@ { "cell_type": "code", "execution_count": null, - "id": "46d488ce", + "id": "4ef9670a", "metadata": { "hide-output": false }, @@ -287,7 +287,7 @@ { "cell_type": "code", "execution_count": null, - "id": "80707882", + "id": "1da11fac", "metadata": { "hide-output": false }, @@ -300,7 +300,7 @@ }, { "cell_type": "markdown", - "id": "ffd1ede3", + "id": "97121803", "metadata": {}, "source": [ "In the last case, to make the 2 by 2 array, we could also pass a tuple to the `zeros()` function, as\n", @@ -312,7 +312,7 @@ }, { "cell_type": "markdown", - "id": "71cfa191", + "id": "a18bab69", "metadata": {}, "source": [ "### Creating Arrays\n", @@ -329,7 +329,7 @@ { "cell_type": "code", "execution_count": null, - "id": "d9cc4c9f", + "id": "ff54b12a", "metadata": { "hide-output": false }, @@ -341,7 +341,7 @@ }, { "cell_type": "markdown", - "id": "0a0ea1f5", + "id": "a55fe454", "metadata": {}, "source": [ "The numbers you see here are garbage values.\n", @@ -354,7 +354,7 @@ { "cell_type": "code", "execution_count": null, - "id": "8154e8d8", + "id": "3fde6c05", "metadata": { "hide-output": false }, @@ -365,7 +365,7 @@ }, { "cell_type": "markdown", - "id": "9eb7f10a", + "id": "8a307513", "metadata": {}, "source": [ "To create an identity matrix use either `np.identity` or `np.eye`" @@ -374,7 +374,7 @@ { "cell_type": "code", "execution_count": null, - "id": "381ceb11", + "id": "0823c981", "metadata": { "hide-output": false }, @@ -386,7 +386,7 @@ }, { "cell_type": "markdown", - "id": "eb2255b5", + "id": "fb1e855c", "metadata": {}, "source": [ "In addition, NumPy arrays can be created from Python lists, tuples, etc. using `np.array`" @@ -395,7 +395,7 @@ { "cell_type": "code", "execution_count": null, - "id": "43b0d3a2", + "id": "97e58a80", "metadata": { "hide-output": false }, @@ -408,7 +408,7 @@ { "cell_type": "code", "execution_count": null, - "id": "4018d6ec", + "id": "5f4bb4a3", "metadata": { "hide-output": false }, @@ -420,7 +420,7 @@ { "cell_type": "code", "execution_count": null, - "id": "5db6ac99", + "id": "8be8a476", "metadata": { "hide-output": false }, @@ -433,7 +433,7 @@ { "cell_type": "code", "execution_count": null, - "id": "272961e9", + "id": "06761996", "metadata": { "hide-output": false }, @@ -445,7 +445,7 @@ }, { "cell_type": "markdown", - "id": "667f5226", + "id": "0d2b54b0", "metadata": {}, "source": [ "See also `np.asarray`, which performs a similar function, but does not make\n", @@ -455,7 +455,7 @@ { "cell_type": "code", "execution_count": null, - "id": "8f8df854", + "id": "59cc1785", "metadata": { "hide-output": false }, @@ -468,7 +468,7 @@ { "cell_type": "code", "execution_count": null, - "id": "3e192087", + "id": "78aead47", "metadata": { "hide-output": false }, @@ -479,7 +479,7 @@ }, { "cell_type": "markdown", - "id": "edff8586", + "id": "70ee7e21", "metadata": {}, "source": [ "To read in the array data from a text file containing numeric data use `np.loadtxt`\n", @@ -488,7 +488,7 @@ }, { "cell_type": "markdown", - "id": "b7965731", + "id": "ec61e928", "metadata": {}, "source": [ "### Array Indexing\n", @@ -501,7 +501,7 @@ { "cell_type": "code", "execution_count": null, - "id": "ab607bf5", + "id": "1bf16b3b", "metadata": { "hide-output": false }, @@ -514,7 +514,7 @@ { "cell_type": "code", "execution_count": null, - "id": "bd03d5fa", + "id": "d425782a", "metadata": { "hide-output": false }, @@ -526,7 +526,7 @@ { "cell_type": "code", "execution_count": null, - "id": "6cad907f", + "id": "01830996", "metadata": { "hide-output": false }, @@ -538,7 +538,7 @@ { "cell_type": "code", "execution_count": null, - "id": "350da803", + "id": "c27de304", "metadata": { "hide-output": false }, @@ -549,7 +549,7 @@ }, { "cell_type": "markdown", - "id": "5d1a02ef", + "id": "5d1754a1", "metadata": {}, "source": [ "For 2D arrays the index syntax is as follows:" @@ -558,7 +558,7 @@ { "cell_type": "code", "execution_count": null, - "id": "e8730de4", + "id": "25068d72", "metadata": { "hide-output": false }, @@ -571,7 +571,7 @@ { "cell_type": "code", "execution_count": null, - "id": "811e0c3c", + "id": "b9452d84", "metadata": { "hide-output": false }, @@ -583,7 +583,7 @@ { "cell_type": "code", "execution_count": null, - "id": "4319d18d", + "id": "1645fea0", "metadata": { "hide-output": false }, @@ -594,7 +594,7 @@ }, { "cell_type": "markdown", - "id": "27ad3688", + "id": "db2c3c6d", "metadata": {}, "source": [ "And so on.\n", @@ -607,7 +607,7 @@ { "cell_type": "code", "execution_count": null, - "id": "cf404049", + "id": "f5aba020", "metadata": { "hide-output": false }, @@ -619,7 +619,7 @@ { "cell_type": "code", "execution_count": null, - "id": "8123bfd0", + "id": "b308a60c", "metadata": { "hide-output": false }, @@ -630,7 +630,7 @@ }, { "cell_type": "markdown", - "id": "ffbe6e3d", + "id": "9e833559", "metadata": {}, "source": [ "NumPy arrays of integers can also be used to extract elements" @@ -639,7 +639,7 @@ { "cell_type": "code", "execution_count": null, - "id": "ef833948", + "id": "ab719632", "metadata": { "hide-output": false }, @@ -652,7 +652,7 @@ { "cell_type": "code", "execution_count": null, - "id": "44281276", + "id": "0e04eed4", "metadata": { "hide-output": false }, @@ -664,7 +664,7 @@ }, { "cell_type": "markdown", - "id": "e58f58a0", + "id": "e2ea7981", "metadata": {}, "source": [ "Finally, an array of `dtype bool` can be used to extract elements" @@ -673,7 +673,7 @@ { "cell_type": "code", "execution_count": null, - "id": "edcaf68d", + "id": "197c8c0b", "metadata": { "hide-output": false }, @@ -685,7 +685,7 @@ { "cell_type": "code", "execution_count": null, - "id": "f9849d10", + "id": "d4b58499", "metadata": { "hide-output": false }, @@ -698,7 +698,7 @@ { "cell_type": "code", "execution_count": null, - "id": "50299ef4", + "id": "2cd71a7a", "metadata": { "hide-output": false }, @@ -709,7 +709,7 @@ }, { "cell_type": "markdown", - "id": "829433bf", + "id": "99e1cbab", "metadata": {}, "source": [ "We’ll see why this is useful below.\n", @@ -720,7 +720,7 @@ { "cell_type": "code", "execution_count": null, - "id": "c005349c", + "id": "49776bfa", "metadata": { "hide-output": false }, @@ -733,7 +733,7 @@ { "cell_type": "code", "execution_count": null, - "id": "894330cc", + "id": "d062ab6a", "metadata": { "hide-output": false }, @@ -745,7 +745,7 @@ }, { "cell_type": "markdown", - "id": "89c2f997", + "id": "63faf3f5", "metadata": {}, "source": [ "### Array Methods\n", @@ -758,7 +758,7 @@ { "cell_type": "code", "execution_count": null, - "id": "eee0f3fa", + "id": "b425c0e8", "metadata": { "hide-output": false }, @@ -771,7 +771,7 @@ { "cell_type": "code", "execution_count": null, - "id": "40ecaedd", + "id": "f1566470", "metadata": { "hide-output": false }, @@ -784,7 +784,7 @@ { "cell_type": "code", "execution_count": null, - "id": "f44e0cae", + "id": "97c90bb1", "metadata": { "hide-output": false }, @@ -796,7 +796,7 @@ { "cell_type": "code", "execution_count": null, - "id": "cd0a1510", + "id": "3af5062b", "metadata": { "hide-output": false }, @@ -808,7 +808,7 @@ { "cell_type": "code", "execution_count": null, - "id": "0fd3203f", + "id": "7441347f", "metadata": { "hide-output": false }, @@ -820,7 +820,7 @@ { "cell_type": "code", "execution_count": null, - "id": "57482b8b", + "id": "0c7e4caa", "metadata": { "hide-output": false }, @@ -832,7 +832,7 @@ { "cell_type": "code", "execution_count": null, - "id": "a3130ffe", + "id": "4c3f472b", "metadata": { "hide-output": false }, @@ -844,7 +844,7 @@ { "cell_type": "code", "execution_count": null, - "id": "19845b7e", + "id": "21c3a0ef", "metadata": { "hide-output": false }, @@ -856,7 +856,7 @@ { "cell_type": "code", "execution_count": null, - "id": "8ab2b909", + "id": "a87526c9", "metadata": { "hide-output": false }, @@ -868,7 +868,7 @@ { "cell_type": "code", "execution_count": null, - "id": "859e3391", + "id": "2418f1ad", "metadata": { "hide-output": false }, @@ -880,7 +880,7 @@ { "cell_type": "code", "execution_count": null, - "id": "06748a02", + "id": "16d301c4", "metadata": { "hide-output": false }, @@ -892,7 +892,7 @@ }, { "cell_type": "markdown", - "id": "fd516ce9", + "id": "15c3e4cc", "metadata": {}, "source": [ "Another method worth knowing is `searchsorted()`.\n", @@ -903,7 +903,7 @@ { "cell_type": "code", "execution_count": null, - "id": "31abc4bd", + "id": "6284e438", "metadata": { "hide-output": false }, @@ -916,7 +916,7 @@ { "cell_type": "code", "execution_count": null, - "id": "bd10abec", + "id": "05b685a7", "metadata": { "hide-output": false }, @@ -927,7 +927,7 @@ }, { "cell_type": "markdown", - "id": "26fa6063", + "id": "84032c8c", "metadata": {}, "source": [ "Many of the methods discussed above have equivalent functions in the NumPy namespace" @@ -936,7 +936,7 @@ { "cell_type": "code", "execution_count": null, - "id": "b291ebab", + "id": "1208ea46", "metadata": { "hide-output": false }, @@ -948,7 +948,7 @@ { "cell_type": "code", "execution_count": null, - "id": "af46f61c", + "id": "5c4f1663", "metadata": { "hide-output": false }, @@ -960,7 +960,7 @@ { "cell_type": "code", "execution_count": null, - "id": "5be691d4", + "id": "6e381687", "metadata": { "hide-output": false }, @@ -971,7 +971,7 @@ }, { "cell_type": "markdown", - "id": "ac4de284", + "id": "8c63c52e", "metadata": {}, "source": [ "## Arithmetic Operations\n", @@ -984,7 +984,7 @@ { "cell_type": "code", "execution_count": null, - "id": "efccf796", + "id": "332cc105", "metadata": { "hide-output": false }, @@ -998,7 +998,7 @@ { "cell_type": "code", "execution_count": null, - "id": "e26afb6c", + "id": "8c50b018", "metadata": { "hide-output": false }, @@ -1009,7 +1009,7 @@ }, { "cell_type": "markdown", - "id": "a8fbdc18", + "id": "7999733c", "metadata": {}, "source": [ "We can add a scalar to each element as follows" @@ -1018,7 +1018,7 @@ { "cell_type": "code", "execution_count": null, - "id": "5e596967", + "id": "fce4e4a0", "metadata": { "hide-output": false }, @@ -1029,7 +1029,7 @@ }, { "cell_type": "markdown", - "id": "70232396", + "id": "9e67bf78", "metadata": {}, "source": [ "Scalar multiplication is similar" @@ -1038,7 +1038,7 @@ { "cell_type": "code", "execution_count": null, - "id": "273e531b", + "id": "e19ccdf7", "metadata": { "hide-output": false }, @@ -1049,7 +1049,7 @@ }, { "cell_type": "markdown", - "id": "dcf1aa18", + "id": "ca452e56", "metadata": {}, "source": [ "The two-dimensional arrays follow the same general rules" @@ -1058,7 +1058,7 @@ { "cell_type": "code", "execution_count": null, - "id": "3246afe6", + "id": "a0f90c00", "metadata": { "hide-output": false }, @@ -1072,7 +1072,7 @@ { "cell_type": "code", "execution_count": null, - "id": "4f56afde", + "id": "8d565f81", "metadata": { "hide-output": false }, @@ -1084,7 +1084,7 @@ { "cell_type": "code", "execution_count": null, - "id": "26285c6f", + "id": "47826d60", "metadata": { "hide-output": false }, @@ -1095,7 +1095,7 @@ }, { "cell_type": "markdown", - "id": "596a11e4", + "id": "09c0b504", "metadata": {}, "source": [ "\n", @@ -1105,7 +1105,7 @@ }, { "cell_type": "markdown", - "id": "143472cd", + "id": "195f12fe", "metadata": {}, "source": [ "## Matrix Multiplication\n", @@ -1119,7 +1119,7 @@ { "cell_type": "code", "execution_count": null, - "id": "fac0c3ba", + "id": "d65d4098", "metadata": { "hide-output": false }, @@ -1132,7 +1132,7 @@ }, { "cell_type": "markdown", - "id": "46afb108", + "id": "32eb0e2f", "metadata": {}, "source": [ "(For older versions of Python and NumPy you need to use the [np.dot](http://docs.scipy.org/doc/numpy/reference/generated/numpy.dot.html) function)\n", @@ -1143,7 +1143,7 @@ { "cell_type": "code", "execution_count": null, - "id": "007cae0c", + "id": "9f5d8ffe", "metadata": { "hide-output": false }, @@ -1156,7 +1156,7 @@ }, { "cell_type": "markdown", - "id": "8ccb7dec", + "id": "2c828c84", "metadata": {}, "source": [ "In fact, we can use `@` when one element is a Python list or tuple" @@ -1165,7 +1165,7 @@ { "cell_type": "code", "execution_count": null, - "id": "735c97a7", + "id": "8f148d56", "metadata": { "hide-output": false }, @@ -1178,7 +1178,7 @@ { "cell_type": "code", "execution_count": null, - "id": "60d83760", + "id": "f6c1edb1", "metadata": { "hide-output": false }, @@ -1189,7 +1189,7 @@ }, { "cell_type": "markdown", - "id": "b470c113", + "id": "20413b8c", "metadata": {}, "source": [ "Since we are post-multiplying, the tuple is treated as a column vector.\n", @@ -1200,7 +1200,7 @@ }, { "cell_type": "markdown", - "id": "780549e4", + "id": "b688893b", "metadata": {}, "source": [ "## Broadcasting\n", @@ -1235,7 +1235,7 @@ { "cell_type": "code", "execution_count": null, - "id": "4c85d4ac", + "id": "da2f6037", "metadata": { "hide-output": false }, @@ -1252,7 +1252,7 @@ }, { "cell_type": "markdown", - "id": "ffb09c43", + "id": "94b050c6", "metadata": {}, "source": [ "Here is a visual representation of this broadcasting operation:" @@ -1261,7 +1261,7 @@ { "cell_type": "code", "execution_count": null, - "id": "f62d624f", + "id": "103e601e", "metadata": { "hide-output": false }, @@ -1383,7 +1383,7 @@ }, { "cell_type": "markdown", - "id": "11795319", + "id": "34c84ffe", "metadata": {}, "source": [ "How about `b -> (3, 1)`?\n", @@ -1396,7 +1396,7 @@ { "cell_type": "code", "execution_count": null, - "id": "3b72cd8d", + "id": "074b6d91", "metadata": { "hide-output": false }, @@ -1409,7 +1409,7 @@ }, { "cell_type": "markdown", - "id": "d93aa4a8", + "id": "862d3c2a", "metadata": {}, "source": [ "Here is a visual representation of this broadcasting operation:" @@ -1418,7 +1418,7 @@ { "cell_type": "code", "execution_count": null, - "id": "a4044500", + "id": "49679e4d", "metadata": { "hide-output": false }, @@ -1472,7 +1472,7 @@ }, { "cell_type": "markdown", - "id": "cdc689ca", + "id": "9c115857", "metadata": {}, "source": [ "The previous broadcasting operation is equivalent to the following `for` loop" @@ -1481,7 +1481,7 @@ { "cell_type": "code", "execution_count": null, - "id": "138f05f3", + "id": "83b9de8a", "metadata": { "hide-output": false }, @@ -1498,7 +1498,7 @@ }, { "cell_type": "markdown", - "id": "a436ce9d", + "id": "b484fcb5", "metadata": {}, "source": [ "In some cases, both operands will be expanded.\n", @@ -1511,7 +1511,7 @@ { "cell_type": "code", "execution_count": null, - "id": "ca352016", + "id": "03073127", "metadata": { "hide-output": false }, @@ -1526,7 +1526,7 @@ }, { "cell_type": "markdown", - "id": "acfb49f5", + "id": "8a325dac", "metadata": {}, "source": [ "Here is a visual representation of this broadcasting operation:" @@ -1535,7 +1535,7 @@ { "cell_type": "code", "execution_count": null, - "id": "8985be1d", + "id": "68a80da8", "metadata": { "hide-output": false }, @@ -1590,7 +1590,7 @@ }, { "cell_type": "markdown", - "id": "12fd5974", + "id": "2d5b1168", "metadata": {}, "source": [ "While broadcasting is very useful, it can sometimes seem confusing.\n", @@ -1601,7 +1601,7 @@ { "cell_type": "code", "execution_count": null, - "id": "ac9e3b7a", + "id": "7362182c", "metadata": { "hide-output": false }, @@ -1618,7 +1618,7 @@ }, { "cell_type": "markdown", - "id": "7ae21536", + "id": "0b74565b", "metadata": {}, "source": [ "The `ValueError` tells us that operands could not be broadcast together.\n", @@ -1629,7 +1629,7 @@ { "cell_type": "code", "execution_count": null, - "id": "b15cd29b", + "id": "d44fa42b", "metadata": { "hide-output": false }, @@ -1670,7 +1670,7 @@ }, { "cell_type": "markdown", - "id": "475f401f", + "id": "ed8aed6a", "metadata": {}, "source": [ "We can see that NumPy cannot expand the arrays to the same size.\n", @@ -1697,7 +1697,7 @@ { "cell_type": "code", "execution_count": null, - "id": "5423cbf6", + "id": "dd11c4fb", "metadata": { "hide-output": false }, @@ -1724,7 +1724,7 @@ { "cell_type": "code", "execution_count": null, - "id": "bb19e98c", + "id": "2e170981", "metadata": { "hide-output": false }, @@ -1751,7 +1751,7 @@ }, { "cell_type": "markdown", - "id": "04b87d06", + "id": "4cedf126", "metadata": {}, "source": [ "- *Step 3:* After Step 1 and 2, if the two arrays still do not match, a `ValueError` will be raised. For example, suppose `a -> (2, 2, 3)` and `b -> (2, 2)` \n", @@ -1763,7 +1763,7 @@ { "cell_type": "code", "execution_count": null, - "id": "111eec88", + "id": "c0616bcf", "metadata": { "hide-output": false }, @@ -1787,7 +1787,7 @@ }, { "cell_type": "markdown", - "id": "a8e1afb0", + "id": "f193d78e", "metadata": {}, "source": [ "## Mutability and Copying Arrays\n", @@ -1804,7 +1804,7 @@ { "cell_type": "code", "execution_count": null, - "id": "1d18e942", + "id": "e0f970b2", "metadata": { "hide-output": false }, @@ -1817,7 +1817,7 @@ { "cell_type": "code", "execution_count": null, - "id": "567857db", + "id": "282e2df3", "metadata": { "hide-output": false }, @@ -1829,7 +1829,7 @@ }, { "cell_type": "markdown", - "id": "2053a3f9", + "id": "b9e307df", "metadata": {}, "source": [ "Mutability leads to the following behavior (which can be shocking to MATLAB programmers…)" @@ -1838,7 +1838,7 @@ { "cell_type": "code", "execution_count": null, - "id": "70270519", + "id": "322da80d", "metadata": { "hide-output": false }, @@ -1851,7 +1851,7 @@ { "cell_type": "code", "execution_count": null, - "id": "8a5827a3", + "id": "1ce568cb", "metadata": { "hide-output": false }, @@ -1864,7 +1864,7 @@ }, { "cell_type": "markdown", - "id": "90c44330", + "id": "1dac4694", "metadata": {}, "source": [ "What’s happened is that we have changed `a` by changing `b`.\n", @@ -1883,7 +1883,7 @@ }, { "cell_type": "markdown", - "id": "c7ed9659", + "id": "88b0189a", "metadata": {}, "source": [ "### Making Copies\n", @@ -1896,7 +1896,7 @@ { "cell_type": "code", "execution_count": null, - "id": "369dd802", + "id": "236ce5c7", "metadata": { "hide-output": false }, @@ -1909,7 +1909,7 @@ { "cell_type": "code", "execution_count": null, - "id": "031cc622", + "id": "6c1aba3b", "metadata": { "hide-output": false }, @@ -1921,7 +1921,7 @@ }, { "cell_type": "markdown", - "id": "edac84ba", + "id": "f32b3946", "metadata": {}, "source": [ "Now `b` is an independent copy (called a *deep copy*)" @@ -1930,7 +1930,7 @@ { "cell_type": "code", "execution_count": null, - "id": "b332642f", + "id": "5ad34a87", "metadata": { "hide-output": false }, @@ -1943,7 +1943,7 @@ { "cell_type": "code", "execution_count": null, - "id": "b9a892ad", + "id": "45c7e7f7", "metadata": { "hide-output": false }, @@ -1954,7 +1954,7 @@ }, { "cell_type": "markdown", - "id": "fce94c5b", + "id": "4cb48f7f", "metadata": {}, "source": [ "Note that the change to `b` has not affected `a`." @@ -1962,7 +1962,7 @@ }, { "cell_type": "markdown", - "id": "fd5b0e53", + "id": "f4b8c31d", "metadata": {}, "source": [ "## Additional Functionality\n", @@ -1972,7 +1972,7 @@ }, { "cell_type": "markdown", - "id": "0c033453", + "id": "a626161b", "metadata": {}, "source": [ "### Vectorized Functions\n", @@ -1985,7 +1985,7 @@ { "cell_type": "code", "execution_count": null, - "id": "0242ac02", + "id": "f2ad0eab", "metadata": { "hide-output": false }, @@ -1997,7 +1997,7 @@ }, { "cell_type": "markdown", - "id": "4ad930bc", + "id": "764210ba", "metadata": {}, "source": [ "This eliminates the need for explicit element-by-element loops such as" @@ -2006,7 +2006,7 @@ { "cell_type": "code", "execution_count": null, - "id": "65c3f794", + "id": "2c3e4798", "metadata": { "hide-output": false }, @@ -2020,7 +2020,7 @@ }, { "cell_type": "markdown", - "id": "c41739da", + "id": "be293ca7", "metadata": {}, "source": [ "Because they act element-wise on arrays, these functions are called *vectorized functions*.\n", @@ -2034,7 +2034,7 @@ { "cell_type": "code", "execution_count": null, - "id": "d164a865", + "id": "cbc772e8", "metadata": { "hide-output": false }, @@ -2046,7 +2046,7 @@ { "cell_type": "code", "execution_count": null, - "id": "29c9b9f0", + "id": "7aa66389", "metadata": { "hide-output": false }, @@ -2057,7 +2057,7 @@ }, { "cell_type": "markdown", - "id": "3b50b88c", + "id": "ab235429", "metadata": {}, "source": [ "Not all user-defined functions will act element-wise.\n", @@ -2068,7 +2068,7 @@ { "cell_type": "code", "execution_count": null, - "id": "489cd3ed", + "id": "e8253412", "metadata": { "hide-output": false }, @@ -2080,7 +2080,7 @@ }, { "cell_type": "markdown", - "id": "45fed4c8", + "id": "4ede9459", "metadata": {}, "source": [ "The NumPy function `np.where` provides a vectorized alternative:" @@ -2089,7 +2089,7 @@ { "cell_type": "code", "execution_count": null, - "id": "d41e2cb2", + "id": "da7eff42", "metadata": { "hide-output": false }, @@ -2102,7 +2102,7 @@ { "cell_type": "code", "execution_count": null, - "id": "c3780577", + "id": "5fe163a2", "metadata": { "hide-output": false }, @@ -2113,7 +2113,7 @@ }, { "cell_type": "markdown", - "id": "ae242c92", + "id": "51aa5dd8", "metadata": {}, "source": [ "You can also use `np.vectorize` to vectorize a given function" @@ -2122,7 +2122,7 @@ { "cell_type": "code", "execution_count": null, - "id": "3bb0f7a6", + "id": "bf10df65", "metadata": { "hide-output": false }, @@ -2134,7 +2134,7 @@ }, { "cell_type": "markdown", - "id": "ee371fd9", + "id": "378a570a", "metadata": {}, "source": [ "However, this approach doesn’t always obtain the same speed as a more carefully crafted vectorized function." @@ -2142,7 +2142,7 @@ }, { "cell_type": "markdown", - "id": "80ec8d4b", + "id": "d1580306", "metadata": {}, "source": [ "### Comparisons\n", @@ -2155,7 +2155,7 @@ { "cell_type": "code", "execution_count": null, - "id": "9f7d1e89", + "id": "e269456e", "metadata": { "hide-output": false }, @@ -2169,7 +2169,7 @@ { "cell_type": "code", "execution_count": null, - "id": "b264320c", + "id": "883994de", "metadata": { "hide-output": false }, @@ -2182,7 +2182,7 @@ { "cell_type": "code", "execution_count": null, - "id": "a3f30054", + "id": "2129d57a", "metadata": { "hide-output": false }, @@ -2193,7 +2193,7 @@ }, { "cell_type": "markdown", - "id": "b2bb368a", + "id": "45380b7d", "metadata": {}, "source": [ "The situation is similar for `>`, `<`, `>=` and `<=`.\n", @@ -2204,7 +2204,7 @@ { "cell_type": "code", "execution_count": null, - "id": "4c6e76a7", + "id": "d182c392", "metadata": { "hide-output": false }, @@ -2217,7 +2217,7 @@ { "cell_type": "code", "execution_count": null, - "id": "171281de", + "id": "b805a826", "metadata": { "hide-output": false }, @@ -2228,7 +2228,7 @@ }, { "cell_type": "markdown", - "id": "0c00378a", + "id": "93267417", "metadata": {}, "source": [ "This is particularly useful for *conditional extraction*" @@ -2237,7 +2237,7 @@ { "cell_type": "code", "execution_count": null, - "id": "e986ee86", + "id": "b7a8590f", "metadata": { "hide-output": false }, @@ -2250,7 +2250,7 @@ { "cell_type": "code", "execution_count": null, - "id": "e75596e3", + "id": "c5350dba", "metadata": { "hide-output": false }, @@ -2261,7 +2261,7 @@ }, { "cell_type": "markdown", - "id": "6f778daa", + "id": "9a4c790b", "metadata": {}, "source": [ "Of course we can—and frequently do—perform this in one step" @@ -2270,7 +2270,7 @@ { "cell_type": "code", "execution_count": null, - "id": "be29360e", + "id": "e5f0fd9d", "metadata": { "hide-output": false }, @@ -2281,7 +2281,7 @@ }, { "cell_type": "markdown", - "id": "26bae7a2", + "id": "47f4bdbe", "metadata": {}, "source": [ "### Sub-packages\n", @@ -2295,7 +2295,7 @@ { "cell_type": "code", "execution_count": null, - "id": "dd3938b2", + "id": "39b17382", "metadata": { "hide-output": false }, @@ -2308,7 +2308,7 @@ }, { "cell_type": "markdown", - "id": "e2bd64c5", + "id": "efa36555", "metadata": {}, "source": [ "Another commonly used subpackage is np.linalg" @@ -2317,7 +2317,7 @@ { "cell_type": "code", "execution_count": null, - "id": "f85cf086", + "id": "50ac548c", "metadata": { "hide-output": false }, @@ -2331,7 +2331,7 @@ { "cell_type": "code", "execution_count": null, - "id": "ea7926bd", + "id": "458d3b20", "metadata": { "hide-output": false }, @@ -2342,7 +2342,7 @@ }, { "cell_type": "markdown", - "id": "aa56ab02", + "id": "e0d11619", "metadata": {}, "source": [ "\n", @@ -2356,7 +2356,7 @@ }, { "cell_type": "markdown", - "id": "1843fa97", + "id": "98ec7920", "metadata": {}, "source": [ "## Exercises" @@ -2365,7 +2365,7 @@ { "cell_type": "code", "execution_count": null, - "id": "a6362d16", + "id": "dc83f612", "metadata": { "hide-output": false }, @@ -2378,7 +2378,7 @@ }, { "cell_type": "markdown", - "id": "b4687706", + "id": "9f743dd7", "metadata": {}, "source": [ "## Exercise 9.1\n", @@ -2402,7 +2402,7 @@ }, { "cell_type": "markdown", - "id": "9ac59336", + "id": "6057eac5", "metadata": {}, "source": [ "## Solution to[ Exercise 9.1](https://python-programming.quantecon.org/#np_ex1)\n", @@ -2413,7 +2413,7 @@ { "cell_type": "code", "execution_count": null, - "id": "1278e794", + "id": "b1de1a2b", "metadata": { "hide-output": false }, @@ -2428,7 +2428,7 @@ }, { "cell_type": "markdown", - "id": "499764d6", + "id": "cc8e094c", "metadata": {}, "source": [ "Let’s test it" @@ -2437,7 +2437,7 @@ { "cell_type": "code", "execution_count": null, - "id": "04fcc312", + "id": "b47f901f", "metadata": { "hide-output": false }, @@ -2454,7 +2454,7 @@ }, { "cell_type": "markdown", - "id": "4df0298b", + "id": "c0d80315", "metadata": {}, "source": [ "## Exercise 9.2\n", @@ -2481,7 +2481,7 @@ { "cell_type": "code", "execution_count": null, - "id": "a722cb3f", + "id": "85d50fb5", "metadata": { "hide-output": false }, @@ -2500,7 +2500,7 @@ }, { "cell_type": "markdown", - "id": "5db8d2bb", + "id": "9e5cae78", "metadata": {}, "source": [ "If you can’t see how this works, try thinking through the flow for a simple example, such as `q = [0.25, 0.75]`\n", @@ -2521,7 +2521,7 @@ }, { "cell_type": "markdown", - "id": "7774a81f", + "id": "a14d9b74", "metadata": {}, "source": [ "## Solution to[ Exercise 9.2](https://python-programming.quantecon.org/#np_ex2)\n", @@ -2532,7 +2532,7 @@ { "cell_type": "code", "execution_count": null, - "id": "2f867f97", + "id": "5f046075", "metadata": { "hide-output": false }, @@ -2565,7 +2565,7 @@ }, { "cell_type": "markdown", - "id": "04a200ca", + "id": "5959ab85", "metadata": {}, "source": [ "The logic is not obvious, but if you take your time and read it slowly,\n", @@ -2580,7 +2580,7 @@ { "cell_type": "code", "execution_count": null, - "id": "75f362a1", + "id": "ef4924ce", "metadata": { "hide-output": false }, @@ -2593,7 +2593,7 @@ }, { "cell_type": "markdown", - "id": "925672c2", + "id": "3022fa0d", "metadata": {}, "source": [ "The problem is that `Q` does not change accordingly, and `Q` is the\n", @@ -2614,7 +2614,7 @@ }, { "cell_type": "markdown", - "id": "f9ad2fc7", + "id": "f60a94aa", "metadata": {}, "source": [ "## Exercise 9.3\n", @@ -2629,7 +2629,7 @@ }, { "cell_type": "markdown", - "id": "9a7be47b", + "id": "a812d427", "metadata": {}, "source": [ "## Solution to[ Exercise 9.3](https://python-programming.quantecon.org/#np_ex3)\n", @@ -2644,7 +2644,7 @@ { "cell_type": "code", "execution_count": null, - "id": "79357ef9", + "id": "e570025d", "metadata": { "hide-output": false }, @@ -2720,7 +2720,7 @@ }, { "cell_type": "markdown", - "id": "5431892d", + "id": "ffe9b03e", "metadata": {}, "source": [ "Here’s an example of usage" @@ -2729,7 +2729,7 @@ { "cell_type": "code", "execution_count": null, - "id": "e959ebb5", + "id": "3352499a", "metadata": { "hide-output": false }, @@ -2743,7 +2743,7 @@ }, { "cell_type": "markdown", - "id": "0b02d6d1", + "id": "9be3291a", "metadata": {}, "source": [ "## Exercise 9.4\n", @@ -2758,7 +2758,7 @@ { "cell_type": "code", "execution_count": null, - "id": "4e88798f", + "id": "c0db91fa", "metadata": { "hide-output": false }, @@ -2772,7 +2772,7 @@ }, { "cell_type": "markdown", - "id": "f03ebc2a", + "id": "e247e196", "metadata": {}, "source": [ "Here is the output" @@ -2781,7 +2781,7 @@ { "cell_type": "code", "execution_count": null, - "id": "cff0d3b2", + "id": "b1c9e824", "metadata": { "hide-output": false }, @@ -2792,7 +2792,7 @@ }, { "cell_type": "markdown", - "id": "7e587df8", + "id": "5ee1629d", "metadata": {}, "source": [ "**Part2**: Move on to replicate the result of the following broadcasting operation. Meanwhile, compare the speeds of broadcasting and the `for` loop you implement." @@ -2801,7 +2801,7 @@ { "cell_type": "code", "execution_count": null, - "id": "06b75cd6", + "id": "6c19aa34", "metadata": { "hide-output": false }, @@ -2820,7 +2820,7 @@ }, { "cell_type": "markdown", - "id": "bfc8ea61", + "id": "c4f252de", "metadata": {}, "source": [ "Here is the output" @@ -2829,7 +2829,7 @@ { "cell_type": "code", "execution_count": null, - "id": "b05ba9da", + "id": "b9d92c55", "metadata": { "hide-output": false }, @@ -2840,7 +2840,7 @@ }, { "cell_type": "markdown", - "id": "854829d7", + "id": "245fde27", "metadata": {}, "source": [ "## Solution to[ Exercise 9.4](https://python-programming.quantecon.org/#np_ex4)\n", @@ -2851,7 +2851,7 @@ { "cell_type": "code", "execution_count": null, - "id": "0d6a14d5", + "id": "44c00843", "metadata": { "hide-output": false }, @@ -2870,7 +2870,7 @@ }, { "cell_type": "markdown", - "id": "7ddef898", + "id": "4d1eca5c", "metadata": {}, "source": [ "Compare the results to check your answer" @@ -2879,7 +2879,7 @@ { "cell_type": "code", "execution_count": null, - "id": "6c7a5324", + "id": "1220fe1a", "metadata": { "hide-output": false }, @@ -2890,7 +2890,7 @@ }, { "cell_type": "markdown", - "id": "253f3b82", + "id": "4437280c", "metadata": {}, "source": [ "You can also use `array_equal()` to check your answer" @@ -2899,7 +2899,7 @@ { "cell_type": "code", "execution_count": null, - "id": "81b559f6", + "id": "5c8ab9f8", "metadata": { "hide-output": false }, @@ -2910,7 +2910,7 @@ }, { "cell_type": "markdown", - "id": "d6e0ef35", + "id": "35e92295", "metadata": {}, "source": [ "**Part 2 Solution**" @@ -2919,7 +2919,7 @@ { "cell_type": "code", "execution_count": null, - "id": "8470b04c", + "id": "13c4618a", "metadata": { "hide-output": false }, @@ -2941,7 +2941,7 @@ }, { "cell_type": "markdown", - "id": "8dc30c35", + "id": "3c56407a", "metadata": {}, "source": [ "Note that the `for` loop takes much longer than the broadcasting operation.\n", @@ -2952,7 +2952,7 @@ { "cell_type": "code", "execution_count": null, - "id": "9a5e8305", + "id": "268d46c0", "metadata": { "hide-output": false }, @@ -2964,7 +2964,7 @@ { "cell_type": "code", "execution_count": null, - "id": "e88a8e60", + "id": "9d9e74d1", "metadata": { "hide-output": false }, @@ -2975,7 +2975,7 @@ } ], "metadata": { - "date": 1692161969.8792472, + "date": 1695106393.63867, "filename": "numpy.md", "kernelspec": { "display_name": "Python", diff --git a/_notebooks/oop_intro.ipynb b/_notebooks/oop_intro.ipynb index 88039c48..a68a3a87 100644 --- a/_notebooks/oop_intro.ipynb +++ b/_notebooks/oop_intro.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "markdown", - "id": "9dca6fdc", + "id": "441cc97c", "metadata": {}, "source": [ "\n", @@ -16,7 +16,7 @@ }, { "cell_type": "markdown", - "id": "50529d8c", + "id": "8038a068", "metadata": {}, "source": [ "# OOP I: Objects and Names" @@ -24,7 +24,7 @@ }, { "cell_type": "markdown", - "id": "b9c49130", + "id": "5a827d95", "metadata": {}, "source": [ "## Contents\n", @@ -39,7 +39,7 @@ }, { "cell_type": "markdown", - "id": "3a77422f", + "id": "2623e962", "metadata": {}, "source": [ "## Overview\n", @@ -65,7 +65,7 @@ }, { "cell_type": "markdown", - "id": "38b3b879", + "id": "6163b137", "metadata": {}, "source": [ "### Python and OOP\n", @@ -81,7 +81,7 @@ }, { "cell_type": "markdown", - "id": "a148acd5", + "id": "b45df0e2", "metadata": {}, "source": [ "## Objects\n", @@ -104,7 +104,7 @@ }, { "cell_type": "markdown", - "id": "502c1e48", + "id": "0e19ab53", "metadata": {}, "source": [ "### Type\n", @@ -119,7 +119,7 @@ { "cell_type": "code", "execution_count": null, - "id": "b94fbb74", + "id": "7f2e5fe6", "metadata": { "hide-output": false }, @@ -132,7 +132,7 @@ { "cell_type": "code", "execution_count": null, - "id": "381eb2e8", + "id": "159cb246", "metadata": { "hide-output": false }, @@ -144,7 +144,7 @@ }, { "cell_type": "markdown", - "id": "33c390ca", + "id": "20065110", "metadata": {}, "source": [ "The type of an object matters for many expressions.\n", @@ -155,7 +155,7 @@ { "cell_type": "code", "execution_count": null, - "id": "5200e592", + "id": "10cf9820", "metadata": { "hide-output": false }, @@ -166,7 +166,7 @@ }, { "cell_type": "markdown", - "id": "5be45f7c", + "id": "15a33195", "metadata": {}, "source": [ "On the other hand, between two numbers it means ordinary addition" @@ -175,7 +175,7 @@ { "cell_type": "code", "execution_count": null, - "id": "54e1f9cf", + "id": "4af8ea9a", "metadata": { "hide-output": false }, @@ -186,7 +186,7 @@ }, { "cell_type": "markdown", - "id": "07cb64e6", + "id": "fa22c7dd", "metadata": {}, "source": [ "Consider the following expression" @@ -195,7 +195,7 @@ { "cell_type": "code", "execution_count": null, - "id": "88e03e02", + "id": "8a20bbc8", "metadata": { "hide-output": false }, @@ -206,7 +206,7 @@ }, { "cell_type": "markdown", - "id": "ab7ad4e0", + "id": "050a94c1", "metadata": {}, "source": [ "Here we are mixing types, and it’s unclear to Python whether the user wants to\n", @@ -229,7 +229,7 @@ { "cell_type": "code", "execution_count": null, - "id": "534f7a21", + "id": "50ccfd84", "metadata": { "hide-output": false }, @@ -240,7 +240,7 @@ }, { "cell_type": "markdown", - "id": "69d57361", + "id": "ce2afe21", "metadata": {}, "source": [ "\n", @@ -249,7 +249,7 @@ }, { "cell_type": "markdown", - "id": "a003ddcf", + "id": "4a76f1a9", "metadata": {}, "source": [ "### Identity\n", @@ -264,7 +264,7 @@ { "cell_type": "code", "execution_count": null, - "id": "8951adfc", + "id": "0159b8f4", "metadata": { "hide-output": false }, @@ -278,7 +278,7 @@ { "cell_type": "code", "execution_count": null, - "id": "d532e143", + "id": "b0a91a78", "metadata": { "hide-output": false }, @@ -289,7 +289,7 @@ }, { "cell_type": "markdown", - "id": "8d59f7d2", + "id": "8388b14d", "metadata": {}, "source": [ "In this example, `y` and `z` happen to have the same value (i.e., `2.5`), but they are not the same object.\n", @@ -299,7 +299,7 @@ }, { "cell_type": "markdown", - "id": "1b22803c", + "id": "b7d492ac", "metadata": {}, "source": [ "### Object Content: Data and Attributes\n", @@ -315,7 +315,7 @@ { "cell_type": "code", "execution_count": null, - "id": "b4e425fa", + "id": "0067571e", "metadata": { "hide-output": false }, @@ -328,7 +328,7 @@ { "cell_type": "code", "execution_count": null, - "id": "fce39c60", + "id": "3f26ccd5", "metadata": { "hide-output": false }, @@ -340,7 +340,7 @@ { "cell_type": "code", "execution_count": null, - "id": "d800a3ba", + "id": "d8459ac6", "metadata": { "hide-output": false }, @@ -351,7 +351,7 @@ }, { "cell_type": "markdown", - "id": "8e30d441", + "id": "d3f8d952", "metadata": {}, "source": [ "When Python creates this integer object, it stores with it various auxiliary information, such as the imaginary part, and the type.\n", @@ -373,7 +373,7 @@ }, { "cell_type": "markdown", - "id": "b684c0bf", + "id": "3751dbc5", "metadata": {}, "source": [ "### Methods\n", @@ -388,7 +388,7 @@ { "cell_type": "code", "execution_count": null, - "id": "feb4400e", + "id": "c6976bbb", "metadata": { "hide-output": false }, @@ -401,7 +401,7 @@ { "cell_type": "code", "execution_count": null, - "id": "02e7a7bc", + "id": "50504db9", "metadata": { "hide-output": false }, @@ -412,7 +412,7 @@ }, { "cell_type": "markdown", - "id": "b78c6b7a", + "id": "ada0816c", "metadata": {}, "source": [ "Methods typically act on the data contained in the object they belong to, or combine that data with other data" @@ -421,7 +421,7 @@ { "cell_type": "code", "execution_count": null, - "id": "9348af0e", + "id": "f7acd598", "metadata": { "hide-output": false }, @@ -436,7 +436,7 @@ { "cell_type": "code", "execution_count": null, - "id": "f3effec0", + "id": "55c51763", "metadata": { "hide-output": false }, @@ -448,7 +448,7 @@ { "cell_type": "code", "execution_count": null, - "id": "5d73d3bb", + "id": "1d591e7a", "metadata": { "hide-output": false }, @@ -459,7 +459,7 @@ }, { "cell_type": "markdown", - "id": "da3899d9", + "id": "136ee863", "metadata": {}, "source": [ "A great deal of Python functionality is organized around method calls.\n", @@ -470,7 +470,7 @@ { "cell_type": "code", "execution_count": null, - "id": "6c333c85", + "id": "8875a6c8", "metadata": { "hide-output": false }, @@ -483,7 +483,7 @@ }, { "cell_type": "markdown", - "id": "52d2c982", + "id": "fad98dd9", "metadata": {}, "source": [ "It doesn’t look like there are any methods used here, but in fact the square bracket assignment notation is just a convenient interface to a method call.\n", @@ -494,7 +494,7 @@ { "cell_type": "code", "execution_count": null, - "id": "7186801c", + "id": "e63c2de3", "metadata": { "hide-output": false }, @@ -507,7 +507,7 @@ }, { "cell_type": "markdown", - "id": "fd34fc90", + "id": "27afcd64", "metadata": {}, "source": [ "(If you wanted to you could modify the `__setitem__` method, so that square bracket assignment does something totally different)\n", @@ -518,7 +518,7 @@ }, { "cell_type": "markdown", - "id": "d71e2223", + "id": "832387d6", "metadata": {}, "source": [ "## Names and Name Resolution" @@ -526,7 +526,7 @@ }, { "cell_type": "markdown", - "id": "f5d036a6", + "id": "2e8111c7", "metadata": {}, "source": [ "### Variable Names in Python\n", @@ -539,7 +539,7 @@ { "cell_type": "code", "execution_count": null, - "id": "d1ffec91", + "id": "77428a7b", "metadata": { "hide-output": false }, @@ -550,7 +550,7 @@ }, { "cell_type": "markdown", - "id": "3c532119", + "id": "516731ac", "metadata": {}, "source": [ "We now know that when this statement is executed, Python creates an object of\n", @@ -572,7 +572,7 @@ { "cell_type": "code", "execution_count": null, - "id": "d9a15afd", + "id": "4cfb5d7d", "metadata": { "hide-output": false }, @@ -588,7 +588,7 @@ { "cell_type": "code", "execution_count": null, - "id": "2aaf23c6", + "id": "ec1732ed", "metadata": { "hide-output": false }, @@ -599,7 +599,7 @@ }, { "cell_type": "markdown", - "id": "2a69f205", + "id": "e862c861", "metadata": {}, "source": [ "In the first step, a function object is created, and the name `f` is bound to it.\n", @@ -614,7 +614,7 @@ { "cell_type": "code", "execution_count": null, - "id": "bae0d629", + "id": "e7a7731d", "metadata": { "hide-output": false }, @@ -627,7 +627,7 @@ { "cell_type": "code", "execution_count": null, - "id": "3c6751d0", + "id": "7a8ae32a", "metadata": { "hide-output": false }, @@ -638,7 +638,7 @@ }, { "cell_type": "markdown", - "id": "9d523589", + "id": "e184777f", "metadata": {}, "source": [ "What happens here is that the first object is garbage collected.\n", @@ -652,7 +652,7 @@ }, { "cell_type": "markdown", - "id": "de8232a2", + "id": "34fa6ac3", "metadata": {}, "source": [ "### Namespaces\n", @@ -665,7 +665,7 @@ { "cell_type": "code", "execution_count": null, - "id": "5fef80bf", + "id": "a74a9ef9", "metadata": { "hide-output": false }, @@ -676,7 +676,7 @@ }, { "cell_type": "markdown", - "id": "89c8fb62", + "id": "2f302d3c", "metadata": {}, "source": [ "binds the name `x` to the integer object on the right-hand side.\n", @@ -697,7 +697,7 @@ { "cell_type": "code", "execution_count": null, - "id": "4f2cbb67", + "id": "f909a6e7", "metadata": { "hide-output": false }, @@ -709,7 +709,7 @@ }, { "cell_type": "markdown", - "id": "a91a5689", + "id": "2a62a413", "metadata": {}, "source": [ "Now we start the Python interpreter and import it" @@ -718,7 +718,7 @@ { "cell_type": "code", "execution_count": null, - "id": "f4a4beab", + "id": "e15ea4fe", "metadata": { "hide-output": false }, @@ -729,7 +729,7 @@ }, { "cell_type": "markdown", - "id": "d4621513", + "id": "bb97ae42", "metadata": {}, "source": [ "Next let’s import the `math` module from the standard library" @@ -738,7 +738,7 @@ { "cell_type": "code", "execution_count": null, - "id": "16fd10a4", + "id": "5b06fec1", "metadata": { "hide-output": false }, @@ -749,7 +749,7 @@ }, { "cell_type": "markdown", - "id": "561d1ca2", + "id": "528d252c", "metadata": {}, "source": [ "Both of these modules have an attribute called `pi`" @@ -758,7 +758,7 @@ { "cell_type": "code", "execution_count": null, - "id": "dcc35ba8", + "id": "49e4b727", "metadata": { "hide-output": false }, @@ -770,7 +770,7 @@ { "cell_type": "code", "execution_count": null, - "id": "2c4622b2", + "id": "10065eca", "metadata": { "hide-output": false }, @@ -781,7 +781,7 @@ }, { "cell_type": "markdown", - "id": "7f904438", + "id": "79fd2156", "metadata": {}, "source": [ "These two different bindings of `pi` exist in different namespaces, each one implemented as a dictionary.\n", @@ -792,7 +792,7 @@ { "cell_type": "code", "execution_count": null, - "id": "2ecc64a4", + "id": "dd38388a", "metadata": { "hide-output": false }, @@ -806,7 +806,7 @@ { "cell_type": "code", "execution_count": null, - "id": "fcd4c620", + "id": "b626d5f3", "metadata": { "hide-output": false }, @@ -819,7 +819,7 @@ }, { "cell_type": "markdown", - "id": "a01ef12a", + "id": "6d99a674", "metadata": {}, "source": [ "As you know, we access elements of the namespace using the dotted attribute notation" @@ -828,7 +828,7 @@ { "cell_type": "code", "execution_count": null, - "id": "58b573c5", + "id": "2dfc0b40", "metadata": { "hide-output": false }, @@ -839,7 +839,7 @@ }, { "cell_type": "markdown", - "id": "5a7532ba", + "id": "c290a5ad", "metadata": {}, "source": [ "In fact this is entirely equivalent to `math.__dict__['pi']`" @@ -848,7 +848,7 @@ { "cell_type": "code", "execution_count": null, - "id": "bf2fd1d3", + "id": "9c5f466f", "metadata": { "hide-output": false }, @@ -859,7 +859,7 @@ }, { "cell_type": "markdown", - "id": "bfb078c8", + "id": "42b11e31", "metadata": {}, "source": [ "### Viewing Namespaces\n", @@ -872,7 +872,7 @@ { "cell_type": "code", "execution_count": null, - "id": "448e195b", + "id": "699258f1", "metadata": { "hide-output": false }, @@ -883,7 +883,7 @@ }, { "cell_type": "markdown", - "id": "a254c640", + "id": "c4bcbad9", "metadata": {}, "source": [ "If you just want to see the names, you can type" @@ -892,7 +892,7 @@ { "cell_type": "code", "execution_count": null, - "id": "087e2422", + "id": "c52bca40", "metadata": { "hide-output": false }, @@ -904,7 +904,7 @@ }, { "cell_type": "markdown", - "id": "79f901ab", + "id": "24e0119d", "metadata": {}, "source": [ "Notice the special names `__doc__` and `__name__`.\n", @@ -918,7 +918,7 @@ { "cell_type": "code", "execution_count": null, - "id": "840569ea", + "id": "c09882bf", "metadata": { "hide-output": false }, @@ -930,7 +930,7 @@ { "cell_type": "code", "execution_count": null, - "id": "900df59c", + "id": "4ac74436", "metadata": { "hide-output": false }, @@ -941,7 +941,7 @@ }, { "cell_type": "markdown", - "id": "52e83754", + "id": "9a9b8f3b", "metadata": {}, "source": [ "### Interactive Sessions\n", @@ -960,7 +960,7 @@ { "cell_type": "code", "execution_count": null, - "id": "30969853", + "id": "3dbe8d2d", "metadata": { "hide-output": false }, @@ -971,7 +971,7 @@ }, { "cell_type": "markdown", - "id": "d3e797b1", + "id": "3deb108c", "metadata": {}, "source": [ "When we run a script using IPython’s `run` command, the contents of the file are executed as part of `__main__` too.\n", @@ -982,7 +982,7 @@ { "cell_type": "code", "execution_count": null, - "id": "c127fd08", + "id": "aefd2cf6", "metadata": { "hide-output": false }, @@ -994,7 +994,7 @@ }, { "cell_type": "markdown", - "id": "a8a15b0e", + "id": "6da33e26", "metadata": {}, "source": [ "Now let’s look at two different ways of running it in IPython" @@ -1003,7 +1003,7 @@ { "cell_type": "code", "execution_count": null, - "id": "39b3d2ba", + "id": "e1351fc5", "metadata": { "hide-output": false }, @@ -1015,7 +1015,7 @@ { "cell_type": "code", "execution_count": null, - "id": "e44d3f89", + "id": "71ee954b", "metadata": { "hide-output": false }, @@ -1026,7 +1026,7 @@ }, { "cell_type": "markdown", - "id": "44dc6779", + "id": "b9fb12bd", "metadata": {}, "source": [ "In the second case, the code is executed as part of `__main__`, so `__name__` is equal to `__main__`.\n", @@ -1042,7 +1042,7 @@ { "cell_type": "code", "execution_count": null, - "id": "69048a04", + "id": "77d98b7c", "metadata": { "hide-output": false }, @@ -1058,7 +1058,7 @@ }, { "cell_type": "markdown", - "id": "4dfeeaab", + "id": "128bc825", "metadata": {}, "source": [ "### The Global Namespace\n", @@ -1078,7 +1078,7 @@ }, { "cell_type": "markdown", - "id": "613c68f7", + "id": "56c956cb", "metadata": { "hide-output": false }, @@ -1090,7 +1090,7 @@ }, { "cell_type": "markdown", - "id": "8b8e4edd", + "id": "e73f6584", "metadata": {}, "source": [ "At this point, the interpreter creates a namespace for the module `amodule` and starts executing commands in the module.\n", @@ -1104,7 +1104,7 @@ }, { "cell_type": "markdown", - "id": "aed90491", + "id": "296299da", "metadata": {}, "source": [ "### Local Namespaces\n", @@ -1127,7 +1127,7 @@ { "cell_type": "code", "execution_count": null, - "id": "7f507fd2", + "id": "186e74d2", "metadata": { "hide-output": false }, @@ -1141,7 +1141,7 @@ }, { "cell_type": "markdown", - "id": "9abfaec7", + "id": "6d470cfa", "metadata": {}, "source": [ "Now let’s call the function" @@ -1150,7 +1150,7 @@ { "cell_type": "code", "execution_count": null, - "id": "e7344b7a", + "id": "b9e98ce9", "metadata": { "hide-output": false }, @@ -1161,7 +1161,7 @@ }, { "cell_type": "markdown", - "id": "7efdfebd", + "id": "543d6673", "metadata": {}, "source": [ "You can see the local namespace of `f` before it is destroyed." @@ -1169,7 +1169,7 @@ }, { "cell_type": "markdown", - "id": "0c59bbdd", + "id": "8d2f61cc", "metadata": {}, "source": [ "### The `__builtins__` Namespace\n", @@ -1187,7 +1187,7 @@ { "cell_type": "code", "execution_count": null, - "id": "e4f8fc2b", + "id": "afe6e755", "metadata": { "hide-output": false }, @@ -1200,7 +1200,7 @@ { "cell_type": "code", "execution_count": null, - "id": "ea986ea8", + "id": "ae48d1cf", "metadata": { "hide-output": false }, @@ -1212,7 +1212,7 @@ }, { "cell_type": "markdown", - "id": "5d78cbd8", + "id": "25ab80ae", "metadata": {}, "source": [ "We can access elements of the namespace as follows" @@ -1221,7 +1221,7 @@ { "cell_type": "code", "execution_count": null, - "id": "a4c04349", + "id": "211e1989", "metadata": { "hide-output": false }, @@ -1232,7 +1232,7 @@ }, { "cell_type": "markdown", - "id": "9b2f0c2f", + "id": "c9a0a973", "metadata": {}, "source": [ "But `__builtins__` is special, because we can always access them directly as well" @@ -1241,7 +1241,7 @@ { "cell_type": "code", "execution_count": null, - "id": "7c8eef98", + "id": "aa063572", "metadata": { "hide-output": false }, @@ -1253,7 +1253,7 @@ { "cell_type": "code", "execution_count": null, - "id": "ae95cff0", + "id": "81d215c0", "metadata": { "hide-output": false }, @@ -1264,7 +1264,7 @@ }, { "cell_type": "markdown", - "id": "fc2b60c2", + "id": "e4d38fed", "metadata": {}, "source": [ "The next section explains how this works …" @@ -1272,7 +1272,7 @@ }, { "cell_type": "markdown", - "id": "612190d6", + "id": "bb6ba30a", "metadata": {}, "source": [ "### Name Resolution\n", @@ -1310,7 +1310,7 @@ { "cell_type": "code", "execution_count": null, - "id": "864b2d6e", + "id": "b1784fa2", "metadata": { "hide-output": false }, @@ -1326,7 +1326,7 @@ }, { "cell_type": "markdown", - "id": "0ff88dbd", + "id": "1a92372b", "metadata": {}, "source": [ "Here `f` is the *enclosing function* for `g`, and each function gets its\n", @@ -1358,7 +1358,7 @@ { "cell_type": "code", "execution_count": null, - "id": "c21e9cb3", + "id": "08a83711", "metadata": { "hide-output": false }, @@ -1377,7 +1377,7 @@ }, { "cell_type": "markdown", - "id": "b69e84ac", + "id": "f0264f6c", "metadata": {}, "source": [ "What happens when we run this script?" @@ -1386,7 +1386,7 @@ { "cell_type": "code", "execution_count": null, - "id": "13c2084d", + "id": "f1be9ecc", "metadata": { "hide-output": false }, @@ -1397,7 +1397,7 @@ }, { "cell_type": "markdown", - "id": "07d85042", + "id": "c63a6b04", "metadata": {}, "source": [ "First,\n", @@ -1439,7 +1439,7 @@ }, { "cell_type": "markdown", - "id": "3451fef6", + "id": "1c4ad7d5", "metadata": {}, "source": [ "### Mutable Versus Immutable Parameters\n", @@ -1452,7 +1452,7 @@ { "cell_type": "code", "execution_count": null, - "id": "b80056e8", + "id": "6136b0d7", "metadata": { "hide-output": false }, @@ -1468,7 +1468,7 @@ }, { "cell_type": "markdown", - "id": "f754cc3c", + "id": "be9f3d99", "metadata": {}, "source": [ "We now understand what will happen here: The code prints `2` as the value of `f(x)` and `1` as the value of `x`.\n", @@ -1487,7 +1487,7 @@ { "cell_type": "code", "execution_count": null, - "id": "08e5de07", + "id": "d6ad2e81", "metadata": { "hide-output": false }, @@ -1503,7 +1503,7 @@ }, { "cell_type": "markdown", - "id": "fad5b0de", + "id": "1620b5b2", "metadata": {}, "source": [ "This prints `[2]` as the value of `f(x)` and *same* for `x`.\n", @@ -1540,7 +1540,7 @@ { "cell_type": "code", "execution_count": null, - "id": "cd01b88e", + "id": "dad0a88e", "metadata": { "hide-output": false }, @@ -1558,7 +1558,7 @@ }, { "cell_type": "markdown", - "id": "cb02ebc0", + "id": "f6efd7a7", "metadata": {}, "source": [ "- Within `f(x)` \n", @@ -1582,7 +1582,7 @@ }, { "cell_type": "markdown", - "id": "883631c8", + "id": "19861fd9", "metadata": {}, "source": [ "## Summary\n", @@ -1612,7 +1612,7 @@ { "cell_type": "code", "execution_count": null, - "id": "e8965169", + "id": "cfed5763", "metadata": { "hide-output": false }, @@ -1625,7 +1625,7 @@ { "cell_type": "code", "execution_count": null, - "id": "241bba21", + "id": "2fdd632e", "metadata": { "hide-output": false }, @@ -1638,7 +1638,7 @@ { "cell_type": "code", "execution_count": null, - "id": "0399d069", + "id": "64e9b49a", "metadata": { "hide-output": false }, @@ -1650,7 +1650,7 @@ { "cell_type": "code", "execution_count": null, - "id": "f2cea378", + "id": "99c19c08", "metadata": { "hide-output": false }, @@ -1662,7 +1662,7 @@ { "cell_type": "code", "execution_count": null, - "id": "a4706927", + "id": "bbf481d4", "metadata": { "hide-output": false }, @@ -1673,7 +1673,7 @@ }, { "cell_type": "markdown", - "id": "0a9274f2", + "id": "81f40f08", "metadata": {}, "source": [ "We can see that `f` has type, identity, attributes and so on—just like any other object.\n", @@ -1686,7 +1686,7 @@ { "cell_type": "code", "execution_count": null, - "id": "95b569a3", + "id": "16a2212d", "metadata": { "hide-output": false }, @@ -1697,7 +1697,7 @@ }, { "cell_type": "markdown", - "id": "7a75dcad", + "id": "90069608", "metadata": {}, "source": [ "Another is the `__dir__` method, which returns a list of attributes.\n", @@ -1708,7 +1708,7 @@ { "cell_type": "code", "execution_count": null, - "id": "bfb9ba6d", + "id": "6f48e4e1", "metadata": { "hide-output": false }, @@ -1719,7 +1719,7 @@ }, { "cell_type": "markdown", - "id": "ac5003db", + "id": "712ada02", "metadata": {}, "source": [ "Modules loaded into memory are also treated as objects" @@ -1728,7 +1728,7 @@ { "cell_type": "code", "execution_count": null, - "id": "b509d721", + "id": "d023cc9f", "metadata": { "hide-output": false }, @@ -1741,7 +1741,7 @@ }, { "cell_type": "markdown", - "id": "867c9728", + "id": "d03447e0", "metadata": {}, "source": [ "We can find `math` in our global namespace after the import" @@ -1750,7 +1750,7 @@ { "cell_type": "code", "execution_count": null, - "id": "1c6b7642", + "id": "465d046f", "metadata": { "hide-output": false }, @@ -1761,7 +1761,7 @@ }, { "cell_type": "markdown", - "id": "40060db1", + "id": "27ec0b45", "metadata": {}, "source": [ "We can also find all objects associated with the `math` module in the private namespace of `math`" @@ -1770,7 +1770,7 @@ { "cell_type": "code", "execution_count": null, - "id": "39172b1f", + "id": "d79bd649", "metadata": { "hide-output": false }, @@ -1781,7 +1781,7 @@ }, { "cell_type": "markdown", - "id": "553e1443", + "id": "e8e06f2a", "metadata": {}, "source": [ "We can also directly import objects to our current namespace using `from ... import ...`" @@ -1790,7 +1790,7 @@ { "cell_type": "code", "execution_count": null, - "id": "8fd43f7b", + "id": "3560f72d", "metadata": { "hide-output": false }, @@ -1803,7 +1803,7 @@ }, { "cell_type": "markdown", - "id": "4b360c8a", + "id": "216d426f", "metadata": {}, "source": [ "We can find these names appear in the current namespace now.\n", @@ -1813,7 +1813,7 @@ }, { "cell_type": "markdown", - "id": "b639daa0", + "id": "a2cb0415", "metadata": {}, "source": [ "## Exercises" @@ -1821,7 +1821,7 @@ }, { "cell_type": "markdown", - "id": "8a138593", + "id": "ed4222c4", "metadata": {}, "source": [ "## Exercise 6.1\n", @@ -1834,7 +1834,7 @@ }, { "cell_type": "markdown", - "id": "e26b06a0", + "id": "5a2b81b2", "metadata": {}, "source": [ "## Solution to[ Exercise 6.1](https://python-programming.quantecon.org/#oop_intro_ex1)\n", @@ -1849,7 +1849,7 @@ { "cell_type": "code", "execution_count": null, - "id": "68af20e0", + "id": "4ea8d23f", "metadata": { "hide-output": false }, @@ -1860,7 +1860,7 @@ }, { "cell_type": "markdown", - "id": "4fc5c33e", + "id": "10bd6882", "metadata": {}, "source": [ "*2.* You can use the built-in function `dir()`" @@ -1869,7 +1869,7 @@ { "cell_type": "code", "execution_count": null, - "id": "05f9fd8f", + "id": "98706493", "metadata": { "hide-output": false }, @@ -1880,7 +1880,7 @@ }, { "cell_type": "markdown", - "id": "4908bab1", + "id": "a0a08054", "metadata": {}, "source": [ "*3.* Since the boolean data type is a primitive type, you can also find it in the built-in namespace" @@ -1889,7 +1889,7 @@ { "cell_type": "code", "execution_count": null, - "id": "109d11aa", + "id": "efc0641a", "metadata": { "hide-output": false }, @@ -1900,7 +1900,7 @@ }, { "cell_type": "markdown", - "id": "383fdaec", + "id": "fcb3ca13", "metadata": {}, "source": [ "Next, we can use a `for` loop to filter out attributes that are callable" @@ -1909,7 +1909,7 @@ { "cell_type": "code", "execution_count": null, - "id": "3029def3", + "id": "55ca2e91", "metadata": { "hide-output": false }, @@ -1927,7 +1927,7 @@ }, { "cell_type": "markdown", - "id": "9072c5f5", + "id": "0e7eaf86", "metadata": {}, "source": [ "Here is a one-line solution" @@ -1936,7 +1936,7 @@ { "cell_type": "code", "execution_count": null, - "id": "4971b829", + "id": "ab56f7e8", "metadata": { "hide-output": false }, @@ -1947,7 +1947,7 @@ }, { "cell_type": "markdown", - "id": "0bcc06d3", + "id": "0271895f", "metadata": {}, "source": [ "You can explore these methods and see what they are used for." @@ -1955,7 +1955,7 @@ } ], "metadata": { - "date": 1692161969.990596, + "date": 1695106393.9492414, "filename": "oop_intro.md", "kernelspec": { "display_name": "Python", diff --git a/_notebooks/pandas.ipynb b/_notebooks/pandas.ipynb index 2f200e7b..749ef457 100644 --- a/_notebooks/pandas.ipynb +++ b/_notebooks/pandas.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "markdown", - "id": "5af337b9", + "id": "350f92fb", "metadata": {}, "source": [ "\n", @@ -16,7 +16,7 @@ }, { "cell_type": "markdown", - "id": "c1fd0060", + "id": "60c11d10", "metadata": {}, "source": [ "# Pandas\n", @@ -27,7 +27,7 @@ }, { "cell_type": "markdown", - "id": "90b62096", + "id": "529ead21", "metadata": {}, "source": [ "## Contents\n", @@ -42,7 +42,7 @@ }, { "cell_type": "markdown", - "id": "e70cf710", + "id": "9ced71cf", "metadata": {}, "source": [ "In addition to what’s in Anaconda, this lecture will need the following libraries:" @@ -51,7 +51,7 @@ { "cell_type": "code", "execution_count": null, - "id": "490592ea", + "id": "0b25d613", "metadata": { "hide-output": false }, @@ -63,7 +63,7 @@ }, { "cell_type": "markdown", - "id": "3919429a", + "id": "324d495f", "metadata": {}, "source": [ "## Overview\n", @@ -101,7 +101,7 @@ { "cell_type": "code", "execution_count": null, - "id": "3a1db61f", + "id": "820a0477", "metadata": { "hide-output": false }, @@ -117,7 +117,7 @@ }, { "cell_type": "markdown", - "id": "cae742bf", + "id": "e45c1d91", "metadata": {}, "source": [ "Two important data types defined by pandas are `Series` and `DataFrame`.\n", @@ -129,7 +129,7 @@ }, { "cell_type": "markdown", - "id": "b59d07c6", + "id": "569a96a5", "metadata": {}, "source": [ "## Series\n", @@ -144,7 +144,7 @@ { "cell_type": "code", "execution_count": null, - "id": "55bf22a9", + "id": "bd031ce1", "metadata": { "hide-output": false }, @@ -156,7 +156,7 @@ }, { "cell_type": "markdown", - "id": "39c93be7", + "id": "115a8fc8", "metadata": {}, "source": [ "Here you can imagine the indices `0, 1, 2, 3` as indexing four listed\n", @@ -169,7 +169,7 @@ { "cell_type": "code", "execution_count": null, - "id": "c0b0454b", + "id": "1c83fe49", "metadata": { "hide-output": false }, @@ -181,7 +181,7 @@ { "cell_type": "code", "execution_count": null, - "id": "c988688e", + "id": "10dfb130", "metadata": { "hide-output": false }, @@ -192,7 +192,7 @@ }, { "cell_type": "markdown", - "id": "2fa5b132", + "id": "3ca43552", "metadata": {}, "source": [ "But `Series` provide more than NumPy arrays.\n", @@ -203,7 +203,7 @@ { "cell_type": "code", "execution_count": null, - "id": "8927cb94", + "id": "5ec8e8cc", "metadata": { "hide-output": false }, @@ -214,7 +214,7 @@ }, { "cell_type": "markdown", - "id": "4963f08e", + "id": "6779c105", "metadata": {}, "source": [ "But their indices are more flexible" @@ -223,7 +223,7 @@ { "cell_type": "code", "execution_count": null, - "id": "39dce3c6", + "id": "0e46e464", "metadata": { "hide-output": false }, @@ -235,7 +235,7 @@ }, { "cell_type": "markdown", - "id": "1461585e", + "id": "f8778be2", "metadata": {}, "source": [ "Viewed in this way, `Series` are like fast, efficient Python dictionaries\n", @@ -248,7 +248,7 @@ { "cell_type": "code", "execution_count": null, - "id": "1ff8043b", + "id": "2e9044e2", "metadata": { "hide-output": false }, @@ -260,7 +260,7 @@ { "cell_type": "code", "execution_count": null, - "id": "4f8c5d0e", + "id": "46c35ab3", "metadata": { "hide-output": false }, @@ -273,7 +273,7 @@ { "cell_type": "code", "execution_count": null, - "id": "44245b3d", + "id": "3df337ab", "metadata": { "hide-output": false }, @@ -284,7 +284,7 @@ }, { "cell_type": "markdown", - "id": "61b4cf79", + "id": "10a527e6", "metadata": {}, "source": [ "## DataFrames\n", @@ -314,7 +314,7 @@ { "cell_type": "code", "execution_count": null, - "id": "88a393d7", + "id": "c771c338", "metadata": { "hide-output": false }, @@ -326,7 +326,7 @@ }, { "cell_type": "markdown", - "id": "163a5afd", + "id": "20138710", "metadata": {}, "source": [ "Here’s the content of `test_pwt.csv`" @@ -335,7 +335,7 @@ { "cell_type": "code", "execution_count": null, - "id": "7d82848c", + "id": "f3734fb7", "metadata": { "hide-output": false }, @@ -346,7 +346,7 @@ }, { "cell_type": "markdown", - "id": "dfa96b7e", + "id": "16054a0b", "metadata": {}, "source": [ "### Select Data by Position\n", @@ -359,7 +359,7 @@ { "cell_type": "code", "execution_count": null, - "id": "4f6f70af", + "id": "4d7d7aa1", "metadata": { "hide-output": false }, @@ -370,7 +370,7 @@ }, { "cell_type": "markdown", - "id": "9647b327", + "id": "c3412d28", "metadata": {}, "source": [ "To select columns, we can pass a list containing the names of the desired columns represented as strings" @@ -379,7 +379,7 @@ { "cell_type": "code", "execution_count": null, - "id": "9b799176", + "id": "0456a5bc", "metadata": { "hide-output": false }, @@ -390,7 +390,7 @@ }, { "cell_type": "markdown", - "id": "66f7e99f", + "id": "4f383ef2", "metadata": {}, "source": [ "To select both rows and columns using integers, the `iloc` attribute should be used with the format `.iloc[rows, columns]`." @@ -399,7 +399,7 @@ { "cell_type": "code", "execution_count": null, - "id": "38a0570b", + "id": "0c33d157", "metadata": { "hide-output": false }, @@ -410,7 +410,7 @@ }, { "cell_type": "markdown", - "id": "6fbe332a", + "id": "6e042eeb", "metadata": {}, "source": [ "To select rows and columns using a mixture of integers and labels, the `loc` attribute can be used in a similar way" @@ -419,7 +419,7 @@ { "cell_type": "code", "execution_count": null, - "id": "dbacfb9b", + "id": "899531f2", "metadata": { "hide-output": false }, @@ -430,7 +430,7 @@ }, { "cell_type": "markdown", - "id": "ed2da8d7", + "id": "5b504fa0", "metadata": {}, "source": [ "### Select Data by Conditions\n", @@ -445,7 +445,7 @@ { "cell_type": "code", "execution_count": null, - "id": "52f717b8", + "id": "5e6765ee", "metadata": { "hide-output": false }, @@ -456,7 +456,7 @@ }, { "cell_type": "markdown", - "id": "1457df7a", + "id": "28a91194", "metadata": {}, "source": [ "To understand what is going on here, notice that `df.POP >= 20000` returns a series of boolean values." @@ -465,7 +465,7 @@ { "cell_type": "code", "execution_count": null, - "id": "a1482948", + "id": "3043e93a", "metadata": { "hide-output": false }, @@ -476,7 +476,7 @@ }, { "cell_type": "markdown", - "id": "d7f46342", + "id": "e3ab52f3", "metadata": {}, "source": [ "In this case, `df[___]` takes a series of boolean values and only returns rows with the `True` values.\n", @@ -487,7 +487,7 @@ { "cell_type": "code", "execution_count": null, - "id": "9e6bce78", + "id": "3ca48a80", "metadata": { "hide-output": false }, @@ -498,7 +498,7 @@ }, { "cell_type": "markdown", - "id": "d3ff0646", + "id": "fa2f89c7", "metadata": {}, "source": [ "However, there is another way of doing the same thing, which can be slightly faster for large dataframes, with more natural syntax." @@ -507,7 +507,7 @@ { "cell_type": "code", "execution_count": null, - "id": "ba067fcf", + "id": "d5c1562c", "metadata": { "hide-output": false }, @@ -520,7 +520,7 @@ { "cell_type": "code", "execution_count": null, - "id": "c9c5f551", + "id": "0ab31f16", "metadata": { "hide-output": false }, @@ -531,7 +531,7 @@ }, { "cell_type": "markdown", - "id": "526c4c01", + "id": "97499920", "metadata": {}, "source": [ "We can also allow arithmetic operations between different columns." @@ -540,7 +540,7 @@ { "cell_type": "code", "execution_count": null, - "id": "b0bb2210", + "id": "1fd17661", "metadata": { "hide-output": false }, @@ -552,7 +552,7 @@ { "cell_type": "code", "execution_count": null, - "id": "c5a69761", + "id": "7045f5ba", "metadata": { "hide-output": false }, @@ -564,7 +564,7 @@ }, { "cell_type": "markdown", - "id": "e0d89ffc", + "id": "709c8ad0", "metadata": {}, "source": [ "For example, we can use the conditioning to select the country with the largest household consumption - gdp share `cc`." @@ -573,7 +573,7 @@ { "cell_type": "code", "execution_count": null, - "id": "ec47f339", + "id": "ec9e2148", "metadata": { "hide-output": false }, @@ -584,7 +584,7 @@ }, { "cell_type": "markdown", - "id": "116b20f4", + "id": "666f5cfb", "metadata": {}, "source": [ "When we only want to look at certain columns of a selected sub-dataframe, we can use the above conditions with the `.loc[__ , __]` command.\n", @@ -595,7 +595,7 @@ { "cell_type": "code", "execution_count": null, - "id": "526953fb", + "id": "2db46046", "metadata": { "hide-output": false }, @@ -606,7 +606,7 @@ }, { "cell_type": "markdown", - "id": "6c7560aa", + "id": "f70d428b", "metadata": {}, "source": [ "**Application: Subsetting Dataframe**\n", @@ -623,7 +623,7 @@ { "cell_type": "code", "execution_count": null, - "id": "cb9b132b", + "id": "b5817478", "metadata": { "hide-output": false }, @@ -635,7 +635,7 @@ }, { "cell_type": "markdown", - "id": "446337ee", + "id": "28168fac", "metadata": {}, "source": [ "We can then save the smaller dataset for further analysis." @@ -643,7 +643,7 @@ }, { "cell_type": "markdown", - "id": "458fbbff", + "id": "34ce5b69", "metadata": { "hide-output": false }, @@ -655,7 +655,7 @@ }, { "cell_type": "markdown", - "id": "4337ee35", + "id": "15ed5fe0", "metadata": {}, "source": [ "### Apply Method\n", @@ -672,7 +672,7 @@ { "cell_type": "code", "execution_count": null, - "id": "2c8b224e", + "id": "02fec560", "metadata": { "hide-output": false }, @@ -683,7 +683,7 @@ }, { "cell_type": "markdown", - "id": "3c05d349", + "id": "412b4517", "metadata": {}, "source": [ "This line of code applies the `max` function to all selected columns.\n", @@ -696,7 +696,7 @@ { "cell_type": "code", "execution_count": null, - "id": "00a11060", + "id": "14b75be5", "metadata": { "hide-output": false }, @@ -707,7 +707,7 @@ }, { "cell_type": "markdown", - "id": "df2b1ceb", + "id": "781e4ebe", "metadata": {}, "source": [ ">**Note**\n", @@ -725,7 +725,7 @@ { "cell_type": "code", "execution_count": null, - "id": "01de2105", + "id": "5f091946", "metadata": { "hide-output": false }, @@ -738,7 +738,7 @@ }, { "cell_type": "markdown", - "id": "633416ca", + "id": "da4d9f9e", "metadata": {}, "source": [ "`df.apply()` here returns a series of boolean values rows that satisfies the condition specified in the if-else statement.\n", @@ -749,7 +749,7 @@ { "cell_type": "code", "execution_count": null, - "id": "346ceaf5", + "id": "d4b84dd6", "metadata": { "hide-output": false }, @@ -760,7 +760,7 @@ }, { "cell_type": "markdown", - "id": "da52f557", + "id": "aef6367e", "metadata": {}, "source": [ "When we apply this condition to the dataframe, the result will be" @@ -769,7 +769,7 @@ { "cell_type": "code", "execution_count": null, - "id": "c486e308", + "id": "5f0a0f62", "metadata": { "hide-output": false }, @@ -780,7 +780,7 @@ }, { "cell_type": "markdown", - "id": "c07e874d", + "id": "50bb53ad", "metadata": {}, "source": [ "### Make Changes in DataFrames\n", @@ -793,7 +793,7 @@ { "cell_type": "code", "execution_count": null, - "id": "e0072cf7", + "id": "f6d34dd2", "metadata": { "hide-output": false }, @@ -804,7 +804,7 @@ }, { "cell_type": "markdown", - "id": "4a6c57e6", + "id": "b8e27d5c", "metadata": {}, "source": [ "**2.** We can simply use `.loc[]` to specify the column that we want to modify, and assign values" @@ -813,7 +813,7 @@ { "cell_type": "code", "execution_count": null, - "id": "a56d258e", + "id": "eda5376a", "metadata": { "hide-output": false }, @@ -825,7 +825,7 @@ }, { "cell_type": "markdown", - "id": "2c884d04", + "id": "665895c2", "metadata": {}, "source": [ "**3.** We can use the `.apply()` method to modify *rows/columns as a whole*" @@ -834,7 +834,7 @@ { "cell_type": "code", "execution_count": null, - "id": "020ea19a", + "id": "9f61b9e4", "metadata": { "hide-output": false }, @@ -853,7 +853,7 @@ }, { "cell_type": "markdown", - "id": "e2daab2f", + "id": "4d2c1fca", "metadata": {}, "source": [ "**4.** We can use the `.applymap()` method to modify all *individual entries* in the dataframe altogether." @@ -862,7 +862,7 @@ { "cell_type": "code", "execution_count": null, - "id": "aeead461", + "id": "a079b97e", "metadata": { "hide-output": false }, @@ -874,7 +874,7 @@ }, { "cell_type": "markdown", - "id": "4b40e39b", + "id": "a8d90094", "metadata": {}, "source": [ "**Application: Missing Value Imputation**\n", @@ -887,7 +887,7 @@ { "cell_type": "code", "execution_count": null, - "id": "2deb210f", + "id": "d841dbfc", "metadata": { "hide-output": false }, @@ -901,7 +901,7 @@ }, { "cell_type": "markdown", - "id": "05f11e69", + "id": "57eb01ab", "metadata": {}, "source": [ "The `zip()` function here creates pairs of values from the two lists (i.e. [0,3], [3,4] …)\n", @@ -912,7 +912,7 @@ { "cell_type": "code", "execution_count": null, - "id": "d1d4cbca", + "id": "be5d530f", "metadata": { "hide-output": false }, @@ -930,7 +930,7 @@ }, { "cell_type": "markdown", - "id": "04eb13c8", + "id": "9dea9c5a", "metadata": {}, "source": [ "Pandas also provides us with convenient methods to replace missing values.\n", @@ -941,7 +941,7 @@ { "cell_type": "code", "execution_count": null, - "id": "765be6da", + "id": "4eaf5035", "metadata": { "hide-output": false }, @@ -953,7 +953,7 @@ }, { "cell_type": "markdown", - "id": "8f582415", + "id": "ea7a8a67", "metadata": {}, "source": [ "Missing value imputation is a big area in data science involving various machine learning techniques.\n", @@ -963,7 +963,7 @@ }, { "cell_type": "markdown", - "id": "de5ef77d", + "id": "c82d7e50", "metadata": {}, "source": [ "### Standardization and Visualization\n", @@ -976,7 +976,7 @@ { "cell_type": "code", "execution_count": null, - "id": "0341e245", + "id": "a778abde", "metadata": { "hide-output": false }, @@ -988,7 +988,7 @@ }, { "cell_type": "markdown", - "id": "ec8a7fcc", + "id": "200eac15", "metadata": {}, "source": [ "Here the index `0, 1,..., 7` is redundant because we can use the country names as an index.\n", @@ -999,7 +999,7 @@ { "cell_type": "code", "execution_count": null, - "id": "e044d56c", + "id": "f4fb4afc", "metadata": { "hide-output": false }, @@ -1011,7 +1011,7 @@ }, { "cell_type": "markdown", - "id": "4af6e719", + "id": "b5598dc7", "metadata": {}, "source": [ "Let’s give the columns slightly better names" @@ -1020,7 +1020,7 @@ { "cell_type": "code", "execution_count": null, - "id": "b6c99aa6", + "id": "d72838b3", "metadata": { "hide-output": false }, @@ -1032,7 +1032,7 @@ }, { "cell_type": "markdown", - "id": "2edf31c8", + "id": "bbf76729", "metadata": {}, "source": [ "The `population` variable is in thousands, let’s revert to single units" @@ -1041,7 +1041,7 @@ { "cell_type": "code", "execution_count": null, - "id": "937994b8", + "id": "527915af", "metadata": { "hide-output": false }, @@ -1053,7 +1053,7 @@ }, { "cell_type": "markdown", - "id": "f907c748", + "id": "70195d4b", "metadata": {}, "source": [ "Next, we’re going to add a column showing real GDP per capita, multiplying by 1,000,000 as we go because total GDP is in millions" @@ -1062,7 +1062,7 @@ { "cell_type": "code", "execution_count": null, - "id": "57011716", + "id": "0e900ee5", "metadata": { "hide-output": false }, @@ -1074,7 +1074,7 @@ }, { "cell_type": "markdown", - "id": "7115741b", + "id": "80d62777", "metadata": {}, "source": [ "One of the nice things about pandas `DataFrame` and `Series` objects is that they have methods for plotting and visualization that work through Matplotlib.\n", @@ -1085,7 +1085,7 @@ { "cell_type": "code", "execution_count": null, - "id": "74cc6917", + "id": "f881e8e5", "metadata": { "hide-output": false }, @@ -1099,7 +1099,7 @@ }, { "cell_type": "markdown", - "id": "64575c95", + "id": "e98d5cf0", "metadata": {}, "source": [ "At the moment the data frame is ordered alphabetically on the countries—let’s change it to GDP per capita" @@ -1108,7 +1108,7 @@ { "cell_type": "code", "execution_count": null, - "id": "ddbeea08", + "id": "a9804b5a", "metadata": { "hide-output": false }, @@ -1120,7 +1120,7 @@ }, { "cell_type": "markdown", - "id": "f4ebb16b", + "id": "e0f0efea", "metadata": {}, "source": [ "Plotting as before now yields" @@ -1129,7 +1129,7 @@ { "cell_type": "code", "execution_count": null, - "id": "cd0f9d95", + "id": "0d03a841", "metadata": { "hide-output": false }, @@ -1143,7 +1143,7 @@ }, { "cell_type": "markdown", - "id": "1db65e85", + "id": "f9eedc6b", "metadata": {}, "source": [ "## On-Line Data Sources\n", @@ -1162,7 +1162,7 @@ }, { "cell_type": "markdown", - "id": "955895a8", + "id": "78ae3d8c", "metadata": { "hide-output": false }, @@ -1174,7 +1174,7 @@ }, { "cell_type": "markdown", - "id": "233fd016", + "id": "c9f5c675", "metadata": {}, "source": [ "(Equivalently, click here: [https://research.stlouisfed.org/fred2/series/UNRATE/downloaddata/UNRATE.csv](https://research.stlouisfed.org/fred2/series/UNRATE/downloaddata/UNRATE.csv))\n", @@ -1190,7 +1190,7 @@ }, { "cell_type": "markdown", - "id": "4123e077", + "id": "2678521d", "metadata": {}, "source": [ "### Accessing Data with requests\n", @@ -1205,7 +1205,7 @@ { "cell_type": "code", "execution_count": null, - "id": "5aca511f", + "id": "33be20e9", "metadata": { "hide-output": false }, @@ -1216,7 +1216,7 @@ }, { "cell_type": "markdown", - "id": "87ec5668", + "id": "99f06893", "metadata": {}, "source": [ "If there’s no error message, then the call has succeeded.\n", @@ -1239,7 +1239,7 @@ { "cell_type": "code", "execution_count": null, - "id": "256c38a3", + "id": "503baf7b", "metadata": { "hide-output": false }, @@ -1253,7 +1253,7 @@ { "cell_type": "code", "execution_count": null, - "id": "fa4b3d81", + "id": "da69597a", "metadata": { "hide-output": false }, @@ -1265,7 +1265,7 @@ { "cell_type": "code", "execution_count": null, - "id": "1bbfc584", + "id": "d97afaac", "metadata": { "hide-output": false }, @@ -1276,7 +1276,7 @@ }, { "cell_type": "markdown", - "id": "2e87352f", + "id": "a59a2eec", "metadata": {}, "source": [ "We could now write some additional code to parse this text and store it as an array.\n", @@ -1289,7 +1289,7 @@ { "cell_type": "code", "execution_count": null, - "id": "54f12892", + "id": "11bddc3a", "metadata": { "hide-output": false }, @@ -1300,7 +1300,7 @@ }, { "cell_type": "markdown", - "id": "f9b131b1", + "id": "1490f04f", "metadata": {}, "source": [ "The data has been read into a pandas DataFrame called `data` that we can now manipulate in the usual way" @@ -1309,7 +1309,7 @@ { "cell_type": "code", "execution_count": null, - "id": "eb75e9d1", + "id": "b9ef5065", "metadata": { "hide-output": false }, @@ -1321,7 +1321,7 @@ { "cell_type": "code", "execution_count": null, - "id": "4ab38477", + "id": "908ce790", "metadata": { "hide-output": false }, @@ -1333,7 +1333,7 @@ { "cell_type": "code", "execution_count": null, - "id": "62840778", + "id": "a9ba0d24", "metadata": { "hide-output": false }, @@ -1345,7 +1345,7 @@ }, { "cell_type": "markdown", - "id": "86d177cf", + "id": "12b3777b", "metadata": {}, "source": [ "We can also plot the unemployment rate from 2006 to 2012 as follows" @@ -1354,7 +1354,7 @@ { "cell_type": "code", "execution_count": null, - "id": "a35ee09d", + "id": "711dcd39", "metadata": { "hide-output": false }, @@ -1368,7 +1368,7 @@ }, { "cell_type": "markdown", - "id": "f0689ef3", + "id": "da394c85", "metadata": {}, "source": [ "Note that pandas offers many other file type alternatives.\n", @@ -1378,7 +1378,7 @@ }, { "cell_type": "markdown", - "id": "aaeca19a", + "id": "0281e865", "metadata": {}, "source": [ "### Using pandas_datareader and yfinance to Access Data\n", @@ -1412,7 +1412,7 @@ { "cell_type": "code", "execution_count": null, - "id": "a50cebcf", + "id": "132d9f1d", "metadata": { "hide-output": false }, @@ -1431,7 +1431,7 @@ }, { "cell_type": "markdown", - "id": "96cfb9ed", + "id": "61a84324", "metadata": {}, "source": [ "The [documentation](https://pandas-datareader.readthedocs.io/en/latest/index.html) provides more details on how to access various data sources." @@ -1439,7 +1439,7 @@ }, { "cell_type": "markdown", - "id": "4b7cec5a", + "id": "793963e5", "metadata": {}, "source": [ "## Exercises" @@ -1447,7 +1447,7 @@ }, { "cell_type": "markdown", - "id": "287b7162", + "id": "034b3c0f", "metadata": {}, "source": [ "## Exercise 12.1\n", @@ -1458,7 +1458,7 @@ { "cell_type": "code", "execution_count": null, - "id": "8380dff6", + "id": "af05e776", "metadata": { "hide-output": false }, @@ -1470,7 +1470,7 @@ }, { "cell_type": "markdown", - "id": "910a2bf1", + "id": "b0395389", "metadata": {}, "source": [ "Write a program to calculate the percentage price change over 2021 for the following shares:" @@ -1479,7 +1479,7 @@ { "cell_type": "code", "execution_count": null, - "id": "62cdc0e9", + "id": "02ae5a34", "metadata": { "hide-output": false }, @@ -1500,7 +1500,7 @@ }, { "cell_type": "markdown", - "id": "38fd32b2", + "id": "7a47cff7", "metadata": {}, "source": [ "Here’s the first part of the program" @@ -1509,7 +1509,7 @@ { "cell_type": "code", "execution_count": null, - "id": "60f6b1fa", + "id": "2fd4a85c", "metadata": { "hide-output": false }, @@ -1541,7 +1541,7 @@ }, { "cell_type": "markdown", - "id": "82c091a8", + "id": "a3781ca8", "metadata": {}, "source": [ "Complete the program to plot the result as a bar graph like this one:\n", @@ -1551,7 +1551,7 @@ }, { "cell_type": "markdown", - "id": "b98c5ee4", + "id": "1d2a3ee7", "metadata": {}, "source": [ "## Solution to[ Exercise 12.1](https://python-programming.quantecon.org/#pd_ex1)\n", @@ -1565,7 +1565,7 @@ { "cell_type": "code", "execution_count": null, - "id": "0bc5a6ac", + "id": "7cd8b889", "metadata": { "hide-output": false }, @@ -1579,7 +1579,7 @@ }, { "cell_type": "markdown", - "id": "60de10c7", + "id": "b7e3ee61", "metadata": {}, "source": [ "Alternatively you can use an inbuilt method `pct_change` and configure it to\n", @@ -1589,7 +1589,7 @@ { "cell_type": "code", "execution_count": null, - "id": "be0ffeb2", + "id": "4bca5ea2", "metadata": { "hide-output": false }, @@ -1602,7 +1602,7 @@ }, { "cell_type": "markdown", - "id": "cdb697dd", + "id": "ad69c838", "metadata": {}, "source": [ "Then to plot the chart" @@ -1611,7 +1611,7 @@ { "cell_type": "code", "execution_count": null, - "id": "5ba53a2e", + "id": "91298387", "metadata": { "hide-output": false }, @@ -1628,7 +1628,7 @@ }, { "cell_type": "markdown", - "id": "eeb6f3ff", + "id": "cf99648d", "metadata": {}, "source": [ "## Exercise 12.2\n", @@ -1639,7 +1639,7 @@ { "cell_type": "code", "execution_count": null, - "id": "97e63021", + "id": "dc221502", "metadata": { "hide-output": false }, @@ -1653,7 +1653,7 @@ }, { "cell_type": "markdown", - "id": "d484ca80", + "id": "dc798b4e", "metadata": {}, "source": [ "Complete the program to show summary statistics and plot the result as a time series graph like this one:\n", @@ -1663,7 +1663,7 @@ }, { "cell_type": "markdown", - "id": "01d3af0d", + "id": "be1a5326", "metadata": {}, "source": [ "## Solution to[ Exercise 12.2](https://python-programming.quantecon.org/#pd_ex2)\n", @@ -1674,7 +1674,7 @@ { "cell_type": "code", "execution_count": null, - "id": "ed414153", + "id": "2ae9d199", "metadata": { "hide-output": false }, @@ -1689,7 +1689,7 @@ }, { "cell_type": "markdown", - "id": "17eed774", + "id": "6864fe95", "metadata": {}, "source": [ "Then, extract the first and last set of prices per year as DataFrames and calculate the yearly returns such as:" @@ -1698,7 +1698,7 @@ { "cell_type": "code", "execution_count": null, - "id": "c7b4dec0", + "id": "7ecdbcb8", "metadata": { "hide-output": false }, @@ -1717,7 +1717,7 @@ }, { "cell_type": "markdown", - "id": "6787cf0f", + "id": "e2c512b7", "metadata": {}, "source": [ "Next, you can obtain summary statistics by using the method `describe`." @@ -1726,7 +1726,7 @@ { "cell_type": "code", "execution_count": null, - "id": "ab124a33", + "id": "8c27a65e", "metadata": { "hide-output": false }, @@ -1737,7 +1737,7 @@ }, { "cell_type": "markdown", - "id": "e448c7ba", + "id": "8504f1c1", "metadata": {}, "source": [ "Then, to plot the chart" @@ -1746,7 +1746,7 @@ { "cell_type": "code", "execution_count": null, - "id": "3a9e82b9", + "id": "cdd2490c", "metadata": { "hide-output": false }, @@ -1765,7 +1765,7 @@ }, { "cell_type": "markdown", - "id": "81140bee", + "id": "62e462d1", "metadata": {}, "source": [ "

