commit bc1e9bc4ee853003aa9e642b896356556b572974
parent 5be58b3328a515e879e42f21ab31fa995beb0e65
Author: Erik Loualiche <eloualiche@users.noreply.github.com>
Date: Thu, 19 Jun 2025 16:19:12 -0500
Merge pull request #6 from LouLouLibs/feature/yield_excel
Feature/yield excel
Diffstat:
17 files changed, 318 insertions(+), 751 deletions(-)
diff --git a/.gitignore b/.gitignore
@@ -3,6 +3,7 @@
# STANDARD JULIA IGNORE
/Manifest.toml
docs/build/
+
.DS_Store
docs/.DS_Store
.env
diff --git a/Project.toml b/Project.toml
@@ -19,6 +19,7 @@ LinearAlgebra = "37e2e46d-f89d-539d-b4ee-838fcccc9c8e"
Logging = "56ddb016-857b-54e1-b83d-db4d58db5568"
Missings = "e1d29d7a-bbdc-5cf2-9ac0-f12de2c33e28"
PeriodicalDates = "276e7ca9-e0d7-440b-97bc-a6ae82f545b1"
+Roots = "f2b01f46-fcfa-551c-844a-d8ac1e96c665"
Statistics = "10745b16-79ce-11e8-11f9-7d13ad32a3b2"
Tables = "bd369af6-aec1-5ad0-b16a-f7cc5008161c"
WeakRefStrings = "ea10d353-3f73-51f8-a26c-33c1cb351aa5"
@@ -28,6 +29,7 @@ ZipFile = "a5390f91-8eb1-5f08-bee0-b1d1ffed6cea"
BazerData = "0.7.4"
CSV = "0.10"
DataFrames = "1"
+Roots = "2.2.7"
julia = "1"
[extras]
diff --git a/docs/build/assets/documenter.js b/docs/build/assets/documenter.js
@@ -1,331 +0,0 @@
-// Generated by Documenter.jl
-requirejs.config({
- paths: {
- 'highlight-julia': 'https://cdnjs.cloudflare.com/ajax/libs/highlight.js/11.5.1/languages/julia.min',
- 'headroom': 'https://cdnjs.cloudflare.com/ajax/libs/headroom/0.12.0/headroom.min',
- 'jqueryui': 'https://cdnjs.cloudflare.com/ajax/libs/jqueryui/1.12.1/jquery-ui.min',
- 'katex-auto-render': 'https://cdnjs.cloudflare.com/ajax/libs/KaTeX/0.13.24/contrib/auto-render.min',
- 'jquery': 'https://cdnjs.cloudflare.com/ajax/libs/jquery/3.6.0/jquery.min',
- 'headroom-jquery': 'https://cdnjs.cloudflare.com/ajax/libs/headroom/0.12.0/jQuery.headroom.min',
- 'katex': 'https://cdnjs.cloudflare.com/ajax/libs/KaTeX/0.13.24/katex.min',
- 'highlight': 'https://cdnjs.cloudflare.com/ajax/libs/highlight.js/11.5.1/highlight.min',
- 'highlight-julia-repl': 'https://cdnjs.cloudflare.com/ajax/libs/highlight.js/11.5.1/languages/julia-repl.min',
- },
- shim: {
- "highlight-julia": {
- "deps": [
- "highlight"
- ]
- },
- "katex-auto-render": {
- "deps": [
- "katex"
- ]
- },
- "headroom-jquery": {
- "deps": [
- "jquery",
- "headroom"
- ]
- },
- "highlight-julia-repl": {
- "deps": [
- "highlight"
- ]
- }
-}
-});
-////////////////////////////////////////////////////////////////////////////////
-require(['jquery', 'katex', 'katex-auto-render'], function($, katex, renderMathInElement) {
-$(document).ready(function() {
- renderMathInElement(
- document.body,
- {
- "delimiters": [
- {
- "left": "$",
- "right": "$",
- "display": false
- },
- {
- "left": "$$",
- "right": "$$",
- "display": true
- },
- {
- "left": "\\[",
- "right": "\\]",
- "display": true
- }
- ]
-}
-
- );
-})
-
-})
-////////////////////////////////////////////////////////////////////////////////
-require(['jquery', 'highlight', 'highlight-julia', 'highlight-julia-repl'], function($) {
-$(document).ready(function() {
- hljs.highlightAll();
-})
-
-})
-////////////////////////////////////////////////////////////////////////////////
-require([], function() {
-function addCopyButtonCallbacks() {
- for (const el of document.getElementsByTagName("pre")) {
- const button = document.createElement("button");
- button.classList.add("copy-button", "fas", "fa-copy");
- el.appendChild(button);
-
- const success = function () {
- button.classList.add("success", "fa-check");
- button.classList.remove("fa-copy");
- };
-
- const failure = function () {
- button.classList.add("error", "fa-times");
- button.classList.remove("fa-copy");
- };
-
- button.addEventListener("click", function () {
- copyToClipboard(el.innerText).then(success, failure);
-
- setTimeout(function () {
- button.classList.add("fa-copy");
- button.classList.remove("success", "fa-check", "fa-times");
- }, 5000);
- });
- }
-}
-
-function copyToClipboard(text) {
- // clipboard API is only available in secure contexts
- if (window.navigator && window.navigator.clipboard) {
- return window.navigator.clipboard.writeText(text);
- } else {
- return new Promise(function (resolve, reject) {
- try {
- const el = document.createElement("textarea");
- el.textContent = text;
- el.style.position = "fixed";
- el.style.opacity = 0;
- document.body.appendChild(el);
- el.select();
- document.execCommand("copy");
-
- resolve();
- } catch (err) {
- reject(err);
- } finally {
- document.body.removeChild(el);
- }
- });
- }
-}
-
-if (document.readyState === "loading") {
- document.addEventListener("DOMContentLoaded", addCopyButtonCallbacks);
-} else {
- addCopyButtonCallbacks();
-}
-
-})
-////////////////////////////////////////////////////////////////////////////////
-require(['jquery', 'headroom', 'headroom-jquery'], function($, Headroom) {
-
-// Manages the top navigation bar (hides it when the user starts scrolling down on the
-// mobile).
-window.Headroom = Headroom; // work around buggy module loading?
-$(document).ready(function() {
- $('#documenter .docs-navbar').headroom({
- "tolerance": {"up": 10, "down": 10},
- });
-})
-
-})
-////////////////////////////////////////////////////////////////////////////////
-require(['jquery'], function($) {
-
-// Modal settings dialog
-$(document).ready(function() {
- var settings = $('#documenter-settings');
- $('#documenter-settings-button').click(function(){
- settings.toggleClass('is-active');
- });
- // Close the dialog if X is clicked
- $('#documenter-settings button.delete').click(function(){
- settings.removeClass('is-active');
- });
- // Close dialog if ESC is pressed
- $(document).keyup(function(e) {
- if (e.keyCode == 27) settings.removeClass('is-active');
- });
-});
-
-})
-////////////////////////////////////////////////////////////////////////////////
-require(['jquery'], function($) {
-
-// Manages the showing and hiding of the sidebar.
-$(document).ready(function() {
- var sidebar = $("#documenter > .docs-sidebar");
- var sidebar_button = $("#documenter-sidebar-button")
- sidebar_button.click(function(ev) {
- ev.preventDefault();
- sidebar.toggleClass('visible');
- if (sidebar.hasClass('visible')) {
- // Makes sure that the current menu item is visible in the sidebar.
- $("#documenter .docs-menu a.is-active").focus();
- }
- });
- $("#documenter > .docs-main").bind('click', function(ev) {
- if ($(ev.target).is(sidebar_button)) {
- return;
- }
- if (sidebar.hasClass('visible')) {
- sidebar.removeClass('visible');
- }
- });
-})
-
-// Resizes the package name / sitename in the sidebar if it is too wide.
-// Inspired by: https://github.com/davatron5000/FitText.js
-$(document).ready(function() {
- e = $("#documenter .docs-autofit");
- function resize() {
- var L = parseInt(e.css('max-width'), 10);
- var L0 = e.width();
- if(L0 > L) {
- var h0 = parseInt(e.css('font-size'), 10);
- e.css('font-size', L * h0 / L0);
- // TODO: make sure it survives resizes?
- }
- }
- // call once and then register events
- resize();
- $(window).resize(resize);
- $(window).on('orientationchange', resize);
-});
-
-// Scroll the navigation bar to the currently selected menu item
-$(document).ready(function() {
- var sidebar = $("#documenter .docs-menu").get(0);
- var active = $("#documenter .docs-menu .is-active").get(0);
- if(typeof active !== 'undefined') {
- sidebar.scrollTop = active.offsetTop - sidebar.offsetTop - 15;
- }
-})
-
-})
-////////////////////////////////////////////////////////////////////////////////
-require(['jquery'], function($) {
-
-function set_theme(theme) {
- var active = null;
- var disabled = [];
- for (var i = 0; i < document.styleSheets.length; i++) {
- var ss = document.styleSheets[i];
- var themename = ss.ownerNode.getAttribute("data-theme-name");
- if(themename === null) continue; // ignore non-theme stylesheets
- // Find the active theme
- if(themename === theme) active = ss;
- else disabled.push(ss);
- }
- if(active !== null) {
- active.disabled = false;
- if(active.ownerNode.getAttribute("data-theme-primary") === null) {
- document.getElementsByTagName('html')[0].className = "theme--" + theme;
- } else {
- document.getElementsByTagName('html')[0].className = "";
- }
- disabled.forEach(function(ss){
- ss.disabled = true;
- });
- }
-
- // Store the theme in localStorage
- if(typeof(window.localStorage) !== "undefined") {
- window.localStorage.setItem("documenter-theme", theme);
- } else {
- console.error("Browser does not support window.localStorage");
- }
-}
-
-// Theme picker setup
-$(document).ready(function() {
- // onchange callback
- $('#documenter-themepicker').change(function themepick_callback(ev){
- var themename = $('#documenter-themepicker option:selected').attr('value');
- set_theme(themename);
- });
-
- // Make sure that the themepicker displays the correct theme when the theme is retrieved
- // from localStorage
- if(typeof(window.localStorage) !== "undefined") {
- var theme = window.localStorage.getItem("documenter-theme");
- if(theme !== null) {
- $('#documenter-themepicker option').each(function(i,e) {
- e.selected = (e.value === theme);
- })
- } else {
- $('#documenter-themepicker option').each(function(i,e) {
- e.selected = $("html").hasClass(`theme--${e.value}`);
- })
- }
- }
-})
-
-})
-////////////////////////////////////////////////////////////////////////////////
-require(['jquery'], function($) {
-
-// update the version selector with info from the siteinfo.js and ../versions.js files
-$(document).ready(function() {
- // If the version selector is disabled with DOCUMENTER_VERSION_SELECTOR_DISABLED in the
- // siteinfo.js file, we just return immediately and not display the version selector.
