diff --git a/.gitignore b/.gitignore index a44136e..fc2b820 100644 --- a/.gitignore +++ b/.gitignore @@ -1,3 +1,3 @@ -/.quarto/ -.Rproj.user +/.quarto/ +.Rproj.user /_site/ \ No newline at end of file diff --git a/_quarto.yml b/_quarto.yml index ff85940..d9ad763 100644 --- a/_quarto.yml +++ b/_quarto.yml @@ -4,7 +4,7 @@ project: website: title: "High Leverage Data Points" - description: "Random things I've found interesting" + description: "My public journey through life and data science" page-footer: center: The views expressed in this blog are those of the author and do not necessarily reflect the official policy or position of the Air Force, the Department of Defense, or the U.S. Government. navbar: @@ -18,8 +18,7 @@ website: format: html: - theme: cosmo - css: styles.css + theme: theme.scss diff --git a/about.qmd b/about.qmd index f504894..dfab143 100644 --- a/about.qmd +++ b/about.qmd @@ -1,18 +1,18 @@ ---- -title: "About" -image: me.png -about: - template: jolla - links: - - icon: github - text: Github - href: https://github.com/joeycouse - - icon: linkedin - text: LinkedIn - href: https://www.linkedin.com/in/joshua-couse - ---- - -Hello I'm currently serving as an Operations Research Analyst in the US Air Force. I'm passionate about about data science, guitar, and old cars. I am a contributor to a variety of `tidymodels` packages, and author of my personal R package [cousepkg](https://github.com/joeycouse/cousepkg). - +--- +title: "About" +image: me.png +about: + template: jolla + links: + - icon: github + text: Github + href: https://github.com/joeycouse + - icon: linkedin + text: LinkedIn + href: https://www.linkedin.com/in/joshua-couse + +--- + +Hello I'm currently serving as an Operations Research Analyst in the US Air Force. I'm passionate about about data science, guitar, and old cars. I am a contributor to a variety of `tidymodels` packages, and author of my personal R package [cousepkg](https://github.com/joeycouse/cousepkg). + I'm a '19 Distinguish Graduate of the US Air Force Academy and '20 Graduate of MIT. \ No newline at end of file diff --git a/docs/about.html b/docs/about.html index f28056f..9f00135 100644 --- a/docs/about.html +++ b/docs/about.html @@ -2,7 +2,7 @@ - + @@ -11,10 +11,15 @@ @@ -40,6 +45,12 @@ "panel-placement": "end", "type": "overlay", "limit": 20, + "keyboard-shortcut": [ + "f", + "/", + "s" + ], + "show-item-context": false, "language": { "search-no-results-text": "No results", "search-matching-documents-text": "matching documents", @@ -49,12 +60,12 @@ "search-more-matches-text": "more matches in this document", "search-clear-button-title": "Clear", "search-detached-cancel-button-title": "Cancel", - "search-submit-button-title": "Submit" + "search-submit-button-title": "Submit", + "search-label": "Search" } } - @@ -63,30 +74,35 @@
@@ -113,11 +129,11 @@

About

- + Github - + LinkedIn @@ -144,9 +160,23 @@

About

} } toggleBodyColorPrimary(); + const isCodeAnnotation = (el) => { + for (const clz of el.classList) { + if (clz.startsWith('code-annotation-')) { + return true; + } + } + return false; + } const clipboard = new window.ClipboardJS('.code-copy-button', { - target: function(trigger) { - return trigger.previousElementSibling; + text: function(trigger) { + const codeEl = trigger.previousElementSibling.cloneNode(true); + for (const childEl of codeEl.children) { + if (isCodeAnnotation(childEl)) { + childEl.remove(); + } + } + return codeEl.innerText; } }); clipboard.on('success', function(e) { @@ -158,17 +188,33 @@

About

button.classList.add('code-copy-button-checked'); var currentTitle = button.getAttribute("title"); button.setAttribute("title", "Copied!"); + let tooltip; + if (window.bootstrap) { + button.setAttribute("data-bs-toggle", "tooltip"); + button.setAttribute("data-bs-placement", "left"); + button.setAttribute("data-bs-title", "Copied!"); + tooltip = new bootstrap.Tooltip(button, + { trigger: "manual", + customClass: "code-copy-button-tooltip", + offset: [0, -8]}); + tooltip.show(); + } setTimeout(function() { + if (tooltip) { + tooltip.hide(); + button.removeAttribute("data-bs-title"); + button.removeAttribute("data-bs-toggle"); + button.removeAttribute("data-bs-placement"); + } button.setAttribute("title", currentTitle); button.classList.remove('code-copy-button-checked'); }, 1000); // clear code selection e.clearSelection(); }); - function tippyHover(el, contentFn) { + function tippyHover(el, contentFn, onTriggerFn, onUntriggerFn) { const config = { allowHTML: true, - content: contentFn, maxWidth: 500, delay: 100, arrow: false, @@ -178,49 +224,321 @@