[1] Wikipedia defines munging as cleaning data from one raw form into a structured, purged one." @@ -1773,7 +1773,7 @@ } ], "metadata": { - "date": 1692161970.0966372, + "date": 1695106394.0439913, "filename": "pandas.md", "kernelspec": { "display_name": "Python", diff --git a/_notebooks/parallelization.ipynb b/_notebooks/parallelization.ipynb index e91169bb..956fcf63 100644 --- a/_notebooks/parallelization.ipynb +++ b/_notebooks/parallelization.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "markdown", - "id": "981c3c8a", + "id": "2394c5bd", "metadata": {}, "source": [ "\n", @@ -16,7 +16,7 @@ }, { "cell_type": "markdown", - "id": "7b62418b", + "id": "58359953", "metadata": {}, "source": [ "# Parallelization" @@ -24,7 +24,7 @@ }, { "cell_type": "markdown", - "id": "c8d807cd", + "id": "3c5c3dba", "metadata": {}, "source": [ "## Contents\n", @@ -39,7 +39,7 @@ }, { "cell_type": "markdown", - "id": "4c1bcd04", + "id": "a1013408", "metadata": {}, "source": [ "In addition to what’s in Anaconda, this lecture will need the following libraries:" @@ -48,7 +48,7 @@ { "cell_type": "code", "execution_count": null, - "id": "b69ebdca", + "id": "3fe596e1", "metadata": { "hide-output": false }, @@ -59,7 +59,7 @@ }, { "cell_type": "markdown", - "id": "72f2cea4", + "id": "5f7deae1", "metadata": {}, "source": [ "## Overview\n", @@ -95,7 +95,7 @@ { "cell_type": "code", "execution_count": null, - "id": "1373545f", + "id": "ce68f332", "metadata": { "hide-output": false }, @@ -110,7 +110,7 @@ }, { "cell_type": "markdown", - "id": "402e887d", + "id": "aee4ae3d", "metadata": {}, "source": [ "## Types of Parallelization\n", @@ -123,7 +123,7 @@ }, { "cell_type": "markdown", - "id": "6aebb441", + "id": "ca26ddc0", "metadata": {}, "source": [ "### Multiprocessing\n", @@ -144,7 +144,7 @@ }, { "cell_type": "markdown", - "id": "815e40ef", + "id": "845450cd", "metadata": {}, "source": [ "### Multithreading\n", @@ -162,7 +162,7 @@ }, { "cell_type": "markdown", - "id": "cb98b59a", + "id": "8fe21316", "metadata": {}, "source": [ "### Advantages and Disadvantages\n", @@ -182,7 +182,7 @@ }, { "cell_type": "markdown", - "id": "fcc4635b", + "id": "84ae3346", "metadata": {}, "source": [ "## Implicit Multithreading in NumPy\n", @@ -201,7 +201,7 @@ }, { "cell_type": "markdown", - "id": "4f383531", + "id": "1efbbacd", "metadata": {}, "source": [ "### A Matrix Operation\n", @@ -215,7 +215,7 @@ { "cell_type": "code", "execution_count": null, - "id": "1da4d953", + "id": "611e1079", "metadata": { "hide-output": false }, @@ -230,7 +230,7 @@ }, { "cell_type": "markdown", - "id": "80af614a", + "id": "e30fbda9", "metadata": {}, "source": [ "Now, let’s look at the output of the htop system monitor on our machine while\n", @@ -247,7 +247,7 @@ }, { "cell_type": "markdown", - "id": "ba21a6ca", + "id": "8e9107ce", "metadata": {}, "source": [ "### A Multithreaded Ufunc\n", @@ -261,7 +261,7 @@ { "cell_type": "code", "execution_count": null, - "id": "e15fb2d3", + "id": "fa8f86a4", "metadata": { "hide-output": false }, @@ -277,7 +277,7 @@ { "cell_type": "code", "execution_count": null, - "id": "1e20449c", + "id": "ce4830ad", "metadata": { "hide-output": false }, @@ -288,7 +288,7 @@ }, { "cell_type": "markdown", - "id": "36724ee2", + "id": "855b9bb2", "metadata": {}, "source": [ "If you have a system monitor such as htop (Linux/Mac) or perfmon\n", @@ -304,7 +304,7 @@ }, { "cell_type": "markdown", - "id": "71116195", + "id": "5bd5ea36", "metadata": {}, "source": [ "### A Comparison with Numba\n", @@ -319,7 +319,7 @@ { "cell_type": "code", "execution_count": null, - "id": "8ab3c947", + "id": "3e90d115", "metadata": { "hide-output": false }, @@ -337,7 +337,7 @@ { "cell_type": "code", "execution_count": null, - "id": "a5771dae", + "id": "d128c006", "metadata": { "hide-output": false }, @@ -348,7 +348,7 @@ }, { "cell_type": "markdown", - "id": "60a60d9c", + "id": "08a735f6", "metadata": {}, "source": [ "At least on our machine, the difference in the speed between the\n", @@ -379,7 +379,7 @@ }, { "cell_type": "markdown", - "id": "64b2f10b", + "id": "2e5f7ec4", "metadata": {}, "source": [ "### Multithreading a Numba Ufunc\n", @@ -399,7 +399,7 @@ { "cell_type": "code", "execution_count": null, - "id": "1ea511c2", + "id": "6134175d", "metadata": { "hide-output": false }, @@ -415,7 +415,7 @@ { "cell_type": "code", "execution_count": null, - "id": "6bf4ccd2", + "id": "d320ddcd", "metadata": { "hide-output": false }, @@ -426,7 +426,7 @@ }, { "cell_type": "markdown", - "id": "036dede3", + "id": "a5a9d741", "metadata": {}, "source": [ "Now our code runs significantly faster than the NumPy version." @@ -434,7 +434,7 @@ }, { "cell_type": "markdown", - "id": "601717b6", + "id": "ddcf8bb0", "metadata": {}, "source": [ "## Multithreaded Loops in Numba\n", @@ -471,7 +471,7 @@ { "cell_type": "code", "execution_count": null, - "id": "a8b8b3fa", + "id": "1079f53c", "metadata": { "hide-output": false }, @@ -497,7 +497,7 @@ }, { "cell_type": "markdown", - "id": "eaf6a0d0", + "id": "a1c3f877", "metadata": {}, "source": [ "Let’s have a look at how wealth evolves under this rule." @@ -506,7 +506,7 @@ { "cell_type": "code", "execution_count": null, - "id": "f9586f11", + "id": "28fc1b0b", "metadata": { "hide-output": false }, @@ -528,7 +528,7 @@ }, { "cell_type": "markdown", - "id": "daa33109", + "id": "a77f39a5", "metadata": {}, "source": [ "Now let’s suppose that we have a large population of households and we want to\n", @@ -566,7 +566,7 @@ { "cell_type": "code", "execution_count": null, - "id": "b5651940", + "id": "866c26fa", "metadata": { "hide-output": false }, @@ -587,7 +587,7 @@ }, { "cell_type": "markdown", - "id": "f2fa7eea", + "id": "2b97707c", "metadata": {}, "source": [ "Let’s see how fast this runs:" @@ -596,7 +596,7 @@ { "cell_type": "code", "execution_count": null, - "id": "a1597102", + "id": "91f4b154", "metadata": { "hide-output": false }, @@ -608,7 +608,7 @@ }, { "cell_type": "markdown", - "id": "b7439896", + "id": "d0c788cb", "metadata": {}, "source": [ "To speed this up, we’re going to parallelize it via multithreading.\n", @@ -619,7 +619,7 @@ { "cell_type": "code", "execution_count": null, - "id": "277bf639", + "id": "cf5f8c69", "metadata": { "hide-output": false }, @@ -642,7 +642,7 @@ }, { "cell_type": "markdown", - "id": "a089cc6f", + "id": "922db2d4", "metadata": {}, "source": [ "Let’s look at the timing:" @@ -651,7 +651,7 @@ { "cell_type": "code", "execution_count": null, - "id": "e383395c", + "id": "1a694be5", "metadata": { "hide-output": false }, @@ -663,7 +663,7 @@ }, { "cell_type": "markdown", - "id": "defc0877", + "id": "0a71e396", "metadata": {}, "source": [ "The speed-up is significant." @@ -671,7 +671,7 @@ }, { "cell_type": "markdown", - "id": "5785c220", + "id": "4212d079", "metadata": {}, "source": [ "### A Warning\n", @@ -691,7 +691,7 @@ }, { "cell_type": "markdown", - "id": "663a9798", + "id": "b2414722", "metadata": {}, "source": [ "## Exercises" @@ -699,7 +699,7 @@ }, { "cell_type": "markdown", - "id": "6aed9743", + "id": "7bb406f3", "metadata": {}, "source": [ "## Exercise 15.1\n", @@ -726,7 +726,7 @@ }, { "cell_type": "markdown", - "id": "4dcbf8a1", + "id": "198b492d", "metadata": {}, "source": [ "## Solution to[ Exercise 15.1](https://python-programming.quantecon.org/#parallel_ex1)\n", @@ -737,7 +737,7 @@ { "cell_type": "code", "execution_count": null, - "id": "acd75ed8", + "id": "61d38b2b", "metadata": { "hide-output": false }, @@ -760,7 +760,7 @@ }, { "cell_type": "markdown", - "id": "419a29c6", + "id": "7ee58875", "metadata": {}, "source": [ "Now let’s see how fast it runs:" @@ -769,7 +769,7 @@ { "cell_type": "code", "execution_count": null, - "id": "8eebcfef", + "id": "506b7d9b", "metadata": { "hide-output": false }, @@ -781,7 +781,7 @@ { "cell_type": "code", "execution_count": null, - "id": "396107dc", + "id": "bdf49e1a", "metadata": { "hide-output": false }, @@ -792,7 +792,7 @@ }, { "cell_type": "markdown", - "id": "97f791e8", + "id": "8a035bb6", "metadata": {}, "source": [ "By switching parallelization on and off (selecting `True` or\n", @@ -808,7 +808,7 @@ }, { "cell_type": "markdown", - "id": "c3b057b2", + "id": "5f32a1cf", "metadata": {}, "source": [ "## Exercise 15.2\n", @@ -872,7 +872,7 @@ }, { "cell_type": "markdown", - "id": "177c66a3", + "id": "d13ac709", "metadata": {}, "source": [ "## Solution to[ Exercise 15.2](https://python-programming.quantecon.org/#parallel_ex2)\n", @@ -889,7 +889,7 @@ { "cell_type": "code", "execution_count": null, - "id": "f9d13d86", + "id": "ecf89d2f", "metadata": { "hide-output": false }, @@ -928,7 +928,7 @@ }, { "cell_type": "markdown", - "id": "f1e67a51", + "id": "9a95224a", "metadata": {}, "source": [ "Try swapping between `parallel=True` and `parallel=False` and noting the run time.\n", @@ -938,7 +938,7 @@ } ], "metadata": { - "date": 1692161970.148174, + "date": 1695106394.0880418, "filename": "parallelization.md", "kernelspec": { "display_name": "Python", diff --git a/_notebooks/python_advanced_features.ipynb b/_notebooks/python_advanced_features.ipynb index fadb4fb5..0ef27436 100644 --- a/_notebooks/python_advanced_features.ipynb +++ b/_notebooks/python_advanced_features.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "markdown", - "id": "25d6ff51", + "id": "5cf14b9d", "metadata": {}, "source": [ "\n", @@ -16,7 +16,7 @@ }, { "cell_type": "markdown", - "id": "d0915a34", + "id": "609084d3", "metadata": {}, "source": [ "# More Language Features" @@ -24,7 +24,7 @@ }, { "cell_type": "markdown", - "id": "82ccc4da", + "id": "a4cbe911", "metadata": {}, "source": [ "## Contents\n", @@ -40,7 +40,7 @@ }, { "cell_type": "markdown", - "id": "bced3fb9", + "id": "0afeb0cc", "metadata": {}, "source": [ "## Overview\n", @@ -58,7 +58,7 @@ }, { "cell_type": "markdown", - "id": "3d15ea8c", + "id": "075f4340", "metadata": {}, "source": [ "## Iterables and Iterators\n", @@ -75,7 +75,7 @@ }, { "cell_type": "markdown", - "id": "3532b365", + "id": "fc000229", "metadata": {}, "source": [ "### Iterators\n", @@ -97,7 +97,7 @@ { "cell_type": "code", "execution_count": null, - "id": "f24377c0", + "id": "7106c7dd", "metadata": { "hide-output": false }, @@ -118,7 +118,7 @@ { "cell_type": "code", "execution_count": null, - "id": "b5684332", + "id": "68a3bd9d", "metadata": { "hide-output": false }, @@ -131,7 +131,7 @@ { "cell_type": "code", "execution_count": null, - "id": "7efc1bb8", + "id": "780eef43", "metadata": { "hide-output": false }, @@ -142,7 +142,7 @@ }, { "cell_type": "markdown", - "id": "d116ce62", + "id": "ba80e938", "metadata": {}, "source": [ "We see that file objects do indeed have a `__next__` method, and that calling this method returns the next line in the file.\n", @@ -154,7 +154,7 @@ { "cell_type": "code", "execution_count": null, - "id": "bc063863", + "id": "1935dca2", "metadata": { "hide-output": false }, @@ -165,7 +165,7 @@ }, { "cell_type": "markdown", - "id": "f0bd48b9", + "id": "3e856db1", "metadata": {}, "source": [ "The objects returned by `enumerate()` are also iterators" @@ -174,7 +174,7 @@ { "cell_type": "code", "execution_count": null, - "id": "476ab540", + "id": "9bc83fd7", "metadata": { "hide-output": false }, @@ -187,7 +187,7 @@ { "cell_type": "code", "execution_count": null, - "id": "7ce86b45", + "id": "edd3e450", "metadata": { "hide-output": false }, @@ -198,7 +198,7 @@ }, { "cell_type": "markdown", - "id": "6c0ee35e", + "id": "7e195e9b", "metadata": {}, "source": [ "as are the reader objects from the `csv` module .\n", @@ -209,7 +209,7 @@ { "cell_type": "code", "execution_count": null, - "id": "04e0f465", + "id": "ffdae3d2", "metadata": { "hide-output": false }, @@ -232,7 +232,7 @@ { "cell_type": "code", "execution_count": null, - "id": "6fe4ff31", + "id": "8648cf6a", "metadata": { "hide-output": false }, @@ -248,7 +248,7 @@ { "cell_type": "code", "execution_count": null, - "id": "f623f956", + "id": "117df404", "metadata": { "hide-output": false }, @@ -259,7 +259,7 @@ }, { "cell_type": "markdown", - "id": "8e005f85", + "id": "0be832c4", "metadata": {}, "source": [ "### Iterators in For Loops\n", @@ -273,7 +273,7 @@ }, { "cell_type": "markdown", - "id": "0e38ae83", + "id": "165a9c43", "metadata": { "hide-output": false }, @@ -286,7 +286,7 @@ }, { "cell_type": "markdown", - "id": "97e4b1d0", + "id": "5377b962", "metadata": {}, "source": [ "then the interpreter\n", @@ -301,7 +301,7 @@ }, { "cell_type": "markdown", - "id": "aae89859", + "id": "4f082b37", "metadata": { "hide-output": false }, @@ -315,7 +315,7 @@ }, { "cell_type": "markdown", - "id": "d5419c97", + "id": "98eb3d94", "metadata": {}, "source": [ "The interpreter just keeps\n", @@ -329,7 +329,7 @@ }, { "cell_type": "markdown", - "id": "87814cd5", + "id": "d3f99f52", "metadata": {}, "source": [ "### Iterables\n", @@ -342,7 +342,7 @@ { "cell_type": "code", "execution_count": null, - "id": "baa1ac96", + "id": "875bf1d8", "metadata": { "hide-output": false }, @@ -354,7 +354,7 @@ }, { "cell_type": "markdown", - "id": "58016fe4", + "id": "3cefee84", "metadata": {}, "source": [ "So does that mean that a list is an iterator?\n", @@ -365,7 +365,7 @@ { "cell_type": "code", "execution_count": null, - "id": "4e9d7937", + "id": "3a5352ab", "metadata": { "hide-output": false }, @@ -378,7 +378,7 @@ { "cell_type": "code", "execution_count": null, - "id": "0fe748b3", + "id": "ac62ef13", "metadata": { "hide-output": false }, @@ -389,7 +389,7 @@ }, { "cell_type": "markdown", - "id": "47c5d761", + "id": "9ab58c04", "metadata": {}, "source": [ "So why can we iterate over a list in a `for` loop?\n", @@ -404,7 +404,7 @@ { "cell_type": "code", "execution_count": null, - "id": "417e024d", + "id": "065872ac", "metadata": { "hide-output": false }, @@ -417,7 +417,7 @@ { "cell_type": "code", "execution_count": null, - "id": "7315ca02", + "id": "e58091fa", "metadata": { "hide-output": false }, @@ -430,7 +430,7 @@ { "cell_type": "code", "execution_count": null, - "id": "90eea077", + "id": "692bc081", "metadata": { "hide-output": false }, @@ -442,7 +442,7 @@ { "cell_type": "code", "execution_count": null, - "id": "a37acfd3", + "id": "04202510", "metadata": { "hide-output": false }, @@ -454,7 +454,7 @@ { "cell_type": "code", "execution_count": null, - "id": "2831342a", + "id": "e474c0a2", "metadata": { "hide-output": false }, @@ -465,7 +465,7 @@ }, { "cell_type": "markdown", - "id": "86c84572", + "id": "5fdff374", "metadata": {}, "source": [ "Many other objects are iterable, such as dictionaries and tuples.\n", @@ -476,7 +476,7 @@ { "cell_type": "code", "execution_count": null, - "id": "f91f6329", + "id": "b514450f", "metadata": { "hide-output": false }, @@ -487,7 +487,7 @@ }, { "cell_type": "markdown", - "id": "66a502f3", + "id": "0b600a61", "metadata": {}, "source": [ "To conclude our discussion of `for` loops\n", @@ -498,7 +498,7 @@ }, { "cell_type": "markdown", - "id": "1872773d", + "id": "a828e1fa", "metadata": {}, "source": [ "### Iterators and built-ins\n", @@ -516,7 +516,7 @@ { "cell_type": "code", "execution_count": null, - "id": "685bccc2", + "id": "e17bc447", "metadata": { "hide-output": false }, @@ -529,7 +529,7 @@ { "cell_type": "code", "execution_count": null, - "id": "67bff86c", + "id": "f20eaf7d", "metadata": { "hide-output": false }, @@ -542,7 +542,7 @@ { "cell_type": "code", "execution_count": null, - "id": "d1ccf1e2", + "id": "cffee262", "metadata": { "hide-output": false }, @@ -553,7 +553,7 @@ }, { "cell_type": "markdown", - "id": "6329c11f", + "id": "66bc3bee", "metadata": {}, "source": [ "One thing to remember about iterators is that they are depleted by use" @@ -562,7 +562,7 @@ { "cell_type": "code", "execution_count": null, - "id": "2fc902e9", + "id": "8fd42ead", "metadata": { "hide-output": false }, @@ -576,7 +576,7 @@ { "cell_type": "code", "execution_count": null, - "id": "4c5f8330", + "id": "545e0304", "metadata": { "hide-output": false }, @@ -587,7 +587,7 @@ }, { "cell_type": "markdown", - "id": "bb18da48", + "id": "8ab1d84f", "metadata": {}, "source": [ "## `*` and `**` Operators\n", @@ -599,7 +599,7 @@ }, { "cell_type": "markdown", - "id": "9c941a34", + "id": "d215f8b9", "metadata": {}, "source": [ "### Unpacking Arguments\n", @@ -616,7 +616,7 @@ { "cell_type": "code", "execution_count": null, - "id": "9610bc2b", + "id": "9296646c", "metadata": { "hide-output": false }, @@ -629,7 +629,7 @@ }, { "cell_type": "markdown", - "id": "9022670b", + "id": "24a8fdea", "metadata": {}, "source": [ "While the `print` function prints individual elements since `*` unpacks the list into individual arguments" @@ -638,7 +638,7 @@ { "cell_type": "code", "execution_count": null, - "id": "9d23673c", + "id": "05588746", "metadata": { "hide-output": false }, @@ -649,7 +649,7 @@ }, { "cell_type": "markdown", - "id": "57ecd3f1", + "id": "103a9483", "metadata": {}, "source": [ "Unpacking the list using `*` into positional arguments is equivalent to defining them individually when calling the function" @@ -658,7 +658,7 @@ { "cell_type": "code", "execution_count": null, - "id": "e13d8dac", + "id": "95b80a2b", "metadata": { "hide-output": false }, @@ -669,7 +669,7 @@ }, { "cell_type": "markdown", - "id": "d1582a94", + "id": "58534343", "metadata": {}, "source": [ "However, `*` operator is more convenient if we want to reuse them again" @@ -678,7 +678,7 @@ { "cell_type": "code", "execution_count": null, - "id": "bbcce21d", + "id": "c1dd718e", "metadata": { "hide-output": false }, @@ -691,7 +691,7 @@ }, { "cell_type": "markdown", - "id": "1c1d8c46", + "id": "dcfe1247", "metadata": {}, "source": [ "Similarly, `**` is used to unpack arguments.\n", @@ -711,7 +711,7 @@ { "cell_type": "code", "execution_count": null, - "id": "81644b9f", + "id": "8cbff9e6", "metadata": { "hide-output": false }, @@ -769,7 +769,7 @@ }, { "cell_type": "markdown", - "id": "2f45dcea", + "id": "3d41c719", "metadata": {}, "source": [ "In this example, `*` unpacked the zipped parameters `βs` and the output of `generate_data` function stored in tuples,\n", @@ -782,7 +782,7 @@ }, { "cell_type": "markdown", - "id": "50e0a375", + "id": "905d82a9", "metadata": {}, "source": [ "### Arbitrary Arguments\n", @@ -797,7 +797,7 @@ { "cell_type": "code", "execution_count": null, - "id": "919aa710", + "id": "d0a6cd54", "metadata": { "hide-output": false }, @@ -808,7 +808,7 @@ }, { "cell_type": "markdown", - "id": "7457edb4", + "id": "a7838a29", "metadata": {}, "source": [ "We found `*` and `**` operators again in the context of the *function definition*.\n", @@ -821,7 +821,7 @@ { "cell_type": "code", "execution_count": null, - "id": "925ceb8c", + "id": "2966f0ba", "metadata": { "hide-output": false }, @@ -838,7 +838,7 @@ }, { "cell_type": "markdown", - "id": "a419bf19", + "id": "2b7e77a1", "metadata": {}, "source": [ "The inputs are passed into the function and stored in a tuple.\n", @@ -849,7 +849,7 @@ { "cell_type": "code", "execution_count": null, - "id": "dbc7a95b", + "id": "8d11ad79", "metadata": { "hide-output": false }, @@ -861,7 +861,7 @@ }, { "cell_type": "markdown", - "id": "69209463", + "id": "06d3a022", "metadata": {}, "source": [ "Similarly, Python allows us to use `**kargs` to pass arbitrarily many *keyword arguments* into functions" @@ -870,7 +870,7 @@ { "cell_type": "code", "execution_count": null, - "id": "97bbb099", + "id": "831fa9d7", "metadata": { "hide-output": false }, @@ -885,7 +885,7 @@ }, { "cell_type": "markdown", - "id": "294066fe", + "id": "15511a87", "metadata": {}, "source": [ "We can see Python uses a dictionary to store these keyword arguments.\n", @@ -896,7 +896,7 @@ { "cell_type": "code", "execution_count": null, - "id": "1137cbb0", + "id": "918604de", "metadata": { "hide-output": false }, @@ -907,7 +907,7 @@ }, { "cell_type": "markdown", - "id": "c2e70d02", + "id": "996306ea", "metadata": {}, "source": [ "Overall, `*args` and `**kargs` are used when *defining a function*; they enable the function to take input with an arbitrary size.\n", @@ -917,7 +917,7 @@ }, { "cell_type": "markdown", - "id": "36f5846f", + "id": "032328f6", "metadata": {}, "source": [ "## Decorators and Descriptors\n", @@ -934,7 +934,7 @@ }, { "cell_type": "markdown", - "id": "437f8f8b", + "id": "96d22392", "metadata": {}, "source": [ "### Decorators\n", @@ -950,7 +950,7 @@ }, { "cell_type": "markdown", - "id": "d36fe1b4", + "id": "816459d6", "metadata": {}, "source": [ "#### An Example\n", @@ -961,7 +961,7 @@ { "cell_type": "code", "execution_count": null, - "id": "2939cc50", + "id": "7b79875d", "metadata": { "hide-output": false }, @@ -980,7 +980,7 @@ }, { "cell_type": "markdown", - "id": "bf93180f", + "id": "6492a3b0", "metadata": {}, "source": [ "Now suppose there’s a problem: occasionally negative numbers get fed to `f` and `g` in the calculations that follow.\n", @@ -1000,7 +1000,7 @@ { "cell_type": "code", "execution_count": null, - "id": "2e926273", + "id": "17e27d96", "metadata": { "hide-output": false }, @@ -1021,7 +1021,7 @@ }, { "cell_type": "markdown", - "id": "3aa15d37", + "id": "592bdb7e", "metadata": {}, "source": [ "Notice however that there is some repetition here, in the form of two identical lines of code.\n", @@ -1041,7 +1041,7 @@ { "cell_type": "code", "execution_count": null, - "id": "81451c18", + "id": "12ab0c26", "metadata": { "hide-output": false }, @@ -1068,7 +1068,7 @@ }, { "cell_type": "markdown", - "id": "372b182c", + "id": "983e90e3", "metadata": {}, "source": [ "This looks complicated so let’s work through it slowly.\n", @@ -1089,7 +1089,7 @@ }, { "cell_type": "markdown", - "id": "ada66c8d", + "id": "124c0981", "metadata": {}, "source": [ "#### Enter Decorators\n", @@ -1105,7 +1105,7 @@ { "cell_type": "code", "execution_count": null, - "id": "deb2dd88", + "id": "3f86ef77", "metadata": { "hide-output": false }, @@ -1117,7 +1117,7 @@ }, { "cell_type": "markdown", - "id": "57e13241", + "id": "f3a46eed", "metadata": {}, "source": [ "They may well miss the line `f = check_nonneg(f)`.\n", @@ -1130,7 +1130,7 @@ { "cell_type": "code", "execution_count": null, - "id": "a9b35e3e", + "id": "ae318c74", "metadata": { "hide-output": false }, @@ -1148,7 +1148,7 @@ }, { "cell_type": "markdown", - "id": "ade56c14", + "id": "a73ba32c", "metadata": {}, "source": [ "with" @@ -1157,7 +1157,7 @@ { "cell_type": "code", "execution_count": null, - "id": "ae4348b2", + "id": "b58ddfdb", "metadata": { "hide-output": false }, @@ -1174,7 +1174,7 @@ }, { "cell_type": "markdown", - "id": "ed0e901d", + "id": "da97f8c4", "metadata": {}, "source": [ "These two pieces of code do exactly the same thing.\n", @@ -1194,7 +1194,7 @@ }, { "cell_type": "markdown", - "id": "3f69bb88", + "id": "704d9a56", "metadata": {}, "source": [ "### Descriptors\n", @@ -1214,7 +1214,7 @@ { "cell_type": "code", "execution_count": null, - "id": "69225e9b", + "id": "bc7849d7", "metadata": { "hide-output": false }, @@ -1231,7 +1231,7 @@ }, { "cell_type": "markdown", - "id": "d36cca30", + "id": "11728b2f", "metadata": {}, "source": [ "One potential problem we might have here is that a user alters one of these\n", @@ -1241,7 +1241,7 @@ { "cell_type": "code", "execution_count": null, - "id": "2fd3444e", + "id": "83f6eb6b", "metadata": { "hide-output": false }, @@ -1254,7 +1254,7 @@ { "cell_type": "code", "execution_count": null, - "id": "91201b90", + "id": "77464b28", "metadata": { "hide-output": false }, @@ -1266,7 +1266,7 @@ { "cell_type": "code", "execution_count": null, - "id": "84fb7aff", + "id": "fa6decb5", "metadata": { "hide-output": false }, @@ -1278,7 +1278,7 @@ }, { "cell_type": "markdown", - "id": "409c6906", + "id": "467f453e", "metadata": {}, "source": [ "In the last two lines we see that `miles` and `kms` are out of sync.\n", @@ -1288,7 +1288,7 @@ }, { "cell_type": "markdown", - "id": "af32cd8d", + "id": "872a3c85", "metadata": {}, "source": [ "#### A Solution\n", @@ -1307,7 +1307,7 @@ { "cell_type": "code", "execution_count": null, - "id": "6a147727", + "id": "db759c51", "metadata": { "hide-output": false }, @@ -1339,7 +1339,7 @@ }, { "cell_type": "markdown", - "id": "67a981e2", + "id": "eed56b39", "metadata": {}, "source": [ "First let’s check that we get the desired behavior" @@ -1348,7 +1348,7 @@ { "cell_type": "code", "execution_count": null, - "id": "c653040f", + "id": "a3aef02e", "metadata": { "hide-output": false }, @@ -1361,7 +1361,7 @@ { "cell_type": "code", "execution_count": null, - "id": "95041828", + "id": "178942bc", "metadata": { "hide-output": false }, @@ -1373,7 +1373,7 @@ }, { "cell_type": "markdown", - "id": "fc69e8d1", + "id": "154eb3f9", "metadata": {}, "source": [ "Yep, that’s what we want — `car.kms` is automatically updated." @@ -1381,7 +1381,7 @@ }, { "cell_type": "markdown", - "id": "432d1f12", + "id": "eb1d6f23", "metadata": {}, "source": [ "#### How it Works\n", @@ -1406,7 +1406,7 @@ }, { "cell_type": "markdown", - "id": "07508f51", + "id": "68ec260c", "metadata": {}, "source": [ "#### Decorators and Properties\n", @@ -1422,7 +1422,7 @@ { "cell_type": "code", "execution_count": null, - "id": "31df3a43", + "id": "bc0836b6", "metadata": { "hide-output": false }, @@ -1455,7 +1455,7 @@ }, { "cell_type": "markdown", - "id": "666e2028", + "id": "3704e840", "metadata": {}, "source": [ "We won’t go through all the details here.\n", @@ -1468,7 +1468,7 @@ }, { "cell_type": "markdown", - "id": "caafb794", + "id": "4f4e7edc", "metadata": {}, "source": [ "## Generators\n", @@ -1482,7 +1482,7 @@ }, { "cell_type": "markdown", - "id": "c547bdbf", + "id": "749ac156", "metadata": {}, "source": [ "### Generator Expressions\n", @@ -1497,7 +1497,7 @@ { "cell_type": "code", "execution_count": null, - "id": "74b829f7", + "id": "e0043033", "metadata": { "hide-output": false }, @@ -1510,7 +1510,7 @@ { "cell_type": "code", "execution_count": null, - "id": "28b0c77e", + "id": "6c0a4179", "metadata": { "hide-output": false }, @@ -1523,7 +1523,7 @@ { "cell_type": "code", "execution_count": null, - "id": "bce2f521", + "id": "49f7a810", "metadata": { "hide-output": false }, @@ -1534,7 +1534,7 @@ }, { "cell_type": "markdown", - "id": "36469597", + "id": "5ac17f91", "metadata": {}, "source": [ "And here is the generator expression" @@ -1543,7 +1543,7 @@ { "cell_type": "code", "execution_count": null, - "id": "019086e2", + "id": "2f256e23", "metadata": { "hide-output": false }, @@ -1557,7 +1557,7 @@ { "cell_type": "code", "execution_count": null, - "id": "5c3c46a9", + "id": "3a424abc", "metadata": { "hide-output": false }, @@ -1569,7 +1569,7 @@ { "cell_type": "code", "execution_count": null, - "id": "ac94d304", + "id": "ec5abd52", "metadata": { "hide-output": false }, @@ -1581,7 +1581,7 @@ { "cell_type": "code", "execution_count": null, - "id": "d4f1266c", + "id": "8e2dfe1d", "metadata": { "hide-output": false }, @@ -1592,7 +1592,7 @@ }, { "cell_type": "markdown", - "id": "6d99620f", + "id": "a087fc54", "metadata": {}, "source": [ "Since `sum()` can be called on iterators, we can do this" @@ -1601,7 +1601,7 @@ { "cell_type": "code", "execution_count": null, - "id": "21c4cc66", + "id": "a60c7667", "metadata": { "hide-output": false }, @@ -1612,7 +1612,7 @@ }, { "cell_type": "markdown", - "id": "899ecec9", + "id": "f2405b7e", "metadata": {}, "source": [ "The function `sum()` calls `next()` to get the items, adds successive terms.\n", @@ -1623,7 +1623,7 @@ { "cell_type": "code", "execution_count": null, - "id": "062bfabc", + "id": "4e029933", "metadata": { "hide-output": false }, @@ -1634,7 +1634,7 @@ }, { "cell_type": "markdown", - "id": "24242f5b", + "id": "9cc5491c", "metadata": {}, "source": [ "### Generator Functions\n", @@ -1648,7 +1648,7 @@ }, { "cell_type": "markdown", - "id": "f1226944", + "id": "3bbaf15c", "metadata": {}, "source": [ "#### Example 1\n", @@ -1659,7 +1659,7 @@ { "cell_type": "code", "execution_count": null, - "id": "20ccc4dc", + "id": "8e63f970", "metadata": { "hide-output": false }, @@ -1673,7 +1673,7 @@ }, { "cell_type": "markdown", - "id": "c78cca11", + "id": "cc8f8c9b", "metadata": {}, "source": [ "It looks like a function, but uses a keyword `yield` that we haven’t met before.\n", @@ -1684,7 +1684,7 @@ { "cell_type": "code", "execution_count": null, - "id": "43d821c5", + "id": "65d1d1e4", "metadata": { "hide-output": false }, @@ -1696,7 +1696,7 @@ { "cell_type": "code", "execution_count": null, - "id": "1863ff60", + "id": "2cceb6f5", "metadata": { "hide-output": false }, @@ -1709,7 +1709,7 @@ { "cell_type": "code", "execution_count": null, - "id": "99999801", + "id": "9ac5d48e", "metadata": { "hide-output": false }, @@ -1721,7 +1721,7 @@ { "cell_type": "code", "execution_count": null, - "id": "eec3ed13", + "id": "721b584b", "metadata": { "hide-output": false }, @@ -1733,7 +1733,7 @@ { "cell_type": "code", "execution_count": null, - "id": "32bb603a", + "id": "9aaa7e30", "metadata": { "hide-output": false }, @@ -1745,7 +1745,7 @@ { "cell_type": "code", "execution_count": null, - "id": "c4a55d77", + "id": "2bf33340", "metadata": { "hide-output": false }, @@ -1756,7 +1756,7 @@ }, { "cell_type": "markdown", - "id": "2951a83b", + "id": "38f8faee", "metadata": {}, "source": [ "The generator function `f()` is used to create generator objects (in this case `gen`).\n", @@ -1775,7 +1775,7 @@ { "cell_type": "code", "execution_count": null, - "id": "52801848", + "id": "67502fc7", "metadata": { "hide-output": false }, @@ -1789,7 +1789,7 @@ }, { "cell_type": "markdown", - "id": "97d999dc", + "id": "323f9de2", "metadata": {}, "source": [ "and continues until the next `yield` statement.\n", @@ -1801,7 +1801,7 @@ }, { "cell_type": "markdown", - "id": "4fcb6955", + "id": "c90226ea", "metadata": {}, "source": [ "#### Example 2\n", @@ -1812,7 +1812,7 @@ { "cell_type": "code", "execution_count": null, - "id": "ec3fcbb8", + "id": "9624fc6e", "metadata": { "hide-output": false }, @@ -1826,7 +1826,7 @@ }, { "cell_type": "markdown", - "id": "46babe40", + "id": "55c5aa3a", "metadata": {}, "source": [ "Let’s see how it works" @@ -1835,7 +1835,7 @@ { "cell_type": "code", "execution_count": null, - "id": "e7ffb7e6", + "id": "ab3ee890", "metadata": { "hide-output": false }, @@ -1847,7 +1847,7 @@ { "cell_type": "code", "execution_count": null, - "id": "725c0b74", + "id": "8f97e72f", "metadata": { "hide-output": false }, @@ -1860,7 +1860,7 @@ { "cell_type": "code", "execution_count": null, - "id": "9447cace", + "id": "3711a4be", "metadata": { "hide-output": false }, @@ -1872,7 +1872,7 @@ { "cell_type": "code", "execution_count": null, - "id": "c5309165", + "id": "83e894b2", "metadata": { "hide-output": false }, @@ -1884,7 +1884,7 @@ { "cell_type": "code", "execution_count": null, - "id": "d22486ef", + "id": "f45efd56", "metadata": { "hide-output": false }, @@ -1896,7 +1896,7 @@ { "cell_type": "code", "execution_count": null, - "id": "8d669c6e", + "id": "cf91942b", "metadata": { "hide-output": false }, @@ -1907,7 +1907,7 @@ }, { "cell_type": "markdown", - "id": "735ea079", + "id": "50b43270", "metadata": {}, "source": [ "The call `gen = g(2)` binds `gen` to a generator.\n", @@ -1927,7 +1927,7 @@ { "cell_type": "code", "execution_count": null, - "id": "2192c7b0", + "id": "577f66f4", "metadata": { "hide-output": false }, @@ -1941,7 +1941,7 @@ }, { "cell_type": "markdown", - "id": "c9cbae74", + "id": "15a68266", "metadata": {}, "source": [ "When `x < 100` fails, the generator throws a `StopIteration` error.\n", @@ -1952,7 +1952,7 @@ { "cell_type": "code", "execution_count": null, - "id": "1ec86f77", + "id": "21ec0d44", "metadata": { "hide-output": false }, @@ -1966,7 +1966,7 @@ }, { "cell_type": "markdown", - "id": "d016b734", + "id": "3043cc32", "metadata": {}, "source": [ "### Advantages of Iterators\n", @@ -1981,7 +1981,7 @@ { "cell_type": "code", "execution_count": null, - "id": "160379c7", + "id": "04078382", "metadata": { "hide-output": false }, @@ -1995,7 +1995,7 @@ }, { "cell_type": "markdown", - "id": "7e8bf99b", + "id": "8a606143", "metadata": {}, "source": [ "But we are creating two huge lists here, `range(n)` and `draws`.\n", @@ -2008,7 +2008,7 @@ { "cell_type": "code", "execution_count": null, - "id": "c1960250", + "id": "0392a7df", "metadata": { "hide-output": false }, @@ -2020,7 +2020,7 @@ }, { "cell_type": "markdown", - "id": "d6e08d02", + "id": "e514f231", "metadata": {}, "source": [ "We can avoid these problems using iterators.\n", @@ -2031,7 +2031,7 @@ { "cell_type": "code", "execution_count": null, - "id": "f32696b5", + "id": "f18b695c", "metadata": { "hide-output": false }, @@ -2046,7 +2046,7 @@ }, { "cell_type": "markdown", - "id": "36ca5ae2", + "id": "c08db844", "metadata": {}, "source": [ "Now let’s do the sum" @@ -2055,7 +2055,7 @@ { "cell_type": "code", "execution_count": null, - "id": "309aa079", + "id": "f5ad6521", "metadata": { "hide-output": false }, @@ -2069,7 +2069,7 @@ { "cell_type": "code", "execution_count": null, - "id": "704b5294", + "id": "debd57aa", "metadata": { "hide-output": false }, @@ -2080,7 +2080,7 @@ }, { "cell_type": "markdown", - "id": "b40582fb", + "id": "eab8fb3b", "metadata": {}, "source": [ "In summary, iterables\n", @@ -2091,7 +2091,7 @@ }, { "cell_type": "markdown", - "id": "6fdde6c9", + "id": "ce10bd32", "metadata": {}, "source": [ "## Exercises" @@ -2099,7 +2099,7 @@ }, { "cell_type": "markdown", - "id": "5d79f1b2", + "id": "7ca23678", "metadata": {}, "source": [ "## Exercise 18.1\n", @@ -2109,7 +2109,7 @@ }, { "cell_type": "markdown", - "id": "88a8a6fb", + "id": "2e8671ff", "metadata": { "hide-output": false }, @@ -2133,7 +2133,7 @@ }, { "cell_type": "markdown", - "id": "1d30011e", + "id": "c8715d03", "metadata": {}, "source": [ "## Solution to[ Exercise 18.1](https://python-programming.quantecon.org/#paf_ex1)\n", @@ -2144,7 +2144,7 @@ { "cell_type": "code", "execution_count": null, - "id": "5126aee7", + "id": "5cd71d9f", "metadata": { "hide-output": false }, @@ -2174,7 +2174,7 @@ } ], "metadata": { - "date": 1692161970.2487385, + "date": 1695106394.174843, "filename": "python_advanced_features.md", "kernelspec": { "display_name": "Python", diff --git a/_notebooks/python_by_example.ipynb b/_notebooks/python_by_example.ipynb index 61b1bc60..0bced6e4 100644 --- a/_notebooks/python_by_example.ipynb +++ b/_notebooks/python_by_example.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "markdown", - "id": "3973274b", + "id": "54c925d4", "metadata": {}, "source": [ "\n", @@ -16,7 +16,7 @@ }, { "cell_type": "markdown", - "id": "e1aafdba", + "id": "07246e9e", "metadata": {}, "source": [ "# An Introductory Example\n", @@ -27,7 +27,7 @@ }, { "cell_type": "markdown", - "id": "39881f40", + "id": "481f191a", "metadata": {}, "source": [ "## Contents\n", @@ -43,7 +43,7 @@ }, { "cell_type": "markdown", - "id": "41b0d861", + "id": "c5d65ba9", "metadata": {}, "source": [ "## Overview\n", @@ -61,7 +61,7 @@ }, { "cell_type": "markdown", - "id": "b8cbe15c", + "id": "b12f26e7", "metadata": {}, "source": [ "## The Task: Plotting a White Noise Process\n", @@ -83,7 +83,7 @@ }, { "cell_type": "markdown", - "id": "5280a603", + "id": "ce1ec143", "metadata": {}, "source": [ "## Version 1\n", @@ -96,7 +96,7 @@ { "cell_type": "code", "execution_count": null, - "id": "7bed9e25", + "id": "8e5b4699", "metadata": { "hide-output": false }, @@ -112,7 +112,7 @@ }, { "cell_type": "markdown", - "id": "dbce6959", + "id": "e4011aae", "metadata": {}, "source": [ "Let’s break this program down and see how it works.\n", @@ -123,7 +123,7 @@ }, { "cell_type": "markdown", - "id": "b7b17456", + "id": "25fc95d2", "metadata": {}, "source": [ "### Imports\n", @@ -147,7 +147,7 @@ { "cell_type": "code", "execution_count": null, - "id": "14d7cf00", + "id": "e2413185", "metadata": { "hide-output": false }, @@ -159,7 +159,7 @@ { "cell_type": "code", "execution_count": null, - "id": "042f8963", + "id": "dd06c21e", "metadata": { "hide-output": false }, @@ -170,7 +170,7 @@ }, { "cell_type": "markdown", - "id": "0886e812", + "id": "967905cc", "metadata": {}, "source": [ "We could also use the following syntax:" @@ -179,7 +179,7 @@ { "cell_type": "code", "execution_count": null, - "id": "2b4bfeeb", + "id": "476d2228", "metadata": { "hide-output": false }, @@ -192,7 +192,7 @@ }, { "cell_type": "markdown", - "id": "1d35e9bc", + "id": "8c04b451", "metadata": {}, "source": [ "But the former method (using the short name `np`) is convenient and more standard." @@ -200,7 +200,7 @@ }, { "cell_type": "markdown", - "id": "230c79dd", + "id": "d17babb6", "metadata": {}, "source": [ "#### Why So Many Imports?\n", @@ -215,7 +215,7 @@ }, { "cell_type": "markdown", - "id": "fe1e4d7c", + "id": "a49bdcf4", "metadata": {}, "source": [ "#### Packages\n", @@ -238,7 +238,7 @@ }, { "cell_type": "markdown", - "id": "f3fedb83", + "id": "c0444647", "metadata": { "hide-output": false }, @@ -252,7 +252,7 @@ }, { "cell_type": "markdown", - "id": "73aa82fd", + "id": "e328aa1b", "metadata": {}, "source": [ "#### Subpackages\n", @@ -270,7 +270,7 @@ }, { "cell_type": "markdown", - "id": "4d9726fd", + "id": "279e2e36", "metadata": {}, "source": [ "### Importing Names Directly\n", @@ -281,7 +281,7 @@ { "cell_type": "code", "execution_count": null, - "id": "fdac4f89", + "id": "bc6cbe98", "metadata": { "hide-output": false }, @@ -294,7 +294,7 @@ }, { "cell_type": "markdown", - "id": "a7949c32", + "id": "251d53ff", "metadata": {}, "source": [ "Here’s another way to access NumPy’s square root function" @@ -303,7 +303,7 @@ { "cell_type": "code", "execution_count": null, - "id": "aff76706", + "id": "bb62086c", "metadata": { "hide-output": false }, @@ -316,7 +316,7 @@ }, { "cell_type": "markdown", - "id": "8486f3fd", + "id": "7e1a96cb", "metadata": {}, "source": [ "This is also fine.\n", @@ -331,7 +331,7 @@ }, { "cell_type": "markdown", - "id": "28c71ad0", + "id": "90314732", "metadata": {}, "source": [ "### Random Draws\n", @@ -343,7 +343,7 @@ { "cell_type": "code", "execution_count": null, - "id": "04440866", + "id": "d03a257e", "metadata": { "hide-output": false }, @@ -356,7 +356,7 @@ }, { "cell_type": "markdown", - "id": "57f648ca", + "id": "d1d6e0be", "metadata": {}, "source": [ "The first line generates 100 (quasi) independent standard normals and stores\n", @@ -369,7 +369,7 @@ }, { "cell_type": "markdown", - "id": "e67a30de", + "id": "20941660", "metadata": {}, "source": [ "## Alternative Implementations\n", @@ -384,7 +384,7 @@ }, { "cell_type": "markdown", - "id": "03fa7998", + "id": "5dbc0a7a", "metadata": {}, "source": [ "### A Version with a For Loop\n", @@ -398,7 +398,7 @@ { "cell_type": "code", "execution_count": null, - "id": "bf8f4934", + "id": "900f127b", "metadata": { "hide-output": false }, @@ -417,7 +417,7 @@ }, { "cell_type": "markdown", - "id": "1d0eae51", + "id": "f8bf72d4", "metadata": {}, "source": [ "In brief,\n", @@ -437,7 +437,7 @@ }, { "cell_type": "markdown", - "id": "47498418", + "id": "6c03b392", "metadata": {}, "source": [ "### Lists\n", @@ -456,7 +456,7 @@ { "cell_type": "code", "execution_count": null, - "id": "9cfd1e92", + "id": "1300981e", "metadata": { "hide-output": false }, @@ -468,7 +468,7 @@ }, { "cell_type": "markdown", - "id": "911d4a80", + "id": "812f5d85", "metadata": {}, "source": [ "The first element of `x` is an [integer](https://en.wikipedia.org/wiki/Integer_%28computer_science%29), the next is a [string](https://en.wikipedia.org/wiki/String_%28computer_science%29), and the third is a [Boolean value](https://en.wikipedia.org/wiki/Boolean_data_type).\n", @@ -479,7 +479,7 @@ { "cell_type": "code", "execution_count": null, - "id": "a544c160", + "id": "ae21ee7e", "metadata": { "hide-output": false }, @@ -491,7 +491,7 @@ { "cell_type": "code", "execution_count": null, - "id": "993fb714", + "id": "5b92ff18", "metadata": { "hide-output": false }, @@ -503,7 +503,7 @@ }, { "cell_type": "markdown", - "id": "f4e003c8", + "id": "8c0d456b", "metadata": {}, "source": [ "Here `append()` is what’s called a *method*, which is a function “attached to” an object—in this case, the list `x`.\n", @@ -520,7 +520,7 @@ { "cell_type": "code", "execution_count": null, - "id": "8db57cc1", + "id": "3a192265", "metadata": { "hide-output": false }, @@ -532,7 +532,7 @@ { "cell_type": "code", "execution_count": null, - "id": "3daf4f5f", + "id": "77db8e12", "metadata": { "hide-output": false }, @@ -544,7 +544,7 @@ { "cell_type": "code", "execution_count": null, - "id": "e58dd2b9", + "id": "8d3c6f0b", "metadata": { "hide-output": false }, @@ -555,7 +555,7 @@ }, { "cell_type": "markdown", - "id": "8945e94e", + "id": "8d871f43", "metadata": {}, "source": [ "Lists in Python are zero-based (as in C, Java or Go), so the first element is referenced by `x[0]`" @@ -564,7 +564,7 @@ { "cell_type": "code", "execution_count": null, - "id": "02e64e1d", + "id": "bfcb74b6", "metadata": { "hide-output": false }, @@ -576,7 +576,7 @@ { "cell_type": "code", "execution_count": null, - "id": "871e1f58", + "id": "ff13ac5d", "metadata": { "hide-output": false }, @@ -587,7 +587,7 @@ }, { "cell_type": "markdown", - "id": "7bb55173", + "id": "964176c4", "metadata": {}, "source": [ "### The For Loop\n", @@ -600,7 +600,7 @@ { "cell_type": "code", "execution_count": null, - "id": "d55656ed", + "id": "1ce6961b", "metadata": { "hide-output": false }, @@ -613,7 +613,7 @@ }, { "cell_type": "markdown", - "id": "cc5adc1d", + "id": "bef4943f", "metadata": {}, "source": [ "Python executes the two indented lines `ts_length` times before moving on.\n", @@ -630,7 +630,7 @@ { "cell_type": "code", "execution_count": null, - "id": "cfc21353", + "id": "f239fc5a", "metadata": { "hide-output": false }, @@ -643,7 +643,7 @@ }, { "cell_type": "markdown", - "id": "7630e5cf", + "id": "becdff18", "metadata": {}, "source": [ "This example helps to clarify how the `for` loop works: When we execute a\n", @@ -652,7 +652,7 @@ }, { "cell_type": "markdown", - "id": "e27f5f53", + "id": "0637e629", "metadata": { "hide-output": false }, @@ -665,7 +665,7 @@ }, { "cell_type": "markdown", - "id": "0b0633a7", + "id": "26d23207", "metadata": {}, "source": [ "The Python interpreter performs the following:\n", @@ -679,7 +679,7 @@ }, { "cell_type": "markdown", - "id": "0b6688fe", + "id": "9c38079f", "metadata": {}, "source": [ "### A Comment on Indentation\n", @@ -711,7 +711,7 @@ }, { "cell_type": "markdown", - "id": "08f16952", + "id": "a73d8615", "metadata": {}, "source": [ "### While Loops\n", @@ -729,7 +729,7 @@ { "cell_type": "code", "execution_count": null, - "id": "da2483bb", + "id": "3e405535", "metadata": { "hide-output": false }, @@ -748,7 +748,7 @@ }, { "cell_type": "markdown", - "id": "08cefedb", + "id": "c1d136d3", "metadata": {}, "source": [ "A while loop will keep executing the code block delimited by indentation until the condition (`i < ts_length`) is satisfied.\n", @@ -759,7 +759,7 @@ { "cell_type": "code", "execution_count": null, - "id": "b5aaddf7", + "id": "d452d14d", "metadata": { "hide-output": false }, @@ -770,7 +770,7 @@ }, { "cell_type": "markdown", - "id": "37292654", + "id": "96460736", "metadata": {}, "source": [ "Note that\n", @@ -781,7 +781,7 @@ }, { "cell_type": "markdown", - "id": "26bd5c83", + "id": "7f0c593f", "metadata": {}, "source": [ "## Another Application\n", @@ -806,7 +806,7 @@ { "cell_type": "code", "execution_count": null, - "id": "34be6602", + "id": "a5a3a4ba", "metadata": { "hide-output": false }, @@ -827,7 +827,7 @@ }, { "cell_type": "markdown", - "id": "0800e19b", + "id": "00172228", "metadata": {}, "source": [ "The statement `b = np.empty(T+1)` allocates storage in memory for `T+1`\n", @@ -845,7 +845,7 @@ }, { "cell_type": "markdown", - "id": "7c5288ab", + "id": "14016ee8", "metadata": {}, "source": [ "## Exercises\n", @@ -856,7 +856,7 @@ }, { "cell_type": "markdown", - "id": "5638010b", + "id": "bdbf1c3f", "metadata": {}, "source": [ "## Exercise 3.1\n", @@ -878,7 +878,7 @@ { "cell_type": "code", "execution_count": null, - "id": "f0827782", + "id": "3a748b84", "metadata": { "hide-output": false }, @@ -890,7 +890,7 @@ }, { "cell_type": "markdown", - "id": "da793615", + "id": "7ff01040", "metadata": {}, "source": [ "Set $ T=200 $ and $ \\alpha = 0.9 $." @@ -898,7 +898,7 @@ }, { "cell_type": "markdown", - "id": "bfd0754b", + "id": "9de63401", "metadata": {}, "source": [ "## Solution to[ Exercise 3.1](https://python-programming.quantecon.org/#pbe_ex1)\n", @@ -909,7 +909,7 @@ { "cell_type": "code", "execution_count": null, - "id": "d76d4bc2", + "id": "64a879f1", "metadata": { "hide-output": false }, @@ -929,7 +929,7 @@ }, { "cell_type": "markdown", - "id": "8e960810", + "id": "cba1cf7b", "metadata": {}, "source": [ "## Exercise 3.2\n", @@ -947,7 +947,7 @@ }, { "cell_type": "markdown", - "id": "8747790c", + "id": "98e4d793", "metadata": {}, "source": [ "## Solution to[ Exercise 3.2](https://python-programming.quantecon.org/#pbe_ex2)" @@ -956,7 +956,7 @@ { "cell_type": "code", "execution_count": null, - "id": "493af1e2", + "id": "268f812a", "metadata": { "hide-output": false }, @@ -978,7 +978,7 @@ }, { "cell_type": "markdown", - "id": "1ca2290d", + "id": "8b9ffcb0", "metadata": {}, "source": [ ">**Note**\n", @@ -990,7 +990,7 @@ }, { "cell_type": "markdown", - "id": "7001c21f", + "id": "7ed0d6cb", "metadata": {}, "source": [ "## Exercise 3.3\n", @@ -1011,7 +1011,7 @@ }, { "cell_type": "markdown", - "id": "8519085c", + "id": "d4560682", "metadata": {}, "source": [ "## Solution to[ Exercise 3.3](https://python-programming.quantecon.org/#pbe_ex3)\n", @@ -1022,7 +1022,7 @@ { "cell_type": "code", "execution_count": null, - "id": "42f47631", + "id": "4021f321", "metadata": { "hide-output": false }, @@ -1042,7 +1042,7 @@ }, { "cell_type": "markdown", - "id": "ba6fd9c8", + "id": "ef479bc2", "metadata": {}, "source": [ "## Exercise 3.4\n", @@ -1059,7 +1059,7 @@ { "cell_type": "code", "execution_count": null, - "id": "70b5e754", + "id": "6db015e1", "metadata": { "hide-output": false }, @@ -1071,7 +1071,7 @@ { "cell_type": "code", "execution_count": null, - "id": "baf7d821", + "id": "3d279e62", "metadata": { "hide-output": false }, @@ -1086,7 +1086,7 @@ }, { "cell_type": "markdown", - "id": "d8d386ad", + "id": "53ea79b2", "metadata": {}, "source": [ "Now, write a new solution to Exercise 3 that does not use an existing function\n", @@ -1097,7 +1097,7 @@ }, { "cell_type": "markdown", - "id": "3dbb993e", + "id": "106e1db5", "metadata": {}, "source": [ "## Solution to[ Exercise 3.4](https://python-programming.quantecon.org/#pbe_ex4)\n", @@ -1108,7 +1108,7 @@ { "cell_type": "code", "execution_count": null, - "id": "b3fa8cc4", + "id": "c2f33a98", "metadata": { "hide-output": false }, @@ -1132,7 +1132,7 @@ }, { "cell_type": "markdown", - "id": "7faf71e1", + "id": "993004ca", "metadata": {}, "source": [ "Here’s a shorter way to write the same thing:" @@ -1141,7 +1141,7 @@ { "cell_type": "code", "execution_count": null, - "id": "1867c6d6", + "id": "f9994182", "metadata": { "hide-output": false }, @@ -1162,7 +1162,7 @@ }, { "cell_type": "markdown", - "id": "a5d5a587", + "id": "897af3f3", "metadata": {}, "source": [ "## Exercise 3.5\n", @@ -1177,7 +1177,7 @@ { "cell_type": "code", "execution_count": null, - "id": "00ca616b", + "id": "3f22a7fc", "metadata": { "hide-output": false }, @@ -1188,7 +1188,7 @@ }, { "cell_type": "markdown", - "id": "4d9ff448", + "id": "c8d4efa9", "metadata": {}, "source": [ "Your hints are as follows:\n", @@ -1200,7 +1200,7 @@ }, { "cell_type": "markdown", - "id": "308cd7fd", + "id": "5b28c63f", "metadata": {}, "source": [ "## Solution to[ Exercise 3.5](https://python-programming.quantecon.org/#pbe_ex5)\n", @@ -1225,7 +1225,7 @@ { "cell_type": "code", "execution_count": null, - "id": "c37bd55d", + "id": "f56a9888", "metadata": { "hide-output": false }, @@ -1255,7 +1255,7 @@ } ], "metadata": { - "date": 1692161970.5241976, + "date": 1695106394.2376952, "filename": "python_by_example.md", "kernelspec": { "display_name": "Python", diff --git a/_notebooks/python_essentials.ipynb b/_notebooks/python_essentials.ipynb index 21a0635e..c2e3bad2 100644 --- a/_notebooks/python_essentials.ipynb +++ b/_notebooks/python_essentials.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "markdown", - "id": "3d27f309", + "id": "7e903641", "metadata": {}, "source": [ "\n", @@ -16,7 +16,7 @@ }, { "cell_type": "markdown", - "id": "6a460902", + "id": "aa414f5d", "metadata": {}, "source": [ "# Python Essentials" @@ -24,7 +24,7 @@ }, { "cell_type": "markdown", - "id": "c04a9e37", + "id": "c11ac981", "metadata": {}, "source": [ "## Contents\n", @@ -41,7 +41,7 @@ }, { "cell_type": "markdown", - "id": "4f29d0a5", + "id": "5b41e43f", "metadata": {}, "source": [ "## Overview\n", @@ -55,7 +55,7 @@ }, { "cell_type": "markdown", - "id": "42f1a07f", + "id": "46394e26", "metadata": {}, "source": [ "## Data Types\n", @@ -89,7 +89,7 @@ }, { "cell_type": "markdown", - "id": "737bb71d", + "id": "1d2a1ff2", "metadata": {}, "source": [ "### Primitive Data Types\n", @@ -100,7 +100,7 @@ }, { "cell_type": "markdown", - "id": "5a79999b", + "id": "4cdc4756", "metadata": {}, "source": [ "#### Boolean Values\n", @@ -111,7 +111,7 @@ { "cell_type": "code", "execution_count": null, - "id": "5d6aaf8f", + "id": "771e99ee", "metadata": { "hide-output": false }, @@ -123,7 +123,7 @@ }, { "cell_type": "markdown", - "id": "0efdeb38", + "id": "675f0bff", "metadata": {}, "source": [ "We can check the type of any object in memory using the `type()` function." @@ -132,7 +132,7 @@ { "cell_type": "code", "execution_count": null, - "id": "a78a4bb2", + "id": "601e4f82", "metadata": { "hide-output": false }, @@ -143,7 +143,7 @@ }, { "cell_type": "markdown", - "id": "ad35cd1d", + "id": "f07b92fb", "metadata": {}, "source": [ "In the next line of code, the interpreter evaluates the expression on the right of = and binds y to this value" @@ -152,7 +152,7 @@ { "cell_type": "code", "execution_count": null, - "id": "5a1bcecb", + "id": "abe4e9c2", "metadata": { "hide-output": false }, @@ -165,7 +165,7 @@ { "cell_type": "code", "execution_count": null, - "id": "6a4c61c8", + "id": "4ad53173", "metadata": { "hide-output": false }, @@ -176,7 +176,7 @@ }, { "cell_type": "markdown", - "id": "b354dffa", + "id": "bb69b369", "metadata": {}, "source": [ "In arithmetic expressions, `True` is converted to `1` and `False` is converted `0`.\n", @@ -189,7 +189,7 @@ { "cell_type": "code", "execution_count": null, - "id": "6afe26c3", + "id": "45e30faf", "metadata": { "hide-output": false }, @@ -201,7 +201,7 @@ { "cell_type": "code", "execution_count": null, - "id": "3f8ff3fa", + "id": "b2b56fca", "metadata": { "hide-output": false }, @@ -213,7 +213,7 @@ { "cell_type": "code", "execution_count": null, - "id": "d56c6be5", + "id": "fadf703f", "metadata": { "hide-output": false }, @@ -225,7 +225,7 @@ { "cell_type": "code", "execution_count": null, - "id": "b03a7937", + "id": "c9bb1f57", "metadata": { "hide-output": false }, @@ -238,7 +238,7 @@ }, { "cell_type": "markdown", - "id": "b62875e2", + "id": "3b30b6be", "metadata": {}, "source": [ "#### Numeric Types\n", @@ -253,7 +253,7 @@ { "cell_type": "code", "execution_count": null, - "id": "ea3a0bfd", + "id": "d1e301d8", "metadata": { "hide-output": false }, @@ -268,7 +268,7 @@ }, { "cell_type": "markdown", - "id": "4fa13ff9", + "id": "83f9d031", "metadata": {}, "source": [ "### Containers\n", @@ -285,7 +285,7 @@ { "cell_type": "code", "execution_count": null, - "id": "9a13b1fa", + "id": "097c4e10", "metadata": { "hide-output": false }, @@ -299,7 +299,7 @@ { "cell_type": "code", "execution_count": null, - "id": "296b7563", + "id": "5d8a4c91", "metadata": { "hide-output": false }, @@ -310,7 +310,7 @@ }, { "cell_type": "markdown", - "id": "2c12b044", + "id": "d2d8608d", "metadata": {}, "source": [ "In Python, an object is called **immutable** if, once created, the object cannot be changed.\n", @@ -323,7 +323,7 @@ { "cell_type": "code", "execution_count": null, - "id": "8943b543", + "id": "d2d8d528", "metadata": { "hide-output": false }, @@ -336,7 +336,7 @@ }, { "cell_type": "markdown", - "id": "bfc065a2", + "id": "e9587b95", "metadata": {}, "source": [ "But tuples are not" @@ -345,7 +345,7 @@ { "cell_type": "code", "execution_count": null, - "id": "7d74389f", + "id": "9a26bc31", "metadata": { "hide-output": false }, @@ -357,7 +357,7 @@ }, { "cell_type": "markdown", - "id": "d1e1bc48", + "id": "3ca1aa60", "metadata": {}, "source": [ "We’ll say more about the role of mutable and immutable data a bit later.\n", @@ -368,7 +368,7 @@ { "cell_type": "code", "execution_count": null, - "id": "23813609", + "id": "1eaf78c0", "metadata": { "hide-output": false }, @@ -382,7 +382,7 @@ { "cell_type": "code", "execution_count": null, - "id": "4e89f31e", + "id": "76db253c", "metadata": { "hide-output": false }, @@ -393,7 +393,7 @@ }, { "cell_type": "markdown", - "id": "09abf945", + "id": "184610e0", "metadata": {}, "source": [ "You’ve actually [seen an example of this](https://python-programming.quantecon.org/about_py.html#tuple-unpacking-example) already.\n", @@ -403,7 +403,7 @@ }, { "cell_type": "markdown", - "id": "5f4a0688", + "id": "17febc75", "metadata": {}, "source": [ "#### Slice Notation\n", @@ -419,7 +419,7 @@ { "cell_type": "code", "execution_count": null, - "id": "c7edcbfb", + "id": "d0771ad9", "metadata": { "hide-output": false }, @@ -432,7 +432,7 @@ { "cell_type": "code", "execution_count": null, - "id": "40e7207b", + "id": "daddf479", "metadata": { "hide-output": false }, @@ -443,7 +443,7 @@ }, { "cell_type": "markdown", - "id": "db0edd35", + "id": "80a10056", "metadata": {}, "source": [ "The general rule is that `a[m:n]` returns `n - m` elements, starting at `a[m]`.\n", @@ -454,7 +454,7 @@ { "cell_type": "code", "execution_count": null, - "id": "b9815f51", + "id": "ce816c7a", "metadata": { "hide-output": false }, @@ -465,7 +465,7 @@ }, { "cell_type": "markdown", - "id": "0df870e5", + "id": "73784f95", "metadata": {}, "source": [ "You can also use the format `[start:end:step]` to specify the step" @@ -474,7 +474,7 @@ { "cell_type": "code", "execution_count": null, - "id": "48371f34", + "id": "58d52e1a", "metadata": { "hide-output": false }, @@ -485,7 +485,7 @@ }, { "cell_type": "markdown", - "id": "1f06362e", + "id": "1c85d0a7", "metadata": {}, "source": [ "Using a negative step, you can return the sequence in a reversed order" @@ -494,7 +494,7 @@ { "cell_type": "code", "execution_count": null, - "id": "9fbbcd7b", + "id": "a3b39178", "metadata": { "hide-output": false }, @@ -505,7 +505,7 @@ }, { "cell_type": "markdown", - "id": "b2702d45", + "id": "ad1fbe09", "metadata": {}, "source": [ "The same slice notation works on tuples and strings" @@ -514,7 +514,7 @@ { "cell_type": "code", "execution_count": null, - "id": "18f4ffad", + "id": "fb4e3620", "metadata": { "hide-output": false }, @@ -526,7 +526,7 @@ }, { "cell_type": "markdown", - "id": "f1a1c1a1", + "id": "ecf1f5f3", "metadata": {}, "source": [ "#### Sets and Dictionaries\n", @@ -542,7 +542,7 @@ { "cell_type": "code", "execution_count": null, - "id": "2704b05c", + "id": "a0089c96", "metadata": { "hide-output": false }, @@ -555,7 +555,7 @@ { "cell_type": "code", "execution_count": null, - "id": "21c06e7b", + "id": "d5ccc1ab", "metadata": { "hide-output": false }, @@ -566,7 +566,7 @@ }, { "cell_type": "markdown", - "id": "aeee21ee", + "id": "be6e7c69", "metadata": {}, "source": [ "The names `'name'` and `'age'` are called the *keys*.\n", @@ -580,7 +580,7 @@ { "cell_type": "code", "execution_count": null, - "id": "89c4695e", + "id": "50716f35", "metadata": { "hide-output": false }, @@ -593,7 +593,7 @@ { "cell_type": "code", "execution_count": null, - "id": "ff873aff", + "id": "b92ff967", "metadata": { "hide-output": false }, @@ -606,7 +606,7 @@ { "cell_type": "code", "execution_count": null, - "id": "fe43afe5", + "id": "10ec7db0", "metadata": { "hide-output": false }, @@ -617,7 +617,7 @@ }, { "cell_type": "markdown", - "id": "3319f1bd", + "id": "bb4f0be7", "metadata": {}, "source": [ "The `set()` function creates sets from sequences" @@ -626,7 +626,7 @@ { "cell_type": "code", "execution_count": null, - "id": "831f3356", + "id": "a1675208", "metadata": { "hide-output": false }, @@ -638,7 +638,7 @@ }, { "cell_type": "markdown", - "id": "8bed5da9", + "id": "7c259f10", "metadata": {}, "source": [ "## Input and Output\n", @@ -651,7 +651,7 @@ { "cell_type": "code", "execution_count": null, - "id": "5b25352b", + "id": "de46fe8a", "metadata": { "hide-output": false }, @@ -665,7 +665,7 @@ }, { "cell_type": "markdown", - "id": "e8d1d33a", + "id": "ed9c1add", "metadata": {}, "source": [ "Here\n", @@ -682,7 +682,7 @@ { "cell_type": "code", "execution_count": null, - "id": "433fd3b7", + "id": "bb7745cf", "metadata": { "hide-output": false }, @@ -693,7 +693,7 @@ }, { "cell_type": "markdown", - "id": "9c9bc1e6", + "id": "0ec8a44f", "metadata": {}, "source": [ "If a path is not specified, then this is where Python writes to.\n", @@ -704,7 +704,7 @@ { "cell_type": "code", "execution_count": null, - "id": "e168cbfa", + "id": "42161fde", "metadata": { "hide-output": false }, @@ -718,7 +718,7 @@ { "cell_type": "code", "execution_count": null, - "id": "a6b1da3c", + "id": "0c94d04d", "metadata": { "hide-output": false }, @@ -729,7 +729,7 @@ }, { "cell_type": "markdown", - "id": "7b196adf", + "id": "f57dc4fb", "metadata": {}, "source": [ "In fact, the recommended approach in modern Python is to use a `with` statement to ensure the files are properly acquired and released.\n", @@ -748,7 +748,7 @@ { "cell_type": "code", "execution_count": null, - "id": "ce33e2c3", + "id": "b327625a", "metadata": { "hide-output": false }, @@ -761,7 +761,7 @@ }, { "cell_type": "markdown", - "id": "9e92f6cd", + "id": "654e9a49", "metadata": {}, "source": [ "Note that we do not need to call the `close()` method since the `with` block\n", @@ -773,7 +773,7 @@ { "cell_type": "code", "execution_count": null, - "id": "a8b55f23", + "id": "8222eb47", "metadata": { "hide-output": false }, @@ -786,7 +786,7 @@ }, { "cell_type": "markdown", - "id": "fdd444d1", + "id": "1512435b", "metadata": {}, "source": [ "Now suppose that we want to read input from one file and write output to another.\n", @@ -797,7 +797,7 @@ { "cell_type": "code", "execution_count": null, - "id": "d41d4d20", + "id": "bbed81e9", "metadata": { "hide-output": false }, @@ -812,7 +812,7 @@ }, { "cell_type": "markdown", - "id": "cac076be", + "id": "4835f298", "metadata": {}, "source": [ "The output file will be" @@ -821,7 +821,7 @@ { "cell_type": "code", "execution_count": null, - "id": "b03ddf50", + "id": "d2c5da7d", "metadata": { "hide-output": false }, @@ -833,7 +833,7 @@ }, { "cell_type": "markdown", - "id": "41cad8ee", + "id": "801c7504", "metadata": {}, "source": [ "We can simplify the example above by grouping the two `with` statements into one line" @@ -842,7 +842,7 @@ { "cell_type": "code", "execution_count": null, - "id": "656b079e", + "id": "4809dcda", "metadata": { "hide-output": false }, @@ -855,7 +855,7 @@ }, { "cell_type": "markdown", - "id": "cebed795", + "id": "8d66006c", "metadata": {}, "source": [ "The output file will be the same" @@ -864,7 +864,7 @@ { "cell_type": "code", "execution_count": null, - "id": "92f8e832", + "id": "fefe8482", "metadata": { "hide-output": false }, @@ -876,7 +876,7 @@ }, { "cell_type": "markdown", - "id": "9a0295df", + "id": "799d7e1b", "metadata": {}, "source": [ "Suppose we want to continue to write into the existing file\n", @@ -888,7 +888,7 @@ { "cell_type": "code", "execution_count": null, - "id": "a47e1fd8", + "id": "7b364300", "metadata": { "hide-output": false }, @@ -901,7 +901,7 @@ { "cell_type": "code", "execution_count": null, - "id": "1ed534d9", + "id": "62da7d8e", "metadata": { "hide-output": false }, @@ -913,7 +913,7 @@ }, { "cell_type": "markdown", - "id": "d781b5ca", + "id": "8a5efe1c", "metadata": {}, "source": [ ">**Note**\n", @@ -925,7 +925,7 @@ }, { "cell_type": "markdown", - "id": "c19ec66b", + "id": "ff22580a", "metadata": {}, "source": [ "### Paths\n", @@ -939,7 +939,7 @@ }, { "cell_type": "markdown", - "id": "4de1edd6", + "id": "90ad6637", "metadata": { "hide-output": false }, @@ -951,7 +951,7 @@ }, { "cell_type": "markdown", - "id": "b82138bf", + "id": "5933b89e", "metadata": {}, "source": [ "\n", @@ -960,7 +960,7 @@ }, { "cell_type": "markdown", - "id": "9cb99813", + "id": "b8990a48", "metadata": {}, "source": [ "## Iterating\n", @@ -976,7 +976,7 @@ }, { "cell_type": "markdown", - "id": "851e673e", + "id": "0b37d7d5", "metadata": {}, "source": [ "### Looping over Different Objects\n", @@ -992,7 +992,7 @@ { "cell_type": "code", "execution_count": null, - "id": "761469b2", + "id": "f6cd414f", "metadata": { "hide-output": false }, @@ -1012,7 +1012,7 @@ }, { "cell_type": "markdown", - "id": "b7d4db65", + "id": "cf0ffaff", "metadata": {}, "source": [ "Here `%%writefile` is an [IPython cell magic](https://ipython.readthedocs.io/en/stable/interactive/magics.html#cell-magics).\n", @@ -1025,7 +1025,7 @@ { "cell_type": "code", "execution_count": null, - "id": "02b10bf3", + "id": "e59dcd55", "metadata": { "hide-output": false }, @@ -1042,7 +1042,7 @@ }, { "cell_type": "markdown", - "id": "c59a9055", + "id": "6c5bc9e6", "metadata": {}, "source": [ "Here `format()` is a string method [used for inserting variables into strings](https://docs.python.org/3/library/string.html#formatspec).\n", @@ -1063,7 +1063,7 @@ }, { "cell_type": "markdown", - "id": "c6cc390c", + "id": "5206d53c", "metadata": {}, "source": [ "### Looping without Indices\n", @@ -1076,7 +1076,7 @@ { "cell_type": "code", "execution_count": null, - "id": "57199506", + "id": "686e0808", "metadata": { "hide-output": false }, @@ -1089,7 +1089,7 @@ }, { "cell_type": "markdown", - "id": "dec6777e", + "id": "b9ebebe6", "metadata": {}, "source": [ "is preferred to" @@ -1098,7 +1098,7 @@ { "cell_type": "code", "execution_count": null, - "id": "b61988aa", + "id": "7cec8ec3", "metadata": { "hide-output": false }, @@ -1110,7 +1110,7 @@ }, { "cell_type": "markdown", - "id": "e19033eb", + "id": "09aa9239", "metadata": {}, "source": [ "When you compare these two alternatives, you can see why the first one is preferred.\n", @@ -1125,7 +1125,7 @@ { "cell_type": "code", "execution_count": null, - "id": "a11ad105", + "id": "96ae730b", "metadata": { "hide-output": false }, @@ -1139,7 +1139,7 @@ }, { "cell_type": "markdown", - "id": "819485f7", + "id": "1d7379bf", "metadata": {}, "source": [ "The `zip()` function is also useful for creating dictionaries — for\n", @@ -1149,7 +1149,7 @@ { "cell_type": "code", "execution_count": null, - "id": "5059433e", + "id": "4d22ad76", "metadata": { "hide-output": false }, @@ -1162,7 +1162,7 @@ }, { "cell_type": "markdown", - "id": "bf8fecb3", + "id": "a957cc4c", "metadata": {}, "source": [ "If we actually need the index from a list, one option is to use `enumerate()`.\n", @@ -1173,7 +1173,7 @@ { "cell_type": "code", "execution_count": null, - "id": "56cb421e", + "id": "fde2f1d1", "metadata": { "hide-output": false }, @@ -1186,7 +1186,7 @@ }, { "cell_type": "markdown", - "id": "6eec8f5d", + "id": "cd043176", "metadata": {}, "source": [ "\n", @@ -1195,7 +1195,7 @@ }, { "cell_type": "markdown", - "id": "c83cde27", + "id": "42d51950", "metadata": {}, "source": [ "### List Comprehensions\n", @@ -1213,7 +1213,7 @@ { "cell_type": "code", "execution_count": null, - "id": "bf5e18ac", + "id": "8ed4bb10", "metadata": { "hide-output": false }, @@ -1226,7 +1226,7 @@ }, { "cell_type": "markdown", - "id": "f484eddc", + "id": "3b330bbc", "metadata": {}, "source": [ "Here’s another example" @@ -1235,7 +1235,7 @@ { "cell_type": "code", "execution_count": null, - "id": "8a488793", + "id": "d2c23d28", "metadata": { "hide-output": false }, @@ -1247,7 +1247,7 @@ { "cell_type": "code", "execution_count": null, - "id": "dfa19393", + "id": "be7952b9", "metadata": { "hide-output": false }, @@ -1259,7 +1259,7 @@ }, { "cell_type": "markdown", - "id": "bc0c9783", + "id": "5d0a4e8d", "metadata": {}, "source": [ "## Comparisons and Logical Operators" @@ -1267,7 +1267,7 @@ }, { "cell_type": "markdown", - "id": "9fcbec16", + "id": "166c9b70", "metadata": {}, "source": [ "### Comparisons\n", @@ -1282,7 +1282,7 @@ { "cell_type": "code", "execution_count": null, - "id": "8a16bf4b", + "id": "4acee328", "metadata": { "hide-output": false }, @@ -1295,7 +1295,7 @@ { "cell_type": "code", "execution_count": null, - "id": "7e81f75c", + "id": "4751da08", "metadata": { "hide-output": false }, @@ -1306,7 +1306,7 @@ }, { "cell_type": "markdown", - "id": "1e8653c7", + "id": "c9d085ce", "metadata": {}, "source": [ "One of the nice features of Python is that we can *chain* inequalities" @@ -1315,7 +1315,7 @@ { "cell_type": "code", "execution_count": null, - "id": "a8f470ba", + "id": "675958a3", "metadata": { "hide-output": false }, @@ -1327,7 +1327,7 @@ { "cell_type": "code", "execution_count": null, - "id": "930349af", + "id": "313524fb", "metadata": { "hide-output": false }, @@ -1338,7 +1338,7 @@ }, { "cell_type": "markdown", - "id": "8fef3e0c", + "id": "e4f9aadf", "metadata": {}, "source": [ "As we saw earlier, when testing for equality we use `==`" @@ -1347,7 +1347,7 @@ { "cell_type": "code", "execution_count": null, - "id": "bfffc31d", + "id": "0462cd05", "metadata": { "hide-output": false }, @@ -1359,7 +1359,7 @@ }, { "cell_type": "markdown", - "id": "244f5132", + "id": "b39e46c1", "metadata": {}, "source": [ "For “not equal” use `!=`" @@ -1368,7 +1368,7 @@ { "cell_type": "code", "execution_count": null, - "id": "3b3c282a", + "id": "f3051f81", "metadata": { "hide-output": false }, @@ -1379,7 +1379,7 @@ }, { "cell_type": "markdown", - "id": "8433da81", + "id": "9df7c97e", "metadata": {}, "source": [ "Note that when testing conditions, we can use **any** valid Python expression" @@ -1388,7 +1388,7 @@ { "cell_type": "code", "execution_count": null, - "id": "b292d882", + "id": "d2260dda", "metadata": { "hide-output": false }, @@ -1401,7 +1401,7 @@ { "cell_type": "code", "execution_count": null, - "id": "bc323956", + "id": "f60dcc20", "metadata": { "hide-output": false }, @@ -1413,7 +1413,7 @@ }, { "cell_type": "markdown", - "id": "3cfc7a26", + "id": "db1957f6", "metadata": {}, "source": [ "What’s going on here?\n", @@ -1428,7 +1428,7 @@ }, { "cell_type": "markdown", - "id": "2319767b", + "id": "69c79a72", "metadata": {}, "source": [ "### Combining Expressions\n", @@ -1443,7 +1443,7 @@ { "cell_type": "code", "execution_count": null, - "id": "27c89286", + "id": "a3bbc0de", "metadata": { "hide-output": false }, @@ -1455,7 +1455,7 @@ { "cell_type": "code", "execution_count": null, - "id": "a8fa280c", + "id": "9d2b3276", "metadata": { "hide-output": false }, @@ -1467,7 +1467,7 @@ { "cell_type": "code", "execution_count": null, - "id": "7bac9f0a", + "id": "d206f5a1", "metadata": { "hide-output": false }, @@ -1479,7 +1479,7 @@ { "cell_type": "code", "execution_count": null, - "id": "1a36d1c7", + "id": "d0345565", "metadata": { "hide-output": false }, @@ -1491,7 +1491,7 @@ { "cell_type": "code", "execution_count": null, - "id": "4fa4451e", + "id": "495eab41", "metadata": { "hide-output": false }, @@ -1502,7 +1502,7 @@ }, { "cell_type": "markdown", - "id": "aba7d4c8", + "id": "25b1a51a", "metadata": {}, "source": [ "Remember\n", @@ -1517,7 +1517,7 @@ { "cell_type": "code", "execution_count": null, - "id": "785f8218", + "id": "c2dc5b64", "metadata": { "hide-output": false }, @@ -1529,7 +1529,7 @@ { "cell_type": "code", "execution_count": null, - "id": "558d1480", + "id": "5271d3d5", "metadata": { "hide-output": false }, @@ -1541,7 +1541,7 @@ { "cell_type": "code", "execution_count": null, - "id": "7263d32f", + "id": "bbf644cf", "metadata": { "hide-output": false }, @@ -1552,7 +1552,7 @@ }, { "cell_type": "markdown", - "id": "6899ddc7", + "id": "87b5fa95", "metadata": {}, "source": [ ">**Note**\n", @@ -1563,7 +1563,7 @@ }, { "cell_type": "markdown", - "id": "243356d2", + "id": "603f7034", "metadata": {}, "source": [ "## Coding Style and Documentation\n", @@ -1574,7 +1574,7 @@ }, { "cell_type": "markdown", - "id": "197782aa", + "id": "0d9f4193", "metadata": {}, "source": [ "### Python Style Guidelines: PEP8\n", @@ -1604,7 +1604,7 @@ }, { "cell_type": "markdown", - "id": "50a6c8ad", + "id": "4ce7e962", "metadata": {}, "source": [ "### Docstrings\n", @@ -1621,7 +1621,7 @@ { "cell_type": "code", "execution_count": null, - "id": "2612fb09", + "id": "d245a891", "metadata": { "hide-output": false }, @@ -1636,7 +1636,7 @@ }, { "cell_type": "markdown", - "id": "6d85b49b", + "id": "f1a2c457", "metadata": {}, "source": [ "After running this code, the docstring is available" @@ -1645,7 +1645,7 @@ { "cell_type": "code", "execution_count": null, - "id": "661feca1", + "id": "09362aa1", "metadata": { "hide-output": false }, @@ -1656,7 +1656,7 @@ }, { "cell_type": "markdown", - "id": "c0bbeb72", + "id": "5e656786", "metadata": { "hide-output": false }, @@ -1673,7 +1673,7 @@ { "cell_type": "code", "execution_count": null, - "id": "2738948b", + "id": "2a60a3bf", "metadata": { "hide-output": false }, @@ -1684,7 +1684,7 @@ }, { "cell_type": "markdown", - "id": "8d65afb6", + "id": "c72e2bee", "metadata": { "hide-output": false }, @@ -1705,7 +1705,7 @@ }, { "cell_type": "markdown", - "id": "a787b53e", + "id": "d5ff516d", "metadata": {}, "source": [ "With one question mark we bring up the docstring, and with two we get the source code as well.\n", @@ -1715,7 +1715,7 @@ }, { "cell_type": "markdown", - "id": "de18b1f8", + "id": "57be94e3", "metadata": {}, "source": [ "## Exercises\n", @@ -1727,7 +1727,7 @@ }, { "cell_type": "markdown", - "id": "dc61faaf", + "id": "cbd6edac", "metadata": {}, "source": [ "## Exercise 5.1\n", @@ -1745,7 +1745,7 @@ }, { "cell_type": "markdown", - "id": "ecda69ff", + "id": "d9b96ccc", "metadata": {}, "source": [ "## Solution to[ Exercise 5.1](https://python-programming.quantecon.org/#pyess_ex1)\n", @@ -1758,7 +1758,7 @@ { "cell_type": "code", "execution_count": null, - "id": "d24bf2ca", + "id": "5223cba9", "metadata": { "hide-output": false }, @@ -1771,7 +1771,7 @@ }, { "cell_type": "markdown", - "id": "3d6bcc12", + "id": "9ba4fa55", "metadata": {}, "source": [ "This also works" @@ -1780,7 +1780,7 @@ { "cell_type": "code", "execution_count": null, - "id": "f14dc939", + "id": "28a3e77b", "metadata": { "hide-output": false }, @@ -1791,7 +1791,7 @@ }, { "cell_type": "markdown", - "id": "178539c5", + "id": "ec5ed519", "metadata": {}, "source": [ "**Part 2 Solution:**\n", @@ -1802,7 +1802,7 @@ { "cell_type": "code", "execution_count": null, - "id": "8ad0c0ac", + "id": "76252bfb", "metadata": { "hide-output": false }, @@ -1813,7 +1813,7 @@ }, { "cell_type": "markdown", - "id": "98356145", + "id": "96512f71", "metadata": {}, "source": [ "This also works:" @@ -1822,7 +1822,7 @@ { "cell_type": "code", "execution_count": null, - "id": "3112a6dd", + "id": "9ee9a606", "metadata": { "hide-output": false }, @@ -1833,7 +1833,7 @@ }, { "cell_type": "markdown", - "id": "b72b7c74", + "id": "a63190d7", "metadata": {}, "source": [ "Some less natural alternatives that nonetheless help to illustrate the\n", @@ -1843,7 +1843,7 @@ { "cell_type": "code", "execution_count": null, - "id": "9df465af", + "id": "c9785f5c", "metadata": { "hide-output": false }, @@ -1854,7 +1854,7 @@ }, { "cell_type": "markdown", - "id": "3485c756", + "id": "916d1031", "metadata": {}, "source": [ "and" @@ -1863,7 +1863,7 @@ { "cell_type": "code", "execution_count": null, - "id": "623237d9", + "id": "24274804", "metadata": { "hide-output": false }, @@ -1874,7 +1874,7 @@ }, { "cell_type": "markdown", - "id": "386cab83", + "id": "d1e2332c", "metadata": {}, "source": [ "**Part 3 Solution:**\n", @@ -1885,7 +1885,7 @@ { "cell_type": "code", "execution_count": null, - "id": "fd397cbb", + "id": "24161327", "metadata": { "hide-output": false }, @@ -1897,7 +1897,7 @@ }, { "cell_type": "markdown", - "id": "dae89a0a", + "id": "881ebc04", "metadata": {}, "source": [ "## Exercise 5.2\n", @@ -1919,7 +1919,7 @@ }, { "cell_type": "markdown", - "id": "58c36be7", + "id": "04928ad6", "metadata": {}, "source": [ "## Solution to[ Exercise 5.2](https://python-programming.quantecon.org/#pyess_ex2)\n", @@ -1930,7 +1930,7 @@ { "cell_type": "code", "execution_count": null, - "id": "ebd9a5be", + "id": "a020147e", "metadata": { "hide-output": false }, @@ -1943,7 +1943,7 @@ { "cell_type": "code", "execution_count": null, - "id": "556f8ee4", + "id": "1c0a3075", "metadata": { "hide-output": false }, @@ -1954,7 +1954,7 @@ }, { "cell_type": "markdown", - "id": "6968d78e", + "id": "35a3b8af", "metadata": {}, "source": [ "## Exercise 5.3\n", @@ -1966,7 +1966,7 @@ }, { "cell_type": "markdown", - "id": "4f4ebfcf", + "id": "55c83852", "metadata": {}, "source": [ "## Solution to[ Exercise 5.3](https://python-programming.quantecon.org/#pyess_ex3)\n", @@ -1977,7 +1977,7 @@ { "cell_type": "code", "execution_count": null, - "id": "47bff118", + "id": "52b32b5e", "metadata": { "hide-output": false }, @@ -1995,7 +1995,7 @@ }, { "cell_type": "markdown", - "id": "50eae956", + "id": "40737510", "metadata": {}, "source": [ "An alternative, more pythonic solution:" @@ -2004,7 +2004,7 @@ { "cell_type": "code", "execution_count": null, - "id": "27ed81e7", + "id": "393064fb", "metadata": { "hide-output": false }, @@ -2018,7 +2018,7 @@ }, { "cell_type": "markdown", - "id": "5f437aab", + "id": "d15e6fba", "metadata": {}, "source": [ "## Exercise 5.4\n", @@ -2033,7 +2033,7 @@ }, { "cell_type": "markdown", - "id": "b06f70d0", + "id": "a809a56b", "metadata": {}, "source": [ "## Solution to[ Exercise 5.4](https://python-programming.quantecon.org/#pyess_ex4)\n", @@ -2044,7 +2044,7 @@ { "cell_type": "code", "execution_count": null, - "id": "9105675c", + "id": "5e90d369", "metadata": { "hide-output": false }, @@ -2065,7 +2065,7 @@ }, { "cell_type": "markdown", - "id": "13de411e", + "id": "ff760478", "metadata": {}, "source": [ "An alternative, more pythonic solution using `all()`:" @@ -2074,7 +2074,7 @@ { "cell_type": "code", "execution_count": null, - "id": "0c440164", + "id": "7c73adfc", "metadata": { "hide-output": false }, @@ -2092,7 +2092,7 @@ }, { "cell_type": "markdown", - "id": "98017e88", + "id": "f7182327", "metadata": {}, "source": [ "Of course, if we use the `sets` data type then the solution is easier" @@ -2101,7 +2101,7 @@ { "cell_type": "code", "execution_count": null, - "id": "5f8de06e", + "id": "e8211642", "metadata": { "hide-output": false }, @@ -2113,7 +2113,7 @@ }, { "cell_type": "markdown", - "id": "32cd1fc8", + "id": "e3aeda68", "metadata": {}, "source": [ "## Exercise 5.5\n", @@ -2138,7 +2138,7 @@ }, { "cell_type": "markdown", - "id": "d40f4a4e", + "id": "65e122b0", "metadata": {}, "source": [ "## Solution to[ Exercise 5.5](https://python-programming.quantecon.org/#pyess_ex5)\n", @@ -2149,7 +2149,7 @@ { "cell_type": "code", "execution_count": null, - "id": "59e2b57d", + "id": "4ba8e7ef", "metadata": { "hide-output": false }, @@ -2193,7 +2193,7 @@ }, { "cell_type": "markdown", - "id": "7e1ca361", + "id": "ef12d8be", "metadata": {}, "source": [ "## Exercise 5.6\n", @@ -2205,7 +2205,7 @@ { "cell_type": "code", "execution_count": null, - "id": "f4853502", + "id": "47e8b0f4", "metadata": { "hide-output": false }, @@ -2222,7 +2222,7 @@ }, { "cell_type": "markdown", - "id": "c6a3d0ea", + "id": "0548e554", "metadata": {}, "source": [ "## Solution to[ Exercise 5.6](https://python-programming.quantecon.org/#pyess_ex6)\n", @@ -2233,7 +2233,7 @@ { "cell_type": "code", "execution_count": null, - "id": "ea65d0f5", + "id": "04d24fdb", "metadata": { "hide-output": false }, @@ -2245,7 +2245,7 @@ } ], "metadata": { - "date": 1692161970.6395106, + "date": 1695106394.5881493, "filename": "python_essentials.md", "kernelspec": { "display_name": "Python", diff --git a/_notebooks/python_oop.ipynb b/_notebooks/python_oop.ipynb index e8f9cda2..fbdfc73b 100644 --- a/_notebooks/python_oop.ipynb +++ b/_notebooks/python_oop.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "markdown", - "id": "1c4f4dc4", + "id": "44f9b6ce", "metadata": {}, "source": [ "\n", @@ -16,7 +16,7 @@ }, { "cell_type": "markdown", - "id": "4a5d9fc4", + "id": "e628261d", "metadata": {}, "source": [ "# OOP II: Building Classes\n", @@ -27,7 +27,7 @@ }, { "cell_type": "markdown", - "id": "b885c7a3", + "id": "84df6a24", "metadata": {}, "source": [ "## Contents\n", @@ -42,7 +42,7 @@ }, { "cell_type": "markdown", - "id": "1246434d", + "id": "f206a60d", "metadata": {}, "source": [ "## Overview\n", @@ -86,7 +86,7 @@ { "cell_type": "code", "execution_count": null, - "id": "4a7b5eee", + "id": "64a775e5", "metadata": { "hide-output": false }, @@ -100,7 +100,7 @@ }, { "cell_type": "markdown", - "id": "f2693185", + "id": "52d5a33f", "metadata": {}, "source": [ "## OOP Review\n", @@ -118,7 +118,7 @@ }, { "cell_type": "markdown", - "id": "d7ec8743", + "id": "61dd040f", "metadata": {}, "source": [ "### Key Concepts\n", @@ -133,7 +133,7 @@ { "cell_type": "code", "execution_count": null, - "id": "95c30723", + "id": "78601c24", "metadata": { "hide-output": false }, @@ -146,7 +146,7 @@ }, { "cell_type": "markdown", - "id": "90b2a8c1", + "id": "2f1d9a2d", "metadata": {}, "source": [ "As we now know, `sort` is a function that is “part of” the list object — and hence called a *method*.\n", @@ -181,7 +181,7 @@ { "cell_type": "code", "execution_count": null, - "id": "1b530ed2", + "id": "e16f1997", "metadata": { "hide-output": false }, @@ -194,7 +194,7 @@ }, { "cell_type": "markdown", - "id": "d96eaede", + "id": "0375bc97", "metadata": {}, "source": [ "- `x` is an object or instance, created from the definition for Python lists, but with its own particular data. \n", @@ -208,7 +208,7 @@ }, { "cell_type": "markdown", - "id": "c4d45ea6", + "id": "7fc41cb6", "metadata": {}, "source": [ "### Why is OOP Useful?\n", @@ -235,7 +235,7 @@ }, { "cell_type": "markdown", - "id": "945b978c", + "id": "cb94e494", "metadata": {}, "source": [ "## Defining Your Own Classes\n", @@ -252,7 +252,7 @@ { "cell_type": "code", "execution_count": null, - "id": "29663b55", + "id": "1a5e6e38", "metadata": { "hide-output": false }, @@ -273,7 +273,7 @@ }, { "cell_type": "markdown", - "id": "fdf3be33", + "id": "12e6c130", "metadata": {}, "source": [ "The `earn` function takes a consumer’s initial wealth $ w $ and adds to it her current earnings $ y $.\n", @@ -288,7 +288,7 @@ { "cell_type": "code", "execution_count": null, - "id": "d58d20a2", + "id": "c8ca487c", "metadata": { "hide-output": false }, @@ -304,7 +304,7 @@ }, { "cell_type": "markdown", - "id": "8c4d7146", + "id": "29966bc4", "metadata": {}, "source": [ "A *Class* bundles a set of data tied to a particular *instance* together with a collection of functions that operate on the data.\n", @@ -322,7 +322,7 @@ }, { "cell_type": "markdown", - "id": "1439cacf", + "id": "aa10822a", "metadata": {}, "source": [ "### Example: A Consumer Class\n", @@ -342,7 +342,7 @@ { "cell_type": "code", "execution_count": null, - "id": "471e6aad", + "id": "a462fad1", "metadata": { "hide-output": false }, @@ -369,7 +369,7 @@ }, { "cell_type": "markdown", - "id": "a813b10a", + "id": "ddf0bd35", "metadata": {}, "source": [ "There’s some special syntax here so let’s step through carefully\n", @@ -395,7 +395,7 @@ }, { "cell_type": "markdown", - "id": "0b2a2065", + "id": "6f387231", "metadata": {}, "source": [ "#### Usage\n", @@ -408,7 +408,7 @@ { "cell_type": "code", "execution_count": null, - "id": "c558a00b", + "id": "e678e14f", "metadata": { "hide-output": false }, @@ -422,7 +422,7 @@ { "cell_type": "code", "execution_count": null, - "id": "303dea3c", + "id": "c8b60646", "metadata": { "hide-output": false }, @@ -434,7 +434,7 @@ }, { "cell_type": "markdown", - "id": "4c6ef3b8", + "id": "6abe77fb", "metadata": {}, "source": [ "We can of course create multiple instances, i.e., multiple consumers, each with its own name and data" @@ -443,7 +443,7 @@ { "cell_type": "code", "execution_count": null, - "id": "4d795067", + "id": "4880fcc7", "metadata": { "hide-output": false }, @@ -458,7 +458,7 @@ { "cell_type": "code", "execution_count": null, - "id": "5532754a", + "id": "8259dbcb", "metadata": { "hide-output": false }, @@ -469,7 +469,7 @@ }, { "cell_type": "markdown", - "id": "2a20d97d", + "id": "9156c454", "metadata": {}, "source": [ "Each instance, i.e., each consumer, stores its data in a separate namespace dictionary" @@ -478,7 +478,7 @@ { "cell_type": "code", "execution_count": null, - "id": "add49697", + "id": "24c4f956", "metadata": { "hide-output": false }, @@ -490,7 +490,7 @@ { "cell_type": "code", "execution_count": null, - "id": "3762245c", + "id": "9e4ad11f", "metadata": { "hide-output": false }, @@ -501,7 +501,7 @@ }, { "cell_type": "markdown", - "id": "7f4cbe8a", + "id": "d7d82fb5", "metadata": {}, "source": [ "When we access or set attributes we’re actually just modifying the dictionary\n", @@ -510,7 +510,7 @@ }, { "cell_type": "markdown", - "id": "fcdaf289", + "id": "fc74070a", "metadata": {}, "source": [ "#### Self\n", @@ -532,7 +532,7 @@ }, { "cell_type": "markdown", - "id": "c9109de3", + "id": "9ba96a2e", "metadata": {}, "source": [ "#### Details\n", @@ -550,7 +550,7 @@ { "cell_type": "code", "execution_count": null, - "id": "7df74b5b", + "id": "d7cda968", "metadata": { "hide-output": false }, @@ -561,7 +561,7 @@ }, { "cell_type": "markdown", - "id": "1f580d79", + "id": "21668abb", "metadata": {}, "source": [ "Note how the three methods `__init__`, `earn` and `spend` are stored in the class object.\n", @@ -572,7 +572,7 @@ { "cell_type": "code", "execution_count": null, - "id": "2ad2e983", + "id": "4d0bab2b", "metadata": { "hide-output": false }, @@ -585,7 +585,7 @@ }, { "cell_type": "markdown", - "id": "43b5cedf", + "id": "8cade1d7", "metadata": {}, "source": [ "When you call `earn` via `c1.earn(10)` the interpreter passes the instance `c1` and the argument `10` to `Consumer.earn`.\n", @@ -604,7 +604,7 @@ { "cell_type": "code", "execution_count": null, - "id": "042d2ea0", + "id": "91fa3742", "metadata": { "hide-output": false }, @@ -617,7 +617,7 @@ }, { "cell_type": "markdown", - "id": "87898adb", + "id": "56cfda90", "metadata": {}, "source": [ "The end result is that `self` is bound to the instance `c1` inside the function call.\n", @@ -630,7 +630,7 @@ }, { "cell_type": "markdown", - "id": "ce9fc291", + "id": "d79bb40a", "metadata": {}, "source": [ "### Example: The Solow Growth Model\n", @@ -675,7 +675,7 @@ { "cell_type": "code", "execution_count": null, - "id": "475f2c19", + "id": "2e78e066", "metadata": { "hide-output": false }, @@ -727,7 +727,7 @@ }, { "cell_type": "markdown", - "id": "30084672", + "id": "242505c9", "metadata": {}, "source": [ "Here’s a little program that uses the class to compute time series from two different initial conditions.