- if (typeof DOCUMENTER_VERSION_SELECTOR_DISABLED === 'boolean' && DOCUMENTER_VERSION_SELECTOR_DISABLED) {
- return;
- }
-
- var version_selector = $("#documenter .docs-version-selector");
- var version_selector_select = $("#documenter .docs-version-selector select");
-
- version_selector_select.change(function(x) {
- target_href = version_selector_select.children("option:selected").get(0).value;
- window.location.href = target_href;
- });
-
- // add the current version to the selector based on siteinfo.js, but only if the selector is empty
- if (typeof DOCUMENTER_CURRENT_VERSION !== 'undefined' && $('#version-selector > option').length == 0) {
- var option = $("<option value='#' selected='selected'>" + DOCUMENTER_CURRENT_VERSION + "</option>");
- version_selector_select.append(option);
- }
-
- if (typeof DOC_VERSIONS !== 'undefined') {
- var existing_versions = version_selector_select.children("option");
- var existing_versions_texts = existing_versions.map(function(i,x){return x.text});
- DOC_VERSIONS.forEach(function(each) {
- var version_url = documenterBaseURL + "/../" + each;
- var existing_id = $.inArray(each, existing_versions_texts);
- // if not already in the version selector, add it as a new option,
- // otherwise update the old option with the URL and enable it
- if (existing_id == -1) {
- var option = $("<option value='" + version_url + "'>" + each + "</option>");
- version_selector_select.append(option);
- } else {
- var option = existing_versions[existing_id];
- option.value = version_url;
- option.disabled = false;
- }
- });
- }
-
- // only show the version selector if the selector has been populated
- if (version_selector_select.children("option").length > 0) {
- version_selector.toggleClass("visible");
- }
-})
-
-})
diff --git a/docs/build/assets/search.js b/docs/build/assets/search.js
@@ -1,267 +0,0 @@
-// Generated by Documenter.jl
-requirejs.config({
- paths: {
- 'lunr': 'https://cdnjs.cloudflare.com/ajax/libs/lunr.js/2.3.9/lunr.min',
- 'lodash': 'https://cdnjs.cloudflare.com/ajax/libs/lodash.js/4.17.21/lodash.min',
- 'jquery': 'https://cdnjs.cloudflare.com/ajax/libs/jquery/3.6.0/jquery.min',
- }
-});
-////////////////////////////////////////////////////////////////////////////////
-require(['jquery', 'lunr', 'lodash'], function($, lunr, _) {
-
-$(document).ready(function() {
- // parseUri 1.2.2
- // (c) Steven Levithan <stevenlevithan.com>
- // MIT License
- function parseUri (str) {
- var o = parseUri.options,
- m = o.parser[o.strictMode ? "strict" : "loose"].exec(str),
- uri = {},
- i = 14;
-
- while (i--) uri[o.key[i]] = m[i] || "";
-
- uri[o.q.name] = {};
- uri[o.key[12]].replace(o.q.parser, function ($0, $1, $2) {
- if ($1) uri[o.q.name][$1] = $2;
- });
-
- return uri;
- };
- parseUri.options = {
- strictMode: false,
- key: ["source","protocol","authority","userInfo","user","password","host","port","relative","path","directory","file","query","anchor"],
- q: {
- name: "queryKey",
- parser: /(?:^|&)([^&=]*)=?([^&]*)/g
- },
- parser: {
- strict: /^(?:([^:\/?#]+):)?(?:\/\/((?:(([^:@]*)(?::([^:@]*))?)?@)?([^:\/?#]*)(?::(\d*))?))?((((?:[^?#\/]*\/)*)([^?#]*))(?:\?([^#]*))?(?:#(.*))?)/,
- loose: /^(?:(?![^:@]+:[^:@\/]*@)([^:\/?#.]+):)?(?:\/\/)?((?:(([^:@]*)(?::([^:@]*))?)?@)?([^:\/?#]*)(?::(\d*))?)(((\/(?:[^?#](?![^?#\/]*\.[^?#\/.]+(?:[?#]|$)))*\/?)?([^?#\/]*))(?:\?([^#]*))?(?:#(.*))?)/
- }
- };
-
- $("#search-form").submit(function(e) {
- e.preventDefault()
- })
-
- // list below is the lunr 2.1.3 list minus the intersect with names(Base)
- // (all, any, get, in, is, only, which) and (do, else, for, let, where, while, with)
- // ideally we'd just filter the original list but it's not available as a variable
- lunr.stopWordFilter = lunr.generateStopWordFilter([
- 'a',
- 'able',
- 'about',
- 'across',
- 'after',
- 'almost',
- 'also',
- 'am',
- 'among',
- 'an',
- 'and',
- 'are',
- 'as',
- 'at',
- 'be',
- 'because',
- 'been',
- 'but',
- 'by',
- 'can',
- 'cannot',
- 'could',
- 'dear',
- 'did',
- 'does',
- 'either',
- 'ever',
- 'every',
- 'from',
- 'got',
- 'had',
- 'has',
- 'have',
- 'he',
- 'her',
- 'hers',
- 'him',
- 'his',
- 'how',
- 'however',
- 'i',
- 'if',
- 'into',
- 'it',
- 'its',
- 'just',
- 'least',
- 'like',
- 'likely',
- 'may',
- 'me',
- 'might',
- 'most',
- 'must',
- 'my',
- 'neither',
- 'no',
- 'nor',
- 'not',
- 'of',
- 'off',
- 'often',
- 'on',
- 'or',
- 'other',
- 'our',
- 'own',
- 'rather',
- 'said',
- 'say',
- 'says',
- 'she',
- 'should',
- 'since',
- 'so',
- 'some',
- 'than',
- 'that',
- 'the',
- 'their',
- 'them',
- 'then',
- 'there',
- 'these',
- 'they',
- 'this',
- 'tis',
- 'to',
- 'too',
- 'twas',
- 'us',
- 'wants',
- 'was',
- 'we',
- 'were',
- 'what',
- 'when',
- 'who',
- 'whom',
- 'why',
- 'will',
- 'would',
- 'yet',
- 'you',
- 'your'
- ])
-
- // add . as a separator, because otherwise "title": "Documenter.Anchors.add!"
- // would not find anything if searching for "add!", only for the entire qualification
- lunr.tokenizer.separator = /[\s\-\.]+/
-
- // custom trimmer that doesn't strip @ and !, which are used in julia macro and function names
- lunr.trimmer = function (token) {
- return token.update(function (s) {
- return s.replace(/^[^a-zA-Z0-9@!]+/, '').replace(/[^a-zA-Z0-9@!]+$/, '')
- })
- }
-
- lunr.Pipeline.registerFunction(lunr.stopWordFilter, 'juliaStopWordFilter')
- lunr.Pipeline.registerFunction(lunr.trimmer, 'juliaTrimmer')
-
- var index = lunr(function () {
- this.ref('location')
- this.field('title',{boost: 100})
- this.field('text')
- documenterSearchIndex['docs'].forEach(function(e) {
- this.add(e)
- }, this)
- })
- var store = {}
-
- documenterSearchIndex['docs'].forEach(function(e) {
- store[e.location] = {title: e.title, category: e.category, page: e.page}
- })
-
- $(function(){
- searchresults = $('#documenter-search-results');
- searchinfo = $('#documenter-search-info');
- searchbox = $('#documenter-search-query');
- searchform = $('.docs-search');
- sidebar = $('.docs-sidebar');
- function update_search(querystring) {
- tokens = lunr.tokenizer(querystring)
- results = index.query(function (q) {
- tokens.forEach(function (t) {
- q.term(t.toString(), {
- fields: ["title"],
- boost: 100,
- usePipeline: true,
- editDistance: 0,
- wildcard: lunr.Query.wildcard.NONE
- })
- q.term(t.toString(), {
- fields: ["title"],
- boost: 10,
- usePipeline: true,
- editDistance: 2,
- wildcard: lunr.Query.wildcard.NONE
- })
- q.term(t.toString(), {
- fields: ["text"],
- boost: 1,
- usePipeline: true,
- editDistance: 0,
- wildcard: lunr.Query.wildcard.NONE
- })
- })
- })
- searchinfo.text("Number of results: " + results.length)
- searchresults.empty()
- results.forEach(function(result) {
- data = store[result.ref]
- link = $('<a class="docs-label">'+data.title+'</a>')
- link.attr('href', documenterBaseURL+'/'+result.ref)
- if (data.category != "page"){
- cat = $('<span class="docs-category">('+data.category+', '+data.page+')</span>')
- } else {
- cat = $('<span class="docs-category">('+data.category+')</span>')
- }
- li = $('<li>').append(link).append(" ").append(cat)
- searchresults.append(li)
- })
- }
-
- function update_search_box() {
- querystring = searchbox.val()
- update_search(querystring)
- }
-
- searchbox.keyup(_.debounce(update_search_box, 250))
- searchbox.change(update_search_box)
-
- // Disable enter-key form submission for the searchbox on the search page
- // and just re-run search rather than refresh the whole page.