About

interactive: true, interactiveBorder: 10, theme: 'quarto', - placement: 'bottom-start' + placement: 'bottom-start', }; + if (contentFn) { + config.content = contentFn; + } + if (onTriggerFn) { + config.onTrigger = onTriggerFn; + } + if (onUntriggerFn) { + config.onUntrigger = onUntriggerFn; + } window.tippy(el, config); } const noterefs = window.document.querySelectorAll('a[role="doc-noteref"]'); for (var i=0; i { + // Strip column container classes + const stripColumnClz = (el) => { + el.classList.remove("page-full", "page-columns"); + if (el.children) { + for (const child of el.children) { + stripColumnClz(child); + } + } + } + stripColumnClz(note) + const typesetMath = (el) => { + if (window.MathJax) { + // MathJax Typeset + window.MathJax.typeset([el]); + } else if (window.katex) { + // KaTeX Render + var mathElements = el.getElementsByClassName("math"); + var macros = []; + for (var i = 0; i < mathElements.length; i++) { + var texText = mathElements[i].firstChild; + if (mathElements[i].tagName == "SPAN") { + window.katex.render(texText.data, mathElements[i], { + displayMode: mathElements[i].classList.contains('display'), + throwOnError: false, + macros: macros, + fleqn: false + }); + } + } + } + } + if (id === null || id.startsWith('sec-')) { + // Special case sections, only their first couple elements + const container = document.createElement("div"); + if (note.children && note.children.length > 2) { + for (let i = 0; i < 2; i++) { + container.appendChild(note.children[i].cloneNode(true)); + } + typesetMath(container); + return container.innerHTML + } else { + typesetMath(note); + return note.innerHTML; + } + } else { + // Remove any anchor links if they are present + const anchorLink = note.querySelector('a.anchorjs-link'); + if (anchorLink) { + anchorLink.remove(); + } + typesetMath(note); + return note.innerHTML; + } + } + for (var i=0; i res.text()) + .then(html => { + const parser = new DOMParser(); + const htmlDoc = parser.parseFromString(html, "text/html"); + const note = htmlDoc.getElementById(id); + if (note !== null) { + const html = processXRef(id, note); + instance.setContent(html); + } + }).finally(() => { + instance.enable(); + instance.show(); + }); + } + } else { + // See if we can fetch a full url (with no hash to target) + // This is a special case and we should probably do some content thinning / targeting + fetch(url) + .then(res => res.text()) + .then(html => { + const parser = new DOMParser(); + const htmlDoc = parser.parseFromString(html, "text/html"); + const note = htmlDoc.querySelector('main.content'); + if (note !== null) { + // This should only happen for chapter cross references + // (since there is no id in the URL) + // remove the first header + if (note.children.length > 0 && note.children[0].tagName === "HEADER") { + note.children[0].remove(); + } + const html = processXRef(null, note); + instance.setContent(html); + } + }).finally(() => { + instance.enable(); + instance.show(); + }); + } + }, function(instance) { + }); + } + let selectedAnnoteEl; + const selectorForAnnotation = ( cell, annotation) => { + let cellAttr = 'data-code-cell="' + cell + '"'; + let lineAttr = 'data-code-annotation="' + annotation + '"'; + const selector = 'span[' + cellAttr + '][' + lineAttr + ']'; + return selector; + } + const selectCodeLines = (annoteEl) => { + const doc = window.document; + const targetCell = annoteEl.getAttribute("data-target-cell"); + const targetAnnotation = annoteEl.getAttribute("data-target-annotation"); + const annoteSpan = window.document.querySelector(selectorForAnnotation(targetCell, targetAnnotation)); + const lines = annoteSpan.getAttribute("data-code-lines").split(","); + const lineIds = lines.map((line) => { + return targetCell + "-" + line; + }) + let top = null; + let height = null; + let parent = null; + if (lineIds.length > 0) { + //compute the position of the single el (top and bottom and make a div) + const el = window.document.getElementById(lineIds[0]); + top = el.offsetTop; + height = el.offsetHeight; + parent = el.parentElement.parentElement; + if (lineIds.length > 1) { + const lastEl = window.document.getElementById(lineIds[lineIds.length - 1]); + const bottom = lastEl.offsetTop + lastEl.offsetHeight; + height = bottom - top; + } + if (top !== null && height !== null && parent !== null) { + // cook up a div (if necessary) and position it + let div = window.document.getElementById("code-annotation-line-highlight"); + if (div === null) { + div = window.document.createElement("div"); + div.setAttribute("id", "code-annotation-line-highlight"); + div.style.position = 'absolute'; + parent.appendChild(div); + } + div.style.top = top - 2 + "px"; + div.style.height = height + 4 + "px"; + div.style.left = 0; + let gutterDiv = window.document.getElementById("code-annotation-line-highlight-gutter"); + if (gutterDiv === null) { + gutterDiv = window.document.createElement("div"); + gutterDiv.setAttribute("id", "code-annotation-line-highlight-gutter"); + gutterDiv.style.position = 'absolute'; + const codeCell = window.document.getElementById(targetCell); + const gutter = codeCell.querySelector('.code-annotation-gutter'); + gutter.appendChild(gutterDiv); + } + gutterDiv.style.top = top - 2 + "px"; + gutterDiv.style.height = height + 4 + "px"; + } + selectedAnnoteEl = annoteEl; + } + }; + const unselectCodeLines = () => { + const elementsIds = ["code-annotation-line-highlight", "code-annotation-line-highlight-gutter"]; + elementsIds.forEach((elId) => { + const div = window.document.getElementById(elId); + if (div) { + div.remove(); + } + }); + selectedAnnoteEl = undefined; + }; + // Handle positioning of the toggle + window.addEventListener( + "resize", + throttle(() => { + elRect = undefined; + if (selectedAnnoteEl) { + selectCodeLines(selectedAnnoteEl); + } + }, 10) + ); + function throttle(fn, ms) { + let throttle = false; + let timer; + return (...args) => { + if(!throttle) { // first call gets through + fn.apply(this, args); + throttle = true; + } else { // all the others get throttled + if(timer) clearTimeout(timer); // cancel #2 + timer = setTimeout(() => { + fn.apply(this, args); + timer = throttle = false; + }, ms); + } + }; + } + // Attach click handler to the DT + const annoteDls = window.document.querySelectorAll('dt[data-target-cell]'); + for (const annoteDlNode of annoteDls) { + annoteDlNode.addEventListener('click', (event) => { + const clickedEl = event.target; + if (clickedEl !== selectedAnnoteEl) { + unselectCodeLines(); + const activeEl = window.document.querySelector('dt[data-target-cell].code-annotation-active'); + if (activeEl) { + activeEl.classList.remove('code-annotation-active'); + } + selectCodeLines(clickedEl); + clickedEl.classList.add('code-annotation-active'); + } else { + // Unselect the line + unselectCodeLines(); + clickedEl.classList.remove('code-annotation-active'); + } + }); + } + const findCites = (el) => { + const parentEl = el.parentElement; + if (parentEl) { + const cites = parentEl.dataset.cites; + if (cites) { + return { + el, + cites: cites.split(' ') + }; + } else { + return findCites(el.parentElement) + } + } else { + return undefined; + } + }; var bibliorefs = window.document.querySelectorAll('a[role="doc-biblioref"]'); for (var i=0; i
-
The views expressed in this blog are those of the author and do not necessarily reflect the official policy or position of the Air Force, the Department of Defense, or the U.S. Government.
+
+   +
+
+