\n", @@ -738,7 +738,7 @@ { "cell_type": "code", "execution_count": null, - "id": "0aff0daf", + "id": "34ce0343", "metadata": { "hide-output": false }, @@ -766,7 +766,7 @@ }, { "cell_type": "markdown", - "id": "aa75c394", + "id": "42f58929", "metadata": {}, "source": [ "### Example: A Market\n", @@ -795,7 +795,7 @@ { "cell_type": "code", "execution_count": null, - "id": "40c528fc", + "id": "dac9369b", "metadata": { "hide-output": false }, @@ -856,7 +856,7 @@ }, { "cell_type": "markdown", - "id": "df0f3628", + "id": "3181bc65", "metadata": {}, "source": [ "Here’s a sample of usage" @@ -865,7 +865,7 @@ { "cell_type": "code", "execution_count": null, - "id": "4fc84437", + "id": "d8c9c8b4", "metadata": { "hide-output": false }, @@ -879,7 +879,7 @@ { "cell_type": "code", "execution_count": null, - "id": "773b6083", + "id": "de5e7fec", "metadata": { "hide-output": false }, @@ -890,7 +890,7 @@ }, { "cell_type": "markdown", - "id": "67e3068f", + "id": "f1c056c7", "metadata": {}, "source": [ "Here’s a short program that uses this class to plot an inverse demand curve together with inverse\n", @@ -900,7 +900,7 @@ { "cell_type": "code", "execution_count": null, - "id": "e87bc599", + "id": "99a6fa6a", "metadata": { "hide-output": false }, @@ -929,7 +929,7 @@ }, { "cell_type": "markdown", - "id": "5488c2fc", + "id": "8b783315", "metadata": {}, "source": [ "The next program provides a function that\n", @@ -941,7 +941,7 @@ { "cell_type": "code", "execution_count": null, - "id": "d0db99b7", + "id": "478231ab", "metadata": { "hide-output": false }, @@ -959,7 +959,7 @@ }, { "cell_type": "markdown", - "id": "0ee17154", + "id": "ba26ae01", "metadata": {}, "source": [ "Here’s an example of usage" @@ -968,7 +968,7 @@ { "cell_type": "code", "execution_count": null, - "id": "0d35b102", + "id": "c562e745", "metadata": { "hide-output": false }, @@ -981,7 +981,7 @@ }, { "cell_type": "markdown", - "id": "51151ef5", + "id": "ee846a52", "metadata": {}, "source": [ "### Example: Chaos\n", @@ -1006,7 +1006,7 @@ { "cell_type": "code", "execution_count": null, - "id": "b9be85c1", + "id": "9f8a8048", "metadata": { "hide-output": false }, @@ -1037,7 +1037,7 @@ }, { "cell_type": "markdown", - "id": "5b2c9f6a", + "id": "e71152e3", "metadata": {}, "source": [ "Here’s an example of usage" @@ -1046,7 +1046,7 @@ { "cell_type": "code", "execution_count": null, - "id": "634ba0c4", + "id": "d376ac41", "metadata": { "hide-output": false }, @@ -1058,7 +1058,7 @@ }, { "cell_type": "markdown", - "id": "a42de1f4", + "id": "dc4c7942", "metadata": {}, "source": [ "This piece of code plots a longer trajectory" @@ -1067,7 +1067,7 @@ { "cell_type": "code", "execution_count": null, - "id": "c45b93d4", + "id": "8b30bf3e", "metadata": { "hide-output": false }, @@ -1086,7 +1086,7 @@ }, { "cell_type": "markdown", - "id": "1cd8fcab", + "id": "01d37c8b", "metadata": {}, "source": [ "The next piece of code provides a bifurcation diagram" @@ -1095,7 +1095,7 @@ { "cell_type": "code", "execution_count": null, - "id": "8065ce9e", + "id": "7b48f116", "metadata": { "hide-output": false }, @@ -1117,7 +1117,7 @@ }, { "cell_type": "markdown", - "id": "c273a9de", + "id": "8e4f3495", "metadata": {}, "source": [ "On the horizontal axis is the parameter $ r $ in [(7.2)](#equation-quadmap2).\n", @@ -1143,7 +1143,7 @@ }, { "cell_type": "markdown", - "id": "5f4c7711", + "id": "41dc0b6e", "metadata": {}, "source": [ "## Special Methods\n", @@ -1158,7 +1158,7 @@ { "cell_type": "code", "execution_count": null, - "id": "29f4cef9", + "id": "acea52a3", "metadata": { "hide-output": false }, @@ -1170,7 +1170,7 @@ }, { "cell_type": "markdown", - "id": "11c40e45", + "id": "08aa7010", "metadata": {}, "source": [ "If you want to provide a return value for the `len` function when applied to\n", @@ -1180,7 +1180,7 @@ { "cell_type": "code", "execution_count": null, - "id": "c4684fd4", + "id": "774a4a5c", "metadata": { "hide-output": false }, @@ -1194,7 +1194,7 @@ }, { "cell_type": "markdown", - "id": "cdd0ccee", + "id": "9d7fce53", "metadata": {}, "source": [ "Now we get" @@ -1203,7 +1203,7 @@ { "cell_type": "code", "execution_count": null, - "id": "2aa2545b", + "id": "8a899dc9", "metadata": { "hide-output": false }, @@ -1215,7 +1215,7 @@ }, { "cell_type": "markdown", - "id": "82e95d91", + "id": "f5fa4223", "metadata": {}, "source": [ "\n", @@ -1228,7 +1228,7 @@ { "cell_type": "code", "execution_count": null, - "id": "07b819d1", + "id": "c9b39398", "metadata": { "hide-output": false }, @@ -1242,7 +1242,7 @@ }, { "cell_type": "markdown", - "id": "2a27c6d1", + "id": "a039b5b8", "metadata": {}, "source": [ "After running we get" @@ -1251,7 +1251,7 @@ { "cell_type": "code", "execution_count": null, - "id": "d9f78369", + "id": "506498f3", "metadata": { "hide-output": false }, @@ -1263,7 +1263,7 @@ }, { "cell_type": "markdown", - "id": "cc90fa2c", + "id": "acb50ca5", "metadata": {}, "source": [ "Exercise 1 provides a more useful example." @@ -1271,7 +1271,7 @@ }, { "cell_type": "markdown", - "id": "8a61cbf7", + "id": "fd01cc80", "metadata": {}, "source": [ "## Exercises" @@ -1279,7 +1279,7 @@ }, { "cell_type": "markdown", - "id": "5654aa3b", + "id": "e947888a", "metadata": {}, "source": [ "## Exercise 7.1\n", @@ -1309,7 +1309,7 @@ }, { "cell_type": "markdown", - "id": "a3a26abe", + "id": "0dbe8056", "metadata": { "hide-output": false }, @@ -1325,7 +1325,7 @@ }, { "cell_type": "markdown", - "id": "6fc4fda8", + "id": "79b932d6", "metadata": { "hide-output": false }, @@ -1338,7 +1338,7 @@ }, { "cell_type": "markdown", - "id": "6ac9d2d1", + "id": "b9b599e7", "metadata": {}, "source": [ "Aim for clarity, not efficiency." @@ -1346,7 +1346,7 @@ }, { "cell_type": "markdown", - "id": "48b664a2", + "id": "1f34eb96", "metadata": {}, "source": [ "## Solution to[ Exercise 7.1](https://python-programming.quantecon.org/#oop_ex1)" @@ -1355,7 +1355,7 @@ { "cell_type": "code", "execution_count": null, - "id": "62c1a7d8", + "id": "287ed6ec", "metadata": { "hide-output": false }, @@ -1377,7 +1377,7 @@ { "cell_type": "code", "execution_count": null, - "id": "65392696", + "id": "a7385814", "metadata": { "hide-output": false }, @@ -1399,7 +1399,7 @@ }, { "cell_type": "markdown", - "id": "9db7b609", + "id": "8cf50245", "metadata": {}, "source": [ "## Exercise 7.2\n", @@ -1428,7 +1428,7 @@ }, { "cell_type": "markdown", - "id": "cd16c83e", + "id": "a438690b", "metadata": {}, "source": [ "## Solution to[ Exercise 7.2](https://python-programming.quantecon.org/#oop_ex2)" @@ -1437,7 +1437,7 @@ { "cell_type": "code", "execution_count": null, - "id": "36c27b73", + "id": "6032783d", "metadata": { "hide-output": false }, @@ -1476,7 +1476,7 @@ } ], "metadata": { - "date": 1692161970.7204719, + "date": 1695106394.6586478, "filename": "python_oop.md", "kernelspec": { "display_name": "Python", diff --git a/_notebooks/scipy.ipynb b/_notebooks/scipy.ipynb index 69b7b72c..14895845 100644 --- a/_notebooks/scipy.ipynb +++ b/_notebooks/scipy.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "markdown", - "id": "8719e48f", + "id": "e21052fb", "metadata": {}, "source": [ "\n", @@ -16,7 +16,7 @@ }, { "cell_type": "markdown", - "id": "2d92edb1", + "id": "1db5b614", "metadata": {}, "source": [ "# SciPy\n", @@ -27,7 +27,7 @@ }, { "cell_type": "markdown", - "id": "0302d0d6", + "id": "f36516b0", "metadata": {}, "source": [ "## Contents\n", @@ -45,7 +45,7 @@ }, { "cell_type": "markdown", - "id": "d6fa475f", + "id": "e1c7d59b", "metadata": {}, "source": [ "## Overview\n", @@ -74,7 +74,7 @@ }, { "cell_type": "markdown", - "id": "ddb54bb0", + "id": "492f142c", "metadata": {}, "source": [ "## SciPy versus NumPy\n", @@ -87,7 +87,7 @@ { "cell_type": "code", "execution_count": null, - "id": "28db31a0", + "id": "2064b9a6", "metadata": { "hide-output": false }, @@ -102,7 +102,7 @@ }, { "cell_type": "markdown", - "id": "c214a9c5", + "id": "00a7be7a", "metadata": {}, "source": [ "However, it’s more common and better practice to use NumPy functionality explicitly." @@ -111,7 +111,7 @@ { "cell_type": "code", "execution_count": null, - "id": "074f3df4", + "id": "27180973", "metadata": { "hide-output": false }, @@ -124,7 +124,7 @@ }, { "cell_type": "markdown", - "id": "da43a58e", + "id": "96ca9f56", "metadata": {}, "source": [ "What is useful in SciPy is the functionality in its sub-packages\n", @@ -137,7 +137,7 @@ }, { "cell_type": "markdown", - "id": "984d439c", + "id": "2a9a338b", "metadata": {}, "source": [ "## Statistics\n", @@ -153,7 +153,7 @@ }, { "cell_type": "markdown", - "id": "2fcf879d", + "id": "737c4f8c", "metadata": {}, "source": [ "### Random Variables and Distributions\n", @@ -164,7 +164,7 @@ { "cell_type": "code", "execution_count": null, - "id": "ef3e6d3c", + "id": "85b2bd62", "metadata": { "hide-output": false }, @@ -175,7 +175,7 @@ }, { "cell_type": "markdown", - "id": "6d4680c2", + "id": "0f80705a", "metadata": {}, "source": [ "This generates a draw from the distribution with the density function below when `a, b = 5, 5`\n", @@ -198,7 +198,7 @@ { "cell_type": "code", "execution_count": null, - "id": "2f2e7e39", + "id": "f2dea1b8", "metadata": { "hide-output": false }, @@ -221,7 +221,7 @@ }, { "cell_type": "markdown", - "id": "c4087fa6", + "id": "8e3e02fb", "metadata": {}, "source": [ "The object `q` that represents the distribution has additional useful methods, including" @@ -230,7 +230,7 @@ { "cell_type": "code", "execution_count": null, - "id": "caf04325", + "id": "37596ce9", "metadata": { "hide-output": false }, @@ -242,7 +242,7 @@ { "cell_type": "code", "execution_count": null, - "id": "47f52bb9", + "id": "28dd358c", "metadata": { "hide-output": false }, @@ -254,7 +254,7 @@ { "cell_type": "code", "execution_count": null, - "id": "c41af5d7", + "id": "056f68c9", "metadata": { "hide-output": false }, @@ -265,7 +265,7 @@ }, { "cell_type": "markdown", - "id": "826b3a44", + "id": "bbea2deb", "metadata": {}, "source": [ "The general syntax for creating these objects that represent distributions (of type `rv_frozen`) is\n", @@ -281,7 +281,7 @@ }, { "cell_type": "markdown", - "id": "a0c079ba", + "id": "117dd3fd", "metadata": {}, "source": [ "### Alternative Syntax\n", @@ -294,7 +294,7 @@ { "cell_type": "code", "execution_count": null, - "id": "e98451dc", + "id": "98e6416d", "metadata": { "hide-output": false }, @@ -311,7 +311,7 @@ }, { "cell_type": "markdown", - "id": "ff98b261", + "id": "9d136904", "metadata": {}, "source": [ "### Other Goodies in scipy.stats\n", @@ -324,7 +324,7 @@ { "cell_type": "code", "execution_count": null, - "id": "9938fae9", + "id": "000af871", "metadata": { "hide-output": false }, @@ -340,7 +340,7 @@ }, { "cell_type": "markdown", - "id": "2cb75550", + "id": "03e21787", "metadata": {}, "source": [ "To see the full list, consult the [documentation](https://docs.scipy.org/doc/scipy/reference/stats.html#statistical-functions-scipy-stats)." @@ -348,7 +348,7 @@ }, { "cell_type": "markdown", - "id": "945aa0eb", + "id": "18b6ea1c", "metadata": {}, "source": [ "## Roots and Fixed Points\n", @@ -369,7 +369,7 @@ { "cell_type": "code", "execution_count": null, - "id": "3b50e19a", + "id": "96b79b96", "metadata": { "hide-output": false }, @@ -389,7 +389,7 @@ }, { "cell_type": "markdown", - "id": "70505eb0", + "id": "910cbbf9", "metadata": {}, "source": [ "The unique root is approximately 0.408.\n", @@ -399,7 +399,7 @@ }, { "cell_type": "markdown", - "id": "48054c7c", + "id": "35eb591c", "metadata": {}, "source": [ "### Bisection\n", @@ -431,7 +431,7 @@ { "cell_type": "code", "execution_count": null, - "id": "50fda659", + "id": "9ef5d5ba", "metadata": { "hide-output": false }, @@ -456,7 +456,7 @@ }, { "cell_type": "markdown", - "id": "35cbd761", + "id": "c7614ccc", "metadata": {}, "source": [ "Let’s test it using the function $ f $ defined in [(11.2)](#equation-root-f)" @@ -465,7 +465,7 @@ { "cell_type": "code", "execution_count": null, - "id": "53582815", + "id": "dcc3b2be", "metadata": { "hide-output": false }, @@ -476,7 +476,7 @@ }, { "cell_type": "markdown", - "id": "13a1289f", + "id": "b0331fb5", "metadata": {}, "source": [ "Not surprisingly, SciPy provides its own bisection function.\n", @@ -487,7 +487,7 @@ { "cell_type": "code", "execution_count": null, - "id": "64f76ebb", + "id": "024dd7a9", "metadata": { "hide-output": false }, @@ -500,7 +500,7 @@ }, { "cell_type": "markdown", - "id": "e8f68f52", + "id": "69371136", "metadata": {}, "source": [ "### The Newton-Raphson Method\n", @@ -521,7 +521,7 @@ { "cell_type": "code", "execution_count": null, - "id": "0d5c3a24", + "id": "2840929a", "metadata": { "hide-output": false }, @@ -534,7 +534,7 @@ }, { "cell_type": "markdown", - "id": "536578d2", + "id": "fbb7df58", "metadata": {}, "source": [ "But other initial conditions lead to failure of convergence:" @@ -543,7 +543,7 @@ { "cell_type": "code", "execution_count": null, - "id": "d05eb639", + "id": "be9b4305", "metadata": { "hide-output": false }, @@ -554,7 +554,7 @@ }, { "cell_type": "markdown", - "id": "9207568b", + "id": "4bfdd1b1", "metadata": {}, "source": [ "### Hybrid Methods\n", @@ -580,7 +580,7 @@ { "cell_type": "code", "execution_count": null, - "id": "ea09e591", + "id": "742b62b1", "metadata": { "hide-output": false }, @@ -593,7 +593,7 @@ }, { "cell_type": "markdown", - "id": "2ec6ebeb", + "id": "b2618e95", "metadata": {}, "source": [ "Here the correct solution is found and the speed is better than bisection:" @@ -602,7 +602,7 @@ { "cell_type": "code", "execution_count": null, - "id": "0ee29325", + "id": "297a18d1", "metadata": { "hide-output": false }, @@ -614,7 +614,7 @@ { "cell_type": "code", "execution_count": null, - "id": "cec66ff4", + "id": "2490362f", "metadata": { "hide-output": false }, @@ -625,7 +625,7 @@ }, { "cell_type": "markdown", - "id": "9cf9756e", + "id": "a2b87cbd", "metadata": {}, "source": [ "### Multivariate Root-Finding\n", @@ -639,7 +639,7 @@ }, { "cell_type": "markdown", - "id": "804564df", + "id": "d7e6fef3", "metadata": {}, "source": [ "### Fixed Points\n", @@ -654,7 +654,7 @@ { "cell_type": "code", "execution_count": null, - "id": "8de45ff7", + "id": "36fa10f1", "metadata": { "hide-output": false }, @@ -667,7 +667,7 @@ }, { "cell_type": "markdown", - "id": "2bd46743", + "id": "927427e7", "metadata": {}, "source": [ "If you don’t get good results, you can always switch back to the `brentq` root finder, since\n", @@ -676,7 +676,7 @@ }, { "cell_type": "markdown", - "id": "0f4396fc", + "id": "fe9b8e76", "metadata": {}, "source": [ "## Optimization\n", @@ -700,7 +700,7 @@ { "cell_type": "code", "execution_count": null, - "id": "bcb6a0d6", + "id": "95bdcd3b", "metadata": { "hide-output": false }, @@ -713,7 +713,7 @@ }, { "cell_type": "markdown", - "id": "e8fc4862", + "id": "cfc8e96e", "metadata": {}, "source": [ "### Multivariate Optimization\n", @@ -729,7 +729,7 @@ }, { "cell_type": "markdown", - "id": "dea9b248", + "id": "e9057e18", "metadata": {}, "source": [ "## Integration\n", @@ -748,7 +748,7 @@ { "cell_type": "code", "execution_count": null, - "id": "0b3c3ac3", + "id": "3e164ac9", "metadata": { "hide-output": false }, @@ -762,7 +762,7 @@ }, { "cell_type": "markdown", - "id": "68d2dea4", + "id": "6557625b", "metadata": {}, "source": [ "In fact, `quad` is an interface to a very standard numerical integration routine in the Fortran library QUADPACK.\n", @@ -778,7 +778,7 @@ }, { "cell_type": "markdown", - "id": "a63b6502", + "id": "e22540ba", "metadata": {}, "source": [ "## Linear Algebra\n", @@ -796,7 +796,7 @@ }, { "cell_type": "markdown", - "id": "c47a684d", + "id": "7a476053", "metadata": {}, "source": [ "## Exercises\n", @@ -825,7 +825,7 @@ }, { "cell_type": "markdown", - "id": "b1f2038a", + "id": "be257f2a", "metadata": {}, "source": [ "## Exercise 11.1\n", @@ -849,7 +849,7 @@ }, { "cell_type": "markdown", - "id": "ada3c686", + "id": "0e295f15", "metadata": {}, "source": [ "## Solution to[ Exercise 11.1](https://python-programming.quantecon.org/#sp_ex01)\n", @@ -860,7 +860,7 @@ { "cell_type": "code", "execution_count": null, - "id": "9bd8671a", + "id": "2fb53076", "metadata": { "hide-output": false }, @@ -885,7 +885,7 @@ }, { "cell_type": "markdown", - "id": "0c084922", + "id": "56a561a8", "metadata": {}, "source": [ "## Exercise 11.2\n", @@ -895,7 +895,7 @@ }, { "cell_type": "markdown", - "id": "a5812aa4", + "id": "462c4380", "metadata": {}, "source": [ "## Solution to[ Exercise 11.2](https://python-programming.quantecon.org/#sp_ex02)" @@ -904,7 +904,7 @@ { "cell_type": "code", "execution_count": null, - "id": "e33f4eeb", + "id": "9e5185af", "metadata": { "hide-output": false }, @@ -916,7 +916,7 @@ }, { "cell_type": "markdown", - "id": "1fa3f4fb", + "id": "31575d70", "metadata": {}, "source": [ "## Exercise 11.3\n", @@ -938,7 +938,7 @@ }, { "cell_type": "markdown", - "id": "1e555e7b", + "id": "97decad9", "metadata": {}, "source": [ "## Solution to[ Exercise 11.3](https://python-programming.quantecon.org/#sp_ex03)\n", @@ -949,7 +949,7 @@ { "cell_type": "code", "execution_count": null, - "id": "55d19a55", + "id": "ab5ab1d6", "metadata": { "hide-output": false }, @@ -964,7 +964,7 @@ }, { "cell_type": "markdown", - "id": "422dda33", + "id": "d7c09691", "metadata": {}, "source": [ "## Exercise 11.4\n", @@ -978,7 +978,7 @@ }, { "cell_type": "markdown", - "id": "89900fab", + "id": "0674f323", "metadata": {}, "source": [ "## Solution to[ Exercise 11.4](https://python-programming.quantecon.org/#sp_ex1)\n", @@ -989,7 +989,7 @@ { "cell_type": "code", "execution_count": null, - "id": "5f4b597e", + "id": "70d85735", "metadata": { "hide-output": false }, @@ -1014,7 +1014,7 @@ }, { "cell_type": "markdown", - "id": "1b799b04", + "id": "3f0c2bbe", "metadata": {}, "source": [ "We can test it as follows" @@ -1023,7 +1023,7 @@ { "cell_type": "code", "execution_count": null, - "id": "7ba01fbd", + "id": "0e35905d", "metadata": { "hide-output": false }, @@ -1035,7 +1035,7 @@ } ], "metadata": { - "date": 1692161970.7765524, + "date": 1695106394.7129612, "filename": "scipy.md", "kernelspec": { "display_name": "Python", diff --git a/_notebooks/status.ipynb b/_notebooks/status.ipynb index 8ca0491e..0b43224e 100644 --- a/_notebooks/status.ipynb +++ b/_notebooks/status.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "markdown", - "id": "764f6f52", + "id": "dca628d5", "metadata": {}, "source": [ "# Execution Statistics\n", @@ -11,28 +11,28 @@ "\n", "[](https://python-programming.quantecon.org/about_py.html)[](https://python-programming.quantecon.org/debugging.html)[](https://python-programming.quantecon.org/functions.html)[](https://python-programming.quantecon.org/getting_started.html)[](https://python-programming.quantecon.org/intro.html)[](https://python-programming.quantecon.org/jax_intro.html)[](https://python-programming.quantecon.org/matplotlib.html)[](https://python-programming.quantecon.org/need_for_speed.html)[](https://python-programming.quantecon.org/numba.html)[](https://python-programming.quantecon.org/numpy.html)[](https://python-programming.quantecon.org/oop_intro.html)[](https://python-programming.quantecon.org/pandas.html)[](https://python-programming.quantecon.org/parallelization.html)[](https://python-programming.quantecon.org/python_advanced_features.html)[](https://python-programming.quantecon.org/python_by_example.html)[](https://python-programming.quantecon.org/python_essentials.html)[](https://python-programming.quantecon.org/python_oop.html)[](https://python-programming.quantecon.org/scipy.html)[](https://python-programming.quantecon.org/.html)[](https://python-programming.quantecon.org/sympy.html)[](https://python-programming.quantecon.org/troubleshooting.html)[](https://python-programming.quantecon.org/writing_good_code.html)|Document|Modified|Method|Run Time (s)|Status|\n", "|:------------------:|:------------------:|:------------------:|:------------------:|:------------------:|\n", - "|about_py|2023-08-16 00:58|cache|5.22|✅|\n", - "|debugging|2023-08-16 00:58|cache|3.89|✅|\n", - "|functions|2023-08-16 00:59|cache|3.68|✅|\n", - "|getting_started|2023-08-16 00:59|cache|2.64|✅|\n", - "|intro|2023-08-16 00:59|cache|1.49|✅|\n", - "|jax_intro|2023-08-16 00:59|cache|1.48|✅|\n", - "|matplotlib|2023-08-16 00:59|cache|9.39|✅|\n", - "|need_for_speed|2023-08-16 00:59|cache|15.22|✅|\n", - "|numba|2023-08-16 00:59|cache|19.52|✅|\n", - "|numpy|2023-08-16 01:00|cache|14.14|✅|\n", - "|oop_intro|2023-08-16 01:00|cache|2.91|✅|\n", - "|pandas|2023-08-16 01:00|cache|23.07|✅|\n", - "|parallelization|2023-08-16 01:01|cache|61.52|✅|\n", - "|python_advanced_features|2023-08-16 01:02|cache|49.77|✅|\n", - "|python_by_example|2023-08-16 01:02|cache|11.59|✅|\n", - "|python_essentials|2023-08-16 01:02|cache|3.02|✅|\n", - "|python_oop|2023-08-16 01:02|cache|4.23|✅|\n", - "|scipy|2023-08-16 01:03|cache|24.15|✅|\n", - "|status|2023-08-16 00:59|cache|1.49|✅|\n", - "|sympy|2023-08-16 01:03|cache|12.35|✅|\n", - "|troubleshooting|2023-08-16 00:59|cache|1.49|✅|\n", - "|writing_good_code|2023-08-16 01:03|cache|5.34|✅|\n", + "|about_py|2023-09-19 06:40|cache|5.1|✅|\n", + "|debugging|2023-09-19 06:40|cache|3.24|✅|\n", + "|functions|2023-09-19 06:41|cache|2.85|✅|\n", + "|getting_started|2023-09-19 06:41|cache|2.13|✅|\n", + "|intro|2023-09-19 06:41|cache|1.05|✅|\n", + "|jax_intro|2023-09-19 06:41|cache|1.23|✅|\n", + "|matplotlib|2023-09-19 06:41|cache|7.75|✅|\n", + "|need_for_speed|2023-09-19 06:41|cache|12.19|✅|\n", + "|numba|2023-09-19 06:41|cache|15.32|✅|\n", + "|numpy|2023-09-19 06:41|cache|11.36|✅|\n", + "|oop_intro|2023-09-19 06:41|cache|2.22|✅|\n", + "|pandas|2023-09-19 06:42|cache|20.08|✅|\n", + "|parallelization|2023-09-19 06:43|cache|50.27|✅|\n", + "|python_advanced_features|2023-09-19 06:43|cache|39.2|✅|\n", + "|python_by_example|2023-09-19 06:43|cache|8.89|✅|\n", + "|python_essentials|2023-09-19 06:44|cache|2.36|✅|\n", + "|python_oop|2023-09-19 06:44|cache|3.42|✅|\n", + "|scipy|2023-09-19 06:44|cache|18.26|✅|\n", + "|status|2023-09-19 06:41|cache|1.05|✅|\n", + "|sympy|2023-09-19 06:44|cache|10.09|✅|\n", + "|troubleshooting|2023-09-19 06:41|cache|1.05|✅|\n", + "|writing_good_code|2023-09-19 06:44|cache|4.3|✅|\n", "\n", "\n", "These lectures are built on `linux` instances through `github actions`." @@ -40,7 +40,7 @@ } ], "metadata": { - "date": 1692161970.797652, + "date": 1695106394.733471, "filename": "status.md", "kernelspec": { "display_name": "Python", diff --git a/_notebooks/sympy.ipynb b/_notebooks/sympy.ipynb index e73dd7f2..0295cfe6 100644 --- a/_notebooks/sympy.ipynb +++ b/_notebooks/sympy.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "markdown", - "id": "f2b0eb2c", + "id": "c8184284", "metadata": {}, "source": [ "\n", @@ -16,7 +16,7 @@ }, { "cell_type": "markdown", - "id": "1fbaa1bc", + "id": "0f413981", "metadata": {}, "source": [ "# SymPy\n", @@ -27,7 +27,7 @@ }, { "cell_type": "markdown", - "id": "0959563a", + "id": "38a6c55f", "metadata": {}, "source": [ "## Contents\n", @@ -44,7 +44,7 @@ }, { "cell_type": "markdown", - "id": "36721a2b", + "id": "9ed8635f", "metadata": {}, "source": [ "## Overview\n", @@ -68,7 +68,7 @@ }, { "cell_type": "markdown", - "id": "09211962", + "id": "67c3efcb", "metadata": {}, "source": [ "## Getting Started\n", @@ -79,7 +79,7 @@ { "cell_type": "code", "execution_count": null, - "id": "f1193fc0", + "id": "c1739703", "metadata": { "hide-output": false }, @@ -99,7 +99,7 @@ }, { "cell_type": "markdown", - "id": "13d7aea7", + "id": "b3c644ea", "metadata": {}, "source": [ "## Symbolic algebra" @@ -107,7 +107,7 @@ }, { "cell_type": "markdown", - "id": "59cf1b65", + "id": "87a70c59", "metadata": {}, "source": [ "### Symbols\n", @@ -118,7 +118,7 @@ { "cell_type": "code", "execution_count": null, - "id": "02c69022", + "id": "32f4212b", "metadata": { "hide-output": false }, @@ -129,7 +129,7 @@ }, { "cell_type": "markdown", - "id": "405f4e76", + "id": "6a7be755", "metadata": {}, "source": [ "Symbols are the basic units for symbolic computation in SymPy." @@ -137,7 +137,7 @@ }, { "cell_type": "markdown", - "id": "23335ef3", + "id": "f95d4042", "metadata": {}, "source": [ "### Expressions\n", @@ -150,7 +150,7 @@ { "cell_type": "code", "execution_count": null, - "id": "93bb61a1", + "id": "c387fe7d", "metadata": { "hide-output": false }, @@ -162,7 +162,7 @@ }, { "cell_type": "markdown", - "id": "dcb8d639", + "id": "29235441", "metadata": {}, "source": [ "We can expand this expression with the `expand` function" @@ -171,7 +171,7 @@ { "cell_type": "code", "execution_count": null, - "id": "9270ee59", + "id": "c4a5cdd4", "metadata": { "hide-output": false }, @@ -183,7 +183,7 @@ }, { "cell_type": "markdown", - "id": "156517da", + "id": "e42947a4", "metadata": {}, "source": [ "and factorize it back to the factored form with the `factor` function" @@ -192,7 +192,7 @@ { "cell_type": "code", "execution_count": null, - "id": "fc6b8ddb", + "id": "5b0f0cd4", "metadata": { "hide-output": false }, @@ -203,7 +203,7 @@ }, { "cell_type": "markdown", - "id": "61c947dd", + "id": "fb7630d1", "metadata": {}, "source": [ "We can solve this expression" @@ -212,7 +212,7 @@ { "cell_type": "code", "execution_count": null, - "id": "20a2f653", + "id": "f182f37e", "metadata": { "hide-output": false }, @@ -223,7 +223,7 @@ }, { "cell_type": "markdown", - "id": "c89588fc", + "id": "342244bd", "metadata": {}, "source": [ "Note this is equivalent to solving the following equation for `x`\n", @@ -241,7 +241,7 @@ }, { "cell_type": "markdown", - "id": "dcd561cc", + "id": "51c9bf92", "metadata": {}, "source": [ "### Equations\n", @@ -254,7 +254,7 @@ { "cell_type": "code", "execution_count": null, - "id": "666cdd50", + "id": "eae54085", "metadata": { "hide-output": false }, @@ -266,7 +266,7 @@ }, { "cell_type": "markdown", - "id": "1db8335c", + "id": "d490f470", "metadata": {}, "source": [ "Solving this equation with respect to $ x $ gives the same output as solving the expression directly" @@ -275,7 +275,7 @@ { "cell_type": "code", "execution_count": null, - "id": "d11ceb90", + "id": "b89b6163", "metadata": { "hide-output": false }, @@ -286,7 +286,7 @@ }, { "cell_type": "markdown", - "id": "da3627d4", + "id": "64a1942c", "metadata": {}, "source": [ "SymPy can handle equations with multiple solutions" @@ -295,7 +295,7 @@ { "cell_type": "code", "execution_count": null, - "id": "821b898c", + "id": "dc525332", "metadata": { "hide-output": false }, @@ -307,7 +307,7 @@ }, { "cell_type": "markdown", - "id": "1a0afe49", + "id": "f21dba6d", "metadata": {}, "source": [ "`solve` function can also combine multiple equations together and solve a system of equations" @@ -316,7 +316,7 @@ { "cell_type": "code", "execution_count": null, - "id": "07d0eeeb", + "id": "7e22045f", "metadata": { "hide-output": false }, @@ -329,7 +329,7 @@ { "cell_type": "code", "execution_count": null, - "id": "cee08347", + "id": "89897f31", "metadata": { "hide-output": false }, @@ -340,7 +340,7 @@ }, { "cell_type": "markdown", - "id": "d2a083ff", + "id": "26c064d6", "metadata": {}, "source": [ "We can also solve for the value of $ y $ by simply substituting $ x $ with $ y $" @@ -349,7 +349,7 @@ { "cell_type": "code", "execution_count": null, - "id": "2bd2679d", + "id": "fc246959", "metadata": { "hide-output": false }, @@ -362,7 +362,7 @@ { "cell_type": "code", "execution_count": null, - "id": "82e0d726", + "id": "c7893376", "metadata": { "hide-output": false }, @@ -373,7 +373,7 @@ }, { "cell_type": "markdown", - "id": "4352ac92", + "id": "3ffd64c1", "metadata": {}, "source": [ "Below is another example equation with the symbol `x` and functions `sin`, `cos`, and `tan` using the `Eq` function" @@ -382,7 +382,7 @@ { "cell_type": "code", "execution_count": null, - "id": "8129f494", + "id": "04b7d077", "metadata": { "hide-output": false }, @@ -395,7 +395,7 @@ }, { "cell_type": "markdown", - "id": "c684b99d", + "id": "d966bdda", "metadata": {}, "source": [ "Now we simplify this equation using the `simplify` function" @@ -404,7 +404,7 @@ { "cell_type": "code", "execution_count": null, - "id": "37c6caa0", + "id": "9dc9a278", "metadata": { "hide-output": false }, @@ -417,7 +417,7 @@ }, { "cell_type": "markdown", - "id": "5345f037", + "id": "102ad6ed", "metadata": {}, "source": [ "Again, we use the `solve` function to solve this equation" @@ -426,7 +426,7 @@ { "cell_type": "code", "execution_count": null, - "id": "859ea68f", + "id": "06d1be54", "metadata": { "hide-output": false }, @@ -439,7 +439,7 @@ }, { "cell_type": "markdown", - "id": "1639b891", + "id": "efdf2e11", "metadata": {}, "source": [ "SymPy can also handle more complex equations involving trigonometry and complex numbers.\n", @@ -450,7 +450,7 @@ { "cell_type": "code", "execution_count": null, - "id": "575610ca", + "id": "5a90c51e", "metadata": { "hide-output": false }, @@ -464,7 +464,7 @@ { "cell_type": "code", "execution_count": null, - "id": "c09eb0b1", + "id": "cc191329", "metadata": { "hide-output": false }, @@ -475,7 +475,7 @@ }, { "cell_type": "markdown", - "id": "2fd38fb3", + "id": "abfec6dc", "metadata": {}, "source": [ "If you are interested, we encourage you to read the lecture on [trigonometry and complex numbers](https://python.quantecon.org/complex_and_trig.html)." @@ -483,7 +483,7 @@ }, { "cell_type": "markdown", - "id": "f962610c", + "id": "555b9467", "metadata": {}, "source": [ "#### Example: fixed point computation\n", @@ -512,7 +512,7 @@ { "cell_type": "code", "execution_count": null, - "id": "5f7a2410", + "id": "01210447", "metadata": { "hide-output": false }, @@ -523,7 +523,7 @@ }, { "cell_type": "markdown", - "id": "5a574405", + "id": "74d7a5d8", "metadata": {}, "source": [ "Now we solve for the fixed point $ k^* $\n", @@ -536,7 +536,7 @@ { "cell_type": "code", "execution_count": null, - "id": "78c169f9", + "id": "dbdb8423", "metadata": { "hide-output": false }, @@ -550,7 +550,7 @@ { "cell_type": "code", "execution_count": null, - "id": "42f3c4a6", + "id": "334b55ea", "metadata": { "hide-output": false }, @@ -561,7 +561,7 @@ }, { "cell_type": "markdown", - "id": "17866725", + "id": "2de42af5", "metadata": {}, "source": [ "### Inequalities and logic\n", @@ -572,7 +572,7 @@ { "cell_type": "code", "execution_count": null, - "id": "820bc2b4", + "id": "e59ec0e9", "metadata": { "hide-output": false }, @@ -584,7 +584,7 @@ { "cell_type": "code", "execution_count": null, - "id": "83732bbf", + "id": "81f41112", "metadata": { "hide-output": false }, @@ -595,7 +595,7 @@ }, { "cell_type": "markdown", - "id": "3b511e23", + "id": "72bac956", "metadata": {}, "source": [ "### Series\n", @@ -608,7 +608,7 @@ { "cell_type": "code", "execution_count": null, - "id": "7e7e9ca3", + "id": "32dd785c", "metadata": { "hide-output": false }, @@ -623,7 +623,7 @@ }, { "cell_type": "markdown", - "id": "39ddd5e2", + "id": "26d4877d", "metadata": {}, "source": [ "To evaluate the sum, we can [`lambdify`](https://docs.sympy.org/latest/modules/utilities/lambdify.html#sympy.utilities.lambdify.lambdify) the formula.\n", @@ -634,7 +634,7 @@ { "cell_type": "code", "execution_count": null, - "id": "7ff93b41", + "id": "9bda5e83", "metadata": { "hide-output": false }, @@ -647,7 +647,7 @@ }, { "cell_type": "markdown", - "id": "20dd12e0", + "id": "24f9cacc", "metadata": {}, "source": [ "#### Example: bank deposits\n", @@ -668,7 +668,7 @@ { "cell_type": "code", "execution_count": null, - "id": "79142285", + "id": "80473e85", "metadata": { "hide-output": false }, @@ -682,7 +682,7 @@ }, { "cell_type": "markdown", - "id": "07e26394", + "id": "568824b2", "metadata": {}, "source": [ "We can call the `doit` method to evaluate the series" @@ -691,7 +691,7 @@ { "cell_type": "code", "execution_count": null, - "id": "d91b129a", + "id": "8bcdc51a", "metadata": { "hide-output": false }, @@ -702,7 +702,7 @@ }, { "cell_type": "markdown", - "id": "b413061f", + "id": "b24e4c99", "metadata": {}, "source": [ "Simplifying the expression above gives" @@ -711,7 +711,7 @@ { "cell_type": "code", "execution_count": null, - "id": "127060ac", + "id": "c83a6b51", "metadata": { "hide-output": false }, @@ -722,7 +722,7 @@ }, { "cell_type": "markdown", - "id": "7e5fb695", + "id": "c0bd647d", "metadata": {}, "source": [ "This is consistent with the solution in the lecture on [geometric series](https://python.quantecon.org/geom_series.html#example-the-money-multiplier-in-fractional-reserve-banking)." @@ -730,7 +730,7 @@ }, { "cell_type": "markdown", - "id": "f2ede288", + "id": "32a1afd2", "metadata": {}, "source": [ "#### Example: discrete random variable\n", @@ -747,7 +747,7 @@ { "cell_type": "code", "execution_count": null, - "id": "c136a10b", + "id": "81093043", "metadata": { "hide-output": false }, @@ -763,7 +763,7 @@ }, { "cell_type": "markdown", - "id": "1ca93a32", + "id": "66fb064d", "metadata": {}, "source": [ "We can verify if the sum of probabilities for all possible values equals $ 1 $:\n", @@ -776,7 +776,7 @@ { "cell_type": "code", "execution_count": null, - "id": "d9a7f4d4", + "id": "9760c212", "metadata": { "hide-output": false }, @@ -788,7 +788,7 @@ }, { "cell_type": "markdown", - "id": "aad690db", + "id": "04db40b2", "metadata": {}, "source": [ "The expectation of the distribution is:\n", @@ -801,7 +801,7 @@ { "cell_type": "code", "execution_count": null, - "id": "b7c5bac1", + "id": "b1a11fb6", "metadata": { "hide-output": false }, @@ -813,7 +813,7 @@ }, { "cell_type": "markdown", - "id": "31fd1a6a", + "id": "e74b03c4", "metadata": {}, "source": [ "SymPy includes a statistics submodule called [`Stats`](https://docs.sympy.org/latest/modules/stats.html).\n", @@ -826,7 +826,7 @@ { "cell_type": "code", "execution_count": null, - "id": "95ea2603", + "id": "72ff8f1a", "metadata": { "hide-output": false }, @@ -841,7 +841,7 @@ }, { "cell_type": "markdown", - "id": "64f90835", + "id": "097fc6ae", "metadata": {}, "source": [ "## Symbolic Calculus\n", @@ -851,7 +851,7 @@ }, { "cell_type": "markdown", - "id": "004fb20c", + "id": "e42b5161", "metadata": {}, "source": [ "### Limits\n", @@ -862,7 +862,7 @@ { "cell_type": "code", "execution_count": null, - "id": "e69f63a6", + "id": "b9ded9a7", "metadata": { "hide-output": false }, @@ -878,7 +878,7 @@ }, { "cell_type": "markdown", - "id": "4423b40c", + "id": "588a988c", "metadata": {}, "source": [ "### Derivatives\n", @@ -889,7 +889,7 @@ { "cell_type": "code", "execution_count": null, - "id": "b07b964d", + "id": "2e99a658", "metadata": { "hide-output": false }, @@ -902,7 +902,7 @@ }, { "cell_type": "markdown", - "id": "c8d1bc17", + "id": "9173e8a6", "metadata": {}, "source": [ "### Integrals\n", @@ -913,7 +913,7 @@ { "cell_type": "code", "execution_count": null, - "id": "06ee7b93", + "id": "d06b7440", "metadata": { "hide-output": false }, @@ -926,7 +926,7 @@ }, { "cell_type": "markdown", - "id": "e47083c6", + "id": "4e148ee3", "metadata": {}, "source": [ "Let’s use this function to compute the moment-generating function of [exponential distribution](https://en.wikipedia.org/wiki/Exponential_distribution) with the probability density function:\n", @@ -939,7 +939,7 @@ { "cell_type": "code", "execution_count": null, - "id": "921e0914", + "id": "e0216988", "metadata": { "hide-output": false }, @@ -954,7 +954,7 @@ { "cell_type": "code", "execution_count": null, - "id": "d915a15b", + "id": "5d0c0ab9", "metadata": { "hide-output": false }, @@ -967,7 +967,7 @@ }, { "cell_type": "markdown", - "id": "d58467d5", + "id": "acc532a2", "metadata": {}, "source": [ "Note that we can also use `Stats` module to compute the moment" @@ -976,7 +976,7 @@ { "cell_type": "code", "execution_count": null, - "id": "d865193c", + "id": "1bcb37c8", "metadata": { "hide-output": false }, @@ -988,7 +988,7 @@ { "cell_type": "code", "execution_count": null, - "id": "15d028ed", + "id": "f423286f", "metadata": { "hide-output": false }, @@ -1000,7 +1000,7 @@ { "cell_type": "code", "execution_count": null, - "id": "1fd1c791", + "id": "97bdf8d7", "metadata": { "hide-output": false }, @@ -1011,7 +1011,7 @@ }, { "cell_type": "markdown", - "id": "5931af41", + "id": "c9f06292", "metadata": {}, "source": [ "Using the `integrate` function, we can derive the cumulative density function of the exponential distribution with $ \\lambda = 0.5 $" @@ -1020,7 +1020,7 @@ { "cell_type": "code", "execution_count": null, - "id": "e93e1717", + "id": "4c363207", "metadata": { "hide-output": false }, @@ -1033,7 +1033,7 @@ { "cell_type": "code", "execution_count": null, - "id": "58769d0e", + "id": "4b5f09dc", "metadata": { "hide-output": false }, @@ -1044,7 +1044,7 @@ }, { "cell_type": "markdown", - "id": "c61b2a39", + "id": "d390bb5d", "metadata": {}, "source": [ "Using `cdf` in `Stats` module gives the same solution" @@ -1053,7 +1053,7 @@ { "cell_type": "code", "execution_count": null, - "id": "3ccde81c", + "id": "35219684", "metadata": { "hide-output": false }, @@ -1065,7 +1065,7 @@ { "cell_type": "code", "execution_count": null, - "id": "274564d3", + "id": "c5f24e70", "metadata": { "hide-output": false }, @@ -1079,7 +1079,7 @@ { "cell_type": "code", "execution_count": null, - "id": "64688b78", + "id": "e949e9c9", "metadata": { "hide-output": false }, @@ -1091,7 +1091,7 @@ }, { "cell_type": "markdown", - "id": "ddd7389c", + "id": "5d327780", "metadata": {}, "source": [ "## Plotting\n", @@ -1104,7 +1104,7 @@ { "cell_type": "code", "execution_count": null, - "id": "72571cce", + "id": "9c7ac6be", "metadata": { "hide-output": false }, @@ -1118,7 +1118,7 @@ }, { "cell_type": "markdown", - "id": "9f67d2c0", + "id": "82973908", "metadata": {}, "source": [ "Similar to Matplotlib, SymPy provides an interface to customize the graph" @@ -1127,7 +1127,7 @@ { "cell_type": "code", "execution_count": null, - "id": "44e9e71f", + "id": "2ce31751", "metadata": { "hide-output": false }, @@ -1147,7 +1147,7 @@ }, { "cell_type": "markdown", - "id": "372adab5", + "id": "f5292495", "metadata": {}, "source": [ "It also supports plotting implicit functions and visualizing inequalities" @@ -1156,7 +1156,7 @@ { "cell_type": "code", "execution_count": null, - "id": "8b76da1a", + "id": "daf9a141", "metadata": { "hide-output": false }, @@ -1168,7 +1168,7 @@ { "cell_type": "code", "execution_count": null, - "id": "d64cdae1", + "id": "06e592da", "metadata": { "hide-output": false }, @@ -1180,7 +1180,7 @@ }, { "cell_type": "markdown", - "id": "f5980c81", + "id": "d6832431", "metadata": {}, "source": [ "and visualizations in three-dimensional space" @@ -1189,7 +1189,7 @@ { "cell_type": "code", "execution_count": null, - "id": "08bb82d0", + "id": "302e693f", "metadata": { "hide-output": false }, @@ -1200,7 +1200,7 @@ }, { "cell_type": "markdown", - "id": "4bd8bc9c", + "id": "c6276e47", "metadata": {}, "source": [ "## Application: Two-person Exchange Economy\n", @@ -1227,7 +1227,7 @@ { "cell_type": "code", "execution_count": null, - "id": "a62d6d54", + "id": "c18ac721", "metadata": { "hide-output": false }, @@ -1242,7 +1242,7 @@ { "cell_type": "code", "execution_count": null, - "id": "ff1b25b5", + "id": "d55756fc", "metadata": { "hide-output": false }, @@ -1254,7 +1254,7 @@ { "cell_type": "code", "execution_count": null, - "id": "edf79906", + "id": "03c2d558", "metadata": { "hide-output": false }, @@ -1265,7 +1265,7 @@ }, { "cell_type": "markdown", - "id": "1af7953b", + "id": "d15634a1", "metadata": {}, "source": [ "We are interested in the Pareto optimal allocation of goods $ x $ and $ y $.\n", @@ -1282,7 +1282,7 @@ { "cell_type": "code", "execution_count": null, - "id": "a84fc2bd", + "id": "6710fc6b", "metadata": { "hide-output": false }, @@ -1299,7 +1299,7 @@ { "cell_type": "code", "execution_count": null, - "id": "2045de39", + "id": "a7693bf7", "metadata": { "hide-output": false }, @@ -1312,7 +1312,7 @@ }, { "cell_type": "markdown", - "id": "c6da393e", + "id": "975e8c8b", "metadata": {}, "source": [ "Let’s compute the Pareto optimal allocations of the economy (contract curves) with $ \\alpha = \\beta = 0.5 $ using SymPy" @@ -1321,7 +1321,7 @@ { "cell_type": "code", "execution_count": null, - "id": "7feb3b1e", + "id": "d5cddf91", "metadata": { "hide-output": false }, @@ -1333,7 +1333,7 @@ }, { "cell_type": "markdown", - "id": "200af22d", + "id": "99109b7a", "metadata": {}, "source": [ "We can use this result to visualize more contract curves under different parameters" @@ -1342,7 +1342,7 @@ { "cell_type": "code", "execution_count": null, - "id": "dac8c522", + "id": "76ec5233", "metadata": { "hide-output": false }, @@ -1370,7 +1370,7 @@ }, { "cell_type": "markdown", - "id": "54077a3b", + "id": "17fc52a1", "metadata": {}, "source": [ "We invite you to play with the parameters and see how the contract curves change and think about the following two questions:\n", @@ -1381,7 +1381,7 @@ }, { "cell_type": "markdown", - "id": "73ca09f5", + "id": "60154ef1", "metadata": {}, "source": [ "## Exercises" @@ -1389,7 +1389,7 @@ }, { "cell_type": "markdown", - "id": "e2de322f", + "id": "7490fd6b", "metadata": {}, "source": [ "## Exercise 13.1\n", @@ -1411,7 +1411,7 @@ }, { "cell_type": "markdown", - "id": "a113b8cd", + "id": "d3b7db9d", "metadata": {}, "source": [ "## Solution to[ Exercise 13.1](https://python-programming.quantecon.org/#sympy_ex1)\n", @@ -1422,7 +1422,7 @@ { "cell_type": "code", "execution_count": null, - "id": "df2f278a", + "id": "32e5c922", "metadata": { "hide-output": false }, @@ -1436,7 +1436,7 @@ }, { "cell_type": "markdown", - "id": "f7f11d06", + "id": "d5ba2dd3", "metadata": {}, "source": [ "Sympy is smart enough to solve this limit" @@ -1445,7 +1445,7 @@ { "cell_type": "code", "execution_count": null, - "id": "c6ab476c", + "id": "6ddb0616", "metadata": { "hide-output": false }, @@ -1457,7 +1457,7 @@ }, { "cell_type": "markdown", - "id": "ac3a5604", + "id": "1ca3c2ff", "metadata": {}, "source": [ "We compare the result suggested by L’Hôpital’s rule" @@ -1466,7 +1466,7 @@ { "cell_type": "code", "execution_count": null, - "id": "67a45502", + "id": "35a7732f", "metadata": { "hide-output": false }, @@ -1479,7 +1479,7 @@ }, { "cell_type": "markdown", - "id": "3651e317", + "id": "c6794868", "metadata": {}, "source": [ "## Exercise 13.2\n", @@ -1503,7 +1503,7 @@ }, { "cell_type": "markdown", - "id": "a8edd5a0", + "id": "401d07f6", "metadata": {}, "source": [ "## Solution to[ Exercise 13.2](https://python-programming.quantecon.org/#sympy_ex2)\n", @@ -1514,7 +1514,7 @@ { "cell_type": "code", "execution_count": null, - "id": "465835d9", + "id": "2894f5a7", "metadata": { "hide-output": false }, @@ -1529,7 +1529,7 @@ { "cell_type": "code", "execution_count": null, - "id": "e1d8765f", + "id": "6530ff07", "metadata": { "hide-output": false }, @@ -1541,7 +1541,7 @@ }, { "cell_type": "markdown", - "id": "879db586", + "id": "d486841b", "metadata": {}, "source": [ "Now we compute the log-likelihood function and solve for the result" @@ -1550,7 +1550,7 @@ { "cell_type": "code", "execution_count": null, - "id": "01a1951c", + "id": "003fbd17", "metadata": { "hide-output": false }, @@ -1562,7 +1562,7 @@ { "cell_type": "code", "execution_count": null, - "id": "797114bc", + "id": "b06574c6", "metadata": { "hide-output": false }, @@ -1575,7 +1575,7 @@ { "cell_type": "code", "execution_count": null, - "id": "144a76d8", + "id": "b3890576", "metadata": { "hide-output": false }, @@ -1586,7 +1586,7 @@ } ], "metadata": { - "date": 1692161970.865828, + "date": 1695106394.7956395, "filename": "sympy.md", "kernelspec": { "display_name": "Python", diff --git a/_notebooks/troubleshooting.ipynb b/_notebooks/troubleshooting.ipynb index e8f51c99..b9aaaba1 100644 --- a/_notebooks/troubleshooting.ipynb +++ b/_notebooks/troubleshooting.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "markdown", - "id": "aa8b0358", + "id": "887dc814", "metadata": {}, "source": [ "\n", @@ -16,7 +16,7 @@ }, { "cell_type": "markdown", - "id": "874c91cb", + "id": "d0934c61", "metadata": {}, "source": [ "# Troubleshooting" @@ -24,7 +24,7 @@ }, { "cell_type": "markdown", - "id": "618d142b", + "id": "2780d128", "metadata": {}, "source": [ "## Contents\n", @@ -36,7 +36,7 @@ }, { "cell_type": "markdown", - "id": "e5bfaf29", + "id": "c66e01b8", "metadata": {}, "source": [ "This page is for readers experiencing errors when running the code from the lectures." @@ -44,7 +44,7 @@ }, { "cell_type": "markdown", - "id": "3a9c8226", + "id": "2e5cd2f3", "metadata": {}, "source": [ "## Fixing Your Local Environment\n", @@ -86,7 +86,7 @@ }, { "cell_type": "markdown", - "id": "cdb3662e", + "id": "8df7fed0", "metadata": {}, "source": [ "## Reporting an Issue\n", @@ -103,7 +103,7 @@ } ], "metadata": { - "date": 1692161970.881603, + "date": 1695106394.8096414, "filename": "troubleshooting.md", "kernelspec": { "display_name": "Python", diff --git a/_notebooks/writing_good_code.ipynb b/_notebooks/writing_good_code.ipynb index 142df0be..91512239 100644 --- a/_notebooks/writing_good_code.ipynb +++ b/_notebooks/writing_good_code.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "markdown", - "id": "c59e8510", + "id": "7b729f7b", "metadata": {}, "source": [ "\n", @@ -16,7 +16,7 @@ }, { "cell_type": "markdown", - "id": "87cca022", + "id": "703fb84b", "metadata": {}, "source": [ "# Writing Good Code\n", @@ -27,7 +27,7 @@ }, { "cell_type": "markdown", - "id": "2b775b4d", + "id": "e8f64766", "metadata": {}, "source": [ "## Contents\n", @@ -42,7 +42,7 @@ }, { "cell_type": "markdown", - "id": "48638401", + "id": "029512ea", "metadata": {}, "source": [ "> “Any fool can write code that a computer can understand. Good programmers write code that humans can understand.” – Martin Fowler" @@ -50,7 +50,7 @@ }, { "cell_type": "markdown", - "id": "c8b37310", + "id": "0258a4f1", "metadata": {}, "source": [ "## Overview\n", @@ -70,7 +70,7 @@ }, { "cell_type": "markdown", - "id": "bf57a7ac", + "id": "d97a7942", "metadata": {}, "source": [ "## An Example of Poor Code\n", @@ -107,7 +107,7 @@ { "cell_type": "code", "execution_count": null, - "id": "a85fb92f", + "id": "66ed31bd", "metadata": { "hide-output": false }, @@ -179,7 +179,7 @@ }, { "cell_type": "markdown", - "id": "9a121c9d", + "id": "4b13d980", "metadata": {}, "source": [ "True, the code more or less follows [PEP8](https://www.python.org/dev/peps/pep-0008/).\n", @@ -191,7 +191,7 @@ }, { "cell_type": "markdown", - "id": "48a40188", + "id": "9445d2a6", "metadata": {}, "source": [ "## Good Coding Practice\n", @@ -211,7 +211,7 @@ }, { "cell_type": "markdown", - "id": "865a566b", + "id": "7b4e0bcb", "metadata": {}, "source": [ "### Don’t Use Magic Numbers\n", @@ -237,7 +237,7 @@ }, { "cell_type": "markdown", - "id": "5baac10e", + "id": "b6dc2ff7", "metadata": {}, "source": [ "### Don’t Repeat Yourself\n", @@ -264,7 +264,7 @@ }, { "cell_type": "markdown", - "id": "1a6a5460", + "id": "01c6f447", "metadata": {}, "source": [ "### Minimize Global Variables\n", @@ -290,7 +290,7 @@ }, { "cell_type": "markdown", - "id": "6dee7e9b", + "id": "bd616e67", "metadata": {}, "source": [ "#### JIT Compilation\n", @@ -307,7 +307,7 @@ }, { "cell_type": "markdown", - "id": "8c07b47d", + "id": "cf61624b", "metadata": {}, "source": [ "### Use Functions or Classes\n", @@ -324,7 +324,7 @@ }, { "cell_type": "markdown", - "id": "612c2c9a", + "id": "e763a5fe", "metadata": {}, "source": [ "#### Which One, Functions or Classes?\n", @@ -340,7 +340,7 @@ }, { "cell_type": "markdown", - "id": "6efc9768", + "id": "68106847", "metadata": {}, "source": [ "## Revisiting the Example\n", @@ -351,7 +351,7 @@ { "cell_type": "code", "execution_count": null, - "id": "4eee2f69", + "id": "64e855eb", "metadata": { "hide-output": false }, @@ -392,7 +392,7 @@ }, { "cell_type": "markdown", - "id": "04b400ab", + "id": "35f0c866", "metadata": {}, "source": [ "If you inspect this code, you will see that\n", @@ -405,7 +405,7 @@ }, { "cell_type": "markdown", - "id": "d2a7054d", + "id": "0adab268", "metadata": {}, "source": [ "## Exercises" @@ -413,7 +413,7 @@ }, { "cell_type": "markdown", - "id": "8f750fb6", + "id": "3352bea0", "metadata": {}, "source": [ "## Exercise 17.1\n", @@ -462,7 +462,7 @@ { "cell_type": "code", "execution_count": null, - "id": "d49502c6", + "id": "45091afe", "metadata": { "hide-output": false }, @@ -483,7 +483,7 @@ }, { "cell_type": "markdown", - "id": "e07e764b", + "id": "79d8a643", "metadata": {}, "source": [ "Let’s also plot our results." @@ -492,7 +492,7 @@ { "cell_type": "code", "execution_count": null, - "id": "b44f3214", + "id": "0104aecb", "metadata": { "hide-output": false }, @@ -518,7 +518,7 @@ }, { "cell_type": "markdown", - "id": "2b52ec1f", + "id": "e8ba7c76", "metadata": {}, "source": [ "We also want to consider supply and demand shifts.\n", @@ -529,7 +529,7 @@ { "cell_type": "code", "execution_count": null, - "id": "df5b2770", + "id": "6fd27e1d", "metadata": { "hide-output": false }, @@ -549,7 +549,7 @@ { "cell_type": "code", "execution_count": null, - "id": "0a52e2ea", + "id": "5cca3a1b", "metadata": { "hide-output": false }, @@ -575,7 +575,7 @@ }, { "cell_type": "markdown", - "id": "142b7412", + "id": "8a53c332", "metadata": {}, "source": [ "Now we might consider supply shifts, but you already get the idea that there’s\n", @@ -587,7 +587,7 @@ }, { "cell_type": "markdown", - "id": "496daf9f", + "id": "8c6281cb", "metadata": {}, "source": [ "## Solution to[ Exercise 17.1](https://python-programming.quantecon.org/#wgc-exercise-1)\n", @@ -598,7 +598,7 @@ { "cell_type": "code", "execution_count": null, - "id": "aafac2a5", + "id": "16aae05f", "metadata": { "hide-output": false }, @@ -641,7 +641,7 @@ }, { "cell_type": "markdown", - "id": "e06d909e", + "id": "2430e6b4", "metadata": {}, "source": [ "Let’s create an instance at the default parameter values." @@ -650,7 +650,7 @@ { "cell_type": "code", "execution_count": null, - "id": "301e8866", + "id": "88f1938d", "metadata": { "hide-output": false }, @@ -661,7 +661,7 @@ }, { "cell_type": "markdown", - "id": "86b53dc8", + "id": "9afe9be7", "metadata": {}, "source": [ "Now we’ll compute the equilibrium and plot it." @@ -670,7 +670,7 @@ { "cell_type": "code", "execution_count": null, - "id": "c105d5ad", + "id": "7cfa0144", "metadata": { "hide-output": false }, @@ -682,7 +682,7 @@ { "cell_type": "code", "execution_count": null, - "id": "aaed0fa3", + "id": "2ee6ed0a", "metadata": { "hide-output": false }, @@ -693,7 +693,7 @@ }, { "cell_type": "markdown", - "id": "ca07576e", + "id": "e2b7c4c3", "metadata": {}, "source": [ "One of the nice things about our refactored code is that, when we change\n", @@ -703,7 +703,7 @@ { "cell_type": "code", "execution_count": null, - "id": "8db450ee", + "id": "550fb793", "metadata": { "hide-output": false }, @@ -715,7 +715,7 @@ { "cell_type": "code", "execution_count": null, - "id": "68a72706", + "id": "76138608", "metadata": { "hide-output": false }, @@ -727,7 +727,7 @@ { "cell_type": "code", "execution_count": null, - "id": "221a42e2", + "id": "461a8660", "metadata": { "hide-output": false }, @@ -738,7 +738,7 @@ } ], "metadata": { - "date": 1692161970.9108737, + "date": 1695106394.8357172, "filename": "writing_good_code.md", "kernelspec": { "display_name": "Python", diff --git a/_pdf/quantecon-python-programming.pdf b/_pdf/quantecon-python-programming.pdf index ececc0f157bfb370e689c1260605cd016d547237..27f25cfcf4331eb67a501b18e7e62afe87e3a90f 100644 GIT binary patch delta 1567279 zcmcF~Wl&t*+9mFi;BLX4#+~5q?(XguPJjTxlHl%6;}YCS@ZcKU-Cd{O``tV9{rGDB zOwF$9>gwv<=bU|HJ?mL(bx}nz?EFFj><=yg#Lq7xg5u%nZe`|#;=5#}KH}UbhSYw? zbPugzYDTV}C{e_t?xOYy>@Rz@U&OyXv&KezCh(1l*vypBTDK3LV30hV`W5SVoXlxC 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z{z6l~`Xs&8J~$9-)O|N0`q}&aC<#GsE7RJv(ZPrea|3?Gr?G*^AKlX3_IXRE~gm6U!Wyu}3t>1BQ8|ORY zxb3VzLtm@gR~(np?on@LfNJu%q!LL z+0eThj1_5YK8?b8U^>SE(WdvkOC8+y$imY;FJ5RA%<0{BiN0{XTci}7KIX~{1VgU! zLoVNbI9F2sgj+K (3, 1)`?\n", @@ -1201,7 +1201,7 @@ { "cell_type": "code", "execution_count": null, - "id": "6febe60d", + "id": "4ba51e25", "metadata": {}, "outputs": [], "source": [ @@ -1212,7 +1212,7 @@ }, { "cell_type": "markdown", - "id": "6bf82451", + "id": "07c5564f", "metadata": {}, "source": [ "Here is a visual representation of this broadcasting operation:" @@ -1221,7 +1221,7 @@ { "cell_type": "code", "execution_count": null, - "id": "a8fd5ca9", + "id": "cdbef4af", "metadata": { "tags": [ "hide-input" @@ -1277,7 +1277,7 @@ }, { "cell_type": "markdown", - "id": "60c53b5b", + "id": "e327afc7", "metadata": {}, "source": [ "The previous broadcasting operation is equivalent to the following `for` loop" @@ -1286,7 +1286,7 @@ { "cell_type": "code", "execution_count": null, - "id": "8e3f11d3", + "id": "ffd4ab69", "metadata": {}, "outputs": [], "source": [ @@ -1301,7 +1301,7 @@ }, { "cell_type": "markdown", - "id": "a9978b61", + "id": "adac8ab7", "metadata": {}, "source": [ "In some cases, both operands will be expanded.\n", @@ -1314,7 +1314,7 @@ { "cell_type": "code", "execution_count": null, - "id": "56888b5a", + "id": "00474c05", "metadata": {}, "outputs": [], "source": [ @@ -1327,7 +1327,7 @@ }, { "cell_type": "markdown", - "id": "9934be2f", + "id": "8183618c", "metadata": {}, "source": [ "Here is a visual representation of this broadcasting operation:" @@ -1336,7 +1336,7 @@ { "cell_type": "code", "execution_count": null, - "id": "5e632179", + "id": "3368f406", "metadata": { "tags": [ "hide-input" @@ -1393,7 +1393,7 @@ }, { "cell_type": "markdown", - "id": "7d2a8534", + "id": "76fae4ad", "metadata": {}, "source": [ "While broadcasting is very useful, it can sometimes seem confusing.\n", @@ -1404,7 +1404,7 @@ { "cell_type": "code", "execution_count": null, - "id": "806ceb57", + "id": "03faea1d", "metadata": { "tags": [ "raises-exception" @@ -1423,7 +1423,7 @@ }, { "cell_type": "markdown", - "id": "1c345938", + "id": "46a1806a", "metadata": {}, "source": [ "The `ValueError` tells us that operands could not be broadcast together.\n", @@ -1435,7 +1435,7 @@ { "cell_type": "code", "execution_count": null, - "id": "e3a95d0b", + "id": "8c28cf56", "metadata": { "tags": [ "hide-input" @@ -1478,7 +1478,7 @@ }, { "cell_type": "markdown", - "id": "66708c4f", + "id": "8191eca9", "metadata": {}, "source": [ "We can see that NumPy cannot expand the arrays to the same size.\n", @@ -1506,7 +1506,7 @@ { "cell_type": "code", "execution_count": null, - "id": "ffa2fa8e", + "id": "675c3569", "metadata": {}, "outputs": [], "source": [ @@ -1531,7 +1531,7 @@ { "cell_type": "code", "execution_count": null, - "id": "03e5a967", + "id": "a7f26472", "metadata": {}, "outputs": [], "source": [ @@ -1556,7 +1556,7 @@ }, { "cell_type": "markdown", - "id": "58c20f13", + "id": "5dbc7c06", "metadata": {}, "source": [ "* *Step 3:* After Step 1 and 2, if the two arrays still do not match, a `ValueError` will be raised. For example, suppose `a -> (2, 2, 3)` and `b -> (2, 2)`\n", @@ -1568,7 +1568,7 @@ { "cell_type": "code", "execution_count": null, - "id": "9d6f698b", + "id": "e884743f", "metadata": { "tags": [ "raises-exception" @@ -1594,7 +1594,7 @@ }, { "cell_type": "markdown", - "id": "e0576ebb", + "id": "b195e5c0", "metadata": {}, "source": [ "## Mutability and Copying Arrays\n", @@ -1611,7 +1611,7 @@ { "cell_type": "code", "execution_count": null, - "id": "fd79398b", + "id": "813b38e8", "metadata": {}, "outputs": [], "source": [ @@ -1622,7 +1622,7 @@ { "cell_type": "code", "execution_count": null, - "id": "50649e8e", + "id": "62ce65a4", "metadata": {}, "outputs": [], "source": [ @@ -1632,7 +1632,7 @@ }, { "cell_type": "markdown", - "id": "6f57af9b", + "id": "0679beab", "metadata": {}, "source": [ "Mutability leads to the following behavior (which can be shocking to MATLAB programmers...)" @@ -1641,7 +1641,7 @@ { "cell_type": "code", "execution_count": null, - "id": "5b78fab1", + "id": "94a87300", "metadata": {}, "outputs": [], "source": [ @@ -1652,7 +1652,7 @@ { "cell_type": "code", "execution_count": null, - "id": "0ba15123", + "id": "bee59f56", "metadata": {}, "outputs": [], "source": [ @@ -1663,7 +1663,7 @@ }, { "cell_type": "markdown", - "id": "56dc90a1", + "id": "437ee162", "metadata": {}, "source": [ "What's happened is that we have changed `a` by changing `b`.\n", @@ -1689,7 +1689,7 @@ { "cell_type": "code", "execution_count": null, - "id": "add9305a", + "id": "a1279fc5", "metadata": {}, "outputs": [], "source": [ @@ -1700,7 +1700,7 @@ { "cell_type": "code", "execution_count": null, - "id": "e03251d6", + "id": "16c03f2a", "metadata": {}, "outputs": [], "source": [ @@ -1710,7 +1710,7 @@ }, { "cell_type": "markdown", - "id": "ee7dc987", + "id": "e16339aa", "metadata": {}, "source": [ "Now `b` is an independent copy (called a *deep copy*)" @@ -1719,7 +1719,7 @@ { "cell_type": "code", "execution_count": null, - "id": "bffb8498", + "id": "3c452ecf", "metadata": {}, "outputs": [], "source": [ @@ -1730,7 +1730,7 @@ { "cell_type": "code", "execution_count": null, - "id": "342db117", + "id": "fca68fad", "metadata": {}, "outputs": [], "source": [ @@ -1739,7 +1739,7 @@ }, { "cell_type": "markdown", - "id": "08e68324", + "id": "8101dccb", "metadata": {}, "source": [ "Note that the change to `b` has not affected `a`.\n", @@ -1759,7 +1759,7 @@ { "cell_type": "code", "execution_count": null, - "id": "82ef391f", + "id": "708a8dce", "metadata": {}, "outputs": [], "source": [ @@ -1769,7 +1769,7 @@ }, { "cell_type": "markdown", - "id": "cafa717e", + "id": "8ded0749", "metadata": {}, "source": [ "This eliminates the need for explicit element-by-element loops such as" @@ -1778,7 +1778,7 @@ { "cell_type": "code", "execution_count": null, - "id": "d46be734", + "id": "79f18d94", "metadata": {}, "outputs": [], "source": [ @@ -1790,7 +1790,7 @@ }, { "cell_type": "markdown", - "id": "5073b943", + "id": "171139b3", "metadata": {}, "source": [ "Because they act element-wise on arrays, these functions are called *vectorized functions*.\n", @@ -1804,7 +1804,7 @@ { "cell_type": "code", "execution_count": null, - "id": "5d5477a2", + "id": "c7779a8d", "metadata": {}, "outputs": [], "source": [ @@ -1814,7 +1814,7 @@ { "cell_type": "code", "execution_count": null, - "id": "e367c096", + "id": "8ca3c29f", "metadata": {}, "outputs": [], "source": [ @@ -1823,7 +1823,7 @@ }, { "cell_type": "markdown", - "id": "b0b50d05", + "id": "6570d986", "metadata": {}, "source": [ "Not all user-defined functions will act element-wise.\n", @@ -1834,7 +1834,7 @@ { "cell_type": "code", "execution_count": null, - "id": "f3369516", + "id": "a70e937d", "metadata": {}, "outputs": [], "source": [ @@ -1844,7 +1844,7 @@ }, { "cell_type": "markdown", - "id": "5b6c0a40", + "id": "541e0442", "metadata": {}, "source": [ "The NumPy function `np.where` provides a vectorized alternative:" @@ -1853,7 +1853,7 @@ { "cell_type": "code", "execution_count": null, - "id": "4ac287e2", + "id": "fea33c0e", "metadata": {}, "outputs": [], "source": [ @@ -1864,7 +1864,7 @@ { "cell_type": "code", "execution_count": null, - "id": "ac77bab8", + "id": "c08b68b7", "metadata": {}, "outputs": [], "source": [ @@ -1873,7 +1873,7 @@ }, { "cell_type": "markdown", - "id": "50277788", + "id": "a2d954ef", "metadata": {}, "source": [ "You can also use `np.vectorize` to vectorize a given function" @@ -1882,7 +1882,7 @@ { "cell_type": "code", "execution_count": null, - "id": "842f9cea", + "id": "736ae5c3", "metadata": {}, "outputs": [], "source": [ @@ -1892,7 +1892,7 @@ }, { "cell_type": "markdown", - "id": "2085567a", + "id": "0d00a2a7", "metadata": {}, "source": [ "However, this approach doesn't always obtain the same speed as a more carefully crafted vectorized function.\n", @@ -1908,7 +1908,7 @@ { "cell_type": "code", "execution_count": null, - "id": "5bab05f9", + "id": "a846915c", "metadata": {}, "outputs": [], "source": [ @@ -1920,7 +1920,7 @@ { "cell_type": "code", "execution_count": null, - "id": "e034979c", + "id": "69777275", "metadata": {}, "outputs": [], "source": [ @@ -1931,7 +1931,7 @@ { "cell_type": "code", "execution_count": null, - "id": "404a3e29", + "id": "9cf72bef", "metadata": {}, "outputs": [], "source": [ @@ -1940,7 +1940,7 @@ }, { "cell_type": "markdown", - "id": "2a957b45", + "id": "13f489d6", "metadata": {}, "source": [ "The situation is similar for `>`, `<`, `>=` and `<=`.\n", @@ -1951,7 +1951,7 @@ { "cell_type": "code", "execution_count": null, - "id": "17c18aae", + "id": "b187412e", "metadata": {}, "outputs": [], "source": [ @@ -1962,7 +1962,7 @@ { "cell_type": "code", "execution_count": null, - "id": "1072b0a8", + "id": "cea84166", "metadata": {}, "outputs": [], "source": [ @@ -1971,7 +1971,7 @@ }, { "cell_type": "markdown", - "id": "4411b8d1", + "id": "5e0f26d3", "metadata": {}, "source": [ "This is particularly useful for *conditional extraction*" @@ -1980,7 +1980,7 @@ { "cell_type": "code", "execution_count": null, - "id": "24645f51", + "id": "dab23e79", "metadata": {}, "outputs": [], "source": [ @@ -1991,7 +1991,7 @@ { "cell_type": "code", "execution_count": null, - "id": "4d05b430", + "id": "0a32c419", "metadata": {}, "outputs": [], "source": [ @@ -2000,7 +2000,7 @@ }, { "cell_type": "markdown", - "id": "b62f9bf7", + "id": "d0cab6ab", "metadata": {}, "source": [ "Of course we can---and frequently do---perform this in one step" @@ -2009,7 +2009,7 @@ { "cell_type": "code", "execution_count": null, - "id": "cb397a45", + "id": "1d1bfd43", "metadata": {}, "outputs": [], "source": [ @@ -2018,7 +2018,7 @@ }, { "cell_type": "markdown", - "id": "fc066001", + "id": "16c671b5", "metadata": {}, "source": [ "### Sub-packages\n", @@ -2032,7 +2032,7 @@ { "cell_type": "code", "execution_count": null, - "id": "e79dc308", + "id": "38dc034d", "metadata": {}, "outputs": [], "source": [ @@ -2043,7 +2043,7 @@ }, { "cell_type": "markdown", - "id": "e0cb353b", + "id": "731f57de", "metadata": {}, "source": [ "Another commonly used subpackage is np.linalg" @@ -2052,7 +2052,7 @@ { "cell_type": "code", "execution_count": null, - "id": "f18b952b", + "id": "890d92aa", "metadata": {}, "outputs": [], "source": [ @@ -2064,7 +2064,7 @@ { "cell_type": "code", "execution_count": null, - "id": "6d2fbb7c", + "id": "3e23c67f", "metadata": {}, "outputs": [], "source": [ @@ -2073,7 +2073,7 @@ }, { "cell_type": "markdown", - "id": "6a1e272e", + "id": "11669e2d", "metadata": {}, "source": [ "```{index} single: SciPy\n", @@ -2094,7 +2094,7 @@ { "cell_type": "code", "execution_count": null, - "id": "270dd03b", + "id": "96fe07d4", "metadata": {}, "outputs": [], "source": [ @@ -2105,7 +2105,7 @@ }, { "cell_type": "markdown", - "id": "534d1687", + "id": "bb17de53", "metadata": {}, "source": [ "```{exercise-start}\n", @@ -2143,7 +2143,7 @@ { "cell_type": "code", "execution_count": null, - "id": "9d6e302b", + "id": "33acf5d0", "metadata": {}, "outputs": [], "source": [ @@ -2156,7 +2156,7 @@ }, { "cell_type": "markdown", - "id": "f8a5e2bc", + "id": "e31aa923", "metadata": {}, "source": [ "Let's test it" @@ -2165,7 +2165,7 @@ { "cell_type": "code", "execution_count": null, - "id": "ad6d1c92", + "id": "10745016", "metadata": {}, "outputs": [], "source": [ @@ -2180,7 +2180,7 @@ }, { "cell_type": "markdown", - "id": "89f8bbad", + "id": "0feb433b", "metadata": {}, "source": [ "```{solution-end}\n", @@ -2212,7 +2212,7 @@ { "cell_type": "code", "execution_count": null, - "id": "78eab281", + "id": "2b428ea0", "metadata": {}, "outputs": [], "source": [ @@ -2229,7 +2229,7 @@ }, { "cell_type": "markdown", - "id": "b97b4e35", + "id": "ddf57f48", "metadata": {}, "source": [ "If you can't see how this works, try thinking through the flow for a simple example, such as `q = [0.25, 0.75]`\n", @@ -2264,7 +2264,7 @@ { "cell_type": "code", "execution_count": null, - "id": "43ccb3cf", + "id": "4d5b2f0f", "metadata": {}, "outputs": [], "source": [ @@ -2295,7 +2295,7 @@ }, { "cell_type": "markdown", - "id": "0ccf5372", + "id": "ffb7eb78", "metadata": {}, "source": [ "The logic is not obvious, but if you take your time and read it slowly,\n", @@ -2310,7 +2310,7 @@ { "cell_type": "code", "execution_count": null, - "id": "9eaa6559", + "id": "5cd03753", "metadata": {}, "outputs": [], "source": [ @@ -2321,7 +2321,7 @@ }, { "cell_type": "markdown", - "id": "9c5fe57d", + "id": "ee529207", "metadata": {}, "source": [ "The problem is that `Q` does not change accordingly, and `Q` is the\n", @@ -2368,7 +2368,7 @@ { "cell_type": "code", "execution_count": null, - "id": "8eae782e", + "id": "fea0bfe3", "metadata": {}, "outputs": [], "source": [ @@ -2442,7 +2442,7 @@ }, { "cell_type": "markdown", - "id": "9a501858", + "id": "64b37c78", "metadata": {}, "source": [ "Here's an example of usage" @@ -2451,7 +2451,7 @@ { "cell_type": "code", "execution_count": null, - "id": "2cd9359d", + "id": "bf37440b", "metadata": {}, "outputs": [], "source": [ @@ -2463,7 +2463,7 @@ }, { "cell_type": "markdown", - "id": "7034a1a3", + "id": "028889dc", "metadata": {}, "source": [ "```{solution-end}\n", @@ -2484,7 +2484,7 @@ { "cell_type": "code", "execution_count": null, - "id": "c0e051af", + "id": "ce26858c", "metadata": {}, "outputs": [], "source": [ @@ -2496,7 +2496,7 @@ }, { "cell_type": "markdown", - "id": "deeecee2", + "id": "f1566973", "metadata": {}, "source": [ "Here is the output" @@ -2505,7 +2505,7 @@ { "cell_type": "code", "execution_count": null, - "id": "1d19362b", + "id": "bee32ac4", "metadata": { "tags": [ "hide-output" @@ -2518,7 +2518,7 @@ }, { "cell_type": "markdown", - "id": "0a67a6a7", + "id": "ca002efd", "metadata": {}, "source": [ "**Part2**: Move on to replicate the result of the following broadcasting operation. Meanwhile, compare the speeds of broadcasting and the `for` loop you implement." @@ -2527,7 +2527,7 @@ { "cell_type": "code", "execution_count": null, - "id": "bbe74914", + "id": "ccce383a", "metadata": {}, "outputs": [], "source": [ @@ -2544,7 +2544,7 @@ }, { "cell_type": "markdown", - "id": "739eac36", + "id": "7f87e007", "metadata": {}, "source": [ "Here is the output" @@ -2553,7 +2553,7 @@ { "cell_type": "code", "execution_count": null, - "id": "5a533733", + "id": "760a1e77", "metadata": { "tags": [ "hide-output" @@ -2566,7 +2566,7 @@ }, { "cell_type": "markdown", - "id": "d114999a", + "id": "5ec3b710", "metadata": {}, "source": [ "```{exercise-end}\n", @@ -2583,7 +2583,7 @@ { "cell_type": "code", "execution_count": null, - "id": "88bff51f", + "id": "006ddc18", "metadata": {}, "outputs": [], "source": [ @@ -2600,7 +2600,7 @@ }, { "cell_type": "markdown", - "id": "bcb8e941", + "id": "0dcafbdc", "metadata": {}, "source": [ "Compare the results to check your answer" @@ -2609,7 +2609,7 @@ { "cell_type": "code", "execution_count": null, - "id": "a3a7869f", + "id": "69977a9d", "metadata": { "tags": [ "hide-output" @@ -2622,7 +2622,7 @@ }, { "cell_type": "markdown", - "id": "612e4c96", + "id": "4ec3bd06", "metadata": {}, "source": [ "You can also use `array_equal()` to check your answer" @@ -2631,7 +2631,7 @@ { "cell_type": "code", "execution_count": null, - "id": "99fb78cf", + "id": "b6d1ed95", "metadata": {}, "outputs": [], "source": [ @@ -2640,7 +2640,7 @@ }, { "cell_type": "markdown", - "id": "12db97aa", + "id": "f0e97b3b", "metadata": {}, "source": [ "**Part 2 Solution**" @@ -2649,7 +2649,7 @@ { "cell_type": "code", "execution_count": null, - "id": "dabaea2d", + "id": "ebe1ab81", "metadata": {}, "outputs": [], "source": [ @@ -2669,7 +2669,7 @@ }, { "cell_type": "markdown", - "id": "e88bd8ab", + "id": "541c14ed", "metadata": {}, "source": [ "Note that the `for` loop takes much longer than the broadcasting operation.\n", @@ -2680,7 +2680,7 @@ { "cell_type": "code", "execution_count": null, - "id": "0e1a2ec4", + "id": "93796cd6", "metadata": { "tags": [ "hide-output" @@ -2694,7 +2694,7 @@ { "cell_type": "code", "execution_count": null, - "id": "5f433813", + "id": "f7b5a5f2", "metadata": {}, "outputs": [], "source": [ @@ -2703,7 +2703,7 @@ }, { "cell_type": "markdown", - "id": "712ec09a", + "id": "c964a6b1", "metadata": {}, "source": [ "```{solution-end}\n", diff --git a/_sources/oop_intro.ipynb b/_sources/oop_intro.ipynb index bc9cf8d8..19d3931d 100644 --- a/_sources/oop_intro.ipynb +++ b/_sources/oop_intro.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "markdown", - "id": "4b347c1a", + "id": "a6f4f4f5", "metadata": {}, "source": [ "(oop_intro)=\n", @@ -83,7 +83,7 @@ { "cell_type": "code", "execution_count": null, - "id": "ae03a07b", + "id": "a60ba3bd", "metadata": {}, "outputs": [], "source": [ @@ -94,7 +94,7 @@ { "cell_type": "code", "execution_count": null, - "id": "7433b5ef", + "id": "8578258b", "metadata": {}, "outputs": [], "source": [ @@ -104,7 +104,7 @@ }, { "cell_type": "markdown", - "id": "213e2271", + "id": "4578587d", "metadata": {}, "source": [ "The type of an object matters for many expressions.\n", @@ -115,7 +115,7 @@ { "cell_type": "code", "execution_count": null, - "id": "6477993e", + "id": "9f21568e", "metadata": {}, "outputs": [], "source": [ @@ -124,7 +124,7 @@ }, { "cell_type": "markdown", - "id": "f330dfdf", + "id": "fdf7b75e", "metadata": {}, "source": [ "On the other hand, between two numbers it means ordinary addition" @@ -133,7 +133,7 @@ { "cell_type": "code", "execution_count": null, - "id": "eaa76b14", + "id": "bb7fa577", "metadata": {}, "outputs": [], "source": [ @@ -142,7 +142,7 @@ }, { "cell_type": "markdown", - "id": "3c780056", + "id": "29f5f4ee", "metadata": {}, "source": [ "Consider the following expression" @@ -151,7 +151,7 @@ { "cell_type": "code", "execution_count": null, - "id": "45feed58", + "id": "0a0bf5ad", "metadata": { "tags": [ "raises-exception" @@ -164,7 +164,7 @@ }, { "cell_type": "markdown", - "id": "4c0264e7", + "id": "d4302e6d", "metadata": {}, "source": [ "Here we are mixing types, and it's unclear to Python whether the user wants to\n", @@ -185,7 +185,7 @@ { "cell_type": "code", "execution_count": null, - "id": "fa47fceb", + "id": "e1a052f0", "metadata": {}, "outputs": [], "source": [ @@ -194,7 +194,7 @@ }, { "cell_type": "markdown", - "id": "40e1e556", + "id": "6d397e8a", "metadata": {}, "source": [ "(identity)=\n", @@ -211,7 +211,7 @@ { "cell_type": "code", "execution_count": null, - "id": "86c0c2d8", + "id": "40ff5511", "metadata": {}, "outputs": [], "source": [ @@ -223,7 +223,7 @@ { "cell_type": "code", "execution_count": null, - "id": "a5d293a8", + "id": "ded1ae7d", "metadata": {}, "outputs": [], "source": [ @@ -232,7 +232,7 @@ }, { "cell_type": "markdown", - "id": "3b4355b5", + "id": "d92c61c3", "metadata": {}, "source": [ "In this example, `y` and `z` happen to have the same value (i.e., `2.5`), but they are not the same object.\n", @@ -253,7 +253,7 @@ { "cell_type": "code", "execution_count": null, - "id": "e2b38d3b", + "id": "dd8cdbad", "metadata": {}, "outputs": [], "source": [ @@ -264,7 +264,7 @@ { "cell_type": "code", "execution_count": null, - "id": "7c1da9e7", + "id": "32e66b33", "metadata": {}, "outputs": [], "source": [ @@ -274,7 +274,7 @@ { "cell_type": "code", "execution_count": null, - "id": "d085dd52", + "id": "6150a635", "metadata": {}, "outputs": [], "source": [ @@ -283,7 +283,7 @@ }, { "cell_type": "markdown", - "id": "3633434c", + "id": "e7ad7bfd", "metadata": {}, "source": [ "When Python creates this integer object, it stores with it various auxiliary information, such as the imaginary part, and the type.\n", @@ -312,7 +312,7 @@ { "cell_type": "code", "execution_count": null, - "id": "ae9a49ec", + "id": "681ce0fc", "metadata": {}, "outputs": [], "source": [ @@ -323,7 +323,7 @@ { "cell_type": "code", "execution_count": null, - "id": "a9d7550a", + "id": "55d2b2e2", "metadata": {}, "outputs": [], "source": [ @@ -332,7 +332,7 @@ }, { "cell_type": "markdown", - "id": "312aca39", + "id": "8dfca561", "metadata": {}, "source": [ "Methods typically act on the data contained in the object they belong to, or combine that data with other data" @@ -341,7 +341,7 @@ { "cell_type": "code", "execution_count": null, - "id": "9ee11029", + "id": "b9061b7a", "metadata": {}, "outputs": [], "source": [ @@ -354,7 +354,7 @@ { "cell_type": "code", "execution_count": null, - "id": "14322707", + "id": "15a5a42f", "metadata": {}, "outputs": [], "source": [ @@ -364,7 +364,7 @@ { "cell_type": "code", "execution_count": null, - "id": "a2aba9de", + "id": "d3fd02c3", "metadata": {}, "outputs": [], "source": [ @@ -373,7 +373,7 @@ }, { "cell_type": "markdown", - "id": "e736ecd2", + "id": "2e7cd79c", "metadata": {}, "source": [ "A great deal of Python functionality is organized around method calls.\n", @@ -384,7 +384,7 @@ { "cell_type": "code", "execution_count": null, - "id": "5e575626", + "id": "7144d3d4", "metadata": {}, "outputs": [], "source": [ @@ -395,7 +395,7 @@ }, { "cell_type": "markdown", - "id": "40ef78cc", + "id": "8555a44b", "metadata": {}, "source": [ "It doesn't look like there are any methods used here, but in fact the square bracket assignment notation is just a convenient interface to a method call.\n", @@ -406,7 +406,7 @@ { "cell_type": "code", "execution_count": null, - "id": "1328010a", + "id": "c6fa1ad5", "metadata": {}, "outputs": [], "source": [ @@ -417,7 +417,7 @@ }, { "cell_type": "markdown", - "id": "72f10201", + "id": "74bf0dd5", "metadata": {}, "source": [ "(If you wanted to you could modify the `__setitem__` method, so that square bracket assignment does something totally different)\n", @@ -437,7 +437,7 @@ { "cell_type": "code", "execution_count": null, - "id": "16c62a78", + "id": "5129037a", "metadata": {}, "outputs": [], "source": [ @@ -446,7 +446,7 @@ }, { "cell_type": "markdown", - "id": "342f2737", + "id": "4d3bb452", "metadata": {}, "source": [ "We now know that when this statement is executed, Python creates an object of\n", @@ -467,7 +467,7 @@ { "cell_type": "code", "execution_count": null, - "id": "b1465dc3", + "id": "fbab41ba", "metadata": {}, "outputs": [], "source": [ @@ -481,7 +481,7 @@ { "cell_type": "code", "execution_count": null, - "id": "24ae30f8", + "id": "09136a17", "metadata": {}, "outputs": [], "source": [ @@ -490,7 +490,7 @@ }, { "cell_type": "markdown", - "id": "e393f269", + "id": "4bf77b22", "metadata": {}, "source": [ "In the first step, a function object is created, and the name `f` is bound to it.\n", @@ -505,7 +505,7 @@ { "cell_type": "code", "execution_count": null, - "id": "a58a8179", + "id": "21fb6b1b", "metadata": {}, "outputs": [], "source": [ @@ -516,7 +516,7 @@ { "cell_type": "code", "execution_count": null, - "id": "d8206c6c", + "id": "e2e064d5", "metadata": {}, "outputs": [], "source": [ @@ -525,7 +525,7 @@ }, { "cell_type": "markdown", - "id": "52c5d206", + "id": "bcb31bb8", "metadata": {}, "source": [ "What happens here is that the first object is garbage collected.\n", @@ -547,7 +547,7 @@ { "cell_type": "code", "execution_count": null, - "id": "ee8dd90a", + "id": "8663893c", "metadata": {}, "outputs": [], "source": [ @@ -556,7 +556,7 @@ }, { "cell_type": "markdown", - "id": "dde88ca5", + "id": "dc6246ec", "metadata": {}, "source": [ "binds the name `x` to the integer object on the right-hand side.\n", @@ -577,7 +577,7 @@ { "cell_type": "code", "execution_count": null, - "id": "37ebda20", + "id": "dc7462c9", "metadata": {}, "outputs": [], "source": [ @@ -587,7 +587,7 @@ }, { "cell_type": "markdown", - "id": "c8e82117", + "id": "697cd371", "metadata": {}, "source": [ "Now we start the Python interpreter and import it" @@ -596,7 +596,7 @@ { "cell_type": "code", "execution_count": null, - "id": "5ec302a3", + "id": "8f19d83c", "metadata": {}, "outputs": [], "source": [ @@ -605,7 +605,7 @@ }, { "cell_type": "markdown", - "id": "112b605d", + "id": "557c1029", "metadata": {}, "source": [ "Next let's import the `math` module from the standard library" @@ -614,7 +614,7 @@ { "cell_type": "code", "execution_count": null, - "id": "74ea6b0c", + "id": "ab1498e6", "metadata": {}, "outputs": [], "source": [ @@ -623,7 +623,7 @@ }, { "cell_type": "markdown", - "id": "2d39e400", + "id": "425ec7d9", "metadata": {}, "source": [ "Both of these modules have an attribute called `pi`" @@ -632,7 +632,7 @@ { "cell_type": "code", "execution_count": null, - "id": "aa678d31", + "id": "0cfa8cc2", "metadata": {}, "outputs": [], "source": [ @@ -642,7 +642,7 @@ { "cell_type": "code", "execution_count": null, - "id": "3f697660", + "id": "3911fceb", "metadata": {}, "outputs": [], "source": [ @@ -651,7 +651,7 @@ }, { "cell_type": "markdown", - "id": "b49f9d03", + "id": "b0d15fed", "metadata": {}, "source": [ "These two different bindings of `pi` exist in different namespaces, each one implemented as a dictionary.\n", @@ -662,7 +662,7 @@ { "cell_type": "code", "execution_count": null, - "id": "bb7805f1", + "id": "5e664f20", "metadata": {}, "outputs": [], "source": [ @@ -674,7 +674,7 @@ { "cell_type": "code", "execution_count": null, - "id": "ddbd02bc", + "id": "f42bd98c", "metadata": {}, "outputs": [], "source": [ @@ -685,7 +685,7 @@ }, { "cell_type": "markdown", - "id": "3c390341", + "id": "66a96f0a", "metadata": {}, "source": [ "As you know, we access elements of the namespace using the dotted attribute notation" @@ -694,7 +694,7 @@ { "cell_type": "code", "execution_count": null, - "id": "f894f4fc", + "id": "0732a691", "metadata": {}, "outputs": [], "source": [ @@ -703,7 +703,7 @@ }, { "cell_type": "markdown", - "id": "859dcee9", + "id": "6a8ce20d", "metadata": {}, "source": [ "In fact this is entirely equivalent to `math.__dict__['pi']`" @@ -712,7 +712,7 @@ { "cell_type": "code", "execution_count": null, - "id": "56c66d9b", + "id": "7404cd24", "metadata": {}, "outputs": [], "source": [ @@ -721,7 +721,7 @@ }, { "cell_type": "markdown", - "id": "00aed448", + "id": "bb9abb7d", "metadata": {}, "source": [ "### Viewing Namespaces\n", @@ -734,7 +734,7 @@ { "cell_type": "code", "execution_count": null, - "id": "36b5a486", + "id": "67ff83c0", "metadata": {}, "outputs": [], "source": [ @@ -743,7 +743,7 @@ }, { "cell_type": "markdown", - "id": "df8f5406", + "id": "0ab674bd", "metadata": {}, "source": [ "If you just want to see the names, you can type" @@ -752,7 +752,7 @@ { "cell_type": "code", "execution_count": null, - "id": "77c716d3", + "id": "4be43817", "metadata": {}, "outputs": [], "source": [ @@ -762,7 +762,7 @@ }, { "cell_type": "markdown", - "id": "6ddec768", + "id": "96851988", "metadata": {}, "source": [ "Notice the special names `__doc__` and `__name__`.\n", @@ -776,7 +776,7 @@ { "cell_type": "code", "execution_count": null, - "id": "af346be4", + "id": "50ceecea", "metadata": {}, "outputs": [], "source": [ @@ -786,7 +786,7 @@ { "cell_type": "code", "execution_count": null, - "id": "e2a2a12b", + "id": "3064151f", "metadata": {}, "outputs": [], "source": [ @@ -795,7 +795,7 @@ }, { "cell_type": "markdown", - "id": "fe009641", + "id": "5810b7f1", "metadata": {}, "source": [ "### Interactive Sessions\n", @@ -815,7 +815,7 @@ { "cell_type": "code", "execution_count": null, - "id": "910f2837", + "id": "d53afa3d", "metadata": {}, "outputs": [], "source": [ @@ -824,7 +824,7 @@ }, { "cell_type": "markdown", - "id": "1c7efd57", + "id": "f6300354", "metadata": {}, "source": [ "When we run a script using IPython's `run` command, the contents of the file are executed as part of `__main__` too.\n", @@ -835,7 +835,7 @@ { "cell_type": "code", "execution_count": null, - "id": "c99e2e33", + "id": "36ecdd27", "metadata": {}, "outputs": [], "source": [ @@ -845,7 +845,7 @@ }, { "cell_type": "markdown", - "id": "72eee9e1", + "id": "48629c22", "metadata": {}, "source": [ "Now let's look at two different ways of running it in IPython" @@ -854,7 +854,7 @@ { "cell_type": "code", "execution_count": null, - "id": "e8b13947", + "id": "f3cb8071", "metadata": {}, "outputs": [], "source": [ @@ -864,7 +864,7 @@ { "cell_type": "code", "execution_count": null, - "id": "33daf7e2", + "id": "812ae80c", "metadata": {}, "outputs": [], "source": [ @@ -873,7 +873,7 @@ }, { "cell_type": "markdown", - "id": "0f6b9d50", + "id": "bcb8a73c", "metadata": {}, "source": [ "In the second case, the code is executed as part of `__main__`, so `__name__` is equal to `__main__`.\n", @@ -889,7 +889,7 @@ { "cell_type": "code", "execution_count": null, - "id": "c62b971c", + "id": "2e2ad6ce", "metadata": {}, "outputs": [], "source": [ @@ -903,7 +903,7 @@ }, { "cell_type": "markdown", - "id": "944b905f", + "id": "98c7d275", "metadata": {}, "source": [ "### The Global Namespace\n", @@ -956,7 +956,7 @@ { "cell_type": "code", "execution_count": null, - "id": "53ea8f18", + "id": "53309de7", "metadata": {}, "outputs": [], "source": [ @@ -968,7 +968,7 @@ }, { "cell_type": "markdown", - "id": "b6f03e62", + "id": "6428be61", "metadata": {}, "source": [ "Now let's call the function" @@ -977,7 +977,7 @@ { "cell_type": "code", "execution_count": null, - "id": "9d9f9ba9", + "id": "45e5bcdc", "metadata": {}, "outputs": [], "source": [ @@ -986,7 +986,7 @@ }, { "cell_type": "markdown", - "id": "e4b663e1", + "id": "df59eb6f", "metadata": {}, "source": [ "You can see the local namespace of `f` before it is destroyed.\n", @@ -1007,7 +1007,7 @@ { "cell_type": "code", "execution_count": null, - "id": "d87232c7", + "id": "794e9691", "metadata": {}, "outputs": [], "source": [ @@ -1018,7 +1018,7 @@ { "cell_type": "code", "execution_count": null, - "id": "2bd1cab3", + "id": "4899cb19", "metadata": {}, "outputs": [], "source": [ @@ -1028,7 +1028,7 @@ }, { "cell_type": "markdown", - "id": "dd7963ef", + "id": "803d0407", "metadata": {}, "source": [ "We can access elements of the namespace as follows" @@ -1037,7 +1037,7 @@ { "cell_type": "code", "execution_count": null, - "id": "0320e863", + "id": "1ce8e27d", "metadata": {}, "outputs": [], "source": [ @@ -1046,7 +1046,7 @@ }, { "cell_type": "markdown", - "id": "9c655f8a", + "id": "ae6083e5", "metadata": {}, "source": [ "But `__builtins__` is special, because we can always access them directly as well" @@ -1055,7 +1055,7 @@ { "cell_type": "code", "execution_count": null, - "id": "fb83e010", + "id": "f267f83c", "metadata": {}, "outputs": [], "source": [ @@ -1065,7 +1065,7 @@ { "cell_type": "code", "execution_count": null, - "id": "8340c843", + "id": "80487f99", "metadata": {}, "outputs": [], "source": [ @@ -1074,7 +1074,7 @@ }, { "cell_type": "markdown", - "id": "c26de818", + "id": "86ebcd48", "metadata": {}, "source": [ "The next section explains how this works ...