- searchform.keypress(
- function(event){
- if (event.which == '13') {
- if (sidebar.hasClass('visible')) {
- sidebar.removeClass('visible');
- }
- update_search_box();
- event.preventDefault();
- }
- }
- );
-
- search_query_uri = parseUri(window.location).queryKey["q"]
- if(search_query_uri !== undefined) {
- search_query = decodeURIComponent(search_query_uri.replace(/\+/g, '%20'))
- searchbox.val(search_query)
- }
- update_search_box();
- })
-})
-
-})
diff --git a/docs/build/assets/themes/documenter-dark.css b/docs/build/assets/themes/documenter-dark.css
@@ -1,7 +0,0 @@
-@keyframes spinAround{from{transform:rotate(0deg)}to{transform:rotate(359deg)}}html.theme--documenter-dark .tabs,html.theme--documenter-dark .pagination-previous,html.theme--documenter-dark .pagination-next,html.theme--documenter-dark .pagination-link,html.theme--documenter-dark .pagination-ellipsis,html.theme--documenter-dark .breadcrumb,html.theme--documenter-dark .file,html.theme--documenter-dark .button,.is-unselectable,html.theme--documenter-dark .modal-close,html.theme--documenter-dark .delete{-webkit-touch-callout:none;-webkit-user-select:none;-moz-user-select:none;-ms-user-select:none;user-select:none}html.theme--documenter-dark .navbar-link:not(.is-arrowless)::after,html.theme--documenter-dark .select:not(.is-multiple):not(.is-loading)::after{border:3px solid rgba(0,0,0,0);border-radius:2px;border-right:0;border-top:0;content:" 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.button.is-light.is-inverted.is-outlined.is-loading:focus::after,html.theme--documenter-dark .button.is-light.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #ecf0f1 #ecf0f1 !important}html.theme--documenter-dark .button.is-light.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--documenter-dark .button.is-light.is-inverted.is-outlined{background-color:transparent;border-color:#282f2f;box-shadow:none;color:#282f2f}html.theme--documenter-dark .button.is-dark,html.theme--documenter-dark .content kbd.button{background-color:#282f2f;border-color:transparent;color:#ecf0f1}html.theme--documenter-dark .button.is-dark:hover,html.theme--documenter-dark .content kbd.button:hover,html.theme--documenter-dark .button.is-dark.is-hovered,html.theme--documenter-dark .content kbd.button.is-hovered{background-color:#232829;border-color:transparent;color:#ecf0f1}html.theme--documenter-dark .button.is-dark:focus,html.theme--documenter-dark .content kbd.button:focus,html.theme--documenter-dark .button.is-dark.is-focused,html.theme--documenter-dark .content kbd.button.is-focused{border-color:transparent;color:#ecf0f1}html.theme--documenter-dark .button.is-dark:focus:not(:active),html.theme--documenter-dark .content kbd.button:focus:not(:active),html.theme--documenter-dark .button.is-dark.is-focused:not(:active),html.theme--documenter-dark .content kbd.button.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(40,47,47,0.25)}html.theme--documenter-dark .button.is-dark:active,html.theme--documenter-dark .content kbd.button:active,html.theme--documenter-dark .button.is-dark.is-active,html.theme--documenter-dark .content kbd.button.is-active{background-color:#1d2122;border-color:transparent;color:#ecf0f1}html.theme--documenter-dark .button.is-dark[disabled],html.theme--documenter-dark .content kbd.button[disabled],fieldset[disabled] html.theme--documenter-dark .button.is-dark,fieldset[disabled] html.theme--documenter-dark .content kbd.button{background-color:#282f2f;border-color:transparent;box-shadow:none}html.theme--documenter-dark .button.is-dark.is-inverted,html.theme--documenter-dark .content kbd.button.is-inverted{background-color:#ecf0f1;color:#282f2f}html.theme--documenter-dark .button.is-dark.is-inverted:hover,html.theme--documenter-dark .content kbd.button.is-inverted:hover,html.theme--documenter-dark .button.is-dark.is-inverted.is-hovered,html.theme--documenter-dark .content kbd.button.is-inverted.is-hovered{background-color:#dde4e6}html.theme--documenter-dark .button.is-dark.is-inverted[disabled],html.theme--documenter-dark .content kbd.button.is-inverted[disabled],fieldset[disabled] html.theme--documenter-dark .button.is-dark.is-inverted,fieldset[disabled] html.theme--documenter-dark .content kbd.button.is-inverted{background-color:#ecf0f1;border-color:transparent;box-shadow:none;color:#282f2f}html.theme--documenter-dark .button.is-dark.is-loading::after,html.theme--documenter-dark .content kbd.button.is-loading::after{border-color:transparent transparent #ecf0f1 #ecf0f1 !important}html.theme--documenter-dark .button.is-dark.is-outlined,html.theme--documenter-dark .content kbd.button.is-outlined{background-color:transparent;border-color:#282f2f;color:#282f2f}html.theme--documenter-dark .button.is-dark.is-outlined:hover,html.theme--documenter-dark .content kbd.button.is-outlined:hover,html.theme--documenter-dark .button.is-dark.is-outlined.is-hovered,html.theme--documenter-dark .content kbd.button.is-outlined.is-hovered,html.theme--documenter-dark .button.is-dark.is-outlined:focus,html.theme--documenter-dark .content kbd.button.is-outlined:focus,html.theme--documenter-dark .button.is-dark.is-outlined.is-focused,html.theme--documenter-dark .content kbd.button.is-outlined.is-focused{background-color:#282f2f;border-color:#282f2f;color:#ecf0f1}html.theme--documenter-dark .button.is-dark.is-outlined.is-loading::after,html.theme--documenter-dark .content kbd.button.is-outlined.is-loading::after{border-color:transparent transparent #282f2f #282f2f !important}html.theme--documenter-dark .button.is-dark.is-outlined.is-loading:hover::after,html.theme--documenter-dark .content kbd.button.is-outlined.is-loading:hover::after,html.theme--documenter-dark .button.is-dark.is-outlined.is-loading.is-hovered::after,html.theme--documenter-dark .content kbd.button.is-outlined.is-loading.is-hovered::after,html.theme--documenter-dark .button.is-dark.is-outlined.is-loading:focus::after,html.theme--documenter-dark .content kbd.button.is-outlined.is-loading:focus::after,html.theme--documenter-dark .button.is-dark.is-outlined.is-loading.is-focused::after,html.theme--documenter-dark .content kbd.button.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #ecf0f1 #ecf0f1 !important}html.theme--documenter-dark .button.is-dark.is-outlined[disabled],html.theme--documenter-dark .content kbd.button.is-outlined[disabled],fieldset[disabled] html.theme--documenter-dark .button.is-dark.is-outlined,fieldset[disabled] html.theme--documenter-dark .content kbd.button.is-outlined{background-color:transparent;border-color:#282f2f;box-shadow:none;color:#282f2f}html.theme--documenter-dark .button.is-dark.is-inverted.is-outlined,html.theme--documenter-dark .content kbd.button.is-inverted.is-outlined{background-color:transparent;border-color:#ecf0f1;color:#ecf0f1}html.theme--documenter-dark .button.is-dark.is-inverted.is-outlined:hover,html.theme--documenter-dark .content kbd.button.is-inverted.is-outlined:hover,html.theme--documenter-dark .button.is-dark.is-inverted.is-outlined.is-hovered,html.theme--documenter-dark .content kbd.button.is-inverted.is-outlined.is-hovered,html.theme--documenter-dark .button.is-dark.is-inverted.is-outlined:focus,html.theme--documenter-dark .content kbd.button.is-inverted.is-outlined:focus,html.theme--documenter-dark .button.is-dark.is-inverted.is-outlined.is-focused,html.theme--documenter-dark .content kbd.button.is-inverted.is-outlined.is-focused{background-color:#ecf0f1;color:#282f2f}html.theme--documenter-dark .button.is-dark.is-inverted.is-outlined.is-loading:hover::after,html.theme--documenter-dark .content kbd.button.is-inverted.is-outlined.is-loading:hover::after,html.theme--documenter-dark .button.is-dark.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--documenter-dark .content kbd.button.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--documenter-dark .button.is-dark.is-inverted.is-outlined.is-loading:focus::after,html.theme--documenter-dark .content kbd.button.is-inverted.is-outlined.is-loading:focus::after,html.theme--documenter-dark .button.is-dark.is-inverted.is-outlined.is-loading.is-focused::after,html.theme--documenter-dark .content kbd.button.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #282f2f #282f2f !important}html.theme--documenter-dark 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.docstring>section>a.button.is-inverted.docs-sourcelink[disabled],fieldset[disabled] html.theme--documenter-dark .button.is-primary.is-inverted,fieldset[disabled] html.theme--documenter-dark .docstring>section>a.button.is-inverted.docs-sourcelink{background-color:#fff;border-color:transparent;box-shadow:none;color:#375a7f}html.theme--documenter-dark .button.is-primary.is-loading::after,html.theme--documenter-dark .docstring>section>a.button.is-loading.docs-sourcelink::after{border-color:transparent transparent #fff #fff !important}html.theme--documenter-dark .button.is-primary.is-outlined,html.theme--documenter-dark .docstring>section>a.button.is-outlined.docs-sourcelink{background-color:transparent;border-color:#375a7f;color:#375a7f}html.theme--documenter-dark .button.is-primary.is-outlined:hover,html.theme--documenter-dark .docstring>section>a.button.is-outlined.docs-sourcelink:hover,html.theme--documenter-dark .button.is-primary.is-outlined.is-hovered,html.theme--documenter-dark .docstring>section>a.button.is-outlined.is-hovered.docs-sourcelink,html.theme--documenter-dark .button.is-primary.is-outlined:focus,html.theme--documenter-dark .docstring>section>a.button.is-outlined.docs-sourcelink:focus,html.theme--documenter-dark .button.is-primary.is-outlined.is-focused,html.theme--documenter-dark .docstring>section>a.button.is-outlined.is-focused.docs-sourcelink{background-color:#375a7f;border-color:#375a7f;color:#fff}html.theme--documenter-dark .button.is-primary.is-outlined.is-loading::after,html.theme--documenter-dark .docstring>section>a.button.is-outlined.is-loading.docs-sourcelink::after{border-color:transparent transparent #375a7f #375a7f !important}html.theme--documenter-dark .button.is-primary.is-outlined.is-loading:hover::after,html.theme--documenter-dark .docstring>section>a.button.is-outlined.is-loading.docs-sourcelink:hover::after,html.theme--documenter-dark .button.is-primary.is-outlined.is-loading.is-hovered::after,html.theme--documenter-dark 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form.docs-search>input.button{border-radius:290486px;padding-left:1em;padding-right:1em}html.theme--documenter-dark .buttons{align-items:center;display:flex;flex-wrap:wrap;justify-content:flex-start}html.theme--documenter-dark .buttons .button{margin-bottom:0.5rem}html.theme--documenter-dark .buttons .button:not(:last-child):not(.is-fullwidth){margin-right:0.5rem}html.theme--documenter-dark .buttons:last-child{margin-bottom:-0.5rem}html.theme--documenter-dark .buttons:not(:last-child){margin-bottom:1rem}html.theme--documenter-dark .buttons.are-small .button:not(.is-normal):not(.is-medium):not(.is-large){border-radius:3px;font-size:.85em}html.theme--documenter-dark .buttons.are-medium .button:not(.is-small):not(.is-normal):not(.is-large){font-size:1.25rem}html.theme--documenter-dark .buttons.are-large .button:not(.is-small):not(.is-normal):not(.is-medium){font-size:1.5rem}html.theme--documenter-dark .buttons.has-addons 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.pagination.is-rounded .pagination-previous,html.theme--documenter-dark #documenter .docs-sidebar form.docs-search>input.pagination .pagination-previous,html.theme--documenter-dark .pagination.is-rounded .pagination-next,html.theme--documenter-dark #documenter .docs-sidebar form.docs-search>input.pagination .pagination-next{padding-left:1em;padding-right:1em;border-radius:290486px}html.theme--documenter-dark .pagination.is-rounded .pagination-link,html.theme--documenter-dark #documenter .docs-sidebar form.docs-search>input.pagination .pagination-link{border-radius:290486px}html.theme--documenter-dark .pagination,html.theme--documenter-dark .pagination-list{align-items:center;display:flex;justify-content:center;text-align:center}html.theme--documenter-dark .pagination-previous,html.theme--documenter-dark .pagination-next,html.theme--documenter-dark .pagination-link,html.theme--documenter-dark .pagination-ellipsis{font-size:1em;justify-content:center;margin:.25rem;padding-left:.5em;padding-right:.5em;text-align:center}html.theme--documenter-dark .pagination-previous,html.theme--documenter-dark .pagination-next,html.theme--documenter-dark .pagination-link{border-color:#5e6d6f;color:#1abc9c;min-width:2.25em}html.theme--documenter-dark .pagination-previous:hover,html.theme--documenter-dark .pagination-next:hover,html.theme--documenter-dark .pagination-link:hover{border-color:#8c9b9d;color:#1dd2af}html.theme--documenter-dark .pagination-previous:focus,html.theme--documenter-dark .pagination-next:focus,html.theme--documenter-dark .pagination-link:focus{border-color:#8c9b9d}html.theme--documenter-dark .pagination-previous:active,html.theme--documenter-dark .pagination-next:active,html.theme--documenter-dark .pagination-link:active{box-shadow:inset 0 1px 2px rgba(10,10,10,0.2)}html.theme--documenter-dark .pagination-previous[disabled],html.theme--documenter-dark 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ul.is-center{flex:none;justify-content:center;padding-left:0.75em;padding-right:0.75em}html.theme--documenter-dark .tabs ul.is-right{justify-content:flex-end;padding-left:0.75em}html.theme--documenter-dark .tabs .icon:first-child{margin-right:0.5em}html.theme--documenter-dark .tabs .icon:last-child{margin-left:0.5em}html.theme--documenter-dark .tabs.is-centered ul{justify-content:center}html.theme--documenter-dark .tabs.is-right ul{justify-content:flex-end}html.theme--documenter-dark .tabs.is-boxed a{border:1px solid transparent;border-radius:.4em .4em 0 0}html.theme--documenter-dark .tabs.is-boxed a:hover{background-color:#282f2f;border-bottom-color:#5e6d6f}html.theme--documenter-dark .tabs.is-boxed li.is-active a{background-color:#fff;border-color:#5e6d6f;border-bottom-color:rgba(0,0,0,0) !important}html.theme--documenter-dark .tabs.is-fullwidth li{flex-grow:1;flex-shrink:0}html.theme--documenter-dark .tabs.is-toggle 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- Theme: Default
- Description: Original highlight.js style
- Author: (c) Ivan Sagalaev <maniac@softwaremaniacs.org>
- Maintainer: @highlightjs/core-team
- Website: https://highlightjs.org/
- License: see project LICENSE
- Touched: 2021
-*/pre code.hljs{display:block;overflow-x:auto}code.hljs{padding:3px 5px}.hljs{background:#F0F0F0;color:#444}.hljs-comment{color:#888888}.hljs-tag,.hljs-punctuation{color:#444a}.hljs-tag .hljs-name,.hljs-tag .hljs-attr{color:#444}.hljs-keyword,.hljs-attribute,.hljs-selector-tag,.hljs-meta .hljs-keyword,.hljs-doctag,.hljs-name{font-weight:bold}.hljs-type,.hljs-string,.hljs-number,.hljs-selector-id,.hljs-selector-class,.hljs-quote,.hljs-template-tag,.hljs-deletion{color:#880000}.hljs-title,.hljs-section{color:#880000;font-weight:bold}.hljs-regexp,.hljs-symbol,.hljs-variable,.hljs-template-variable,.hljs-link,.hljs-selector-attr,.hljs-operator,.hljs-selector-pseudo{color:#BC6060}.hljs-literal{color:#78A960}.hljs-built_in,.hljs-bullet,.hljs-code,.hljs-addition{color:#397300}.hljs-meta{color:#1f7199}.hljs-meta .hljs-string{color:#4d99bf}.hljs-emphasis{font-style:italic}.hljs-strong{font-weight:bold}
diff --git a/docs/build/assets/themeswap.js b/docs/build/assets/themeswap.js
@@ -1,66 +0,0 @@
-// Small function to quickly swap out themes. Gets put into the <head> tag..
-function set_theme_from_local_storage() {
- // Intialize the theme to null, which means default
- var theme = null;
- // If the browser supports the localstorage and is not disabled then try to get the
- // documenter theme
- if(window.localStorage != null) {
- // Get the user-picked theme from localStorage. May be `null`, which means the default
- // theme.
- theme = window.localStorage.getItem("documenter-theme");
- }
- // Check if the browser supports user color preference
- var darkPreference = false;
- // Check if the users preference is for dark color scheme
- if(window.matchMedia('(prefers-color-scheme: dark)').matches === true) {
- darkPreference = true;
- }
- // Initialize a few variables for the loop:
- //
- // - active: will contain the index of the theme that should be active. Note that there
- // is no guarantee that localStorage contains sane values. If `active` stays `null`
- // we either could not find the theme or it is the default (primary) theme anyway.
- // Either way, we then need to stick to the primary theme.
- //
- // - disabled: style sheets that should be disabled (i.e. all the theme style sheets
- // that are not the currently active theme)
- var active = null; var disabled = []; var darkTheme = null;
- for (var i = 0; i < document.styleSheets.length; i++) {
- var ss = document.styleSheets[i];
- // The <link> tag of each style sheet is expected to have a data-theme-name attribute
- // which must contain the name of the theme. The names in localStorage much match this.
- var themename = ss.ownerNode.getAttribute("data-theme-name");
- // attribute not set => non-theme stylesheet => ignore
- if(themename === null) continue;
- // To distinguish the default (primary) theme, it needs to have the data-theme-primary
- // attribute set.
- var isprimary = (ss.ownerNode.getAttribute("data-theme-primary") !== null);
- // Check if the theme is primary dark theme
- var isDarkTheme = (ss.ownerNode.getAttribute("data-theme-primary-dark") !== null);
- // If ss is for dark theme then set the value of darkTheme to the name of the theme
- if(isDarkTheme) darkTheme = themename;
- // If we find a matching theme (and it's not the default), we'll set active to non-null
- if(themename === theme) active = i;
- // Store the style sheets of inactive themes so that we could disable them
- if(themename !== theme) disabled.push(ss);
- }
- if(active !== null) {
- // If we did find an active theme, we'll (1) add the theme--$(theme) class to <html>
- document.getElementsByTagName('html')[0].className = "theme--" + theme;
- // and (2) disable all the other theme stylesheets
- disabled.forEach(function(ss){
- ss.disabled = true;
- });
- }
- else if(darkTheme !== null && darkPreference === true) {
- // If we did find an active theme, we'll (1) add the theme--$(theme) class to <html>
- document.getElementsByTagName('html')[0].className = "theme--" + darkTheme;
- // and (2) disable all the other theme stylesheets
- disabled.forEach(function(ss){
- if (ss.ownerNode.getAttribute("data-theme-name") !== darkTheme) {
- ss.disabled = true;
- }
- });
- }
-}
-set_theme_from_local_storage();
diff --git a/docs/build/assets/warner.js b/docs/build/assets/warner.js
@@ -1,49 +0,0 @@
-function maybeAddWarning () {
- // DOCUMENTER_NEWEST is defined in versions.js, DOCUMENTER_CURRENT_VERSION and DOCUMENTER_STABLE
- // in siteinfo.js.
- // If either of these are undefined something went horribly wrong, so we abort.
- if (
- window.DOCUMENTER_NEWEST === undefined ||
- window.DOCUMENTER_CURRENT_VERSION === undefined ||
- window.DOCUMENTER_STABLE === undefined
- ) {
- return
- };
-
- // Current version is not a version number, so we can't tell if it's the newest version. Abort.
- if (!/v(\d+\.)*\d+/.test(window.DOCUMENTER_CURRENT_VERSION)) {
- return
- };
-
- // Current version is newest version, so no need to add a warning.
- if (window.DOCUMENTER_NEWEST === window.DOCUMENTER_CURRENT_VERSION) {
- return
- };
-
- // Add a noindex meta tag (unless one exists) so that search engines don't index this version of the docs.
- if (document.body.querySelector('meta[name="robots"]') === null) {
- const meta = document.createElement('meta');
- meta.name = 'robots';
- meta.content = 'noindex';
-
- document.getElementsByTagName('head')[0].appendChild(meta);
- };
-
- const div = document.createElement('div');
- div.classList.add('outdated-warning-overlay');
- const closer = document.createElement('button');
- closer.classList.add('outdated-warning-closer', 'delete');
- closer.addEventListener('click', function () {
- document.body.removeChild(div);
- });
- const href = window.documenterBaseURL + '/../' + window.DOCUMENTER_STABLE;
- div.innerHTML = 'This documentation is not for the latest stable release, but for either the development version or an older release.<br><a href="' + href + '">Click here to go to the documentation for the latest stable release.</a>';
- div.appendChild(closer);
- document.body.appendChild(div);
-};
-
-if (document.readyState === 'loading') {
- document.addEventListener('DOMContentLoaded', maybeAddWarning);
-} else {
- maybeAddWarning();
-};
diff --git a/docs/build/index.html b/docs/build/index.html
@@ -1,3 +0,0 @@
-<!DOCTYPE html>
-<html lang="en"><head><meta charset="UTF-8"/><meta name="viewport" content="width=device-width, initial-scale=1.0"/><title>Home · FinanceRoutines.jl</title><script data-outdated-warner src="assets/warner.js"></script><link href="https://cdnjs.cloudflare.com/ajax/libs/lato-font/3.0.0/css/lato-font.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/juliamono/0.045/juliamono.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.15.4/css/fontawesome.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.15.4/css/solid.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.15.4/css/brands.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/KaTeX/0.13.24/katex.min.css" rel="stylesheet" type="text/css"/><script>documenterBaseURL="."</script><script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.6/require.min.js" data-main="assets/documenter.js"></script><script src="siteinfo.js"></script><script src="../versions.js"></script><link class="docs-theme-link" rel="stylesheet" type="text/css" href="assets/themes/documenter-dark.css" data-theme-name="documenter-dark" data-theme-primary-dark/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="assets/themes/documenter-light.css" data-theme-name="documenter-light" data-theme-primary/><script src="assets/themeswap.js"></script></head><body><div id="documenter"><nav class="docs-sidebar"><div class="docs-package-name"><span class="docs-autofit"><a href>FinanceRoutines.jl</a></span></div><form class="docs-search" action="search/"><input class="docs-search-query" id="documenter-search-query" name="q" type="text" placeholder="Search docs"/></form><ul class="docs-menu"><li class="is-active"><a class="tocitem" href>Home</a><ul class="internal"><li><a class="tocitem" href="#Introduction"><span>Introduction</span></a></li><li><a class="tocitem" href="#Installation"><span>Installation</span></a></li><li><a class="tocitem" href="#Usage"><span>Usage</span></a></li><li><a class="tocitem" href="#Other-Resources"><span>Other Resources</span></a></li><li><a class="tocitem" href="#Index"><span>Index</span></a></li></ul></li><li><span class="tocitem">Manual</span><ul><li><a class="tocitem" href="man/wrds_guide/">WRDS User Guide</a></li></ul></li><li><span class="tocitem">Demos</span><ul><li><a class="tocitem" href="demo/beta/">Estimating Beta</a></li><li><a class="tocitem" href="demo/wrds_advanced/">Advanced WRDS</a></li></ul></li><li><span class="tocitem">Library</span><ul><li><a class="tocitem" href="lib/public/">Public Interface</a></li><li><a class="tocitem" href="lib/internals/">Package Internals</a></li></ul></li></ul><div class="docs-version-selector field has-addons"><div class="control"><span class="docs-label button is-static is-size-7">Version</span></div><div class="docs-selector control is-expanded"><div class="select is-fullwidth is-size-7"><select id="documenter-version-selector"></select></div></div></div></nav><div class="docs-main"><header class="docs-navbar"><nav class="breadcrumb"><ul class="is-hidden-mobile"><li class="is-active"><a href>Home</a></li></ul><ul class="is-hidden-tablet"><li class="is-active"><a href>Home</a></li></ul></nav><div class="docs-right"><a class="docs-edit-link" href="https://github.com/eloualiche/FinanceRoutines.jl/blob/main/docs/src/index.md" title="Edit on GitHub"><span class="docs-icon fab"></span><span class="docs-label is-hidden-touch">Edit on GitHub</span></a><a class="docs-settings-button fas fa-cog" id="documenter-settings-button" href="#" title="Settings"></a><a class="docs-sidebar-button fa fa-bars is-hidden-desktop" id="documenter-sidebar-button" href="#"></a></div></header><article class="content" id="documenter-page"><h1 id="FinanceRoutines.jl"><a class="docs-heading-anchor" href="#FinanceRoutines.jl">FinanceRoutines.jl</a><a id="FinanceRoutines.jl-1"></a><a class="docs-heading-anchor-permalink" href="#FinanceRoutines.jl" title="Permalink"></a></h1><p><em>Some useful tools to work with academic financial data in Julia</em></p><h2 id="Introduction"><a class="docs-heading-anchor" href="#Introduction">Introduction</a><a id="Introduction-1"></a><a class="docs-heading-anchor-permalink" href="#Introduction" title="Permalink"></a></h2><p>This package provides a collection of routines for academic finance work. This is useful to get started with a clean copy of asset prices from CRSP and a ad-hoc merge with the accounting data from the Compustat Funda file. </p><p>I have also added utilities to download treasury yield curves (GSW) and Fama-French research factors.</p><p>This is still very much work in progress: file <a href="https://github.com/eloualiche/FinanceRoutines.jl/issues">issues</a> for comments.</p><h2 id="Installation"><a class="docs-heading-anchor" href="#Installation">Installation</a><a id="Installation-1"></a><a class="docs-heading-anchor-permalink" href="#Installation" title="Permalink"></a></h2><p><code>FinanceRoutines.jl</code> is a not yet a registered package. You can install it from github via</p><pre><code class="language-julia hljs">import Pkg