\n", @@ -1114,7 +1114,7 @@ { "cell_type": "code", "execution_count": null, - "id": "52ea073f", + "id": "e6325e73", "metadata": {}, "outputs": [], "source": [ @@ -1128,7 +1128,7 @@ }, { "cell_type": "markdown", - "id": "00c40fd1", + "id": "bb644c54", "metadata": {}, "source": [ "Here `f` is the *enclosing function* for `g`, and each function gets its\n", @@ -1159,7 +1159,7 @@ { "cell_type": "code", "execution_count": null, - "id": "dbd65bd2", + "id": "05145635", "metadata": {}, "outputs": [], "source": [ @@ -1176,7 +1176,7 @@ }, { "cell_type": "markdown", - "id": "398733f1", + "id": "48e6e1a6", "metadata": {}, "source": [ "What happens when we run this script?" @@ -1185,7 +1185,7 @@ { "cell_type": "code", "execution_count": null, - "id": "22f97496", + "id": "4b98a173", "metadata": {}, "outputs": [], "source": [ @@ -1194,7 +1194,7 @@ }, { "cell_type": "markdown", - "id": "db3f78b9", + "id": "68b49688", "metadata": {}, "source": [ "First,\n", @@ -1246,7 +1246,7 @@ { "cell_type": "code", "execution_count": null, - "id": "ea90655a", + "id": "1523c5a9", "metadata": {}, "outputs": [], "source": [ @@ -1260,7 +1260,7 @@ }, { "cell_type": "markdown", - "id": "f29d944f", + "id": "a4a88559", "metadata": {}, "source": [ "We now understand what will happen here: The code prints `2` as the value of `f(x)` and `1` as the value of `x`.\n", @@ -1279,7 +1279,7 @@ { "cell_type": "code", "execution_count": null, - "id": "b5f3ed31", + "id": "20d8f648", "metadata": {}, "outputs": [], "source": [ @@ -1293,7 +1293,7 @@ }, { "cell_type": "markdown", - "id": "c9ac7376", + "id": "3031d71e", "metadata": {}, "source": [ "This prints `[2]` as the value of `f(x)` and *same* for `x`.\n", @@ -1330,7 +1330,7 @@ { "cell_type": "code", "execution_count": null, - "id": "fd7f098a", + "id": "49e3673f", "metadata": {}, "outputs": [], "source": [ @@ -1346,7 +1346,7 @@ }, { "cell_type": "markdown", - "id": "2912f079", + "id": "64a8d45f", "metadata": {}, "source": [ "* Within `f(x)`\n", @@ -1392,7 +1392,7 @@ { "cell_type": "code", "execution_count": null, - "id": "47d385d9", + "id": "c06fd11a", "metadata": {}, "outputs": [], "source": [ @@ -1403,7 +1403,7 @@ { "cell_type": "code", "execution_count": null, - "id": "12d35d38", + "id": "0551ac25", "metadata": {}, "outputs": [], "source": [ @@ -1414,7 +1414,7 @@ { "cell_type": "code", "execution_count": null, - "id": "8453ac3e", + "id": "c26f4799", "metadata": {}, "outputs": [], "source": [ @@ -1424,7 +1424,7 @@ { "cell_type": "code", "execution_count": null, - "id": "e2f4d7a6", + "id": "25a86ace", "metadata": {}, "outputs": [], "source": [ @@ -1434,7 +1434,7 @@ { "cell_type": "code", "execution_count": null, - "id": "7fec1570", + "id": "b71a834d", "metadata": {}, "outputs": [], "source": [ @@ -1443,7 +1443,7 @@ }, { "cell_type": "markdown", - "id": "e84ac50c", + "id": "e26b3a2f", "metadata": {}, "source": [ "We can see that `f` has type, identity, attributes and so on---just like any other object.\n", @@ -1456,7 +1456,7 @@ { "cell_type": "code", "execution_count": null, - "id": "60f96777", + "id": "100237ab", "metadata": {}, "outputs": [], "source": [ @@ -1465,7 +1465,7 @@ }, { "cell_type": "markdown", - "id": "71a59940", + "id": "f07fb35d", "metadata": {}, "source": [ "Another is the `__dir__` method, which returns a list of attributes.\n", @@ -1476,7 +1476,7 @@ { "cell_type": "code", "execution_count": null, - "id": "9d49ee90", + "id": "8e3b0192", "metadata": {}, "outputs": [], "source": [ @@ -1485,7 +1485,7 @@ }, { "cell_type": "markdown", - "id": "8fb84b46", + "id": "f795be14", "metadata": {}, "source": [ "Modules loaded into memory are also treated as objects" @@ -1494,7 +1494,7 @@ { "cell_type": "code", "execution_count": null, - "id": "705fffc8", + "id": "d5592268", "metadata": {}, "outputs": [], "source": [ @@ -1505,7 +1505,7 @@ }, { "cell_type": "markdown", - "id": "26287806", + "id": "fe8f4f4a", "metadata": {}, "source": [ "We can find `math` in our global namespace after the import" @@ -1514,7 +1514,7 @@ { "cell_type": "code", "execution_count": null, - "id": "43de2f2b", + "id": "5fdf24ff", "metadata": {}, "outputs": [], "source": [ @@ -1523,7 +1523,7 @@ }, { "cell_type": "markdown", - "id": "c94387b7", + "id": "8a8eb272", "metadata": {}, "source": [ "We can also find all objects associated with the `math` module in the private namespace of `math`" @@ -1532,7 +1532,7 @@ { "cell_type": "code", "execution_count": null, - "id": "f12e2092", + "id": "a4c654bf", "metadata": {}, "outputs": [], "source": [ @@ -1541,7 +1541,7 @@ }, { "cell_type": "markdown", - "id": "80b49ae1", + "id": "a8ec4967", "metadata": {}, "source": [ "We can also directly import objects to our current namespace using `from ... import ...`" @@ -1550,7 +1550,7 @@ { "cell_type": "code", "execution_count": null, - "id": "3f07128d", + "id": "d6a9ad2e", "metadata": {}, "outputs": [], "source": [ @@ -1561,7 +1561,7 @@ }, { "cell_type": "markdown", - "id": "020203d4", + "id": "0dcd7065", "metadata": {}, "source": [ "We can find these names appear in the current namespace now.\n", @@ -1600,7 +1600,7 @@ { "cell_type": "code", "execution_count": null, - "id": "e84ee6ed", + "id": "b89940b1", "metadata": {}, "outputs": [], "source": [ @@ -1609,7 +1609,7 @@ }, { "cell_type": "markdown", - "id": "7ae33d91", + "id": "e7808659", "metadata": {}, "source": [ "*2.* You can use the built-in function `dir()`" @@ -1618,7 +1618,7 @@ { "cell_type": "code", "execution_count": null, - "id": "8f036bca", + "id": "a1c9fb8a", "metadata": {}, "outputs": [], "source": [ @@ -1627,7 +1627,7 @@ }, { "cell_type": "markdown", - "id": "65f0ea55", + "id": "57ad1272", "metadata": {}, "source": [ "*3.* Since the boolean data type is a primitive type, you can also find it in the built-in namespace" @@ -1636,7 +1636,7 @@ { "cell_type": "code", "execution_count": null, - "id": "cd9f1152", + "id": "0f333486", "metadata": {}, "outputs": [], "source": [ @@ -1645,7 +1645,7 @@ }, { "cell_type": "markdown", - "id": "712ea8ba", + "id": "ce24e526", "metadata": {}, "source": [ "Next, we can use a `for` loop to filter out attributes that are callable" @@ -1654,7 +1654,7 @@ { "cell_type": "code", "execution_count": null, - "id": "5e196889", + "id": "4fcf15af", "metadata": {}, "outputs": [], "source": [ @@ -1670,7 +1670,7 @@ }, { "cell_type": "markdown", - "id": "3949ad41", + "id": "d45af2aa", "metadata": {}, "source": [ "Here is a one-line solution" @@ -1679,7 +1679,7 @@ { "cell_type": "code", "execution_count": null, - "id": "d73536ed", + "id": "a4a2acca", "metadata": {}, "outputs": [], "source": [ @@ -1688,7 +1688,7 @@ }, { "cell_type": "markdown", - "id": "ddc8fe7a", + "id": "8b3cda80", "metadata": {}, "source": [ "You can explore these methods and see what they are used for.\n", diff --git a/_sources/pandas.ipynb b/_sources/pandas.ipynb index 183e8d4d..a1ebe99e 100644 --- a/_sources/pandas.ipynb +++ b/_sources/pandas.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "markdown", - "id": "98c1ec50", + "id": "e63abb34", "metadata": {}, "source": [ "(pd)=\n", @@ -29,7 +29,7 @@ { "cell_type": "code", "execution_count": null, - "id": "658be019", + "id": "44f00958", "metadata": { "tags": [ "hide-output" @@ -43,7 +43,7 @@ }, { "cell_type": "markdown", - "id": "6f5c6bb9", + "id": "c3db4636", "metadata": {}, "source": [ "## Overview\n", @@ -81,7 +81,7 @@ { "cell_type": "code", "execution_count": null, - "id": "8436eb62", + "id": "2a02c55b", "metadata": {}, "outputs": [], "source": [ @@ -95,7 +95,7 @@ }, { "cell_type": "markdown", - "id": "8b1b218c", + "id": "92fe8f30", "metadata": {}, "source": [ "Two important data types defined by pandas are `Series` and `DataFrame`.\n", @@ -118,7 +118,7 @@ { "cell_type": "code", "execution_count": null, - "id": "ae3447eb", + "id": "6e737574", "metadata": {}, "outputs": [], "source": [ @@ -128,7 +128,7 @@ }, { "cell_type": "markdown", - "id": "5b608f23", + "id": "fdce6904", "metadata": {}, "source": [ "Here you can imagine the indices `0, 1, 2, 3` as indexing four listed\n", @@ -141,7 +141,7 @@ { "cell_type": "code", "execution_count": null, - "id": "01677511", + "id": "6e65311d", "metadata": {}, "outputs": [], "source": [ @@ -151,7 +151,7 @@ { "cell_type": "code", "execution_count": null, - "id": "a4016438", + "id": "c690b520", "metadata": {}, "outputs": [], "source": [ @@ -160,7 +160,7 @@ }, { "cell_type": "markdown", - "id": "d2bbc508", + "id": "5bbb2bf6", "metadata": {}, "source": [ "But `Series` provide more than NumPy arrays.\n", @@ -171,7 +171,7 @@ { "cell_type": "code", "execution_count": null, - "id": "1aff3811", + "id": "6725309f", "metadata": {}, "outputs": [], "source": [ @@ -180,7 +180,7 @@ }, { "cell_type": "markdown", - "id": "8093dc7b", + "id": "cf16ac01", "metadata": {}, "source": [ "But their indices are more flexible" @@ -189,7 +189,7 @@ { "cell_type": "code", "execution_count": null, - "id": "3115ec74", + "id": "27961590", "metadata": {}, "outputs": [], "source": [ @@ -199,7 +199,7 @@ }, { "cell_type": "markdown", - "id": "e5319c19", + "id": "adef71c6", "metadata": {}, "source": [ "Viewed in this way, `Series` are like fast, efficient Python dictionaries\n", @@ -212,7 +212,7 @@ { "cell_type": "code", "execution_count": null, - "id": "9690d120", + "id": "f11bf8be", "metadata": {}, "outputs": [], "source": [ @@ -222,7 +222,7 @@ { "cell_type": "code", "execution_count": null, - "id": "1525ef90", + "id": "1f6ea851", "metadata": {}, "outputs": [], "source": [ @@ -233,7 +233,7 @@ { "cell_type": "code", "execution_count": null, - "id": "6c02097e", + "id": "ca8a9462", "metadata": {}, "outputs": [], "source": [ @@ -242,7 +242,7 @@ }, { "cell_type": "markdown", - "id": "709be15b", + "id": "20eb1899", "metadata": {}, "source": [ "## DataFrames\n", @@ -275,7 +275,7 @@ { "cell_type": "code", "execution_count": null, - "id": "50903848", + "id": "28d88d53", "metadata": {}, "outputs": [], "source": [ @@ -285,7 +285,7 @@ }, { "cell_type": "markdown", - "id": "2dd32678", + "id": "65565f53", "metadata": {}, "source": [ "Here's the content of `test_pwt.csv`" @@ -294,7 +294,7 @@ { "cell_type": "code", "execution_count": null, - "id": "7b32440f", + "id": "27135edd", "metadata": {}, "outputs": [], "source": [ @@ -303,7 +303,7 @@ }, { "cell_type": "markdown", - "id": "ad61a6b9", + "id": "b43ba9d5", "metadata": {}, "source": [ "### Select Data by Position\n", @@ -316,7 +316,7 @@ { "cell_type": "code", "execution_count": null, - "id": "c309166a", + "id": "83ee58a9", "metadata": {}, "outputs": [], "source": [ @@ -325,7 +325,7 @@ }, { "cell_type": "markdown", - "id": "9a7415b0", + "id": "c4b3e9b8", "metadata": {}, "source": [ "To select columns, we can pass a list containing the names of the desired columns represented as strings" @@ -334,7 +334,7 @@ { "cell_type": "code", "execution_count": null, - "id": "b6443167", + "id": "75a9c5cd", "metadata": {}, "outputs": [], "source": [ @@ -343,7 +343,7 @@ }, { "cell_type": "markdown", - "id": "deee41f0", + "id": "f9a3e471", "metadata": {}, "source": [ "To select both rows and columns using integers, the `iloc` attribute should be used with the format `.iloc[rows, columns]`." @@ -352,7 +352,7 @@ { "cell_type": "code", "execution_count": null, - "id": "c893fc4b", + "id": "8d56cbe7", "metadata": {}, "outputs": [], "source": [ @@ -361,7 +361,7 @@ }, { "cell_type": "markdown", - "id": "ef2ffd49", + "id": "831e1ed0", "metadata": {}, "source": [ "To select rows and columns using a mixture of integers and labels, the `loc` attribute can be used in a similar way" @@ -370,7 +370,7 @@ { "cell_type": "code", "execution_count": null, - "id": "205c427a", + "id": "e3007d68", "metadata": {}, "outputs": [], "source": [ @@ -379,7 +379,7 @@ }, { "cell_type": "markdown", - "id": "b1417b46", + "id": "6f23bb08", "metadata": {}, "source": [ "### Select Data by Conditions\n", @@ -394,7 +394,7 @@ { "cell_type": "code", "execution_count": null, - "id": "38915ab2", + "id": "9181337d", "metadata": {}, "outputs": [], "source": [ @@ -403,7 +403,7 @@ }, { "cell_type": "markdown", - "id": "a56a9c58", + "id": "362d4408", "metadata": {}, "source": [ "To understand what is going on here, notice that `df.POP >= 20000` returns a series of boolean values." @@ -412,7 +412,7 @@ { "cell_type": "code", "execution_count": null, - "id": "4509b464", + "id": "695f6d8a", "metadata": {}, "outputs": [], "source": [ @@ -421,7 +421,7 @@ }, { "cell_type": "markdown", - "id": "82bdb91e", + "id": "ae1259b1", "metadata": {}, "source": [ "In this case, `df[___]` takes a series of boolean values and only returns rows with the `True` values.\n", @@ -432,7 +432,7 @@ { "cell_type": "code", "execution_count": null, - "id": "7e34b437", + "id": "6f02f4b9", "metadata": {}, "outputs": [], "source": [ @@ -441,7 +441,7 @@ }, { "cell_type": "markdown", - "id": "94d25264", + "id": "09ab5691", "metadata": {}, "source": [ "However, there is another way of doing the same thing, which can be slightly faster for large dataframes, with more natural syntax." @@ -450,7 +450,7 @@ { "cell_type": "code", "execution_count": null, - "id": "a87b4286", + "id": "5c6ddfaa", "metadata": {}, "outputs": [], "source": [ @@ -461,7 +461,7 @@ { "cell_type": "code", "execution_count": null, - "id": "73e3a84e", + "id": "d2460ed0", "metadata": {}, "outputs": [], "source": [ @@ -470,7 +470,7 @@ }, { "cell_type": "markdown", - "id": "ab4b917e", + "id": "aa8b9468", "metadata": {}, "source": [ "We can also allow arithmetic operations between different columns." @@ -479,7 +479,7 @@ { "cell_type": "code", "execution_count": null, - "id": "20466746", + "id": "9937f3a2", "metadata": {}, "outputs": [], "source": [ @@ -489,7 +489,7 @@ { "cell_type": "code", "execution_count": null, - "id": "de13db40", + "id": "2bdd51b2", "metadata": {}, "outputs": [], "source": [ @@ -499,7 +499,7 @@ }, { "cell_type": "markdown", - "id": "e7ea750b", + "id": "dc37409b", "metadata": {}, "source": [ "For example, we can use the conditioning to select the country with the largest household consumption - gdp share `cc`." @@ -508,7 +508,7 @@ { "cell_type": "code", "execution_count": null, - "id": "b9825d0d", + "id": "54b268ac", "metadata": {}, "outputs": [], "source": [ @@ -517,7 +517,7 @@ }, { "cell_type": "markdown", - "id": "2d72758b", + "id": "5ee7aec9", "metadata": {}, "source": [ "When we only want to look at certain columns of a selected sub-dataframe, we can use the above conditions with the `.loc[__ , __]` command.\n", @@ -528,7 +528,7 @@ { "cell_type": "code", "execution_count": null, - "id": "265bde46", + "id": "5624b227", "metadata": {}, "outputs": [], "source": [ @@ -537,7 +537,7 @@ }, { "cell_type": "markdown", - "id": "eed68dd9", + "id": "0f35ca75", "metadata": {}, "source": [ "**Application: Subsetting Dataframe**\n", @@ -554,7 +554,7 @@ { "cell_type": "code", "execution_count": null, - "id": "71af92bf", + "id": "8a07f8ac", "metadata": {}, "outputs": [], "source": [ @@ -564,7 +564,7 @@ }, { "cell_type": "markdown", - "id": "7014f814", + "id": "bc7701bf", "metadata": {}, "source": [ "We can then save the smaller dataset for further analysis.\n", @@ -589,7 +589,7 @@ { "cell_type": "code", "execution_count": null, - "id": "a1da1e77", + "id": "92c5741e", "metadata": {}, "outputs": [], "source": [ @@ -598,7 +598,7 @@ }, { "cell_type": "markdown", - "id": "5b67c872", + "id": "31fba109", "metadata": {}, "source": [ "This line of code applies the `max` function to all selected columns.\n", @@ -611,7 +611,7 @@ { "cell_type": "code", "execution_count": null, - "id": "e3b334db", + "id": "80b0d56e", "metadata": {}, "outputs": [], "source": [ @@ -620,7 +620,7 @@ }, { "cell_type": "markdown", - "id": "098add38", + "id": "a9464ec1", "metadata": {}, "source": [ "```{note}\n", @@ -636,7 +636,7 @@ { "cell_type": "code", "execution_count": null, - "id": "275222ee", + "id": "1f42de40", "metadata": {}, "outputs": [], "source": [ @@ -647,7 +647,7 @@ }, { "cell_type": "markdown", - "id": "cbb6f46b", + "id": "d9ea6dbf", "metadata": {}, "source": [ "`df.apply()` here returns a series of boolean values rows that satisfies the condition specified in the if-else statement.\n", @@ -658,7 +658,7 @@ { "cell_type": "code", "execution_count": null, - "id": "2ed0a4ee", + "id": "29f4a868", "metadata": {}, "outputs": [], "source": [ @@ -667,7 +667,7 @@ }, { "cell_type": "markdown", - "id": "cd5b5652", + "id": "49384295", "metadata": {}, "source": [ "When we apply this condition to the dataframe, the result will be" @@ -676,7 +676,7 @@ { "cell_type": "code", "execution_count": null, - "id": "bf725cad", + "id": "c3a06073", "metadata": {}, "outputs": [], "source": [ @@ -685,7 +685,7 @@ }, { "cell_type": "markdown", - "id": "1011759e", + "id": "7309d946", "metadata": {}, "source": [ "### Make Changes in DataFrames\n", @@ -699,7 +699,7 @@ { "cell_type": "code", "execution_count": null, - "id": "32e3b41e", + "id": "81a849aa", "metadata": {}, "outputs": [], "source": [ @@ -708,7 +708,7 @@ }, { "cell_type": "markdown", - "id": "84e4a219", + "id": "72571661", "metadata": {}, "source": [ "**2.** We can simply use `.loc[]` to specify the column that we want to modify, and assign values" @@ -717,7 +717,7 @@ { "cell_type": "code", "execution_count": null, - "id": "871f7756", + "id": "e3713191", "metadata": {}, "outputs": [], "source": [ @@ -727,7 +727,7 @@ }, { "cell_type": "markdown", - "id": "36ec362a", + "id": "8dae6eec", "metadata": {}, "source": [ "**3.** We can use the `.apply()` method to modify *rows/columns as a whole*" @@ -736,7 +736,7 @@ { "cell_type": "code", "execution_count": null, - "id": "f92e4d84", + "id": "b0ee4eea", "metadata": {}, "outputs": [], "source": [ @@ -753,7 +753,7 @@ }, { "cell_type": "markdown", - "id": "e8a3f6e4", + "id": "b89d0e7a", "metadata": {}, "source": [ "**4.** We can use the `.applymap()` method to modify all *individual entries* in the dataframe altogether." @@ -762,7 +762,7 @@ { "cell_type": "code", "execution_count": null, - "id": "44cb478b", + "id": "e5b2383d", "metadata": {}, "outputs": [], "source": [ @@ -772,7 +772,7 @@ }, { "cell_type": "markdown", - "id": "119bd19f", + "id": "fb00f552", "metadata": {}, "source": [ "**Application: Missing Value Imputation**\n", @@ -785,7 +785,7 @@ { "cell_type": "code", "execution_count": null, - "id": "bd921276", + "id": "076cde85", "metadata": {}, "outputs": [], "source": [ @@ -797,7 +797,7 @@ }, { "cell_type": "markdown", - "id": "b50ae6fe", + "id": "ff0660be", "metadata": {}, "source": [ "The `zip()` function here creates pairs of values from the two lists (i.e. [0,3], [3,4] ...)\n", @@ -808,7 +808,7 @@ { "cell_type": "code", "execution_count": null, - "id": "0d442d0c", + "id": "7bd0ac60", "metadata": {}, "outputs": [], "source": [ @@ -824,7 +824,7 @@ }, { "cell_type": "markdown", - "id": "8fa249ca", + "id": "a09622e8", "metadata": {}, "source": [ "Pandas also provides us with convenient methods to replace missing values.\n", @@ -835,7 +835,7 @@ { "cell_type": "code", "execution_count": null, - "id": "6e521cce", + "id": "cb0206ad", "metadata": {}, "outputs": [], "source": [ @@ -845,7 +845,7 @@ }, { "cell_type": "markdown", - "id": "d87e197f", + "id": "646aac28", "metadata": {}, "source": [ "Missing value imputation is a big area in data science involving various machine learning techniques.\n", @@ -862,7 +862,7 @@ { "cell_type": "code", "execution_count": null, - "id": "c798d94d", + "id": "c4295104", "metadata": {}, "outputs": [], "source": [ @@ -872,7 +872,7 @@ }, { "cell_type": "markdown", - "id": "73a2f8de", + "id": "0dfcbdf7", "metadata": {}, "source": [ "Here the index `0, 1,..., 7` is redundant because we can use the country names as an index.\n", @@ -883,7 +883,7 @@ { "cell_type": "code", "execution_count": null, - "id": "e657a816", + "id": "bed1127a", "metadata": {}, "outputs": [], "source": [ @@ -893,7 +893,7 @@ }, { "cell_type": "markdown", - "id": "c2fac14f", + "id": "100e048c", "metadata": {}, "source": [ "Let's give the columns slightly better names" @@ -902,7 +902,7 @@ { "cell_type": "code", "execution_count": null, - "id": "ecf1a8bc", + "id": "a7aec14d", "metadata": {}, "outputs": [], "source": [ @@ -912,7 +912,7 @@ }, { "cell_type": "markdown", - "id": "2ecccf6c", + "id": "5a9de8eb", "metadata": {}, "source": [ "The `population` variable is in thousands, let's revert to single units" @@ -921,7 +921,7 @@ { "cell_type": "code", "execution_count": null, - "id": "effa53bc", + "id": "4c64a267", "metadata": {}, "outputs": [], "source": [ @@ -931,7 +931,7 @@ }, { "cell_type": "markdown", - "id": "9f8866f5", + "id": "e37d73d1", "metadata": {}, "source": [ "Next, we're going to add a column showing real GDP per capita, multiplying by 1,000,000 as we go because total GDP is in millions" @@ -940,7 +940,7 @@ { "cell_type": "code", "execution_count": null, - "id": "e6e7732e", + "id": "ea596675", "metadata": {}, "outputs": [], "source": [ @@ -950,7 +950,7 @@ }, { "cell_type": "markdown", - "id": "d7e8ac6d", + "id": "ec801095", "metadata": {}, "source": [ "One of the nice things about pandas `DataFrame` and `Series` objects is that they have methods for plotting and visualization that work through Matplotlib.\n", @@ -961,7 +961,7 @@ { "cell_type": "code", "execution_count": null, - "id": "c0a88035", + "id": "237ac6c2", "metadata": {}, "outputs": [], "source": [ @@ -973,7 +973,7 @@ }, { "cell_type": "markdown", - "id": "f5593d0e", + "id": "ea4a6af8", "metadata": {}, "source": [ "At the moment the data frame is ordered alphabetically on the countries---let's change it to GDP per capita" @@ -982,7 +982,7 @@ { "cell_type": "code", "execution_count": null, - "id": "1c8746d8", + "id": "7e0e5de4", "metadata": {}, "outputs": [], "source": [ @@ -992,7 +992,7 @@ }, { "cell_type": "markdown", - "id": "a30292a1", + "id": "8d3a5f94", "metadata": {}, "source": [ "Plotting as before now yields" @@ -1001,7 +1001,7 @@ { "cell_type": "code", "execution_count": null, - "id": "72783c89", + "id": "24dcc58c", "metadata": {}, "outputs": [], "source": [ @@ -1013,7 +1013,7 @@ }, { "cell_type": "markdown", - "id": "8c8744bb", + "id": "b880cbb0", "metadata": {}, "source": [ "## On-Line Data Sources\n", @@ -1057,7 +1057,7 @@ { "cell_type": "code", "execution_count": null, - "id": "9781d462", + "id": "6a163b6a", "metadata": {}, "outputs": [], "source": [ @@ -1066,7 +1066,7 @@ }, { "cell_type": "markdown", - "id": "4cb755a0", + "id": "61f82794", "metadata": {}, "source": [ "If there's no error message, then the call has succeeded.\n", @@ -1087,7 +1087,7 @@ { "cell_type": "code", "execution_count": null, - "id": "72415694", + "id": "f7bd9943", "metadata": {}, "outputs": [], "source": [ @@ -1099,7 +1099,7 @@ { "cell_type": "code", "execution_count": null, - "id": "0e6f4ad2", + "id": "f5863598", "metadata": {}, "outputs": [], "source": [ @@ -1109,7 +1109,7 @@ { "cell_type": "code", "execution_count": null, - "id": "d501932b", + "id": "b9f6da1d", "metadata": {}, "outputs": [], "source": [ @@ -1118,7 +1118,7 @@ }, { "cell_type": "markdown", - "id": "ad24db38", + "id": "e0f3f643", "metadata": {}, "source": [ "We could now write some additional code to parse this text and store it as an array.\n", @@ -1131,7 +1131,7 @@ { "cell_type": "code", "execution_count": null, - "id": "840585a0", + "id": "9774eb60", "metadata": {}, "outputs": [], "source": [ @@ -1140,7 +1140,7 @@ }, { "cell_type": "markdown", - "id": "f6596909", + "id": "0f547830", "metadata": {}, "source": [ "The data has been read into a pandas DataFrame called `data` that we can now manipulate in the usual way" @@ -1149,7 +1149,7 @@ { "cell_type": "code", "execution_count": null, - "id": "8f49db4d", + "id": "7fb8e52d", "metadata": {}, "outputs": [], "source": [ @@ -1159,7 +1159,7 @@ { "cell_type": "code", "execution_count": null, - "id": "2edd84fa", + "id": "555640f9", "metadata": {}, "outputs": [], "source": [ @@ -1169,7 +1169,7 @@ { "cell_type": "code", "execution_count": null, - "id": "fbc65050", + "id": "104e9c7c", "metadata": {}, "outputs": [], "source": [ @@ -1179,7 +1179,7 @@ }, { "cell_type": "markdown", - "id": "aa7bd2ae", + "id": "c154ad38", "metadata": {}, "source": [ "We can also plot the unemployment rate from 2006 to 2012 as follows" @@ -1188,7 +1188,7 @@ { "cell_type": "code", "execution_count": null, - "id": "f465aeb3", + "id": "58274094", "metadata": {}, "outputs": [], "source": [ @@ -1200,7 +1200,7 @@ }, { "cell_type": "markdown", - "id": "f809b71e", + "id": "7aaf745d", "metadata": {}, "source": [ "Note that pandas offers many other file type alternatives.\n", @@ -1239,7 +1239,7 @@ { "cell_type": "code", "execution_count": null, - "id": "6a176465", + "id": "e70b3a8b", "metadata": {}, "outputs": [], "source": [ @@ -1256,7 +1256,7 @@ }, { "cell_type": "markdown", - "id": "e7cb5871", + "id": "dbfef993", "metadata": {}, "source": [ "The [documentation](https://pandas-datareader.readthedocs.io/en/latest/index.html) provides more details on how to access various data sources.\n", @@ -1273,7 +1273,7 @@ { "cell_type": "code", "execution_count": null, - "id": "9827ec5d", + "id": "ebdd34d9", "metadata": {}, "outputs": [], "source": [ @@ -1283,7 +1283,7 @@ }, { "cell_type": "markdown", - "id": "25398d8a", + "id": "b353cfde", "metadata": {}, "source": [ "Write a program to calculate the percentage price change over 2021 for the following shares:" @@ -1292,7 +1292,7 @@ { "cell_type": "code", "execution_count": null, - "id": "e726b620", + "id": "5d73b38c", "metadata": {}, "outputs": [], "source": [ @@ -1311,7 +1311,7 @@ }, { "cell_type": "markdown", - "id": "15d62a42", + "id": "da4e0058", "metadata": {}, "source": [ "Here's the first part of the program" @@ -1320,7 +1320,7 @@ { "cell_type": "code", "execution_count": null, - "id": "5d4129a3", + "id": "0341f2af", "metadata": {}, "outputs": [], "source": [ @@ -1350,7 +1350,7 @@ }, { "cell_type": "markdown", - "id": "38ad9e21", + "id": "149f1590", "metadata": {}, "source": [ "Complete the program to plot the result as a bar graph like this one:\n", @@ -1375,7 +1375,7 @@ { "cell_type": "code", "execution_count": null, - "id": "e7563c8f", + "id": "d669d760", "metadata": {}, "outputs": [], "source": [ @@ -1387,7 +1387,7 @@ }, { "cell_type": "markdown", - "id": "dee6b3f3", + "id": "5733ad4d", "metadata": {}, "source": [ "Alternatively you can use an inbuilt method `pct_change` and configure it to\n", @@ -1397,7 +1397,7 @@ { "cell_type": "code", "execution_count": null, - "id": "6fd104d8", + "id": "5fee9a58", "metadata": {}, "outputs": [], "source": [ @@ -1408,7 +1408,7 @@ }, { "cell_type": "markdown", - "id": "caa5baa7", + "id": "dd014d23", "metadata": {}, "source": [ "Then to plot the chart" @@ -1417,7 +1417,7 @@ { "cell_type": "code", "execution_count": null, - "id": "348b8697", + "id": "5003b6b0", "metadata": {}, "outputs": [], "source": [ @@ -1432,7 +1432,7 @@ }, { "cell_type": "markdown", - "id": "52c6f5e9", + "id": "0855ccae", "metadata": {}, "source": [ "```{solution-end}\n", @@ -1449,7 +1449,7 @@ { "cell_type": "code", "execution_count": null, - "id": "3c8dbb79", + "id": "b29a1d52", "metadata": {}, "outputs": [], "source": [ @@ -1461,7 +1461,7 @@ }, { "cell_type": "markdown", - "id": "f5fd25ac", + "id": "bcc773f9", "metadata": {}, "source": [ "Complete the program to show summary statistics and plot the result as a time series graph like this one:\n", @@ -1483,7 +1483,7 @@ { "cell_type": "code", "execution_count": null, - "id": "77636578", + "id": "7f5208c8", "metadata": {}, "outputs": [], "source": [ @@ -1496,7 +1496,7 @@ }, { "cell_type": "markdown", - "id": "7e2e5bb7", + "id": "d418c79a", "metadata": {}, "source": [ "Then, extract the first and last set of prices per year as DataFrames and calculate the yearly returns such as:" @@ -1505,7 +1505,7 @@ { "cell_type": "code", "execution_count": null, - "id": "1b4cb5d9", + "id": "21527ae8", "metadata": {}, "outputs": [], "source": [ @@ -1522,7 +1522,7 @@ }, { "cell_type": "markdown", - "id": "4e570736", + "id": "ec4fa448", "metadata": {}, "source": [ "Next, you can obtain summary statistics by using the method `describe`." @@ -1531,7 +1531,7 @@ { "cell_type": "code", "execution_count": null, - "id": "c7164029", + "id": "2bed7ad1", "metadata": {}, "outputs": [], "source": [ @@ -1540,7 +1540,7 @@ }, { "cell_type": "markdown", - "id": "27df30a2", + "id": "8ff9e47e", "metadata": {}, "source": [ "Then, to plot the chart" @@ -1549,7 +1549,7 @@ { "cell_type": "code", "execution_count": null, - "id": "8b61406d", + "id": "1e4fccd1", "metadata": {}, "outputs": [], "source": [ @@ -1566,7 +1566,7 @@ }, { "cell_type": "markdown", - "id": "59456209", + "id": "b4002ced", "metadata": {}, "source": [ "```{solution-end}\n", diff --git a/_sources/parallelization.ipynb b/_sources/parallelization.ipynb index 02efd69c..2a6fbc97 100644 --- a/_sources/parallelization.ipynb +++ b/_sources/parallelization.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "markdown", - "id": "723a6d57", + "id": "3dc86512", "metadata": {}, "source": [ "(parallel)=\n", @@ -26,7 +26,7 @@ { "cell_type": "code", "execution_count": null, - "id": "2dfc8983", + "id": "61912756", "metadata": { "tags": [ "hide-output" @@ -39,7 +39,7 @@ }, { "cell_type": "markdown", - "id": "3db70ed4", + "id": "062c6336", "metadata": {}, "source": [ "## Overview\n", @@ -73,7 +73,7 @@ { "cell_type": "code", "execution_count": null, - "id": "f1a5843c", + "id": "09c41d0c", "metadata": {}, "outputs": [], "source": [ @@ -86,7 +86,7 @@ }, { "cell_type": "markdown", - "id": "4adc28a5", + "id": "58253870", "metadata": {}, "source": [ "## Types of Parallelization\n", @@ -161,7 +161,7 @@ { "cell_type": "code", "execution_count": null, - "id": "df7d4ebc", + "id": "638d6daf", "metadata": {}, "outputs": [], "source": [ @@ -174,7 +174,7 @@ }, { "cell_type": "markdown", - "id": "0ad18aa8", + "id": "b21c5d9a", "metadata": {}, "source": [ "Now, let's look at the output of the htop system monitor on our machine while\n", @@ -200,7 +200,7 @@ { "cell_type": "code", "execution_count": null, - "id": "1fc7cb7c", + "id": "83921774", "metadata": {}, "outputs": [], "source": [ @@ -214,7 +214,7 @@ { "cell_type": "code", "execution_count": null, - "id": "c5685468", + "id": "b4e25523", "metadata": {}, "outputs": [], "source": [ @@ -223,7 +223,7 @@ }, { "cell_type": "markdown", - "id": "ad49fbbf", + "id": "83570fce", "metadata": {}, "source": [ "If you have a system monitor such as htop (Linux/Mac) or perfmon\n", @@ -248,7 +248,7 @@ { "cell_type": "code", "execution_count": null, - "id": "00928637", + "id": "11c50ca2", "metadata": {}, "outputs": [], "source": [ @@ -264,7 +264,7 @@ { "cell_type": "code", "execution_count": null, - "id": "796cbca7", + "id": "0e770d33", "metadata": {}, "outputs": [], "source": [ @@ -273,7 +273,7 @@ }, { "cell_type": "markdown", - "id": "142646d7", + "id": "4a9b0117", "metadata": {}, "source": [ "At least on our machine, the difference in the speed between the\n", @@ -318,7 +318,7 @@ { "cell_type": "code", "execution_count": null, - "id": "150d93a5", + "id": "39e9edbc", "metadata": {}, "outputs": [], "source": [ @@ -332,7 +332,7 @@ { "cell_type": "code", "execution_count": null, - "id": "1b69eb37", + "id": "e6e7da31", "metadata": {}, "outputs": [], "source": [ @@ -341,7 +341,7 @@ }, { "cell_type": "markdown", - "id": "fdc6e931", + "id": "18c8c0f2", "metadata": {}, "source": [ "Now our code runs significantly faster than the NumPy version.\n", @@ -379,7 +379,7 @@ { "cell_type": "code", "execution_count": null, - "id": "f44a12f9", + "id": "f9e56da9", "metadata": {}, "outputs": [], "source": [ @@ -403,7 +403,7 @@ }, { "cell_type": "markdown", - "id": "d0e7a1d8", + "id": "c3d0ea2b", "metadata": {}, "source": [ "Let's have a look at how wealth evolves under this rule." @@ -412,7 +412,7 @@ { "cell_type": "code", "execution_count": null, - "id": "931aeea6", + "id": "adddfc0b", "metadata": {}, "outputs": [], "source": [ @@ -432,7 +432,7 @@ }, { "cell_type": "markdown", - "id": "5cbdbbf0", + "id": "89dd74cf", "metadata": {}, "source": [ "Now let's suppose that we have a large population of households and we want to\n", @@ -468,7 +468,7 @@ { "cell_type": "code", "execution_count": null, - "id": "7e81bb1b", + "id": "b247b39b", "metadata": {}, "outputs": [], "source": [ @@ -487,7 +487,7 @@ }, { "cell_type": "markdown", - "id": "e658f3b3", + "id": "61a85b4f", "metadata": {}, "source": [ "Let's see how fast this runs:" @@ -496,7 +496,7 @@ { "cell_type": "code", "execution_count": null, - "id": "7905b82a", + "id": "ffc59e94", "metadata": {}, "outputs": [], "source": [ @@ -506,7 +506,7 @@ }, { "cell_type": "markdown", - "id": "f69c56b9", + "id": "f48e8ca8", "metadata": {}, "source": [ "To speed this up, we're going to parallelize it via multithreading.\n", @@ -517,7 +517,7 @@ { "cell_type": "code", "execution_count": null, - "id": "d604717d", + "id": "5b06dabd", "metadata": {}, "outputs": [], "source": [ @@ -538,7 +538,7 @@ }, { "cell_type": "markdown", - "id": "7c2c87dc", + "id": "0f430262", "metadata": {}, "source": [ "Let's look at the timing:" @@ -547,7 +547,7 @@ { "cell_type": "code", "execution_count": null, - "id": "28253bbf", + "id": "afc33c08", "metadata": {}, "outputs": [], "source": [ @@ -557,7 +557,7 @@ }, { "cell_type": "markdown", - "id": "a2b23eb7", + "id": "73cebfff", "metadata": {}, "source": [ "The speed-up is significant.\n", @@ -611,7 +611,7 @@ { "cell_type": "code", "execution_count": null, - "id": "5159f89f", + "id": "616c2096", "metadata": {}, "outputs": [], "source": [ @@ -632,7 +632,7 @@ }, { "cell_type": "markdown", - "id": "e3158ba3", + "id": "6a458de6", "metadata": {}, "source": [ "Now let's see how fast it runs:" @@ -641,7 +641,7 @@ { "cell_type": "code", "execution_count": null, - "id": "57925fbc", + "id": "f53f61da", "metadata": {}, "outputs": [], "source": [ @@ -651,7 +651,7 @@ { "cell_type": "code", "execution_count": null, - "id": "6600367e", + "id": "9ce36362", "metadata": {}, "outputs": [], "source": [ @@ -660,7 +660,7 @@ }, { "cell_type": "markdown", - "id": "dc77684d", + "id": "e56cd770", "metadata": {}, "source": [ "By switching parallelization on and off (selecting `True` or\n", @@ -756,7 +756,7 @@ { "cell_type": "code", "execution_count": null, - "id": "ade7b12a", + "id": "e3ec4491", "metadata": {}, "outputs": [], "source": [ @@ -793,7 +793,7 @@ }, { "cell_type": "markdown", - "id": "7b87b9b4", + "id": "08a57278", "metadata": {}, "source": [ "Try swapping between `parallel=True` and `parallel=False` and noting the run time.\n", diff --git a/_sources/python_advanced_features.ipynb b/_sources/python_advanced_features.ipynb index db496403..072bae5f 100644 --- a/_sources/python_advanced_features.ipynb +++ b/_sources/python_advanced_features.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "markdown", - "id": "f7bb3bbf", + "id": "1eabb693", "metadata": {}, "source": [ "(python_advanced_features)=\n", @@ -61,7 +61,7 @@ { "cell_type": "code", "execution_count": null, - "id": "603ad5c4", + "id": "f7c8c21c", "metadata": {}, "outputs": [], "source": [ @@ -80,7 +80,7 @@ { "cell_type": "code", "execution_count": null, - "id": "80b8a886", + "id": "2fc87817", "metadata": {}, "outputs": [], "source": [ @@ -91,7 +91,7 @@ { "cell_type": "code", "execution_count": null, - "id": "ecfa8861", + "id": "bdbf5dc4", "metadata": {}, "outputs": [], "source": [ @@ -100,7 +100,7 @@ }, { "cell_type": "markdown", - "id": "3d4d7697", + "id": "30030aea", "metadata": {}, "source": [ "We see that file objects do indeed have a `__next__` method, and that calling this method returns the next line in the file.\n", @@ -112,7 +112,7 @@ { "cell_type": "code", "execution_count": null, - "id": "302d1ff1", + "id": "269cf1fa", "metadata": {}, "outputs": [], "source": [ @@ -121,7 +121,7 @@ }, { "cell_type": "markdown", - "id": "cbec51b0", + "id": "9e91b8f4", "metadata": {}, "source": [ "The objects returned by `enumerate()` are also iterators" @@ -130,7 +130,7 @@ { "cell_type": "code", "execution_count": null, - "id": "99972793", + "id": "eceae8b9", "metadata": {}, "outputs": [], "source": [ @@ -141,7 +141,7 @@ { "cell_type": "code", "execution_count": null, - "id": "0d94c7d7", + "id": "a43d7ab8", "metadata": {}, "outputs": [], "source": [ @@ -150,7 +150,7 @@ }, { "cell_type": "markdown", - "id": "77821faf", + "id": "6f314621", "metadata": {}, "source": [ "as are the reader objects from the `csv` module .\n", @@ -161,7 +161,7 @@ { "cell_type": "code", "execution_count": null, - "id": "e5a0fc76", + "id": "34562d3a", "metadata": {}, "outputs": [], "source": [ @@ -182,7 +182,7 @@ { "cell_type": "code", "execution_count": null, - "id": "be351106", + "id": "d061fdc5", "metadata": {}, "outputs": [], "source": [ @@ -196,7 +196,7 @@ { "cell_type": "code", "execution_count": null, - "id": "3b52cc94", + "id": "122298f3", "metadata": {}, "outputs": [], "source": [ @@ -205,7 +205,7 @@ }, { "cell_type": "markdown", - "id": "868dd8b1", + "id": "6a27ac24", "metadata": {}, "source": [ "### Iterators in For Loops\n", @@ -258,7 +258,7 @@ { "cell_type": "code", "execution_count": null, - "id": "96b5dcef", + "id": "0443a38e", "metadata": {}, "outputs": [], "source": [ @@ -268,7 +268,7 @@ }, { "cell_type": "markdown", - "id": "bb916191", + "id": "364f6d76", "metadata": {}, "source": [ "So does that mean that a list is an iterator?\n", @@ -279,7 +279,7 @@ { "cell_type": "code", "execution_count": null, - "id": "c9d12710", + "id": "902bac8f", "metadata": {}, "outputs": [], "source": [ @@ -290,7 +290,7 @@ { "cell_type": "code", "execution_count": null, - "id": "b2d16942", + "id": "4ab497ce", "metadata": { "tags": [ "raises-exception" @@ -303,7 +303,7 @@ }, { "cell_type": "markdown", - "id": "09b49845", + "id": "5bd1b408", "metadata": {}, "source": [ "So why can we iterate over a list in a `for` loop?\n", @@ -318,7 +318,7 @@ { "cell_type": "code", "execution_count": null, - "id": "004e579d", + "id": "ab78ffaf", "metadata": {}, "outputs": [], "source": [ @@ -329,7 +329,7 @@ { "cell_type": "code", "execution_count": null, - "id": "3750d1c8", + "id": "4ee67892", "metadata": {}, "outputs": [], "source": [ @@ -340,7 +340,7 @@ { "cell_type": "code", "execution_count": null, - "id": "8dea15e1", + "id": "69bd0e98", "metadata": {}, "outputs": [], "source": [ @@ -350,7 +350,7 @@ { "cell_type": "code", "execution_count": null, - "id": "d99a485b", + "id": "1ddd30cb", "metadata": {}, "outputs": [], "source": [ @@ -360,7 +360,7 @@ { "cell_type": "code", "execution_count": null, - "id": "ab1421a9", + "id": "5dca7ad7", "metadata": { "tags": [ "raises-exception" @@ -373,7 +373,7 @@ }, { "cell_type": "markdown", - "id": "c00b40f7", + "id": "7f357253", "metadata": {}, "source": [ "Many other objects are iterable, such as dictionaries and tuples.\n", @@ -384,7 +384,7 @@ { "cell_type": "code", "execution_count": null, - "id": "136c38f4", + "id": "8c5bb4dc", "metadata": { "tags": [ "raises-exception" @@ -397,7 +397,7 @@ }, { "cell_type": "markdown", - "id": "2b1a82ad", + "id": "8eec4625", "metadata": {}, "source": [ "To conclude our discussion of `for` loops\n", @@ -420,7 +420,7 @@ { "cell_type": "code", "execution_count": null, - "id": "98b28cdd", + "id": "0a6af95e", "metadata": {}, "outputs": [], "source": [ @@ -431,7 +431,7 @@ { "cell_type": "code", "execution_count": null, - "id": "8bafd268", + "id": "b63a7a48", "metadata": {}, "outputs": [], "source": [ @@ -442,7 +442,7 @@ { "cell_type": "code", "execution_count": null, - "id": "75128d83", + "id": "ff85c842", "metadata": {}, "outputs": [], "source": [ @@ -451,7 +451,7 @@ }, { "cell_type": "markdown", - "id": "12b9b465", + "id": "ed5cc84c", "metadata": {}, "source": [ "One thing to remember about iterators is that they are depleted by use" @@ -460,7 +460,7 @@ { "cell_type": "code", "execution_count": null, - "id": "ac842cb2", + "id": "0862a5dc", "metadata": {}, "outputs": [], "source": [ @@ -472,7 +472,7 @@ { "cell_type": "code", "execution_count": null, - "id": "363cd10a", + "id": "ba1b9b78", "metadata": { "tags": [ "raises-exception" @@ -485,7 +485,7 @@ }, { "cell_type": "markdown", - "id": "8c69f41b", + "id": "93110714", "metadata": {}, "source": [ "## `*` and `**` Operators\n", @@ -509,7 +509,7 @@ { "cell_type": "code", "execution_count": null, - "id": "9ccbb045", + "id": "0b5b1ec3", "metadata": {}, "outputs": [], "source": [ @@ -520,7 +520,7 @@ }, { "cell_type": "markdown", - "id": "59425610", + "id": "c73683ec", "metadata": {}, "source": [ "While the `print` function prints individual elements since `*` unpacks the list into individual arguments" @@ -529,7 +529,7 @@ { "cell_type": "code", "execution_count": null, - "id": "36c65b7e", + "id": "38395f93", "metadata": {}, "outputs": [], "source": [ @@ -538,7 +538,7 @@ }, { "cell_type": "markdown", - "id": "0565f2d5", + "id": "1df2dc07", "metadata": {}, "source": [ "Unpacking the list using `*` into positional arguments is equivalent to defining them individually when calling the function" @@ -547,7 +547,7 @@ { "cell_type": "code", "execution_count": null, - "id": "2ca621b6", + "id": "70abf4e0", "metadata": {}, "outputs": [], "source": [ @@ -556,7 +556,7 @@ }, { "cell_type": "markdown", - "id": "8a68957b", + "id": "05af6efa", "metadata": {}, "source": [ "However, `*` operator is more convenient if we want to reuse them again" @@ -565,7 +565,7 @@ { "cell_type": "code", "execution_count": null, - "id": "ef8555ed", + "id": "30e3b4df", "metadata": {}, "outputs": [], "source": [ @@ -576,7 +576,7 @@ }, { "cell_type": "markdown", - "id": "749ec145", + "id": "b3d42785", "metadata": {}, "source": [ "Similarly, `**` is used to unpack arguments.\n", @@ -596,7 +596,7 @@ { "cell_type": "code", "execution_count": null, - "id": "1251ae7d", + "id": "1589c429", "metadata": {}, "outputs": [], "source": [ @@ -652,7 +652,7 @@ }, { "cell_type": "markdown", - "id": "de964727", + "id": "baf75d25", "metadata": {}, "source": [ "In this example, `*` unpacked the zipped parameters `βs` and the output of `generate_data` function stored in tuples, \n", @@ -684,7 +684,7 @@ { "cell_type": "code", "execution_count": null, - "id": "54bf19fc", + "id": "7212550c", "metadata": {}, "outputs": [], "source": [ @@ -699,7 +699,7 @@ }, { "cell_type": "markdown", - "id": "b350bd2f", + "id": "4626825f", "metadata": {}, "source": [ "The inputs are passed into the function and stored in a tuple.\n", @@ -710,7 +710,7 @@ { "cell_type": "code", "execution_count": null, - "id": "d4c75c7e", + "id": "baf6375c", "metadata": {}, "outputs": [], "source": [ @@ -720,7 +720,7 @@ }, { "cell_type": "markdown", - "id": "46e04d87", + "id": "156197f4", "metadata": {}, "source": [ "Similarly, Python allows us to use `**kargs` to pass arbitrarily many *keyword arguments* into functions" @@ -729,7 +729,7 @@ { "cell_type": "code", "execution_count": null, - "id": "2540006c", + "id": "28a8221e", "metadata": {}, "outputs": [], "source": [ @@ -742,7 +742,7 @@ }, { "cell_type": "markdown", - "id": "5714b05a", + "id": "50f3ced9", "metadata": {}, "source": [ "We can see Python uses a dictionary to store these keyword arguments.\n", @@ -753,7 +753,7 @@ { "cell_type": "code", "execution_count": null, - "id": "58bb4abc", + "id": "19bdc3e6", "metadata": {}, "outputs": [], "source": [ @@ -762,7 +762,7 @@ }, { "cell_type": "markdown", - "id": "52e972d7", + "id": "34537f06", "metadata": {}, "source": [ "Overall, `*args` and `**kargs` are used when *defining a function*; they enable the function to take input with an arbitrary size.\n", @@ -803,7 +803,7 @@ { "cell_type": "code", "execution_count": null, - "id": "c2f08243", + "id": "07f4bf34", "metadata": {}, "outputs": [], "source": [ @@ -820,7 +820,7 @@ }, { "cell_type": "markdown", - "id": "ca5e0ce0", + "id": "d43fc5a7", "metadata": {}, "source": [ "Now suppose there's a problem: occasionally negative numbers get fed to `f` and `g` in the calculations that follow.\n", @@ -840,7 +840,7 @@ { "cell_type": "code", "execution_count": null, - "id": "6e67754e", + "id": "e1cdedd2", "metadata": {}, "outputs": [], "source": [ @@ -859,7 +859,7 @@ }, { "cell_type": "markdown", - "id": "02682a00", + "id": "5af58539", "metadata": {}, "source": [ "Notice however that there is some repetition here, in the form of two identical lines of code.\n", @@ -879,7 +879,7 @@ { "cell_type": "code", "execution_count": null, - "id": "4f0bc39d", + "id": "a19315a9", "metadata": {}, "outputs": [], "source": [ @@ -904,7 +904,7 @@ }, { "cell_type": "markdown", - "id": "ad08eb69", + "id": "a34026b7", "metadata": {}, "source": [ "This looks complicated so let's work through it slowly.\n", @@ -936,7 +936,7 @@ { "cell_type": "code", "execution_count": null, - "id": "18fbb670", + "id": "6887156e", "metadata": {}, "outputs": [], "source": [ @@ -946,7 +946,7 @@ }, { "cell_type": "markdown", - "id": "40142c3e", + "id": "74be0147", "metadata": {}, "source": [ "They may well miss the line `f = check_nonneg(f)`.\n", @@ -959,7 +959,7 @@ { "cell_type": "code", "execution_count": null, - "id": "e0a0db06", + "id": "a7a165de", "metadata": {}, "outputs": [], "source": [ @@ -975,7 +975,7 @@ }, { "cell_type": "markdown", - "id": "8fc2fa50", + "id": "fa3d5f24", "metadata": {}, "source": [ "with" @@ -984,7 +984,7 @@ { "cell_type": "code", "execution_count": null, - "id": "eea4a100", + "id": "ace041da", "metadata": {}, "outputs": [], "source": [ @@ -999,7 +999,7 @@ }, { "cell_type": "markdown", - "id": "17339af3", + "id": "042494bd", "metadata": {}, "source": [ "These two pieces of code do exactly the same thing.\n", @@ -1032,7 +1032,7 @@ { "cell_type": "code", "execution_count": null, - "id": "1718c2e2", + "id": "7172223f", "metadata": {}, "outputs": [], "source": [ @@ -1047,7 +1047,7 @@ }, { "cell_type": "markdown", - "id": "5e2c852b", + "id": "a5ed73b4", "metadata": {}, "source": [ "One potential problem we might have here is that a user alters one of these\n", @@ -1057,7 +1057,7 @@ { "cell_type": "code", "execution_count": null, - "id": "fed1fc4f", + "id": "5257b21b", "metadata": {}, "outputs": [], "source": [ @@ -1068,7 +1068,7 @@ { "cell_type": "code", "execution_count": null, - "id": "30bc1ed5", + "id": "deee5cd5", "metadata": {}, "outputs": [], "source": [ @@ -1078,7 +1078,7 @@ { "cell_type": "code", "execution_count": null, - "id": "e98b8294", + "id": "52d022e8", "metadata": {}, "outputs": [], "source": [ @@ -1088,7 +1088,7 @@ }, { "cell_type": "markdown", - "id": "4cec06ac", + "id": "165fbfb4", "metadata": {}, "source": [ "In the last two lines we see that `miles` and `kms` are out of sync.\n", @@ -1111,7 +1111,7 @@ { "cell_type": "code", "execution_count": null, - "id": "9798c32a", + "id": "ec7f41ee", "metadata": {}, "outputs": [], "source": [ @@ -1141,7 +1141,7 @@ }, { "cell_type": "markdown", - "id": "78acb1a1", + "id": "ff846bea", "metadata": {}, "source": [ "First let's check that we get the desired behavior" @@ -1150,7 +1150,7 @@ { "cell_type": "code", "execution_count": null, - "id": "efe21fb7", + "id": "fad5d44e", "metadata": {}, "outputs": [], "source": [ @@ -1161,7 +1161,7 @@ { "cell_type": "code", "execution_count": null, - "id": "6f17bcf9", + "id": "94954610", "metadata": {}, "outputs": [], "source": [ @@ -1171,7 +1171,7 @@ }, { "cell_type": "markdown", - "id": "3a244d8c", + "id": "8406b63d", "metadata": {}, "source": [ "Yep, that's what we want --- `car.kms` is automatically updated.\n", @@ -1211,7 +1211,7 @@ { "cell_type": "code", "execution_count": null, - "id": "1b7ef3b7", + "id": "3dbf9702", "metadata": {}, "outputs": [], "source": [ @@ -1242,7 +1242,7 @@ }, { "cell_type": "markdown", - "id": "2ce105b0", + "id": "59fe4d9e", "metadata": {}, "source": [ "We won't go through all the details here.\n", @@ -1271,7 +1271,7 @@ { "cell_type": "code", "execution_count": null, - "id": "abf4bd6e", + "id": "95bf78d8", "metadata": {}, "outputs": [], "source": [ @@ -1282,7 +1282,7 @@ { "cell_type": "code", "execution_count": null, - "id": "5f27fc8e", + "id": "a4f84ab6", "metadata": {}, "outputs": [], "source": [ @@ -1293,7 +1293,7 @@ { "cell_type": "code", "execution_count": null, - "id": "991aca59", + "id": "b49a9642", "metadata": {}, "outputs": [], "source": [ @@ -1302,7 +1302,7 @@ }, { "cell_type": "markdown", - "id": "a9f916a5", + "id": "88c38785", "metadata": {}, "source": [ "And here is the generator expression" @@ -1311,7 +1311,7 @@ { "cell_type": "code", "execution_count": null, - "id": "8108be85", + "id": "f06a6614", "metadata": {}, "outputs": [], "source": [ @@ -1323,7 +1323,7 @@ { "cell_type": "code", "execution_count": null, - "id": "ba67a984", + "id": "aebb3831", "metadata": {}, "outputs": [], "source": [ @@ -1333,7 +1333,7 @@ { "cell_type": "code", "execution_count": null, - "id": "10b38d9c", + "id": "f2932626", "metadata": {}, "outputs": [], "source": [ @@ -1343,7 +1343,7 @@ { "cell_type": "code", "execution_count": null, - "id": "3dbe8980", + "id": "7d00e8ff", "metadata": {}, "outputs": [], "source": [ @@ -1352,7 +1352,7 @@ }, { "cell_type": "markdown", - "id": "3ed4a4ae", + "id": "2d2407bb", "metadata": {}, "source": [ "Since `sum()` can be called on iterators, we can do this" @@ -1361,7 +1361,7 @@ { "cell_type": "code", "execution_count": null, - "id": "0e38b4b8", + "id": "d9dedcf1", "metadata": {}, "outputs": [], "source": [ @@ -1370,7 +1370,7 @@ }, { "cell_type": "markdown", - "id": "96a7aae5", + "id": "2d8ea7a5", "metadata": {}, "source": [ "The function `sum()` calls `next()` to get the items, adds successive terms.\n", @@ -1381,7 +1381,7 @@ { "cell_type": "code", "execution_count": null, - "id": "1881fb30", + "id": "2a990449", "metadata": {}, "outputs": [], "source": [ @@ -1390,7 +1390,7 @@ }, { "cell_type": "markdown", - "id": "a73c509f", + "id": "e5911f39", "metadata": {}, "source": [ "### Generator Functions\n", @@ -1410,7 +1410,7 @@ { "cell_type": "code", "execution_count": null, - "id": "23e6f0d2", + "id": "6342f8f3", "metadata": {}, "outputs": [], "source": [ @@ -1422,7 +1422,7 @@ }, { "cell_type": "markdown", - "id": "c89cc592", + "id": "76864f46", "metadata": {}, "source": [ "It looks like a function, but uses a keyword `yield` that we haven't met before.\n", @@ -1433,7 +1433,7 @@ { "cell_type": "code", "execution_count": null, - "id": "ceb873aa", + "id": "6947fe68", "metadata": {}, "outputs": [], "source": [ @@ -1443,7 +1443,7 @@ { "cell_type": "code", "execution_count": null, - "id": "2ff4276b", + "id": "fd29150c", "metadata": {}, "outputs": [], "source": [ @@ -1454,7 +1454,7 @@ { "cell_type": "code", "execution_count": null, - "id": "dbcd4422", + "id": "fcf7621e", "metadata": {}, "outputs": [], "source": [ @@ -1464,7 +1464,7 @@ { "cell_type": "code", "execution_count": null, - "id": "10d63b55", + "id": "a8d991fe", "metadata": {}, "outputs": [], "source": [ @@ -1474,7 +1474,7 @@ { "cell_type": "code", "execution_count": null, - "id": "7fa6813e", + "id": "0215a739", "metadata": {}, "outputs": [], "source": [ @@ -1484,7 +1484,7 @@ { "cell_type": "code", "execution_count": null, - "id": "1543782c", + "id": "4c4ddb89", "metadata": { "tags": [ "raises-exception" @@ -1497,7 +1497,7 @@ }, { "cell_type": "markdown", - "id": "02cb87af", + "id": "a454b2b8", "metadata": {}, "source": [ "The generator function `f()` is used to create generator objects (in this case `gen`).\n", @@ -1515,7 +1515,7 @@ { "cell_type": "code", "execution_count": null, - "id": "ed9c1872", + "id": "a8168b6f", "metadata": {}, "outputs": [], "source": [ @@ -1527,7 +1527,7 @@ }, { "cell_type": "markdown", - "id": "335bbfe5", + "id": "a0fd33ea", "metadata": {}, "source": [ "and continues until the next `yield` statement.\n", @@ -1544,7 +1544,7 @@ { "cell_type": "code", "execution_count": null, - "id": "609ad18d", + "id": "f96980c8", "metadata": {}, "outputs": [], "source": [ @@ -1556,7 +1556,7 @@ }, { "cell_type": "markdown", - "id": "d3cb4e89", + "id": "9e939b13", "metadata": {}, "source": [ "Let's see how it works" @@ -1565,7 +1565,7 @@ { "cell_type": "code", "execution_count": null, - "id": "a380e032", + "id": "039b324a", "metadata": {}, "outputs": [], "source": [ @@ -1575,7 +1575,7 @@ { "cell_type": "code", "execution_count": null, - "id": "146b2745", + "id": "e7824e0d", "metadata": {}, "outputs": [], "source": [ @@ -1586,7 +1586,7 @@ { "cell_type": "code", "execution_count": null, - "id": "2ad46e18", + "id": "8c3f5516", "metadata": {}, "outputs": [], "source": [ @@ -1596,7 +1596,7 @@ { "cell_type": "code", "execution_count": null, - "id": "0889f894", + "id": "cc1eb6f9", "metadata": {}, "outputs": [], "source": [ @@ -1606,7 +1606,7 @@ { "cell_type": "code", "execution_count": null, - "id": "bb6e0957", + "id": "ea4121f2", "metadata": {}, "outputs": [], "source": [ @@ -1616,7 +1616,7 @@ { "cell_type": "code", "execution_count": null, - "id": "dadbf54f", + "id": "0d2a23f9", "metadata": { "tags": [ "raises-exception" @@ -1629,7 +1629,7 @@ }, { "cell_type": "markdown", - "id": "e0ca0d62", + "id": "6ab77bbb", "metadata": {}, "source": [ "The call `gen = g(2)` binds `gen` to a generator.\n", @@ -1648,7 +1648,7 @@ { "cell_type": "code", "execution_count": null, - "id": "b9c9b737", + "id": "ad7ea36c", "metadata": {}, "outputs": [], "source": [ @@ -1660,7 +1660,7 @@ }, { "cell_type": "markdown", - "id": "354c69ca", + "id": "1efff830", "metadata": {}, "source": [ "When `x < 100` fails, the generator throws a `StopIteration` error.\n", @@ -1671,7 +1671,7 @@ { "cell_type": "code", "execution_count": null, - "id": "f572f40d", + "id": "0ece7928", "metadata": {}, "outputs": [], "source": [ @@ -1683,7 +1683,7 @@ }, { "cell_type": "markdown", - "id": "85e264e6", + "id": "6d3dddcb", "metadata": {}, "source": [ "### Advantages of Iterators\n", @@ -1698,7 +1698,7 @@ { "cell_type": "code", "execution_count": null, - "id": "42d9a3c1", + "id": "36508329", "metadata": {}, "outputs": [], "source": [ @@ -1710,7 +1710,7 @@ }, { "cell_type": "markdown", - "id": "7b4a5df3", + "id": "337d9285", "metadata": {}, "source": [ "But we are creating two huge lists here, `range(n)` and `draws`.\n", @@ -1723,7 +1723,7 @@ { "cell_type": "code", "execution_count": null, - "id": "bdb26a75", + "id": "e5ed8ab3", "metadata": { "tags": [ "raises-exception" @@ -1737,7 +1737,7 @@ }, { "cell_type": "markdown", - "id": "e8393933", + "id": "3e0e6529", "metadata": {}, "source": [ "We can avoid these problems using iterators.\n", @@ -1748,7 +1748,7 @@ { "cell_type": "code", "execution_count": null, - "id": "56800936", + "id": "d1f8c61c", "metadata": {}, "outputs": [], "source": [ @@ -1761,7 +1761,7 @@ }, { "cell_type": "markdown", - "id": "3c9174de", + "id": "aeb85bcc", "metadata": {}, "source": [ "Now let's do the sum" @@ -1770,7 +1770,7 @@ { "cell_type": "code", "execution_count": null, - "id": "6f9d3df1", + "id": "5b0afc48", "metadata": {}, "outputs": [], "source": [ @@ -1782,7 +1782,7 @@ { "cell_type": "code", "execution_count": null, - "id": "5cf64d13", + "id": "79c10d12", "metadata": {}, "outputs": [], "source": [ @@ -1791,7 +1791,7 @@ }, { "cell_type": "markdown", - "id": "60033e6a", + "id": "31e59edb", "metadata": {}, "source": [ "In summary, iterables\n", @@ -1840,7 +1840,7 @@ { "cell_type": "code", "execution_count": null, - "id": "564305fe", + "id": "97e0fa2a", "metadata": {}, "outputs": [], "source": [ @@ -1868,7 +1868,7 @@ }, { "cell_type": "markdown", - "id": "0e370055", + "id": "a3e22568", "metadata": {}, "source": [ "```{solution-end}\n", diff --git a/_sources/python_by_example.ipynb b/_sources/python_by_example.ipynb index 4ece6188..f8980c3b 100644 --- a/_sources/python_by_example.ipynb +++ b/_sources/python_by_example.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "markdown", - "id": "db82b5b6", + "id": "e0d8c2e8", "metadata": {}, "source": [ "(python_by_example)=\n", @@ -61,7 +61,7 @@ { "cell_type": "code", "execution_count": null, - "id": "8d1a67b3", + "id": "2738f684", "metadata": {}, "outputs": [], "source": [ @@ -75,7 +75,7 @@ }, { "cell_type": "markdown", - "id": "c180d653", + "id": "6ce5f7f3", "metadata": {}, "source": [ "Let's break this program down and see how it works.\n", @@ -101,7 +101,7 @@ { "cell_type": "code", "execution_count": null, - "id": "88d9a2b5", + "id": "c2f86847", "metadata": {}, "outputs": [], "source": [ @@ -111,7 +111,7 @@ { "cell_type": "code", "execution_count": null, - "id": "0ebece86", + "id": "81723f32", "metadata": {}, "outputs": [], "source": [ @@ -120,7 +120,7 @@ }, { "cell_type": "markdown", - "id": "68bec831", + "id": "fca1105a", "metadata": {}, "source": [ "We could also use the following syntax:" @@ -129,7 +129,7 @@ { "cell_type": "code", "execution_count": null, - "id": "9e5a1338", + "id": "032abdb1", "metadata": {}, "outputs": [], "source": [ @@ -140,7 +140,7 @@ }, { "cell_type": "markdown", - "id": "31747947", + "id": "24d6c890", "metadata": {}, "source": [ "But the former method (using the short name `np`) is convenient and more standard.\n", @@ -200,7 +200,7 @@ { "cell_type": "code", "execution_count": null, - "id": "4d128aca", + "id": "009211e8", "metadata": {}, "outputs": [], "source": [ @@ -211,7 +211,7 @@ }, { "cell_type": "markdown", - "id": "c17fb2e8", + "id": "5bd28eb3", "metadata": {}, "source": [ "Here's another way to access NumPy's square root function" @@ -220,7 +220,7 @@ { "cell_type": "code", "execution_count": null, - "id": "15dac86b", + "id": "8bb66817", "metadata": {}, "outputs": [], "source": [ @@ -231,7 +231,7 @@ }, { "cell_type": "markdown", - "id": "07c47953", + "id": "157d5700", "metadata": {}, "source": [ "This is also fine.\n", @@ -252,7 +252,7 @@ { "cell_type": "code", "execution_count": null, - "id": "913df81e", + "id": "327adaf9", "metadata": {}, "outputs": [], "source": [ @@ -263,7 +263,7 @@ }, { "cell_type": "markdown", - "id": "abc20a16", + "id": "35aef808", "metadata": {}, "source": [ "The first line generates 100 (quasi) independent standard normals and stores\n", @@ -292,7 +292,7 @@ { "cell_type": "code", "execution_count": null, - "id": "82b34119", + "id": "d7ac20b6", "metadata": {}, "outputs": [], "source": [ @@ -309,7 +309,7 @@ }, { "cell_type": "markdown", - "id": "baec71ac", + "id": "6a633a50", "metadata": {}, "source": [ "In brief,\n", @@ -340,7 +340,7 @@ { "cell_type": "code", "execution_count": null, - "id": "04a5bc2f", + "id": "45453ace", "metadata": {}, "outputs": [], "source": [ @@ -350,7 +350,7 @@ }, { "cell_type": "markdown", - "id": "a003bdf3", + "id": "d24274e5", "metadata": {}, "source": [ "The first element of `x` is an [integer](https://en.wikipedia.org/wiki/Integer_(computer_science)), the next is a [string](https://en.wikipedia.org/wiki/String_(computer_science)), and the third is a [Boolean value](https://en.wikipedia.org/wiki/Boolean_data_type).\n", @@ -361,7 +361,7 @@ { "cell_type": "code", "execution_count": null, - "id": "693d3bcb", + "id": "5785865e", "metadata": {}, "outputs": [], "source": [ @@ -371,7 +371,7 @@ { "cell_type": "code", "execution_count": null, - "id": "8e6b532a", + "id": "c5eb1607", "metadata": {}, "outputs": [], "source": [ @@ -381,7 +381,7 @@ }, { "cell_type": "markdown", - "id": "d1fd935a", + "id": "905448b1", "metadata": {}, "source": [ "Here `append()` is what's called a *method*, which is a function \"attached to\" an object---in this case, the list `x`.\n", @@ -397,7 +397,7 @@ { "cell_type": "code", "execution_count": null, - "id": "60562459", + "id": "1ba9ca6c", "metadata": {}, "outputs": [], "source": [ @@ -407,7 +407,7 @@ { "cell_type": "code", "execution_count": null, - "id": "bf8899db", + "id": "bc42a92a", "metadata": {}, "outputs": [], "source": [ @@ -417,7 +417,7 @@ { "cell_type": "code", "execution_count": null, - "id": "781fca80", + "id": "689bce00", "metadata": {}, "outputs": [], "source": [ @@ -426,7 +426,7 @@ }, { "cell_type": "markdown", - "id": "a0c0abc2", + "id": "7ddb1769", "metadata": {}, "source": [ "Lists in Python are zero-based (as in C, Java or Go), so the first element is referenced by `x[0]`" @@ -435,7 +435,7 @@ { "cell_type": "code", "execution_count": null, - "id": "2fd4d3e0", + "id": "cb04c90a", "metadata": {}, "outputs": [], "source": [ @@ -445,7 +445,7 @@ { "cell_type": "code", "execution_count": null, - "id": "fb7298b6", + "id": "f93842fa", "metadata": {}, "outputs": [], "source": [ @@ -454,7 +454,7 @@ }, { "cell_type": "markdown", - "id": "80caf4e4", + "id": "d0c8d1f9", "metadata": {}, "source": [ "### The For Loop\n", @@ -468,7 +468,7 @@ { "cell_type": "code", "execution_count": null, - "id": "ff69a5c7", + "id": "3e1aa5c5", "metadata": {}, "outputs": [], "source": [ @@ -479,7 +479,7 @@ }, { "cell_type": "markdown", - "id": "b23e2c77", + "id": "cefb9824", "metadata": {}, "source": [ "Python executes the two indented lines `ts_length` times before moving on.\n", @@ -496,7 +496,7 @@ { "cell_type": "code", "execution_count": null, - "id": "22245f5c", + "id": "270c56b8", "metadata": {}, "outputs": [], "source": [ @@ -507,7 +507,7 @@ }, { "cell_type": "markdown", - "id": "c8fed8b9", + "id": "ef53713b", "metadata": {}, "source": [ "This example helps to clarify how the `for` loop works: When we execute a\n", @@ -568,7 +568,7 @@ { "cell_type": "code", "execution_count": null, - "id": "384bb201", + "id": "310722cf", "metadata": {}, "outputs": [], "source": [ @@ -585,7 +585,7 @@ }, { "cell_type": "markdown", - "id": "51333c98", + "id": "ed7ece24", "metadata": {}, "source": [ "A while loop will keep executing the code block delimited by indentation until the condition (```i < ts_length```) is satisfied.\n", @@ -596,7 +596,7 @@ { "cell_type": "code", "execution_count": null, - "id": "9bdb83d3", + "id": "660cd861", "metadata": {}, "outputs": [], "source": [ @@ -605,7 +605,7 @@ }, { "cell_type": "markdown", - "id": "a8b8fc52", + "id": "6bb285f1", "metadata": {}, "source": [ "Note that\n", @@ -635,7 +635,7 @@ { "cell_type": "code", "execution_count": null, - "id": "cd34ae17", + "id": "7e66d93e", "metadata": {}, "outputs": [], "source": [ @@ -654,7 +654,7 @@ }, { "cell_type": "markdown", - "id": "888abebd", + "id": "a76ca39d", "metadata": {}, "source": [ "The statement `b = np.empty(T+1)` allocates storage in memory for `T+1`\n", @@ -695,7 +695,7 @@ { "cell_type": "code", "execution_count": null, - "id": "82fa76a9", + "id": "377d1d97", "metadata": {}, "outputs": [], "source": [ @@ -705,7 +705,7 @@ }, { "cell_type": "markdown", - "id": "3014cf6e", + "id": "94b4f86f", "metadata": {}, "source": [ "Set $T=200$ and $\\alpha = 0.9$.\n", @@ -723,7 +723,7 @@ { "cell_type": "code", "execution_count": null, - "id": "84c75f86", + "id": "039168dd", "metadata": {}, "outputs": [], "source": [ @@ -741,7 +741,7 @@ }, { "cell_type": "markdown", - "id": "beefa1b7", + "id": "ea011d8f", "metadata": {}, "source": [ "```{solution-end}\n", @@ -777,7 +777,7 @@ { "cell_type": "code", "execution_count": null, - "id": "fca3c1f7", + "id": "eed3feda", "metadata": {}, "outputs": [], "source": [ @@ -797,7 +797,7 @@ }, { "cell_type": "markdown", - "id": "30435815", + "id": "618028ed", "metadata": {}, "source": [ "```{note}\n", @@ -840,7 +840,7 @@ { "cell_type": "code", "execution_count": null, - "id": "dd064908", + "id": "e7e1d04e", "metadata": {}, "outputs": [], "source": [ @@ -858,7 +858,7 @@ }, { "cell_type": "markdown", - "id": "d0b8b858", + "id": "48132c88", "metadata": {}, "source": [ "```{solution-end}\n", @@ -881,7 +881,7 @@ { "cell_type": "code", "execution_count": null, - "id": "516473b8", + "id": "7a96733e", "metadata": {}, "outputs": [], "source": [ @@ -891,7 +891,7 @@ { "cell_type": "code", "execution_count": null, - "id": "066f500d", + "id": "4a5efc99", "metadata": {}, "outputs": [], "source": [ @@ -904,7 +904,7 @@ }, { "cell_type": "markdown", - "id": "3ce06f30", + "id": "71ee80d2", "metadata": {}, "source": [ "Now, write a new solution to Exercise 3 that does not use an existing function\n", @@ -925,7 +925,7 @@ { "cell_type": "code", "execution_count": null, - "id": "78654c92", + "id": "e0959398", "metadata": {}, "outputs": [], "source": [ @@ -947,7 +947,7 @@ }, { "cell_type": "markdown", - "id": "8c07d40f", + "id": "8f67b8ee", "metadata": {}, "source": [ "Here's a shorter way to write the same thing:" @@ -956,7 +956,7 @@ { "cell_type": "code", "execution_count": null, - "id": "49f55caa", + "id": "0a29e91b", "metadata": {}, "outputs": [], "source": [ @@ -975,7 +975,7 @@ }, { "cell_type": "markdown", - "id": "1b4d71f6", + "id": "0242400b", "metadata": {}, "source": [ "```{solution-end}\n", @@ -997,7 +997,7 @@ { "cell_type": "code", "execution_count": null, - "id": "6fef91b6", + "id": "5780a29a", "metadata": {}, "outputs": [], "source": [ @@ -1006,7 +1006,7 @@ }, { "cell_type": "markdown", - "id": "9f735859", + "id": "f4202e60", "metadata": {}, "source": [ "```{hint}\n", @@ -1047,7 +1047,7 @@ { "cell_type": "code", "execution_count": null, - "id": "d24c35f4", + "id": "ca67d8cc", "metadata": {}, "outputs": [], "source": [ @@ -1075,7 +1075,7 @@ }, { "cell_type": "markdown", - "id": "9b630a6e", + "id": "3f3e5145", "metadata": {}, "source": [ "```{solution-end}\n", diff --git a/_sources/python_essentials.ipynb b/_sources/python_essentials.ipynb index f6f13eae..2ba21ec7 100644 --- a/_sources/python_essentials.ipynb +++ b/_sources/python_essentials.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "markdown", - "id": "a8f477b1", + "id": "d9ed7590", "metadata": {}, "source": [ "(python_done_right)=\n", @@ -66,7 +66,7 @@ { "cell_type": "code", "execution_count": null, - "id": "568ccaac", + "id": "63286627", "metadata": {}, "outputs": [], "source": [ @@ -76,7 +76,7 @@ }, { "cell_type": "markdown", - "id": "431a5a3e", + "id": "7dd22dc9", "metadata": {}, "source": [ "We can check the type of any object in memory using the `type()` function." @@ -85,7 +85,7 @@ { "cell_type": "code", "execution_count": null, - "id": "2fc6da2d", + "id": "d0f679cb", "metadata": {}, "outputs": [], "source": [ @@ -94,7 +94,7 @@ }, { "cell_type": "markdown", - "id": "31d43d34", + "id": "2b75db88", "metadata": {}, "source": [ "In the next line of code, the interpreter evaluates the expression on the right of = and binds y to this value" @@ -103,7 +103,7 @@ { "cell_type": "code", "execution_count": null, - "id": "be7d6413", + "id": "edb97cc5", "metadata": {}, "outputs": [], "source": [ @@ -114,7 +114,7 @@ { "cell_type": "code", "execution_count": null, - "id": "c64f7a11", + "id": "043312d4", "metadata": {}, "outputs": [], "source": [ @@ -123,7 +123,7 @@ }, { "cell_type": "markdown", - "id": "044c1f7c", + "id": "f5df1eca", "metadata": {}, "source": [ "In arithmetic expressions, `True` is converted to `1` and `False` is converted `0`.\n", @@ -136,7 +136,7 @@ { "cell_type": "code", "execution_count": null, - "id": "58016d7c", + "id": "b4e2b978", "metadata": {}, "outputs": [], "source": [ @@ -146,7 +146,7 @@ { "cell_type": "code", "execution_count": null, - "id": "69f8ea1f", + "id": "814001c6", "metadata": {}, "outputs": [], "source": [ @@ -156,7 +156,7 @@ { "cell_type": "code", "execution_count": null, - "id": "f7403283", + "id": "2296fec4", "metadata": {}, "outputs": [], "source": [ @@ -166,7 +166,7 @@ { "cell_type": "code", "execution_count": null, - "id": "26fee350", + "id": "ca66bdb5", "metadata": {}, "outputs": [], "source": [ @@ -177,7 +177,7 @@ }, { "cell_type": "markdown", - "id": "133ea99a", + "id": "22aa1c55", "metadata": {}, "source": [ "#### Numeric Types\n", @@ -192,7 +192,7 @@ { "cell_type": "code", "execution_count": null, - "id": "bc7ed468", + "id": "c55ee973", "metadata": {}, "outputs": [], "source": [ @@ -205,7 +205,7 @@ }, { "cell_type": "markdown", - "id": "902cb826", + "id": "4295b8c1", "metadata": {}, "source": [ "### Containers\n", @@ -223,7 +223,7 @@ { "cell_type": "code", "execution_count": null, - "id": "4d72b2f2", + "id": "ff9dc0fa", "metadata": {}, "outputs": [], "source": [ @@ -235,7 +235,7 @@ { "cell_type": "code", "execution_count": null, - "id": "3b8cf7c6", + "id": "9421051f", "metadata": {}, "outputs": [], "source": [ @@ -244,7 +244,7 @@ }, { "cell_type": "markdown", - "id": "63cf5b81", + "id": "54aa52c3", "metadata": {}, "source": [ "In Python, an object is called **immutable** if, once created, the object cannot be changed.\n", @@ -257,7 +257,7 @@ { "cell_type": "code", "execution_count": null, - "id": "c5e10a07", + "id": "2cfbc5b3", "metadata": {}, "outputs": [], "source": [ @@ -268,7 +268,7 @@ }, { "cell_type": "markdown", - "id": "97862e62", + "id": "ec7446ce", "metadata": {}, "source": [ "But tuples are not" @@ -277,7 +277,7 @@ { "cell_type": "code", "execution_count": null, - "id": "488bc5cd", + "id": "2e4a46b9", "metadata": { "tags": [ "raises-exception" @@ -291,7 +291,7 @@ }, { "cell_type": "markdown", - "id": "fc29dae8", + "id": "5c00a743", "metadata": {}, "source": [ "We'll say more about the role of mutable and immutable data a bit later.\n", @@ -302,7 +302,7 @@ { "cell_type": "code", "execution_count": null, - "id": "ce5c8242", + "id": "d4424031", "metadata": {}, "outputs": [], "source": [ @@ -314,7 +314,7 @@ { "cell_type": "code", "execution_count": null, - "id": "4a412d96", + "id": "0960cd6f", "metadata": {}, "outputs": [], "source": [ @@ -323,7 +323,7 @@ }, { "cell_type": "markdown", - "id": "2e794f46", + "id": "a187db1b", "metadata": {}, "source": [ "You've actually {ref}`seen an example of this ` already.\n", @@ -344,7 +344,7 @@ { "cell_type": "code", "execution_count": null, - "id": "f0820ce2", + "id": "167e2119", "metadata": {}, "outputs": [], "source": [ @@ -355,7 +355,7 @@ { "cell_type": "code", "execution_count": null, - "id": "b02ecbe5", + "id": "28525769", "metadata": {}, "outputs": [], "source": [ @@ -364,7 +364,7 @@ }, { "cell_type": "markdown", - "id": "b081e012", + "id": "a1761645", "metadata": {}, "source": [ "The general rule is that `a[m:n]` returns `n - m` elements, starting at `a[m]`.\n", @@ -375,7 +375,7 @@ { "cell_type": "code", "execution_count": null, - "id": "5e4d6726", + "id": "b5c0c53a", "metadata": {}, "outputs": [], "source": [ @@ -384,7 +384,7 @@ }, { "cell_type": "markdown", - "id": "60fc5cc9", + "id": "7fd59366", "metadata": {}, "source": [ "You can also use the format `[start:end:step]` to specify the step" @@ -393,7 +393,7 @@ { "cell_type": "code", "execution_count": null, - "id": "0bc71955", + "id": "c7b7c12c", "metadata": {}, "outputs": [], "source": [ @@ -402,7 +402,7 @@ }, { "cell_type": "markdown", - "id": "09056013", + "id": "0643ef94", "metadata": {}, "source": [ "Using a negative step, you can return the sequence in a reversed order" @@ -411,7 +411,7 @@ { "cell_type": "code", "execution_count": null, - "id": "22300f04", + "id": "530d1004", "metadata": {}, "outputs": [], "source": [ @@ -420,7 +420,7 @@ }, { "cell_type": "markdown", - "id": "f41484ab", + "id": "c3f52f86", "metadata": {}, "source": [ "The same slice notation works on tuples and strings" @@ -429,7 +429,7 @@ { "cell_type": "code", "execution_count": null, - "id": "3a882136", + "id": "aca76566", "metadata": {}, "outputs": [], "source": [ @@ -439,7 +439,7 @@ }, { "cell_type": "markdown", - "id": "647eca23", + "id": "a187a088", "metadata": {}, "source": [ "#### Sets and Dictionaries\n", @@ -459,7 +459,7 @@ { "cell_type": "code", "execution_count": null, - "id": "5f18456d", + "id": "e941c381", "metadata": {}, "outputs": [], "source": [ @@ -470,7 +470,7 @@ { "cell_type": "code", "execution_count": null, - "id": "28440203", + "id": "144962c3", "metadata": {}, "outputs": [], "source": [ @@ -479,7 +479,7 @@ }, { "cell_type": "markdown", - "id": "30bb4a79", + "id": "4138471c", "metadata": {}, "source": [ "The names `'name'` and `'age'` are called the *keys*.\n", @@ -493,7 +493,7 @@ { "cell_type": "code", "execution_count": null, - "id": "695901c9", + "id": "eee0ecc9", "metadata": {}, "outputs": [], "source": [ @@ -504,7 +504,7 @@ { "cell_type": "code", "execution_count": null, - "id": "f896666e", + "id": "ed6e08a4", "metadata": {}, "outputs": [], "source": [ @@ -515,7 +515,7 @@ { "cell_type": "code", "execution_count": null, - "id": "442073d5", + "id": "da5361d7", "metadata": {}, "outputs": [], "source": [ @@ -524,7 +524,7 @@ }, { "cell_type": "markdown", - "id": "02fbf302", + "id": "92049d33", "metadata": {}, "source": [ "The `set()` function creates sets from sequences" @@ -533,7 +533,7 @@ { "cell_type": "code", "execution_count": null, - "id": "abdb549a", + "id": "eeab9fe2", "metadata": {}, "outputs": [], "source": [ @@ -543,7 +543,7 @@ }, { "cell_type": "markdown", - "id": "3696bd99", + "id": "409b99de", "metadata": {}, "source": [ "## Input and Output\n", @@ -557,7 +557,7 @@ { "cell_type": "code", "execution_count": null, - "id": "819fc2be", + "id": "2df19344", "metadata": {}, "outputs": [], "source": [ @@ -569,7 +569,7 @@ }, { "cell_type": "markdown", - "id": "24675688", + "id": "1092111b", "metadata": {}, "source": [ "Here\n", @@ -585,7 +585,7 @@ { "cell_type": "code", "execution_count": null, - "id": "8522f7e6", + "id": "84f4cabf", "metadata": {}, "outputs": [], "source": [ @@ -594,7 +594,7 @@ }, { "cell_type": "markdown", - "id": "5a99e017", + "id": "d02a5759", "metadata": {}, "source": [ "If a path is not specified, then this is where Python writes to.\n", @@ -605,7 +605,7 @@ { "cell_type": "code", "execution_count": null, - "id": "f2673af2", + "id": "fc5df7c0", "metadata": {}, "outputs": [], "source": [ @@ -617,7 +617,7 @@ { "cell_type": "code", "execution_count": null, - "id": "2fb962ee", + "id": "6df28660", "metadata": {}, "outputs": [], "source": [ @@ -626,7 +626,7 @@ }, { "cell_type": "markdown", - "id": "5a22aa9e", + "id": "286ac1db", "metadata": {}, "source": [ "In fact, the recommended approach in modern Python is to use a `with` statement to ensure the files are properly acquired and released.\n", @@ -645,7 +645,7 @@ { "cell_type": "code", "execution_count": null, - "id": "20fb9c4b", + "id": "f8dd2e82", "metadata": {}, "outputs": [], "source": [ @@ -656,7 +656,7 @@ }, { "cell_type": "markdown", - "id": "be085d45", + "id": "fb027015", "metadata": {}, "source": [ "Note that we do not need to call the `close()` method since the `with` block\n", @@ -668,7 +668,7 @@ { "cell_type": "code", "execution_count": null, - "id": "e9d2634d", + "id": "cdb92bdc", "metadata": {}, "outputs": [], "source": [ @@ -679,7 +679,7 @@ }, { "cell_type": "markdown", - "id": "91ec1fc2", + "id": "d11adbc0", "metadata": {}, "source": [ "Now suppose that we want to read input from one file and write output to another. \n", @@ -690,7 +690,7 @@ { "cell_type": "code", "execution_count": null, - "id": "c44a9595", + "id": "3a2b4959", "metadata": {}, "outputs": [], "source": [ @@ -703,7 +703,7 @@ }, { "cell_type": "markdown", - "id": "ef8d8c43", + "id": "f011429e", "metadata": {}, "source": [ "The output file will be" @@ -712,7 +712,7 @@ { "cell_type": "code", "execution_count": null, - "id": "07db3c72", + "id": "8dba6221", "metadata": {}, "outputs": [], "source": [ @@ -722,7 +722,7 @@ }, { "cell_type": "markdown", - "id": "edfe2653", + "id": "68987782", "metadata": {}, "source": [ "We can simplify the example above by grouping the two `with` statements into one line" @@ -731,7 +731,7 @@ { "cell_type": "code", "execution_count": null, - "id": "3405647b", + "id": "bfe0841b", "metadata": {}, "outputs": [], "source": [ @@ -742,7 +742,7 @@ }, { "cell_type": "markdown", - "id": "0d901fb0", + "id": "2bdca4dd", "metadata": {}, "source": [ "The output file will be the same" @@ -751,7 +751,7 @@ { "cell_type": "code", "execution_count": null, - "id": "3bf07ec4", + "id": "67f9ac39", "metadata": {}, "outputs": [], "source": [ @@ -761,7 +761,7 @@ }, { "cell_type": "markdown", - "id": "3ce421dc", + "id": "a3abcd77", "metadata": {}, "source": [ "Suppose we want to continue to write into the existing file \n", @@ -773,7 +773,7 @@ { "cell_type": "code", "execution_count": null, - "id": "ea5f9700", + "id": "aa0238cc", "metadata": {}, "outputs": [], "source": [ @@ -784,7 +784,7 @@ { "cell_type": "code", "execution_count": null, - "id": "36703b7a", + "id": "e2e5bce1", "metadata": {}, "outputs": [], "source": [ @@ -794,7 +794,7 @@ }, { "cell_type": "markdown", - "id": "e08002a7", + "id": "7c64a59a", "metadata": {}, "source": [ "```{note}\n", @@ -842,7 +842,7 @@ { "cell_type": "code", "execution_count": null, - "id": "17739ff9", + "id": "9d346f3b", "metadata": {}, "outputs": [], "source": [ @@ -860,7 +860,7 @@ }, { "cell_type": "markdown", - "id": "f03f7f2c", + "id": "c58f7a3b", "metadata": {}, "source": [ "Here `%%writefile` is an [IPython cell magic](https://ipython.readthedocs.io/en/stable/interactive/magics.html#cell-magics).\n", @@ -873,7 +873,7 @@ { "cell_type": "code", "execution_count": null, - "id": "20cca093", + "id": "8c08fbd3", "metadata": {}, "outputs": [], "source": [ @@ -888,7 +888,7 @@ }, { "cell_type": "markdown", - "id": "f0f138a4", + "id": "481d319b", "metadata": {}, "source": [ "Here `format()` is a string method [used for inserting variables into strings](https://docs.python.org/3/library/string.html#formatspec).\n", @@ -915,7 +915,7 @@ { "cell_type": "code", "execution_count": null, - "id": "0cb3a858", + "id": "d1fe9f59", "metadata": {}, "outputs": [], "source": [ @@ -926,7 +926,7 @@ }, { "cell_type": "markdown", - "id": "27378efc", + "id": "3892b9e3", "metadata": {}, "source": [ "is preferred to" @@ -935,7 +935,7 @@ { "cell_type": "code", "execution_count": null, - "id": "6414091a", + "id": "12a9df08", "metadata": {}, "outputs": [], "source": [ @@ -945,7 +945,7 @@ }, { "cell_type": "markdown", - "id": "a5807141", + "id": "756d1bc2", "metadata": {}, "source": [ "When you compare these two alternatives, you can see why the first one is preferred.\n", @@ -960,7 +960,7 @@ { "cell_type": "code", "execution_count": null, - "id": "a6e44b65", + "id": "ea3e6c9b", "metadata": {}, "outputs": [], "source": [ @@ -972,7 +972,7 @@ }, { "cell_type": "markdown", - "id": "c28d2305", + "id": "3afd3581", "metadata": {}, "source": [ "The `zip()` function is also useful for creating dictionaries --- for\n", @@ -982,7 +982,7 @@ { "cell_type": "code", "execution_count": null, - "id": "e7f0979f", + "id": "d5da735c", "metadata": {}, "outputs": [], "source": [ @@ -993,7 +993,7 @@ }, { "cell_type": "markdown", - "id": "f76c9428", + "id": "82fedfc2", "metadata": {}, "source": [ "If we actually need the index from a list, one option is to use `enumerate()`.\n", @@ -1004,7 +1004,7 @@ { "cell_type": "code", "execution_count": null, - "id": "2843480a", + "id": "320e2852", "metadata": {}, "outputs": [], "source": [ @@ -1015,7 +1015,7 @@ }, { "cell_type": "markdown", - "id": "4a68b75f", + "id": "1bed8190", "metadata": {}, "source": [ "(list_comprehensions)=\n", @@ -1035,7 +1035,7 @@ { "cell_type": "code", "execution_count": null, - "id": "08acd93f", + "id": "da771164", "metadata": {}, "outputs": [], "source": [ @@ -1046,7 +1046,7 @@ }, { "cell_type": "markdown", - "id": "f1045da7", + "id": "187ca0e0", "metadata": {}, "source": [ "Here's another example" @@ -1055,7 +1055,7 @@ { "cell_type": "code", "execution_count": null, - "id": "7890eca3", + "id": "af3941cc", "metadata": {}, "outputs": [], "source": [ @@ -1065,7 +1065,7 @@ { "cell_type": "code", "execution_count": null, - "id": "8caa6748", + "id": "071bcaa4", "metadata": {}, "outputs": [], "source": [ @@ -1075,7 +1075,7 @@ }, { "cell_type": "markdown", - "id": "d7bf68c8", + "id": "27334346", "metadata": {}, "source": [ "## Comparisons and Logical Operators\n", @@ -1093,7 +1093,7 @@ { "cell_type": "code", "execution_count": null, - "id": "c84322a7", + "id": "e59f09ee", "metadata": {}, "outputs": [], "source": [ @@ -1104,7 +1104,7 @@ { "cell_type": "code", "execution_count": null, - "id": "a8fcc06b", + "id": "ad95e3f1", "metadata": {}, "outputs": [], "source": [ @@ -1113,7 +1113,7 @@ }, { "cell_type": "markdown", - "id": "d2c528eb", + "id": "235f0e12", "metadata": {}, "source": [ "One of the nice features of Python is that we can *chain* inequalities" @@ -1122,7 +1122,7 @@ { "cell_type": "code", "execution_count": null, - "id": "50522610", + "id": "522430fb", "metadata": {}, "outputs": [], "source": [ @@ -1132,7 +1132,7 @@ { "cell_type": "code", "execution_count": null, - "id": "1ffde17a", + "id": "47aeb3ef", "metadata": {}, "outputs": [], "source": [ @@ -1141,7 +1141,7 @@ }, { "cell_type": "markdown", - "id": "0885a6bb", + "id": "c5535517", "metadata": {}, "source": [ "As we saw earlier, when testing for equality we use `==`" @@ -1150,7 +1150,7 @@ { "cell_type": "code", "execution_count": null, - "id": "8ba76ef7", + "id": "6edaa9aa", "metadata": {}, "outputs": [], "source": [ @@ -1160,7 +1160,7 @@ }, { "cell_type": "markdown", - "id": "ff63c2fd", + "id": "c2e4713d", "metadata": {}, "source": [ "For \"not equal\" use `!=`" @@ -1169,7 +1169,7 @@ { "cell_type": "code", "execution_count": null, - "id": "a1bb7b2d", + "id": "cde277d6", "metadata": {}, "outputs": [], "source": [ @@ -1178,7 +1178,7 @@ }, { "cell_type": "markdown", - "id": "d345d994", + "id": "8a6ff68e", "metadata": {}, "source": [ "Note that when testing conditions, we can use **any** valid Python expression" @@ -1187,7 +1187,7 @@ { "cell_type": "code", "execution_count": null, - "id": "549716b9", + "id": "e9ae012d", "metadata": {}, "outputs": [], "source": [ @@ -1198,7 +1198,7 @@ { "cell_type": "code", "execution_count": null, - "id": "ffd1023a", + "id": "175bd76d", "metadata": {}, "outputs": [], "source": [ @@ -1208,7 +1208,7 @@ }, { "cell_type": "markdown", - "id": "aa9eaec5", + "id": "72473591", "metadata": {}, "source": [ "What's going on here?