-Pkg.add("https://github.com/eloualiche/FinanceRoutines.jl")</code></pre><h2 id="Usage"><a class="docs-heading-anchor" href="#Usage">Usage</a><a id="Usage-1"></a><a class="docs-heading-anchor-permalink" href="#Usage" title="Permalink"></a></h2><ul><li><p>Using WRDS (CRSP, Compustat, etc)</p><ul><li>See the <a href="man/wrds_guide/#WRDS-User-Guide">WRDS User Guide</a> for an introduction to using the package to download data from WRDS</li></ul></li><li><p>Demos to how this integrates into standard estimations</p><ul><li>See how to estimate asset pricing betas in the <a href="demo/beta/#Estimating-Beta">Estimating Beta</a> demo.</li><li>Build general queries for the WRDS postgres in <a href="demo/wrds_advanced/#Advanced-WRDS">Advanced WRDS</a></li></ul></li></ul><h2 id="Other-Resources"><a class="docs-heading-anchor" href="#Other-Resources">Other Resources</a><a id="Other-Resources-1"></a><a class="docs-heading-anchor-permalink" href="#Other-Resources" title="Permalink"></a></h2><p>There are multiple online resources on using the WRDS Postgres database and build the standard finance and accounting datasets:</p><ul><li>Ian D. Gow and Tony Ding: <em>"Empirical Research in Accounting: Tools and Methods"</em>; available <a href="https://iangow.github.io/far_book/">here</a></li><li>Chen, Andrew Y. and Tom Zimmermann: <em>"Open Source Cross-Sectional Asset Pricing"</em>; 2022, 27:2; available <a href="https://www.openassetpricing.com/code/">here</a></li><li>Christoph Scheuch, Stefan Voigt, Patrick Weiss: <em>"Tidy Finance with R"</em>; 2023; Chapman & Hall; available <a href="https://www.tidy-finance.org/r/">here</a></li></ul><h2 id="Index"><a class="docs-heading-anchor" href="#Index">Index</a><a id="Index-1"></a><a class="docs-heading-anchor-permalink" href="#Index" title="Permalink"></a></h2><ul><li><a href="lib/public/#FinanceRoutines.build_Funda!-Tuple{DataFrames.DataFrame}"><code>FinanceRoutines.build_Funda!</code></a></li><li><a href="lib/public/#FinanceRoutines.build_MSF!-Tuple{DataFrames.AbstractDataFrame}"><code>FinanceRoutines.build_MSF!</code></a></li><li><a href="lib/public/#FinanceRoutines.calculate_rolling_betas-Tuple{Any, Any}"><code>FinanceRoutines.calculate_rolling_betas</code></a></li><li><a href="lib/public/#FinanceRoutines.estimate_price_GSW!-Tuple{DataFrames.DataFrame}"><code>FinanceRoutines.estimate_price_GSW!</code></a></li><li><a href="lib/public/#FinanceRoutines.estimate_return_GSW!-Tuple{DataFrames.DataFrame}"><code>FinanceRoutines.estimate_return_GSW!</code></a></li><li><a href="lib/public/#FinanceRoutines.estimate_yield_GSW!-Tuple{DataFrames.DataFrame}"><code>FinanceRoutines.estimate_yield_GSW!</code></a></li><li><a href="lib/public/#FinanceRoutines.import_FF3-Tuple{Symbol}"><code>FinanceRoutines.import_FF3</code></a></li><li><a href="lib/public/#FinanceRoutines.import_Funda-Tuple{LibPQ.Connection}"><code>FinanceRoutines.import_Funda</code></a></li><li><a href="lib/public/#FinanceRoutines.import_GSW-Tuple{}"><code>FinanceRoutines.import_GSW</code></a></li><li><a href="lib/public/#FinanceRoutines.import_MSF-Tuple{LibPQ.Connection}"><code>FinanceRoutines.import_MSF</code></a></li><li><a href="lib/internals/#FinanceRoutines.open_wrds_pg-Tuple{AbstractString, AbstractString}"><code>FinanceRoutines.open_wrds_pg</code></a></li></ul></article><nav class="docs-footer"><a class="docs-footer-nextpage" href="man/wrds_guide/">WRDS User Guide »</a><div class="flexbox-break"></div><p class="footer-message">Powered by <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> and the <a href="https://julialang.org/">Julia Programming Language</a>.</p></nav></div><div class="modal" id="documenter-settings"><div class="modal-background"></div><div class="modal-card"><header class="modal-card-head"><p class="modal-card-title">Settings</p><button class="delete"></button></header><section class="modal-card-body"><p><label class="label">Theme</label><div class="select"><select id="documenter-themepicker"><option value="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 0.27.25 on <span class="colophon-date" title="Sunday 26 January 2025 09:35">Sunday 26 January 2025</span>. Using Julia version 1.11.3.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
diff --git a/docs/build/search/index.html b/docs/build/search/index.html
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-<html lang="en"><head><meta charset="UTF-8"/><meta name="viewport" content="width=device-width, initial-scale=1.0"/><title>Search · FinanceRoutines.jl</title><script data-outdated-warner src="../assets/warner.js"></script><link href="https://cdnjs.cloudflare.com/ajax/libs/lato-font/3.0.0/css/lato-font.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/juliamono/0.045/juliamono.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.15.4/css/fontawesome.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.15.4/css/solid.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.15.4/css/brands.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/KaTeX/0.13.24/katex.min.css" rel="stylesheet" type="text/css"/><script>documenterBaseURL=".."</script><script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.6/require.min.js" data-main="../assets/documenter.js"></script><script src="../siteinfo.js"></script><script src="../../versions.js"></script><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../assets/themes/documenter-dark.css" data-theme-name="documenter-dark" data-theme-primary-dark/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../assets/themes/documenter-light.css" data-theme-name="documenter-light" data-theme-primary/><script src="../assets/themeswap.js"></script></head><body><div id="documenter"><nav class="docs-sidebar"><div class="docs-package-name"><span class="docs-autofit"><a href="../">FinanceRoutines.jl</a></span></div><form class="docs-search" action><input class="docs-search-query" id="documenter-search-query" name="q" type="text" placeholder="Search docs"/></form><ul class="docs-menu"><li><a class="tocitem" href="../">Home</a></li><li><span class="tocitem">Manual</span><ul><li><a class="tocitem" href="../man/wrds_guide/">WRDS User Guide</a></li></ul></li><li><span class="tocitem">Demos</span><ul><li><a class="tocitem" href="../demo/beta/">Estimating Beta</a></li><li><a class="tocitem" href="../demo/wrds_advanced/">Advanced WRDS</a></li></ul></li><li><span class="tocitem">Library</span><ul><li><a class="tocitem" href="../lib/public/">Public Interface</a></li><li><a class="tocitem" href="../lib/internals/">Package Internals</a></li></ul></li></ul><div class="docs-version-selector field has-addons"><div class="control"><span class="docs-label button is-static is-size-7">Version</span></div><div class="docs-selector control is-expanded"><div class="select is-fullwidth is-size-7"><select id="documenter-version-selector"></select></div></div></div></nav><div class="docs-main"><header class="docs-navbar"><nav class="breadcrumb"><ul class="is-hidden-mobile"><li class="is-active"><a href>Search</a></li></ul><ul class="is-hidden-tablet"><li class="is-active"><a href>Search</a></li></ul></nav><div class="docs-right"><a class="docs-settings-button fas fa-cog" id="documenter-settings-button" href="#" title="Settings"></a><a class="docs-sidebar-button fa fa-bars is-hidden-desktop" id="documenter-sidebar-button" href="#"></a></div></header><article><p id="documenter-search-info">Loading search...</p><ul id="documenter-search-results"></ul></article><nav class="docs-footer"><p class="footer-message">Powered by <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> and the <a href="https://julialang.org/">Julia Programming Language</a>.</p></nav></div><div class="modal" id="documenter-settings"><div class="modal-background"></div><div class="modal-card"><header class="modal-card-head"><p class="modal-card-title">Settings</p><button class="delete"></button></header><section class="modal-card-body"><p><label class="label">Theme</label><div class="select"><select id="documenter-themepicker"><option value="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 0.27.25 on <span class="colophon-date" title="Sunday 26 January 2025 09:35">Sunday 26 January 2025</span>. Using Julia version 1.11.3.</p></section><footer class="modal-card-foot"></footer></div></div></div></body><script src="../search_index.js"></script><script src="../assets/search.js"></script></html>
diff --git a/docs/build/search_index.js b/docs/build/search_index.js
@@ -1,3 +0,0 @@
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-[{"location":"demo/beta/#Estimating-Beta","page":"Estimating Beta","title":"Estimating Beta","text":"","category":"section"},{"location":"demo/beta/#Download-the-monthly-stock-file-from-CRSP","page":"Estimating Beta","title":"Download the monthly stock file from CRSP","text":"","category":"section"},{"location":"demo/beta/","page":"Estimating Beta","title":"Estimating Beta","text":"Since we are about to download data from CRSP we set up a connection with our WRDS credentials","category":"page"},{"location":"demo/beta/","page":"Estimating Beta","title":"Estimating Beta","text":"using FinanceRoutines\nusing DataFrames, DataFramesMeta, Dates\nusing FixedEffectModels # for regressions\nwrds_conn = FinanceRoutines.open_wrds_pg()","category":"page"},{"location":"demo/beta/","page":"Estimating Beta","title":"Estimating Beta","text":"# Import the monthly stock file\ndf_msf = import_MSF(wrds_conn; date_range = (Date(\"1980-01-01\"), Dates.today())); \ndf_msf = build_MSF!(df_msf); # Run common processing\n# keep only what we need from the MSF\nselect!(df_msf, :permno, :date, :datem, :ret, :mktcap)","category":"page"},{"location":"demo/beta/#Download-the-Fama-French-three-pricing-factors-from-Ken-French's-website","page":"Estimating Beta","title":"Download the Fama-French three pricing factors from Ken French's website","text":"","category":"section"},{"location":"demo/beta/","page":"Estimating Beta","title":"Estimating Beta","text":"This downloads directly data from Ken French's website and formats the data","category":"page"},{"location":"demo/beta/","page":"Estimating Beta","title":"Estimating Beta","text":"df_FF3 = import_FF3()\n# make sure the returns are expressed in the same unit as in the MSF\ntransform!(df_FF3, [:mktrf, :smb, :hml, :rf] .=> ByRow((x->x/100)), renamecols=false )","category":"page"},{"location":"demo/beta/#Merge-the-data-and-estimate-beta","page":"Estimating Beta","title":"Merge the data and estimate beta","text":"","category":"section"},{"location":"demo/beta/","page":"Estimating Beta","title":"Estimating Beta","text":"# Merge the data\ndf_msf = leftjoin(df_msf, df_FF3, on = [:datem] )\n# Create excess return\n@rtransform!(df_msf, :ret_rf = :ret - :rf)\n\n# Estimate CAPM beta over the whole sample\nsort!(df_msf, [:permno, :date])\nfor subdf in groupby(df_msf, :permno)\n if size(dropmissing(subdf, [:ret_rf, :mktrf]))[1] > 2\n β_CAPM = coef(reg(subdf, @formula(ret_rf ~ mktrf)))[2]\n subdf[:, :β_CAPM ] .= β_CAPM\n else\n subdf[:, :β_CAPM ] .= missing\n end\nend\nselect(unique(df_msf, [:permno, :β_CAPM]), :permno, :β_CAPM)\n\n# Estimate 3 Factor betas\nfor subdf in groupby(df_msf, :permno)\n if size(dropmissing(subdf, [:ret_rf, :mktrf, :smb, :hml]))[1] > 2\n β_MKT, β_SMB, β_HML = coef(reg(subdf, @formula(ret_rf ~ mktrf + smb + hml)))[2:4]\n subdf[:, :β_MKT ] .= β_MKT\n subdf[:, :β_SMB ] .= β_SMB\n subdf[:, :β_HML ] .= β_HML\n else\n subdf[:, :β_MKT ] .= missing; \n subdf[:, :β_SMB ] .= missing; \n subdf[:, :β_HML ] .= missing\n end\nend\nunique(df_msf, r\"β\")\nselect(unique(df_msf, r\"β\"), :permno, :β_MKT, :β_SMB, :β_HML)","category":"page"},{"location":"demo/beta/#Rolling-betas","page":"Estimating Beta","title":"Rolling betas","text":"","category":"section"},{"location":"demo/beta/","page":"Estimating Beta","title":"Estimating Beta","text":"I export a very simple function for rolling betas (see the test for examples). ","category":"page"},{"location":"demo/beta/","page":"Estimating Beta","title":"Estimating Beta","text":"First we prepare the basic dataset from the monthly stock file and the Fama-French risk factors for example","category":"page"},{"location":"demo/beta/","page":"Estimating Beta","title":"Estimating Beta","text":"# Get individual stock returns\ndf_msf = build_MSF(date_range = (Date(\"1980-01-01\"), Dates.today()), clean_cols=true); \nselect!(df_msf, :permno, :date, :datem, :ret, :mktcap)\n# Get the monthly factor returns\ndf_FF3 = import_FF3()\ntransform!(df_FF3, [:mktrf, :smb, :hml, :rf] .=> ByRow((x->x/100)), renamecols=false)\n# merge and create excess returns\ndf_msf = leftjoin(df_msf, df_FF3, on = [:datem] )\n@rtransform!(df_msf, :ret_rf = :ret - :rf)\nsort!(df_msf, [:permno, :date])","category":"page"},{"location":"demo/beta/","page":"Estimating Beta","title":"Estimating Beta","text":"Now we are ready to run the regression using the function calculate_rolling_betas that the package exports","category":"page"},{"location":"demo/beta/","page":"Estimating Beta","title":"Estimating Beta","text":"@rtransform!(df_msf, :a=missing, :bMKT=missing, :bSMB=missing, :bHML=missing)\n\n@time for subdf in groupby(df_msf, :permno)\n β = calculate_rolling_betas(\n [ones(nrow(subdf)) subdf.mktrf subdf.smb subdf.hml],\n subdf.ret_rf; \n window=60, # 60 months\n min_data=nothing, # what is the minimum number of nonmissing data to return a proper number\n method=:linalg\n )\n subdf[!, [:a, :bMKT, :bSMB, :bHML]] = β\nend\n\nimport Statistics: median, mean\ncombine(groupby(df_msf, :datem), :bMKT .=> \n [(x-> emptymissing(mean)(skipmissing(x))) (x-> emptymissing(median)(skipmissing(x)))] .=>\n [:bMKT_mean :bMKT_median])","category":"page"},{"location":"demo/beta/","page":"Estimating Beta","title":"Estimating Beta","text":"Go make some coffee ... this takes a little while (~ 15mn on M2max macbook pro). I don't think my method is super efficient ","category":"page"},{"location":"lib/internals/#Package-Internals","page":"Package Internals","title":"Package Internals","text":"","category":"section"},{"location":"lib/internals/#FinanceRoutines-Module","page":"Package Internals","title":"FinanceRoutines Module","text":"","category":"section"},{"location":"lib/internals/","page":"Package Internals","title":"Package Internals","text":"Modules = [FinanceRoutines]\nPublic = false","category":"page"},{"location":"lib/internals/#FinanceRoutines.open_wrds_pg-Tuple{AbstractString, AbstractString}","page":"Package Internals","title":"FinanceRoutines.open_wrds_pg","text":"Open a Postgres connection on WRDS server\n\n\n\n\n\n","category":"method"},{"location":"lib/public/#Public-Interface","page":"Public Interface","title":"Public Interface","text":"","category":"section"},{"location":"lib/public/#FinanceRoutines-Module","page":"Public Interface","title":"FinanceRoutines Module","text":"","category":"section"},{"location":"lib/public/","page":"Public Interface","title":"Public Interface","text":"Modules = [FinanceRoutines]\nPrivate = false","category":"page"},{"location":"lib/public/#FinanceRoutines.build_Funda!-Tuple{DataFrames.DataFrame}","page":"Public Interface","title":"FinanceRoutines.build_Funda!","text":"build_Funda!(df_funda::DataFrame; save)\n\nClean up the compustat funda file download from crsp (see import_Funda)\n\nArguments\n\ndf_funda::DataFrame: A standard dataframe with compustat data (minimum variables are in import_Funda)\n\nKeywords\n\nsave::String: Save a gzip version of the data on path $save/funda.csv.gz; Default does not save the data.\nclean_cols::Bool: Clean up the columns of the dataframe to be of type Float64; Default is false and leaves the Decimal type intact\n\nReturns\n\ndf_funda::DataFrame: DataFrame with compustat funda file \"cleaned\"\n\n\n\n\n\n","category":"method"},{"location":"lib/public/#FinanceRoutines.build_MSF!-Tuple{DataFrames.AbstractDataFrame}","page":"Public Interface","title":"FinanceRoutines.build_MSF!","text":"build_MSF!(df_msf::DataFrame; save, trim_cols, clean_cols, verbose)\n\nClean up the CRSP Monthly Stock File (see import_MSF)\n\nArguments\n\ndf::DataFrame: A standard dataframe with compustat data (minimum variables are in import_Funda)\n\nKeywords\n\nsave::String: Save a gzip version of the data on path $save/funda.csv.gz; Default does not save the data.\ntrim_cols::Bool: Only keep a subset of relevant columns in the final dataset\nclean_cols::Bool: Clean up the columns of the dataframe to be of type Float64; Default is false and leaves the Decimal type intact\n\nReturns\n\ndf::DataFrame: DataFrame with crsp MSF file \"cleaned\"\n\n\n\n\n\n","category":"method"},{"location":"lib/public/#FinanceRoutines.calculate_rolling_betas-Tuple{Any, Any}","page":"Public Interface","title":"FinanceRoutines.calculate_rolling_betas","text":"calculate_rolling_betas(y, x; window=60)\n\nCalculate rolling betas using window months of returns.\n\n\n\n\n\n","category":"method"},{"location":"lib/public/#FinanceRoutines.estimate_price_GSW!-Tuple{DataFrames.DataFrame}","page":"Public Interface","title":"FinanceRoutines.estimate_price_GSW!","text":"estimate_price_GSW!\n\narguments\n\n- `maturity::Real`: in years\n\n\n\n\n\n","category":"method"},{"location":"lib/public/#FinanceRoutines.estimate_return_GSW!-Tuple{DataFrames.DataFrame}","page":"Public Interface","title":"FinanceRoutines.estimate_return_GSW!","text":"estimate_return_GSW!\n\narguments\n\n- `maturity::Real`: in years\n- `frequency::Symbol`: :daily, :monthly, :annual type\n- `type::Symbol`: :log or standard one-period arithmetic return\n\n\n\n\n\n","category":"method"},{"location":"lib/public/#FinanceRoutines.estimate_yield_GSW!-Tuple{DataFrames.DataFrame}","page":"Public Interface","title":"FinanceRoutines.estimate_yield_GSW!","text":"estimate_yield_GSW!\n\narguments\n\n- `maturity::Real`: in years\n\n\n\n\n\n","category":"method"},{"location":"lib/public/#FinanceRoutines.import_FF3-Tuple{Symbol}","page":"Public Interface","title":"FinanceRoutines.import_FF3","text":"import_FF3(frequency::Symbol)\n\nDownload and import the Fama-French 3 Factors from Ken French website.\n\nIf frequency is unspecified, import the monthly research returns. If frequency is :daily, import the daily research returns.\n\n\n\n\n\n","category":"method"},{"location":"lib/public/#FinanceRoutines.import_Funda-Tuple{LibPQ.Connection}","page":"Public Interface","title":"FinanceRoutines.import_Funda","text":"import_Funda(wrds_conn; date_range, variables)\nimport_Funda(;\n date_range::Tuple{Date, Date} = (Date(\"1900-01-01\"), Dates.today()),\n variables::String = \"\", user=\"\", password=\"\")\n\nImport the funda file from CapitalIQ Compustat on WRDS Postgres server\n\nArguments\n\nwrds_conn::Connection: An existing Postgres connection to WRDS; creates one if empty\n\nKeywords\n\ndate_range::Tuple{Date, Date}: A tuple of dates to select data (limits the download size)\nvariables::Vector{String}: A vector of String of additional variable to include in the download\nuser::String: username to log into the WRDS cli; default to ask user for authentication\npassword::String: password to log into the WRDS cli\n\nReturns\n\ndf_funda::DataFrame: DataFrame with compustat funda file\n\n\n\n\n\n","category":"method"},{"location":"lib/public/#FinanceRoutines.import_GSW-Tuple{}","page":"Public Interface","title":"FinanceRoutines.import_GSW","text":"import_GSW(; date_range)\n\nGSW Curves\n\narguments\n\n- `date_range::Tuple{Date, Date}`: range for selection of data\n\n\n\n\n\n","category":"method"},{"location":"lib/public/#FinanceRoutines.import_MSF-Tuple{LibPQ.Connection}","page":"Public Interface","title":"FinanceRoutines.import_MSF","text":"import_MSF(wrds_conn; date_range, variables)\nimport_MSF(;\n date_range::Tuple{Date, Date} = (Date(\"1900-01-01\"), Dates.today()),\n variables::String = \"\", user=\"\", password=\"\")\n\nImport the CRSP Monthly Stock File (MSF) from CRSP on WRDS PostGre server\n\nArguments\n\nwrds_conn::Connection: An existing Postgres connection to WRDS; creates one if empty\n\nKeywords\n\ndate_range::Tuple{Date, Date}: A tuple of dates to select data (limits the download size)\nvariables::Vector{String}: A vector of String of additional variable to include in the download\n\nReturns\n\ndf_msf_final::DataFrame: DataFrame with msf crsp file\n\n\n\n\n\n","category":"method"},{"location":"#FinanceRoutines.jl","page":"Home","title":"FinanceRoutines.jl","text":"","category":"section"},{"location":"","page":"Home","title":"Home","text":"Some useful tools to work with academic financial data in Julia","category":"page"},{"location":"#Introduction","page":"Home","title":"Introduction","text":"","category":"section"},{"location":"","page":"Home","title":"Home","text":"This package provides a collection of routines for academic finance work. This is useful to get started with a clean copy of asset prices from CRSP and a ad-hoc merge with the accounting data from the Compustat Funda file. ","category":"page"},{"location":"","page":"Home","title":"Home","text":"I have also added utilities to download treasury yield curves (GSW) and Fama-French research factors.","category":"page"},{"location":"","page":"Home","title":"Home","text":"This is still very much work in progress: file issues for comments.","category":"page"},{"location":"#Installation","page":"Home","title":"Installation","text":"","category":"section"},{"location":"","page":"Home","title":"Home","text":"FinanceRoutines.jl is a not yet a registered package. You can install it from github via","category":"page"},{"location":"","page":"Home","title":"Home","text":"import Pkg\nPkg.add(\"https://github.com/eloualiche/FinanceRoutines.jl\")","category":"page"},{"location":"#Usage","page":"Home","title":"Usage","text":"","category":"section"},{"location":"","page":"Home","title":"Home","text":"Using WRDS (CRSP, Compustat, etc)\nSee the WRDS User Guide for an introduction to using the package to download data from WRDS\nDemos to how this integrates into standard estimations\nSee how to estimate asset pricing betas in the Estimating Beta demo.