\n", @@ -1233,7 +1233,7 @@ { "cell_type": "code", "execution_count": null, - "id": "8495134e", + "id": "44414505", "metadata": {}, "outputs": [], "source": [ @@ -1243,7 +1243,7 @@ { "cell_type": "code", "execution_count": null, - "id": "c7087a05", + "id": "3d591bc0", "metadata": {}, "outputs": [], "source": [ @@ -1253,7 +1253,7 @@ { "cell_type": "code", "execution_count": null, - "id": "63f27218", + "id": "f5022e8b", "metadata": {}, "outputs": [], "source": [ @@ -1263,7 +1263,7 @@ { "cell_type": "code", "execution_count": null, - "id": "ede7370d", + "id": "90e51c95", "metadata": {}, "outputs": [], "source": [ @@ -1273,7 +1273,7 @@ { "cell_type": "code", "execution_count": null, - "id": "26c24ef7", + "id": "a9a76dd7", "metadata": {}, "outputs": [], "source": [ @@ -1282,7 +1282,7 @@ }, { "cell_type": "markdown", - "id": "c02431a8", + "id": "049725c0", "metadata": {}, "source": [ "Remember\n", @@ -1296,7 +1296,7 @@ { "cell_type": "code", "execution_count": null, - "id": "be18ce4e", + "id": "2dc63aaf", "metadata": {}, "outputs": [], "source": [ @@ -1306,7 +1306,7 @@ { "cell_type": "code", "execution_count": null, - "id": "8ed264a0", + "id": "43ea4f37", "metadata": {}, "outputs": [], "source": [ @@ -1316,7 +1316,7 @@ { "cell_type": "code", "execution_count": null, - "id": "8af433bc", + "id": "daaa9e50", "metadata": {}, "outputs": [], "source": [ @@ -1325,7 +1325,7 @@ }, { "cell_type": "markdown", - "id": "799d40a8", + "id": "9c251d84", "metadata": {}, "source": [ "```{note}\n", @@ -1375,7 +1375,7 @@ { "cell_type": "code", "execution_count": null, - "id": "58030e35", + "id": "56ecf1be", "metadata": {}, "outputs": [], "source": [ @@ -1388,7 +1388,7 @@ }, { "cell_type": "markdown", - "id": "f7e4a3e7", + "id": "5d09883c", "metadata": {}, "source": [ "After running this code, the docstring is available" @@ -1397,7 +1397,7 @@ { "cell_type": "code", "execution_count": null, - "id": "5898da7a", + "id": "463cd1eb", "metadata": {}, "outputs": [], "source": [ @@ -1406,7 +1406,7 @@ }, { "cell_type": "markdown", - "id": "9d55ac83", + "id": "2ad07b09", "metadata": {}, "source": [ "```{code-block} ipython\n", @@ -1423,7 +1423,7 @@ { "cell_type": "code", "execution_count": null, - "id": "afc3424a", + "id": "2176a3bb", "metadata": {}, "outputs": [], "source": [ @@ -1432,7 +1432,7 @@ }, { "cell_type": "markdown", - "id": "2999c036", + "id": "08edafa0", "metadata": {}, "source": [ "```{code-block} ipython\n", @@ -1494,7 +1494,7 @@ { "cell_type": "code", "execution_count": null, - "id": "f8ccc854", + "id": "71cfe9bd", "metadata": {}, "outputs": [], "source": [ @@ -1505,7 +1505,7 @@ }, { "cell_type": "markdown", - "id": "bcc54ee4", + "id": "07a760cd", "metadata": {}, "source": [ "This also works" @@ -1514,7 +1514,7 @@ { "cell_type": "code", "execution_count": null, - "id": "76af5b3c", + "id": "e0349a1e", "metadata": {}, "outputs": [], "source": [ @@ -1523,7 +1523,7 @@ }, { "cell_type": "markdown", - "id": "6d31fa19", + "id": "5d0924b4", "metadata": {}, "source": [ "**Part 2 Solution:**\n", @@ -1534,7 +1534,7 @@ { "cell_type": "code", "execution_count": null, - "id": "9102e239", + "id": "e86027a8", "metadata": {}, "outputs": [], "source": [ @@ -1543,7 +1543,7 @@ }, { "cell_type": "markdown", - "id": "e88785b2", + "id": "61be4f3f", "metadata": {}, "source": [ "This also works:" @@ -1552,7 +1552,7 @@ { "cell_type": "code", "execution_count": null, - "id": "2c9d51fa", + "id": "8fc5bd34", "metadata": {}, "outputs": [], "source": [ @@ -1561,7 +1561,7 @@ }, { "cell_type": "markdown", - "id": "e2d373d3", + "id": "725b2a7a", "metadata": {}, "source": [ "Some less natural alternatives that nonetheless help to illustrate the\n", @@ -1571,7 +1571,7 @@ { "cell_type": "code", "execution_count": null, - "id": "d3d93452", + "id": "fe7b49ca", "metadata": {}, "outputs": [], "source": [ @@ -1580,7 +1580,7 @@ }, { "cell_type": "markdown", - "id": "e6b5c075", + "id": "193b8b90", "metadata": {}, "source": [ "and" @@ -1589,7 +1589,7 @@ { "cell_type": "code", "execution_count": null, - "id": "73c11e84", + "id": "55958895", "metadata": {}, "outputs": [], "source": [ @@ -1598,7 +1598,7 @@ }, { "cell_type": "markdown", - "id": "5363429d", + "id": "665a4146", "metadata": {}, "source": [ "**Part 3 Solution:**\n", @@ -1609,7 +1609,7 @@ { "cell_type": "code", "execution_count": null, - "id": "27231183", + "id": "54e66084", "metadata": {}, "outputs": [], "source": [ @@ -1619,7 +1619,7 @@ }, { "cell_type": "markdown", - "id": "214d3bd7", + "id": "2d428e2a", "metadata": {}, "source": [ "```{solution-end}\n", @@ -1655,7 +1655,7 @@ { "cell_type": "code", "execution_count": null, - "id": "142f017c", + "id": "386deb5c", "metadata": {}, "outputs": [], "source": [ @@ -1666,7 +1666,7 @@ { "cell_type": "code", "execution_count": null, - "id": "4760900c", + "id": "fd80b59d", "metadata": {}, "outputs": [], "source": [ @@ -1675,7 +1675,7 @@ }, { "cell_type": "markdown", - "id": "c5d06765", + "id": "5990df2c", "metadata": {}, "source": [ "```{solution-end}\n", @@ -1708,7 +1708,7 @@ { "cell_type": "code", "execution_count": null, - "id": "2d55d515", + "id": "af55ef69", "metadata": {}, "outputs": [], "source": [ @@ -1724,7 +1724,7 @@ }, { "cell_type": "markdown", - "id": "79a989a1", + "id": "144da166", "metadata": {}, "source": [ "An alternative, more pythonic solution:" @@ -1733,7 +1733,7 @@ { "cell_type": "code", "execution_count": null, - "id": "9e789a6e", + "id": "39b793a1", "metadata": {}, "outputs": [], "source": [ @@ -1745,7 +1745,7 @@ }, { "cell_type": "markdown", - "id": "6214165b", + "id": "b50c7259", "metadata": {}, "source": [ "```{solution-end}\n", @@ -1774,7 +1774,7 @@ { "cell_type": "code", "execution_count": null, - "id": "2d4d6ce8", + "id": "97ac6a5d", "metadata": {}, "outputs": [], "source": [ @@ -1793,7 +1793,7 @@ }, { "cell_type": "markdown", - "id": "7af36479", + "id": "eea37239", "metadata": {}, "source": [ "An alternative, more pythonic solution using `all()`:" @@ -1802,7 +1802,7 @@ { "cell_type": "code", "execution_count": null, - "id": "0b3ace95", + "id": "39ec0488", "metadata": {}, "outputs": [], "source": [ @@ -1818,7 +1818,7 @@ }, { "cell_type": "markdown", - "id": "4bf4bda3", + "id": "5f519f66", "metadata": {}, "source": [ "Of course, if we use the `sets` data type then the solution is easier" @@ -1827,7 +1827,7 @@ { "cell_type": "code", "execution_count": null, - "id": "cea46b79", + "id": "c0497a15", "metadata": {}, "outputs": [], "source": [ @@ -1837,7 +1837,7 @@ }, { "cell_type": "markdown", - "id": "65af0d3b", + "id": "939c0da1", "metadata": {}, "source": [ "```{solution-end}\n", @@ -1873,7 +1873,7 @@ { "cell_type": "code", "execution_count": null, - "id": "700f2bd5", + "id": "8e31174b", "metadata": {}, "outputs": [], "source": [ @@ -1915,7 +1915,7 @@ }, { "cell_type": "markdown", - "id": "1a32e2e5", + "id": "07ef131f", "metadata": {}, "source": [ "```{solution-end}\n", @@ -1933,7 +1933,7 @@ { "cell_type": "code", "execution_count": null, - "id": "e4bc101d", + "id": "b15f4fca", "metadata": {}, "outputs": [], "source": [ @@ -1948,7 +1948,7 @@ }, { "cell_type": "markdown", - "id": "90833ee9", + "id": "9c1a7b3d", "metadata": {}, "source": [ "```{exercise-end}\n", @@ -1964,7 +1964,7 @@ { "cell_type": "code", "execution_count": null, - "id": "33445ed4", + "id": "4ff3710e", "metadata": {}, "outputs": [], "source": [ @@ -1974,7 +1974,7 @@ }, { "cell_type": "markdown", - "id": "7032397e", + "id": "b8a3b0d8", "metadata": {}, "source": [ "```{solution-end}\n", diff --git a/_sources/python_oop.ipynb b/_sources/python_oop.ipynb index 49ec9b03..83f7c0e4 100644 --- a/_sources/python_oop.ipynb +++ b/_sources/python_oop.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "markdown", - "id": "aef2b6ad", + "id": "dd626be2", "metadata": {}, "source": [ "(python_oop)=\n", @@ -60,7 +60,7 @@ { "cell_type": "code", "execution_count": null, - "id": "c6007f1b", + "id": "cb6cf76e", "metadata": {}, "outputs": [], "source": [ @@ -72,7 +72,7 @@ }, { "cell_type": "markdown", - "id": "85eb933d", + "id": "0a8f159b", "metadata": {}, "source": [ "## OOP Review\n", @@ -99,7 +99,7 @@ { "cell_type": "code", "execution_count": null, - "id": "71042b77", + "id": "a9131e1b", "metadata": {}, "outputs": [], "source": [ @@ -110,7 +110,7 @@ }, { "cell_type": "markdown", - "id": "d858e405", + "id": "0f76fb9f", "metadata": {}, "source": [ "As we now know, `sort` is a function that is \"part of\" the list object --- and hence called a *method*.\n", @@ -142,7 +142,7 @@ { "cell_type": "code", "execution_count": null, - "id": "ba38f0ef", + "id": "b55e0b83", "metadata": {}, "outputs": [], "source": [ @@ -153,7 +153,7 @@ }, { "cell_type": "markdown", - "id": "ef266ef4", + "id": "6747164c", "metadata": {}, "source": [ "* `x` is an object or instance, created from the definition for Python lists, but with its own particular data.\n", @@ -195,7 +195,7 @@ { "cell_type": "code", "execution_count": null, - "id": "fb63e3ac", + "id": "23ad858f", "metadata": {}, "outputs": [], "source": [ @@ -214,7 +214,7 @@ }, { "cell_type": "markdown", - "id": "8cb9b58d", + "id": "aaa578d7", "metadata": {}, "source": [ "The `earn` function takes a consumer's initial wealth $w$ and adds to it her current earnings $y$.\n", @@ -229,7 +229,7 @@ { "cell_type": "code", "execution_count": null, - "id": "0a02c591", + "id": "7e6d2742", "metadata": {}, "outputs": [], "source": [ @@ -243,7 +243,7 @@ }, { "cell_type": "markdown", - "id": "bd766b8b", + "id": "df2aa6fb", "metadata": {}, "source": [ "A *Class* bundles a set of data tied to a particular *instance* together with a collection of functions that operate on the data.\n", @@ -274,7 +274,7 @@ { "cell_type": "code", "execution_count": null, - "id": "b6e20295", + "id": "9e92e26e", "metadata": {}, "outputs": [], "source": [ @@ -299,7 +299,7 @@ }, { "cell_type": "markdown", - "id": "86366318", + "id": "b8651f22", "metadata": {}, "source": [ "There's some special syntax here so let's step through carefully\n", @@ -330,7 +330,7 @@ { "cell_type": "code", "execution_count": null, - "id": "95dcfbad", + "id": "63ba84ef", "metadata": {}, "outputs": [], "source": [ @@ -342,7 +342,7 @@ { "cell_type": "code", "execution_count": null, - "id": "ac2fbc18", + "id": "6234fb41", "metadata": {}, "outputs": [], "source": [ @@ -352,7 +352,7 @@ }, { "cell_type": "markdown", - "id": "14f77461", + "id": "03219d25", "metadata": {}, "source": [ "We can of course create multiple instances, i.e., multiple consumers, each with its own name and data" @@ -361,7 +361,7 @@ { "cell_type": "code", "execution_count": null, - "id": "283bc2b7", + "id": "976945ca", "metadata": {}, "outputs": [], "source": [ @@ -374,7 +374,7 @@ { "cell_type": "code", "execution_count": null, - "id": "de0c405d", + "id": "9e488bbc", "metadata": {}, "outputs": [], "source": [ @@ -383,7 +383,7 @@ }, { "cell_type": "markdown", - "id": "a4a4894f", + "id": "22d27bae", "metadata": {}, "source": [ "Each instance, i.e., each consumer, stores its data in a separate namespace dictionary" @@ -392,7 +392,7 @@ { "cell_type": "code", "execution_count": null, - "id": "cbf698c1", + "id": "0c9591da", "metadata": {}, "outputs": [], "source": [ @@ -402,7 +402,7 @@ { "cell_type": "code", "execution_count": null, - "id": "deb00a2a", + "id": "3ef016dc", "metadata": {}, "outputs": [], "source": [ @@ -411,7 +411,7 @@ }, { "cell_type": "markdown", - "id": "4e6a9849", + "id": "0cc58e1d", "metadata": {}, "source": [ "When we access or set attributes we're actually just modifying the dictionary\n", @@ -446,7 +446,7 @@ { "cell_type": "code", "execution_count": null, - "id": "58816cca", + "id": "5bc488b8", "metadata": {}, "outputs": [], "source": [ @@ -455,7 +455,7 @@ }, { "cell_type": "markdown", - "id": "544e5177", + "id": "d04ee0fd", "metadata": {}, "source": [ "Note how the three methods `__init__`, `earn` and `spend` are stored in the class object.\n", @@ -466,7 +466,7 @@ { "cell_type": "code", "execution_count": null, - "id": "48d6a1fe", + "id": "df51450a", "metadata": {}, "outputs": [], "source": [ @@ -477,7 +477,7 @@ }, { "cell_type": "markdown", - "id": "398a344c", + "id": "843f0e42", "metadata": {}, "source": [ "When you call `earn` via `c1.earn(10)` the interpreter passes the instance `c1` and the argument `10` to `Consumer.earn`.\n", @@ -495,7 +495,7 @@ { "cell_type": "code", "execution_count": null, - "id": "5010a026", + "id": "881b20b9", "metadata": {}, "outputs": [], "source": [ @@ -506,7 +506,7 @@ }, { "cell_type": "markdown", - "id": "ead2c600", + "id": "0dbd414e", "metadata": {}, "source": [ "The end result is that `self` is bound to the instance `c1` inside the function call.\n", @@ -555,7 +555,7 @@ { "cell_type": "code", "execution_count": null, - "id": "2ed2a9a0", + "id": "fcf33ab9", "metadata": {}, "outputs": [], "source": [ @@ -605,7 +605,7 @@ }, { "cell_type": "markdown", - "id": "219e2b4a", + "id": "f05cf472", "metadata": {}, "source": [ "Here's a little program that uses the class to compute time series from two different initial conditions.\n", @@ -616,7 +616,7 @@ { "cell_type": "code", "execution_count": null, - "id": "cfec4ce5", + "id": "24091417", "metadata": {}, "outputs": [], "source": [ @@ -642,7 +642,7 @@ }, { "cell_type": "markdown", - "id": "ef68feb3", + "id": "9387bd42", "metadata": {}, "source": [ "### Example: A Market\n", @@ -669,7 +669,7 @@ { "cell_type": "code", "execution_count": null, - "id": "40e539f6", + "id": "80b75e06", "metadata": {}, "outputs": [], "source": [ @@ -728,7 +728,7 @@ }, { "cell_type": "markdown", - "id": "d61b5742", + "id": "c48cbc19", "metadata": {}, "source": [ "Here's a sample of usage" @@ -737,7 +737,7 @@ { "cell_type": "code", "execution_count": null, - "id": "7efd19d7", + "id": "a8b274b9", "metadata": {}, "outputs": [], "source": [ @@ -749,7 +749,7 @@ { "cell_type": "code", "execution_count": null, - "id": "3caced95", + "id": "95a81724", "metadata": {}, "outputs": [], "source": [ @@ -758,7 +758,7 @@ }, { "cell_type": "markdown", - "id": "9d6b7ee3", + "id": "b29488b0", "metadata": {}, "source": [ "Here's a short program that uses this class to plot an inverse demand curve together with inverse\n", @@ -768,7 +768,7 @@ { "cell_type": "code", "execution_count": null, - "id": "f2e4b90a", + "id": "3be0deaa", "metadata": {}, "outputs": [], "source": [ @@ -795,7 +795,7 @@ }, { "cell_type": "markdown", - "id": "907eb4d3", + "id": "8af97242", "metadata": {}, "source": [ "The next program provides a function that\n", @@ -807,7 +807,7 @@ { "cell_type": "code", "execution_count": null, - "id": "45e47a39", + "id": "aed811ff", "metadata": {}, "outputs": [], "source": [ @@ -823,7 +823,7 @@ }, { "cell_type": "markdown", - "id": "585c5355", + "id": "545848a8", "metadata": {}, "source": [ "Here's an example of usage" @@ -832,7 +832,7 @@ { "cell_type": "code", "execution_count": null, - "id": "7296e5df", + "id": "d2a008a4", "metadata": {}, "outputs": [], "source": [ @@ -843,7 +843,7 @@ }, { "cell_type": "markdown", - "id": "dccea222", + "id": "f5ef7c2e", "metadata": {}, "source": [ "### Example: Chaos\n", @@ -868,7 +868,7 @@ { "cell_type": "code", "execution_count": null, - "id": "75844dd8", + "id": "014423cd", "metadata": {}, "outputs": [], "source": [ @@ -897,7 +897,7 @@ }, { "cell_type": "markdown", - "id": "7b2aa95a", + "id": "081b1db6", "metadata": {}, "source": [ "Here's an example of usage" @@ -906,7 +906,7 @@ { "cell_type": "code", "execution_count": null, - "id": "d8d72627", + "id": "eaaaa5d4", "metadata": {}, "outputs": [], "source": [ @@ -916,7 +916,7 @@ }, { "cell_type": "markdown", - "id": "8c50fa80", + "id": "322fa22e", "metadata": {}, "source": [ "This piece of code plots a longer trajectory" @@ -925,7 +925,7 @@ { "cell_type": "code", "execution_count": null, - "id": "285bfb3d", + "id": "f83f19b4", "metadata": {}, "outputs": [], "source": [ @@ -942,7 +942,7 @@ }, { "cell_type": "markdown", - "id": "afb273df", + "id": "6881f6fd", "metadata": {}, "source": [ "The next piece of code provides a bifurcation diagram" @@ -951,7 +951,7 @@ { "cell_type": "code", "execution_count": null, - "id": "27530ea8", + "id": "b8f94d93", "metadata": {}, "outputs": [], "source": [ @@ -971,7 +971,7 @@ }, { "cell_type": "markdown", - "id": "fd3738bb", + "id": "8c0533dc", "metadata": {}, "source": [ "On the horizontal axis is the parameter $r$ in {eq}`quadmap2`.\n", @@ -1007,7 +1007,7 @@ { "cell_type": "code", "execution_count": null, - "id": "2b3d9a5b", + "id": "14b66d1e", "metadata": {}, "outputs": [], "source": [ @@ -1017,7 +1017,7 @@ }, { "cell_type": "markdown", - "id": "d4cb0fd4", + "id": "aff1eb53", "metadata": {}, "source": [ "If you want to provide a return value for the `len` function when applied to\n", @@ -1027,7 +1027,7 @@ { "cell_type": "code", "execution_count": null, - "id": "514945c4", + "id": "b8d9157c", "metadata": {}, "outputs": [], "source": [ @@ -1039,7 +1039,7 @@ }, { "cell_type": "markdown", - "id": "a69f09d9", + "id": "6000ad74", "metadata": {}, "source": [ "Now we get" @@ -1048,7 +1048,7 @@ { "cell_type": "code", "execution_count": null, - "id": "6bb56528", + "id": "c49518c4", "metadata": {}, "outputs": [], "source": [ @@ -1058,7 +1058,7 @@ }, { "cell_type": "markdown", - "id": "88c6ea37", + "id": "2e79422f", "metadata": {}, "source": [ "(call_method)=\n", @@ -1070,7 +1070,7 @@ { "cell_type": "code", "execution_count": null, - "id": "11116b95", + "id": "4667c674", "metadata": {}, "outputs": [], "source": [ @@ -1082,7 +1082,7 @@ }, { "cell_type": "markdown", - "id": "4d55c540", + "id": "7d476261", "metadata": {}, "source": [ "After running we get" @@ -1091,7 +1091,7 @@ { "cell_type": "code", "execution_count": null, - "id": "9e00de09", + "id": "93d22135", "metadata": {}, "outputs": [], "source": [ @@ -1101,7 +1101,7 @@ }, { "cell_type": "markdown", - "id": "00a23888", + "id": "4fa0187e", "metadata": {}, "source": [ "Exercise 1 provides a more useful example.\n", @@ -1163,7 +1163,7 @@ { "cell_type": "code", "execution_count": null, - "id": "714a6954", + "id": "32ca97e9", "metadata": {}, "outputs": [], "source": [ @@ -1183,7 +1183,7 @@ { "cell_type": "code", "execution_count": null, - "id": "56b2c855", + "id": "e704beae", "metadata": {}, "outputs": [], "source": [ @@ -1203,7 +1203,7 @@ }, { "cell_type": "markdown", - "id": "0e4d3ef3", + "id": "32248baa", "metadata": {}, "source": [ "```{solution-end}\n", @@ -1245,7 +1245,7 @@ { "cell_type": "code", "execution_count": null, - "id": "a84d0ef4", + "id": "1d79eeb6", "metadata": {}, "outputs": [], "source": [ @@ -1282,7 +1282,7 @@ }, { "cell_type": "markdown", - "id": "00236327", + "id": "744b4d3b", "metadata": {}, "source": [ "```{solution-end}\n", diff --git a/_sources/scipy.ipynb b/_sources/scipy.ipynb index 5d004d2f..65dc8576 100644 --- a/_sources/scipy.ipynb +++ b/_sources/scipy.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "markdown", - "id": "8066e4e9", + "id": "8d02961b", "metadata": {}, "source": [ "(sp)=\n", @@ -55,7 +55,7 @@ { "cell_type": "code", "execution_count": null, - "id": "80a67144", + "id": "8cd2f9ad", "metadata": {}, "outputs": [], "source": [ @@ -68,7 +68,7 @@ }, { "cell_type": "markdown", - "id": "2c6f77ae", + "id": "a4f21944", "metadata": {}, "source": [ "However, it's more common and better practice to use NumPy functionality explicitly." @@ -77,7 +77,7 @@ { "cell_type": "code", "execution_count": null, - "id": "a5e0c780", + "id": "ef69a5d0", "metadata": {}, "outputs": [], "source": [ @@ -88,7 +88,7 @@ }, { "cell_type": "markdown", - "id": "ed5afa8a", + "id": "a5e4d1b8", "metadata": {}, "source": [ "What is useful in SciPy is the functionality in its sub-packages\n", @@ -116,7 +116,7 @@ { "cell_type": "code", "execution_count": null, - "id": "b868cc23", + "id": "f400d7e1", "metadata": {}, "outputs": [], "source": [ @@ -125,7 +125,7 @@ }, { "cell_type": "markdown", - "id": "8c4a69c6", + "id": "9855969c", "metadata": {}, "source": [ "This generates a draw from the distribution with the density function below when `a, b = 5, 5`\n", @@ -148,7 +148,7 @@ { "cell_type": "code", "execution_count": null, - "id": "992e7354", + "id": "a74db6e3", "metadata": {}, "outputs": [], "source": [ @@ -169,7 +169,7 @@ }, { "cell_type": "markdown", - "id": "2d614107", + "id": "26e800bf", "metadata": {}, "source": [ "The object `q` that represents the distribution has additional useful methods, including" @@ -178,7 +178,7 @@ { "cell_type": "code", "execution_count": null, - "id": "57dd0339", + "id": "df8846ad", "metadata": {}, "outputs": [], "source": [ @@ -188,7 +188,7 @@ { "cell_type": "code", "execution_count": null, - "id": "bb46184d", + "id": "a0676353", "metadata": {}, "outputs": [], "source": [ @@ -198,7 +198,7 @@ { "cell_type": "code", "execution_count": null, - "id": "19ece982", + "id": "42b88168", "metadata": {}, "outputs": [], "source": [ @@ -207,7 +207,7 @@ }, { "cell_type": "markdown", - "id": "0ceb9b76", + "id": "94939fa4", "metadata": {}, "source": [ "The general syntax for creating these objects that represent distributions (of type `rv_frozen`) is\n", @@ -229,7 +229,7 @@ { "cell_type": "code", "execution_count": null, - "id": "30252a96", + "id": "d6e3737d", "metadata": {}, "outputs": [], "source": [ @@ -244,7 +244,7 @@ }, { "cell_type": "markdown", - "id": "af40f103", + "id": "0ed20067", "metadata": {}, "source": [ "### Other Goodies in scipy.stats\n", @@ -257,7 +257,7 @@ { "cell_type": "code", "execution_count": null, - "id": "96b23415", + "id": "f70c046a", "metadata": {}, "outputs": [], "source": [ @@ -271,7 +271,7 @@ }, { "cell_type": "markdown", - "id": "718d6e86", + "id": "08c93b59", "metadata": {}, "source": [ "To see the full list, consult the [documentation](https://docs.scipy.org/doc/scipy/reference/stats.html#statistical-functions-scipy-stats).\n", @@ -294,7 +294,7 @@ { "cell_type": "code", "execution_count": null, - "id": "9e6df13b", + "id": "0eca5241", "metadata": {}, "outputs": [], "source": [ @@ -312,7 +312,7 @@ }, { "cell_type": "markdown", - "id": "73a88ddd", + "id": "43c66e3d", "metadata": {}, "source": [ "The unique root is approximately 0.408.\n", @@ -347,7 +347,7 @@ { "cell_type": "code", "execution_count": null, - "id": "a4b7ec28", + "id": "64059e2f", "metadata": {}, "outputs": [], "source": [ @@ -370,7 +370,7 @@ }, { "cell_type": "markdown", - "id": "0d67ce23", + "id": "2f445643", "metadata": {}, "source": [ "Let's test it using the function $f$ defined in {eq}`root_f`" @@ -379,7 +379,7 @@ { "cell_type": "code", "execution_count": null, - "id": "9a9650e6", + "id": "4b74052f", "metadata": {}, "outputs": [], "source": [ @@ -388,7 +388,7 @@ }, { "cell_type": "markdown", - "id": "f53a0d21", + "id": "521d6726", "metadata": {}, "source": [ "Not surprisingly, SciPy provides its own bisection function.\n", @@ -399,7 +399,7 @@ { "cell_type": "code", "execution_count": null, - "id": "2c8d76fc", + "id": "284655fa", "metadata": {}, "outputs": [], "source": [ @@ -410,7 +410,7 @@ }, { "cell_type": "markdown", - "id": "a04c60a9", + "id": "95e91b23", "metadata": {}, "source": [ "### The {index}`Newton-Raphson Method `\n", @@ -432,7 +432,7 @@ { "cell_type": "code", "execution_count": null, - "id": "ec579a98", + "id": "dac30973", "metadata": {}, "outputs": [], "source": [ @@ -443,7 +443,7 @@ }, { "cell_type": "markdown", - "id": "f6598552", + "id": "3756509a", "metadata": {}, "source": [ "But other initial conditions lead to failure of convergence:" @@ -452,7 +452,7 @@ { "cell_type": "code", "execution_count": null, - "id": "18b8f96b", + "id": "1ce4b6bb", "metadata": {}, "outputs": [], "source": [ @@ -461,7 +461,7 @@ }, { "cell_type": "markdown", - "id": "07dd2f4e", + "id": "839c5335", "metadata": {}, "source": [ "### Hybrid Methods\n", @@ -485,7 +485,7 @@ { "cell_type": "code", "execution_count": null, - "id": "e3809353", + "id": "c5e9f5cd", "metadata": {}, "outputs": [], "source": [ @@ -496,7 +496,7 @@ }, { "cell_type": "markdown", - "id": "bf7da6c2", + "id": "36ea2523", "metadata": {}, "source": [ "Here the correct solution is found and the speed is better than bisection:" @@ -505,7 +505,7 @@ { "cell_type": "code", "execution_count": null, - "id": "60949431", + "id": "6d3e160e", "metadata": {}, "outputs": [], "source": [ @@ -515,7 +515,7 @@ { "cell_type": "code", "execution_count": null, - "id": "bfd990bf", + "id": "de788dfd", "metadata": {}, "outputs": [], "source": [ @@ -524,7 +524,7 @@ }, { "cell_type": "markdown", - "id": "1d4088e7", + "id": "673d3668", "metadata": {}, "source": [ "### Multivariate Root-Finding\n", @@ -549,7 +549,7 @@ { "cell_type": "code", "execution_count": null, - "id": "b8d11e7b", + "id": "d880714c", "metadata": {}, "outputs": [], "source": [ @@ -560,7 +560,7 @@ }, { "cell_type": "markdown", - "id": "955e24b5", + "id": "d8e07533", "metadata": {}, "source": [ "If you don't get good results, you can always switch back to the `brentq` root finder, since\n", @@ -588,7 +588,7 @@ { "cell_type": "code", "execution_count": null, - "id": "5c1f513c", + "id": "344b3b20", "metadata": {}, "outputs": [], "source": [ @@ -599,7 +599,7 @@ }, { "cell_type": "markdown", - "id": "86fcbe9d", + "id": "5cb30400", "metadata": {}, "source": [ "### Multivariate Optimization\n", @@ -630,7 +630,7 @@ { "cell_type": "code", "execution_count": null, - "id": "52849a38", + "id": "fca8b074", "metadata": {}, "outputs": [], "source": [ @@ -642,7 +642,7 @@ }, { "cell_type": "markdown", - "id": "f9702caf", + "id": "7b5cd56b", "metadata": {}, "source": [ "In fact, `quad` is an interface to a very standard numerical integration routine in the Fortran library QUADPACK.\n", @@ -728,7 +728,7 @@ { "cell_type": "code", "execution_count": null, - "id": "cc702893", + "id": "f3d03030", "metadata": {}, "outputs": [], "source": [ @@ -751,7 +751,7 @@ }, { "cell_type": "markdown", - "id": "d7d9e6fb", + "id": "b9e4b532", "metadata": {}, "source": [ "```{solution-end}\n", @@ -772,7 +772,7 @@ { "cell_type": "code", "execution_count": null, - "id": "e5a32e11", + "id": "67b3193a", "metadata": {}, "outputs": [], "source": [ @@ -782,7 +782,7 @@ }, { "cell_type": "markdown", - "id": "1d5ad5df", + "id": "eaed6525", "metadata": {}, "source": [ "```{solution-end}\n", @@ -816,7 +816,7 @@ { "cell_type": "code", "execution_count": null, - "id": "3e32a6cb", + "id": "002f1749", "metadata": {}, "outputs": [], "source": [ @@ -829,7 +829,7 @@ }, { "cell_type": "markdown", - "id": "d959f929", + "id": "dbd991ad", "metadata": {}, "source": [ "```{solution-end}\n", @@ -857,7 +857,7 @@ { "cell_type": "code", "execution_count": null, - "id": "5950d155", + "id": "981c9d8e", "metadata": {}, "outputs": [], "source": [ @@ -880,7 +880,7 @@ }, { "cell_type": "markdown", - "id": "516df22e", + "id": "3a3fe68e", "metadata": {}, "source": [ "We can test it as follows" @@ -889,7 +889,7 @@ { "cell_type": "code", "execution_count": null, - "id": "fd52ecbe", + "id": "e8a0c6e1", "metadata": {}, "outputs": [], "source": [ @@ -899,7 +899,7 @@ }, { "cell_type": "markdown", - "id": "22cfca95", + "id": "bfb7ce22", "metadata": {}, "source": [ "```{solution-end}\n", diff --git a/_sources/status.ipynb b/_sources/status.ipynb index d43f6751..bd64c4b0 100644 --- a/_sources/status.ipynb +++ b/_sources/status.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "markdown", - "id": "72a5b19f", + "id": "c4e4b6e6", "metadata": {}, "source": [ "# Execution Statistics\n", diff --git a/_sources/sympy.ipynb b/_sources/sympy.ipynb index c5d83bb5..a6d29385 100644 --- a/_sources/sympy.ipynb +++ b/_sources/sympy.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "markdown", - "id": "98cbc965", + "id": "24a52fa8", "metadata": {}, "source": [ "(sympy)=\n", @@ -48,7 +48,7 @@ { "cell_type": "code", "execution_count": null, - "id": "0243860d", + "id": "305c0999", "metadata": {}, "outputs": [], "source": [ @@ -66,7 +66,7 @@ }, { "cell_type": "markdown", - "id": "018fe240", + "id": "49a505b9", "metadata": {}, "source": [ "## Symbolic algebra\n", @@ -79,7 +79,7 @@ { "cell_type": "code", "execution_count": null, - "id": "7c67dde8", + "id": "c95971a3", "metadata": {}, "outputs": [], "source": [ @@ -88,7 +88,7 @@ }, { "cell_type": "markdown", - "id": "12b3871c", + "id": "72b7f05a", "metadata": {}, "source": [ "Symbols are the basic units for symbolic computation in SymPy.\n", @@ -103,7 +103,7 @@ { "cell_type": "code", "execution_count": null, - "id": "7a1c3e97", + "id": "a5d57ce4", "metadata": {}, "outputs": [], "source": [ @@ -113,7 +113,7 @@ }, { "cell_type": "markdown", - "id": "30fa13a2", + "id": "ee80f458", "metadata": {}, "source": [ "We can expand this expression with the `expand` function" @@ -122,7 +122,7 @@ { "cell_type": "code", "execution_count": null, - "id": "dc7b3c0f", + "id": "6f123711", "metadata": {}, "outputs": [], "source": [ @@ -132,7 +132,7 @@ }, { "cell_type": "markdown", - "id": "2895a27e", + "id": "1a177b66", "metadata": {}, "source": [ "and factorize it back to the factored form with the `factor` function" @@ -141,7 +141,7 @@ { "cell_type": "code", "execution_count": null, - "id": "b9fcedd9", + "id": "4337c989", "metadata": {}, "outputs": [], "source": [ @@ -150,7 +150,7 @@ }, { "cell_type": "markdown", - "id": "a227cfab", + "id": "ccbcf0ba", "metadata": {}, "source": [ "We can solve this expression" @@ -159,7 +159,7 @@ { "cell_type": "code", "execution_count": null, - "id": "6b263cda", + "id": "d046f6ec", "metadata": {}, "outputs": [], "source": [ @@ -168,7 +168,7 @@ }, { "cell_type": "markdown", - "id": "abf7b828", + "id": "caade28d", "metadata": {}, "source": [ "Note this is equivalent to solving the following equation for `x`\n", @@ -193,7 +193,7 @@ { "cell_type": "code", "execution_count": null, - "id": "e62a0e58", + "id": "d961fd1e", "metadata": {}, "outputs": [], "source": [ @@ -203,7 +203,7 @@ }, { "cell_type": "markdown", - "id": "3a3695b9", + "id": "7cd2a31d", "metadata": {}, "source": [ "Solving this equation with respect to $x$ gives the same output as solving the expression directly" @@ -212,7 +212,7 @@ { "cell_type": "code", "execution_count": null, - "id": "471dbcfa", + "id": "d0f641e9", "metadata": {}, "outputs": [], "source": [ @@ -221,7 +221,7 @@ }, { "cell_type": "markdown", - "id": "fed1f8ed", + "id": "7b72bbcf", "metadata": {}, "source": [ "SymPy can handle equations with multiple solutions" @@ -230,7 +230,7 @@ { "cell_type": "code", "execution_count": null, - "id": "0ee803bd", + "id": "1d00f092", "metadata": {}, "outputs": [], "source": [ @@ -240,7 +240,7 @@ }, { "cell_type": "markdown", - "id": "a4f8deed", + "id": "8dc2af74", "metadata": {}, "source": [ "`solve` function can also combine multiple equations together and solve a system of equations" @@ -249,7 +249,7 @@ { "cell_type": "code", "execution_count": null, - "id": "a1c83ad0", + "id": "e1c6e709", "metadata": {}, "outputs": [], "source": [ @@ -260,7 +260,7 @@ { "cell_type": "code", "execution_count": null, - "id": "a3a8c463", + "id": "574a15f7", "metadata": {}, "outputs": [], "source": [ @@ -269,7 +269,7 @@ }, { "cell_type": "markdown", - "id": "b19d8c77", + "id": "e76315c9", "metadata": {}, "source": [ "We can also solve for the value of $y$ by simply substituting $x$ with $y$" @@ -278,7 +278,7 @@ { "cell_type": "code", "execution_count": null, - "id": "daea956c", + "id": "ef6f1ae0", "metadata": {}, "outputs": [], "source": [ @@ -289,7 +289,7 @@ { "cell_type": "code", "execution_count": null, - "id": "7f33c14a", + "id": "407cbf52", "metadata": {}, "outputs": [], "source": [ @@ -298,7 +298,7 @@ }, { "cell_type": "markdown", - "id": "85444db3", + "id": "b2ed143e", "metadata": {}, "source": [ "Below is another example equation with the symbol `x` and functions `sin`, `cos`, and `tan` using the `Eq` function" @@ -307,7 +307,7 @@ { "cell_type": "code", "execution_count": null, - "id": "56ef437f", + "id": "ff420ca2", "metadata": {}, "outputs": [], "source": [ @@ -318,7 +318,7 @@ }, { "cell_type": "markdown", - "id": "7cb5ce53", + "id": "b2758969", "metadata": {}, "source": [ "Now we simplify this equation using the `simplify` function" @@ -327,7 +327,7 @@ { "cell_type": "code", "execution_count": null, - "id": "05de742a", + "id": "89a3615a", "metadata": {}, "outputs": [], "source": [ @@ -338,7 +338,7 @@ }, { "cell_type": "markdown", - "id": "25fb6e34", + "id": "b068836f", "metadata": {}, "source": [ "Again, we use the `solve` function to solve this equation" @@ -347,7 +347,7 @@ { "cell_type": "code", "execution_count": null, - "id": "1496bc9d", + "id": "f83e61bd", "metadata": {}, "outputs": [], "source": [ @@ -358,7 +358,7 @@ }, { "cell_type": "markdown", - "id": "7ce30870", + "id": "937c6c7a", "metadata": {}, "source": [ "SymPy can also handle more complex equations involving trigonometry and complex numbers.\n", @@ -369,7 +369,7 @@ { "cell_type": "code", "execution_count": null, - "id": "9f17a516", + "id": "29f80aa7", "metadata": {}, "outputs": [], "source": [ @@ -381,7 +381,7 @@ { "cell_type": "code", "execution_count": null, - "id": "a91fa73a", + "id": "9c38b296", "metadata": {}, "outputs": [], "source": [ @@ -390,7 +390,7 @@ }, { "cell_type": "markdown", - "id": "57e7dfda", + "id": "36ae9a01", "metadata": {}, "source": [ "If you are interested, we encourage you to read the lecture on [trigonometry and complex numbers](https://python.quantecon.org/complex_and_trig.html).\n", @@ -421,7 +421,7 @@ { "cell_type": "code", "execution_count": null, - "id": "7606232a", + "id": "c4b9664b", "metadata": {}, "outputs": [], "source": [ @@ -430,7 +430,7 @@ }, { "cell_type": "markdown", - "id": "69261bb5", + "id": "82390b6c", "metadata": {}, "source": [ "Now we solve for the fixed point $k^*$\n", @@ -443,7 +443,7 @@ { "cell_type": "code", "execution_count": null, - "id": "1c19053d", + "id": "f9dae02c", "metadata": {}, "outputs": [], "source": [ @@ -455,7 +455,7 @@ { "cell_type": "code", "execution_count": null, - "id": "f70a4308", + "id": "d9cfbd13", "metadata": {}, "outputs": [], "source": [ @@ -464,7 +464,7 @@ }, { "cell_type": "markdown", - "id": "c7d5274d", + "id": "26cb4385", "metadata": {}, "source": [ "### Inequalities and logic\n", @@ -475,7 +475,7 @@ { "cell_type": "code", "execution_count": null, - "id": "8df11cce", + "id": "569f05f6", "metadata": {}, "outputs": [], "source": [ @@ -485,7 +485,7 @@ { "cell_type": "code", "execution_count": null, - "id": "dc6cb169", + "id": "23828f5c", "metadata": {}, "outputs": [], "source": [ @@ -494,7 +494,7 @@ }, { "cell_type": "markdown", - "id": "50bb1edf", + "id": "d66ce17d", "metadata": {}, "source": [ "### Series\n", @@ -507,7 +507,7 @@ { "cell_type": "code", "execution_count": null, - "id": "1a392273", + "id": "621d899f", "metadata": {}, "outputs": [], "source": [ @@ -520,7 +520,7 @@ }, { "cell_type": "markdown", - "id": "419670e7", + "id": "d95780c9", "metadata": {}, "source": [ "To evaluate the sum, we can [`lambdify`](https://docs.sympy.org/latest/modules/utilities/lambdify.html#sympy.utilities.lambdify.lambdify) the formula.\n", @@ -531,7 +531,7 @@ { "cell_type": "code", "execution_count": null, - "id": "435e14b9", + "id": "8d4a8a01", "metadata": {}, "outputs": [], "source": [ @@ -542,7 +542,7 @@ }, { "cell_type": "markdown", - "id": "ce8f3c77", + "id": "39a89b94", "metadata": {}, "source": [ "#### Example: bank deposits\n", @@ -563,7 +563,7 @@ { "cell_type": "code", "execution_count": null, - "id": "b17dd229", + "id": "51ff96a3", "metadata": {}, "outputs": [], "source": [ @@ -575,7 +575,7 @@ }, { "cell_type": "markdown", - "id": "88fbde7f", + "id": "217b47a3", "metadata": {}, "source": [ "We can call the `doit` method to evaluate the series" @@ -584,7 +584,7 @@ { "cell_type": "code", "execution_count": null, - "id": "4daea2a2", + "id": "38b9050e", "metadata": {}, "outputs": [], "source": [ @@ -593,7 +593,7 @@ }, { "cell_type": "markdown", - "id": "eb860a4f", + "id": "45a8e94c", "metadata": {}, "source": [ "Simplifying the expression above gives" @@ -602,7 +602,7 @@ { "cell_type": "code", "execution_count": null, - "id": "3b3a4ca0", + "id": "d54481c8", "metadata": {}, "outputs": [], "source": [ @@ -611,7 +611,7 @@ }, { "cell_type": "markdown", - "id": "1797aba5", + "id": "d41ef1e5", "metadata": {}, "source": [ "This is consistent with the solution in the lecture on [geometric series](https://python.quantecon.org/geom_series.html#example-the-money-multiplier-in-fractional-reserve-banking).\n", @@ -631,7 +631,7 @@ { "cell_type": "code", "execution_count": null, - "id": "74a79fb2", + "id": "fa251100", "metadata": {}, "outputs": [], "source": [ @@ -645,7 +645,7 @@ }, { "cell_type": "markdown", - "id": "262d2485", + "id": "95965c8c", "metadata": {}, "source": [ "We can verify if the sum of probabilities for all possible values equals $1$:\n", @@ -658,7 +658,7 @@ { "cell_type": "code", "execution_count": null, - "id": "4771bfa8", + "id": "ec16ddbb", "metadata": {}, "outputs": [], "source": [ @@ -668,7 +668,7 @@ }, { "cell_type": "markdown", - "id": "68845576", + "id": "7f1c1c81", "metadata": {}, "source": [ "The expectation of the distribution is:\n", @@ -681,7 +681,7 @@ { "cell_type": "code", "execution_count": null, - "id": "b9b53200", + "id": "86cc8571", "metadata": {}, "outputs": [], "source": [ @@ -691,7 +691,7 @@ }, { "cell_type": "markdown", - "id": "4558dee6", + "id": "38460ee9", "metadata": {}, "source": [ "SymPy includes a statistics submodule called [`Stats`](https://docs.sympy.org/latest/modules/stats.html).\n", @@ -704,7 +704,7 @@ { "cell_type": "code", "execution_count": null, - "id": "2d5f999a", + "id": "8db54fcf", "metadata": {}, "outputs": [], "source": [ @@ -717,7 +717,7 @@ }, { "cell_type": "markdown", - "id": "fcf2277c", + "id": "e2491951", "metadata": {}, "source": [ "## Symbolic Calculus\n", @@ -733,7 +733,7 @@ { "cell_type": "code", "execution_count": null, - "id": "957e29db", + "id": "84e44daa", "metadata": {}, "outputs": [], "source": [ @@ -747,7 +747,7 @@ }, { "cell_type": "markdown", - "id": "a8a1cd82", + "id": "502354fd", "metadata": {}, "source": [ "### Derivatives\n", @@ -758,7 +758,7 @@ { "cell_type": "code", "execution_count": null, - "id": "f6078011", + "id": "572955d1", "metadata": {}, "outputs": [], "source": [ @@ -769,7 +769,7 @@ }, { "cell_type": "markdown", - "id": "f0d42893", + "id": "e9b9ea04", "metadata": {}, "source": [ "### Integrals\n", @@ -780,7 +780,7 @@ { "cell_type": "code", "execution_count": null, - "id": "a05a8cb7", + "id": "0998fe14", "metadata": {}, "outputs": [], "source": [ @@ -791,7 +791,7 @@ }, { "cell_type": "markdown", - "id": "51a13a01", + "id": "21edc2d6", "metadata": {}, "source": [ "Let's use this function to compute the moment-generating function of [exponential distribution](https://en.wikipedia.org/wiki/Exponential_distribution) with the probability density function:\n", @@ -804,7 +804,7 @@ { "cell_type": "code", "execution_count": null, - "id": "e83196f8", + "id": "7f711538", "metadata": {}, "outputs": [], "source": [ @@ -817,7 +817,7 @@ { "cell_type": "code", "execution_count": null, - "id": "18b09067", + "id": "c79205b6", "metadata": {}, "outputs": [], "source": [ @@ -828,7 +828,7 @@ }, { "cell_type": "markdown", - "id": "de88148e", + "id": "3fcb0683", "metadata": {}, "source": [ "Note that we can also use `Stats` module to compute the moment" @@ -837,7 +837,7 @@ { "cell_type": "code", "execution_count": null, - "id": "ccd64c91", + "id": "4b3b8117", "metadata": {}, "outputs": [], "source": [ @@ -847,7 +847,7 @@ { "cell_type": "code", "execution_count": null, - "id": "f24c6422", + "id": "44f7825f", "metadata": {}, "outputs": [], "source": [ @@ -857,7 +857,7 @@ { "cell_type": "code", "execution_count": null, - "id": "c9193cce", + "id": "4a2a2160", "metadata": {}, "outputs": [], "source": [ @@ -866,7 +866,7 @@ }, { "cell_type": "markdown", - "id": "ffbe74d1", + "id": "8f6a8ab2", "metadata": {}, "source": [ "Using the `integrate` function, we can derive the cumulative density function of the exponential distribution with $\\lambda = 0.5$" @@ -875,7 +875,7 @@ { "cell_type": "code", "execution_count": null, - "id": "513365ee", + "id": "3c9b4ae6", "metadata": {}, "outputs": [], "source": [ @@ -886,7 +886,7 @@ { "cell_type": "code", "execution_count": null, - "id": "c4579a25", + "id": "0fb6cee0", "metadata": {}, "outputs": [], "source": [ @@ -895,7 +895,7 @@ }, { "cell_type": "markdown", - "id": "9cdf4c3d", + "id": "ce213178", "metadata": {}, "source": [ "Using `cdf` in `Stats` module gives the same solution" @@ -904,7 +904,7 @@ { "cell_type": "code", "execution_count": null, - "id": "b058c99a", + "id": "a52292ff", "metadata": {}, "outputs": [], "source": [ @@ -914,7 +914,7 @@ { "cell_type": "code", "execution_count": null, - "id": "953498fe", + "id": "c92e7878", "metadata": {}, "outputs": [], "source": [ @@ -926,7 +926,7 @@ { "cell_type": "code", "execution_count": null, - "id": "df9f5c3b", + "id": "5b24b4b5", "metadata": {}, "outputs": [], "source": [ @@ -936,7 +936,7 @@ }, { "cell_type": "markdown", - "id": "d466959c", + "id": "b3f46531", "metadata": {}, "source": [ "## Plotting\n", @@ -949,7 +949,7 @@ { "cell_type": "code", "execution_count": null, - "id": "1c8aacda", + "id": "ea927d04", "metadata": {}, "outputs": [], "source": [ @@ -961,7 +961,7 @@ }, { "cell_type": "markdown", - "id": "543dbd4a", + "id": "a68e26a0", "metadata": {}, "source": [ "Similar to Matplotlib, SymPy provides an interface to customize the graph" @@ -970,7 +970,7 @@ { "cell_type": "code", "execution_count": null, - "id": "6c4c888c", + "id": "39e68550", "metadata": {}, "outputs": [], "source": [ @@ -988,7 +988,7 @@ }, { "cell_type": "markdown", - "id": "dabda27e", + "id": "96e3003a", "metadata": {}, "source": [ "It also supports plotting implicit functions and visualizing inequalities" @@ -997,7 +997,7 @@ { "cell_type": "code", "execution_count": null, - "id": "2b5ef905", + "id": "bb1c89f3", "metadata": {}, "outputs": [], "source": [ @@ -1007,7 +1007,7 @@ { "cell_type": "code", "execution_count": null, - "id": "77d15840", + "id": "b1d83ffc", "metadata": {}, "outputs": [], "source": [ @@ -1017,7 +1017,7 @@ }, { "cell_type": "markdown", - "id": "4e19ab6e", + "id": "c7b1ed5c", "metadata": {}, "source": [ "and visualizations in three-dimensional space" @@ -1026,7 +1026,7 @@ { "cell_type": "code", "execution_count": null, - "id": "77676dfb", + "id": "daa894c2", "metadata": {}, "outputs": [], "source": [ @@ -1035,7 +1035,7 @@ }, { "cell_type": "markdown", - "id": "7c0cf9c0", + "id": "244073ae", "metadata": {}, "source": [ "## Application: Two-person Exchange Economy\n", @@ -1062,7 +1062,7 @@ { "cell_type": "code", "execution_count": null, - "id": "0ebd95c3", + "id": "703ec970", "metadata": {}, "outputs": [], "source": [ @@ -1075,7 +1075,7 @@ { "cell_type": "code", "execution_count": null, - "id": "a679832f", + "id": "d7366d52", "metadata": {}, "outputs": [], "source": [ @@ -1085,7 +1085,7 @@ { "cell_type": "code", "execution_count": null, - "id": "4a8347b9", + "id": "6647bab5", "metadata": {}, "outputs": [], "source": [ @@ -1094,7 +1094,7 @@ }, { "cell_type": "markdown", - "id": "87444554", + "id": "fec329ba", "metadata": {}, "source": [ "We are interested in the Pareto optimal allocation of goods $x$ and $y$.\n", @@ -1111,7 +1111,7 @@ { "cell_type": "code", "execution_count": null, - "id": "b61fc5c6", + "id": "c8148c5a", "metadata": {}, "outputs": [], "source": [ @@ -1126,7 +1126,7 @@ { "cell_type": "code", "execution_count": null, - "id": "caa6f463", + "id": "60404491", "metadata": {}, "outputs": [], "source": [ @@ -1137,7 +1137,7 @@ }, { "cell_type": "markdown", - "id": "8ccdeb8f", + "id": "821bb1a6", "metadata": {}, "source": [ "Let's compute the Pareto optimal allocations of the economy (contract curves) with $\\alpha = \\beta = 0.5$ using SymPy" @@ -1146,7 +1146,7 @@ { "cell_type": "code", "execution_count": null, - "id": "a2598b52", + "id": "108d9b6d", "metadata": {}, "outputs": [], "source": [ @@ -1156,7 +1156,7 @@ }, { "cell_type": "markdown", - "id": "4546cb3c", + "id": "43d3ccc3", "metadata": {}, "source": [ "We can use this result to visualize more contract curves under different parameters" @@ -1165,7 +1165,7 @@ { "cell_type": "code", "execution_count": null, - "id": "2fc8d721", + "id": "f625096f", "metadata": {}, "outputs": [], "source": [ @@ -1191,7 +1191,7 @@ }, { "cell_type": "markdown", - "id": "12c59dfd", + "id": "02d3ae06", "metadata": {}, "source": [ "We invite you to play with the parameters and see how the contract curves change and think about the following two questions:\n", @@ -1229,7 +1229,7 @@ { "cell_type": "code", "execution_count": null, - "id": "9705863d", + "id": "2f0e6e11", "metadata": {}, "outputs": [], "source": [ @@ -1241,7 +1241,7 @@ }, { "cell_type": "markdown", - "id": "abfb7459", + "id": "8687c2aa", "metadata": {}, "source": [ "Sympy is smart enough to solve this limit" @@ -1250,7 +1250,7 @@ { "cell_type": "code", "execution_count": null, - "id": "42e1f8a5", + "id": "c8d31d2c", "metadata": {}, "outputs": [], "source": [ @@ -1260,7 +1260,7 @@ }, { "cell_type": "markdown", - "id": "f3ebd95d", + "id": "2cf3b0d7", "metadata": {}, "source": [ "We compare the result suggested by L'Hôpital's rule" @@ -1269,7 +1269,7 @@ { "cell_type": "code", "execution_count": null, - "id": "3e27a6e9", + "id": "ed718863", "metadata": {}, "outputs": [], "source": [ @@ -1280,7 +1280,7 @@ }, { "cell_type": "markdown", - "id": "2f5b6336", + "id": "61e11d9b", "metadata": {}, "source": [ "```{solution-end}\n", @@ -1316,7 +1316,7 @@ { "cell_type": "code", "execution_count": null, - "id": "a09eb24b", + "id": "ba0d6ab9", "metadata": {}, "outputs": [], "source": [ @@ -1329,7 +1329,7 @@ { "cell_type": "code", "execution_count": null, - "id": "a34a8571", + "id": "6cf152d9", "metadata": {}, "outputs": [], "source": [ @@ -1339,7 +1339,7 @@ }, { "cell_type": "markdown", - "id": "99812f37", + "id": "8afc5284", "metadata": {}, "source": [ "Now we compute the log-likelihood function and solve for the result" @@ -1348,7 +1348,7 @@ { "cell_type": "code", "execution_count": null, - "id": "0059ae54", + "id": "acfb6a79", "metadata": {}, "outputs": [], "source": [ @@ -1358,7 +1358,7 @@ { "cell_type": "code", "execution_count": null, - "id": "5079b0a4", + "id": "1f1154b4", "metadata": {}, "outputs": [], "source": [ @@ -1369,7 +1369,7 @@ { "cell_type": "code", "execution_count": null, - "id": "dff308f5", + "id": "8843a414", "metadata": {}, "outputs": [], "source": [ @@ -1378,7 +1378,7 @@ }, { "cell_type": "markdown", - "id": "4ca9f152", + "id": "63f2e906", "metadata": {}, "source": [ "```{solution-end}\n", diff --git a/_sources/troubleshooting.ipynb b/_sources/troubleshooting.ipynb index 22eff60e..690cc54f 100644 --- a/_sources/troubleshooting.ipynb +++ b/_sources/troubleshooting.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "markdown", - "id": "00750b52", + "id": "fa7b3585", "metadata": {}, "source": [ "(troubleshooting)=\n", diff --git a/_sources/writing_good_code.ipynb b/_sources/writing_good_code.ipynb index 0a9e1829..f1ba2cad 100644 --- a/_sources/writing_good_code.ipynb +++ b/_sources/writing_good_code.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "markdown", - "id": "f59daca2", + "id": "9b5b0322", "metadata": {}, "source": [ "(writing_good_code)=\n", @@ -74,7 +74,7 @@ { "cell_type": "code", "execution_count": null, - "id": "f954f190", + "id": "b26d1c9d", "metadata": {}, "outputs": [], "source": [ @@ -144,7 +144,7 @@ }, { "cell_type": "markdown", - "id": "13392c6d", + "id": "be7e0e64", "metadata": {}, "source": [ "True, the code more or less follows [PEP8](https://www.python.org/dev/peps/pep-0008/).\n", @@ -265,7 +265,7 @@ { "cell_type": "code", "execution_count": null, - "id": "a9a28c8f", + "id": "11ce1657", "metadata": {}, "outputs": [], "source": [ @@ -304,7 +304,7 @@ }, { "cell_type": "markdown", - "id": "180ecbc1", + "id": "577eb5bf", "metadata": {}, "source": [ "If you inspect this code, you will see that\n", @@ -364,7 +364,7 @@ { "cell_type": "code", "execution_count": null, - "id": "280f0269", + "id": "5e3f2f8b", "metadata": {}, "outputs": [], "source": [ @@ -383,7 +383,7 @@ }, { "cell_type": "markdown", - "id": "16a65e2b", + "id": "9b8b02fd", "metadata": {}, "source": [ "Let's also plot our results." @@ -392,7 +392,7 @@ { "cell_type": "code", "execution_count": null, - "id": "96319dba", + "id": "84901132", "metadata": {}, "outputs": [], "source": [ @@ -416,7 +416,7 @@ }, { "cell_type": "markdown", - "id": "6a17190b", + "id": "890dc05d", "metadata": {}, "source": [ "We also want to consider supply and demand shifts.\n", @@ -427,7 +427,7 @@ { "cell_type": "code", "execution_count": null, - "id": "a3f2bb75", + "id": "25b04a28", "metadata": {}, "outputs": [], "source": [ @@ -445,7 +445,7 @@ { "cell_type": "code", "execution_count": null, - "id": "a6dff27f", + "id": "be24f157", "metadata": {}, "outputs": [], "source": [ @@ -469,7 +469,7 @@ }, { "cell_type": "markdown", - "id": "d63ec6cc", + "id": "85737511", "metadata": {}, "source": [ "Now we might consider supply shifts, but you already get the idea that there's\n", @@ -491,7 +491,7 @@ { "cell_type": "code", "execution_count": null, - "id": "2541baa6", + "id": "60096f9e", "metadata": {}, "outputs": [], "source": [ @@ -532,7 +532,7 @@ }, { "cell_type": "markdown", - "id": "037d7409", + "id": "9905b7b7", "metadata": {}, "source": [ "Let's create an instance at the default parameter values." @@ -541,7 +541,7 @@ { "cell_type": "code", "execution_count": null, - "id": "69de9fb8", + "id": "90448276", "metadata": {}, "outputs": [], "source": [ @@ -550,7 +550,7 @@ }, { "cell_type": "markdown", - "id": "92ec732e", + "id": "557e6197", "metadata": {}, "source": [ "Now we'll compute the equilibrium and plot it." @@ -559,7 +559,7 @@ { "cell_type": "code", "execution_count": null, - "id": "225b96d0", + "id": "d4f5d6f3", "metadata": {}, "outputs": [], "source": [ @@ -569,7 +569,7 @@ { "cell_type": "code", "execution_count": null, - "id": "6e28f5e1", + "id": "40f1d8f5", "metadata": {}, "outputs": [], "source": [ @@ -578,7 +578,7 @@ }, { "cell_type": "markdown", - "id": "f01e18a4", + "id": "dc7b4213", "metadata": {}, "source": [ "One of the nice things about our refactored code is that, when we change\n", @@ -588,7 +588,7 @@ { "cell_type": "code", "execution_count": null, - "id": "7f82051f", + "id": "0060ff12", "metadata": {}, "outputs": [], "source": [ @@ -598,7 +598,7 @@ { "cell_type": "code", "execution_count": null, - "id": "8d3a07c9", + "id": "5bd9375d", "metadata": {}, "outputs": [], "source": [ @@ -608,7 +608,7 @@ { "cell_type": "code", "execution_count": null, - "id": "e7f8309c", + "id": "2ad939d9", "metadata": {}, "outputs": [], "source": [ @@ -617,7 +617,7 @@ }, { "cell_type": "markdown", - "id": "bdbd60c6", + "id": "4e803d72", "metadata": {}, "source": [ "```{solution-end}\n", diff --git a/_static/pygments.css b/_static/pygments.css index 530456b4..997797f2 100644 --- a/_static/pygments.css +++ b/_static/pygments.css @@ -47,6 +47,7 @@ html[data-theme="light"] .highlight .py { color: #007faa } /* Name.Property */ html[data-theme="light"] .highlight .nt { color: #007faa } /* Name.Tag */ html[data-theme="light"] .highlight .nv { color: #d91e18 } /* Name.Variable */ html[data-theme="light"] .highlight .ow { color: #7928a1 } /* Operator.Word */ +html[data-theme="light"] .highlight .pm { color: #545454 } /* Punctuation.Marker */ html[data-theme="light"] .highlight .w { color: #545454 } /* Text.Whitespace */ html[data-theme="light"] .highlight .mb { color: #797129 } /* Literal.Number.Bin */ html[data-theme="light"] .highlight .mf { color: #797129 } /* Literal.Number.Float */ @@ -122,6 +123,7 @@ html[data-theme="dark"] .highlight .py { color: #00e0e0 } /* Name.Property */ html[data-theme="dark"] .highlight .nt { color: #00e0e0 } /* Name.Tag */ html[data-theme="dark"] .highlight .nv { color: #ffa07a } /* Name.Variable */ html[data-theme="dark"] .highlight .ow { color: #dcc6e0 } /* Operator.Word */ +html[data-theme="dark"] .highlight .pm { color: #f8f8f2 } /* Punctuation.Marker */ html[data-theme="dark"] .highlight .w { color: #f8f8f2 } /* Text.Whitespace */ html[data-theme="dark"] .highlight .mb { color: #ffd900 } /* Literal.Number.Bin */ html[data-theme="dark"] .highlight .mf { color: #ffd900 } /* Literal.Number.Float */ diff --git a/_static/scripts/bootstrap.js b/_static/scripts/bootstrap.js index 766173ab..ef07e0bc 100644 --- a/_static/scripts/bootstrap.js +++ b/_static/scripts/bootstrap.js @@ -1,3 +1,3 @@ /*! 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NAME(){return"swipe"}dispose(){de.off(this._element,Le)}_start(t){this._supportPointerEvents?this._eventIsPointerPenTouch(t)&&(this._deltaX=t.clientX):this._deltaX=t.touches[0].clientX}_end(t){this._eventIsPointerPenTouch(t)&&(this._deltaX=t.clientX-this._deltaX),this._handleSwipe(),Xt(this._config.endCallback)}_move(t){this._deltaX=t.touches&&t.touches.length>1?0:t.touches[0].clientX-this._deltaX}_handleSwipe(){const t=Math.abs(this._deltaX);if(t<=40)return;const e=t/this._deltaX;this._deltaX=0,e&&Xt(e>0?this._config.rightCallback:this._config.leftCallback)}_initEvents(){this._supportPointerEvents?(de.on(this._element,Ie,(t=>this._start(t))),de.on(this._element,Ne,(t=>this._end(t))),this._element.classList.add("pointer-event")):(de.on(this._element,De,(t=>this._start(t))),de.on(this._element,$e,(t=>this._move(t))),de.on(this._element,Se,(t=>this._end(t))))}_eventIsPointerPenTouch(t){return this._supportPointerEvents&&("pen"===t.pointerType||"touch"===t.pointerType)}static 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NAME(){return"carousel"}next(){this._slide(Fe)}nextWhenVisible(){!document.hidden&&Wt(this._element)&&this.next()}prev(){this._slide(Be)}pause(){this._isSliding&&jt(this._element),this._clearInterval()}cycle(){this._clearInterval(),this._updateInterval(),this._interval=setInterval((()=>this.nextWhenVisible()),this._config.interval)}_maybeEnableCycle(){this._config.ride&&(this._isSliding?de.one(this._element,Ve,(()=>this.cycle())):this.cycle())}to(t){const e=this._getItems();if(t>e.length-1||t<0)return;if(this._isSliding)return void de.one(this._element,Ve,(()=>this.to(t)));const i=this._getItemIndex(this._getActive());if(i===t)return;const n=t>i?Fe:Be;this._slide(n,e[t])}dispose(){this._swipeHelper&&this._swipeHelper.dispose(),super.dispose()}_configAfterMerge(t){return t.defaultInterval=t.interval,t}_addEventListeners(){this._config.keyboard&&de.on(this._element,Ke,(t=>this._keydown(t))),"hover"===this._config.pause&&(de.on(this._element,Qe,(()=>this.pause())),de.on(this._element,Xe,(()=>this._maybeEnableCycle()))),this._config.touch&&Me.isSupported()&&this._addTouchEventListeners()}_addTouchEventListeners(){for(const t of ke.find(".carousel-item img",this._element))de.on(t,Ye,(t=>t.preventDefault()));const t={leftCallback:()=>this._slide(this._directionToOrder(ze)),rightCallback:()=>this._slide(this._directionToOrder(qe)),endCallback:()=>{"hover"===this._config.pause&&(this.pause(),this.touchTimeout&&clearTimeout(this.touchTimeout),this.touchTimeout=setTimeout((()=>this._maybeEnableCycle()),500+this._config.interval))}};this._swipeHelper=new Me(this._element,t)}_keydown(t){if(/input|textarea/i.test(t.target.tagName))return;const e=ni[t.key];e&&(t.preventDefault(),this._slide(this._directionToOrder(e)))}_getItemIndex(t){return this._getItems().indexOf(t)}_setActiveIndicatorElement(t){if(!this._indicatorsElement)return;const e=ke.findOne(ti,this._indicatorsElement);e.classList.remove(Ze),e.removeAttribute("aria-current");const i=ke.findOne(`[data-bs-slide-to="${t}"]`,this._indicatorsElement);i&&(i.classList.add(Ze),i.setAttribute("aria-current","true"))}_updateInterval(){const t=this._activeElement||this._getActive();if(!t)return;const e=Number.parseInt(t.getAttribute("data-bs-interval"),10);this._config.interval=e||this._config.defaultInterval}_slide(t,e=null){if(this._isSliding)return;const i=this._getActive(),n=t===Fe,s=e||Ut(this._getItems(),i,n,this._config.wrap);if(s===i)return;const o=this._getItemIndex(s),r=e=>de.trigger(this._element,e,{relatedTarget:s,direction:this._orderToDirection(t),from:this._getItemIndex(i),to:o});if(r(Re).defaultPrevented)return;if(!i||!s)return;const a=Boolean(this._interval);this.pause(),this._isSliding=!0,this._setActiveIndicatorElement(o),this._activeElement=s;const l=n?"carousel-item-start":"carousel-item-end",c=n?"carousel-item-next":"carousel-item-prev";s.classList.add(c),qt(s),i.classList.add(l),s.classList.add(l),this._queueCallback((()=>{s.classList.remove(l,c),s.classList.add(Ze),i.classList.remove(Ze,c,l),this._isSliding=!1,r(Ve)}),i,this._isAnimated()),a&&this.cycle()}_isAnimated(){return this._element.classList.contains("slide")}_getActive(){return ke.findOne(ii,this._element)}_getItems(){return ke.find(ei,this._element)}_clearInterval(){this._interval&&(clearInterval(this._interval),this._interval=null)}_directionToOrder(t){return Kt()?t===ze?Be:Fe:t===ze?Fe:Be}_orderToDirection(t){return Kt()?t===Be?ze:qe:t===Be?qe:ze}static jQueryInterface(t){return this.each((function(){const e=ri.getOrCreateInstance(this,t);if("number"!=typeof t){if("string"==typeof t){if(void 0===e[t]||t.startsWith("_")||"constructor"===t)throw new TypeError(`No method named "${t}"`);e[t]()}}else e.to(t)}))}}de.on(document,Ge,"[data-bs-slide], [data-bs-slide-to]",(function(t){const e=Pt(this);if(!e||!e.classList.contains(Je))return;t.preventDefault();const i=ri.getOrCreateInstance(e),n=this.getAttribute("data-bs-slide-to");return n?(i.to(n),void i._maybeEnableCycle()):"next"===be.getDataAttribute(this,"slide")?(i.next(),void i._maybeEnableCycle()):(i.prev(),void i._maybeEnableCycle())})),de.on(window,Ue,(()=>{const t=ke.find('[data-bs-ride="carousel"]');for(const e of t)ri.getOrCreateInstance(e)})),Qt(ri);const ai=".bs.collapse",li=`show${ai}`,ci=`shown${ai}`,hi=`hide${ai}`,ui=`hidden${ai}`,di=`click${ai}.data-api`,fi="show",pi="collapse",gi="collapsing",mi=`:scope .${pi} .${pi}`,_i='[data-bs-toggle="collapse"]',bi={parent:null,toggle:!0},vi={parent:"(null|element)",toggle:"boolean"};class yi extends ye{constructor(t,e){super(t,e),this._isTransitioning=!1,this._triggerArray=[];const i=ke.find(_i);for(const t of i){const e=Nt(t),i=ke.find(e).filter((t=>t===this._element));null!==e&&i.length&&this._triggerArray.push(t)}this._initializeChildren(),this._config.parent||this._addAriaAndCollapsedClass(this._triggerArray,this._isShown()),this._config.toggle&&this.toggle()}static get Default(){return bi}static get DefaultType(){return vi}static get NAME(){return"collapse"}toggle(){this._isShown()?this.hide():this.show()}show(){if(this._isTransitioning||this._isShown())return;let t=[];if(this._config.parent&&(t=this._getFirstLevelChildren(".collapse.show, .collapse.collapsing").filter((t=>t!==this._element)).map((t=>yi.getOrCreateInstance(t,{toggle:!1})))),t.length&&t[0]._isTransitioning)return;if(de.trigger(this._element,li).defaultPrevented)return;for(const e of t)e.hide();const e=this._getDimension();this._element.classList.remove(pi),this._element.classList.add(gi),this._element.style[e]=0,this._addAriaAndCollapsedClass(this._triggerArray,!0),this._isTransitioning=!0;const i=`scroll${e[0].toUpperCase()+e.slice(1)}`;this._queueCallback((()=>{this._isTransitioning=!1,this._element.classList.remove(gi),this._element.classList.add(pi,fi),this._element.style[e]="",de.trigger(this._element,ci)}),this._element,!0),this._element.style[e]=`${this._element[i]}px`}hide(){if(this._isTransitioning||!this._isShown())return;if(de.trigger(this._element,hi).defaultPrevented)return;const t=this._getDimension();this._element.style[t]=`${this._element.getBoundingClientRect()[t]}px`,qt(this._element),this._element.classList.add(gi),this._element.classList.remove(pi,fi);for(const t of this._triggerArray){const e=Pt(t);e&&!this._isShown(e)&&this._addAriaAndCollapsedClass([t],!1)}this._isTransitioning=!0,this._element.style[t]="",this._queueCallback((()=>{this._isTransitioning=!1,this._element.classList.remove(gi),this._element.classList.add(pi),de.trigger(this._element,ui)}),this._element,!0)}_isShown(t=this._element){return t.classList.contains(fi)}_configAfterMerge(t){return t.toggle=Boolean(t.toggle),t.parent=Ht(t.parent),t}_getDimension(){return this._element.classList.contains("collapse-horizontal")?"width":"height"}_initializeChildren(){if(!this._config.parent)return;const t=this._getFirstLevelChildren(_i);for(const e of t){const t=Pt(e);t&&this._addAriaAndCollapsedClass([e],this._isShown(t))}}_getFirstLevelChildren(t){const e=ke.find(mi,this._config.parent);return ke.find(t,this._config.parent).filter((t=>!e.includes(t)))}_addAriaAndCollapsedClass(t,e){if(t.length)for(const i of t)i.classList.toggle("collapsed",!e),i.setAttribute("aria-expanded",e)}static jQueryInterface(t){const e={};return"string"==typeof t&&/show|hide/.test(t)&&(e.toggle=!1),this.each((function(){const i=yi.getOrCreateInstance(this,e);if("string"==typeof t){if(void 0===i[t])throw new TypeError(`No method named "${t}"`);i[t]()}}))}}de.on(document,di,_i,(function(t){("A"===t.target.tagName||t.delegateTarget&&"A"===t.delegateTarget.tagName)&&t.preventDefault();const e=Nt(this),i=ke.find(e);for(const t of i)yi.getOrCreateInstance(t,{toggle:!1}).toggle()})),Qt(yi);const wi="dropdown",Ai=".bs.dropdown",Ei=".data-api",Ci="ArrowUp",Ti="ArrowDown",Oi=`hide${Ai}`,xi=`hidden${Ai}`,ki=`show${Ai}`,Li=`shown${Ai}`,Di=`click${Ai}${Ei}`,$i=`keydown${Ai}${Ei}`,Si=`keyup${Ai}${Ei}`,Ii="show",Ni='[data-bs-toggle="dropdown"]:not(.disabled):not(:disabled)',Pi=`${Ni}.${Ii}`,ji=".dropdown-menu",Mi=Kt()?"top-end":"top-start",Hi=Kt()?"top-start":"top-end",Wi=Kt()?"bottom-end":"bottom-start",Fi=Kt()?"bottom-start":"bottom-end",Bi=Kt()?"left-start":"right-start",zi=Kt()?"right-start":"left-start",qi={autoClose:!0,boundary:"clippingParents",display:"dynamic",offset:[0,2],popperConfig:null,reference:"toggle"},Ri={autoClose:"(boolean|string)",boundary:"(string|element)",display:"string",offset:"(array|string|function)",popperConfig:"(null|object|function)",reference:"(string|element|object)"};class Vi extends ye{constructor(t,e){super(t,e),this._popper=null,this._parent=this._element.parentNode,this._menu=ke.next(this._element,ji)[0]||ke.prev(this._element,ji)[0]||ke.findOne(ji,this._parent),this._inNavbar=this._detectNavbar()}static get Default(){return qi}static get DefaultType(){return Ri}static get NAME(){return wi}toggle(){return this._isShown()?this.hide():this.show()}show(){if(Ft(this._element)||this._isShown())return;const t={relatedTarget:this._element};if(!de.trigger(this._element,ki,t).defaultPrevented){if(this._createPopper(),"ontouchstart"in document.documentElement&&!this._parent.closest(".navbar-nav"))for(const t of[].concat(...document.body.children))de.on(t,"mouseover",zt);this._element.focus(),this._element.setAttribute("aria-expanded",!0),this._menu.classList.add(Ii),this._element.classList.add(Ii),de.trigger(this._element,Li,t)}}hide(){if(Ft(this._element)||!this._isShown())return;const t={relatedTarget:this._element};this._completeHide(t)}dispose(){this._popper&&this._popper.destroy(),super.dispose()}update(){this._inNavbar=this._detectNavbar(),this._popper&&this._popper.update()}_completeHide(t){if(!de.trigger(this._element,Oi,t).defaultPrevented){if("ontouchstart"in document.documentElement)for(const t of[].concat(...document.body.children))de.off(t,"mouseover",zt);this._popper&&this._popper.destroy(),this._menu.classList.remove(Ii),this._element.classList.remove(Ii),this._element.setAttribute("aria-expanded","false"),be.removeDataAttribute(this._menu,"popper"),de.trigger(this._element,xi,t)}}_getConfig(t){if("object"==typeof(t=super._getConfig(t)).reference&&!Mt(t.reference)&&"function"!=typeof t.reference.getBoundingClientRect)throw new TypeError(`${wi.toUpperCase()}: Option "reference" provided type "object" without a required "getBoundingClientRect" method.`);return t}_createPopper(){if(void 0===e)throw new TypeError("Bootstrap's dropdowns require Popper (https://popper.js.org)");let t=this._element;"parent"===this._config.reference?t=this._parent:Mt(this._config.reference)?t=Ht(this._config.reference):"object"==typeof this._config.reference&&(t=this._config.reference);const i=this._getPopperConfig();this._popper=Dt(t,this._menu,i)}_isShown(){return this._menu.classList.contains(Ii)}_getPlacement(){const t=this._parent;if(t.classList.contains("dropend"))return Bi;if(t.classList.contains("dropstart"))return zi;if(t.classList.contains("dropup-center"))return"top";if(t.classList.contains("dropdown-center"))return"bottom";const e="end"===getComputedStyle(this._menu).getPropertyValue("--bs-position").trim();return t.classList.contains("dropup")?e?Hi:Mi:e?Fi:Wi}_detectNavbar(){return null!==this._element.closest(".navbar")}_getOffset(){const{offset:t}=this._config;return"string"==typeof t?t.split(",").map((t=>Number.parseInt(t,10))):"function"==typeof t?e=>t(e,this._element):t}_getPopperConfig(){const t={placement:this._getPlacement(),modifiers:[{name:"preventOverflow",options:{boundary:this._config.boundary}},{name:"offset",options:{offset:this._getOffset()}}]};return(this._inNavbar||"static"===this._config.display)&&(be.setDataAttribute(this._menu,"popper","static"),t.modifiers=[{name:"applyStyles",enabled:!1}]),{...t,..."function"==typeof this._config.popperConfig?this._config.popperConfig(t):this._config.popperConfig}}_selectMenuItem({key:t,target:e}){const i=ke.find(".dropdown-menu .dropdown-item:not(.disabled):not(:disabled)",this._menu).filter((t=>Wt(t)));i.length&&Ut(i,e,t===Ti,!i.includes(e)).focus()}static jQueryInterface(t){return this.each((function(){const e=Vi.getOrCreateInstance(this,t);if("string"==typeof t){if(void 0===e[t])throw new TypeError(`No method named "${t}"`);e[t]()}}))}static clearMenus(t){if(2===t.button||"keyup"===t.type&&"Tab"!==t.key)return;const e=ke.find(Pi);for(const i of e){const e=Vi.getInstance(i);if(!e||!1===e._config.autoClose)continue;const n=t.composedPath(),s=n.includes(e._menu);if(n.includes(e._element)||"inside"===e._config.autoClose&&!s||"outside"===e._config.autoClose&&s)continue;if(e._menu.contains(t.target)&&("keyup"===t.type&&"Tab"===t.key||/input|select|option|textarea|form/i.test(t.target.tagName)))continue;const o={relatedTarget:e._element};"click"===t.type&&(o.clickEvent=t),e._completeHide(o)}}static dataApiKeydownHandler(t){const e=/input|textarea/i.test(t.target.tagName),i="Escape"===t.key,n=[Ci,Ti].includes(t.key);if(!n&&!i)return;if(e&&!i)return;t.preventDefault();const s=this.matches(Ni)?this:ke.prev(this,Ni)[0]||ke.next(this,Ni)[0]||ke.findOne(Ni,t.delegateTarget.parentNode),o=Vi.getOrCreateInstance(s);if(n)return t.stopPropagation(),o.show(),void o._selectMenuItem(t);o._isShown()&&(t.stopPropagation(),o.hide(),s.focus())}}de.on(document,$i,Ni,Vi.dataApiKeydownHandler),de.on(document,$i,ji,Vi.dataApiKeydownHandler),de.on(document,Di,Vi.clearMenus),de.on(document,Si,Vi.clearMenus),de.on(document,Di,Ni,(function(t){t.preventDefault(),Vi.getOrCreateInstance(this).toggle()})),Qt(Vi);const Ki=".fixed-top, .fixed-bottom, .is-fixed, .sticky-top",Qi=".sticky-top",Xi="padding-right",Yi="margin-right";class Ui{constructor(){this._element=document.body}getWidth(){const t=document.documentElement.clientWidth;return Math.abs(window.innerWidth-t)}hide(){const t=this.getWidth();this._disableOverFlow(),this._setElementAttributes(this._element,Xi,(e=>e+t)),this._setElementAttributes(Ki,Xi,(e=>e+t)),this._setElementAttributes(Qi,Yi,(e=>e-t))}reset(){this._resetElementAttributes(this._element,"overflow"),this._resetElementAttributes(this._element,Xi),this._resetElementAttributes(Ki,Xi),this._resetElementAttributes(Qi,Yi)}isOverflowing(){return this.getWidth()>0}_disableOverFlow(){this._saveInitialAttribute(this._element,"overflow"),this._element.style.overflow="hidden"}_setElementAttributes(t,e,i){const n=this.getWidth();this._applyManipulationCallback(t,(t=>{if(t!==this._element&&window.innerWidth>t.clientWidth+n)return;this._saveInitialAttribute(t,e);const s=window.getComputedStyle(t).getPropertyValue(e);t.style.setProperty(e,`${i(Number.parseFloat(s))}px`)}))}_saveInitialAttribute(t,e){const i=t.style.getPropertyValue(e);i&&be.setDataAttribute(t,e,i)}_resetElementAttributes(t,e){this._applyManipulationCallback(t,(t=>{const i=be.getDataAttribute(t,e);null!==i?(be.removeDataAttribute(t,e),t.style.setProperty(e,i)):t.style.removeProperty(e)}))}_applyManipulationCallback(t,e){if(Mt(t))e(t);else for(const i of ke.find(t,this._element))e(i)}}const Gi="backdrop",Ji="show",Zi=`mousedown.bs.${Gi}`,tn={className:"modal-backdrop",clickCallback:null,isAnimated:!1,isVisible:!0,rootElement:"body"},en={className:"string",clickCallback:"(function|null)",isAnimated:"boolean",isVisible:"boolean",rootElement:"(element|string)"};class nn extends ve{constructor(t){super(),this._config=this._getConfig(t),this._isAppended=!1,this._element=null}static get Default(){return tn}static get DefaultType(){return en}static get NAME(){return Gi}show(t){if(!this._config.isVisible)return void Xt(t);this._append();const e=this._getElement();this._config.isAnimated&&qt(e),e.classList.add(Ji),this._emulateAnimation((()=>{Xt(t)}))}hide(t){this._config.isVisible?(this._getElement().classList.remove(Ji),this._emulateAnimation((()=>{this.dispose(),Xt(t)}))):Xt(t)}dispose(){this._isAppended&&(de.off(this._element,Zi),this._element.remove(),this._isAppended=!1)}_getElement(){if(!this._element){const t=document.createElement("div");t.className=this._config.className,this._config.isAnimated&&t.classList.add("fade"),this._element=t}return this._element}_configAfterMerge(t){return t.rootElement=Ht(t.rootElement),t}_append(){if(this._isAppended)return;const t=this._getElement();this._config.rootElement.append(t),de.on(t,Zi,(()=>{Xt(this._config.clickCallback)})),this._isAppended=!0}_emulateAnimation(t){Yt(t,this._getElement(),this._config.isAnimated)}}const sn=".bs.focustrap",on=`focusin${sn}`,rn=`keydown.tab${sn}`,an="backward",ln={autofocus:!0,trapElement:null},cn={autofocus:"boolean",trapElement:"element"};class hn extends ve{constructor(t){super(),this._config=this._getConfig(t),this._isActive=!1,this._lastTabNavDirection=null}static get Default(){return ln}static get DefaultType(){return cn}static get NAME(){return"focustrap"}activate(){this._isActive||(this._config.autofocus&&this._config.trapElement.focus(),de.off(document,sn),de.on(document,on,(t=>this._handleFocusin(t))),de.on(document,rn,(t=>this._handleKeydown(t))),this._isActive=!0)}deactivate(){this._isActive&&(this._isActive=!1,de.off(document,sn))}_handleFocusin(t){const{trapElement:e}=this._config;if(t.target===document||t.target===e||e.contains(t.target))return;const i=ke.focusableChildren(e);0===i.length?e.focus():this._lastTabNavDirection===an?i[i.length-1].focus():i[0].focus()}_handleKeydown(t){"Tab"===t.key&&(this._lastTabNavDirection=t.shiftKey?an:"forward")}}const un=".bs.modal",dn=`hide${un}`,fn=`hidePrevented${un}`,pn=`hidden${un}`,gn=`show${un}`,mn=`shown${un}`,_n=`resize${un}`,bn=`click.dismiss${un}`,vn=`mousedown.dismiss${un}`,yn=`keydown.dismiss${un}`,wn=`click${un}.data-api`,An="modal-open",En="show",Cn="modal-static",Tn={backdrop:!0,focus:!0,keyboard:!0},On={backdrop:"(boolean|string)",focus:"boolean",keyboard:"boolean"};class xn extends ye{constructor(t,e){super(t,e),this._dialog=ke.findOne(".modal-dialog",this._element),this._backdrop=this._initializeBackDrop(),this._focustrap=this._initializeFocusTrap(),this._isShown=!1,this._isTransitioning=!1,this._scrollBar=new Ui,this._addEventListeners()}static get Default(){return Tn}static get DefaultType(){return On}static get NAME(){return"modal"}toggle(t){return this._isShown?this.hide():this.show(t)}show(t){this._isShown||this._isTransitioning||de.trigger(this._element,gn,{relatedTarget:t}).defaultPrevented||(this._isShown=!0,this._isTransitioning=!0,this._scrollBar.hide(),document.body.classList.add(An),this._adjustDialog(),this._backdrop.show((()=>this._showElement(t))))}hide(){this._isShown&&!this._isTransitioning&&(de.trigger(this._element,dn).defaultPrevented||(this._isShown=!1,this._isTransitioning=!0,this._focustrap.deactivate(),this._element.classList.remove(En),this._queueCallback((()=>this._hideModal()),this._element,this._isAnimated())))}dispose(){for(const t of[window,this._dialog])de.off(t,un);this._backdrop.dispose(),this._focustrap.deactivate(),super.dispose()}handleUpdate(){this._adjustDialog()}_initializeBackDrop(){return new nn({isVisible:Boolean(this._config.backdrop),isAnimated:this._isAnimated()})}_initializeFocusTrap(){return new hn({trapElement:this._element})}_showElement(t){document.body.contains(this._element)||document.body.append(this._element),this._element.style.display="block",this._element.removeAttribute("aria-hidden"),this._element.setAttribute("aria-modal",!0),this._element.setAttribute("role","dialog"),this._element.scrollTop=0;const e=ke.findOne(".modal-body",this._dialog);e&&(e.scrollTop=0),qt(this._element),this._element.classList.add(En),this._queueCallback((()=>{this._config.focus&&this._focustrap.activate(),this._isTransitioning=!1,de.trigger(this._element,mn,{relatedTarget:t})}),this._dialog,this._isAnimated())}_addEventListeners(){de.on(this._element,yn,(t=>{if("Escape"===t.key)return this._config.keyboard?(t.preventDefault(),void this.hide()):void this._triggerBackdropTransition()})),de.on(window,_n,(()=>{this._isShown&&!this._isTransitioning&&this._adjustDialog()})),de.on(this._element,vn,(t=>{de.one(this._element,bn,(e=>{this._element===t.target&&this._element===e.target&&("static"!==this._config.backdrop?this._config.backdrop&&this.hide():this._triggerBackdropTransition())}))}))}_hideModal(){this._element.style.display="none",this._element.setAttribute("aria-hidden",!0),this._element.removeAttribute("aria-modal"),this._element.removeAttribute("role"),this._isTransitioning=!1,this._backdrop.hide((()=>{document.body.classList.remove(An),this._resetAdjustments(),this._scrollBar.reset(),de.trigger(this._element,pn)}))}_isAnimated(){return this._element.classList.contains("fade")}_triggerBackdropTransition(){if(de.trigger(this._element,fn).defaultPrevented)return;const t=this._element.scrollHeight>document.documentElement.clientHeight,e=this._element.style.overflowY;"hidden"===e||this._element.classList.contains(Cn)||(t||(this._element.style.overflowY="hidden"),this._element.classList.add(Cn),this._queueCallback((()=>{this._element.classList.remove(Cn),this._queueCallback((()=>{this._element.style.overflowY=e}),this._dialog)}),this._dialog),this._element.focus())}_adjustDialog(){const t=this._element.scrollHeight>document.documentElement.clientHeight,e=this._scrollBar.getWidth(),i=e>0;if(i&&!t){const t=Kt()?"paddingLeft":"paddingRight";this._element.style[t]=`${e}px`}if(!i&&t){const t=Kt()?"paddingRight":"paddingLeft";this._element.style[t]=`${e}px`}}_resetAdjustments(){this._element.style.paddingLeft="",this._element.style.paddingRight=""}static jQueryInterface(t,e){return this.each((function(){const i=xn.getOrCreateInstance(this,t);if("string"==typeof t){if(void 0===i[t])throw new TypeError(`No method named "${t}"`);i[t](e)}}))}}de.on(document,wn,'[data-bs-toggle="modal"]',(function(t){const e=Pt(this);["A","AREA"].includes(this.tagName)&&t.preventDefault(),de.one(e,gn,(t=>{t.defaultPrevented||de.one(e,pn,(()=>{Wt(this)&&this.focus()}))}));const i=ke.findOne(".modal.show");i&&xn.getInstance(i).hide(),xn.getOrCreateInstance(e).toggle(this)})),we(xn),Qt(xn);const kn=".bs.offcanvas",Ln=".data-api",Dn=`load${kn}${Ln}`,$n="show",Sn="showing",In="hiding",Nn=".offcanvas.show",Pn=`show${kn}`,jn=`shown${kn}`,Mn=`hide${kn}`,Hn=`hidePrevented${kn}`,Wn=`hidden${kn}`,Fn=`resize${kn}`,Bn=`click${kn}${Ln}`,zn=`keydown.dismiss${kn}`,qn={backdrop:!0,keyboard:!0,scroll:!1},Rn={backdrop:"(boolean|string)",keyboard:"boolean",scroll:"boolean"};class Vn extends ye{constructor(t,e){super(t,e),this._isShown=!1,this._backdrop=this._initializeBackDrop(),this._focustrap=this._initializeFocusTrap(),this._addEventListeners()}static get Default(){return qn}static get DefaultType(){return Rn}static get NAME(){return"offcanvas"}toggle(t){return this._isShown?this.hide():this.show(t)}show(t){this._isShown||de.trigger(this._element,Pn,{relatedTarget:t}).defaultPrevented||(this._isShown=!0,this._backdrop.show(),this._config.scroll||(new Ui).hide(),this._element.setAttribute("aria-modal",!0),this._element.setAttribute("role","dialog"),this._element.classList.add(Sn),this._queueCallback((()=>{this._config.scroll&&!this._config.backdrop||this._focustrap.activate(),this._element.classList.add($n),this._element.classList.remove(Sn),de.trigger(this._element,jn,{relatedTarget:t})}),this._element,!0))}hide(){this._isShown&&(de.trigger(this._element,Mn).defaultPrevented||(this._focustrap.deactivate(),this._element.blur(),this._isShown=!1,this._element.classList.add(In),this._backdrop.hide(),this._queueCallback((()=>{this._element.classList.remove($n,In),this._element.removeAttribute("aria-modal"),this._element.removeAttribute("role"),this._config.scroll||(new Ui).reset(),de.trigger(this._element,Wn)}),this._element,!0)))}dispose(){this._backdrop.dispose(),this._focustrap.deactivate(),super.dispose()}_initializeBackDrop(){const t=Boolean(this._config.backdrop);return new nn({className:"offcanvas-backdrop",isVisible:t,isAnimated:!0,rootElement:this._element.parentNode,clickCallback:t?()=>{"static"!==this._config.backdrop?this.hide():de.trigger(this._element,Hn)}:null})}_initializeFocusTrap(){return new hn({trapElement:this._element})}_addEventListeners(){de.on(this._element,zn,(t=>{"Escape"===t.key&&(this._config.keyboard?this.hide():de.trigger(this._element,Hn))}))}static jQueryInterface(t){return this.each((function(){const e=Vn.getOrCreateInstance(this,t);if("string"==typeof t){if(void 0===e[t]||t.startsWith("_")||"constructor"===t)throw new TypeError(`No method named "${t}"`);e[t](this)}}))}}de.on(document,Bn,'[data-bs-toggle="offcanvas"]',(function(t){const e=Pt(this);if(["A","AREA"].includes(this.tagName)&&t.preventDefault(),Ft(this))return;de.one(e,Wn,(()=>{Wt(this)&&this.focus()}));const i=ke.findOne(Nn);i&&i!==e&&Vn.getInstance(i).hide(),Vn.getOrCreateInstance(e).toggle(this)})),de.on(window,Dn,(()=>{for(const t of ke.find(Nn))Vn.getOrCreateInstance(t).show()})),de.on(window,Fn,(()=>{for(const t of ke.find("[aria-modal][class*=show][class*=offcanvas-]"))"fixed"!==getComputedStyle(t).position&&Vn.getOrCreateInstance(t).hide()})),we(Vn),Qt(Vn);const Kn=new Set(["background","cite","href","itemtype","longdesc","poster","src","xlink:href"]),Qn=/^(?:(?:https?|mailto|ftp|tel|file|sms):|[^#&/:?]*(?:[#/?]|$))/i,Xn=/^data:(?:image\/(?:bmp|gif|jpeg|jpg|png|tiff|webp)|video\/(?:mpeg|mp4|ogg|webm)|audio\/(?:mp3|oga|ogg|opus));base64,[\d+/a-z]+=*$/i,Yn=(t,e)=>{const i=t.nodeName.toLowerCase();return e.includes(i)?!Kn.has(i)||Boolean(Qn.test(t.nodeValue)||Xn.test(t.nodeValue)):e.filter((t=>t instanceof RegExp)).some((t=>t.test(i)))},Un={"*":["class","dir","id","lang","role",/^aria-[\w-]*$/i],a:["target","href","title","rel"],area:[],b:[],br:[],col:[],code:[],div:[],em:[],hr:[],h1:[],h2:[],h3:[],h4:[],h5:[],h6:[],i:[],img:["src","srcset","alt","title","width","height"],li:[],ol:[],p:[],pre:[],s:[],small:[],span:[],sub:[],sup:[],strong:[],u:[],ul:[]},Gn={allowList:Un,content:{},extraClass:"",html:!1,sanitize:!0,sanitizeFn:null,template:"