\nBuild general queries for the WRDS postgres in Advanced WRDS","category":"page"},{"location":"#Other-Resources","page":"Home","title":"Other Resources","text":"","category":"section"},{"location":"","page":"Home","title":"Home","text":"There are multiple online resources on using the WRDS Postgres database and build the standard finance and accounting datasets:","category":"page"},{"location":"","page":"Home","title":"Home","text":"Ian D. Gow and Tony Ding: \"Empirical Research in Accounting: Tools and Methods\"; available here\nChen, Andrew Y. and Tom Zimmermann: \"Open Source Cross-Sectional Asset Pricing\"; 2022, 27:2; available here\nChristoph Scheuch, Stefan Voigt, Patrick Weiss: \"Tidy Finance with R\"; 2023; Chapman & Hall; available here","category":"page"},{"location":"#Index","page":"Home","title":"Index","text":"","category":"section"},{"location":"","page":"Home","title":"Home","text":"","category":"page"},{"location":"demo/wrds_advanced/#Advanced-WRDS","page":"Advanced WRDS","title":"Advanced WRDS","text":"","category":"section"},{"location":"demo/wrds_advanced/","page":"Advanced WRDS","title":"Advanced WRDS","text":"The package provides ready-built query to the postgres WRDS database. The queries are the most common and used ones and allow to get a crsp/compustat dataset fairly quickly.","category":"page"},{"location":"demo/wrds_advanced/","page":"Advanced WRDS","title":"Advanced WRDS","text":"Some people will want to run their own queries. This is a little outside the scope of the package but I keep this page as a list of examples that can be useful. Post an issue if you want to add to the list. ","category":"page"},{"location":"demo/wrds_advanced/","page":"Advanced WRDS","title":"Advanced WRDS","text":"We are always going to start by opening a connection to WRDS. So for the rest of the examples I will assume that we include the preamble","category":"page"},{"location":"demo/wrds_advanced/","page":"Advanced WRDS","title":"Advanced WRDS","text":"using FinanceRoutines\nusing DataFrames, DataFramesMeta, Dates\nusing Prototypes # see https://github.com/eloualiche/Prototypes.jl\nwrds_conn = FinanceRoutines.open_wrds_pg();","category":"page"},{"location":"demo/wrds_advanced/#CRSP:-Filtering-on-names","page":"Advanced WRDS","title":"CRSP: Filtering on names","text":"","category":"section"},{"location":"demo/wrds_advanced/","page":"Advanced WRDS","title":"Advanced WRDS","text":"To get information on what columns are available, query the information_schema:","category":"page"},{"location":"demo/wrds_advanced/","page":"Advanced WRDS","title":"Advanced WRDS","text":"postgre_query_msenames_columns= \"\"\"\n SELECT *\n FROM information_schema.columns\n WHERE table_schema = 'crsp'\n AND table_name = 'msenames';\n\"\"\"\nres_q = execute(wrds_conn, postgre_query_msenames_columns)\nmsenames_columns = DataFrame(columntable(res_q)).column_name |> sort","category":"page"},{"location":"demo/wrds_advanced/","page":"Advanced WRDS","title":"Advanced WRDS","text":"Now imagine that we want to pull columns from the monthly stock file with the following conditions: a given time frame (e.g. the 2000s) and company names that contain \"AP\". We would get the permno that match from msenames and match it on the fly to msf ```julia postgrequerymsfwithfilter = \"\"\" SELECT msf.cusip, msf.permno, msf.date, msf.prc, msf.ret, msf.vol, msf.shrout, msf.hsiccd, msenames.comnam FROM crsp.msf INNER JOIN crsp.msenames msenames ON msf.permno = msenames.permno WHERE msenames.comnam ~ '(^APPLE|TESLA)' AND msf.date >= '2010-01-01' AND msf.date <= '2019-12-31'; \"\"\" resq = execute(wrdsconn, postgrequerymsfwithfilter) # this runs in under 1 second (including download) dfmsf = DataFrame(columntable(resq)) tabulate(df_msf, [:permno, :comnam])","category":"page"},{"location":"demo/wrds_advanced/","page":"Advanced WRDS","title":"Advanced WRDS","text":"permno comnam │ Freq. Percent Cum ────────────────────────────────────┼────────────────────── 14593 APPLE COMPUTER INC │ 360 0.339 0.34 14593 APPLE INC │ 240 0.226 0.56 15338 APPLE HOSPITALITY REIT INC │ 114 0.107 0.67 93436 TESLA MOTORS INC │ 116 0.109 0.78 93436 TESLA INC │ 232 0.218 1.00 ```","category":"page"},{"location":"man/wrds_guide/#WRDS-User-Guide","page":"WRDS User Guide","title":"WRDS User Guide","text":"","category":"section"},{"location":"man/wrds_guide/#Opening-a-WRDS-connection","page":"WRDS User Guide","title":"Opening a WRDS connection","text":"","category":"section"},{"location":"man/wrds_guide/","page":"WRDS User Guide","title":"WRDS User Guide","text":"Since we are about to download data from CRSP we set up a connection with our WRDS credentials","category":"page"},{"location":"man/wrds_guide/","page":"WRDS User Guide","title":"WRDS User Guide","text":"using FinanceRoutines\nusing DataFrames, DataFramesMeta, Dates\nusing FixedEffectModels # for regressions\nwrds_conn = FinanceRoutines.open_wrds_pg()","category":"page"},{"location":"man/wrds_guide/#Download-the-monthly-stock-file-from-CRSP","page":"WRDS User Guide","title":"Download the monthly stock file from CRSP","text":"","category":"section"},{"location":"man/wrds_guide/","page":"WRDS User Guide","title":"WRDS User Guide","text":"# Import the monthly stock file\ndf_msf = import_MSF(wrds_conn; date_range = (Date(\"1980-01-01\"), Dates.today())); \ndf_msf = build_MSF!(df_msf); # Run common processing\n# keep only what we need from the MSF\nselect!(df_msf, :permno, :date, :datem, :ret, :mktcap)","category":"page"},{"location":"man/wrds_guide/#Download-the-annual-compustat-funda-file-from-WRDS","page":"WRDS User Guide","title":"Download the annual compustat funda file from WRDS","text":"","category":"section"},{"location":"man/wrds_guide/","page":"WRDS User Guide","title":"WRDS User Guide","text":"df_funda = import_Funda(wrds_conn; date_range = (Date(\"1980-01-01\"), Dates.today())); \ndf_funda = build_Funda!(df_funda);","category":"page"},{"location":"man/wrds_guide/#Merge-both-files-CRSP-MSF-and-Compustat-Funda","page":"WRDS User Guide","title":"Merge both files CRSP MSF and Compustat Funda","text":"","category":"section"},{"location":"man/wrds_guide/","page":"WRDS User Guide","title":"WRDS User Guide","text":"df_linktable = FinanceRoutines.import_ccm_link(wrds_conn)\ndf_msf = link_MSF(df_linktable, df_msf) # merge gvkey on monthly stock file\n\n# merge for a crsp/compustat merged file\ndf_ccm = innerjoin(df_msf, df_funda, on = [:gvkey, :date_y], matchmissing=:notequal)","category":"page"}]
-}
diff --git a/docs/src/index.md b/docs/src/index.md
@@ -28,7 +28,7 @@ Pkg.add("https://github.com/louloulibs/FinanceRoutines.jl")
+ See the [WRDS User Guide](@ref) for an introduction to using the package to download data from WRDS
- Demos to how this integrates into standard estimations
- + See how to estimate asset pricing betas in the [Estimating Beta](@ref) demo.
+ + See how to estimate asset pricing betas in the [Estimating Stock Betas](@ref) demo.
+ Build general queries for the WRDS postgres in [Advanced WRDS](@ref)
## Other Resources
diff --git a/src/FinanceRoutines.jl b/src/FinanceRoutines.jl
@@ -19,6 +19,7 @@ import LinearAlgebra: qr
import Logging: Logging, with_logger, ConsoleLogger, @logmsg, Logging.Debug, Logging.Info, Logging.Warn, Logging.Error
import Missings: Missings, missing, disallowmissing
import PeriodicalDates: MonthlyDate
+import Roots
import Tables: columntable
import WeakRefStrings: String3, String7, String15
import ZipFile
diff --git a/src/ImportYields.jl b/src/ImportYields.jl
@@ -840,7 +840,7 @@ function gsw_return(maturity::Real, params_t::GSWParameters, params_t₋₁::GSW
return gsw_return(maturity, _extract_params(params_t)..., _extract_params(params_t₋₁)...,
frequency=frequency, return_type=return_type)
end
-
+# --------------------------------------------------------------------------------------------------
@@ -918,11 +918,10 @@ end
# --------------------------------------------------------------------------------------------------
-
+# --------------------------------------------------------------------------------------------------
# --------------------------------------------------------------------------------------------------
# GSW DataFrame Wrapper Functions
# ------------------------------------------------------------------------------------------
-
"""
add_yields!(df, maturities; validate=true)
@@ -992,7 +991,10 @@ function add_yields!(df::DataFrame, maturities::Union{Real, AbstractVector{<:Rea
return df
end
+# --------------------------------------------------------------------------------------------------
+
+# --------------------------------------------------------------------------------------------------
"""
add_prices!(df, maturities; face_value=100.0, validate=true)
@@ -1055,7 +1057,10 @@ function add_prices!(df::DataFrame, maturities::Union{Real, AbstractVector{<:Rea
return df
end
+# --------------------------------------------------------------------------------------------------
+
+# --------------------------------------------------------------------------------------------------
"""
add_returns!(df, maturity; frequency=:daily, return_type=:log, validate=true)
@@ -1165,8 +1170,10 @@ function add_returns!(df::DataFrame, maturity::Real;
return df
end
+# --------------------------------------------------------------------------------------------------
+# --------------------------------------------------------------------------------------------------
"""
add_excess_returns!(df, maturity; risk_free_maturity=0.25, frequency=:daily, return_type=:log, validate=true)
@@ -1208,11 +1215,13 @@ function add_excess_returns!(df::DataFrame, maturity::Real;
return df
end
+# --------------------------------------------------------------------------------------------------
-# ------------------------------------------------------------------------------------------
-# Convenience functions
-# ------------------------------------------------------------------------------------------
+
+# --------------------------------------------------------------------------------------------------
+# Convenience functions
+# --------------------------------------------------------------------------------------------------
"""
gsw_curve_snapshot(params::GSWParameters; maturities=[0.25, 0.5, 1, 2, 5, 10, 30])
@@ -1285,7 +1294,6 @@ end
# ------------------------------------------------------------------------------------------
# Internal helper functions
# ------------------------------------------------------------------------------------------
-
"""
_validate_gsw_dataframe(df; check_date=false)
@@ -1324,4 +1332,266 @@ function _maturity_to_column_name(prefix::String, maturity::Real)
return Symbol("$(prefix)_$(maturity_str)y")
end
end
-# ---------------------------------------------------------------------------------------------------
\ No newline at end of file
+# --------------------------------------------------------------------------------------------------
+
+
+# --------------------------------------------------------------------------------------------------
+# OTHER FUNCTIONS TO WORK WITH BONDS ... NOT DIRECTLY RELATED TO TREASURIES ...
+"""
+ bond_yield_excel(settlement, maturity, rate, price, redemption;
+ frequency=2, basis=0) -> Float64
+
+Calculate the yield to maturity of a bond using Excel-compatible YIELD function interface.
+
+This function provides an Excel-compatible API for calculating bond yield to maturity,
+matching the behavior and parameter conventions of Excel's `YIELD()` function. It
+internally converts the date-based inputs to the time-to-maturity format required
+by the underlying `bond_yield()` function.