"},Jn={allowList:"object",content:"object",extraClass:"(string|function)",html:"boolean",sanitize:"boolean",sanitizeFn:"(null|function)",template:"string"},Zn={entry:"(string|element|function|null)",selector:"(string|element)"};class ts extends ve{constructor(t){super(),this._config=this._getConfig(t)}static get Default(){return Gn}static get DefaultType(){return Jn}static get NAME(){return"TemplateFactory"}getContent(){return Object.values(this._config.content).map((t=>this._resolvePossibleFunction(t))).filter(Boolean)}hasContent(){return this.getContent().length>0}changeContent(t){return this._checkContent(t),this._config.content={...this._config.content,...t},this}toHtml(){const t=document.createElement("div");t.innerHTML=this._maybeSanitize(this._config.template);for(const[e,i]of Object.entries(this._config.content))this._setContent(t,i,e);const e=t.children[0],i=this._resolvePossibleFunction(this._config.extraClass);return i&&e.classList.add(...i.split(" ")),e}_typeCheckConfig(t){super._typeCheckConfig(t),this._checkContent(t.content)}_checkContent(t){for(const[e,i]of Object.entries(t))super._typeCheckConfig({selector:e,entry:i},Zn)}_setContent(t,e,i){const n=ke.findOne(i,t);n&&((e=this._resolvePossibleFunction(e))?Mt(e)?this._putElementInTemplate(Ht(e),n):this._config.html?n.innerHTML=this._maybeSanitize(e):n.textContent=e:n.remove())}_maybeSanitize(t){return this._config.sanitize?function(t,e,i){if(!t.length)return t;if(i&&"function"==typeof i)return i(t);const n=(new window.DOMParser).parseFromString(t,"text/html"),s=[].concat(...n.body.querySelectorAll("*"));for(const t of s){const i=t.nodeName.toLowerCase();if(!Object.keys(e).includes(i)){t.remove();continue}const n=[].concat(...t.attributes),s=[].concat(e["*"]||[],e[i]||[]);for(const e of n)Yn(e,s)||t.removeAttribute(e.nodeName)}return n.body.innerHTML}(t,this._config.allowList,this._config.sanitizeFn):t}_resolvePossibleFunction(t){return"function"==typeof t?t(this):t}_putElementInTemplate(t,e){if(this._config.html)return e.innerHTML="",void e.append(t);e.textContent=t.textContent}}const es=new Set(["sanitize","allowList","sanitizeFn"]),is="fade",ns="show",ss=".modal",os="hide.bs.modal",rs="hover",as="focus",ls={AUTO:"auto",TOP:"top",RIGHT:Kt()?"left":"right",BOTTOM:"bottom",LEFT:Kt()?"right":"left"},cs={allowList:Un,animation:!0,boundary:"clippingParents",container:!1,customClass:"",delay:0,fallbackPlacements:["top","right","bottom","left"],html:!1,offset:[0,0],placement:"top",popperConfig:null,sanitize:!0,sanitizeFn:null,selector:!1,template:'',title:"",trigger:"hover focus"},hs={allowList:"object",animation:"boolean",boundary:"(string|element)",container:"(string|element|boolean)",customClass:"(string|function)",delay:"(number|object)",fallbackPlacements:"array",html:"boolean",offset:"(array|string|function)",placement:"(string|function)",popperConfig:"(null|object|function)",sanitize:"boolean",sanitizeFn:"(null|function)",selector:"(string|boolean)",template:"string",title:"(string|element|function)",trigger:"string"};class us extends ye{constructor(t,i){if(void 0===e)throw new TypeError("Bootstrap's tooltips require Popper (https://popper.js.org)");super(t,i),this._isEnabled=!0,this._timeout=0,this._isHovered=null,this._activeTrigger={},this._popper=null,this._templateFactory=null,this._newContent=null,this.tip=null,this._setListeners(),this._config.selector||this._fixTitle()}static get Default(){return cs}static get DefaultType(){return hs}static get NAME(){return"tooltip"}enable(){this._isEnabled=!0}disable(){this._isEnabled=!1}toggleEnabled(){this._isEnabled=!this._isEnabled}toggle(){this._isEnabled&&(this._activeTrigger.click=!this._activeTrigger.click,this._isShown()?this._leave():this._enter())}dispose(){clearTimeout(this._timeout),de.off(this._element.closest(ss),os,this._hideModalHandler),this._element.getAttribute("data-bs-original-title")&&this._element.setAttribute("title",this._element.getAttribute("data-bs-original-title")),this._disposePopper(),super.dispose()}show(){if("none"===this._element.style.display)throw new Error("Please use show on visible elements");if(!this._isWithContent()||!this._isEnabled)return;const t=de.trigger(this._element,this.constructor.eventName("show")),e=(Bt(this._element)||this._element.ownerDocument.documentElement).contains(this._element);if(t.defaultPrevented||!e)return;this._disposePopper();const i=this._getTipElement();this._element.setAttribute("aria-describedby",i.getAttribute("id"));const{container:n}=this._config;if(this._element.ownerDocument.documentElement.contains(this.tip)||(n.append(i),de.trigger(this._element,this.constructor.eventName("inserted"))),this._popper=this._createPopper(i),i.classList.add(ns),"ontouchstart"in document.documentElement)for(const t of[].concat(...document.body.children))de.on(t,"mouseover",zt);this._queueCallback((()=>{de.trigger(this._element,this.constructor.eventName("shown")),!1===this._isHovered&&this._leave(),this._isHovered=!1}),this.tip,this._isAnimated())}hide(){if(this._isShown()&&!de.trigger(this._element,this.constructor.eventName("hide")).defaultPrevented){if(this._getTipElement().classList.remove(ns),"ontouchstart"in document.documentElement)for(const t of[].concat(...document.body.children))de.off(t,"mouseover",zt);this._activeTrigger.click=!1,this._activeTrigger[as]=!1,this._activeTrigger[rs]=!1,this._isHovered=null,this._queueCallback((()=>{this._isWithActiveTrigger()||(this._isHovered||this._disposePopper(),this._element.removeAttribute("aria-describedby"),de.trigger(this._element,this.constructor.eventName("hidden")))}),this.tip,this._isAnimated())}}update(){this._popper&&this._popper.update()}_isWithContent(){return Boolean(this._getTitle())}_getTipElement(){return this.tip||(this.tip=this._createTipElement(this._newContent||this._getContentForTemplate())),this.tip}_createTipElement(t){const e=this._getTemplateFactory(t).toHtml();if(!e)return null;e.classList.remove(is,ns),e.classList.add(`bs-${this.constructor.NAME}-auto`);const i=(t=>{do{t+=Math.floor(1e6*Math.random())}while(document.getElementById(t));return t})(this.constructor.NAME).toString();return e.setAttribute("id",i),this._isAnimated()&&e.classList.add(is),e}setContent(t){this._newContent=t,this._isShown()&&(this._disposePopper(),this.show())}_getTemplateFactory(t){return this._templateFactory?this._templateFactory.changeContent(t):this._templateFactory=new ts({...this._config,content:t,extraClass:this._resolvePossibleFunction(this._config.customClass)}),this._templateFactory}_getContentForTemplate(){return{".tooltip-inner":this._getTitle()}}_getTitle(){return this._resolvePossibleFunction(this._config.title)||this._element.getAttribute("data-bs-original-title")}_initializeOnDelegatedTarget(t){return this.constructor.getOrCreateInstance(t.delegateTarget,this._getDelegateConfig())}_isAnimated(){return this._config.animation||this.tip&&this.tip.classList.contains(is)}_isShown(){return this.tip&&this.tip.classList.contains(ns)}_createPopper(t){const e="function"==typeof this._config.placement?this._config.placement.call(this,t,this._element):this._config.placement,i=ls[e.toUpperCase()];return Dt(this._element,t,this._getPopperConfig(i))}_getOffset(){const{offset:t}=this._config;return"string"==typeof t?t.split(",").map((t=>Number.parseInt(t,10))):"function"==typeof t?e=>t(e,this._element):t}_resolvePossibleFunction(t){return"function"==typeof t?t.call(this._element):t}_getPopperConfig(t){const e={placement:t,modifiers:[{name:"flip",options:{fallbackPlacements:this._config.fallbackPlacements}},{name:"offset",options:{offset:this._getOffset()}},{name:"preventOverflow",options:{boundary:this._config.boundary}},{name:"arrow",options:{element:`.${this.constructor.NAME}-arrow`}},{name:"preSetPlacement",enabled:!0,phase:"beforeMain",fn:t=>{this._getTipElement().setAttribute("data-popper-placement",t.state.placement)}}]};return{...e,..."function"==typeof this._config.popperConfig?this._config.popperConfig(e):this._config.popperConfig}}_setListeners(){const t=this._config.trigger.split(" ");for(const e of t)if("click"===e)de.on(this._element,this.constructor.eventName("click"),this._config.selector,(t=>{this._initializeOnDelegatedTarget(t).toggle()}));else if("manual"!==e){const t=e===rs?this.constructor.eventName("mouseenter"):this.constructor.eventName("focusin"),i=e===rs?this.constructor.eventName("mouseleave"):this.constructor.eventName("focusout");de.on(this._element,t,this._config.selector,(t=>{const e=this._initializeOnDelegatedTarget(t);e._activeTrigger["focusin"===t.type?as:rs]=!0,e._enter()})),de.on(this._element,i,this._config.selector,(t=>{const e=this._initializeOnDelegatedTarget(t);e._activeTrigger["focusout"===t.type?as:rs]=e._element.contains(t.relatedTarget),e._leave()}))}this._hideModalHandler=()=>{this._element&&this.hide()},de.on(this._element.closest(ss),os,this._hideModalHandler)}_fixTitle(){const t=this._element.getAttribute("title");t&&(this._element.getAttribute("aria-label")||this._element.textContent.trim()||this._element.setAttribute("aria-label",t),this._element.setAttribute("data-bs-original-title",t),this._element.removeAttribute("title"))}_enter(){this._isShown()||this._isHovered?this._isHovered=!0:(this._isHovered=!0,this._setTimeout((()=>{this._isHovered&&this.show()}),this._config.delay.show))}_leave(){this._isWithActiveTrigger()||(this._isHovered=!1,this._setTimeout((()=>{this._isHovered||this.hide()}),this._config.delay.hide))}_setTimeout(t,e){clearTimeout(this._timeout),this._timeout=setTimeout(t,e)}_isWithActiveTrigger(){return Object.values(this._activeTrigger).includes(!0)}_getConfig(t){const e=be.getDataAttributes(this._element);for(const t of Object.keys(e))es.has(t)&&delete e[t];return t={...e,..."object"==typeof t&&t?t:{}},t=this._mergeConfigObj(t),t=this._configAfterMerge(t),this._typeCheckConfig(t),t}_configAfterMerge(t){return t.container=!1===t.container?document.body:Ht(t.container),"number"==typeof t.delay&&(t.delay={show:t.delay,hide:t.delay}),"number"==typeof t.title&&(t.title=t.title.toString()),"number"==typeof t.content&&(t.content=t.content.toString()),t}_getDelegateConfig(){const t={};for(const e in this._config)this.constructor.Default[e]!==this._config[e]&&(t[e]=this._config[e]);return t.selector=!1,t.trigger="manual",t}_disposePopper(){this._popper&&(this._popper.destroy(),this._popper=null),this.tip&&(this.tip.remove(),this.tip=null)}static jQueryInterface(t){return this.each((function(){const e=us.getOrCreateInstance(this,t);if("string"==typeof t){if(void 0===e[t])throw new TypeError(`No method named "${t}"`);e[t]()}}))}}Qt(us);const ds={...us.Default,content:"",offset:[0,8],placement:"right",template:'',trigger:"click"},fs={...us.DefaultType,content:"(null|string|element|function)"};class ps extends us{static get Default(){return ds}static get DefaultType(){return fs}static get NAME(){return"popover"}_isWithContent(){return this._getTitle()||this._getContent()}_getContentForTemplate(){return{".popover-header":this._getTitle(),".popover-body":this._getContent()}}_getContent(){return this._resolvePossibleFunction(this._config.content)}static jQueryInterface(t){return this.each((function(){const e=ps.getOrCreateInstance(this,t);if("string"==typeof t){if(void 0===e[t])throw new TypeError(`No method named "${t}"`);e[t]()}}))}}Qt(ps);const gs=".bs.scrollspy",ms=`activate${gs}`,_s=`click${gs}`,bs=`load${gs}.data-api`,vs="active",ys="[href]",ws=".nav-link",As=`${ws}, .nav-item > ${ws}, .list-group-item`,Es={offset:null,rootMargin:"0px 0px -25%",smoothScroll:!1,target:null,threshold:[.1,.5,1]},Cs={offset:"(number|null)",rootMargin:"string",smoothScroll:"boolean",target:"element",threshold:"array"};class Ts extends ye{constructor(t,e){super(t,e),this._targetLinks=new Map,this._observableSections=new Map,this._rootElement="visible"===getComputedStyle(this._element).overflowY?null:this._element,this._activeTarget=null,this._observer=null,this._previousScrollData={visibleEntryTop:0,parentScrollTop:0},this.refresh()}static get Default(){return Es}static get DefaultType(){return Cs}static get NAME(){return"scrollspy"}refresh(){this._initializeTargetsAndObservables(),this._maybeEnableSmoothScroll(),this._observer?this._observer.disconnect():this._observer=this._getNewObserver();for(const t of this._observableSections.values())this._observer.observe(t)}dispose(){this._observer.disconnect(),super.dispose()}_configAfterMerge(t){return t.target=Ht(t.target)||document.body,t.rootMargin=t.offset?`${t.offset}px 0px -30%`:t.rootMargin,"string"==typeof t.threshold&&(t.threshold=t.threshold.split(",").map((t=>Number.parseFloat(t)))),t}_maybeEnableSmoothScroll(){this._config.smoothScroll&&(de.off(this._config.target,_s),de.on(this._config.target,_s,ys,(t=>{const e=this._observableSections.get(t.target.hash);if(e){t.preventDefault();const i=this._rootElement||window,n=e.offsetTop-this._element.offsetTop;if(i.scrollTo)return void i.scrollTo({top:n,behavior:"smooth"});i.scrollTop=n}})))}_getNewObserver(){const t={root:this._rootElement,threshold:this._config.threshold,rootMargin:this._config.rootMargin};return new IntersectionObserver((t=>this._observerCallback(t)),t)}_observerCallback(t){const e=t=>this._targetLinks.get(`#${t.target.id}`),i=t=>{this._previousScrollData.visibleEntryTop=t.target.offsetTop,this._process(e(t))},n=(this._rootElement||document.documentElement).scrollTop,s=n>=this._previousScrollData.parentScrollTop;this._previousScrollData.parentScrollTop=n;for(const o of t){if(!o.isIntersecting){this._activeTarget=null,this._clearActiveClass(e(o));continue}const t=o.target.offsetTop>=this._previousScrollData.visibleEntryTop;if(s&&t){if(i(o),!n)return}else s||t||i(o)}}_initializeTargetsAndObservables(){this._targetLinks=new Map,this._observableSections=new Map;const t=ke.find(ys,this._config.target);for(const e of t){if(!e.hash||Ft(e))continue;const t=ke.findOne(e.hash,this._element);Wt(t)&&(this._targetLinks.set(e.hash,e),this._observableSections.set(e.hash,t))}}_process(t){this._activeTarget!==t&&(this._clearActiveClass(this._config.target),this._activeTarget=t,t.classList.add(vs),this._activateParents(t),de.trigger(this._element,ms,{relatedTarget:t}))}_activateParents(t){if(t.classList.contains("dropdown-item"))ke.findOne(".dropdown-toggle",t.closest(".dropdown")).classList.add(vs);else for(const e of ke.parents(t,".nav, .list-group"))for(const t of ke.prev(e,As))t.classList.add(vs)}_clearActiveClass(t){t.classList.remove(vs);const e=ke.find(`${ys}.${vs}`,t);for(const t of e)t.classList.remove(vs)}static jQueryInterface(t){return this.each((function(){const e=Ts.getOrCreateInstance(this,t);if("string"==typeof t){if(void 0===e[t]||t.startsWith("_")||"constructor"===t)throw new TypeError(`No method named 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e=this._getActiveElem(),i=e?de.trigger(e,xs,{relatedTarget:t}):null;de.trigger(t,Ls,{relatedTarget:e}).defaultPrevented||i&&i.defaultPrevented||(this._deactivate(e,t),this._activate(t,e))}_activate(t,e){t&&(t.classList.add(Hs),this._activate(Pt(t)),this._queueCallback((()=>{"tab"===t.getAttribute("role")?(t.removeAttribute("tabindex"),t.setAttribute("aria-selected",!0),this._toggleDropDown(t,!0),de.trigger(t,Ds,{relatedTarget:e})):t.classList.add(Fs)}),t,t.classList.contains(Ws)))}_deactivate(t,e){t&&(t.classList.remove(Hs),t.blur(),this._deactivate(Pt(t)),this._queueCallback((()=>{"tab"===t.getAttribute("role")?(t.setAttribute("aria-selected",!1),t.setAttribute("tabindex","-1"),this._toggleDropDown(t,!1),de.trigger(t,ks,{relatedTarget:e})):t.classList.remove(Fs)}),t,t.classList.contains(Ws)))}_keydown(t){if(![Ns,Ps,js,Ms].includes(t.key))return;t.stopPropagation(),t.preventDefault();const 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NAME(){return"button"}toggle(){this._element.setAttribute("aria-pressed",this._element.classList.toggle("active"))}static jQueryInterface(t){return this.each((function(){const e=xe.getOrCreateInstance(this);"toggle"===t&&e[t]()}))}}ue.on(document,"click.bs.button.data-api",Oe,(t=>{t.preventDefault();const e=t.target.closest(Oe);xe.getOrCreateInstance(e).toggle()})),Kt(xe);const ke={find:(t,e=document.documentElement)=>[].concat(...Element.prototype.querySelectorAll.call(e,t)),findOne:(t,e=document.documentElement)=>Element.prototype.querySelector.call(e,t),children:(t,e)=>[].concat(...t.children).filter((t=>t.matches(e))),parents(t,e){const i=[];let n=t.parentNode.closest(e);for(;n;)i.push(n),n=n.parentNode.closest(e);return i},prev(t,e){let i=t.previousElementSibling;for(;i;){if(i.matches(e))return[i];i=i.previousElementSibling}return[]},next(t,e){let i=t.nextElementSibling;for(;i;){if(i.matches(e))return[i];i=i.nextElementSibling}return[]},focusableChildren(t){const e=["a","button","input","textarea","select","details","[tabindex]",'[contenteditable="true"]'].map((t=>`${t}:not([tabindex^="-"])`)).join(",");return this.find(e,t).filter((t=>!Wt(t)&&Bt(t)))}},Le=".bs.swipe",De=`touchstart${Le}`,$e=`touchmove${Le}`,Se=`touchend${Le}`,Ie=`pointerdown${Le}`,Ne=`pointerup${Le}`,Pe={endCallback:null,leftCallback:null,rightCallback:null},je={endCallback:"(function|null)",leftCallback:"(function|null)",rightCallback:"(function|null)"};class Me extends ve{constructor(t,e){super(),this._element=t,t&&Me.isSupported()&&(this._config=this._getConfig(e),this._deltaX=0,this._supportPointerEvents=Boolean(window.PointerEvent),this._initEvents())}static get Default(){return Pe}static get DefaultType(){return je}static get NAME(){return"swipe"}dispose(){ue.off(this._element,Le)}_start(t){this._supportPointerEvents?this._eventIsPointerPenTouch(t)&&(this._deltaX=t.clientX):this._deltaX=t.touches[0].clientX}_end(t){this._eventIsPointerPenTouch(t)&&(this._deltaX=t.clientX-this._deltaX),this._handleSwipe(),Qt(this._config.endCallback)}_move(t){this._deltaX=t.touches&&t.touches.length>1?0:t.touches[0].clientX-this._deltaX}_handleSwipe(){const t=Math.abs(this._deltaX);if(t<=40)return;const e=t/this._deltaX;this._deltaX=0,e&&Qt(e>0?this._config.rightCallback:this._config.leftCallback)}_initEvents(){this._supportPointerEvents?(ue.on(this._element,Ie,(t=>this._start(t))),ue.on(this._element,Ne,(t=>this._end(t))),this._element.classList.add("pointer-event")):(ue.on(this._element,De,(t=>this._start(t))),ue.on(this._element,$e,(t=>this._move(t))),ue.on(this._element,Se,(t=>this._end(t))))}_eventIsPointerPenTouch(t){return this._supportPointerEvents&&("pen"===t.pointerType||"touch"===t.pointerType)}static isSupported(){return"ontouchstart"in document.documentElement||navigator.maxTouchPoints>0}}const He=".bs.carousel",Be=".data-api",We="next",Fe="prev",ze="left",qe="right",Re=`slide${He}`,Ve=`slid${He}`,Ye=`keydown${He}`,Ke=`mouseenter${He}`,Qe=`mouseleave${He}`,Xe=`dragstart${He}`,Ue=`load${He}${Be}`,Ge=`click${He}${Be}`,Je="carousel",Ze="active",ti=".active",ei=".carousel-item",ii=ti+ei,ni={ArrowLeft:qe,ArrowRight:ze},si={interval:5e3,keyboard:!0,pause:"hover",ride:!1,touch:!0,wrap:!0},oi={interval:"(number|boolean)",keyboard:"boolean",pause:"(string|boolean)",ride:"(boolean|string)",touch:"boolean",wrap:"boolean"};class ri extends ye{constructor(t,e){super(t,e),this._interval=null,this._activeElement=null,this._isSliding=!1,this.touchTimeout=null,this._swipeHelper=null,this._indicatorsElement=ke.findOne(".carousel-indicators",this._element),this._addEventListeners(),this._config.ride===Je&&this.cycle()}static get Default(){return si}static get DefaultType(){return oi}static get NAME(){return"carousel"}next(){this._slide(We)}nextWhenVisible(){!document.hidden&&Bt(this._element)&&this.next()}prev(){this._slide(Fe)}pause(){this._isSliding&&jt(this._element),this._clearInterval()}cycle(){this._clearInterval(),this._updateInterval(),this._interval=setInterval((()=>this.nextWhenVisible()),this._config.interval)}_maybeEnableCycle(){this._config.ride&&(this._isSliding?ue.one(this._element,Ve,(()=>this.cycle())):this.cycle())}to(t){const e=this._getItems();if(t>e.length-1||t<0)return;if(this._isSliding)return void ue.one(this._element,Ve,(()=>this.to(t)));const i=this._getItemIndex(this._getActive());if(i===t)return;const n=t>i?We:Fe;this._slide(n,e[t])}dispose(){this._swipeHelper&&this._swipeHelper.dispose(),super.dispose()}_configAfterMerge(t){return t.defaultInterval=t.interval,t}_addEventListeners(){this._config.keyboard&&ue.on(this._element,Ye,(t=>this._keydown(t))),"hover"===this._config.pause&&(ue.on(this._element,Ke,(()=>this.pause())),ue.on(this._element,Qe,(()=>this._maybeEnableCycle()))),this._config.touch&&Me.isSupported()&&this._addTouchEventListeners()}_addTouchEventListeners(){for(const t of ke.find(".carousel-item img",this._element))ue.on(t,Xe,(t=>t.preventDefault()));const t={leftCallback:()=>this._slide(this._directionToOrder(ze)),rightCallback:()=>this._slide(this._directionToOrder(qe)),endCallback:()=>{"hover"===this._config.pause&&(this.pause(),this.touchTimeout&&clearTimeout(this.touchTimeout),this.touchTimeout=setTimeout((()=>this._maybeEnableCycle()),500+this._config.interval))}};this._swipeHelper=new Me(this._element,t)}_keydown(t){if(/input|textarea/i.test(t.target.tagName))return;const e=ni[t.key];e&&(t.preventDefault(),this._slide(this._directionToOrder(e)))}_getItemIndex(t){return this._getItems().indexOf(t)}_setActiveIndicatorElement(t){if(!this._indicatorsElement)return;const e=ke.findOne(ti,this._indicatorsElement);e.classList.remove(Ze),e.removeAttribute("aria-current");const i=ke.findOne(`[data-bs-slide-to="${t}"]`,this._indicatorsElement);i&&(i.classList.add(Ze),i.setAttribute("aria-current","true"))}_updateInterval(){const t=this._activeElement||this._getActive();if(!t)return;const e=Number.parseInt(t.getAttribute("data-bs-interval"),10);this._config.interval=e||this._config.defaultInterval}_slide(t,e=null){if(this._isSliding)return;const i=this._getActive(),n=t===We,s=e||Ut(this._getItems(),i,n,this._config.wrap);if(s===i)return;const o=this._getItemIndex(s),r=e=>ue.trigger(this._element,e,{relatedTarget:s,direction:this._orderToDirection(t),from:this._getItemIndex(i),to:o});if(r(Re).defaultPrevented)return;if(!i||!s)return;const a=Boolean(this._interval);this.pause(),this._isSliding=!0,this._setActiveIndicatorElement(o),this._activeElement=s;const l=n?"carousel-item-start":"carousel-item-end",c=n?"carousel-item-next":"carousel-item-prev";s.classList.add(c),qt(s),i.classList.add(l),s.classList.add(l),this._queueCallback((()=>{s.classList.remove(l,c),s.classList.add(Ze),i.classList.remove(Ze,c,l),this._isSliding=!1,r(Ve)}),i,this._isAnimated()),a&&this.cycle()}_isAnimated(){return this._element.classList.contains("slide")}_getActive(){return ke.findOne(ii,this._element)}_getItems(){return ke.find(ei,this._element)}_clearInterval(){this._interval&&(clearInterval(this._interval),this._interval=null)}_directionToOrder(t){return Yt()?t===ze?Fe:We:t===ze?We:Fe}_orderToDirection(t){return Yt()?t===Fe?ze:qe:t===Fe?qe:ze}static jQueryInterface(t){return this.each((function(){const e=ri.getOrCreateInstance(this,t);if("number"!=typeof t){if("string"==typeof t){if(void 0===e[t]||t.startsWith("_")||"constructor"===t)throw new TypeError(`No method named "${t}"`);e[t]()}}else e.to(t)}))}}ue.on(document,Ge,"[data-bs-slide], [data-bs-slide-to]",(function(t){const e=Pt(this);if(!e||!e.classList.contains(Je))return;t.preventDefault();const i=ri.getOrCreateInstance(e),n=this.getAttribute("data-bs-slide-to");return n?(i.to(n),void i._maybeEnableCycle()):"next"===be.getDataAttribute(this,"slide")?(i.next(),void i._maybeEnableCycle()):(i.prev(),void i._maybeEnableCycle())})),ue.on(window,Ue,(()=>{const t=ke.find('[data-bs-ride="carousel"]');for(const e of t)ri.getOrCreateInstance(e)})),Kt(ri);const ai=".bs.collapse",li=`show${ai}`,ci=`shown${ai}`,hi=`hide${ai}`,di=`hidden${ai}`,ui=`click${ai}.data-api`,fi="show",pi="collapse",gi="collapsing",mi=`:scope .${pi} .${pi}`,_i='[data-bs-toggle="collapse"]',bi={parent:null,toggle:!0},vi={parent:"(null|element)",toggle:"boolean"};class yi extends ye{constructor(t,e){super(t,e),this._isTransitioning=!1,this._triggerArray=[];const i=ke.find(_i);for(const t of i){const e=Nt(t),i=ke.find(e).filter((t=>t===this._element));null!==e&&i.length&&this._triggerArray.push(t)}this._initializeChildren(),this._config.parent||this._addAriaAndCollapsedClass(this._triggerArray,this._isShown()),this._config.toggle&&this.toggle()}static get Default(){return bi}static get DefaultType(){return vi}static get NAME(){return"collapse"}toggle(){this._isShown()?this.hide():this.show()}show(){if(this._isTransitioning||this._isShown())return;let t=[];if(this._config.parent&&(t=this._getFirstLevelChildren(".collapse.show, .collapse.collapsing").filter((t=>t!==this._element)).map((t=>yi.getOrCreateInstance(t,{toggle:!1})))),t.length&&t[0]._isTransitioning)return;if(ue.trigger(this._element,li).defaultPrevented)return;for(const e of t)e.hide();const e=this._getDimension();this._element.classList.remove(pi),this._element.classList.add(gi),this._element.style[e]=0,this._addAriaAndCollapsedClass(this._triggerArray,!0),this._isTransitioning=!0;const i=`scroll${e[0].toUpperCase()+e.slice(1)}`;this._queueCallback((()=>{this._isTransitioning=!1,this._element.classList.remove(gi),this._element.classList.add(pi,fi),this._element.style[e]="",ue.trigger(this._element,ci)}),this._element,!0),this._element.style[e]=`${this._element[i]}px`}hide(){if(this._isTransitioning||!this._isShown())return;if(ue.trigger(this._element,hi).defaultPrevented)return;const t=this._getDimension();this._element.style[t]=`${this._element.getBoundingClientRect()[t]}px`,qt(this._element),this._element.classList.add(gi),this._element.classList.remove(pi,fi);for(const t of this._triggerArray){const e=Pt(t);e&&!this._isShown(e)&&this._addAriaAndCollapsedClass([t],!1)}this._isTransitioning=!0,this._element.style[t]="",this._queueCallback((()=>{this._isTransitioning=!1,this._element.classList.remove(gi),this._element.classList.add(pi),ue.trigger(this._element,di)}),this._element,!0)}_isShown(t=this._element){return t.classList.contains(fi)}_configAfterMerge(t){return t.toggle=Boolean(t.toggle),t.parent=Ht(t.parent),t}_getDimension(){return this._element.classList.contains("collapse-horizontal")?"width":"height"}_initializeChildren(){if(!this._config.parent)return;const t=this._getFirstLevelChildren(_i);for(const e of t){const t=Pt(e);t&&this._addAriaAndCollapsedClass([e],this._isShown(t))}}_getFirstLevelChildren(t){const e=ke.find(mi,this._config.parent);return ke.find(t,this._config.parent).filter((t=>!e.includes(t)))}_addAriaAndCollapsedClass(t,e){if(t.length)for(const i of t)i.classList.toggle("collapsed",!e),i.setAttribute("aria-expanded",e)}static jQueryInterface(t){const e={};return"string"==typeof t&&/show|hide/.test(t)&&(e.toggle=!1),this.each((function(){const i=yi.getOrCreateInstance(this,e);if("string"==typeof t){if(void 0===i[t])throw new TypeError(`No method named "${t}"`);i[t]()}}))}}ue.on(document,ui,_i,(function(t){("A"===t.target.tagName||t.delegateTarget&&"A"===t.delegateTarget.tagName)&&t.preventDefault();const e=Nt(this),i=ke.find(e);for(const t of i)yi.getOrCreateInstance(t,{toggle:!1}).toggle()})),Kt(yi);const wi="dropdown",Ai=".bs.dropdown",Ei=".data-api",Ci="ArrowUp",Ti="ArrowDown",Oi=`hide${Ai}`,xi=`hidden${Ai}`,ki=`show${Ai}`,Li=`shown${Ai}`,Di=`click${Ai}${Ei}`,$i=`keydown${Ai}${Ei}`,Si=`keyup${Ai}${Ei}`,Ii="show",Ni='[data-bs-toggle="dropdown"]:not(.disabled):not(:disabled)',Pi=`${Ni}.${Ii}`,ji=".dropdown-menu",Mi=Yt()?"top-end":"top-start",Hi=Yt()?"top-start":"top-end",Bi=Yt()?"bottom-end":"bottom-start",Wi=Yt()?"bottom-start":"bottom-end",Fi=Yt()?"left-start":"right-start",zi=Yt()?"right-start":"left-start",qi={autoClose:!0,boundary:"clippingParents",display:"dynamic",offset:[0,2],popperConfig:null,reference:"toggle"},Ri={autoClose:"(boolean|string)",boundary:"(string|element)",display:"string",offset:"(array|string|function)",popperConfig:"(null|object|function)",reference:"(string|element|object)"};class Vi extends ye{constructor(t,e){super(t,e),this._popper=null,this._parent=this._element.parentNode,this._menu=ke.next(this._element,ji)[0]||ke.prev(this._element,ji)[0]||ke.findOne(ji,this._parent),this._inNavbar=this._detectNavbar()}static get Default(){return qi}static get DefaultType(){return Ri}static get NAME(){return wi}toggle(){return this._isShown()?this.hide():this.show()}show(){if(Wt(this._element)||this._isShown())return;const t={relatedTarget:this._element};if(!ue.trigger(this._element,ki,t).defaultPrevented){if(this._createPopper(),"ontouchstart"in document.documentElement&&!this._parent.closest(".navbar-nav"))for(const t of[].concat(...document.body.children))ue.on(t,"mouseover",zt);this._element.focus(),this._element.setAttribute("aria-expanded",!0),this._menu.classList.add(Ii),this._element.classList.add(Ii),ue.trigger(this._element,Li,t)}}hide(){if(Wt(this._element)||!this._isShown())return;const t={relatedTarget:this._element};this._completeHide(t)}dispose(){this._popper&&this._popper.destroy(),super.dispose()}update(){this._inNavbar=this._detectNavbar(),this._popper&&this._popper.update()}_completeHide(t){if(!ue.trigger(this._element,Oi,t).defaultPrevented){if("ontouchstart"in document.documentElement)for(const t of[].concat(...document.body.children))ue.off(t,"mouseover",zt);this._popper&&this._popper.destroy(),this._menu.classList.remove(Ii),this._element.classList.remove(Ii),this._element.setAttribute("aria-expanded","false"),be.removeDataAttribute(this._menu,"popper"),ue.trigger(this._element,xi,t)}}_getConfig(t){if("object"==typeof(t=super._getConfig(t)).reference&&!Mt(t.reference)&&"function"!=typeof t.reference.getBoundingClientRect)throw new TypeError(`${wi.toUpperCase()}: Option "reference" provided type "object" without a required "getBoundingClientRect" method.`);return t}_createPopper(){if(void 0===e)throw new TypeError("Bootstrap's dropdowns require Popper (https://popper.js.org)");let t=this._element;"parent"===this._config.reference?t=this._parent:Mt(this._config.reference)?t=Ht(this._config.reference):"object"==typeof this._config.reference&&(t=this._config.reference);const i=this._getPopperConfig();this._popper=Dt(t,this._menu,i)}_isShown(){return this._menu.classList.contains(Ii)}_getPlacement(){const t=this._parent;if(t.classList.contains("dropend"))return Fi;if(t.classList.contains("dropstart"))return zi;if(t.classList.contains("dropup-center"))return"top";if(t.classList.contains("dropdown-center"))return"bottom";const e="end"===getComputedStyle(this._menu).getPropertyValue("--bs-position").trim();return t.classList.contains("dropup")?e?Hi:Mi:e?Wi:Bi}_detectNavbar(){return null!==this._element.closest(".navbar")}_getOffset(){const{offset:t}=this._config;return"string"==typeof t?t.split(",").map((t=>Number.parseInt(t,10))):"function"==typeof t?e=>t(e,this._element):t}_getPopperConfig(){const t={placement:this._getPlacement(),modifiers:[{name:"preventOverflow",options:{boundary:this._config.boundary}},{name:"offset",options:{offset:this._getOffset()}}]};return(this._inNavbar||"static"===this._config.display)&&(be.setDataAttribute(this._menu,"popper","static"),t.modifiers=[{name:"applyStyles",enabled:!1}]),{...t,..."function"==typeof this._config.popperConfig?this._config.popperConfig(t):this._config.popperConfig}}_selectMenuItem({key:t,target:e}){const i=ke.find(".dropdown-menu .dropdown-item:not(.disabled):not(:disabled)",this._menu).filter((t=>Bt(t)));i.length&&Ut(i,e,t===Ti,!i.includes(e)).focus()}static jQueryInterface(t){return this.each((function(){const e=Vi.getOrCreateInstance(this,t);if("string"==typeof t){if(void 0===e[t])throw new TypeError(`No method named "${t}"`);e[t]()}}))}static clearMenus(t){if(2===t.button||"keyup"===t.type&&"Tab"!==t.key)return;const e=ke.find(Pi);for(const i of e){const e=Vi.getInstance(i);if(!e||!1===e._config.autoClose)continue;const n=t.composedPath(),s=n.includes(e._menu);if(n.includes(e._element)||"inside"===e._config.autoClose&&!s||"outside"===e._config.autoClose&&s)continue;if(e._menu.contains(t.target)&&("keyup"===t.type&&"Tab"===t.key||/input|select|option|textarea|form/i.test(t.target.tagName)))continue;const o={relatedTarget:e._element};"click"===t.type&&(o.clickEvent=t),e._completeHide(o)}}static dataApiKeydownHandler(t){const e=/input|textarea/i.test(t.target.tagName),i="Escape"===t.key,n=[Ci,Ti].includes(t.key);if(!n&&!i)return;if(e&&!i)return;t.preventDefault();const s=this.matches(Ni)?this:ke.prev(this,Ni)[0]||ke.next(this,Ni)[0]||ke.findOne(Ni,t.delegateTarget.parentNode),o=Vi.getOrCreateInstance(s);if(n)return t.stopPropagation(),o.show(),void o._selectMenuItem(t);o._isShown()&&(t.stopPropagation(),o.hide(),s.focus())}}ue.on(document,$i,Ni,Vi.dataApiKeydownHandler),ue.on(document,$i,ji,Vi.dataApiKeydownHandler),ue.on(document,Di,Vi.clearMenus),ue.on(document,Si,Vi.clearMenus),ue.on(document,Di,Ni,(function(t){t.preventDefault(),Vi.getOrCreateInstance(this).toggle()})),Kt(Vi);const Yi=".fixed-top, .fixed-bottom, .is-fixed, .sticky-top",Ki=".sticky-top",Qi="padding-right",Xi="margin-right";class Ui{constructor(){this._element=document.body}getWidth(){const t=document.documentElement.clientWidth;return Math.abs(window.innerWidth-t)}hide(){const t=this.getWidth();this._disableOverFlow(),this._setElementAttributes(this._element,Qi,(e=>e+t)),this._setElementAttributes(Yi,Qi,(e=>e+t)),this._setElementAttributes(Ki,Xi,(e=>e-t))}reset(){this._resetElementAttributes(this._element,"overflow"),this._resetElementAttributes(this._element,Qi),this._resetElementAttributes(Yi,Qi),this._resetElementAttributes(Ki,Xi)}isOverflowing(){return this.getWidth()>0}_disableOverFlow(){this._saveInitialAttribute(this._element,"overflow"),this._element.style.overflow="hidden"}_setElementAttributes(t,e,i){const n=this.getWidth();this._applyManipulationCallback(t,(t=>{if(t!==this._element&&window.innerWidth>t.clientWidth+n)return;this._saveInitialAttribute(t,e);const s=window.getComputedStyle(t).getPropertyValue(e);t.style.setProperty(e,`${i(Number.parseFloat(s))}px`)}))}_saveInitialAttribute(t,e){const i=t.style.getPropertyValue(e);i&&be.setDataAttribute(t,e,i)}_resetElementAttributes(t,e){this._applyManipulationCallback(t,(t=>{const i=be.getDataAttribute(t,e);null!==i?(be.removeDataAttribute(t,e),t.style.setProperty(e,i)):t.style.removeProperty(e)}))}_applyManipulationCallback(t,e){if(Mt(t))e(t);else for(const i of ke.find(t,this._element))e(i)}}const Gi="backdrop",Ji="show",Zi=`mousedown.bs.${Gi}`,tn={className:"modal-backdrop",clickCallback:null,isAnimated:!1,isVisible:!0,rootElement:"body"},en={className:"string",clickCallback:"(function|null)",isAnimated:"boolean",isVisible:"boolean",rootElement:"(element|string)"};class nn extends ve{constructor(t){super(),this._config=this._getConfig(t),this._isAppended=!1,this._element=null}static get Default(){return tn}static get DefaultType(){return en}static get NAME(){return Gi}show(t){if(!this._config.isVisible)return void Qt(t);this._append();const e=this._getElement();this._config.isAnimated&&qt(e),e.classList.add(Ji),this._emulateAnimation((()=>{Qt(t)}))}hide(t){this._config.isVisible?(this._getElement().classList.remove(Ji),this._emulateAnimation((()=>{this.dispose(),Qt(t)}))):Qt(t)}dispose(){this._isAppended&&(ue.off(this._element,Zi),this._element.remove(),this._isAppended=!1)}_getElement(){if(!this._element){const t=document.createElement("div");t.className=this._config.className,this._config.isAnimated&&t.classList.add("fade"),this._element=t}return this._element}_configAfterMerge(t){return t.rootElement=Ht(t.rootElement),t}_append(){if(this._isAppended)return;const t=this._getElement();this._config.rootElement.append(t),ue.on(t,Zi,(()=>{Qt(this._config.clickCallback)})),this._isAppended=!0}_emulateAnimation(t){Xt(t,this._getElement(),this._config.isAnimated)}}const sn=".bs.focustrap",on=`focusin${sn}`,rn=`keydown.tab${sn}`,an="backward",ln={autofocus:!0,trapElement:null},cn={autofocus:"boolean",trapElement:"element"};class hn extends ve{constructor(t){super(),this._config=this._getConfig(t),this._isActive=!1,this._lastTabNavDirection=null}static get Default(){return ln}static get DefaultType(){return cn}static get NAME(){return"focustrap"}activate(){this._isActive||(this._config.autofocus&&this._config.trapElement.focus(),ue.off(document,sn),ue.on(document,on,(t=>this._handleFocusin(t))),ue.on(document,rn,(t=>this._handleKeydown(t))),this._isActive=!0)}deactivate(){this._isActive&&(this._isActive=!1,ue.off(document,sn))}_handleFocusin(t){const{trapElement:e}=this._config;if(t.target===document||t.target===e||e.contains(t.target))return;const i=ke.focusableChildren(e);0===i.length?e.focus():this._lastTabNavDirection===an?i[i.length-1].focus():i[0].focus()}_handleKeydown(t){"Tab"===t.key&&(this._lastTabNavDirection=t.shiftKey?an:"forward")}}const dn=".bs.modal",un=`hide${dn}`,fn=`hidePrevented${dn}`,pn=`hidden${dn}`,gn=`show${dn}`,mn=`shown${dn}`,_n=`resize${dn}`,bn=`click.dismiss${dn}`,vn=`mousedown.dismiss${dn}`,yn=`keydown.dismiss${dn}`,wn=`click${dn}.data-api`,An="modal-open",En="show",Cn="modal-static",Tn={backdrop:!0,focus:!0,keyboard:!0},On={backdrop:"(boolean|string)",focus:"boolean",keyboard:"boolean"};class xn extends ye{constructor(t,e){super(t,e),this._dialog=ke.findOne(".modal-dialog",this._element),this._backdrop=this._initializeBackDrop(),this._focustrap=this._initializeFocusTrap(),this._isShown=!1,this._isTransitioning=!1,this._scrollBar=new Ui,this._addEventListeners()}static get Default(){return Tn}static get DefaultType(){return On}static get NAME(){return"modal"}toggle(t){return this._isShown?this.hide():this.show(t)}show(t){this._isShown||this._isTransitioning||ue.trigger(this._element,gn,{relatedTarget:t}).defaultPrevented||(this._isShown=!0,this._isTransitioning=!0,this._scrollBar.hide(),document.body.classList.add(An),this._adjustDialog(),this._backdrop.show((()=>this._showElement(t))))}hide(){this._isShown&&!this._isTransitioning&&(ue.trigger(this._element,un).defaultPrevented||(this._isShown=!1,this._isTransitioning=!0,this._focustrap.deactivate(),this._element.classList.remove(En),this._queueCallback((()=>this._hideModal()),this._element,this._isAnimated())))}dispose(){for(const t of[window,this._dialog])ue.off(t,dn);this._backdrop.dispose(),this._focustrap.deactivate(),super.dispose()}handleUpdate(){this._adjustDialog()}_initializeBackDrop(){return new nn({isVisible:Boolean(this._config.backdrop),isAnimated:this._isAnimated()})}_initializeFocusTrap(){return new hn({trapElement:this._element})}_showElement(t){document.body.contains(this._element)||document.body.append(this._element),this._element.style.display="block",this._element.removeAttribute("aria-hidden"),this._element.setAttribute("aria-modal",!0),this._element.setAttribute("role","dialog"),this._element.scrollTop=0;const e=ke.findOne(".modal-body",this._dialog);e&&(e.scrollTop=0),qt(this._element),this._element.classList.add(En),this._queueCallback((()=>{this._config.focus&&this._focustrap.activate(),this._isTransitioning=!1,ue.trigger(this._element,mn,{relatedTarget:t})}),this._dialog,this._isAnimated())}_addEventListeners(){ue.on(this._element,yn,(t=>{if("Escape"===t.key)return this._config.keyboard?(t.preventDefault(),void this.hide()):void this._triggerBackdropTransition()})),ue.on(window,_n,(()=>{this._isShown&&!this._isTransitioning&&this._adjustDialog()})),ue.on(this._element,vn,(t=>{ue.one(this._element,bn,(e=>{this._element===t.target&&this._element===e.target&&("static"!==this._config.backdrop?this._config.backdrop&&this.hide():this._triggerBackdropTransition())}))}))}_hideModal(){this._element.style.display="none",this._element.setAttribute("aria-hidden",!0),this._element.removeAttribute("aria-modal"),this._element.removeAttribute("role"),this._isTransitioning=!1,this._backdrop.hide((()=>{document.body.classList.remove(An),this._resetAdjustments(),this._scrollBar.reset(),ue.trigger(this._element,pn)}))}_isAnimated(){return this._element.classList.contains("fade")}_triggerBackdropTransition(){if(ue.trigger(this._element,fn).defaultPrevented)return;const t=this._element.scrollHeight>document.documentElement.clientHeight,e=this._element.style.overflowY;"hidden"===e||this._element.classList.contains(Cn)||(t||(this._element.style.overflowY="hidden"),this._element.classList.add(Cn),this._queueCallback((()=>{this._element.classList.remove(Cn),this._queueCallback((()=>{this._element.style.overflowY=e}),this._dialog)}),this._dialog),this._element.focus())}_adjustDialog(){const t=this._element.scrollHeight>document.documentElement.clientHeight,e=this._scrollBar.getWidth(),i=e>0;if(i&&!t){const t=Yt()?"paddingLeft":"paddingRight";this._element.style[t]=`${e}px`}if(!i&&t){const t=Yt()?"paddingRight":"paddingLeft";this._element.style[t]=`${e}px`}}_resetAdjustments(){this._element.style.paddingLeft="",this._element.style.paddingRight=""}static jQueryInterface(t,e){return this.each((function(){const i=xn.getOrCreateInstance(this,t);if("string"==typeof t){if(void 0===i[t])throw new TypeError(`No method named "${t}"`);i[t](e)}}))}}ue.on(document,wn,'[data-bs-toggle="modal"]',(function(t){const e=Pt(this);["A","AREA"].includes(this.tagName)&&t.preventDefault(),ue.one(e,gn,(t=>{t.defaultPrevented||ue.one(e,pn,(()=>{Bt(this)&&this.focus()}))}));const i=ke.findOne(".modal.show");i&&xn.getInstance(i).hide(),xn.getOrCreateInstance(e).toggle(this)})),we(xn),Kt(xn);const kn=".bs.offcanvas",Ln=".data-api",Dn=`load${kn}${Ln}`,$n="show",Sn="showing",In="hiding",Nn=".offcanvas.show",Pn=`show${kn}`,jn=`shown${kn}`,Mn=`hide${kn}`,Hn=`hidePrevented${kn}`,Bn=`hidden${kn}`,Wn=`resize${kn}`,Fn=`click${kn}${Ln}`,zn=`keydown.dismiss${kn}`,qn={backdrop:!0,keyboard:!0,scroll:!1},Rn={backdrop:"(boolean|string)",keyboard:"boolean",scroll:"boolean"};class Vn extends ye{constructor(t,e){super(t,e),this._isShown=!1,this._backdrop=this._initializeBackDrop(),this._focustrap=this._initializeFocusTrap(),this._addEventListeners()}static get Default(){return qn}static get DefaultType(){return Rn}static get NAME(){return"offcanvas"}toggle(t){return this._isShown?this.hide():this.show(t)}show(t){this._isShown||ue.trigger(this._element,Pn,{relatedTarget:t}).defaultPrevented||(this._isShown=!0,this._backdrop.show(),this._config.scroll||(new Ui).hide(),this._element.setAttribute("aria-modal",!0),this._element.setAttribute("role","dialog"),this._element.classList.add(Sn),this._queueCallback((()=>{this._config.scroll&&!this._config.backdrop||this._focustrap.activate(),this._element.classList.add($n),this._element.classList.remove(Sn),ue.trigger(this._element,jn,{relatedTarget:t})}),this._element,!0))}hide(){this._isShown&&(ue.trigger(this._element,Mn).defaultPrevented||(this._focustrap.deactivate(),this._element.blur(),this._isShown=!1,this._element.classList.add(In),this._backdrop.hide(),this._queueCallback((()=>{this._element.classList.remove($n,In),this._element.removeAttribute("aria-modal"),this._element.removeAttribute("role"),this._config.scroll||(new Ui).reset(),ue.trigger(this._element,Bn)}),this._element,!0)))}dispose(){this._backdrop.dispose(),this._focustrap.deactivate(),super.dispose()}_initializeBackDrop(){const t=Boolean(this._config.backdrop);return new nn({className:"offcanvas-backdrop",isVisible:t,isAnimated:!0,rootElement:this._element.parentNode,clickCallback:t?()=>{"static"!==this._config.backdrop?this.hide():ue.trigger(this._element,Hn)}:null})}_initializeFocusTrap(){return new hn({trapElement:this._element})}_addEventListeners(){ue.on(this._element,zn,(t=>{"Escape"===t.key&&(this._config.keyboard?this.hide():ue.trigger(this._element,Hn))}))}static jQueryInterface(t){return this.each((function(){const e=Vn.getOrCreateInstance(this,t);if("string"==typeof t){if(void 0===e[t]||t.startsWith("_")||"constructor"===t)throw new TypeError(`No method named "${t}"`);e[t](this)}}))}}ue.on(document,Fn,'[data-bs-toggle="offcanvas"]',(function(t){const e=Pt(this);if(["A","AREA"].includes(this.tagName)&&t.preventDefault(),Wt(this))return;ue.one(e,Bn,(()=>{Bt(this)&&this.focus()}));const i=ke.findOne(Nn);i&&i!==e&&Vn.getInstance(i).hide(),Vn.getOrCreateInstance(e).toggle(this)})),ue.on(window,Dn,(()=>{for(const t of ke.find(Nn))Vn.getOrCreateInstance(t).show()})),ue.on(window,Wn,(()=>{for(const t of ke.find("[aria-modal][class*=show][class*=offcanvas-]"))"fixed"!==getComputedStyle(t).position&&Vn.getOrCreateInstance(t).hide()})),we(Vn),Kt(Vn);const Yn=new Set(["background","cite","href","itemtype","longdesc","poster","src","xlink:href"]),Kn=/^(?:(?:https?|mailto|ftp|tel|file|sms):|[^#&/:?]*(?:[#/?]|$))/i,Qn=/^data:(?:image\/(?:bmp|gif|jpeg|jpg|png|tiff|webp)|video\/(?:mpeg|mp4|ogg|webm)|audio\/(?:mp3|oga|ogg|opus));base64,[\d+/a-z]+=*$/i,Xn=(t,e)=>{const i=t.nodeName.toLowerCase();return e.includes(i)?!Yn.has(i)||Boolean(Kn.test(t.nodeValue)||Qn.test(t.nodeValue)):e.filter((t=>t instanceof RegExp)).some((t=>t.test(i)))},Un={"*":["class","dir","id","lang","role",/^aria-[\w-]*$/i],a:["target","href","title","rel"],area:[],b:[],br:[],col:[],code:[],div:[],em:[],hr:[],h1:[],h2:[],h3:[],h4:[],h5:[],h6:[],i:[],img:["src","srcset","alt","title","width","height"],li:[],ol:[],p:[],pre:[],s:[],small:[],span:[],sub:[],sup:[],strong:[],u:[],ul:[]},Gn={allowList:Un,content:{},extraClass:"",html:!1,sanitize:!0,sanitizeFn:null,template:"
"},Jn={allowList:"object",content:"object",extraClass:"(string|function)",html:"boolean",sanitize:"boolean",sanitizeFn:"(null|function)",template:"string"},Zn={entry:"(string|element|function|null)",selector:"(string|element)"};class ts extends ve{constructor(t){super(),this._config=this._getConfig(t)}static get Default(){return Gn}static get DefaultType(){return Jn}static get NAME(){return"TemplateFactory"}getContent(){return Object.values(this._config.content).map((t=>this._resolvePossibleFunction(t))).filter(Boolean)}hasContent(){return this.getContent().length>0}changeContent(t){return this._checkContent(t),this._config.content={...this._config.content,...t},this}toHtml(){const t=document.createElement("div");t.innerHTML=this._maybeSanitize(this._config.template);for(const[e,i]of Object.entries(this._config.content))this._setContent(t,i,e);const e=t.children[0],i=this._resolvePossibleFunction(this._config.extraClass);return i&&e.classList.add(...i.split(" ")),e}_typeCheckConfig(t){super._typeCheckConfig(t),this._checkContent(t.content)}_checkContent(t){for(const[e,i]of Object.entries(t))super._typeCheckConfig({selector:e,entry:i},Zn)}_setContent(t,e,i){const n=ke.findOne(i,t);n&&((e=this._resolvePossibleFunction(e))?Mt(e)?this._putElementInTemplate(Ht(e),n):this._config.html?n.innerHTML=this._maybeSanitize(e):n.textContent=e:n.remove())}_maybeSanitize(t){return this._config.sanitize?function(t,e,i){if(!t.length)return t;if(i&&"function"==typeof i)return i(t);const n=(new window.DOMParser).parseFromString(t,"text/html"),s=[].concat(...n.body.querySelectorAll("*"));for(const t of s){const i=t.nodeName.toLowerCase();if(!Object.keys(e).includes(i)){t.remove();continue}const n=[].concat(...t.attributes),s=[].concat(e["*"]||[],e[i]||[]);for(const e of n)Xn(e,s)||t.removeAttribute(e.nodeName)}return n.body.innerHTML}(t,this._config.allowList,this._config.sanitizeFn):t}_resolvePossibleFunction(t){return"function"==typeof t?t(this):t}_putElementInTemplate(t,e){if(this._config.html)return e.innerHTML="",void e.append(t);e.textContent=t.textContent}}const es=new Set(["sanitize","allowList","sanitizeFn"]),is="fade",ns="show",ss=".modal",os="hide.bs.modal",rs="hover",as="focus",ls={AUTO:"auto",TOP:"top",RIGHT:Yt()?"left":"right",BOTTOM:"bottom",LEFT:Yt()?"right":"left"},cs={allowList:Un,animation:!0,boundary:"clippingParents",container:!1,customClass:"",delay:0,fallbackPlacements:["top","right","bottom","left"],html:!1,offset:[0,0],placement:"top",popperConfig:null,sanitize:!0,sanitizeFn:null,selector:!1,template:'',title:"",trigger:"hover focus"},hs={allowList:"object",animation:"boolean",boundary:"(string|element)",container:"(string|element|boolean)",customClass:"(string|function)",delay:"(number|object)",fallbackPlacements:"array",html:"boolean",offset:"(array|string|function)",placement:"(string|function)",popperConfig:"(null|object|function)",sanitize:"boolean",sanitizeFn:"(null|function)",selector:"(string|boolean)",template:"string",title:"(string|element|function)",trigger:"string"};class ds extends ye{constructor(t,i){if(void 0===e)throw new TypeError("Bootstrap's tooltips require Popper (https://popper.js.org)");super(t,i),this._isEnabled=!0,this._timeout=0,this._isHovered=null,this._activeTrigger={},this._popper=null,this._templateFactory=null,this._newContent=null,this.tip=null,this._setListeners(),this._config.selector||this._fixTitle()}static get Default(){return cs}static get DefaultType(){return hs}static get NAME(){return"tooltip"}enable(){this._isEnabled=!0}disable(){this._isEnabled=!1}toggleEnabled(){this._isEnabled=!this._isEnabled}toggle(){this._isEnabled&&(this._activeTrigger.click=!this._activeTrigger.click,this._isShown()?this._leave():this._enter())}dispose(){clearTimeout(this._timeout),ue.off(this._element.closest(ss),os,this._hideModalHandler),this._element.getAttribute("data-bs-original-title")&&this._element.setAttribute("title",this._element.getAttribute("data-bs-original-title")),this._disposePopper(),super.dispose()}show(){if("none"===this._element.style.display)throw new Error("Please use show on visible elements");if(!this._isWithContent()||!this._isEnabled)return;const t=ue.trigger(this._element,this.constructor.eventName("show")),e=(Ft(this._element)||this._element.ownerDocument.documentElement).contains(this._element);if(t.defaultPrevented||!e)return;this._disposePopper();const i=this._getTipElement();this._element.setAttribute("aria-describedby",i.getAttribute("id"));const{container:n}=this._config;if(this._element.ownerDocument.documentElement.contains(this.tip)||(n.append(i),ue.trigger(this._element,this.constructor.eventName("inserted"))),this._popper=this._createPopper(i),i.classList.add(ns),"ontouchstart"in document.documentElement)for(const t of[].concat(...document.body.children))ue.on(t,"mouseover",zt);this._queueCallback((()=>{ue.trigger(this._element,this.constructor.eventName("shown")),!1===this._isHovered&&this._leave(),this._isHovered=!1}),this.tip,this._isAnimated())}hide(){if(this._isShown()&&!ue.trigger(this._element,this.constructor.eventName("hide")).defaultPrevented){if(this._getTipElement().classList.remove(ns),"ontouchstart"in document.documentElement)for(const t of[].concat(...document.body.children))ue.off(t,"mouseover",zt);this._activeTrigger.click=!1,this._activeTrigger[as]=!1,this._activeTrigger[rs]=!1,this._isHovered=null,this._queueCallback((()=>{this._isWithActiveTrigger()||(this._isHovered||this._disposePopper(),this._element.removeAttribute("aria-describedby"),ue.trigger(this._element,this.constructor.eventName("hidden")))}),this.tip,this._isAnimated())}}update(){this._popper&&this._popper.update()}_isWithContent(){return Boolean(this._getTitle())}_getTipElement(){return this.tip||(this.tip=this._createTipElement(this._newContent||this._getContentForTemplate())),this.tip}_createTipElement(t){const e=this._getTemplateFactory(t).toHtml();if(!e)return null;e.classList.remove(is,ns),e.classList.add(`bs-${this.constructor.NAME}-auto`);const i=(t=>{do{t+=Math.floor(1e6*Math.random())}while(document.getElementById(t));return t})(this.constructor.NAME).toString();return e.setAttribute("id",i),this._isAnimated()&&e.classList.add(is),e}setContent(t){this._newContent=t,this._isShown()&&(this._disposePopper(),this.show())}_getTemplateFactory(t){return this._templateFactory?this._templateFactory.changeContent(t):this._templateFactory=new ts({...this._config,content:t,extraClass:this._resolvePossibleFunction(this._config.customClass)}),this._templateFactory}_getContentForTemplate(){return{".tooltip-inner":this._getTitle()}}_getTitle(){return this._resolvePossibleFunction(this._config.title)||this._element.getAttribute("data-bs-original-title")}_initializeOnDelegatedTarget(t){return this.constructor.getOrCreateInstance(t.delegateTarget,this._getDelegateConfig())}_isAnimated(){return this._config.animation||this.tip&&this.tip.classList.contains(is)}_isShown(){return this.tip&&this.tip.classList.contains(ns)}_createPopper(t){const e="function"==typeof this._config.placement?this._config.placement.call(this,t,this._element):this._config.placement,i=ls[e.toUpperCase()];return Dt(this._element,t,this._getPopperConfig(i))}_getOffset(){const{offset:t}=this._config;return"string"==typeof t?t.split(",").map((t=>Number.parseInt(t,10))):"function"==typeof t?e=>t(e,this._element):t}_resolvePossibleFunction(t){return"function"==typeof t?t.call(this._element):t}_getPopperConfig(t){const e={placement:t,modifiers:[{name:"flip",options:{fallbackPlacements:this._config.fallbackPlacements}},{name:"offset",options:{offset:this._getOffset()}},{name:"preventOverflow",options:{boundary:this._config.boundary}},{name:"arrow",options:{element:`.${this.constructor.NAME}-arrow`}},{name:"preSetPlacement",enabled:!0,phase:"beforeMain",fn:t=>{this._getTipElement().setAttribute("data-popper-placement",t.state.placement)}}]};return{...e,..."function"==typeof this._config.popperConfig?this._config.popperConfig(e):this._config.popperConfig}}_setListeners(){const t=this._config.trigger.split(" ");for(const e of t)if("click"===e)ue.on(this._element,this.constructor.eventName("click"),this._config.selector,(t=>{this._initializeOnDelegatedTarget(t).toggle()}));else if("manual"!==e){const t=e===rs?this.constructor.eventName("mouseenter"):this.constructor.eventName("focusin"),i=e===rs?this.constructor.eventName("mouseleave"):this.constructor.eventName("focusout");ue.on(this._element,t,this._config.selector,(t=>{const e=this._initializeOnDelegatedTarget(t);e._activeTrigger["focusin"===t.type?as:rs]=!0,e._enter()})),ue.on(this._element,i,this._config.selector,(t=>{const e=this._initializeOnDelegatedTarget(t);e._activeTrigger["focusout"===t.type?as:rs]=e._element.contains(t.relatedTarget),e._leave()}))}this._hideModalHandler=()=>{this._element&&this.hide()},ue.on(this._element.closest(ss),os,this._hideModalHandler)}_fixTitle(){const t=this._element.getAttribute("title");t&&(this._element.getAttribute("aria-label")||this._element.textContent.trim()||this._element.setAttribute("aria-label",t),this._element.setAttribute("data-bs-original-title",t),this._element.removeAttribute("title"))}_enter(){this._isShown()||this._isHovered?this._isHovered=!0:(this._isHovered=!0,this._setTimeout((()=>{this._isHovered&&this.show()}),this._config.delay.show))}_leave(){this._isWithActiveTrigger()||(this._isHovered=!1,this._setTimeout((()=>{this._isHovered||this.hide()}),this._config.delay.hide))}_setTimeout(t,e){clearTimeout(this._timeout),this._timeout=setTimeout(t,e)}_isWithActiveTrigger(){return Object.values(this._activeTrigger).includes(!0)}_getConfig(t){const e=be.getDataAttributes(this._element);for(const t of Object.keys(e))es.has(t)&&delete e[t];return t={...e,..."object"==typeof t&&t?t:{}},t=this._mergeConfigObj(t),t=this._configAfterMerge(t),this._typeCheckConfig(t),t}_configAfterMerge(t){return t.container=!1===t.container?document.body:Ht(t.container),"number"==typeof t.delay&&(t.delay={show:t.delay,hide:t.delay}),"number"==typeof t.title&&(t.title=t.title.toString()),"number"==typeof t.content&&(t.content=t.content.toString()),t}_getDelegateConfig(){const t={};for(const e in this._config)this.constructor.Default[e]!==this._config[e]&&(t[e]=this._config[e]);return t.selector=!1,t.trigger="manual",t}_disposePopper(){this._popper&&(this._popper.destroy(),this._popper=null),this.tip&&(this.tip.remove(),this.tip=null)}static jQueryInterface(t){return this.each((function(){const e=ds.getOrCreateInstance(this,t);if("string"==typeof t){if(void 0===e[t])throw new TypeError(`No method named "${t}"`);e[t]()}}))}}Kt(ds);const us={...ds.Default,content:"",offset:[0,8],placement:"right",template:'',trigger:"click"},fs={...ds.DefaultType,content:"(null|string|element|function)"};class ps extends ds{static get Default(){return us}static get DefaultType(){return fs}static get NAME(){return"popover"}_isWithContent(){return this._getTitle()||this._getContent()}_getContentForTemplate(){return{".popover-header":this._getTitle(),".popover-body":this._getContent()}}_getContent(){return this._resolvePossibleFunction(this._config.content)}static jQueryInterface(t){return this.each((function(){const e=ps.getOrCreateInstance(this,t);if("string"==typeof t){if(void 0===e[t])throw new TypeError(`No method named "${t}"`);e[t]()}}))}}Kt(ps);const gs=".bs.scrollspy",ms=`activate${gs}`,_s=`click${gs}`,bs=`load${gs}.data-api`,vs="active",ys="[href]",ws=".nav-link",As=`${ws}, .nav-item > ${ws}, .list-group-item`,Es={offset:null,rootMargin:"0px 0px -25%",smoothScroll:!1,target:null,threshold:[.1,.5,1]},Cs={offset:"(number|null)",rootMargin:"string",smoothScroll:"boolean",target:"element",threshold:"array"};class Ts extends ye{constructor(t,e){super(t,e),this._targetLinks=new Map,this._observableSections=new 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e=this._observableSections.get(t.target.hash);if(e){t.preventDefault();const i=this._rootElement||window,n=e.offsetTop-this._element.offsetTop;if(i.scrollTo)return void i.scrollTo({top:n,behavior:"smooth"});i.scrollTop=n}})))}_getNewObserver(){const t={root:this._rootElement,threshold:this._config.threshold,rootMargin:this._config.rootMargin};return new IntersectionObserver((t=>this._observerCallback(t)),t)}_observerCallback(t){const e=t=>this._targetLinks.get(`#${t.target.id}`),i=t=>{this._previousScrollData.visibleEntryTop=t.target.offsetTop,this._process(e(t))},n=(this._rootElement||document.documentElement).scrollTop,s=n>=this._previousScrollData.parentScrollTop;this._previousScrollData.parentScrollTop=n;for(const o of t){if(!o.isIntersecting){this._activeTarget=null,this._clearActiveClass(e(o));continue}const t=o.target.offsetTop>=this._previousScrollData.visibleEntryTop;if(s&&t){if(i(o),!n)return}else s||t||i(o)}}_initializeTargetsAndObservables(){this._targetLinks=new 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= 'end';\nexport var clippingParents = 'clippingParents';\nexport var viewport = 'viewport';\nexport var popper = 'popper';\nexport var reference = 'reference';\nexport var variationPlacements = /*#__PURE__*/basePlacements.reduce(function (acc, placement) {\n return acc.concat([placement + \"-\" + start, placement + \"-\" + end]);\n}, []);\nexport var placements = /*#__PURE__*/[].concat(basePlacements, [auto]).reduce(function (acc, placement) {\n return acc.concat([placement, placement + \"-\" + start, placement + \"-\" + end]);\n}, []); // modifiers that need to read the DOM\n\nexport var beforeRead = 'beforeRead';\nexport var read = 'read';\nexport var afterRead = 'afterRead'; // pure-logic modifiers\n\nexport var beforeMain = 'beforeMain';\nexport var main = 'main';\nexport var afterMain = 'afterMain'; // modifier with the purpose to write to the DOM (or write into a framework state)\n\nexport var beforeWrite = 'beforeWrite';\nexport var write = 'write';\nexport var afterWrite = 'afterWrite';\nexport var modifierPhases = [beforeRead, read, afterRead, beforeMain, main, afterMain, beforeWrite, write, afterWrite];","export default function getNodeName(element) {\n return element ? (element.nodeName || '').toLowerCase() : null;\n}","export default function getWindow(node) {\n if (node == null) {\n return window;\n }\n\n if (node.toString() !== '[object Window]') {\n var ownerDocument = node.ownerDocument;\n return ownerDocument ? ownerDocument.defaultView || window : window;\n }\n\n return node;\n}","import getWindow from \"./getWindow.js\";\n\nfunction isElement(node) {\n var OwnElement = getWindow(node).Element;\n return node instanceof OwnElement || node instanceof Element;\n}\n\nfunction isHTMLElement(node) {\n var OwnElement = getWindow(node).HTMLElement;\n return node instanceof OwnElement || node instanceof HTMLElement;\n}\n\nfunction isShadowRoot(node) {\n // IE 11 has no ShadowRoot\n if (typeof ShadowRoot === 'undefined') {\n return false;\n }\n\n var OwnElement = getWindow(node).ShadowRoot;\n return node instanceof OwnElement || node instanceof ShadowRoot;\n}\n\nexport { isElement, isHTMLElement, isShadowRoot };","import getNodeName from \"../dom-utils/getNodeName.js\";\nimport { isHTMLElement } from \"../dom-utils/instanceOf.js\"; // This modifier takes the styles prepared by the `computeStyles` modifier\n// and applies them to the HTMLElements such as popper and arrow\n\nfunction applyStyles(_ref) {\n var state = _ref.state;\n Object.keys(state.elements).forEach(function (name) {\n var style = state.styles[name] || {};\n var attributes = state.attributes[name] || {};\n var element = state.elements[name]; // arrow is optional + virtual elements\n\n if (!isHTMLElement(element) || !getNodeName(element)) {\n return;\n } // Flow doesn't support to extend this property, but it's the most\n // effective way to apply styles to an HTMLElement\n // $FlowFixMe[cannot-write]\n\n\n Object.assign(element.style, style);\n Object.keys(attributes).forEach(function (name) {\n var value = attributes[name];\n\n if (value === false) {\n element.removeAttribute(name);\n } else {\n element.setAttribute(name, value === true ? '' : value);\n }\n });\n });\n}\n\nfunction effect(_ref2) {\n var state = _ref2.state;\n var initialStyles = {\n popper: {\n position: state.options.strategy,\n left: '0',\n top: '0',\n margin: '0'\n },\n arrow: {\n position: 'absolute'\n },\n reference: {}\n };\n Object.assign(state.elements.popper.style, initialStyles.popper);\n state.styles = initialStyles;\n\n if (state.elements.arrow) {\n Object.assign(state.elements.arrow.style, initialStyles.arrow);\n }\n\n return function () {\n Object.keys(state.elements).forEach(function (name) {\n var element = state.elements[name];\n var attributes = state.attributes[name] || {};\n var styleProperties = Object.keys(state.styles.hasOwnProperty(name) ? state.styles[name] : initialStyles[name]); // Set all values to an empty string to unset them\n\n var style = styleProperties.reduce(function (style, property) {\n style[property] = '';\n return style;\n }, {}); // arrow is optional + virtual elements\n\n if (!isHTMLElement(element) || !getNodeName(element)) {\n return;\n }\n\n Object.assign(element.style, style);\n Object.keys(attributes).forEach(function (attribute) {\n element.removeAttribute(attribute);\n });\n });\n };\n} // eslint-disable-next-line import/no-unused-modules\n\n\nexport default {\n name: 'applyStyles',\n enabled: true,\n phase: 'write',\n fn: applyStyles,\n effect: effect,\n requires: ['computeStyles']\n};","import { auto } from \"../enums.js\";\nexport default function getBasePlacement(placement) {\n return placement.split('-')[0];\n}","export var max = Math.max;\nexport var min = Math.min;\nexport var round = Math.round;","export default function getUAString() {\n var uaData = navigator.userAgentData;\n\n if (uaData != null && uaData.brands && Array.isArray(uaData.brands)) {\n return uaData.brands.map(function (item) {\n return item.brand + \"/\" + item.version;\n }).join(' ');\n }\n\n return navigator.userAgent;\n}","import getUAString from \"../utils/userAgent.js\";\nexport default function isLayoutViewport() {\n return !/^((?!chrome|android).)*safari/i.test(getUAString());\n}","import { isElement, isHTMLElement } from \"./instanceOf.js\";\nimport { round } from \"../utils/math.js\";\nimport getWindow from \"./getWindow.js\";\nimport isLayoutViewport from \"./isLayoutViewport.js\";\nexport default function getBoundingClientRect(element, includeScale, isFixedStrategy) {\n if (includeScale === void 0) {\n includeScale = false;\n }\n\n if (isFixedStrategy === void 0) {\n isFixedStrategy = false;\n }\n\n var clientRect = element.getBoundingClientRect();\n var scaleX = 1;\n var scaleY = 1;\n\n if (includeScale && isHTMLElement(element)) {\n scaleX = element.offsetWidth > 0 ? round(clientRect.width) / element.offsetWidth || 1 : 1;\n scaleY = element.offsetHeight > 0 ? round(clientRect.height) / element.offsetHeight || 1 : 1;\n }\n\n var _ref = isElement(element) ? getWindow(element) : window,\n visualViewport = _ref.visualViewport;\n\n var addVisualOffsets = !isLayoutViewport() && isFixedStrategy;\n var x = (clientRect.left + (addVisualOffsets && visualViewport ? visualViewport.offsetLeft : 0)) / scaleX;\n var y = (clientRect.top + (addVisualOffsets && visualViewport ? visualViewport.offsetTop : 0)) / scaleY;\n var width = clientRect.width / scaleX;\n var height = clientRect.height / scaleY;\n return {\n width: width,\n height: height,\n top: y,\n right: x + width,\n bottom: y + height,\n left: x,\n x: x,\n y: y\n };\n}","import getBoundingClientRect from \"./getBoundingClientRect.js\"; // Returns the layout rect of an element relative to its offsetParent. Layout\n// means it doesn't take into account transforms.\n\nexport default function getLayoutRect(element) {\n var clientRect = getBoundingClientRect(element); // Use the clientRect sizes if it's not been transformed.\n // Fixes https://github.com/popperjs/popper-core/issues/1223\n\n var width = element.offsetWidth;\n var height = element.offsetHeight;\n\n if (Math.abs(clientRect.width - width) <= 1) {\n width = clientRect.width;\n }\n\n if (Math.abs(clientRect.height - height) <= 1) {\n height = clientRect.height;\n }\n\n return {\n x: element.offsetLeft,\n y: element.offsetTop,\n width: width,\n height: height\n };\n}","import { isShadowRoot } from \"./instanceOf.js\";\nexport default function contains(parent, child) {\n var rootNode = child.getRootNode && child.getRootNode(); // First, attempt with faster native method\n\n if (parent.contains(child)) {\n return true;\n } // then fallback to custom implementation with Shadow DOM support\n else if (rootNode && isShadowRoot(rootNode)) {\n var next = child;\n\n do {\n if (next && parent.isSameNode(next)) {\n return true;\n } // $FlowFixMe[prop-missing]: need a better way to handle this...\n\n\n next = next.parentNode || next.host;\n } while (next);\n } // Give up, the result is false\n\n\n return false;\n}","import getWindow from \"./getWindow.js\";\nexport default function getComputedStyle(element) {\n return getWindow(element).getComputedStyle(element);\n}","import getNodeName from \"./getNodeName.js\";\nexport default function isTableElement(element) {\n return ['table', 'td', 'th'].indexOf(getNodeName(element)) >= 0;\n}","import { isElement } from \"./instanceOf.js\";\nexport default function getDocumentElement(element) {\n // $FlowFixMe[incompatible-return]: assume body is always available\n return ((isElement(element) ? element.ownerDocument : // $FlowFixMe[prop-missing]\n element.document) || window.document).documentElement;\n}","import getNodeName from \"./getNodeName.js\";\nimport getDocumentElement from \"./getDocumentElement.js\";\nimport { isShadowRoot } from \"./instanceOf.js\";\nexport default function getParentNode(element) {\n if (getNodeName(element) === 'html') {\n return element;\n }\n\n return (// this is a quicker (but less type safe) way to save quite some bytes from the bundle\n // $FlowFixMe[incompatible-return]\n // $FlowFixMe[prop-missing]\n element.assignedSlot || // step into the shadow DOM of the parent of a slotted node\n element.parentNode || ( // DOM Element detected\n isShadowRoot(element) ? element.host : null) || // ShadowRoot detected\n // $FlowFixMe[incompatible-call]: HTMLElement is a Node\n getDocumentElement(element) // fallback\n\n );\n}","import getWindow from \"./getWindow.js\";\nimport getNodeName from \"./getNodeName.js\";\nimport getComputedStyle from \"./getComputedStyle.js\";\nimport { isHTMLElement, isShadowRoot } from \"./instanceOf.js\";\nimport isTableElement from \"./isTableElement.js\";\nimport getParentNode from \"./getParentNode.js\";\nimport getUAString from \"../utils/userAgent.js\";\n\nfunction getTrueOffsetParent(element) {\n if (!isHTMLElement(element) || // https://github.com/popperjs/popper-core/issues/837\n getComputedStyle(element).position === 'fixed') {\n return null;\n }\n\n return element.offsetParent;\n} // `.offsetParent` reports `null` for fixed elements, while absolute elements\n// return the containing block\n\n\nfunction getContainingBlock(element) {\n var isFirefox = /firefox/i.test(getUAString());\n var isIE = /Trident/i.test(getUAString());\n\n if (isIE && isHTMLElement(element)) {\n // In IE 9, 10 and 11 fixed elements containing block is always established by the viewport\n var elementCss = getComputedStyle(element);\n\n if (elementCss.position === 'fixed') {\n return null;\n }\n }\n\n var currentNode = getParentNode(element);\n\n if (isShadowRoot(currentNode)) {\n currentNode = currentNode.host;\n }\n\n while (isHTMLElement(currentNode) && ['html', 'body'].indexOf(getNodeName(currentNode)) < 0) {\n var css = getComputedStyle(currentNode); // This is non-exhaustive but covers the most common CSS properties that\n // create a containing block.\n // https://developer.mozilla.org/en-US/docs/Web/CSS/Containing_block#identifying_the_containing_block\n\n if (css.transform !== 'none' || css.perspective !== 'none' || css.contain === 'paint' || ['transform', 'perspective'].indexOf(css.willChange) !== -1 || isFirefox && css.willChange === 'filter' || isFirefox && css.filter && css.filter !== 'none') {\n return currentNode;\n } else {\n currentNode = currentNode.parentNode;\n }\n }\n\n return null;\n} // Gets the closest ancestor positioned element. Handles some edge cases,\n// such as table ancestors and cross browser bugs.\n\n\nexport default function getOffsetParent(element) {\n var window = getWindow(element);\n var offsetParent = getTrueOffsetParent(element);\n\n while (offsetParent && isTableElement(offsetParent) && getComputedStyle(offsetParent).position === 'static') {\n offsetParent = getTrueOffsetParent(offsetParent);\n }\n\n if (offsetParent && (getNodeName(offsetParent) === 'html' || getNodeName(offsetParent) === 'body' && getComputedStyle(offsetParent).position === 'static')) {\n return window;\n }\n\n return offsetParent || getContainingBlock(element) || window;\n}","export default function getMainAxisFromPlacement(placement) {\n return ['top', 'bottom'].indexOf(placement) >= 0 ? 'x' : 'y';\n}","import { max as mathMax, min as mathMin } from \"./math.js\";\nexport function within(min, value, max) {\n return mathMax(min, mathMin(value, max));\n}\nexport function withinMaxClamp(min, value, max) {\n var v = within(min, value, max);\n return v > max ? max : v;\n}","import getFreshSideObject from \"./getFreshSideObject.js\";\nexport default function mergePaddingObject(paddingObject) {\n return Object.assign({}, getFreshSideObject(), paddingObject);\n}","export default function getFreshSideObject() {\n return {\n top: 0,\n right: 0,\n bottom: 0,\n left: 0\n };\n}","export default function expandToHashMap(value, keys) {\n return keys.reduce(function (hashMap, key) {\n hashMap[key] = value;\n return hashMap;\n }, {});\n}","import getBasePlacement from \"../utils/getBasePlacement.js\";\nimport getLayoutRect from \"../dom-utils/getLayoutRect.js\";\nimport contains from \"../dom-utils/contains.js\";\nimport getOffsetParent from \"../dom-utils/getOffsetParent.js\";\nimport getMainAxisFromPlacement from \"../utils/getMainAxisFromPlacement.js\";\nimport { within } from \"../utils/within.js\";\nimport mergePaddingObject from \"../utils/mergePaddingObject.js\";\nimport expandToHashMap from \"../utils/expandToHashMap.js\";\nimport { left, right, basePlacements, top, bottom } from \"../enums.js\";\nimport { isHTMLElement } from \"../dom-utils/instanceOf.js\"; // eslint-disable-next-line import/no-unused-modules\n\nvar toPaddingObject = function toPaddingObject(padding, state) {\n padding = typeof padding === 'function' ? padding(Object.assign({}, state.rects, {\n placement: state.placement\n })) : padding;\n return mergePaddingObject(typeof padding !== 'number' ? padding : expandToHashMap(padding, basePlacements));\n};\n\nfunction arrow(_ref) {\n var _state$modifiersData$;\n\n var state = _ref.state,\n name = _ref.name,\n options = _ref.options;\n var arrowElement = state.elements.arrow;\n var popperOffsets = state.modifiersData.popperOffsets;\n var basePlacement = getBasePlacement(state.placement);\n var axis = getMainAxisFromPlacement(basePlacement);\n var isVertical = [left, right].indexOf(basePlacement) >= 0;\n var len = isVertical ? 'height' : 'width';\n\n if (!arrowElement || !popperOffsets) {\n return;\n }\n\n var paddingObject = toPaddingObject(options.padding, state);\n var arrowRect = getLayoutRect(arrowElement);\n var minProp = axis === 'y' ? top : left;\n var maxProp = axis === 'y' ? bottom : right;\n var endDiff = state.rects.reference[len] + state.rects.reference[axis] - popperOffsets[axis] - state.rects.popper[len];\n var startDiff = popperOffsets[axis] - state.rects.reference[axis];\n var arrowOffsetParent = getOffsetParent(arrowElement);\n var clientSize = arrowOffsetParent ? axis === 'y' ? arrowOffsetParent.clientHeight || 0 : arrowOffsetParent.clientWidth || 0 : 0;\n var centerToReference = endDiff / 2 - startDiff / 2; // Make sure the arrow doesn't overflow the popper if the center point is\n // outside of the popper bounds\n\n var min = paddingObject[minProp];\n var max = clientSize - arrowRect[len] - paddingObject[maxProp];\n var center = clientSize / 2 - arrowRect[len] / 2 + centerToReference;\n var offset = within(min, center, max); // Prevents breaking syntax highlighting...\n\n var axisProp = axis;\n state.modifiersData[name] = (_state$modifiersData$ = {}, _state$modifiersData$[axisProp] = offset, _state$modifiersData$.centerOffset = offset - center, _state$modifiersData$);\n}\n\nfunction effect(_ref2) {\n var state = _ref2.state,\n options = _ref2.options;\n var _options$element = options.element,\n arrowElement = _options$element === void 0 ? '[data-popper-arrow]' : _options$element;\n\n if (arrowElement == null) {\n return;\n } // CSS selector\n\n\n if (typeof arrowElement === 'string') {\n arrowElement = state.elements.popper.querySelector(arrowElement);\n\n if (!arrowElement) {\n return;\n }\n }\n\n if (process.env.NODE_ENV !== \"production\") {\n if (!isHTMLElement(arrowElement)) {\n console.error(['Popper: \"arrow\" element must be an HTMLElement (not an SVGElement).', 'To use an SVG arrow, wrap it in an HTMLElement that will be used as', 'the arrow.'].join(' '));\n }\n }\n\n if (!contains(state.elements.popper, arrowElement)) {\n if (process.env.NODE_ENV !== \"production\") {\n console.error(['Popper: \"arrow\" modifier\\'s `element` must be a child of the popper', 'element.'].join(' '));\n }\n\n return;\n }\n\n state.elements.arrow = arrowElement;\n} // eslint-disable-next-line import/no-unused-modules\n\n\nexport default {\n name: 'arrow',\n enabled: true,\n phase: 'main',\n fn: arrow,\n effect: effect,\n requires: ['popperOffsets'],\n requiresIfExists: ['preventOverflow']\n};","export default function getVariation(placement) {\n return placement.split('-')[1];\n}","import { top, left, right, bottom, end } from \"../enums.js\";\nimport getOffsetParent from \"../dom-utils/getOffsetParent.js\";\nimport getWindow from \"../dom-utils/getWindow.js\";\nimport getDocumentElement from \"../dom-utils/getDocumentElement.js\";\nimport getComputedStyle from \"../dom-utils/getComputedStyle.js\";\nimport getBasePlacement from \"../utils/getBasePlacement.js\";\nimport getVariation from \"../utils/getVariation.js\";\nimport { round } from \"../utils/math.js\"; // eslint-disable-next-line import/no-unused-modules\n\nvar unsetSides = {\n top: 'auto',\n right: 'auto',\n bottom: 'auto',\n left: 'auto'\n}; // Round the offsets to the nearest suitable subpixel based on the DPR.\n// Zooming can change the DPR, but it seems to report a value that will\n// cleanly divide the values into the appropriate subpixels.\n\nfunction roundOffsetsByDPR(_ref, win) {\n var x = _ref.x,\n y = _ref.y;\n var dpr = win.devicePixelRatio || 1;\n return {\n x: round(x * dpr) / dpr || 0,\n y: round(y * dpr) / dpr || 0\n };\n}\n\nexport function mapToStyles(_ref2) {\n var _Object$assign2;\n\n var popper = _ref2.popper,\n popperRect = _ref2.popperRect,\n placement = _ref2.placement,\n variation = _ref2.variation,\n offsets = _ref2.offsets,\n position = _ref2.position,\n gpuAcceleration = _ref2.gpuAcceleration,\n adaptive = _ref2.adaptive,\n roundOffsets = _ref2.roundOffsets,\n isFixed = _ref2.isFixed;\n var _offsets$x = offsets.x,\n x = _offsets$x === void 0 ? 0 : _offsets$x,\n _offsets$y = offsets.y,\n y = _offsets$y === void 0 ? 0 : _offsets$y;\n\n var _ref3 = typeof roundOffsets === 'function' ? roundOffsets({\n x: x,\n y: y\n }) : {\n x: x,\n y: y\n };\n\n x = _ref3.x;\n y = _ref3.y;\n var hasX = offsets.hasOwnProperty('x');\n var hasY = offsets.hasOwnProperty('y');\n var sideX = left;\n var sideY = top;\n var win = window;\n\n if (adaptive) {\n var offsetParent = getOffsetParent(popper);\n var heightProp = 'clientHeight';\n var widthProp = 'clientWidth';\n\n if (offsetParent === getWindow(popper)) {\n offsetParent = getDocumentElement(popper);\n\n if (getComputedStyle(offsetParent).position !== 'static' && position === 'absolute') {\n heightProp = 'scrollHeight';\n widthProp = 'scrollWidth';\n }\n } // $FlowFixMe[incompatible-cast]: force type refinement, we compare offsetParent with window above, but Flow doesn't detect it\n\n\n offsetParent = offsetParent;\n\n if (placement === top || (placement === left || placement === right) && variation === end) {\n sideY = bottom;\n var offsetY = isFixed && offsetParent === win && win.visualViewport ? win.visualViewport.height : // $FlowFixMe[prop-missing]\n offsetParent[heightProp];\n y -= offsetY - popperRect.height;\n y *= gpuAcceleration ? 1 : -1;\n }\n\n if (placement === left || (placement === top || placement === bottom) && variation === end) {\n sideX = right;\n var offsetX = isFixed && offsetParent === win && win.visualViewport ? win.visualViewport.width : // $FlowFixMe[prop-missing]\n offsetParent[widthProp];\n x -= offsetX - popperRect.width;\n x *= gpuAcceleration ? 1 : -1;\n }\n }\n\n var commonStyles = Object.assign({\n position: position\n }, adaptive && unsetSides);\n\n var _ref4 = roundOffsets === true ? roundOffsetsByDPR({\n x: x,\n y: y\n }, getWindow(popper)) : {\n x: x,\n y: y\n };\n\n x = _ref4.x;\n y = _ref4.y;\n\n if (gpuAcceleration) {\n var _Object$assign;\n\n return Object.assign({}, commonStyles, (_Object$assign = {}, _Object$assign[sideY] = hasY ? '0' : '', _Object$assign[sideX] = hasX ? '0' : '', _Object$assign.transform = (win.devicePixelRatio || 1) <= 1 ? \"translate(\" + x + \"px, \" + y + \"px)\" : \"translate3d(\" + x + \"px, \" + y + \"px, 0)\", _Object$assign));\n }\n\n return Object.assign({}, commonStyles, (_Object$assign2 = {}, _Object$assign2[sideY] = hasY ? y + \"px\" : '', _Object$assign2[sideX] = hasX ? x + \"px\" : '', _Object$assign2.transform = '', _Object$assign2));\n}\n\nfunction computeStyles(_ref5) {\n var state = _ref5.state,\n options = _ref5.options;\n var _options$gpuAccelerat = options.gpuAcceleration,\n gpuAcceleration = _options$gpuAccelerat === void 0 ? true : _options$gpuAccelerat,\n _options$adaptive = options.adaptive,\n adaptive = _options$adaptive === void 0 ? true : _options$adaptive,\n _options$roundOffsets = options.roundOffsets,\n roundOffsets = _options$roundOffsets === void 0 ? true : _options$roundOffsets;\n\n if (process.env.NODE_ENV !== \"production\") {\n var transitionProperty = getComputedStyle(state.elements.popper).transitionProperty || '';\n\n if (adaptive && ['transform', 'top', 'right', 'bottom', 'left'].some(function (property) {\n return transitionProperty.indexOf(property) >= 0;\n })) {\n console.warn(['Popper: Detected CSS transitions on at least one of the following', 'CSS properties: \"transform\", \"top\", \"right\", \"bottom\", \"left\".', '\\n\\n', 'Disable the \"computeStyles\" modifier\\'s `adaptive` option to allow', 'for smooth transitions, or remove these properties from the CSS', 'transition declaration on the popper element if only transitioning', 'opacity or background-color for example.', '\\n\\n', 'We recommend using the popper element as a wrapper around an inner', 'element that can have any CSS property transitioned for animations.'].join(' '));\n }\n }\n\n var commonStyles = {\n placement: getBasePlacement(state.placement),\n variation: getVariation(state.placement),\n popper: state.elements.popper,\n popperRect: state.rects.popper,\n gpuAcceleration: gpuAcceleration,\n isFixed: state.options.strategy === 'fixed'\n };\n\n if (state.modifiersData.popperOffsets != null) {\n state.styles.popper = Object.assign({}, state.styles.popper, mapToStyles(Object.assign({}, commonStyles, {\n offsets: state.modifiersData.popperOffsets,\n position: state.options.strategy,\n adaptive: adaptive,\n roundOffsets: roundOffsets\n })));\n }\n\n if (state.modifiersData.arrow != null) {\n state.styles.arrow = Object.assign({}, state.styles.arrow, mapToStyles(Object.assign({}, commonStyles, {\n offsets: state.modifiersData.arrow,\n position: 'absolute',\n adaptive: false,\n roundOffsets: roundOffsets\n })));\n }\n\n state.attributes.popper = Object.assign({}, state.attributes.popper, {\n 'data-popper-placement': state.placement\n });\n} // eslint-disable-next-line import/no-unused-modules\n\n\nexport default {\n name: 'computeStyles',\n enabled: true,\n phase: 'beforeWrite',\n fn: computeStyles,\n data: {}\n};","import getWindow from \"../dom-utils/getWindow.js\"; // eslint-disable-next-line import/no-unused-modules\n\nvar passive = {\n passive: true\n};\n\nfunction effect(_ref) {\n var state = _ref.state,\n instance = _ref.instance,\n options = _ref.options;\n var _options$scroll = options.scroll,\n scroll = _options$scroll === void 0 ? true : _options$scroll,\n _options$resize = options.resize,\n resize = _options$resize === void 0 ? true : _options$resize;\n var window = getWindow(state.elements.popper);\n var scrollParents = [].concat(state.scrollParents.reference, state.scrollParents.popper);\n\n if (scroll) {\n scrollParents.forEach(function (scrollParent) {\n scrollParent.addEventListener('scroll', instance.update, passive);\n });\n }\n\n if (resize) {\n window.addEventListener('resize', instance.update, passive);\n }\n\n return function () {\n if (scroll) {\n scrollParents.forEach(function (scrollParent) {\n scrollParent.removeEventListener('scroll', instance.update, passive);\n });\n }\n\n if (resize) {\n window.removeEventListener('resize', instance.update, passive);\n }\n };\n} // eslint-disable-next-line import/no-unused-modules\n\n\nexport default {\n name: 'eventListeners',\n enabled: true,\n phase: 'write',\n fn: function fn() {},\n effect: effect,\n data: {}\n};","var hash = {\n left: 'right',\n right: 'left',\n bottom: 'top',\n top: 'bottom'\n};\nexport default function getOppositePlacement(placement) {\n return placement.replace(/left|right|bottom|top/g, function (matched) {\n return hash[matched];\n });\n}","var hash = {\n start: 'end',\n end: 'start'\n};\nexport default function getOppositeVariationPlacement(placement) {\n return placement.replace(/start|end/g, function (matched) {\n return hash[matched];\n });\n}","import getWindow from \"./getWindow.js\";\nexport default function getWindowScroll(node) {\n var win = getWindow(node);\n var scrollLeft = win.pageXOffset;\n var scrollTop = win.pageYOffset;\n return {\n scrollLeft: scrollLeft,\n scrollTop: scrollTop\n };\n}","import getBoundingClientRect from \"./getBoundingClientRect.js\";\nimport getDocumentElement from \"./getDocumentElement.js\";\nimport getWindowScroll from \"./getWindowScroll.js\";\nexport default function getWindowScrollBarX(element) {\n // If has a CSS width greater than the viewport, then this will be\n // incorrect for RTL.\n // Popper 1 is broken in this case and never had a bug report so let's assume\n // it's not an issue. I don't think anyone ever specifies width on \n // anyway.\n // Browsers where the left scrollbar doesn't cause an issue report `0` for\n // this (e.g. Edge 2019, IE11, Safari)\n return getBoundingClientRect(getDocumentElement(element)).left + getWindowScroll(element).scrollLeft;\n}","import getComputedStyle from \"./getComputedStyle.js\";\nexport default function isScrollParent(element) {\n // Firefox wants us to check `-x` and `-y` variations as well\n var _getComputedStyle = getComputedStyle(element),\n overflow = _getComputedStyle.overflow,\n overflowX = _getComputedStyle.overflowX,\n overflowY = _getComputedStyle.overflowY;\n\n return /auto|scroll|overlay|hidden/.test(overflow + overflowY + overflowX);\n}","import getParentNode from \"./getParentNode.js\";\nimport isScrollParent from \"./isScrollParent.js\";\nimport getNodeName from \"./getNodeName.js\";\nimport { isHTMLElement } from \"./instanceOf.js\";\nexport default function getScrollParent(node) {\n if (['html', 'body', '#document'].indexOf(getNodeName(node)) >= 0) {\n // $FlowFixMe[incompatible-return]: assume body is always available\n return node.ownerDocument.body;\n }\n\n if (isHTMLElement(node) && isScrollParent(node)) {\n return node;\n }\n\n return getScrollParent(getParentNode(node));\n}","import getScrollParent from \"./getScrollParent.js\";\nimport getParentNode from \"./getParentNode.js\";\nimport getWindow from \"./getWindow.js\";\nimport isScrollParent from \"./isScrollParent.js\";\n/*\ngiven a DOM element, return the list of all scroll parents, up the list of ancesors\nuntil we get to the top window object. This list is what we attach scroll listeners\nto, because if any of these parent elements scroll, we'll need to re-calculate the\nreference element's position.\n*/\n\nexport default function listScrollParents(element, list) {\n var _element$ownerDocumen;\n\n if (list === void 0) {\n list = [];\n }\n\n var scrollParent = getScrollParent(element);\n var isBody = scrollParent === ((_element$ownerDocumen = element.ownerDocument) == null ? void 0 : _element$ownerDocumen.body);\n var win = getWindow(scrollParent);\n var target = isBody ? [win].concat(win.visualViewport || [], isScrollParent(scrollParent) ? scrollParent : []) : scrollParent;\n var updatedList = list.concat(target);\n return isBody ? updatedList : // $FlowFixMe[incompatible-call]: isBody tells us target will be an HTMLElement here\n updatedList.concat(listScrollParents(getParentNode(target)));\n}","export default function rectToClientRect(rect) {\n return Object.assign({}, rect, {\n left: rect.x,\n top: rect.y,\n right: rect.x + rect.width,\n bottom: rect.y + rect.height\n });\n}","import { viewport } from \"../enums.js\";\nimport getViewportRect from \"./getViewportRect.js\";\nimport getDocumentRect from \"./getDocumentRect.js\";\nimport listScrollParents from \"./listScrollParents.js\";\nimport getOffsetParent from \"./getOffsetParent.js\";\nimport getDocumentElement from \"./getDocumentElement.js\";\nimport getComputedStyle from \"./getComputedStyle.js\";\nimport { isElement, isHTMLElement } from \"./instanceOf.js\";\nimport getBoundingClientRect from \"./getBoundingClientRect.js\";\nimport getParentNode from \"./getParentNode.js\";\nimport contains from \"./contains.js\";\nimport getNodeName from \"./getNodeName.js\";\nimport rectToClientRect from \"../utils/rectToClientRect.js\";\nimport { max, min } from \"../utils/math.js\";\n\nfunction getInnerBoundingClientRect(element, strategy) {\n var rect = getBoundingClientRect(element, false, strategy === 'fixed');\n rect.top = rect.top + element.clientTop;\n rect.left = rect.left + element.clientLeft;\n rect.bottom = rect.top + element.clientHeight;\n rect.right = rect.left + element.clientWidth;\n rect.width = element.clientWidth;\n rect.height = element.clientHeight;\n rect.x = rect.left;\n rect.y = rect.top;\n return rect;\n}\n\nfunction getClientRectFromMixedType(element, clippingParent, strategy) {\n return clippingParent === viewport ? rectToClientRect(getViewportRect(element, strategy)) : isElement(clippingParent) ? getInnerBoundingClientRect(clippingParent, strategy) : rectToClientRect(getDocumentRect(getDocumentElement(element)));\n} // A \"clipping parent\" is an overflowable container with the characteristic of\n// clipping (or hiding) overflowing elements with a position different from\n// `initial`\n\n\nfunction getClippingParents(element) {\n var clippingParents = listScrollParents(getParentNode(element));\n var canEscapeClipping = ['absolute', 'fixed'].indexOf(getComputedStyle(element).position) >= 0;\n var clipperElement = canEscapeClipping && isHTMLElement(element) ? getOffsetParent(element) : element;\n\n if (!isElement(clipperElement)) {\n return [];\n } // $FlowFixMe[incompatible-return]: https://github.com/facebook/flow/issues/1414\n\n\n return clippingParents.filter(function (clippingParent) {\n return isElement(clippingParent) && contains(clippingParent, clipperElement) && getNodeName(clippingParent) !== 'body';\n });\n} // Gets the maximum area that the element is visible in due to any number of\n// clipping parents\n\n\nexport default function getClippingRect(element, boundary, rootBoundary, strategy) {\n var mainClippingParents = boundary === 'clippingParents' ? getClippingParents(element) : [].concat(boundary);\n var clippingParents = [].concat(mainClippingParents, [rootBoundary]);\n var firstClippingParent = clippingParents[0];\n var clippingRect = clippingParents.reduce(function (accRect, clippingParent) {\n var rect = getClientRectFromMixedType(element, clippingParent, strategy);\n accRect.top = max(rect.top, accRect.top);\n accRect.right = min(rect.right, accRect.right);\n accRect.bottom = min(rect.bottom, accRect.bottom);\n accRect.left = max(rect.left, accRect.left);\n return accRect;\n }, getClientRectFromMixedType(element, firstClippingParent, strategy));\n clippingRect.width = clippingRect.right - clippingRect.left;\n clippingRect.height = clippingRect.bottom - clippingRect.top;\n clippingRect.x = clippingRect.left;\n clippingRect.y = clippingRect.top;\n return clippingRect;\n}","import getWindow from \"./getWindow.js\";\nimport getDocumentElement from \"./getDocumentElement.js\";\nimport getWindowScrollBarX from \"./getWindowScrollBarX.js\";\nimport isLayoutViewport from \"./isLayoutViewport.js\";\nexport default function getViewportRect(element, strategy) {\n var win = getWindow(element);\n var html = getDocumentElement(element);\n var visualViewport = win.visualViewport;\n var width = html.clientWidth;\n var height = html.clientHeight;\n var x = 0;\n var y = 0;\n\n if (visualViewport) {\n width = visualViewport.width;\n height = visualViewport.height;\n var layoutViewport = isLayoutViewport();\n\n if (layoutViewport || !layoutViewport && strategy === 'fixed') {\n x = visualViewport.offsetLeft;\n y = visualViewport.offsetTop;\n }\n }\n\n return {\n width: width,\n height: height,\n x: x + getWindowScrollBarX(element),\n y: y\n };\n}","import getDocumentElement from \"./getDocumentElement.js\";\nimport getComputedStyle from \"./getComputedStyle.js\";\nimport getWindowScrollBarX from \"./getWindowScrollBarX.js\";\nimport getWindowScroll from \"./getWindowScroll.js\";\nimport { max } from \"../utils/math.js\"; // Gets the entire size of the scrollable document area, even extending outside\n// of the `` and `` rect bounds if horizontally scrollable\n\nexport default function getDocumentRect(element) {\n var _element$ownerDocumen;\n\n var html = getDocumentElement(element);\n var winScroll = getWindowScroll(element);\n var body = (_element$ownerDocumen = element.ownerDocument) == null ? void 0 : _element$ownerDocumen.body;\n var width = max(html.scrollWidth, html.clientWidth, body ? body.scrollWidth : 0, body ? body.clientWidth : 0);\n var height = max(html.scrollHeight, html.clientHeight, body ? body.scrollHeight : 0, body ? body.clientHeight : 0);\n var x = -winScroll.scrollLeft + getWindowScrollBarX(element);\n var y = -winScroll.scrollTop;\n\n if (getComputedStyle(body || html).direction === 'rtl') {\n x += max(html.clientWidth, body ? body.clientWidth : 0) - width;\n }\n\n return {\n width: width,\n height: height,\n x: x,\n y: y\n };\n}","import getBasePlacement from \"./getBasePlacement.js\";\nimport getVariation from \"./getVariation.js\";\nimport getMainAxisFromPlacement from \"./getMainAxisFromPlacement.js\";\nimport { top, right, bottom, left, start, end } from \"../enums.js\";\nexport default function computeOffsets(_ref) {\n var reference = _ref.reference,\n element = _ref.element,\n placement = _ref.placement;\n var basePlacement = placement ? getBasePlacement(placement) : null;\n var variation = placement ? getVariation(placement) : null;\n var commonX = reference.x + reference.width / 2 - element.width / 2;\n var commonY = reference.y + reference.height / 2 - element.height / 2;\n var offsets;\n\n switch (basePlacement) {\n case top:\n offsets = {\n x: commonX,\n y: reference.y - element.height\n };\n break;\n\n case bottom:\n offsets = {\n x: commonX,\n y: reference.y + reference.height\n };\n break;\n\n case right:\n offsets = {\n x: reference.x + reference.width,\n y: commonY\n };\n break;\n\n case left:\n offsets = {\n x: reference.x - element.width,\n y: commonY\n };\n break;\n\n default:\n offsets = {\n x: reference.x,\n y: reference.y\n };\n }\n\n var mainAxis = basePlacement ? getMainAxisFromPlacement(basePlacement) : null;\n\n if (mainAxis != null) {\n var len = mainAxis === 'y' ? 'height' : 'width';\n\n switch (variation) {\n case start:\n offsets[mainAxis] = offsets[mainAxis] - (reference[len] / 2 - element[len] / 2);\n break;\n\n case end:\n offsets[mainAxis] = offsets[mainAxis] + (reference[len] / 2 - element[len] / 2);\n break;\n\n default:\n }\n }\n\n return offsets;\n}","import getClippingRect from \"../dom-utils/getClippingRect.js\";\nimport getDocumentElement from \"../dom-utils/getDocumentElement.js\";\nimport getBoundingClientRect from \"../dom-utils/getBoundingClientRect.js\";\nimport computeOffsets from \"./computeOffsets.js\";\nimport rectToClientRect from \"./rectToClientRect.js\";\nimport { clippingParents, reference, popper, bottom, top, right, basePlacements, viewport } from \"../enums.js\";\nimport { isElement } from \"../dom-utils/instanceOf.js\";\nimport mergePaddingObject from \"./mergePaddingObject.js\";\nimport expandToHashMap from \"./expandToHashMap.js\"; // eslint-disable-next-line import/no-unused-modules\n\nexport default function detectOverflow(state, options) {\n if (options === void 0) {\n options = {};\n }\n\n var _options = options,\n _options$placement = _options.placement,\n placement = _options$placement === void 0 ? state.placement : _options$placement,\n _options$strategy = _options.strategy,\n strategy = _options$strategy === void 0 ? state.strategy : _options$strategy,\n _options$boundary = _options.boundary,\n boundary = _options$boundary === void 0 ? clippingParents : _options$boundary,\n _options$rootBoundary = _options.rootBoundary,\n rootBoundary = _options$rootBoundary === void 0 ? viewport : _options$rootBoundary,\n _options$elementConte = _options.elementContext,\n elementContext = _options$elementConte === void 0 ? popper : _options$elementConte,\n _options$altBoundary = _options.altBoundary,\n altBoundary = _options$altBoundary === void 0 ? false : _options$altBoundary,\n _options$padding = _options.padding,\n padding = _options$padding === void 0 ? 0 : _options$padding;\n var paddingObject = mergePaddingObject(typeof padding !== 'number' ? padding : expandToHashMap(padding, basePlacements));\n var altContext = elementContext === popper ? reference : popper;\n var popperRect = state.rects.popper;\n var element = state.elements[altBoundary ? altContext : elementContext];\n var clippingClientRect = getClippingRect(isElement(element) ? element : element.contextElement || getDocumentElement(state.elements.popper), boundary, rootBoundary, strategy);\n var referenceClientRect = getBoundingClientRect(state.elements.reference);\n var popperOffsets = computeOffsets({\n reference: referenceClientRect,\n element: popperRect,\n strategy: 'absolute',\n placement: placement\n });\n var popperClientRect = rectToClientRect(Object.assign({}, popperRect, popperOffsets));\n var elementClientRect = elementContext === popper ? popperClientRect : referenceClientRect; // positive = overflowing the clipping rect\n // 0 or negative = within the clipping rect\n\n var overflowOffsets = {\n top: clippingClientRect.top - elementClientRect.top + paddingObject.top,\n bottom: elementClientRect.bottom - clippingClientRect.bottom + paddingObject.bottom,\n left: clippingClientRect.left - elementClientRect.left + paddingObject.left,\n right: elementClientRect.right - clippingClientRect.right + paddingObject.right\n };\n var offsetData = state.modifiersData.offset; // Offsets can be applied only to the popper element\n\n if (elementContext === popper && offsetData) {\n var offset = offsetData[placement];\n Object.keys(overflowOffsets).forEach(function (key) {\n var multiply = [right, bottom].indexOf(key) >= 0 ? 1 : -1;\n var axis = [top, bottom].indexOf(key) >= 0 ? 'y' : 'x';\n overflowOffsets[key] += offset[axis] * multiply;\n });\n }\n\n return overflowOffsets;\n}","import getOppositePlacement from \"../utils/getOppositePlacement.js\";\nimport getBasePlacement from \"../utils/getBasePlacement.js\";\nimport getOppositeVariationPlacement from \"../utils/getOppositeVariationPlacement.js\";\nimport detectOverflow from \"../utils/detectOverflow.js\";\nimport computeAutoPlacement from \"../utils/computeAutoPlacement.js\";\nimport { bottom, top, start, right, left, auto } from \"../enums.js\";\nimport getVariation from \"../utils/getVariation.js\"; // eslint-disable-next-line import/no-unused-modules\n\nfunction getExpandedFallbackPlacements(placement) {\n if (getBasePlacement(placement) === auto) {\n return [];\n }\n\n var oppositePlacement = getOppositePlacement(placement);\n return [getOppositeVariationPlacement(placement), oppositePlacement, getOppositeVariationPlacement(oppositePlacement)];\n}\n\nfunction flip(_ref) {\n var state = _ref.state,\n options = _ref.options,\n name = _ref.name;\n\n if (state.modifiersData[name]._skip) {\n return;\n }\n\n var _options$mainAxis = options.mainAxis,\n checkMainAxis = _options$mainAxis === void 0 ? true : _options$mainAxis,\n _options$altAxis = options.altAxis,\n checkAltAxis = _options$altAxis === void 0 ? true : _options$altAxis,\n specifiedFallbackPlacements = options.fallbackPlacements,\n padding = options.padding,\n boundary = options.boundary,\n rootBoundary = options.rootBoundary,\n altBoundary = options.altBoundary,\n _options$flipVariatio = options.flipVariations,\n flipVariations = _options$flipVariatio === void 0 ? true : _options$flipVariatio,\n allowedAutoPlacements = options.allowedAutoPlacements;\n var preferredPlacement = state.options.placement;\n var basePlacement = getBasePlacement(preferredPlacement);\n var isBasePlacement = basePlacement === preferredPlacement;\n var fallbackPlacements = specifiedFallbackPlacements || (isBasePlacement || !flipVariations ? [getOppositePlacement(preferredPlacement)] : getExpandedFallbackPlacements(preferredPlacement));\n var placements = [preferredPlacement].concat(fallbackPlacements).reduce(function (acc, placement) {\n return acc.concat(getBasePlacement(placement) === auto ? computeAutoPlacement(state, {\n placement: placement,\n boundary: boundary,\n rootBoundary: rootBoundary,\n padding: padding,\n flipVariations: flipVariations,\n allowedAutoPlacements: allowedAutoPlacements\n }) : placement);\n }, []);\n var referenceRect = state.rects.reference;\n var popperRect = state.rects.popper;\n var checksMap = new Map();\n var makeFallbackChecks = true;\n var firstFittingPlacement = placements[0];\n\n for (var i = 0; i < placements.length; i++) {\n var placement = placements[i];\n\n var _basePlacement = getBasePlacement(placement);\n\n var isStartVariation = getVariation(placement) === start;\n var isVertical = [top, bottom].indexOf(_basePlacement) >= 0;\n var len = isVertical ? 'width' : 'height';\n var overflow = detectOverflow(state, {\n placement: placement,\n boundary: boundary,\n rootBoundary: rootBoundary,\n altBoundary: altBoundary,\n padding: padding\n });\n var mainVariationSide = isVertical ? isStartVariation ? right : left : isStartVariation ? bottom : top;\n\n if (referenceRect[len] > popperRect[len]) {\n mainVariationSide = getOppositePlacement(mainVariationSide);\n }\n\n var altVariationSide = getOppositePlacement(mainVariationSide);\n var checks = [];\n\n if (checkMainAxis) {\n checks.push(overflow[_basePlacement] <= 0);\n }\n\n if (checkAltAxis) {\n checks.push(overflow[mainVariationSide] <= 0, overflow[altVariationSide] <= 0);\n }\n\n if (checks.every(function (check) {\n return check;\n })) {\n firstFittingPlacement = placement;\n makeFallbackChecks = false;\n break;\n }\n\n checksMap.set(placement, checks);\n }\n\n if (makeFallbackChecks) {\n // `2` may be desired in some cases – research later\n var numberOfChecks = flipVariations ? 3 : 1;\n\n var _loop = function _loop(_i) {\n var fittingPlacement = placements.find(function (placement) {\n var checks = checksMap.get(placement);\n\n if (checks) {\n return checks.slice(0, _i).every(function (check) {\n return check;\n });\n }\n });\n\n if (fittingPlacement) {\n firstFittingPlacement = fittingPlacement;\n return \"break\";\n }\n };\n\n for (var _i = numberOfChecks; _i > 0; _i--) {\n var _ret = _loop(_i);\n\n if (_ret === \"break\") break;\n }\n }\n\n if (state.placement !== firstFittingPlacement) {\n state.modifiersData[name]._skip = true;\n state.placement = firstFittingPlacement;\n state.reset = true;\n }\n} // eslint-disable-next-line import/no-unused-modules\n\n\nexport default {\n name: 'flip',\n enabled: true,\n phase: 'main',\n fn: flip,\n requiresIfExists: ['offset'],\n data: {\n _skip: false\n }\n};","import getVariation from \"./getVariation.js\";\nimport { variationPlacements, basePlacements, placements as allPlacements } from \"../enums.js\";\nimport detectOverflow from \"./detectOverflow.js\";\nimport getBasePlacement from \"./getBasePlacement.js\";\nexport default function computeAutoPlacement(state, options) {\n if (options === void 0) {\n options = {};\n }\n\n var _options = options,\n placement = _options.placement,\n boundary = _options.boundary,\n rootBoundary = _options.rootBoundary,\n padding = _options.padding,\n flipVariations = _options.flipVariations,\n _options$allowedAutoP = _options.allowedAutoPlacements,\n allowedAutoPlacements = _options$allowedAutoP === void 0 ? allPlacements : _options$allowedAutoP;\n var variation = getVariation(placement);\n var placements = variation ? flipVariations ? variationPlacements : variationPlacements.filter(function (placement) {\n return getVariation(placement) === variation;\n }) : basePlacements;\n var allowedPlacements = placements.filter(function (placement) {\n return allowedAutoPlacements.indexOf(placement) >= 0;\n });\n\n if (allowedPlacements.length === 0) {\n allowedPlacements = placements;\n\n if (process.env.NODE_ENV !== \"production\") {\n console.error(['Popper: The `allowedAutoPlacements` option did not allow any', 'placements. Ensure the `placement` option matches the variation', 'of the allowed placements.', 'For example, \"auto\" cannot be used to allow \"bottom-start\".', 'Use \"auto-start\" instead.'].join(' '));\n }\n } // $FlowFixMe[incompatible-type]: Flow seems to have problems with two array unions...\n\n\n var overflows = allowedPlacements.reduce(function (acc, placement) {\n acc[placement] = detectOverflow(state, {\n placement: placement,\n boundary: boundary,\n rootBoundary: rootBoundary,\n padding: padding\n })[getBasePlacement(placement)];\n return acc;\n }, {});\n return Object.keys(overflows).sort(function (a, b) {\n return overflows[a] - overflows[b];\n });\n}","import { top, bottom, left, right } from \"../enums.js\";\nimport detectOverflow from \"../utils/detectOverflow.js\";\n\nfunction getSideOffsets(overflow, rect, preventedOffsets) {\n if (preventedOffsets === void 0) {\n preventedOffsets = {\n x: 0,\n y: 0\n };\n }\n\n return {\n top: overflow.top - rect.height - preventedOffsets.y,\n right: overflow.right - rect.width + preventedOffsets.x,\n bottom: overflow.bottom - rect.height + preventedOffsets.y,\n left: overflow.left - rect.width - preventedOffsets.x\n };\n}\n\nfunction isAnySideFullyClipped(overflow) {\n return [top, right, bottom, left].some(function (side) {\n return overflow[side] >= 0;\n });\n}\n\nfunction hide(_ref) {\n var state = _ref.state,\n name = _ref.name;\n var referenceRect = state.rects.reference;\n var popperRect = state.rects.popper;\n var preventedOffsets = state.modifiersData.preventOverflow;\n var referenceOverflow = detectOverflow(state, {\n elementContext: 'reference'\n });\n var popperAltOverflow = detectOverflow(state, {\n altBoundary: true\n });\n var referenceClippingOffsets = getSideOffsets(referenceOverflow, referenceRect);\n var popperEscapeOffsets = getSideOffsets(popperAltOverflow, popperRect, preventedOffsets);\n var isReferenceHidden = isAnySideFullyClipped(referenceClippingOffsets);\n var hasPopperEscaped = isAnySideFullyClipped(popperEscapeOffsets);\n state.modifiersData[name] = {\n referenceClippingOffsets: referenceClippingOffsets,\n popperEscapeOffsets: popperEscapeOffsets,\n isReferenceHidden: isReferenceHidden,\n hasPopperEscaped: hasPopperEscaped\n };\n state.attributes.popper = Object.assign({}, state.attributes.popper, {\n 'data-popper-reference-hidden': isReferenceHidden,\n 'data-popper-escaped': hasPopperEscaped\n });\n} // eslint-disable-next-line import/no-unused-modules\n\n\nexport default {\n name: 'hide',\n enabled: true,\n phase: 'main',\n requiresIfExists: ['preventOverflow'],\n fn: hide\n};","import getBasePlacement from \"../utils/getBasePlacement.js\";\nimport { top, left, right, placements } from \"../enums.js\"; // eslint-disable-next-line import/no-unused-modules\n\nexport function distanceAndSkiddingToXY(placement, rects, offset) {\n var basePlacement = getBasePlacement(placement);\n var invertDistance = [left, top].indexOf(basePlacement) >= 0 ? -1 : 1;\n\n var _ref = typeof offset === 'function' ? offset(Object.assign({}, rects, {\n placement: placement\n })) : offset,\n skidding = _ref[0],\n distance = _ref[1];\n\n skidding = skidding || 0;\n distance = (distance || 0) * invertDistance;\n return [left, right].indexOf(basePlacement) >= 0 ? {\n x: distance,\n y: skidding\n } : {\n x: skidding,\n y: distance\n };\n}\n\nfunction offset(_ref2) {\n var state = _ref2.state,\n options = _ref2.options,\n name = _ref2.name;\n var _options$offset = options.offset,\n offset = _options$offset === void 0 ? [0, 0] : _options$offset;\n var data = placements.reduce(function (acc, placement) {\n acc[placement] = distanceAndSkiddingToXY(placement, state.rects, offset);\n return acc;\n }, {});\n var _data$state$placement = data[state.placement],\n x = _data$state$placement.x,\n y = _data$state$placement.y;\n\n if (state.modifiersData.popperOffsets != null) {\n state.modifiersData.popperOffsets.x += x;\n state.modifiersData.popperOffsets.y += y;\n }\n\n state.modifiersData[name] = data;\n} // eslint-disable-next-line import/no-unused-modules\n\n\nexport default {\n name: 'offset',\n enabled: true,\n phase: 'main',\n requires: ['popperOffsets'],\n fn: offset\n};","import computeOffsets from \"../utils/computeOffsets.js\";\n\nfunction popperOffsets(_ref) {\n var state = _ref.state,\n name = _ref.name;\n // Offsets are the actual position the popper needs to have to be\n // properly positioned near its reference element\n // This is the most basic placement, and will be adjusted by\n // the modifiers in the next step\n state.modifiersData[name] = computeOffsets({\n reference: state.rects.reference,\n element: state.rects.popper,\n strategy: 'absolute',\n placement: state.placement\n });\n} // eslint-disable-next-line import/no-unused-modules\n\n\nexport default {\n name: 'popperOffsets',\n enabled: true,\n phase: 'read',\n fn: popperOffsets,\n data: {}\n};","import { top, left, right, bottom, start } from \"../enums.js\";\nimport getBasePlacement from \"../utils/getBasePlacement.js\";\nimport getMainAxisFromPlacement from \"../utils/getMainAxisFromPlacement.js\";\nimport getAltAxis from \"../utils/getAltAxis.js\";\nimport { within, withinMaxClamp } from \"../utils/within.js\";\nimport getLayoutRect from \"../dom-utils/getLayoutRect.js\";\nimport getOffsetParent from \"../dom-utils/getOffsetParent.js\";\nimport detectOverflow from \"../utils/detectOverflow.js\";\nimport getVariation from \"../utils/getVariation.js\";\nimport getFreshSideObject from \"../utils/getFreshSideObject.js\";\nimport { min as mathMin, max as mathMax } from \"../utils/math.js\";\n\nfunction preventOverflow(_ref) {\n var state = _ref.state,\n options = _ref.options,\n name = _ref.name;\n var _options$mainAxis = options.mainAxis,\n checkMainAxis = _options$mainAxis === void 0 ? true : _options$mainAxis,\n _options$altAxis = options.altAxis,\n checkAltAxis = _options$altAxis === void 0 ? false : _options$altAxis,\n boundary = options.boundary,\n rootBoundary = options.rootBoundary,\n altBoundary = options.altBoundary,\n padding = options.padding,\n _options$tether = options.tether,\n tether = _options$tether === void 0 ? true : _options$tether,\n _options$tetherOffset = options.tetherOffset,\n tetherOffset = _options$tetherOffset === void 0 ? 0 : _options$tetherOffset;\n var overflow = detectOverflow(state, {\n boundary: boundary,\n rootBoundary: rootBoundary,\n padding: padding,\n altBoundary: altBoundary\n });\n var basePlacement = getBasePlacement(state.placement);\n var variation = getVariation(state.placement);\n var isBasePlacement = !variation;\n var mainAxis = getMainAxisFromPlacement(basePlacement);\n var altAxis = getAltAxis(mainAxis);\n var popperOffsets = state.modifiersData.popperOffsets;\n var referenceRect = state.rects.reference;\n var popperRect = state.rects.popper;\n var tetherOffsetValue = typeof tetherOffset === 'function' ? tetherOffset(Object.assign({}, state.rects, {\n placement: state.placement\n })) : tetherOffset;\n var normalizedTetherOffsetValue = typeof tetherOffsetValue === 'number' ? {\n mainAxis: tetherOffsetValue,\n altAxis: tetherOffsetValue\n } : Object.assign({\n mainAxis: 0,\n altAxis: 0\n }, tetherOffsetValue);\n var offsetModifierState = state.modifiersData.offset ? state.modifiersData.offset[state.placement] : null;\n var data = {\n x: 0,\n y: 0\n };\n\n if (!popperOffsets) {\n return;\n }\n\n if (checkMainAxis) {\n var _offsetModifierState$;\n\n var mainSide = mainAxis === 'y' ? top : left;\n var altSide = mainAxis === 'y' ? bottom : right;\n var len = mainAxis === 'y' ? 'height' : 'width';\n var offset = popperOffsets[mainAxis];\n var min = offset + overflow[mainSide];\n var max = offset - overflow[altSide];\n var additive = tether ? -popperRect[len] / 2 : 0;\n var minLen = variation === start ? referenceRect[len] : popperRect[len];\n var maxLen = variation === start ? -popperRect[len] : -referenceRect[len]; // We need to include the arrow in the calculation so the arrow doesn't go\n // outside the reference bounds\n\n var arrowElement = state.elements.arrow;\n var arrowRect = tether && arrowElement ? getLayoutRect(arrowElement) : {\n width: 0,\n height: 0\n };\n var arrowPaddingObject = state.modifiersData['arrow#persistent'] ? state.modifiersData['arrow#persistent'].padding : getFreshSideObject();\n var arrowPaddingMin = arrowPaddingObject[mainSide];\n var arrowPaddingMax = arrowPaddingObject[altSide]; // If the reference length is smaller than the arrow length, we don't want\n // to include its full size in the calculation. If the reference is small\n // and near the edge of a boundary, the popper can overflow even if the\n // reference is not overflowing as well (e.g. virtual elements with no\n // width or height)\n\n var arrowLen = within(0, referenceRect[len], arrowRect[len]);\n var minOffset = isBasePlacement ? referenceRect[len] / 2 - additive - arrowLen - arrowPaddingMin - normalizedTetherOffsetValue.mainAxis : minLen - arrowLen - arrowPaddingMin - normalizedTetherOffsetValue.mainAxis;\n var maxOffset = isBasePlacement ? -referenceRect[len] / 2 + additive + arrowLen + arrowPaddingMax + normalizedTetherOffsetValue.mainAxis : maxLen + arrowLen + arrowPaddingMax + normalizedTetherOffsetValue.mainAxis;\n var arrowOffsetParent = state.elements.arrow && getOffsetParent(state.elements.arrow);\n var clientOffset = arrowOffsetParent ? mainAxis === 'y' ? arrowOffsetParent.clientTop || 0 : arrowOffsetParent.clientLeft || 0 : 0;\n var offsetModifierValue = (_offsetModifierState$ = offsetModifierState == null ? void 0 : offsetModifierState[mainAxis]) != null ? _offsetModifierState$ : 0;\n var tetherMin = offset + minOffset - offsetModifierValue - clientOffset;\n var tetherMax = offset + maxOffset - offsetModifierValue;\n var preventedOffset = within(tether ? mathMin(min, tetherMin) : min, offset, tether ? mathMax(max, tetherMax) : max);\n popperOffsets[mainAxis] = preventedOffset;\n data[mainAxis] = preventedOffset - offset;\n }\n\n if (checkAltAxis) {\n var _offsetModifierState$2;\n\n var _mainSide = mainAxis === 'x' ? top : left;\n\n var _altSide = mainAxis === 'x' ? bottom : right;\n\n var _offset = popperOffsets[altAxis];\n\n var _len = altAxis === 'y' ? 'height' : 'width';\n\n var _min = _offset + overflow[_mainSide];\n\n var _max = _offset - overflow[_altSide];\n\n var isOriginSide = [top, left].indexOf(basePlacement) !== -1;\n\n var _offsetModifierValue = (_offsetModifierState$2 = offsetModifierState == null ? void 0 : offsetModifierState[altAxis]) != null ? _offsetModifierState$2 : 0;\n\n var _tetherMin = isOriginSide ? _min : _offset - referenceRect[_len] - popperRect[_len] - _offsetModifierValue + normalizedTetherOffsetValue.altAxis;\n\n var _tetherMax = isOriginSide ? _offset + referenceRect[_len] + popperRect[_len] - _offsetModifierValue - normalizedTetherOffsetValue.altAxis : _max;\n\n var _preventedOffset = tether && isOriginSide ? withinMaxClamp(_tetherMin, _offset, _tetherMax) : within(tether ? _tetherMin : _min, _offset, tether ? _tetherMax : _max);\n\n popperOffsets[altAxis] = _preventedOffset;\n data[altAxis] = _preventedOffset - _offset;\n }\n\n state.modifiersData[name] = data;\n} // eslint-disable-next-line import/no-unused-modules\n\n\nexport default {\n name: 'preventOverflow',\n enabled: true,\n phase: 'main',\n fn: preventOverflow,\n requiresIfExists: ['offset']\n};","export default function getAltAxis(axis) {\n return axis === 'x' ? 'y' : 'x';\n}","import getBoundingClientRect from \"./getBoundingClientRect.js\";\nimport getNodeScroll from \"./getNodeScroll.js\";\nimport getNodeName from \"./getNodeName.js\";\nimport { isHTMLElement } from \"./instanceOf.js\";\nimport getWindowScrollBarX from \"./getWindowScrollBarX.js\";\nimport getDocumentElement from \"./getDocumentElement.js\";\nimport isScrollParent from \"./isScrollParent.js\";\nimport { round } from \"../utils/math.js\";\n\nfunction isElementScaled(element) {\n var rect = element.getBoundingClientRect();\n var scaleX = round(rect.width) / element.offsetWidth || 1;\n var scaleY = round(rect.height) / element.offsetHeight || 1;\n return scaleX !== 1 || scaleY !== 1;\n} // Returns the composite rect of an element relative to its offsetParent.\n// Composite means it takes into account transforms as well as layout.\n\n\nexport default function getCompositeRect(elementOrVirtualElement, offsetParent, isFixed) {\n if (isFixed === void 0) {\n isFixed = false;\n }\n\n var isOffsetParentAnElement = isHTMLElement(offsetParent);\n var offsetParentIsScaled = isHTMLElement(offsetParent) && isElementScaled(offsetParent);\n var documentElement = getDocumentElement(offsetParent);\n var rect = getBoundingClientRect(elementOrVirtualElement, offsetParentIsScaled, isFixed);\n var scroll = {\n scrollLeft: 0,\n scrollTop: 0\n };\n var offsets = {\n x: 0,\n y: 0\n };\n\n if (isOffsetParentAnElement || !isOffsetParentAnElement && !isFixed) {\n if (getNodeName(offsetParent) !== 'body' || // https://github.com/popperjs/popper-core/issues/1078\n isScrollParent(documentElement)) {\n scroll = getNodeScroll(offsetParent);\n }\n\n if (isHTMLElement(offsetParent)) {\n offsets = getBoundingClientRect(offsetParent, true);\n offsets.x += offsetParent.clientLeft;\n offsets.y += offsetParent.clientTop;\n } else if (documentElement) {\n offsets.x = getWindowScrollBarX(documentElement);\n }\n }\n\n return {\n x: rect.left + scroll.scrollLeft - offsets.x,\n y: rect.top + scroll.scrollTop - offsets.y,\n width: rect.width,\n height: rect.height\n };\n}","import getWindowScroll from \"./getWindowScroll.js\";\nimport getWindow from \"./getWindow.js\";\nimport { isHTMLElement } from \"./instanceOf.js\";\nimport getHTMLElementScroll from \"./getHTMLElementScroll.js\";\nexport default function getNodeScroll(node) {\n if (node === getWindow(node) || !isHTMLElement(node)) {\n return getWindowScroll(node);\n } else {\n return getHTMLElementScroll(node);\n }\n}","export default function getHTMLElementScroll(element) {\n return {\n scrollLeft: element.scrollLeft,\n scrollTop: element.scrollTop\n };\n}","import { modifierPhases } from \"../enums.js\"; // source: https://stackoverflow.com/questions/49875255\n\nfunction order(modifiers) {\n var map = new Map();\n var visited = new Set();\n var result = [];\n modifiers.forEach(function (modifier) {\n map.set(modifier.name, modifier);\n }); // On visiting object, check for its dependencies and visit them recursively\n\n function sort(modifier) {\n visited.add(modifier.name);\n var requires = [].concat(modifier.requires || [], modifier.requiresIfExists || []);\n requires.forEach(function (dep) {\n if (!visited.has(dep)) {\n var depModifier = map.get(dep);\n\n if (depModifier) {\n sort(depModifier);\n }\n }\n });\n result.push(modifier);\n }\n\n modifiers.forEach(function (modifier) {\n if (!visited.has(modifier.name)) {\n // check for visited object\n sort(modifier);\n }\n });\n return result;\n}\n\nexport default function orderModifiers(modifiers) {\n // order based on dependencies\n var orderedModifiers = order(modifiers); // order based on phase\n\n return modifierPhases.reduce(function (acc, phase) {\n return acc.concat(orderedModifiers.filter(function (modifier) {\n return modifier.phase === phase;\n }));\n }, []);\n}","import getCompositeRect from \"./dom-utils/getCompositeRect.js\";\nimport getLayoutRect from \"./dom-utils/getLayoutRect.js\";\nimport listScrollParents from \"./dom-utils/listScrollParents.js\";\nimport getOffsetParent from \"./dom-utils/getOffsetParent.js\";\nimport getComputedStyle from \"./dom-utils/getComputedStyle.js\";\nimport orderModifiers from \"./utils/orderModifiers.js\";\nimport debounce from \"./utils/debounce.js\";\nimport validateModifiers from \"./utils/validateModifiers.js\";\nimport uniqueBy from \"./utils/uniqueBy.js\";\nimport getBasePlacement from \"./utils/getBasePlacement.js\";\nimport mergeByName from \"./utils/mergeByName.js\";\nimport detectOverflow from \"./utils/detectOverflow.js\";\nimport { isElement } from \"./dom-utils/instanceOf.js\";\nimport { auto } from \"./enums.js\";\nvar INVALID_ELEMENT_ERROR = 'Popper: Invalid reference or popper argument provided. They must be either a DOM element or virtual element.';\nvar INFINITE_LOOP_ERROR = 'Popper: An infinite loop in the modifiers cycle has been detected! The cycle has been interrupted to prevent a browser crash.';\nvar DEFAULT_OPTIONS = {\n placement: 'bottom',\n modifiers: [],\n strategy: 'absolute'\n};\n\nfunction areValidElements() {\n for (var _len = arguments.length, args = new Array(_len), _key = 0; _key < _len; _key++) {\n args[_key] = arguments[_key];\n }\n\n return !args.some(function (element) {\n return !(element && typeof element.getBoundingClientRect === 'function');\n });\n}\n\nexport function popperGenerator(generatorOptions) {\n if (generatorOptions === void 0) {\n generatorOptions = {};\n }\n\n var _generatorOptions = generatorOptions,\n _generatorOptions$def = _generatorOptions.defaultModifiers,\n defaultModifiers = _generatorOptions$def === void 0 ? [] : _generatorOptions$def,\n _generatorOptions$def2 = _generatorOptions.defaultOptions,\n defaultOptions = _generatorOptions$def2 === void 0 ? DEFAULT_OPTIONS : _generatorOptions$def2;\n return function createPopper(reference, popper, options) {\n if (options === void 0) {\n options = defaultOptions;\n }\n\n var state = {\n placement: 'bottom',\n orderedModifiers: [],\n options: Object.assign({}, DEFAULT_OPTIONS, defaultOptions),\n modifiersData: {},\n elements: {\n reference: reference,\n popper: popper\n },\n attributes: {},\n styles: {}\n };\n var effectCleanupFns = [];\n var isDestroyed = false;\n var instance = {\n state: state,\n setOptions: function setOptions(setOptionsAction) {\n var options = typeof setOptionsAction === 'function' ? setOptionsAction(state.options) : setOptionsAction;\n cleanupModifierEffects();\n state.options = Object.assign({}, defaultOptions, state.options, options);\n state.scrollParents = {\n reference: isElement(reference) ? listScrollParents(reference) : reference.contextElement ? listScrollParents(reference.contextElement) : [],\n popper: listScrollParents(popper)\n }; // Orders the modifiers based on their dependencies and `phase`\n // properties\n\n var orderedModifiers = orderModifiers(mergeByName([].concat(defaultModifiers, state.options.modifiers))); // Strip out disabled modifiers\n\n state.orderedModifiers = orderedModifiers.filter(function (m) {\n return m.enabled;\n }); // Validate the provided modifiers so that the consumer will get warned\n // if one of the modifiers is invalid for any reason\n\n if (process.env.NODE_ENV !== \"production\") {\n var modifiers = uniqueBy([].concat(orderedModifiers, state.options.modifiers), function (_ref) {\n var name = _ref.name;\n return name;\n });\n validateModifiers(modifiers);\n\n if (getBasePlacement(state.options.placement) === auto) {\n var flipModifier = state.orderedModifiers.find(function (_ref2) {\n var name = _ref2.name;\n return name === 'flip';\n });\n\n if (!flipModifier) {\n console.error(['Popper: \"auto\" placements require the \"flip\" modifier be', 'present and enabled to work.'].join(' '));\n }\n }\n\n var _getComputedStyle = getComputedStyle(popper),\n marginTop = _getComputedStyle.marginTop,\n marginRight = _getComputedStyle.marginRight,\n marginBottom = _getComputedStyle.marginBottom,\n marginLeft = _getComputedStyle.marginLeft; // We no longer take into account `margins` on the popper, and it can\n // cause bugs with positioning, so we'll warn the consumer\n\n\n if ([marginTop, marginRight, marginBottom, marginLeft].some(function (margin) {\n return parseFloat(margin);\n })) {\n console.warn(['Popper: CSS \"margin\" styles cannot be used to apply padding', 'between the popper and its reference element or boundary.', 'To replicate margin, use the `offset` modifier, as well as', 'the `padding` option in the `preventOverflow` and `flip`', 'modifiers.'].join(' '));\n }\n }\n\n runModifierEffects();\n return instance.update();\n },\n // Sync update – it will always be executed, even if not necessary. This\n // is useful for low frequency updates where sync behavior simplifies the\n // logic.\n // For high frequency updates (e.g. `resize` and `scroll` events), always\n // prefer the async Popper#update method\n forceUpdate: function forceUpdate() {\n if (isDestroyed) {\n return;\n }\n\n var _state$elements = state.elements,\n reference = _state$elements.reference,\n popper = _state$elements.popper; // Don't proceed if `reference` or `popper` are not valid elements\n // anymore\n\n if (!areValidElements(reference, popper)) {\n if (process.env.NODE_ENV !== \"production\") {\n console.error(INVALID_ELEMENT_ERROR);\n }\n\n return;\n } // Store the reference and popper rects to be read by modifiers\n\n\n state.rects = {\n reference: getCompositeRect(reference, getOffsetParent(popper), state.options.strategy === 'fixed'),\n popper: getLayoutRect(popper)\n }; // Modifiers have the ability to reset the current update cycle. The\n // most common use case for this is the `flip` modifier changing the\n // placement, which then needs to re-run all the modifiers, because the\n // logic was previously ran for the previous placement and is therefore\n // stale/incorrect\n\n state.reset = false;\n state.placement = state.options.placement; // On each update cycle, the `modifiersData` property for each modifier\n // is filled with the initial data specified by the modifier. This means\n // it doesn't persist and is fresh on each update.\n // To ensure persistent data, use `${name}#persistent`\n\n state.orderedModifiers.forEach(function (modifier) {\n return state.modifiersData[modifier.name] = Object.assign({}, modifier.data);\n });\n var __debug_loops__ = 0;\n\n for (var index = 0; index < state.orderedModifiers.length; index++) {\n if (process.env.NODE_ENV !== \"production\") {\n __debug_loops__ += 1;\n\n if (__debug_loops__ > 100) {\n console.error(INFINITE_LOOP_ERROR);\n break;\n }\n }\n\n if (state.reset === true) {\n state.reset = false;\n index = -1;\n continue;\n }\n\n var _state$orderedModifie = state.orderedModifiers[index],\n fn = _state$orderedModifie.fn,\n _state$orderedModifie2 = _state$orderedModifie.options,\n _options = _state$orderedModifie2 === void 0 ? {} : _state$orderedModifie2,\n name = _state$orderedModifie.name;\n\n if (typeof fn === 'function') {\n state = fn({\n state: state,\n options: _options,\n name: name,\n instance: instance\n }) || state;\n }\n }\n },\n // Async and optimistically optimized update – it will not be executed if\n // not necessary (debounced to run at most once-per-tick)\n update: debounce(function () {\n return new Promise(function (resolve) {\n instance.forceUpdate();\n resolve(state);\n });\n }),\n destroy: function destroy() {\n cleanupModifierEffects();\n isDestroyed = true;\n }\n };\n\n if (!areValidElements(reference, popper)) {\n if (process.env.NODE_ENV !== \"production\") {\n console.error(INVALID_ELEMENT_ERROR);\n }\n\n return instance;\n }\n\n instance.setOptions(options).then(function (state) {\n if (!isDestroyed && options.onFirstUpdate) {\n options.onFirstUpdate(state);\n }\n }); // Modifiers have the ability to execute arbitrary code before the first\n // update cycle runs. They will be executed in the same order as the update\n // cycle. This is useful when a modifier adds some persistent data that\n // other modifiers need to use, but the modifier is run after the dependent\n // one.\n\n function runModifierEffects() {\n state.orderedModifiers.forEach(function (_ref3) {\n var name = _ref3.name,\n _ref3$options = _ref3.options,\n options = _ref3$options === void 0 ? {} : _ref3$options,\n effect = _ref3.effect;\n\n if (typeof effect === 'function') {\n var cleanupFn = effect({\n state: state,\n name: name,\n instance: instance,\n options: options\n });\n\n var noopFn = function noopFn() {};\n\n effectCleanupFns.push(cleanupFn || noopFn);\n }\n });\n }\n\n function cleanupModifierEffects() {\n effectCleanupFns.forEach(function (fn) {\n return fn();\n });\n effectCleanupFns = [];\n }\n\n return instance;\n };\n}\nexport var createPopper = /*#__PURE__*/popperGenerator(); // eslint-disable-next-line import/no-unused-modules\n\nexport { detectOverflow };","export default function debounce(fn) {\n var pending;\n return function () {\n if (!pending) {\n pending = new Promise(function (resolve) {\n Promise.resolve().then(function () {\n pending = undefined;\n resolve(fn());\n });\n });\n }\n\n return pending;\n };\n}","export default function mergeByName(modifiers) {\n var merged = modifiers.reduce(function (merged, current) {\n var existing = merged[current.name];\n merged[current.name] = existing ? Object.assign({}, existing, current, {\n options: Object.assign({}, existing.options, current.options),\n data: Object.assign({}, existing.data, current.data)\n }) : current;\n return merged;\n }, {}); // IE11 does not support Object.values\n\n return Object.keys(merged).map(function (key) {\n return merged[key];\n });\n}","import { popperGenerator, detectOverflow } from \"./createPopper.js\";\nimport eventListeners from \"./modifiers/eventListeners.js\";\nimport popperOffsets from \"./modifiers/popperOffsets.js\";\nimport computeStyles from \"./modifiers/computeStyles.js\";\nimport applyStyles from \"./modifiers/applyStyles.js\";\nimport offset from \"./modifiers/offset.js\";\nimport flip from \"./modifiers/flip.js\";\nimport preventOverflow from \"./modifiers/preventOverflow.js\";\nimport arrow from \"./modifiers/arrow.js\";\nimport hide from \"./modifiers/hide.js\";\nvar defaultModifiers = [eventListeners, popperOffsets, computeStyles, applyStyles, offset, flip, preventOverflow, arrow, hide];\nvar createPopper = /*#__PURE__*/popperGenerator({\n defaultModifiers: defaultModifiers\n}); // eslint-disable-next-line import/no-unused-modules\n\nexport { createPopper, popperGenerator, defaultModifiers, detectOverflow }; // eslint-disable-next-line import/no-unused-modules\n\nexport { createPopper as createPopperLite } from \"./popper-lite.js\"; // eslint-disable-next-line import/no-unused-modules\n\nexport * from \"./modifiers/index.js\";","import { popperGenerator, detectOverflow } from \"./createPopper.js\";\nimport eventListeners from \"./modifiers/eventListeners.js\";\nimport popperOffsets from \"./modifiers/popperOffsets.js\";\nimport computeStyles from \"./modifiers/computeStyles.js\";\nimport applyStyles from \"./modifiers/applyStyles.js\";\nvar defaultModifiers = [eventListeners, popperOffsets, computeStyles, applyStyles];\nvar createPopper = /*#__PURE__*/popperGenerator({\n defaultModifiers: defaultModifiers\n}); // eslint-disable-next-line import/no-unused-modules\n\nexport { createPopper, popperGenerator, defaultModifiers, detectOverflow };","/*!\n * Bootstrap v5.2.3 (https://getbootstrap.com/)\n * Copyright 2011-2022 The Bootstrap Authors (https://github.com/twbs/bootstrap/graphs/contributors)\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n */\nimport * as Popper from '@popperjs/core';\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap (v5.2.3): util/index.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\nconst MAX_UID = 1000000;\nconst MILLISECONDS_MULTIPLIER = 1000;\nconst TRANSITION_END = 'transitionend'; // Shout-out Angus Croll (https://goo.gl/pxwQGp)\n\nconst toType = object => {\n if (object === null || object === undefined) {\n return `${object}`;\n }\n\n return Object.prototype.toString.call(object).match(/\\s([a-z]+)/i)[1].toLowerCase();\n};\n/**\n * Public Util API\n */\n\n\nconst getUID = prefix => {\n do {\n prefix += Math.floor(Math.random() * MAX_UID);\n } while (document.getElementById(prefix));\n\n return prefix;\n};\n\nconst getSelector = element => {\n let selector = element.getAttribute('data-bs-target');\n\n if (!selector || selector === '#') {\n let hrefAttribute = element.getAttribute('href'); // The only valid content that could double as a selector are IDs or classes,\n // so everything starting with `#` or `.`. If a \"real\" URL is used as the selector,\n // `document.querySelector` will rightfully complain it is invalid.\n // See https://github.com/twbs/bootstrap/issues/32273\n\n if (!hrefAttribute || !hrefAttribute.includes('#') && !hrefAttribute.startsWith('.')) {\n return null;\n } // Just in case some CMS puts out a full URL with the anchor appended\n\n\n if (hrefAttribute.includes('#') && !hrefAttribute.startsWith('#')) {\n hrefAttribute = `#${hrefAttribute.split('#')[1]}`;\n }\n\n selector = hrefAttribute && hrefAttribute !== '#' ? hrefAttribute.trim() : null;\n }\n\n return selector;\n};\n\nconst getSelectorFromElement = element => {\n const selector = getSelector(element);\n\n if (selector) {\n return document.querySelector(selector) ? selector : null;\n }\n\n return null;\n};\n\nconst getElementFromSelector = element => {\n const selector = getSelector(element);\n return selector ? document.querySelector(selector) : null;\n};\n\nconst getTransitionDurationFromElement = element => {\n if (!element) {\n return 0;\n } // Get transition-duration of the element\n\n\n let {\n transitionDuration,\n transitionDelay\n } = window.getComputedStyle(element);\n const floatTransitionDuration = Number.parseFloat(transitionDuration);\n const floatTransitionDelay = Number.parseFloat(transitionDelay); // Return 0 if element or transition duration is not found\n\n if (!floatTransitionDuration && !floatTransitionDelay) {\n return 0;\n } // If multiple durations are defined, take the first\n\n\n transitionDuration = transitionDuration.split(',')[0];\n transitionDelay = transitionDelay.split(',')[0];\n return (Number.parseFloat(transitionDuration) + Number.parseFloat(transitionDelay)) * MILLISECONDS_MULTIPLIER;\n};\n\nconst triggerTransitionEnd = element => {\n element.dispatchEvent(new Event(TRANSITION_END));\n};\n\nconst isElement = object => {\n if (!object || typeof object !== 'object') {\n return false;\n }\n\n if (typeof object.jquery !== 'undefined') {\n object = object[0];\n }\n\n return typeof object.nodeType !== 'undefined';\n};\n\nconst getElement = object => {\n // it's a jQuery object or a node element\n if (isElement(object)) {\n return object.jquery ? object[0] : object;\n }\n\n if (typeof object === 'string' && object.length > 0) {\n return document.querySelector(object);\n }\n\n return null;\n};\n\nconst isVisible = element => {\n if (!isElement(element) || element.getClientRects().length === 0) {\n return false;\n }\n\n const elementIsVisible = getComputedStyle(element).getPropertyValue('visibility') === 'visible'; // Handle `details` element as its content may falsie appear visible when it is closed\n\n const closedDetails = element.closest('details:not([open])');\n\n if (!closedDetails) {\n return elementIsVisible;\n }\n\n if (closedDetails !== element) {\n const summary = element.closest('summary');\n\n if (summary && summary.parentNode !== closedDetails) {\n return false;\n }\n\n if (summary === null) {\n return false;\n }\n }\n\n return elementIsVisible;\n};\n\nconst isDisabled = element => {\n if (!element || element.nodeType !== Node.ELEMENT_NODE) {\n return true;\n }\n\n if (element.classList.contains('disabled')) {\n return true;\n }\n\n if (typeof element.disabled !== 'undefined') {\n return element.disabled;\n }\n\n return element.hasAttribute('disabled') && element.getAttribute('disabled') !== 'false';\n};\n\nconst findShadowRoot = element => {\n if (!document.documentElement.attachShadow) {\n return null;\n } // Can find the shadow root otherwise it'll return the document\n\n\n if (typeof element.getRootNode === 'function') {\n const root = element.getRootNode();\n return root instanceof ShadowRoot ? root : null;\n }\n\n if (element instanceof ShadowRoot) {\n return element;\n } // when we don't find a shadow root\n\n\n if (!element.parentNode) {\n return null;\n }\n\n return findShadowRoot(element.parentNode);\n};\n\nconst noop = () => {};\n/**\n * Trick to restart an element's animation\n *\n * @param {HTMLElement} element\n * @return void\n *\n * @see https://www.charistheo.io/blog/2021/02/restart-a-css-animation-with-javascript/#restarting-a-css-animation\n */\n\n\nconst reflow = element => {\n element.offsetHeight; // eslint-disable-line no-unused-expressions\n};\n\nconst getjQuery = () => {\n if (window.jQuery && !document.body.hasAttribute('data-bs-no-jquery')) {\n return window.jQuery;\n }\n\n return null;\n};\n\nconst DOMContentLoadedCallbacks = [];\n\nconst onDOMContentLoaded = callback => {\n if (document.readyState === 'loading') {\n // add listener on the first call when the document is in loading state\n if (!DOMContentLoadedCallbacks.length) {\n document.addEventListener('DOMContentLoaded', () => {\n for (const callback of DOMContentLoadedCallbacks) {\n callback();\n }\n });\n }\n\n DOMContentLoadedCallbacks.push(callback);\n } else {\n callback();\n }\n};\n\nconst isRTL = () => document.documentElement.dir === 'rtl';\n\nconst defineJQueryPlugin = plugin => {\n onDOMContentLoaded(() => {\n const $ = getjQuery();\n /* istanbul ignore if */\n\n if ($) {\n const name = plugin.NAME;\n const JQUERY_NO_CONFLICT = $.fn[name];\n $.fn[name] = plugin.jQueryInterface;\n $.fn[name].Constructor = plugin;\n\n $.fn[name].noConflict = () => {\n $.fn[name] = JQUERY_NO_CONFLICT;\n return plugin.jQueryInterface;\n };\n }\n });\n};\n\nconst execute = callback => {\n if (typeof callback === 'function') {\n callback();\n }\n};\n\nconst executeAfterTransition = (callback, transitionElement, waitForTransition = true) => {\n if (!waitForTransition) {\n execute(callback);\n return;\n }\n\n const durationPadding = 5;\n const emulatedDuration = getTransitionDurationFromElement(transitionElement) + durationPadding;\n let called = false;\n\n const handler = ({\n target\n }) => {\n if (target !== transitionElement) {\n return;\n }\n\n called = true;\n transitionElement.removeEventListener(TRANSITION_END, handler);\n execute(callback);\n };\n\n transitionElement.addEventListener(TRANSITION_END, handler);\n setTimeout(() => {\n if (!called) {\n triggerTransitionEnd(transitionElement);\n }\n }, emulatedDuration);\n};\n/**\n * Return the previous/next element of a list.\n *\n * @param {array} list The list of elements\n * @param activeElement The active element\n * @param shouldGetNext Choose to get next or previous element\n * @param isCycleAllowed\n * @return {Element|elem} The proper element\n */\n\n\nconst getNextActiveElement = (list, activeElement, shouldGetNext, isCycleAllowed) => {\n const listLength = list.length;\n let index = list.indexOf(activeElement); // if the element does not exist in the list return an element\n // depending on the direction and if cycle is allowed\n\n if (index === -1) {\n return !shouldGetNext && isCycleAllowed ? list[listLength - 1] : list[0];\n }\n\n index += shouldGetNext ? 1 : -1;\n\n if (isCycleAllowed) {\n index = (index + listLength) % listLength;\n }\n\n return list[Math.max(0, Math.min(index, listLength - 1))];\n};\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap (v5.2.3): dom/event-handler.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n/**\n * Constants\n */\n\nconst namespaceRegex = /[^.]*(?=\\..*)\\.|.*/;\nconst stripNameRegex = /\\..*/;\nconst stripUidRegex = /::\\d+$/;\nconst eventRegistry = {}; // Events storage\n\nlet uidEvent = 1;\nconst customEvents = {\n mouseenter: 'mouseover',\n mouseleave: 'mouseout'\n};\nconst nativeEvents = new Set(['click', 'dblclick', 'mouseup', 'mousedown', 'contextmenu', 'mousewheel', 'DOMMouseScroll', 'mouseover', 'mouseout', 'mousemove', 'selectstart', 'selectend', 'keydown', 'keypress', 'keyup', 'orientationchange', 'touchstart', 'touchmove', 'touchend', 'touchcancel', 'pointerdown', 'pointermove', 'pointerup', 'pointerleave', 'pointercancel', 'gesturestart', 'gesturechange', 'gestureend', 'focus', 'blur', 'change', 'reset', 'select', 'submit', 'focusin', 'focusout', 'load', 'unload', 'beforeunload', 'resize', 'move', 'DOMContentLoaded', 'readystatechange', 'error', 'abort', 'scroll']);\n/**\n * Private methods\n */\n\nfunction makeEventUid(element, uid) {\n return uid && `${uid}::${uidEvent++}` || element.uidEvent || uidEvent++;\n}\n\nfunction getElementEvents(element) {\n const uid = makeEventUid(element);\n element.uidEvent = uid;\n eventRegistry[uid] = eventRegistry[uid] || {};\n return eventRegistry[uid];\n}\n\nfunction bootstrapHandler(element, fn) {\n return function handler(event) {\n hydrateObj(event, {\n delegateTarget: element\n });\n\n if (handler.oneOff) {\n EventHandler.off(element, event.type, fn);\n }\n\n return fn.apply(element, [event]);\n };\n}\n\nfunction bootstrapDelegationHandler(element, selector, fn) {\n return function handler(event) {\n const domElements = element.querySelectorAll(selector);\n\n for (let {\n target\n } = event; target && target !== this; target = target.parentNode) {\n for (const domElement of domElements) {\n if (domElement !== target) {\n continue;\n }\n\n hydrateObj(event, {\n delegateTarget: target\n });\n\n if (handler.oneOff) {\n EventHandler.off(element, event.type, selector, fn);\n }\n\n return fn.apply(target, [event]);\n }\n }\n };\n}\n\nfunction findHandler(events, callable, delegationSelector = null) {\n return Object.values(events).find(event => event.callable === callable && event.delegationSelector === delegationSelector);\n}\n\nfunction normalizeParameters(originalTypeEvent, handler, delegationFunction) {\n const isDelegated = typeof handler === 'string'; // todo: tooltip passes `false` instead of selector, so we need to check\n\n const callable = isDelegated ? delegationFunction : handler || delegationFunction;\n let typeEvent = getTypeEvent(originalTypeEvent);\n\n if (!nativeEvents.has(typeEvent)) {\n typeEvent = originalTypeEvent;\n }\n\n return [isDelegated, callable, typeEvent];\n}\n\nfunction addHandler(element, originalTypeEvent, handler, delegationFunction, oneOff) {\n if (typeof originalTypeEvent !== 'string' || !element) {\n return;\n }\n\n let [isDelegated, callable, typeEvent] = normalizeParameters(originalTypeEvent, handler, delegationFunction); // in case of mouseenter or mouseleave wrap the handler within a function that checks for its DOM position\n // this prevents the handler from being dispatched the same way as mouseover or mouseout does\n\n if (originalTypeEvent in customEvents) {\n const wrapFunction = fn => {\n return function (event) {\n if (!event.relatedTarget || event.relatedTarget !== event.delegateTarget && !event.delegateTarget.contains(event.relatedTarget)) {\n return fn.call(this, event);\n }\n };\n };\n\n callable = wrapFunction(callable);\n }\n\n const events = getElementEvents(element);\n const handlers = events[typeEvent] || (events[typeEvent] = {});\n const previousFunction = findHandler(handlers, callable, isDelegated ? handler : null);\n\n if (previousFunction) {\n previousFunction.oneOff = previousFunction.oneOff && oneOff;\n return;\n }\n\n const uid = makeEventUid(callable, originalTypeEvent.replace(namespaceRegex, ''));\n const fn = isDelegated ? bootstrapDelegationHandler(element, handler, callable) : bootstrapHandler(element, callable);\n fn.delegationSelector = isDelegated ? handler : null;\n fn.callable = callable;\n fn.oneOff = oneOff;\n fn.uidEvent = uid;\n handlers[uid] = fn;\n element.addEventListener(typeEvent, fn, isDelegated);\n}\n\nfunction removeHandler(element, events, typeEvent, handler, delegationSelector) {\n const fn = findHandler(events[typeEvent], handler, delegationSelector);\n\n if (!fn) {\n return;\n }\n\n element.removeEventListener(typeEvent, fn, Boolean(delegationSelector));\n delete events[typeEvent][fn.uidEvent];\n}\n\nfunction removeNamespacedHandlers(element, events, typeEvent, namespace) {\n const storeElementEvent = events[typeEvent] || {};\n\n for (const handlerKey of Object.keys(storeElementEvent)) {\n if (handlerKey.includes(namespace)) {\n const event = storeElementEvent[handlerKey];\n removeHandler(element, events, typeEvent, event.callable, event.delegationSelector);\n }\n }\n}\n\nfunction getTypeEvent(event) {\n // allow to get the native events from namespaced events ('click.bs.button' --> 'click')\n event = event.replace(stripNameRegex, '');\n return customEvents[event] || event;\n}\n\nconst EventHandler = {\n on(element, event, handler, delegationFunction) {\n addHandler(element, event, handler, delegationFunction, false);\n },\n\n one(element, event, handler, delegationFunction) {\n addHandler(element, event, handler, delegationFunction, true);\n },\n\n off(element, originalTypeEvent, handler, delegationFunction) {\n if (typeof originalTypeEvent !== 'string' || !element) {\n return;\n }\n\n const [isDelegated, callable, typeEvent] = normalizeParameters(originalTypeEvent, handler, delegationFunction);\n const inNamespace = typeEvent !== originalTypeEvent;\n const events = getElementEvents(element);\n const storeElementEvent = events[typeEvent] || {};\n const isNamespace = originalTypeEvent.startsWith('.');\n\n if (typeof callable !== 'undefined') {\n // Simplest case: handler is passed, remove that listener ONLY.\n if (!Object.keys(storeElementEvent).length) {\n return;\n }\n\n removeHandler(element, events, typeEvent, callable, isDelegated ? handler : null);\n return;\n }\n\n if (isNamespace) {\n for (const elementEvent of Object.keys(events)) {\n removeNamespacedHandlers(element, events, elementEvent, originalTypeEvent.slice(1));\n }\n }\n\n for (const keyHandlers of Object.keys(storeElementEvent)) {\n const handlerKey = keyHandlers.replace(stripUidRegex, '');\n\n if (!inNamespace || originalTypeEvent.includes(handlerKey)) {\n const event = storeElementEvent[keyHandlers];\n removeHandler(element, events, typeEvent, event.callable, event.delegationSelector);\n }\n }\n },\n\n trigger(element, event, args) {\n if (typeof event !== 'string' || !element) {\n return null;\n }\n\n const $ = getjQuery();\n const typeEvent = getTypeEvent(event);\n const inNamespace = event !== typeEvent;\n let jQueryEvent = null;\n let bubbles = true;\n let nativeDispatch = true;\n let defaultPrevented = false;\n\n if (inNamespace && $) {\n jQueryEvent = $.Event(event, args);\n $(element).trigger(jQueryEvent);\n bubbles = !jQueryEvent.isPropagationStopped();\n nativeDispatch = !jQueryEvent.isImmediatePropagationStopped();\n defaultPrevented = jQueryEvent.isDefaultPrevented();\n }\n\n let evt = new Event(event, {\n bubbles,\n cancelable: true\n });\n evt = hydrateObj(evt, args);\n\n if (defaultPrevented) {\n evt.preventDefault();\n }\n\n if (nativeDispatch) {\n element.dispatchEvent(evt);\n }\n\n if (evt.defaultPrevented && jQueryEvent) {\n jQueryEvent.preventDefault();\n }\n\n return evt;\n }\n\n};\n\nfunction hydrateObj(obj, meta) {\n for (const [key, value] of Object.entries(meta || {})) {\n try {\n obj[key] = value;\n } catch (_unused) {\n Object.defineProperty(obj, key, {\n configurable: true,\n\n get() {\n return value;\n }\n\n });\n }\n }\n\n return obj;\n}\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap (v5.2.3): dom/data.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n\n/**\n * Constants\n */\nconst elementMap = new Map();\nconst Data = {\n set(element, key, instance) {\n if (!elementMap.has(element)) {\n elementMap.set(element, new Map());\n }\n\n const instanceMap = elementMap.get(element); // make it clear we only want one instance per element\n // can be removed later when multiple key/instances are fine to be used\n\n if (!instanceMap.has(key) && instanceMap.size !== 0) {\n // eslint-disable-next-line no-console\n console.error(`Bootstrap doesn't allow more than one instance per element. Bound instance: ${Array.from(instanceMap.keys())[0]}.`);\n return;\n }\n\n instanceMap.set(key, instance);\n },\n\n get(element, key) {\n if (elementMap.has(element)) {\n return elementMap.get(element).get(key) || null;\n }\n\n return null;\n },\n\n remove(element, key) {\n if (!elementMap.has(element)) {\n return;\n }\n\n const instanceMap = elementMap.get(element);\n instanceMap.delete(key); // free up element references if there are no instances left for an element\n\n if (instanceMap.size === 0) {\n elementMap.delete(element);\n }\n }\n\n};\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap (v5.2.3): dom/manipulator.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\nfunction normalizeData(value) {\n if (value === 'true') {\n return true;\n }\n\n if (value === 'false') {\n return false;\n }\n\n if (value === Number(value).toString()) {\n return Number(value);\n }\n\n if (value === '' || value === 'null') {\n return null;\n }\n\n if (typeof value !== 'string') {\n return value;\n }\n\n try {\n return JSON.parse(decodeURIComponent(value));\n } catch (_unused) {\n return value;\n }\n}\n\nfunction normalizeDataKey(key) {\n return key.replace(/[A-Z]/g, chr => `-${chr.toLowerCase()}`);\n}\n\nconst Manipulator = {\n setDataAttribute(element, key, value) {\n element.setAttribute(`data-bs-${normalizeDataKey(key)}`, value);\n },\n\n removeDataAttribute(element, key) {\n element.removeAttribute(`data-bs-${normalizeDataKey(key)}`);\n },\n\n getDataAttributes(element) {\n if (!element) {\n return {};\n }\n\n const attributes = {};\n const bsKeys = Object.keys(element.dataset).filter(key => key.startsWith('bs') && !key.startsWith('bsConfig'));\n\n for (const key of bsKeys) {\n let pureKey = key.replace(/^bs/, '');\n pureKey = pureKey.charAt(0).toLowerCase() + pureKey.slice(1, pureKey.length);\n attributes[pureKey] = normalizeData(element.dataset[key]);\n }\n\n return attributes;\n },\n\n getDataAttribute(element, key) {\n return normalizeData(element.getAttribute(`data-bs-${normalizeDataKey(key)}`));\n }\n\n};\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap (v5.2.3): util/config.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n/**\n * Class definition\n */\n\nclass Config {\n // Getters\n static get Default() {\n return {};\n }\n\n static get DefaultType() {\n return {};\n }\n\n static get NAME() {\n throw new Error('You have to implement the static method \"NAME\", for each component!');\n }\n\n _getConfig(config) {\n config = this._mergeConfigObj(config);\n config = this._configAfterMerge(config);\n\n this._typeCheckConfig(config);\n\n return config;\n }\n\n _configAfterMerge(config) {\n return config;\n }\n\n _mergeConfigObj(config, element) {\n const jsonConfig = isElement(element) ? Manipulator.getDataAttribute(element, 'config') : {}; // try to parse\n\n return { ...this.constructor.Default,\n ...(typeof jsonConfig === 'object' ? jsonConfig : {}),\n ...(isElement(element) ? Manipulator.getDataAttributes(element) : {}),\n ...(typeof config === 'object' ? config : {})\n };\n }\n\n _typeCheckConfig(config, configTypes = this.constructor.DefaultType) {\n for (const property of Object.keys(configTypes)) {\n const expectedTypes = configTypes[property];\n const value = config[property];\n const valueType = isElement(value) ? 'element' : toType(value);\n\n if (!new RegExp(expectedTypes).test(valueType)) {\n throw new TypeError(`${this.constructor.NAME.toUpperCase()}: Option \"${property}\" provided type \"${valueType}\" but expected type \"${expectedTypes}\".`);\n }\n }\n }\n\n}\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap (v5.2.3): base-component.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n/**\n * Constants\n */\n\nconst VERSION = '5.2.3';\n/**\n * Class definition\n */\n\nclass BaseComponent extends Config {\n constructor(element, config) {\n super();\n element = getElement(element);\n\n if (!element) {\n return;\n }\n\n this._element = element;\n this._config = this._getConfig(config);\n Data.set(this._element, this.constructor.DATA_KEY, this);\n } // Public\n\n\n dispose() {\n Data.remove(this._element, this.constructor.DATA_KEY);\n EventHandler.off(this._element, this.constructor.EVENT_KEY);\n\n for (const propertyName of Object.getOwnPropertyNames(this)) {\n this[propertyName] = null;\n }\n }\n\n _queueCallback(callback, element, isAnimated = true) {\n executeAfterTransition(callback, element, isAnimated);\n }\n\n _getConfig(config) {\n config = this._mergeConfigObj(config, this._element);\n config = this._configAfterMerge(config);\n\n this._typeCheckConfig(config);\n\n return config;\n } // Static\n\n\n static getInstance(element) {\n return Data.get(getElement(element), this.DATA_KEY);\n }\n\n static getOrCreateInstance(element, config = {}) {\n return this.getInstance(element) || new this(element, typeof config === 'object' ? config : null);\n }\n\n static get VERSION() {\n return VERSION;\n }\n\n static get DATA_KEY() {\n return `bs.${this.NAME}`;\n }\n\n static get EVENT_KEY() {\n return `.${this.DATA_KEY}`;\n }\n\n static eventName(name) {\n return `${name}${this.EVENT_KEY}`;\n }\n\n}\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap (v5.2.3): util/component-functions.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n\nconst enableDismissTrigger = (component, method = 'hide') => {\n const clickEvent = `click.dismiss${component.EVENT_KEY}`;\n const name = component.NAME;\n EventHandler.on(document, clickEvent, `[data-bs-dismiss=\"${name}\"]`, function (event) {\n if (['A', 'AREA'].includes(this.tagName)) {\n event.preventDefault();\n }\n\n if (isDisabled(this)) {\n return;\n }\n\n const target = getElementFromSelector(this) || this.closest(`.${name}`);\n const instance = component.getOrCreateInstance(target); // Method argument is left, for Alert and only, as it doesn't implement the 'hide' method\n\n instance[method]();\n });\n};\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap (v5.2.3): alert.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n/**\n * Constants\n */\n\nconst NAME$f = 'alert';\nconst DATA_KEY$a = 'bs.alert';\nconst EVENT_KEY$b = `.${DATA_KEY$a}`;\nconst EVENT_CLOSE = `close${EVENT_KEY$b}`;\nconst EVENT_CLOSED = `closed${EVENT_KEY$b}`;\nconst CLASS_NAME_FADE$5 = 'fade';\nconst CLASS_NAME_SHOW$8 = 'show';\n/**\n * Class definition\n */\n\nclass Alert extends BaseComponent {\n // Getters\n static get NAME() {\n return NAME$f;\n } // Public\n\n\n close() {\n const closeEvent = EventHandler.trigger(this._element, EVENT_CLOSE);\n\n if (closeEvent.defaultPrevented) {\n return;\n }\n\n this._element.classList.remove(CLASS_NAME_SHOW$8);\n\n const isAnimated = this._element.classList.contains(CLASS_NAME_FADE$5);\n\n this._queueCallback(() => this._destroyElement(), this._element, isAnimated);\n } // Private\n\n\n _destroyElement() {\n this._element.remove();\n\n EventHandler.trigger(this._element, EVENT_CLOSED);\n this.dispose();\n } // Static\n\n\n static jQueryInterface(config) {\n return this.each(function () {\n const data = Alert.getOrCreateInstance(this);\n\n if (typeof config !== 'string') {\n return;\n }\n\n if (data[config] === undefined || config.startsWith('_') || config === 'constructor') {\n throw new TypeError(`No method named \"${config}\"`);\n }\n\n data[config](this);\n });\n }\n\n}\n/**\n * Data API implementation\n */\n\n\nenableDismissTrigger(Alert, 'close');\n/**\n * jQuery\n */\n\ndefineJQueryPlugin(Alert);\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap (v5.2.3): button.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n/**\n * Constants\n */\n\nconst NAME$e = 'button';\nconst DATA_KEY$9 = 'bs.button';\nconst EVENT_KEY$a = `.${DATA_KEY$9}`;\nconst DATA_API_KEY$6 = '.data-api';\nconst CLASS_NAME_ACTIVE$3 = 'active';\nconst SELECTOR_DATA_TOGGLE$5 = '[data-bs-toggle=\"button\"]';\nconst EVENT_CLICK_DATA_API$6 = `click${EVENT_KEY$a}${DATA_API_KEY$6}`;\n/**\n * Class definition\n */\n\nclass Button extends BaseComponent {\n // Getters\n static get NAME() {\n return NAME$e;\n } // Public\n\n\n toggle() {\n // Toggle class and sync the `aria-pressed` attribute with the return value of the `.toggle()` method\n this._element.setAttribute('aria-pressed', this._element.classList.toggle(CLASS_NAME_ACTIVE$3));\n } // Static\n\n\n static jQueryInterface(config) {\n return this.each(function () {\n const data = Button.getOrCreateInstance(this);\n\n if (config === 'toggle') {\n data[config]();\n }\n });\n }\n\n}\n/**\n * Data API implementation\n */\n\n\nEventHandler.on(document, EVENT_CLICK_DATA_API$6, SELECTOR_DATA_TOGGLE$5, event => {\n event.preventDefault();\n const button = event.target.closest(SELECTOR_DATA_TOGGLE$5);\n const data = Button.getOrCreateInstance(button);\n data.toggle();\n});\n/**\n * jQuery\n */\n\ndefineJQueryPlugin(Button);\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap (v5.2.3): dom/selector-engine.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n/**\n * Constants\n */\n\nconst SelectorEngine = {\n find(selector, element = document.documentElement) {\n return [].concat(...Element.prototype.querySelectorAll.call(element, selector));\n },\n\n findOne(selector, element = document.documentElement) {\n return Element.prototype.querySelector.call(element, selector);\n },\n\n children(element, selector) {\n return [].concat(...element.children).filter(child => child.matches(selector));\n },\n\n parents(element, selector) {\n const parents = [];\n let ancestor = element.parentNode.closest(selector);\n\n while (ancestor) {\n parents.push(ancestor);\n ancestor = ancestor.parentNode.closest(selector);\n }\n\n return parents;\n },\n\n prev(element, selector) {\n let previous = element.previousElementSibling;\n\n while (previous) {\n if (previous.matches(selector)) {\n return [previous];\n }\n\n previous = previous.previousElementSibling;\n }\n\n return [];\n },\n\n // TODO: this is now unused; remove later along with prev()\n next(element, selector) {\n let next = element.nextElementSibling;\n\n while (next) {\n if (next.matches(selector)) {\n return [next];\n }\n\n next = next.nextElementSibling;\n }\n\n return [];\n },\n\n focusableChildren(element) {\n const focusables = ['a', 'button', 'input', 'textarea', 'select', 'details', '[tabindex]', '[contenteditable=\"true\"]'].map(selector => `${selector}:not([tabindex^=\"-\"])`).join(',');\n return this.find(focusables, element).filter(el => !isDisabled(el) && isVisible(el));\n }\n\n};\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap (v5.2.3): util/swipe.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n/**\n * Constants\n */\n\nconst NAME$d = 'swipe';\nconst EVENT_KEY$9 = '.bs.swipe';\nconst EVENT_TOUCHSTART = `touchstart${EVENT_KEY$9}`;\nconst EVENT_TOUCHMOVE = `touchmove${EVENT_KEY$9}`;\nconst EVENT_TOUCHEND = `touchend${EVENT_KEY$9}`;\nconst EVENT_POINTERDOWN = `pointerdown${EVENT_KEY$9}`;\nconst EVENT_POINTERUP = `pointerup${EVENT_KEY$9}`;\nconst POINTER_TYPE_TOUCH = 'touch';\nconst POINTER_TYPE_PEN = 'pen';\nconst CLASS_NAME_POINTER_EVENT = 'pointer-event';\nconst SWIPE_THRESHOLD = 40;\nconst Default$c = {\n endCallback: null,\n leftCallback: null,\n rightCallback: null\n};\nconst DefaultType$c = {\n endCallback: '(function|null)',\n leftCallback: '(function|null)',\n rightCallback: '(function|null)'\n};\n/**\n * Class definition\n */\n\nclass Swipe extends Config {\n constructor(element, config) {\n super();\n this._element = element;\n\n if (!element || !Swipe.isSupported()) {\n return;\n }\n\n this._config = this._getConfig(config);\n this._deltaX = 0;\n this._supportPointerEvents = Boolean(window.PointerEvent);\n\n this._initEvents();\n } // Getters\n\n\n static get Default() {\n return Default$c;\n }\n\n static get DefaultType() {\n return DefaultType$c;\n }\n\n static get NAME() {\n return NAME$d;\n } // Public\n\n\n dispose() {\n EventHandler.off(this._element, EVENT_KEY$9);\n } // Private\n\n\n _start(event) {\n if (!this._supportPointerEvents) {\n this._deltaX = event.touches[0].clientX;\n return;\n }\n\n if (this._eventIsPointerPenTouch(event)) {\n this._deltaX = event.clientX;\n }\n }\n\n _end(event) {\n if (this._eventIsPointerPenTouch(event)) {\n this._deltaX = event.clientX - this._deltaX;\n }\n\n this._handleSwipe();\n\n execute(this._config.endCallback);\n }\n\n _move(event) {\n this._deltaX = event.touches && event.touches.length > 1 ? 0 : event.touches[0].clientX - this._deltaX;\n }\n\n _handleSwipe() {\n const absDeltaX = Math.abs(this._deltaX);\n\n if (absDeltaX <= SWIPE_THRESHOLD) {\n return;\n }\n\n const direction = absDeltaX / this._deltaX;\n this._deltaX = 0;\n\n if (!direction) {\n return;\n }\n\n execute(direction > 0 ? this._config.rightCallback : this._config.leftCallback);\n }\n\n _initEvents() {\n if (this._supportPointerEvents) {\n EventHandler.on(this._element, EVENT_POINTERDOWN, event => this._start(event));\n EventHandler.on(this._element, EVENT_POINTERUP, event => this._end(event));\n\n this._element.classList.add(CLASS_NAME_POINTER_EVENT);\n } else {\n EventHandler.on(this._element, EVENT_TOUCHSTART, event => this._start(event));\n EventHandler.on(this._element, EVENT_TOUCHMOVE, event => this._move(event));\n EventHandler.on(this._element, EVENT_TOUCHEND, event => this._end(event));\n }\n }\n\n _eventIsPointerPenTouch(event) {\n return this._supportPointerEvents && (event.pointerType === POINTER_TYPE_PEN || event.pointerType === POINTER_TYPE_TOUCH);\n } // Static\n\n\n static isSupported() {\n return 'ontouchstart' in document.documentElement || navigator.maxTouchPoints > 0;\n }\n\n}\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap (v5.2.3): carousel.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n/**\n * Constants\n */\n\nconst NAME$c = 'carousel';\nconst DATA_KEY$8 = 'bs.carousel';\nconst EVENT_KEY$8 = `.