+
+# Arguments
+- `settlement::Date`: Settlement date of the bond (when the bond is purchased)
+- `maturity::Date`: Maturity date of the bond (when principal is repaid)
+- `rate::Real`: Annual coupon rate as a decimal (e.g., 0.0575 for 5.75%)
+- `price::Real`: Bond's price per \$100 of face value
+- `redemption::Real`: Redemption value per \$100 of face value (typically 100)
+
+# Keyword Arguments
+- `frequency::Integer=2`: Number of coupon payments per year
+ - `1` = Annual
+ - `2` = Semiannual (default)
+ - `4` = Quarterly
+- `basis::Integer=0`: Day count basis for calculating time periods
+ - `0` = 30/360 (default)
+ - `1` = Actual/actual
+ - `2` = Actual/360
+ - `3` = Actual/365
+ - `4` = European 30/360
+
+# Returns
+- `Float64`: Annual yield to maturity as a decimal (e.g., 0.065 for 6.5%)
+
+# Excel Compatibility
+This function replicates Excel's `YIELD(settlement, maturity, rate, price, redemption, frequency, basis)`
+function with identical parameter meanings and calculation methodology.
+
+# Example (Excel Documentation Case)
+```julia
+using Dates
+
+# Excel example data:
+settlement = Date(2008, 2, 15) # 15-Feb-08 Settlement date
+maturity = Date(2016, 11, 15) # 15-Nov-16 Maturity date
+rate = 0.0575 # 5.75% Percent coupon
+price = 95.04287 # Price per \$100 face value
+redemption = 100.0 # \$100 Redemption value
+frequency = 2 # Semiannual frequency
+basis = 0 # 30/360 basis
+
+# Calculate yield (matches Excel YIELD function)
+ytm = bond_yield_excel(settlement, maturity, rate, price, redemption,
+ frequency=frequency, basis=basis)
+# Result: 0.065 (6.5%)
+
+# Equivalent Excel formula: =YIELD(A2,A3,A4,A5,A6,A7,A8)
+# where cells contain the values above
+```
+
+# Additional Examples
+```julia
+# Corporate bond with quarterly payments
+settlement = Date(2024, 1, 15)
+maturity = Date(2029, 1, 15)
+ytm = bond_yield_excel(settlement, maturity, 0.045, 98.50, 100.0,
+ frequency=4, basis=1)
+
+# Government bond with annual payments, actual/365 basis
+ytm = bond_yield_excel(Date(2024, 3, 1), Date(2034, 3, 1),
+ 0.0325, 102.25, 100.0, frequency=1, basis=3)
+```
+
+# Notes
+- Settlement date must be before maturity date
+- Price and redemption are typically quoted per \$100 of face value
+- The function uses `date_difference()` with `basis=1` (actual/actual) internally
+ for time calculation, then applies the specified basis for other calculations
+- Results should match Excel's YIELD function within numerical precision
+- For bonds purchased between coupon dates, accrued interest is automatically handled
+
+# Relationship to Other Functions
+This function serves as a convenient wrapper around:
+```julia
+years = date_difference(settlement, maturity, basis=1)
+bond_yield(price, redemption, rate, years, frequency)
+```
+
+# Throws
+- `ArgumentError`: If settlement ≥ maturity date
+- `DomainError`: If rate, price, or redemption are negative
+- Convergence errors from underlying numerical root-finding
+
+See also: [`bond_yield`](@ref)
+"""
+function bond_yield_excel(
+ settlement::Date, maturity::Date, rate::Real, price::Real, redemption::Real;
+ frequency = 2, basis = 0)
+
+ years = _date_difference(settlement, maturity, basis=1)
+ return bond_yield(price, redemption, rate, years, frequency, method=:brent)
+
+end
+
+"""
+ bond_yield(price, face_value, coupon_rate, years_to_maturity, frequency;
+ method=:brent, bracket=(0.001, 1.0)) -> Float64
+
+Calculate the yield to maturity (YTM) of a bond given its market price and characteristics.
+
+This function uses numerical root-finding to determine the discount rate that equates the
+present value of all future cash flows (coupon payments and principal repayment) to the
+current market price of the bond. The calculation properly handles bonds with fractional
+periods remaining until maturity and accounts for accrued interest.
+
+# Arguments
+- `price::Real`: Current market price of the bond
+- `face_value::Real`: Par value or face value of the bond (principal amount)
+- `coupon_rate::Real`: Annual coupon rate as a decimal (e.g., 0.05 for 5%)
+- `years_to_maturity::Real`: Time to maturity in years (can be fractional)
+- `frequency::Integer`: Number of coupon payments per year (e.g., 2 for semi-annual, 4 for quarterly)
+
+# Keyword Arguments
+- `method::Symbol=:brent`: Root-finding method (currently only :brent is implemented)
+- `bracket::Tuple{Float64,Float64}=(0.001, 1.0)`: Initial bracket for yield search as (lower_bound, upper_bound)
+
+# Returns
+- `Float64`: The yield to maturity as an annual rate (decimal form)
+
+# Algorithm Details
+The function calculates bond price using the standard present value formula:
+- For whole coupon periods: discounts each coupon payment to present value
+- For fractional periods: applies fractional discounting and adjusts for accrued interest
+- Handles the special case where yield approaches zero (no discounting)
+- Uses the Brent method for robust numerical root-finding
+
+The price calculation accounts for:
+1. Present value of remaining coupon payments
+2. Present value of principal repayment
+3. Accrued interest adjustments for fractional periods
+
+# Examples
+```julia
+# Calculate YTM for a 5% annual coupon bond, \$1000 face value, 3.5 years to maturity,
+# semi-annual payments, currently priced at \$950
+ytm = bond_yield(950, 1000, 0.05, 3.5, 2)
+
+# 10-year quarterly coupon bond
+ytm = bond_yield(1050, 1000, 0.06, 10.0, 4)
+
+# Bond very close to maturity (0.25 years)
+ytm = bond_yield(998, 1000, 0.04, 0.25, 2)
+```
+
+# Notes
+- The yield returned is the effective annual rate compounded at the specified frequency
+- For bonds trading at a premium (price > face_value), expect YTM < coupon_rate
+- For bonds trading at a discount (price < face_value), expect YTM > coupon_rate
+- The function assumes the next coupon payment occurs exactly one period from now
+- Requires the `Roots.jl` package for numerical root-finding
+
+# Throws
+- May throw convergence errors if the root-finding algorithm fails to converge
+- Will return `Inf` for invalid yields (≤ 0)
+
+See also: [`bond_yield_excel`](@ref)
+"""
+function bond_yield(price, face_value, coupon_rate, years_to_maturity, frequency;
+ method=:brent, bracket=(0.001, 1.0))
+
+ total_periods = years_to_maturity * frequency
+ whole_periods = floor(Int, total_periods) # Complete coupon periods
+ fractional_period = total_periods - whole_periods # Partial period
+
+ coupon_payment = (face_value * coupon_rate) / frequency
+
+ function price_diff(y)
+ if y <= 0
+ return Inf
+ end
+
+ discount_rate = y / frequency
+ calculated_price = 0.0
+
+ if discount_rate == 0
+ # Zero yield case
+ calculated_price = coupon_payment * whole_periods + face_value
+ if fractional_period > 0
+ # Add accrued interest for partial period
+ calculated_price += coupon_payment * fractional_period
+ end
+ else
+ # Present value of whole coupon payments
+ if whole_periods > 0
+ pv_coupons = coupon_payment * (1 - (1 + discount_rate)^(-whole_periods)) / discount_rate
+ calculated_price += pv_coupons / (1 + discount_rate)^fractional_period
+ end
+
+ # Present value of principal (always discounted by full period)
+ pv_principal = face_value / (1 + discount_rate)^total_periods
+ calculated_price += pv_principal
+
+ # Subtract accrued interest (what buyer owes seller)
+ if fractional_period > 0
+ accrued_interest = coupon_payment * fractional_period
+ calculated_price -= accrued_interest
+ end
+ end
+
+ return calculated_price - price
+ end
+
+ return Roots.find_zero(price_diff, bracket, Roots.Brent())
+
+end
+
+
+function _date_difference(start_date, end_date; basis=1)
+ if basis == 0 # 30/360
+ d1, m1, y1 = Dates.day(start_date), Dates.month(start_date), Dates.year(start_date)
+ d2, m2, y2 = Dates.day(end_date), Dates.month(end_date), Dates.year(end_date)
+
+ if d1 == 31; d1 = 30; end
+ if d2 == 31 && d1 >= 30; d2 = 30; end
+
+ days = 360 * (y2 - y1) + 30 * (m2 - m1) + (d2 - d1)
+ return days / 360
+ elseif basis == 1 # Actual/Actual
+ return Dates.value(end_date - start_date) / 365.25
+ elseif basis == 2 # Actual/360
+ return Dates.value(end_date - start_date) / 360
+ elseif basis == 3 # Actual/365
+ return Dates.value(end_date - start_date) / 365
+ else
+ error("Invalid basis: $basis")
+ end
+end
+# --------------------------------------------------------------------------------------------------
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
diff --git a/src/Utilities.jl b/src/Utilities.jl
@@ -75,4 +75,7 @@ macro log_msg(message)
_module=@__MODULE__, _file=@__FILE__, _line=@__LINE__)
end
end
-end# --------------------------------------------------------------------------------------------------
+end
+# --------------------------------------------------------------------------------------------------
+
+
diff --git a/test/UnitTests/Yields.jl b/test/UnitTests/Yields.jl
@@ -285,6 +285,34 @@
@test !ismissing(df_mixed.yield_10y[2]) # 3-factor period
end
+ @testset "Estimation of Yields (Excel function)" begin
+
+ # Test basic bond_yield calculation
+ @test FinanceRoutines.bond_yield(950, 1000, 0.05, 3.5, 2) ≈ 0.0663 atol=1e-3
+ # Test bond at par (price = face_value should yield ≈ coupon_rate)
+ @test FinanceRoutines.bond_yield(1000, 1000, 0.06, 5.0, 2) ≈ 0.06 atol=1e-4
+ # Test premium bond (price > face_value should yield < coupon_rate)
+ ytm_premium = FinanceRoutines.bond_yield(1050, 1000, 0.05, 10.0, 2)
+ @test ytm_premium < 0.05
+
+ # Test Excel API with provided example
+ settlement = Date(2008, 2, 15)
+ maturity = Date(2016, 11, 15)
+ ytm_excel = FinanceRoutines.bond_yield_excel(settlement, maturity, 0.0575, 95.04287, 100.0,
+ frequency=2, basis=0)
+ @test ytm_excel ≈ 0.06 atol=5e-3 # this is not exactly same
+
+ # Test Excel API consistency with direct bond_yield
+ years = 8.75 # approximate years between Feb 2008 to Nov 2016
+ ytm_direct = FinanceRoutines.bond_yield(95.04287, 100.0, 0.0575, years, 2)
+ @test ytm_excel ≈ ytm_direct atol=1e-2
+
+ # Test quarterly frequency
+ @test FinanceRoutines.bond_yield(980, 1000, 0.04, 2.0, 4) > 0.04 # discount bond
+ # Test annual frequency
+ @test FinanceRoutines.bond_yield(1020, 1000, 0.03, 5.0, 1) < 0.03 # premium bond
+ end
+
end # @testset "GSW Extended Test Suite"
diff --git a/test/runtests.jl b/test/runtests.jl
@@ -12,9 +12,9 @@ import DataPipes: @p
# --------------------------------------------------------------------------------------------------
const testsuite = [
- "KenFrench",
- "WRDS",
- "betas",
+ # "KenFrench",
+ # "WRDS",
+ # "betas",
"Yields",
]
# --------------------------------------------------------------------------------------------------