${DATA_KEY$8}`;\nconst DATA_API_KEY$5 = '.data-api';\nconst ARROW_LEFT_KEY$1 = 'ArrowLeft';\nconst ARROW_RIGHT_KEY$1 = 'ArrowRight';\nconst TOUCHEVENT_COMPAT_WAIT = 500; // Time for mouse compat events to fire after touch\n\nconst ORDER_NEXT = 'next';\nconst ORDER_PREV = 'prev';\nconst DIRECTION_LEFT = 'left';\nconst DIRECTION_RIGHT = 'right';\nconst EVENT_SLIDE = `slide${EVENT_KEY$8}`;\nconst EVENT_SLID = `slid${EVENT_KEY$8}`;\nconst EVENT_KEYDOWN$1 = `keydown${EVENT_KEY$8}`;\nconst EVENT_MOUSEENTER$1 = `mouseenter${EVENT_KEY$8}`;\nconst EVENT_MOUSELEAVE$1 = `mouseleave${EVENT_KEY$8}`;\nconst EVENT_DRAG_START = `dragstart${EVENT_KEY$8}`;\nconst EVENT_LOAD_DATA_API$3 = `load${EVENT_KEY$8}${DATA_API_KEY$5}`;\nconst EVENT_CLICK_DATA_API$5 = `click${EVENT_KEY$8}${DATA_API_KEY$5}`;\nconst CLASS_NAME_CAROUSEL = 'carousel';\nconst CLASS_NAME_ACTIVE$2 = 'active';\nconst CLASS_NAME_SLIDE = 'slide';\nconst CLASS_NAME_END = 'carousel-item-end';\nconst CLASS_NAME_START = 'carousel-item-start';\nconst CLASS_NAME_NEXT = 'carousel-item-next';\nconst CLASS_NAME_PREV = 'carousel-item-prev';\nconst SELECTOR_ACTIVE = '.active';\nconst SELECTOR_ITEM = '.carousel-item';\nconst SELECTOR_ACTIVE_ITEM = SELECTOR_ACTIVE + SELECTOR_ITEM;\nconst SELECTOR_ITEM_IMG = '.carousel-item img';\nconst SELECTOR_INDICATORS = '.carousel-indicators';\nconst SELECTOR_DATA_SLIDE = '[data-bs-slide], [data-bs-slide-to]';\nconst SELECTOR_DATA_RIDE = '[data-bs-ride=\"carousel\"]';\nconst KEY_TO_DIRECTION = {\n [ARROW_LEFT_KEY$1]: DIRECTION_RIGHT,\n [ARROW_RIGHT_KEY$1]: DIRECTION_LEFT\n};\nconst Default$b = {\n interval: 5000,\n keyboard: true,\n pause: 'hover',\n ride: false,\n touch: true,\n wrap: true\n};\nconst DefaultType$b = {\n interval: '(number|boolean)',\n // TODO:v6 remove boolean support\n keyboard: 'boolean',\n pause: '(string|boolean)',\n ride: '(boolean|string)',\n touch: 'boolean',\n wrap: 'boolean'\n};\n/**\n * Class definition\n */\n\nclass Carousel extends BaseComponent {\n constructor(element, config) {\n super(element, config);\n this._interval = null;\n this._activeElement = null;\n this._isSliding = false;\n this.touchTimeout = null;\n this._swipeHelper = null;\n this._indicatorsElement = SelectorEngine.findOne(SELECTOR_INDICATORS, this._element);\n\n this._addEventListeners();\n\n if (this._config.ride === CLASS_NAME_CAROUSEL) {\n this.cycle();\n }\n } // Getters\n\n\n static get Default() {\n return Default$b;\n }\n\n static get DefaultType() {\n return DefaultType$b;\n }\n\n static get NAME() {\n return NAME$c;\n } // Public\n\n\n next() {\n this._slide(ORDER_NEXT);\n }\n\n nextWhenVisible() {\n // FIXME TODO use `document.visibilityState`\n // Don't call next when the page isn't visible\n // or the carousel or its parent isn't visible\n if (!document.hidden && isVisible(this._element)) {\n this.next();\n }\n }\n\n prev() {\n this._slide(ORDER_PREV);\n }\n\n pause() {\n if (this._isSliding) {\n triggerTransitionEnd(this._element);\n }\n\n this._clearInterval();\n }\n\n cycle() {\n this._clearInterval();\n\n this._updateInterval();\n\n this._interval = setInterval(() => this.nextWhenVisible(), this._config.interval);\n }\n\n _maybeEnableCycle() {\n if (!this._config.ride) {\n return;\n }\n\n if (this._isSliding) {\n EventHandler.one(this._element, EVENT_SLID, () => this.cycle());\n return;\n }\n\n this.cycle();\n }\n\n to(index) {\n const items = this._getItems();\n\n if (index > items.length - 1 || index < 0) {\n return;\n }\n\n if (this._isSliding) {\n EventHandler.one(this._element, EVENT_SLID, () => this.to(index));\n return;\n }\n\n const activeIndex = this._getItemIndex(this._getActive());\n\n if (activeIndex === index) {\n return;\n }\n\n const order = index > activeIndex ? ORDER_NEXT : ORDER_PREV;\n\n this._slide(order, items[index]);\n }\n\n dispose() {\n if (this._swipeHelper) {\n this._swipeHelper.dispose();\n }\n\n super.dispose();\n } // Private\n\n\n _configAfterMerge(config) {\n config.defaultInterval = config.interval;\n return config;\n }\n\n _addEventListeners() {\n if (this._config.keyboard) {\n EventHandler.on(this._element, EVENT_KEYDOWN$1, event => this._keydown(event));\n }\n\n if (this._config.pause === 'hover') {\n EventHandler.on(this._element, EVENT_MOUSEENTER$1, () => this.pause());\n EventHandler.on(this._element, EVENT_MOUSELEAVE$1, () => this._maybeEnableCycle());\n }\n\n if (this._config.touch && Swipe.isSupported()) {\n this._addTouchEventListeners();\n }\n }\n\n _addTouchEventListeners() {\n for (const img of SelectorEngine.find(SELECTOR_ITEM_IMG, this._element)) {\n EventHandler.on(img, EVENT_DRAG_START, event => event.preventDefault());\n }\n\n const endCallBack = () => {\n if (this._config.pause !== 'hover') {\n return;\n } // If it's a touch-enabled device, mouseenter/leave are fired as\n // part of the mouse compatibility events on first tap - the carousel\n // would stop cycling until user tapped out of it;\n // here, we listen for touchend, explicitly pause the carousel\n // (as if it's the second time we tap on it, mouseenter compat event\n // is NOT fired) and after a timeout (to allow for mouse compatibility\n // events to fire) we explicitly restart cycling\n\n\n this.pause();\n\n if (this.touchTimeout) {\n clearTimeout(this.touchTimeout);\n }\n\n this.touchTimeout = setTimeout(() => this._maybeEnableCycle(), TOUCHEVENT_COMPAT_WAIT + this._config.interval);\n };\n\n const swipeConfig = {\n leftCallback: () => this._slide(this._directionToOrder(DIRECTION_LEFT)),\n rightCallback: () => this._slide(this._directionToOrder(DIRECTION_RIGHT)),\n endCallback: endCallBack\n };\n this._swipeHelper = new Swipe(this._element, swipeConfig);\n }\n\n _keydown(event) {\n if (/input|textarea/i.test(event.target.tagName)) {\n return;\n }\n\n const direction = KEY_TO_DIRECTION[event.key];\n\n if (direction) {\n event.preventDefault();\n\n this._slide(this._directionToOrder(direction));\n }\n }\n\n _getItemIndex(element) {\n return this._getItems().indexOf(element);\n }\n\n _setActiveIndicatorElement(index) {\n if (!this._indicatorsElement) {\n return;\n }\n\n const activeIndicator = SelectorEngine.findOne(SELECTOR_ACTIVE, this._indicatorsElement);\n activeIndicator.classList.remove(CLASS_NAME_ACTIVE$2);\n activeIndicator.removeAttribute('aria-current');\n const newActiveIndicator = SelectorEngine.findOne(`[data-bs-slide-to=\"${index}\"]`, this._indicatorsElement);\n\n if (newActiveIndicator) {\n newActiveIndicator.classList.add(CLASS_NAME_ACTIVE$2);\n newActiveIndicator.setAttribute('aria-current', 'true');\n }\n }\n\n _updateInterval() {\n const element = this._activeElement || this._getActive();\n\n if (!element) {\n return;\n }\n\n const elementInterval = Number.parseInt(element.getAttribute('data-bs-interval'), 10);\n this._config.interval = elementInterval || this._config.defaultInterval;\n }\n\n _slide(order, element = null) {\n if (this._isSliding) {\n return;\n }\n\n const activeElement = this._getActive();\n\n const isNext = order === ORDER_NEXT;\n const nextElement = element || getNextActiveElement(this._getItems(), activeElement, isNext, this._config.wrap);\n\n if (nextElement === activeElement) {\n return;\n }\n\n const nextElementIndex = this._getItemIndex(nextElement);\n\n const triggerEvent = eventName => {\n return EventHandler.trigger(this._element, eventName, {\n relatedTarget: nextElement,\n direction: this._orderToDirection(order),\n from: this._getItemIndex(activeElement),\n to: nextElementIndex\n });\n };\n\n const slideEvent = triggerEvent(EVENT_SLIDE);\n\n if (slideEvent.defaultPrevented) {\n return;\n }\n\n if (!activeElement || !nextElement) {\n // Some weirdness is happening, so we bail\n // todo: change tests that use empty divs to avoid this check\n return;\n }\n\n const isCycling = Boolean(this._interval);\n this.pause();\n this._isSliding = true;\n\n this._setActiveIndicatorElement(nextElementIndex);\n\n this._activeElement = nextElement;\n const directionalClassName = isNext ? CLASS_NAME_START : CLASS_NAME_END;\n const orderClassName = isNext ? CLASS_NAME_NEXT : CLASS_NAME_PREV;\n nextElement.classList.add(orderClassName);\n reflow(nextElement);\n activeElement.classList.add(directionalClassName);\n nextElement.classList.add(directionalClassName);\n\n const completeCallBack = () => {\n nextElement.classList.remove(directionalClassName, orderClassName);\n nextElement.classList.add(CLASS_NAME_ACTIVE$2);\n activeElement.classList.remove(CLASS_NAME_ACTIVE$2, orderClassName, directionalClassName);\n this._isSliding = false;\n triggerEvent(EVENT_SLID);\n };\n\n this._queueCallback(completeCallBack, activeElement, this._isAnimated());\n\n if (isCycling) {\n this.cycle();\n }\n }\n\n _isAnimated() {\n return this._element.classList.contains(CLASS_NAME_SLIDE);\n }\n\n _getActive() {\n return SelectorEngine.findOne(SELECTOR_ACTIVE_ITEM, this._element);\n }\n\n _getItems() {\n return SelectorEngine.find(SELECTOR_ITEM, this._element);\n }\n\n _clearInterval() {\n if (this._interval) {\n clearInterval(this._interval);\n this._interval = null;\n }\n }\n\n _directionToOrder(direction) {\n if (isRTL()) {\n return direction === DIRECTION_LEFT ? ORDER_PREV : ORDER_NEXT;\n }\n\n return direction === DIRECTION_LEFT ? ORDER_NEXT : ORDER_PREV;\n }\n\n _orderToDirection(order) {\n if (isRTL()) {\n return order === ORDER_PREV ? DIRECTION_LEFT : DIRECTION_RIGHT;\n }\n\n return order === ORDER_PREV ? DIRECTION_RIGHT : DIRECTION_LEFT;\n } // Static\n\n\n static jQueryInterface(config) {\n return this.each(function () {\n const data = Carousel.getOrCreateInstance(this, config);\n\n if (typeof config === 'number') {\n data.to(config);\n return;\n }\n\n if (typeof config === 'string') {\n if (data[config] === undefined || config.startsWith('_') || config === 'constructor') {\n throw new TypeError(`No method named \"${config}\"`);\n }\n\n data[config]();\n }\n });\n }\n\n}\n/**\n * Data API implementation\n */\n\n\nEventHandler.on(document, EVENT_CLICK_DATA_API$5, SELECTOR_DATA_SLIDE, function (event) {\n const target = getElementFromSelector(this);\n\n if (!target || !target.classList.contains(CLASS_NAME_CAROUSEL)) {\n return;\n }\n\n event.preventDefault();\n const carousel = Carousel.getOrCreateInstance(target);\n const slideIndex = this.getAttribute('data-bs-slide-to');\n\n if (slideIndex) {\n carousel.to(slideIndex);\n\n carousel._maybeEnableCycle();\n\n return;\n }\n\n if (Manipulator.getDataAttribute(this, 'slide') === 'next') {\n carousel.next();\n\n carousel._maybeEnableCycle();\n\n return;\n }\n\n carousel.prev();\n\n carousel._maybeEnableCycle();\n});\nEventHandler.on(window, EVENT_LOAD_DATA_API$3, () => {\n const carousels = SelectorEngine.find(SELECTOR_DATA_RIDE);\n\n for (const carousel of carousels) {\n Carousel.getOrCreateInstance(carousel);\n }\n});\n/**\n * jQuery\n */\n\ndefineJQueryPlugin(Carousel);\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap (v5.2.3): collapse.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n/**\n * Constants\n */\n\nconst NAME$b = 'collapse';\nconst DATA_KEY$7 = 'bs.collapse';\nconst EVENT_KEY$7 = `.${DATA_KEY$7}`;\nconst DATA_API_KEY$4 = '.data-api';\nconst EVENT_SHOW$6 = `show${EVENT_KEY$7}`;\nconst EVENT_SHOWN$6 = `shown${EVENT_KEY$7}`;\nconst EVENT_HIDE$6 = `hide${EVENT_KEY$7}`;\nconst EVENT_HIDDEN$6 = `hidden${EVENT_KEY$7}`;\nconst EVENT_CLICK_DATA_API$4 = `click${EVENT_KEY$7}${DATA_API_KEY$4}`;\nconst CLASS_NAME_SHOW$7 = 'show';\nconst CLASS_NAME_COLLAPSE = 'collapse';\nconst CLASS_NAME_COLLAPSING = 'collapsing';\nconst CLASS_NAME_COLLAPSED = 'collapsed';\nconst CLASS_NAME_DEEPER_CHILDREN = `:scope .${CLASS_NAME_COLLAPSE} .${CLASS_NAME_COLLAPSE}`;\nconst CLASS_NAME_HORIZONTAL = 'collapse-horizontal';\nconst WIDTH = 'width';\nconst HEIGHT = 'height';\nconst SELECTOR_ACTIVES = '.collapse.show, .collapse.collapsing';\nconst SELECTOR_DATA_TOGGLE$4 = '[data-bs-toggle=\"collapse\"]';\nconst Default$a = {\n parent: null,\n toggle: true\n};\nconst DefaultType$a = {\n parent: '(null|element)',\n toggle: 'boolean'\n};\n/**\n * Class definition\n */\n\nclass Collapse extends BaseComponent {\n constructor(element, config) {\n super(element, config);\n this._isTransitioning = false;\n this._triggerArray = [];\n const toggleList = SelectorEngine.find(SELECTOR_DATA_TOGGLE$4);\n\n for (const elem of toggleList) {\n const selector = getSelectorFromElement(elem);\n const filterElement = SelectorEngine.find(selector).filter(foundElement => foundElement === this._element);\n\n if (selector !== null && filterElement.length) {\n this._triggerArray.push(elem);\n }\n }\n\n this._initializeChildren();\n\n if (!this._config.parent) {\n this._addAriaAndCollapsedClass(this._triggerArray, this._isShown());\n }\n\n if (this._config.toggle) {\n this.toggle();\n }\n } // Getters\n\n\n static get Default() {\n return Default$a;\n }\n\n static get DefaultType() {\n return DefaultType$a;\n }\n\n static get NAME() {\n return NAME$b;\n } // Public\n\n\n toggle() {\n if (this._isShown()) {\n this.hide();\n } else {\n this.show();\n }\n }\n\n show() {\n if (this._isTransitioning || this._isShown()) {\n return;\n }\n\n let activeChildren = []; // find active children\n\n if (this._config.parent) {\n activeChildren = this._getFirstLevelChildren(SELECTOR_ACTIVES).filter(element => element !== this._element).map(element => Collapse.getOrCreateInstance(element, {\n toggle: false\n }));\n }\n\n if (activeChildren.length && activeChildren[0]._isTransitioning) {\n return;\n }\n\n const startEvent = EventHandler.trigger(this._element, EVENT_SHOW$6);\n\n if (startEvent.defaultPrevented) {\n return;\n }\n\n for (const activeInstance of activeChildren) {\n activeInstance.hide();\n }\n\n const dimension = this._getDimension();\n\n this._element.classList.remove(CLASS_NAME_COLLAPSE);\n\n this._element.classList.add(CLASS_NAME_COLLAPSING);\n\n this._element.style[dimension] = 0;\n\n this._addAriaAndCollapsedClass(this._triggerArray, true);\n\n this._isTransitioning = true;\n\n const complete = () => {\n this._isTransitioning = false;\n\n this._element.classList.remove(CLASS_NAME_COLLAPSING);\n\n this._element.classList.add(CLASS_NAME_COLLAPSE, CLASS_NAME_SHOW$7);\n\n this._element.style[dimension] = '';\n EventHandler.trigger(this._element, EVENT_SHOWN$6);\n };\n\n const capitalizedDimension = dimension[0].toUpperCase() + dimension.slice(1);\n const scrollSize = `scroll${capitalizedDimension}`;\n\n this._queueCallback(complete, this._element, true);\n\n this._element.style[dimension] = `${this._element[scrollSize]}px`;\n }\n\n hide() {\n if (this._isTransitioning || !this._isShown()) {\n return;\n }\n\n const startEvent = EventHandler.trigger(this._element, EVENT_HIDE$6);\n\n if (startEvent.defaultPrevented) {\n return;\n }\n\n const dimension = this._getDimension();\n\n this._element.style[dimension] = `${this._element.getBoundingClientRect()[dimension]}px`;\n reflow(this._element);\n\n this._element.classList.add(CLASS_NAME_COLLAPSING);\n\n this._element.classList.remove(CLASS_NAME_COLLAPSE, CLASS_NAME_SHOW$7);\n\n for (const trigger of this._triggerArray) {\n const element = getElementFromSelector(trigger);\n\n if (element && !this._isShown(element)) {\n this._addAriaAndCollapsedClass([trigger], false);\n }\n }\n\n this._isTransitioning = true;\n\n const complete = () => {\n this._isTransitioning = false;\n\n this._element.classList.remove(CLASS_NAME_COLLAPSING);\n\n this._element.classList.add(CLASS_NAME_COLLAPSE);\n\n EventHandler.trigger(this._element, EVENT_HIDDEN$6);\n };\n\n this._element.style[dimension] = '';\n\n this._queueCallback(complete, this._element, true);\n }\n\n _isShown(element = this._element) {\n return element.classList.contains(CLASS_NAME_SHOW$7);\n } // Private\n\n\n _configAfterMerge(config) {\n config.toggle = Boolean(config.toggle); // Coerce string values\n\n config.parent = getElement(config.parent);\n return config;\n }\n\n _getDimension() {\n return this._element.classList.contains(CLASS_NAME_HORIZONTAL) ? WIDTH : HEIGHT;\n }\n\n _initializeChildren() {\n if (!this._config.parent) {\n return;\n }\n\n const children = this._getFirstLevelChildren(SELECTOR_DATA_TOGGLE$4);\n\n for (const element of children) {\n const selected = getElementFromSelector(element);\n\n if (selected) {\n this._addAriaAndCollapsedClass([element], this._isShown(selected));\n }\n }\n }\n\n _getFirstLevelChildren(selector) {\n const children = SelectorEngine.find(CLASS_NAME_DEEPER_CHILDREN, this._config.parent); // remove children if greater depth\n\n return SelectorEngine.find(selector, this._config.parent).filter(element => !children.includes(element));\n }\n\n _addAriaAndCollapsedClass(triggerArray, isOpen) {\n if (!triggerArray.length) {\n return;\n }\n\n for (const element of triggerArray) {\n element.classList.toggle(CLASS_NAME_COLLAPSED, !isOpen);\n element.setAttribute('aria-expanded', isOpen);\n }\n } // Static\n\n\n static jQueryInterface(config) {\n const _config = {};\n\n if (typeof config === 'string' && /show|hide/.test(config)) {\n _config.toggle = false;\n }\n\n return this.each(function () {\n const data = Collapse.getOrCreateInstance(this, _config);\n\n if (typeof config === 'string') {\n if (typeof data[config] === 'undefined') {\n throw new TypeError(`No method named \"${config}\"`);\n }\n\n data[config]();\n }\n });\n }\n\n}\n/**\n * Data API implementation\n */\n\n\nEventHandler.on(document, EVENT_CLICK_DATA_API$4, SELECTOR_DATA_TOGGLE$4, function (event) {\n // preventDefault only for
elements (which change the URL) not inside the collapsible element\n if (event.target.tagName === 'A' || event.delegateTarget && event.delegateTarget.tagName === 'A') {\n event.preventDefault();\n }\n\n const selector = getSelectorFromElement(this);\n const selectorElements = SelectorEngine.find(selector);\n\n for (const element of selectorElements) {\n Collapse.getOrCreateInstance(element, {\n toggle: false\n }).toggle();\n }\n});\n/**\n * jQuery\n */\n\ndefineJQueryPlugin(Collapse);\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap (v5.2.3): dropdown.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n/**\n * Constants\n */\n\nconst NAME$a = 'dropdown';\nconst DATA_KEY$6 = 'bs.dropdown';\nconst EVENT_KEY$6 = `.${DATA_KEY$6}`;\nconst DATA_API_KEY$3 = '.data-api';\nconst ESCAPE_KEY$2 = 'Escape';\nconst TAB_KEY$1 = 'Tab';\nconst ARROW_UP_KEY$1 = 'ArrowUp';\nconst ARROW_DOWN_KEY$1 = 'ArrowDown';\nconst RIGHT_MOUSE_BUTTON = 2; // MouseEvent.button value for the secondary button, usually the right button\n\nconst EVENT_HIDE$5 = `hide${EVENT_KEY$6}`;\nconst EVENT_HIDDEN$5 = `hidden${EVENT_KEY$6}`;\nconst EVENT_SHOW$5 = `show${EVENT_KEY$6}`;\nconst EVENT_SHOWN$5 = `shown${EVENT_KEY$6}`;\nconst EVENT_CLICK_DATA_API$3 = `click${EVENT_KEY$6}${DATA_API_KEY$3}`;\nconst EVENT_KEYDOWN_DATA_API = `keydown${EVENT_KEY$6}${DATA_API_KEY$3}`;\nconst EVENT_KEYUP_DATA_API = `keyup${EVENT_KEY$6}${DATA_API_KEY$3}`;\nconst CLASS_NAME_SHOW$6 = 'show';\nconst CLASS_NAME_DROPUP = 'dropup';\nconst CLASS_NAME_DROPEND = 'dropend';\nconst CLASS_NAME_DROPSTART = 'dropstart';\nconst CLASS_NAME_DROPUP_CENTER = 'dropup-center';\nconst CLASS_NAME_DROPDOWN_CENTER = 'dropdown-center';\nconst SELECTOR_DATA_TOGGLE$3 = '[data-bs-toggle=\"dropdown\"]:not(.disabled):not(:disabled)';\nconst SELECTOR_DATA_TOGGLE_SHOWN = `${SELECTOR_DATA_TOGGLE$3}.${CLASS_NAME_SHOW$6}`;\nconst SELECTOR_MENU = '.dropdown-menu';\nconst SELECTOR_NAVBAR = '.navbar';\nconst SELECTOR_NAVBAR_NAV = '.navbar-nav';\nconst SELECTOR_VISIBLE_ITEMS = '.dropdown-menu .dropdown-item:not(.disabled):not(:disabled)';\nconst PLACEMENT_TOP = isRTL() ? 'top-end' : 'top-start';\nconst PLACEMENT_TOPEND = isRTL() ? 'top-start' : 'top-end';\nconst PLACEMENT_BOTTOM = isRTL() ? 'bottom-end' : 'bottom-start';\nconst PLACEMENT_BOTTOMEND = isRTL() ? 'bottom-start' : 'bottom-end';\nconst PLACEMENT_RIGHT = isRTL() ? 'left-start' : 'right-start';\nconst PLACEMENT_LEFT = isRTL() ? 'right-start' : 'left-start';\nconst PLACEMENT_TOPCENTER = 'top';\nconst PLACEMENT_BOTTOMCENTER = 'bottom';\nconst Default$9 = {\n autoClose: true,\n boundary: 'clippingParents',\n display: 'dynamic',\n offset: [0, 2],\n popperConfig: null,\n reference: 'toggle'\n};\nconst DefaultType$9 = {\n autoClose: '(boolean|string)',\n boundary: '(string|element)',\n display: 'string',\n offset: '(array|string|function)',\n popperConfig: '(null|object|function)',\n reference: '(string|element|object)'\n};\n/**\n * Class definition\n */\n\nclass Dropdown extends BaseComponent {\n constructor(element, config) {\n super(element, config);\n this._popper = null;\n this._parent = this._element.parentNode; // dropdown wrapper\n // todo: v6 revert #37011 & change markup https://getbootstrap.com/docs/5.2/forms/input-group/\n\n this._menu = SelectorEngine.next(this._element, SELECTOR_MENU)[0] || SelectorEngine.prev(this._element, SELECTOR_MENU)[0] || SelectorEngine.findOne(SELECTOR_MENU, this._parent);\n this._inNavbar = this._detectNavbar();\n } // Getters\n\n\n static get Default() {\n return Default$9;\n }\n\n static get DefaultType() {\n return DefaultType$9;\n }\n\n static get NAME() {\n return NAME$a;\n } // Public\n\n\n toggle() {\n return this._isShown() ? this.hide() : this.show();\n }\n\n show() {\n if (isDisabled(this._element) || this._isShown()) {\n return;\n }\n\n const relatedTarget = {\n relatedTarget: this._element\n };\n const showEvent = EventHandler.trigger(this._element, EVENT_SHOW$5, relatedTarget);\n\n if (showEvent.defaultPrevented) {\n return;\n }\n\n this._createPopper(); // If this is a touch-enabled device we add extra\n // empty mouseover listeners to the body's immediate children;\n // only needed because of broken event delegation on iOS\n // https://www.quirksmode.org/blog/archives/2014/02/mouse_event_bub.html\n\n\n if ('ontouchstart' in document.documentElement && !this._parent.closest(SELECTOR_NAVBAR_NAV)) {\n for (const element of [].concat(...document.body.children)) {\n EventHandler.on(element, 'mouseover', noop);\n }\n }\n\n this._element.focus();\n\n this._element.setAttribute('aria-expanded', true);\n\n this._menu.classList.add(CLASS_NAME_SHOW$6);\n\n this._element.classList.add(CLASS_NAME_SHOW$6);\n\n EventHandler.trigger(this._element, EVENT_SHOWN$5, relatedTarget);\n }\n\n hide() {\n if (isDisabled(this._element) || !this._isShown()) {\n return;\n }\n\n const relatedTarget = {\n relatedTarget: this._element\n };\n\n this._completeHide(relatedTarget);\n }\n\n dispose() {\n if (this._popper) {\n this._popper.destroy();\n }\n\n super.dispose();\n }\n\n update() {\n this._inNavbar = this._detectNavbar();\n\n if (this._popper) {\n this._popper.update();\n }\n } // Private\n\n\n _completeHide(relatedTarget) {\n const hideEvent = EventHandler.trigger(this._element, EVENT_HIDE$5, relatedTarget);\n\n if (hideEvent.defaultPrevented) {\n return;\n } // If this is a touch-enabled device we remove the extra\n // empty mouseover listeners we added for iOS support\n\n\n if ('ontouchstart' in document.documentElement) {\n for (const element of [].concat(...document.body.children)) {\n EventHandler.off(element, 'mouseover', noop);\n }\n }\n\n if (this._popper) {\n this._popper.destroy();\n }\n\n this._menu.classList.remove(CLASS_NAME_SHOW$6);\n\n this._element.classList.remove(CLASS_NAME_SHOW$6);\n\n this._element.setAttribute('aria-expanded', 'false');\n\n Manipulator.removeDataAttribute(this._menu, 'popper');\n EventHandler.trigger(this._element, EVENT_HIDDEN$5, relatedTarget);\n }\n\n _getConfig(config) {\n config = super._getConfig(config);\n\n if (typeof config.reference === 'object' && !isElement(config.reference) && typeof config.reference.getBoundingClientRect !== 'function') {\n // Popper virtual elements require a getBoundingClientRect method\n throw new TypeError(`${NAME$a.toUpperCase()}: Option \"reference\" provided type \"object\" without a required \"getBoundingClientRect\" method.`);\n }\n\n return config;\n }\n\n _createPopper() {\n if (typeof Popper === 'undefined') {\n throw new TypeError('Bootstrap\\'s dropdowns require Popper (https://popper.js.org)');\n }\n\n let referenceElement = this._element;\n\n if (this._config.reference === 'parent') {\n referenceElement = this._parent;\n } else if (isElement(this._config.reference)) {\n referenceElement = getElement(this._config.reference);\n } else if (typeof this._config.reference === 'object') {\n referenceElement = this._config.reference;\n }\n\n const popperConfig = this._getPopperConfig();\n\n this._popper = Popper.createPopper(referenceElement, this._menu, popperConfig);\n }\n\n _isShown() {\n return this._menu.classList.contains(CLASS_NAME_SHOW$6);\n }\n\n _getPlacement() {\n const parentDropdown = this._parent;\n\n if (parentDropdown.classList.contains(CLASS_NAME_DROPEND)) {\n return PLACEMENT_RIGHT;\n }\n\n if (parentDropdown.classList.contains(CLASS_NAME_DROPSTART)) {\n return PLACEMENT_LEFT;\n }\n\n if (parentDropdown.classList.contains(CLASS_NAME_DROPUP_CENTER)) {\n return PLACEMENT_TOPCENTER;\n }\n\n if (parentDropdown.classList.contains(CLASS_NAME_DROPDOWN_CENTER)) {\n return PLACEMENT_BOTTOMCENTER;\n } // We need to trim the value because custom properties can also include spaces\n\n\n const isEnd = getComputedStyle(this._menu).getPropertyValue('--bs-position').trim() === 'end';\n\n if (parentDropdown.classList.contains(CLASS_NAME_DROPUP)) {\n return isEnd ? PLACEMENT_TOPEND : PLACEMENT_TOP;\n }\n\n return isEnd ? PLACEMENT_BOTTOMEND : PLACEMENT_BOTTOM;\n }\n\n _detectNavbar() {\n return this._element.closest(SELECTOR_NAVBAR) !== null;\n }\n\n _getOffset() {\n const {\n offset\n } = this._config;\n\n if (typeof offset === 'string') {\n return offset.split(',').map(value => Number.parseInt(value, 10));\n }\n\n if (typeof offset === 'function') {\n return popperData => offset(popperData, this._element);\n }\n\n return offset;\n }\n\n _getPopperConfig() {\n const defaultBsPopperConfig = {\n placement: this._getPlacement(),\n modifiers: [{\n name: 'preventOverflow',\n options: {\n boundary: this._config.boundary\n }\n }, {\n name: 'offset',\n options: {\n offset: this._getOffset()\n }\n }]\n }; // Disable Popper if we have a static display or Dropdown is in Navbar\n\n if (this._inNavbar || this._config.display === 'static') {\n Manipulator.setDataAttribute(this._menu, 'popper', 'static'); // todo:v6 remove\n\n defaultBsPopperConfig.modifiers = [{\n name: 'applyStyles',\n enabled: false\n }];\n }\n\n return { ...defaultBsPopperConfig,\n ...(typeof this._config.popperConfig === 'function' ? this._config.popperConfig(defaultBsPopperConfig) : this._config.popperConfig)\n };\n }\n\n _selectMenuItem({\n key,\n target\n }) {\n const items = SelectorEngine.find(SELECTOR_VISIBLE_ITEMS, this._menu).filter(element => isVisible(element));\n\n if (!items.length) {\n return;\n } // if target isn't included in items (e.g. when expanding the dropdown)\n // allow cycling to get the last item in case key equals ARROW_UP_KEY\n\n\n getNextActiveElement(items, target, key === ARROW_DOWN_KEY$1, !items.includes(target)).focus();\n } // Static\n\n\n static jQueryInterface(config) {\n return this.each(function () {\n const data = Dropdown.getOrCreateInstance(this, config);\n\n if (typeof config !== 'string') {\n return;\n }\n\n if (typeof data[config] === 'undefined') {\n throw new TypeError(`No method named \"${config}\"`);\n }\n\n data[config]();\n });\n }\n\n static clearMenus(event) {\n if (event.button === RIGHT_MOUSE_BUTTON || event.type === 'keyup' && event.key !== TAB_KEY$1) {\n return;\n }\n\n const openToggles = SelectorEngine.find(SELECTOR_DATA_TOGGLE_SHOWN);\n\n for (const toggle of openToggles) {\n const context = Dropdown.getInstance(toggle);\n\n if (!context || context._config.autoClose === false) {\n continue;\n }\n\n const composedPath = event.composedPath();\n const isMenuTarget = composedPath.includes(context._menu);\n\n if (composedPath.includes(context._element) || context._config.autoClose === 'inside' && !isMenuTarget || context._config.autoClose === 'outside' && isMenuTarget) {\n continue;\n } // Tab navigation through the dropdown menu or events from contained inputs shouldn't close the menu\n\n\n if (context._menu.contains(event.target) && (event.type === 'keyup' && event.key === TAB_KEY$1 || /input|select|option|textarea|form/i.test(event.target.tagName))) {\n continue;\n }\n\n const relatedTarget = {\n relatedTarget: context._element\n };\n\n if (event.type === 'click') {\n relatedTarget.clickEvent = event;\n }\n\n context._completeHide(relatedTarget);\n }\n }\n\n static dataApiKeydownHandler(event) {\n // If not an UP | DOWN | ESCAPE key => not a dropdown command\n // If input/textarea && if key is other than ESCAPE => not a dropdown command\n const isInput = /input|textarea/i.test(event.target.tagName);\n const isEscapeEvent = event.key === ESCAPE_KEY$2;\n const isUpOrDownEvent = [ARROW_UP_KEY$1, ARROW_DOWN_KEY$1].includes(event.key);\n\n if (!isUpOrDownEvent && !isEscapeEvent) {\n return;\n }\n\n if (isInput && !isEscapeEvent) {\n return;\n }\n\n event.preventDefault(); // todo: v6 revert #37011 & change markup https://getbootstrap.com/docs/5.2/forms/input-group/\n\n const getToggleButton = this.matches(SELECTOR_DATA_TOGGLE$3) ? this : SelectorEngine.prev(this, SELECTOR_DATA_TOGGLE$3)[0] || SelectorEngine.next(this, SELECTOR_DATA_TOGGLE$3)[0] || SelectorEngine.findOne(SELECTOR_DATA_TOGGLE$3, event.delegateTarget.parentNode);\n const instance = Dropdown.getOrCreateInstance(getToggleButton);\n\n if (isUpOrDownEvent) {\n event.stopPropagation();\n instance.show();\n\n instance._selectMenuItem(event);\n\n return;\n }\n\n if (instance._isShown()) {\n // else is escape and we check if it is shown\n event.stopPropagation();\n instance.hide();\n getToggleButton.focus();\n }\n }\n\n}\n/**\n * Data API implementation\n */\n\n\nEventHandler.on(document, EVENT_KEYDOWN_DATA_API, SELECTOR_DATA_TOGGLE$3, Dropdown.dataApiKeydownHandler);\nEventHandler.on(document, EVENT_KEYDOWN_DATA_API, SELECTOR_MENU, Dropdown.dataApiKeydownHandler);\nEventHandler.on(document, EVENT_CLICK_DATA_API$3, Dropdown.clearMenus);\nEventHandler.on(document, EVENT_KEYUP_DATA_API, Dropdown.clearMenus);\nEventHandler.on(document, EVENT_CLICK_DATA_API$3, SELECTOR_DATA_TOGGLE$3, function (event) {\n event.preventDefault();\n Dropdown.getOrCreateInstance(this).toggle();\n});\n/**\n * jQuery\n */\n\ndefineJQueryPlugin(Dropdown);\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap (v5.2.3): util/scrollBar.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n/**\n * Constants\n */\n\nconst SELECTOR_FIXED_CONTENT = '.fixed-top, .fixed-bottom, .is-fixed, .sticky-top';\nconst SELECTOR_STICKY_CONTENT = '.sticky-top';\nconst PROPERTY_PADDING = 'padding-right';\nconst PROPERTY_MARGIN = 'margin-right';\n/**\n * Class definition\n */\n\nclass ScrollBarHelper {\n constructor() {\n this._element = document.body;\n } // Public\n\n\n getWidth() {\n // https://developer.mozilla.org/en-US/docs/Web/API/Window/innerWidth#usage_notes\n const documentWidth = document.documentElement.clientWidth;\n return Math.abs(window.innerWidth - documentWidth);\n }\n\n hide() {\n const width = this.getWidth();\n\n this._disableOverFlow(); // give padding to element to balance the hidden scrollbar width\n\n\n this._setElementAttributes(this._element, PROPERTY_PADDING, calculatedValue => calculatedValue + width); // trick: We adjust positive paddingRight and negative marginRight to sticky-top elements to keep showing fullwidth\n\n\n this._setElementAttributes(SELECTOR_FIXED_CONTENT, PROPERTY_PADDING, calculatedValue => calculatedValue + width);\n\n this._setElementAttributes(SELECTOR_STICKY_CONTENT, PROPERTY_MARGIN, calculatedValue => calculatedValue - width);\n }\n\n reset() {\n this._resetElementAttributes(this._element, 'overflow');\n\n this._resetElementAttributes(this._element, PROPERTY_PADDING);\n\n this._resetElementAttributes(SELECTOR_FIXED_CONTENT, PROPERTY_PADDING);\n\n this._resetElementAttributes(SELECTOR_STICKY_CONTENT, PROPERTY_MARGIN);\n }\n\n isOverflowing() {\n return this.getWidth() > 0;\n } // Private\n\n\n _disableOverFlow() {\n this._saveInitialAttribute(this._element, 'overflow');\n\n this._element.style.overflow = 'hidden';\n }\n\n _setElementAttributes(selector, styleProperty, callback) {\n const scrollbarWidth = this.getWidth();\n\n const manipulationCallBack = element => {\n if (element !== this._element && window.innerWidth > element.clientWidth + scrollbarWidth) {\n return;\n }\n\n this._saveInitialAttribute(element, styleProperty);\n\n const calculatedValue = window.getComputedStyle(element).getPropertyValue(styleProperty);\n element.style.setProperty(styleProperty, `${callback(Number.parseFloat(calculatedValue))}px`);\n };\n\n this._applyManipulationCallback(selector, manipulationCallBack);\n }\n\n _saveInitialAttribute(element, styleProperty) {\n const actualValue = element.style.getPropertyValue(styleProperty);\n\n if (actualValue) {\n Manipulator.setDataAttribute(element, styleProperty, actualValue);\n }\n }\n\n _resetElementAttributes(selector, styleProperty) {\n const manipulationCallBack = element => {\n const value = Manipulator.getDataAttribute(element, styleProperty); // We only want to remove the property if the value is `null`; the value can also be zero\n\n if (value === null) {\n element.style.removeProperty(styleProperty);\n return;\n }\n\n Manipulator.removeDataAttribute(element, styleProperty);\n element.style.setProperty(styleProperty, value);\n };\n\n this._applyManipulationCallback(selector, manipulationCallBack);\n }\n\n _applyManipulationCallback(selector, callBack) {\n if (isElement(selector)) {\n callBack(selector);\n return;\n }\n\n for (const sel of SelectorEngine.find(selector, this._element)) {\n callBack(sel);\n }\n }\n\n}\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap (v5.2.3): util/backdrop.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n/**\n * Constants\n */\n\nconst NAME$9 = 'backdrop';\nconst CLASS_NAME_FADE$4 = 'fade';\nconst CLASS_NAME_SHOW$5 = 'show';\nconst EVENT_MOUSEDOWN = `mousedown.bs.${NAME$9}`;\nconst Default$8 = {\n className: 'modal-backdrop',\n clickCallback: null,\n isAnimated: false,\n isVisible: true,\n // if false, we use the backdrop helper without adding any element to the dom\n rootElement: 'body' // give the choice to place backdrop under different elements\n\n};\nconst DefaultType$8 = {\n className: 'string',\n clickCallback: '(function|null)',\n isAnimated: 'boolean',\n isVisible: 'boolean',\n rootElement: '(element|string)'\n};\n/**\n * Class definition\n */\n\nclass Backdrop extends Config {\n constructor(config) {\n super();\n this._config = this._getConfig(config);\n this._isAppended = false;\n this._element = null;\n } // Getters\n\n\n static get Default() {\n return Default$8;\n }\n\n static get DefaultType() {\n return DefaultType$8;\n }\n\n static get NAME() {\n return NAME$9;\n } // Public\n\n\n show(callback) {\n if (!this._config.isVisible) {\n execute(callback);\n return;\n }\n\n this._append();\n\n const element = this._getElement();\n\n if (this._config.isAnimated) {\n reflow(element);\n }\n\n element.classList.add(CLASS_NAME_SHOW$5);\n\n this._emulateAnimation(() => {\n execute(callback);\n });\n }\n\n hide(callback) {\n if (!this._config.isVisible) {\n execute(callback);\n return;\n }\n\n this._getElement().classList.remove(CLASS_NAME_SHOW$5);\n\n this._emulateAnimation(() => {\n this.dispose();\n execute(callback);\n });\n }\n\n dispose() {\n if (!this._isAppended) {\n return;\n }\n\n EventHandler.off(this._element, EVENT_MOUSEDOWN);\n\n this._element.remove();\n\n this._isAppended = false;\n } // Private\n\n\n _getElement() {\n if (!this._element) {\n const backdrop = document.createElement('div');\n backdrop.className = this._config.className;\n\n if (this._config.isAnimated) {\n backdrop.classList.add(CLASS_NAME_FADE$4);\n }\n\n this._element = backdrop;\n }\n\n return this._element;\n }\n\n _configAfterMerge(config) {\n // use getElement() with the default \"body\" to get a fresh Element on each instantiation\n config.rootElement = getElement(config.rootElement);\n return config;\n }\n\n _append() {\n if (this._isAppended) {\n return;\n }\n\n const element = this._getElement();\n\n this._config.rootElement.append(element);\n\n EventHandler.on(element, EVENT_MOUSEDOWN, () => {\n execute(this._config.clickCallback);\n });\n this._isAppended = true;\n }\n\n _emulateAnimation(callback) {\n executeAfterTransition(callback, this._getElement(), this._config.isAnimated);\n }\n\n}\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap (v5.2.3): util/focustrap.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n/**\n * Constants\n */\n\nconst NAME$8 = 'focustrap';\nconst DATA_KEY$5 = 'bs.focustrap';\nconst EVENT_KEY$5 = `.${DATA_KEY$5}`;\nconst EVENT_FOCUSIN$2 = `focusin${EVENT_KEY$5}`;\nconst EVENT_KEYDOWN_TAB = `keydown.tab${EVENT_KEY$5}`;\nconst TAB_KEY = 'Tab';\nconst TAB_NAV_FORWARD = 'forward';\nconst TAB_NAV_BACKWARD = 'backward';\nconst Default$7 = {\n autofocus: true,\n trapElement: null // The element to trap focus inside of\n\n};\nconst DefaultType$7 = {\n autofocus: 'boolean',\n trapElement: 'element'\n};\n/**\n * Class definition\n */\n\nclass FocusTrap extends Config {\n constructor(config) {\n super();\n this._config = this._getConfig(config);\n this._isActive = false;\n this._lastTabNavDirection = null;\n } // Getters\n\n\n static get Default() {\n return Default$7;\n }\n\n static get DefaultType() {\n return DefaultType$7;\n }\n\n static get NAME() {\n return NAME$8;\n } // Public\n\n\n activate() {\n if (this._isActive) {\n return;\n }\n\n if (this._config.autofocus) {\n this._config.trapElement.focus();\n }\n\n EventHandler.off(document, EVENT_KEY$5); // guard against infinite focus loop\n\n EventHandler.on(document, EVENT_FOCUSIN$2, event => this._handleFocusin(event));\n EventHandler.on(document, EVENT_KEYDOWN_TAB, event => this._handleKeydown(event));\n this._isActive = true;\n }\n\n deactivate() {\n if (!this._isActive) {\n return;\n }\n\n this._isActive = false;\n EventHandler.off(document, EVENT_KEY$5);\n } // Private\n\n\n _handleFocusin(event) {\n const {\n trapElement\n } = this._config;\n\n if (event.target === document || event.target === trapElement || trapElement.contains(event.target)) {\n return;\n }\n\n const elements = SelectorEngine.focusableChildren(trapElement);\n\n if (elements.length === 0) {\n trapElement.focus();\n } else if (this._lastTabNavDirection === TAB_NAV_BACKWARD) {\n elements[elements.length - 1].focus();\n } else {\n elements[0].focus();\n }\n }\n\n _handleKeydown(event) {\n if (event.key !== TAB_KEY) {\n return;\n }\n\n this._lastTabNavDirection = event.shiftKey ? TAB_NAV_BACKWARD : TAB_NAV_FORWARD;\n }\n\n}\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap (v5.2.3): modal.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n/**\n * Constants\n */\n\nconst NAME$7 = 'modal';\nconst DATA_KEY$4 = 'bs.modal';\nconst EVENT_KEY$4 = `.${DATA_KEY$4}`;\nconst DATA_API_KEY$2 = '.data-api';\nconst ESCAPE_KEY$1 = 'Escape';\nconst EVENT_HIDE$4 = `hide${EVENT_KEY$4}`;\nconst EVENT_HIDE_PREVENTED$1 = `hidePrevented${EVENT_KEY$4}`;\nconst EVENT_HIDDEN$4 = `hidden${EVENT_KEY$4}`;\nconst EVENT_SHOW$4 = `show${EVENT_KEY$4}`;\nconst EVENT_SHOWN$4 = `shown${EVENT_KEY$4}`;\nconst EVENT_RESIZE$1 = `resize${EVENT_KEY$4}`;\nconst EVENT_CLICK_DISMISS = `click.dismiss${EVENT_KEY$4}`;\nconst EVENT_MOUSEDOWN_DISMISS = `mousedown.dismiss${EVENT_KEY$4}`;\nconst EVENT_KEYDOWN_DISMISS$1 = `keydown.dismiss${EVENT_KEY$4}`;\nconst EVENT_CLICK_DATA_API$2 = `click${EVENT_KEY$4}${DATA_API_KEY$2}`;\nconst CLASS_NAME_OPEN = 'modal-open';\nconst CLASS_NAME_FADE$3 = 'fade';\nconst CLASS_NAME_SHOW$4 = 'show';\nconst CLASS_NAME_STATIC = 'modal-static';\nconst OPEN_SELECTOR$1 = '.modal.show';\nconst SELECTOR_DIALOG = '.modal-dialog';\nconst SELECTOR_MODAL_BODY = '.modal-body';\nconst SELECTOR_DATA_TOGGLE$2 = '[data-bs-toggle=\"modal\"]';\nconst Default$6 = {\n backdrop: true,\n focus: true,\n keyboard: true\n};\nconst DefaultType$6 = {\n backdrop: '(boolean|string)',\n focus: 'boolean',\n keyboard: 'boolean'\n};\n/**\n * Class definition\n */\n\nclass Modal extends BaseComponent {\n constructor(element, config) {\n super(element, config);\n this._dialog = SelectorEngine.findOne(SELECTOR_DIALOG, this._element);\n this._backdrop = this._initializeBackDrop();\n this._focustrap = this._initializeFocusTrap();\n this._isShown = false;\n this._isTransitioning = false;\n this._scrollBar = new ScrollBarHelper();\n\n this._addEventListeners();\n } // Getters\n\n\n static get Default() {\n return Default$6;\n }\n\n static get DefaultType() {\n return DefaultType$6;\n }\n\n static get NAME() {\n return NAME$7;\n } // Public\n\n\n toggle(relatedTarget) {\n return this._isShown ? this.hide() : this.show(relatedTarget);\n }\n\n show(relatedTarget) {\n if (this._isShown || this._isTransitioning) {\n return;\n }\n\n const showEvent = EventHandler.trigger(this._element, EVENT_SHOW$4, {\n relatedTarget\n });\n\n if (showEvent.defaultPrevented) {\n return;\n }\n\n this._isShown = true;\n this._isTransitioning = true;\n\n this._scrollBar.hide();\n\n document.body.classList.add(CLASS_NAME_OPEN);\n\n this._adjustDialog();\n\n this._backdrop.show(() => this._showElement(relatedTarget));\n }\n\n hide() {\n if (!this._isShown || this._isTransitioning) {\n return;\n }\n\n const hideEvent = EventHandler.trigger(this._element, EVENT_HIDE$4);\n\n if (hideEvent.defaultPrevented) {\n return;\n }\n\n this._isShown = false;\n this._isTransitioning = true;\n\n this._focustrap.deactivate();\n\n this._element.classList.remove(CLASS_NAME_SHOW$4);\n\n this._queueCallback(() => this._hideModal(), this._element, this._isAnimated());\n }\n\n dispose() {\n for (const htmlElement of [window, this._dialog]) {\n EventHandler.off(htmlElement, EVENT_KEY$4);\n }\n\n this._backdrop.dispose();\n\n this._focustrap.deactivate();\n\n super.dispose();\n }\n\n handleUpdate() {\n this._adjustDialog();\n } // Private\n\n\n _initializeBackDrop() {\n return new Backdrop({\n isVisible: Boolean(this._config.backdrop),\n // 'static' option will be translated to true, and booleans will keep their value,\n isAnimated: this._isAnimated()\n });\n }\n\n _initializeFocusTrap() {\n return new FocusTrap({\n trapElement: this._element\n });\n }\n\n _showElement(relatedTarget) {\n // try to append dynamic modal\n if (!document.body.contains(this._element)) {\n document.body.append(this._element);\n }\n\n this._element.style.display = 'block';\n\n this._element.removeAttribute('aria-hidden');\n\n this._element.setAttribute('aria-modal', true);\n\n this._element.setAttribute('role', 'dialog');\n\n this._element.scrollTop = 0;\n const modalBody = SelectorEngine.findOne(SELECTOR_MODAL_BODY, this._dialog);\n\n if (modalBody) {\n modalBody.scrollTop = 0;\n }\n\n reflow(this._element);\n\n this._element.classList.add(CLASS_NAME_SHOW$4);\n\n const transitionComplete = () => {\n if (this._config.focus) {\n this._focustrap.activate();\n }\n\n this._isTransitioning = false;\n EventHandler.trigger(this._element, EVENT_SHOWN$4, {\n relatedTarget\n });\n };\n\n this._queueCallback(transitionComplete, this._dialog, this._isAnimated());\n }\n\n _addEventListeners() {\n EventHandler.on(this._element, EVENT_KEYDOWN_DISMISS$1, event => {\n if (event.key !== ESCAPE_KEY$1) {\n return;\n }\n\n if (this._config.keyboard) {\n event.preventDefault();\n this.hide();\n return;\n }\n\n this._triggerBackdropTransition();\n });\n EventHandler.on(window, EVENT_RESIZE$1, () => {\n if (this._isShown && !this._isTransitioning) {\n this._adjustDialog();\n }\n });\n EventHandler.on(this._element, EVENT_MOUSEDOWN_DISMISS, event => {\n // a bad trick to segregate clicks that may start inside dialog but end outside, and avoid listen to scrollbar clicks\n EventHandler.one(this._element, EVENT_CLICK_DISMISS, event2 => {\n if (this._element !== event.target || this._element !== event2.target) {\n return;\n }\n\n if (this._config.backdrop === 'static') {\n this._triggerBackdropTransition();\n\n return;\n }\n\n if (this._config.backdrop) {\n this.hide();\n }\n });\n });\n }\n\n _hideModal() {\n this._element.style.display = 'none';\n\n this._element.setAttribute('aria-hidden', true);\n\n this._element.removeAttribute('aria-modal');\n\n this._element.removeAttribute('role');\n\n this._isTransitioning = false;\n\n this._backdrop.hide(() => {\n document.body.classList.remove(CLASS_NAME_OPEN);\n\n this._resetAdjustments();\n\n this._scrollBar.reset();\n\n EventHandler.trigger(this._element, EVENT_HIDDEN$4);\n });\n }\n\n _isAnimated() {\n return this._element.classList.contains(CLASS_NAME_FADE$3);\n }\n\n _triggerBackdropTransition() {\n const hideEvent = EventHandler.trigger(this._element, EVENT_HIDE_PREVENTED$1);\n\n if (hideEvent.defaultPrevented) {\n return;\n }\n\n const isModalOverflowing = this._element.scrollHeight > document.documentElement.clientHeight;\n const initialOverflowY = this._element.style.overflowY; // return if the following background transition hasn't yet completed\n\n if (initialOverflowY === 'hidden' || this._element.classList.contains(CLASS_NAME_STATIC)) {\n return;\n }\n\n if (!isModalOverflowing) {\n this._element.style.overflowY = 'hidden';\n }\n\n this._element.classList.add(CLASS_NAME_STATIC);\n\n this._queueCallback(() => {\n this._element.classList.remove(CLASS_NAME_STATIC);\n\n this._queueCallback(() => {\n this._element.style.overflowY = initialOverflowY;\n }, this._dialog);\n }, this._dialog);\n\n this._element.focus();\n }\n /**\n * The following methods are used to handle overflowing modals\n */\n\n\n _adjustDialog() {\n const isModalOverflowing = this._element.scrollHeight > document.documentElement.clientHeight;\n\n const scrollbarWidth = this._scrollBar.getWidth();\n\n const isBodyOverflowing = scrollbarWidth > 0;\n\n if (isBodyOverflowing && !isModalOverflowing) {\n const property = isRTL() ? 'paddingLeft' : 'paddingRight';\n this._element.style[property] = `${scrollbarWidth}px`;\n }\n\n if (!isBodyOverflowing && isModalOverflowing) {\n const property = isRTL() ? 'paddingRight' : 'paddingLeft';\n this._element.style[property] = `${scrollbarWidth}px`;\n }\n }\n\n _resetAdjustments() {\n this._element.style.paddingLeft = '';\n this._element.style.paddingRight = '';\n } // Static\n\n\n static jQueryInterface(config, relatedTarget) {\n return this.each(function () {\n const data = Modal.getOrCreateInstance(this, config);\n\n if (typeof config !== 'string') {\n return;\n }\n\n if (typeof data[config] === 'undefined') {\n throw new TypeError(`No method named \"${config}\"`);\n }\n\n data[config](relatedTarget);\n });\n }\n\n}\n/**\n * Data API implementation\n */\n\n\nEventHandler.on(document, EVENT_CLICK_DATA_API$2, SELECTOR_DATA_TOGGLE$2, function (event) {\n const target = getElementFromSelector(this);\n\n if (['A', 'AREA'].includes(this.tagName)) {\n event.preventDefault();\n }\n\n EventHandler.one(target, EVENT_SHOW$4, showEvent => {\n if (showEvent.defaultPrevented) {\n // only register focus restorer if modal will actually get shown\n return;\n }\n\n EventHandler.one(target, EVENT_HIDDEN$4, () => {\n if (isVisible(this)) {\n this.focus();\n }\n });\n }); // avoid conflict when clicking modal toggler while another one is open\n\n const alreadyOpen = SelectorEngine.findOne(OPEN_SELECTOR$1);\n\n if (alreadyOpen) {\n Modal.getInstance(alreadyOpen).hide();\n }\n\n const data = Modal.getOrCreateInstance(target);\n data.toggle(this);\n});\nenableDismissTrigger(Modal);\n/**\n * jQuery\n */\n\ndefineJQueryPlugin(Modal);\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap (v5.2.3): offcanvas.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n/**\n * Constants\n */\n\nconst NAME$6 = 'offcanvas';\nconst DATA_KEY$3 = 'bs.offcanvas';\nconst EVENT_KEY$3 = `.${DATA_KEY$3}`;\nconst DATA_API_KEY$1 = '.data-api';\nconst EVENT_LOAD_DATA_API$2 = `load${EVENT_KEY$3}${DATA_API_KEY$1}`;\nconst ESCAPE_KEY = 'Escape';\nconst CLASS_NAME_SHOW$3 = 'show';\nconst CLASS_NAME_SHOWING$1 = 'showing';\nconst CLASS_NAME_HIDING = 'hiding';\nconst CLASS_NAME_BACKDROP = 'offcanvas-backdrop';\nconst OPEN_SELECTOR = '.offcanvas.show';\nconst EVENT_SHOW$3 = `show${EVENT_KEY$3}`;\nconst EVENT_SHOWN$3 = `shown${EVENT_KEY$3}`;\nconst EVENT_HIDE$3 = `hide${EVENT_KEY$3}`;\nconst EVENT_HIDE_PREVENTED = `hidePrevented${EVENT_KEY$3}`;\nconst EVENT_HIDDEN$3 = `hidden${EVENT_KEY$3}`;\nconst EVENT_RESIZE = `resize${EVENT_KEY$3}`;\nconst EVENT_CLICK_DATA_API$1 = `click${EVENT_KEY$3}${DATA_API_KEY$1}`;\nconst EVENT_KEYDOWN_DISMISS = `keydown.dismiss${EVENT_KEY$3}`;\nconst SELECTOR_DATA_TOGGLE$1 = '[data-bs-toggle=\"offcanvas\"]';\nconst Default$5 = {\n backdrop: true,\n keyboard: true,\n scroll: false\n};\nconst DefaultType$5 = {\n backdrop: '(boolean|string)',\n keyboard: 'boolean',\n scroll: 'boolean'\n};\n/**\n * Class definition\n */\n\nclass Offcanvas extends BaseComponent {\n constructor(element, config) {\n super(element, config);\n this._isShown = false;\n this._backdrop = this._initializeBackDrop();\n this._focustrap = this._initializeFocusTrap();\n\n this._addEventListeners();\n } // Getters\n\n\n static get Default() {\n return Default$5;\n }\n\n static get DefaultType() {\n return DefaultType$5;\n }\n\n static get NAME() {\n return NAME$6;\n } // Public\n\n\n toggle(relatedTarget) {\n return this._isShown ? this.hide() : this.show(relatedTarget);\n }\n\n show(relatedTarget) {\n if (this._isShown) {\n return;\n }\n\n const showEvent = EventHandler.trigger(this._element, EVENT_SHOW$3, {\n relatedTarget\n });\n\n if (showEvent.defaultPrevented) {\n return;\n }\n\n this._isShown = true;\n\n this._backdrop.show();\n\n if (!this._config.scroll) {\n new ScrollBarHelper().hide();\n }\n\n this._element.setAttribute('aria-modal', true);\n\n this._element.setAttribute('role', 'dialog');\n\n this._element.classList.add(CLASS_NAME_SHOWING$1);\n\n const completeCallBack = () => {\n if (!this._config.scroll || this._config.backdrop) {\n this._focustrap.activate();\n }\n\n this._element.classList.add(CLASS_NAME_SHOW$3);\n\n this._element.classList.remove(CLASS_NAME_SHOWING$1);\n\n EventHandler.trigger(this._element, EVENT_SHOWN$3, {\n relatedTarget\n });\n };\n\n this._queueCallback(completeCallBack, this._element, true);\n }\n\n hide() {\n if (!this._isShown) {\n return;\n }\n\n const hideEvent = EventHandler.trigger(this._element, EVENT_HIDE$3);\n\n if (hideEvent.defaultPrevented) {\n return;\n }\n\n this._focustrap.deactivate();\n\n this._element.blur();\n\n this._isShown = false;\n\n this._element.classList.add(CLASS_NAME_HIDING);\n\n this._backdrop.hide();\n\n const completeCallback = () => {\n this._element.classList.remove(CLASS_NAME_SHOW$3, CLASS_NAME_HIDING);\n\n this._element.removeAttribute('aria-modal');\n\n this._element.removeAttribute('role');\n\n if (!this._config.scroll) {\n new ScrollBarHelper().reset();\n }\n\n EventHandler.trigger(this._element, EVENT_HIDDEN$3);\n };\n\n this._queueCallback(completeCallback, this._element, true);\n }\n\n dispose() {\n this._backdrop.dispose();\n\n this._focustrap.deactivate();\n\n super.dispose();\n } // Private\n\n\n _initializeBackDrop() {\n const clickCallback = () => {\n if (this._config.backdrop === 'static') {\n EventHandler.trigger(this._element, EVENT_HIDE_PREVENTED);\n return;\n }\n\n this.hide();\n }; // 'static' option will be translated to true, and booleans will keep their value\n\n\n const isVisible = Boolean(this._config.backdrop);\n return new Backdrop({\n className: CLASS_NAME_BACKDROP,\n isVisible,\n isAnimated: true,\n rootElement: this._element.parentNode,\n clickCallback: isVisible ? clickCallback : null\n });\n }\n\n _initializeFocusTrap() {\n return new FocusTrap({\n trapElement: this._element\n });\n }\n\n _addEventListeners() {\n EventHandler.on(this._element, EVENT_KEYDOWN_DISMISS, event => {\n if (event.key !== ESCAPE_KEY) {\n return;\n }\n\n if (!this._config.keyboard) {\n EventHandler.trigger(this._element, EVENT_HIDE_PREVENTED);\n return;\n }\n\n this.hide();\n });\n } // Static\n\n\n static jQueryInterface(config) {\n return this.each(function () {\n const data = Offcanvas.getOrCreateInstance(this, config);\n\n if (typeof config !== 'string') {\n return;\n }\n\n if (data[config] === undefined || config.startsWith('_') || config === 'constructor') {\n throw new TypeError(`No method named \"${config}\"`);\n }\n\n data[config](this);\n });\n }\n\n}\n/**\n * Data API implementation\n */\n\n\nEventHandler.on(document, EVENT_CLICK_DATA_API$1, SELECTOR_DATA_TOGGLE$1, function (event) {\n const target = getElementFromSelector(this);\n\n if (['A', 'AREA'].includes(this.tagName)) {\n event.preventDefault();\n }\n\n if (isDisabled(this)) {\n return;\n }\n\n EventHandler.one(target, EVENT_HIDDEN$3, () => {\n // focus on trigger when it is closed\n if (isVisible(this)) {\n this.focus();\n }\n }); // avoid conflict when clicking a toggler of an offcanvas, while another is open\n\n const alreadyOpen = SelectorEngine.findOne(OPEN_SELECTOR);\n\n if (alreadyOpen && alreadyOpen !== target) {\n Offcanvas.getInstance(alreadyOpen).hide();\n }\n\n const data = Offcanvas.getOrCreateInstance(target);\n data.toggle(this);\n});\nEventHandler.on(window, EVENT_LOAD_DATA_API$2, () => {\n for (const selector of SelectorEngine.find(OPEN_SELECTOR)) {\n Offcanvas.getOrCreateInstance(selector).show();\n }\n});\nEventHandler.on(window, EVENT_RESIZE, () => {\n for (const element of SelectorEngine.find('[aria-modal][class*=show][class*=offcanvas-]')) {\n if (getComputedStyle(element).position !== 'fixed') {\n Offcanvas.getOrCreateInstance(element).hide();\n }\n }\n});\nenableDismissTrigger(Offcanvas);\n/**\n * jQuery\n */\n\ndefineJQueryPlugin(Offcanvas);\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap (v5.2.3): util/sanitizer.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\nconst uriAttributes = new Set(['background', 'cite', 'href', 'itemtype', 'longdesc', 'poster', 'src', 'xlink:href']);\nconst ARIA_ATTRIBUTE_PATTERN = /^aria-[\\w-]*$/i;\n/**\n * A pattern that recognizes a commonly useful subset of URLs that are safe.\n *\n * Shout-out to Angular https://github.com/angular/angular/blob/12.2.x/packages/core/src/sanitization/url_sanitizer.ts\n */\n\nconst SAFE_URL_PATTERN = /^(?:(?:https?|mailto|ftp|tel|file|sms):|[^#&/:?]*(?:[#/?]|$))/i;\n/**\n * A pattern that matches safe data URLs. Only matches image, video and audio types.\n *\n * Shout-out to Angular https://github.com/angular/angular/blob/12.2.x/packages/core/src/sanitization/url_sanitizer.ts\n */\n\nconst DATA_URL_PATTERN = /^data:(?:image\\/(?:bmp|gif|jpeg|jpg|png|tiff|webp)|video\\/(?:mpeg|mp4|ogg|webm)|audio\\/(?:mp3|oga|ogg|opus));base64,[\\d+/a-z]+=*$/i;\n\nconst allowedAttribute = (attribute, allowedAttributeList) => {\n const attributeName = attribute.nodeName.toLowerCase();\n\n if (allowedAttributeList.includes(attributeName)) {\n if (uriAttributes.has(attributeName)) {\n return Boolean(SAFE_URL_PATTERN.test(attribute.nodeValue) || DATA_URL_PATTERN.test(attribute.nodeValue));\n }\n\n return true;\n } // Check if a regular expression validates the attribute.\n\n\n return allowedAttributeList.filter(attributeRegex => attributeRegex instanceof RegExp).some(regex => regex.test(attributeName));\n};\n\nconst DefaultAllowlist = {\n // Global attributes allowed on any supplied element below.\n '*': ['class', 'dir', 'id', 'lang', 'role', ARIA_ATTRIBUTE_PATTERN],\n a: ['target', 'href', 'title', 'rel'],\n area: [],\n b: [],\n br: [],\n col: [],\n code: [],\n div: [],\n em: [],\n hr: [],\n h1: [],\n h2: [],\n h3: [],\n h4: [],\n h5: [],\n h6: [],\n i: [],\n img: ['src', 'srcset', 'alt', 'title', 'width', 'height'],\n li: [],\n ol: [],\n p: [],\n pre: [],\n s: [],\n small: [],\n span: [],\n sub: [],\n sup: [],\n strong: [],\n u: [],\n ul: []\n};\nfunction sanitizeHtml(unsafeHtml, allowList, sanitizeFunction) {\n if (!unsafeHtml.length) {\n return unsafeHtml;\n }\n\n if (sanitizeFunction && typeof sanitizeFunction === 'function') {\n return sanitizeFunction(unsafeHtml);\n }\n\n const domParser = new window.DOMParser();\n const createdDocument = domParser.parseFromString(unsafeHtml, 'text/html');\n const elements = [].concat(...createdDocument.body.querySelectorAll('*'));\n\n for (const element of elements) {\n const elementName = element.nodeName.toLowerCase();\n\n if (!Object.keys(allowList).includes(elementName)) {\n element.remove();\n continue;\n }\n\n const attributeList = [].concat(...element.attributes);\n const allowedAttributes = [].concat(allowList['*'] || [], allowList[elementName] || []);\n\n for (const attribute of attributeList) {\n if (!allowedAttribute(attribute, allowedAttributes)) {\n element.removeAttribute(attribute.nodeName);\n }\n }\n }\n\n return createdDocument.body.innerHTML;\n}\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap (v5.2.3): util/template-factory.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n/**\n * Constants\n */\n\nconst NAME$5 = 'TemplateFactory';\nconst Default$4 = {\n allowList: DefaultAllowlist,\n content: {},\n // { selector : text , selector2 : text2 , }\n extraClass: '',\n html: false,\n sanitize: true,\n sanitizeFn: null,\n template: '
'\n};\nconst DefaultType$4 = {\n allowList: 'object',\n content: 'object',\n extraClass: '(string|function)',\n html: 'boolean',\n sanitize: 'boolean',\n sanitizeFn: '(null|function)',\n template: 'string'\n};\nconst DefaultContentType = {\n entry: '(string|element|function|null)',\n selector: '(string|element)'\n};\n/**\n * Class definition\n */\n\nclass TemplateFactory extends Config {\n constructor(config) {\n super();\n this._config = this._getConfig(config);\n } // Getters\n\n\n static get Default() {\n return Default$4;\n }\n\n static get DefaultType() {\n return DefaultType$4;\n }\n\n static get NAME() {\n return NAME$5;\n } // Public\n\n\n getContent() {\n return Object.values(this._config.content).map(config => this._resolvePossibleFunction(config)).filter(Boolean);\n }\n\n hasContent() {\n return this.getContent().length > 0;\n }\n\n changeContent(content) {\n this._checkContent(content);\n\n this._config.content = { ...this._config.content,\n ...content\n };\n return this;\n }\n\n toHtml() {\n const templateWrapper = document.createElement('div');\n templateWrapper.innerHTML = this._maybeSanitize(this._config.template);\n\n for (const [selector, text] of Object.entries(this._config.content)) {\n this._setContent(templateWrapper, text, selector);\n }\n\n const template = templateWrapper.children[0];\n\n const extraClass = this._resolvePossibleFunction(this._config.extraClass);\n\n if (extraClass) {\n template.classList.add(...extraClass.split(' '));\n }\n\n return template;\n } // Private\n\n\n _typeCheckConfig(config) {\n super._typeCheckConfig(config);\n\n this._checkContent(config.content);\n }\n\n _checkContent(arg) {\n for (const [selector, content] of Object.entries(arg)) {\n super._typeCheckConfig({\n selector,\n entry: content\n }, DefaultContentType);\n }\n }\n\n _setContent(template, content, selector) {\n const templateElement = SelectorEngine.findOne(selector, template);\n\n if (!templateElement) {\n return;\n }\n\n content = this._resolvePossibleFunction(content);\n\n if (!content) {\n templateElement.remove();\n return;\n }\n\n if (isElement(content)) {\n this._putElementInTemplate(getElement(content), templateElement);\n\n return;\n }\n\n if (this._config.html) {\n templateElement.innerHTML = this._maybeSanitize(content);\n return;\n }\n\n templateElement.textContent = content;\n }\n\n _maybeSanitize(arg) {\n return this._config.sanitize ? sanitizeHtml(arg, this._config.allowList, this._config.sanitizeFn) : arg;\n }\n\n _resolvePossibleFunction(arg) {\n return typeof arg === 'function' ? arg(this) : arg;\n }\n\n _putElementInTemplate(element, templateElement) {\n if (this._config.html) {\n templateElement.innerHTML = '';\n templateElement.append(element);\n return;\n }\n\n templateElement.textContent = element.textContent;\n }\n\n}\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap (v5.2.3): tooltip.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n/**\n * Constants\n */\n\nconst NAME$4 = 'tooltip';\nconst DISALLOWED_ATTRIBUTES = new Set(['sanitize', 'allowList', 'sanitizeFn']);\nconst CLASS_NAME_FADE$2 = 'fade';\nconst CLASS_NAME_MODAL = 'modal';\nconst CLASS_NAME_SHOW$2 = 'show';\nconst SELECTOR_TOOLTIP_INNER = '.tooltip-inner';\nconst SELECTOR_MODAL = `.${CLASS_NAME_MODAL}`;\nconst EVENT_MODAL_HIDE = 'hide.bs.modal';\nconst TRIGGER_HOVER = 'hover';\nconst TRIGGER_FOCUS = 'focus';\nconst TRIGGER_CLICK = 'click';\nconst TRIGGER_MANUAL = 'manual';\nconst EVENT_HIDE$2 = 'hide';\nconst EVENT_HIDDEN$2 = 'hidden';\nconst EVENT_SHOW$2 = 'show';\nconst EVENT_SHOWN$2 = 'shown';\nconst EVENT_INSERTED = 'inserted';\nconst EVENT_CLICK$1 = 'click';\nconst EVENT_FOCUSIN$1 = 'focusin';\nconst EVENT_FOCUSOUT$1 = 'focusout';\nconst EVENT_MOUSEENTER = 'mouseenter';\nconst EVENT_MOUSELEAVE = 'mouseleave';\nconst AttachmentMap = {\n AUTO: 'auto',\n TOP: 'top',\n RIGHT: isRTL() ? 'left' : 'right',\n BOTTOM: 'bottom',\n LEFT: isRTL() ? 'right' : 'left'\n};\nconst Default$3 = {\n allowList: DefaultAllowlist,\n animation: true,\n boundary: 'clippingParents',\n container: false,\n customClass: '',\n delay: 0,\n fallbackPlacements: ['top', 'right', 'bottom', 'left'],\n html: false,\n offset: [0, 0],\n placement: 'top',\n popperConfig: null,\n sanitize: true,\n sanitizeFn: null,\n selector: false,\n template: '
' + '
' + '
' + '
',\n title: '',\n trigger: 'hover focus'\n};\nconst DefaultType$3 = {\n allowList: 'object',\n animation: 'boolean',\n boundary: '(string|element)',\n container: '(string|element|boolean)',\n customClass: '(string|function)',\n delay: '(number|object)',\n fallbackPlacements: 'array',\n html: 'boolean',\n offset: '(array|string|function)',\n placement: '(string|function)',\n popperConfig: '(null|object|function)',\n sanitize: 'boolean',\n sanitizeFn: '(null|function)',\n selector: '(string|boolean)',\n template: 'string',\n title: '(string|element|function)',\n trigger: 'string'\n};\n/**\n * Class definition\n */\n\nclass Tooltip extends BaseComponent {\n constructor(element, config) {\n if (typeof Popper === 'undefined') {\n throw new TypeError('Bootstrap\\'s tooltips require Popper (https://popper.js.org)');\n }\n\n super(element, config); // Private\n\n this._isEnabled = true;\n this._timeout = 0;\n this._isHovered = null;\n this._activeTrigger = {};\n this._popper = null;\n this._templateFactory = null;\n this._newContent = null; // Protected\n\n this.tip = null;\n\n this._setListeners();\n\n if (!this._config.selector) {\n this._fixTitle();\n }\n } // Getters\n\n\n static get Default() {\n return Default$3;\n }\n\n static get DefaultType() {\n return DefaultType$3;\n }\n\n static get NAME() {\n return NAME$4;\n } // Public\n\n\n enable() {\n this._isEnabled = true;\n }\n\n disable() {\n this._isEnabled = false;\n }\n\n toggleEnabled() {\n this._isEnabled = !this._isEnabled;\n }\n\n toggle() {\n if (!this._isEnabled) {\n return;\n }\n\n this._activeTrigger.click = !this._activeTrigger.click;\n\n if (this._isShown()) {\n this._leave();\n\n return;\n }\n\n this._enter();\n }\n\n dispose() {\n clearTimeout(this._timeout);\n EventHandler.off(this._element.closest(SELECTOR_MODAL), EVENT_MODAL_HIDE, this._hideModalHandler);\n\n if (this._element.getAttribute('data-bs-original-title')) {\n this._element.setAttribute('title', this._element.getAttribute('data-bs-original-title'));\n }\n\n this._disposePopper();\n\n super.dispose();\n }\n\n show() {\n if (this._element.style.display === 'none') {\n throw new Error('Please use show on visible elements');\n }\n\n if (!(this._isWithContent() && this._isEnabled)) {\n return;\n }\n\n const showEvent = EventHandler.trigger(this._element, this.constructor.eventName(EVENT_SHOW$2));\n const shadowRoot = findShadowRoot(this._element);\n\n const isInTheDom = (shadowRoot || this._element.ownerDocument.documentElement).contains(this._element);\n\n if (showEvent.defaultPrevented || !isInTheDom) {\n return;\n } // todo v6 remove this OR make it optional\n\n\n this._disposePopper();\n\n const tip = this._getTipElement();\n\n this._element.setAttribute('aria-describedby', tip.getAttribute('id'));\n\n const {\n container\n } = this._config;\n\n if (!this._element.ownerDocument.documentElement.contains(this.tip)) {\n container.append(tip);\n EventHandler.trigger(this._element, this.constructor.eventName(EVENT_INSERTED));\n }\n\n this._popper = this._createPopper(tip);\n tip.classList.add(CLASS_NAME_SHOW$2); // If this is a touch-enabled device we add extra\n // empty mouseover listeners to the body's immediate children;\n // only needed because of broken event delegation on iOS\n // https://www.quirksmode.org/blog/archives/2014/02/mouse_event_bub.html\n\n if ('ontouchstart' in document.documentElement) {\n for (const element of [].concat(...document.body.children)) {\n EventHandler.on(element, 'mouseover', noop);\n }\n }\n\n const complete = () => {\n EventHandler.trigger(this._element, this.constructor.eventName(EVENT_SHOWN$2));\n\n if (this._isHovered === false) {\n this._leave();\n }\n\n this._isHovered = false;\n };\n\n this._queueCallback(complete, this.tip, this._isAnimated());\n }\n\n hide() {\n if (!this._isShown()) {\n return;\n }\n\n const hideEvent = EventHandler.trigger(this._element, this.constructor.eventName(EVENT_HIDE$2));\n\n if (hideEvent.defaultPrevented) {\n return;\n }\n\n const tip = this._getTipElement();\n\n tip.classList.remove(CLASS_NAME_SHOW$2); // If this is a touch-enabled device we remove the extra\n // empty mouseover listeners we added for iOS support\n\n if ('ontouchstart' in document.documentElement) {\n for (const element of [].concat(...document.body.children)) {\n EventHandler.off(element, 'mouseover', noop);\n }\n }\n\n this._activeTrigger[TRIGGER_CLICK] = false;\n this._activeTrigger[TRIGGER_FOCUS] = false;\n this._activeTrigger[TRIGGER_HOVER] = false;\n this._isHovered = null; // it is a trick to support manual triggering\n\n const complete = () => {\n if (this._isWithActiveTrigger()) {\n return;\n }\n\n if (!this._isHovered) {\n this._disposePopper();\n }\n\n this._element.removeAttribute('aria-describedby');\n\n EventHandler.trigger(this._element, this.constructor.eventName(EVENT_HIDDEN$2));\n };\n\n this._queueCallback(complete, this.tip, this._isAnimated());\n }\n\n update() {\n if (this._popper) {\n this._popper.update();\n }\n } // Protected\n\n\n _isWithContent() {\n return Boolean(this._getTitle());\n }\n\n _getTipElement() {\n if (!this.tip) {\n this.tip = this._createTipElement(this._newContent || this._getContentForTemplate());\n }\n\n return this.tip;\n }\n\n _createTipElement(content) {\n const tip = this._getTemplateFactory(content).toHtml(); // todo: remove this check on v6\n\n\n if (!tip) {\n return null;\n }\n\n tip.classList.remove(CLASS_NAME_FADE$2, CLASS_NAME_SHOW$2); // todo: on v6 the following can be achieved with CSS only\n\n tip.classList.add(`bs-${this.constructor.NAME}-auto`);\n const tipId = getUID(this.constructor.NAME).toString();\n tip.setAttribute('id', tipId);\n\n if (this._isAnimated()) {\n tip.classList.add(CLASS_NAME_FADE$2);\n }\n\n return tip;\n }\n\n setContent(content) {\n this._newContent = content;\n\n if (this._isShown()) {\n this._disposePopper();\n\n this.show();\n }\n }\n\n _getTemplateFactory(content) {\n if (this._templateFactory) {\n this._templateFactory.changeContent(content);\n } else {\n this._templateFactory = new TemplateFactory({ ...this._config,\n // the `content` var has to be after `this._config`\n // to override config.content in case of popover\n content,\n extraClass: this._resolvePossibleFunction(this._config.customClass)\n });\n }\n\n return this._templateFactory;\n }\n\n _getContentForTemplate() {\n return {\n [SELECTOR_TOOLTIP_INNER]: this._getTitle()\n };\n }\n\n _getTitle() {\n return this._resolvePossibleFunction(this._config.title) || this._element.getAttribute('data-bs-original-title');\n } // Private\n\n\n _initializeOnDelegatedTarget(event) {\n return this.constructor.getOrCreateInstance(event.delegateTarget, this._getDelegateConfig());\n }\n\n _isAnimated() {\n return this._config.animation || this.tip && this.tip.classList.contains(CLASS_NAME_FADE$2);\n }\n\n _isShown() {\n return this.tip && this.tip.classList.contains(CLASS_NAME_SHOW$2);\n }\n\n _createPopper(tip) {\n const placement = typeof this._config.placement === 'function' ? this._config.placement.call(this, tip, this._element) : this._config.placement;\n const attachment = AttachmentMap[placement.toUpperCase()];\n return Popper.createPopper(this._element, tip, this._getPopperConfig(attachment));\n }\n\n _getOffset() {\n const {\n offset\n } = this._config;\n\n if (typeof offset === 'string') {\n return offset.split(',').map(value => Number.parseInt(value, 10));\n }\n\n if (typeof offset === 'function') {\n return popperData => offset(popperData, this._element);\n }\n\n return offset;\n }\n\n _resolvePossibleFunction(arg) {\n return typeof arg === 'function' ? arg.call(this._element) : arg;\n }\n\n _getPopperConfig(attachment) {\n const defaultBsPopperConfig = {\n placement: attachment,\n modifiers: [{\n name: 'flip',\n options: {\n fallbackPlacements: this._config.fallbackPlacements\n }\n }, {\n name: 'offset',\n options: {\n offset: this._getOffset()\n }\n }, {\n name: 'preventOverflow',\n options: {\n boundary: this._config.boundary\n }\n }, {\n name: 'arrow',\n options: {\n element: `.${this.constructor.NAME}-arrow`\n }\n }, {\n name: 'preSetPlacement',\n enabled: true,\n phase: 'beforeMain',\n fn: data => {\n // Pre-set Popper's placement attribute in order to read the arrow sizes properly.\n // Otherwise, Popper mixes up the width and height dimensions since the initial arrow style is for top placement\n this._getTipElement().setAttribute('data-popper-placement', data.state.placement);\n }\n }]\n };\n return { ...defaultBsPopperConfig,\n ...(typeof this._config.popperConfig === 'function' ? this._config.popperConfig(defaultBsPopperConfig) : this._config.popperConfig)\n };\n }\n\n _setListeners() {\n const triggers = this._config.trigger.split(' ');\n\n for (const trigger of triggers) {\n if (trigger === 'click') {\n EventHandler.on(this._element, this.constructor.eventName(EVENT_CLICK$1), this._config.selector, event => {\n const context = this._initializeOnDelegatedTarget(event);\n\n context.toggle();\n });\n } else if (trigger !== TRIGGER_MANUAL) {\n const eventIn = trigger === TRIGGER_HOVER ? this.constructor.eventName(EVENT_MOUSEENTER) : this.constructor.eventName(EVENT_FOCUSIN$1);\n const eventOut = trigger === TRIGGER_HOVER ? this.constructor.eventName(EVENT_MOUSELEAVE) : this.constructor.eventName(EVENT_FOCUSOUT$1);\n EventHandler.on(this._element, eventIn, this._config.selector, event => {\n const context = this._initializeOnDelegatedTarget(event);\n\n context._activeTrigger[event.type === 'focusin' ? TRIGGER_FOCUS : TRIGGER_HOVER] = true;\n\n context._enter();\n });\n EventHandler.on(this._element, eventOut, this._config.selector, event => {\n const context = this._initializeOnDelegatedTarget(event);\n\n context._activeTrigger[event.type === 'focusout' ? TRIGGER_FOCUS : TRIGGER_HOVER] = context._element.contains(event.relatedTarget);\n\n context._leave();\n });\n }\n }\n\n this._hideModalHandler = () => {\n if (this._element) {\n this.hide();\n }\n };\n\n EventHandler.on(this._element.closest(SELECTOR_MODAL), EVENT_MODAL_HIDE, this._hideModalHandler);\n }\n\n _fixTitle() {\n const title = this._element.getAttribute('title');\n\n if (!title) {\n return;\n }\n\n if (!this._element.getAttribute('aria-label') && !this._element.textContent.trim()) {\n this._element.setAttribute('aria-label', title);\n }\n\n this._element.setAttribute('data-bs-original-title', title); // DO NOT USE IT. Is only for backwards compatibility\n\n\n this._element.removeAttribute('title');\n }\n\n _enter() {\n if (this._isShown() || this._isHovered) {\n this._isHovered = true;\n return;\n }\n\n this._isHovered = true;\n\n this._setTimeout(() => {\n if (this._isHovered) {\n this.show();\n }\n }, this._config.delay.show);\n }\n\n _leave() {\n if (this._isWithActiveTrigger()) {\n return;\n }\n\n this._isHovered = false;\n\n this._setTimeout(() => {\n if (!this._isHovered) {\n this.hide();\n }\n }, this._config.delay.hide);\n }\n\n _setTimeout(handler, timeout) {\n clearTimeout(this._timeout);\n this._timeout = setTimeout(handler, timeout);\n }\n\n _isWithActiveTrigger() {\n return Object.values(this._activeTrigger).includes(true);\n }\n\n _getConfig(config) {\n const dataAttributes = Manipulator.getDataAttributes(this._element);\n\n for (const dataAttribute of Object.keys(dataAttributes)) {\n if (DISALLOWED_ATTRIBUTES.has(dataAttribute)) {\n delete dataAttributes[dataAttribute];\n }\n }\n\n config = { ...dataAttributes,\n ...(typeof config === 'object' && config ? config : {})\n };\n config = this._mergeConfigObj(config);\n config = this._configAfterMerge(config);\n\n this._typeCheckConfig(config);\n\n return config;\n }\n\n _configAfterMerge(config) {\n config.container = config.container === false ? document.body : getElement(config.container);\n\n if (typeof config.delay === 'number') {\n config.delay = {\n show: config.delay,\n hide: config.delay\n };\n }\n\n if (typeof config.title === 'number') {\n config.title = config.title.toString();\n }\n\n if (typeof config.content === 'number') {\n config.content = config.content.toString();\n }\n\n return config;\n }\n\n _getDelegateConfig() {\n const config = {};\n\n for (const key in this._config) {\n if (this.constructor.Default[key] !== this._config[key]) {\n config[key] = this._config[key];\n }\n }\n\n config.selector = false;\n config.trigger = 'manual'; // In the future can be replaced with:\n // const keysWithDifferentValues = Object.entries(this._config).filter(entry => this.constructor.Default[entry[0]] !== this._config[entry[0]])\n // `Object.fromEntries(keysWithDifferentValues)`\n\n return config;\n }\n\n _disposePopper() {\n if (this._popper) {\n this._popper.destroy();\n\n this._popper = null;\n }\n\n if (this.tip) {\n this.tip.remove();\n this.tip = null;\n }\n } // Static\n\n\n static jQueryInterface(config) {\n return this.each(function () {\n const data = Tooltip.getOrCreateInstance(this, config);\n\n if (typeof config !== 'string') {\n return;\n }\n\n if (typeof data[config] === 'undefined') {\n throw new TypeError(`No method named \"${config}\"`);\n }\n\n data[config]();\n });\n }\n\n}\n/**\n * jQuery\n */\n\n\ndefineJQueryPlugin(Tooltip);\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap (v5.2.3): popover.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n/**\n * Constants\n */\n\nconst NAME$3 = 'popover';\nconst SELECTOR_TITLE = '.popover-header';\nconst SELECTOR_CONTENT = '.popover-body';\nconst Default$2 = { ...Tooltip.Default,\n content: '',\n offset: [0, 8],\n placement: 'right',\n template: '
' + '
' + '

' + '
' + '
',\n trigger: 'click'\n};\nconst DefaultType$2 = { ...Tooltip.DefaultType,\n content: '(null|string|element|function)'\n};\n/**\n * Class definition\n */\n\nclass Popover extends Tooltip {\n // Getters\n static get Default() {\n return Default$2;\n }\n\n static get DefaultType() {\n return DefaultType$2;\n }\n\n static get NAME() {\n return NAME$3;\n } // Overrides\n\n\n _isWithContent() {\n return this._getTitle() || this._getContent();\n } // Private\n\n\n _getContentForTemplate() {\n return {\n [SELECTOR_TITLE]: this._getTitle(),\n [SELECTOR_CONTENT]: this._getContent()\n };\n }\n\n _getContent() {\n return this._resolvePossibleFunction(this._config.content);\n } // Static\n\n\n static jQueryInterface(config) {\n return this.each(function () {\n const data = Popover.getOrCreateInstance(this, config);\n\n if (typeof config !== 'string') {\n return;\n }\n\n if (typeof data[config] === 'undefined') {\n throw new TypeError(`No method named \"${config}\"`);\n }\n\n data[config]();\n });\n }\n\n}\n/**\n * jQuery\n */\n\n\ndefineJQueryPlugin(Popover);\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap (v5.2.3): scrollspy.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n/**\n * Constants\n */\n\nconst NAME$2 = 'scrollspy';\nconst DATA_KEY$2 = 'bs.scrollspy';\nconst EVENT_KEY$2 = `.${DATA_KEY$2}`;\nconst DATA_API_KEY = '.data-api';\nconst EVENT_ACTIVATE = `activate${EVENT_KEY$2}`;\nconst EVENT_CLICK = `click${EVENT_KEY$2}`;\nconst EVENT_LOAD_DATA_API$1 = `load${EVENT_KEY$2}${DATA_API_KEY}`;\nconst CLASS_NAME_DROPDOWN_ITEM = 'dropdown-item';\nconst CLASS_NAME_ACTIVE$1 = 'active';\nconst SELECTOR_DATA_SPY = '[data-bs-spy=\"scroll\"]';\nconst SELECTOR_TARGET_LINKS = '[href]';\nconst SELECTOR_NAV_LIST_GROUP = '.nav, .list-group';\nconst SELECTOR_NAV_LINKS = '.nav-link';\nconst SELECTOR_NAV_ITEMS = '.nav-item';\nconst SELECTOR_LIST_ITEMS = '.list-group-item';\nconst SELECTOR_LINK_ITEMS = `${SELECTOR_NAV_LINKS}, ${SELECTOR_NAV_ITEMS} > ${SELECTOR_NAV_LINKS}, ${SELECTOR_LIST_ITEMS}`;\nconst SELECTOR_DROPDOWN = '.dropdown';\nconst SELECTOR_DROPDOWN_TOGGLE$1 = '.dropdown-toggle';\nconst Default$1 = {\n offset: null,\n // TODO: v6 @deprecated, keep it for backwards compatibility reasons\n rootMargin: '0px 0px -25%',\n smoothScroll: false,\n target: null,\n threshold: [0.1, 0.5, 1]\n};\nconst DefaultType$1 = {\n offset: '(number|null)',\n // TODO v6 @deprecated, keep it for backwards compatibility reasons\n rootMargin: 'string',\n smoothScroll: 'boolean',\n target: 'element',\n threshold: 'array'\n};\n/**\n * Class definition\n */\n\nclass ScrollSpy extends BaseComponent {\n constructor(element, config) {\n super(element, config); // this._element is the observablesContainer and config.target the menu links wrapper\n\n this._targetLinks = new Map();\n this._observableSections = new Map();\n this._rootElement = getComputedStyle(this._element).overflowY === 'visible' ? null : this._element;\n this._activeTarget = null;\n this._observer = null;\n this._previousScrollData = {\n visibleEntryTop: 0,\n parentScrollTop: 0\n };\n this.refresh(); // initialize\n } // Getters\n\n\n static get Default() {\n return Default$1;\n }\n\n static get DefaultType() {\n return DefaultType$1;\n }\n\n static get NAME() {\n return NAME$2;\n } // Public\n\n\n refresh() {\n this._initializeTargetsAndObservables();\n\n this._maybeEnableSmoothScroll();\n\n if (this._observer) {\n this._observer.disconnect();\n } else {\n this._observer = this._getNewObserver();\n }\n\n for (const section of this._observableSections.values()) {\n this._observer.observe(section);\n }\n }\n\n dispose() {\n this._observer.disconnect();\n\n super.dispose();\n } // Private\n\n\n _configAfterMerge(config) {\n // TODO: on v6 target should be given explicitly & remove the {target: 'ss-target'} case\n config.target = getElement(config.target) || document.body; // TODO: v6 Only for backwards compatibility reasons. Use rootMargin only\n\n config.rootMargin = config.offset ? `${config.offset}px 0px -30%` : config.rootMargin;\n\n if (typeof config.threshold === 'string') {\n config.threshold = config.threshold.split(',').map(value => Number.parseFloat(value));\n }\n\n return config;\n }\n\n _maybeEnableSmoothScroll() {\n if (!this._config.smoothScroll) {\n return;\n } // unregister any previous listeners\n\n\n EventHandler.off(this._config.target, EVENT_CLICK);\n EventHandler.on(this._config.target, EVENT_CLICK, SELECTOR_TARGET_LINKS, event => {\n const observableSection = this._observableSections.get(event.target.hash);\n\n if (observableSection) {\n event.preventDefault();\n const root = this._rootElement || window;\n const height = observableSection.offsetTop - this._element.offsetTop;\n\n if (root.scrollTo) {\n root.scrollTo({\n top: height,\n behavior: 'smooth'\n });\n return;\n } // Chrome 60 doesn't support `scrollTo`\n\n\n root.scrollTop = height;\n }\n });\n }\n\n _getNewObserver() {\n const options = {\n root: this._rootElement,\n threshold: this._config.threshold,\n rootMargin: this._config.rootMargin\n };\n return new IntersectionObserver(entries => this._observerCallback(entries), options);\n } // The logic of selection\n\n\n _observerCallback(entries) {\n const targetElement = entry => this._targetLinks.get(`#${entry.target.id}`);\n\n const activate = entry => {\n this._previousScrollData.visibleEntryTop = entry.target.offsetTop;\n\n this._process(targetElement(entry));\n };\n\n const parentScrollTop = (this._rootElement || document.documentElement).scrollTop;\n const userScrollsDown = parentScrollTop >= this._previousScrollData.parentScrollTop;\n this._previousScrollData.parentScrollTop = parentScrollTop;\n\n for (const entry of entries) {\n if (!entry.isIntersecting) {\n this._activeTarget = null;\n\n this._clearActiveClass(targetElement(entry));\n\n continue;\n }\n\n const entryIsLowerThanPrevious = entry.target.offsetTop >= this._previousScrollData.visibleEntryTop; // if we are scrolling down, pick the bigger offsetTop\n\n if (userScrollsDown && entryIsLowerThanPrevious) {\n activate(entry); // if parent isn't scrolled, let's keep the first visible item, breaking the iteration\n\n if (!parentScrollTop) {\n return;\n }\n\n continue;\n } // if we are scrolling up, pick the smallest offsetTop\n\n\n if (!userScrollsDown && !entryIsLowerThanPrevious) {\n activate(entry);\n }\n }\n }\n\n _initializeTargetsAndObservables() {\n this._targetLinks = new Map();\n this._observableSections = new Map();\n const targetLinks = SelectorEngine.find(SELECTOR_TARGET_LINKS, this._config.target);\n\n for (const anchor of targetLinks) {\n // ensure that the anchor has an id and is not disabled\n if (!anchor.hash || isDisabled(anchor)) {\n continue;\n }\n\n const observableSection = SelectorEngine.findOne(anchor.hash, this._element); // ensure that the observableSection exists & is visible\n\n if (isVisible(observableSection)) {\n this._targetLinks.set(anchor.hash, anchor);\n\n this._observableSections.set(anchor.hash, observableSection);\n }\n }\n }\n\n _process(target) {\n if (this._activeTarget === target) {\n return;\n }\n\n this._clearActiveClass(this._config.target);\n\n this._activeTarget = target;\n target.classList.add(CLASS_NAME_ACTIVE$1);\n\n this._activateParents(target);\n\n EventHandler.trigger(this._element, EVENT_ACTIVATE, {\n relatedTarget: target\n });\n }\n\n _activateParents(target) {\n // Activate dropdown parents\n if (target.classList.contains(CLASS_NAME_DROPDOWN_ITEM)) {\n SelectorEngine.findOne(SELECTOR_DROPDOWN_TOGGLE$1, target.closest(SELECTOR_DROPDOWN)).classList.add(CLASS_NAME_ACTIVE$1);\n return;\n }\n\n for (const listGroup of SelectorEngine.parents(target, SELECTOR_NAV_LIST_GROUP)) {\n // Set triggered links parents as active\n // With both

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