The views expressed in this blog are those of the author and do not necessarily reflect the official policy or position of the Air Force, the Department of Defense, or the U.S. Government.

+
+
+   +
+ \ No newline at end of file diff --git a/docs/index.html b/docs/index.html index e3a72f9..c5d5aaf 100644 --- a/docs/index.html +++ b/docs/index.html @@ -2,7 +2,7 @@ - + @@ -11,10 +11,15 @@ @@ -43,6 +48,12 @@ "panel-placement": "end", "type": "overlay", "limit": 20, + "keyboard-shortcut": [ + "f", + "/", + "s" + ], + "show-item-context": false, "language": { "search-no-results-text": "No results", "search-matching-documents-text": "matching documents", @@ -52,7 +63,8 @@ "search-more-matches-text": "more matches in this document", "search-clear-button-title": "Clear", "search-detached-cancel-button-title": "Cancel", - "search-submit-button-title": "Submit" + "search-submit-button-title": "Submit", + "search-label": "Search" } } + - @@ -96,30 +108,35 @@
@@ -132,9 +149,10 @@

Posts

-
+
+
@@ -144,7 +162,7 @@

Posts

+
Categories
All (3)
news (1)
opinion (2)
@@ -155,14 +173,54 @@
Categories
-
+
-

+

+

+

- +

+

+My Experience as an AF Data-Scientist –
Part One: Software, Infrastructure, and Data +

+
+ +
+ +
+
+opinion +
+
+

+
+

A JMO’s unsolicited opinion and experience as a young technical officer in the enormous labyrinth of the military-industrial complex

+
+ +
+
+ +
+Dec 7, 2023 +
+
+Joey Couse +
+ +
+
+
+
+

+

+

+
+
+

Opinion: The Data Hierarchy of Needs in the AF

@@ -175,7 +233,7 @@

opinion

- +

Why we should start counting things before we try to predict them

@@ -192,12 +250,14 @@

-
+
-

+

+

+

- +

Welcome To My Blog

@@ -210,7 +270,7 @@

news

- +

My first blog post

@@ -259,9 +319,23 @@

icon: icon }; anchorJS.add('.anchored'); + const isCodeAnnotation = (el) => { + for (const clz of el.classList) { + if (clz.startsWith('code-annotation-')) { + return true; + } + } + return false; + } const clipboard = new window.ClipboardJS('.code-copy-button', { - target: function(trigger) { - return trigger.previousElementSibling; + text: function(trigger) { + const codeEl = trigger.previousElementSibling.cloneNode(true); + for (const childEl of codeEl.children) { + if (isCodeAnnotation(childEl)) { + childEl.remove(); + } + } + return codeEl.innerText; } }); clipboard.on('success', function(e) { @@ -273,17 +347,33 @@

button.classList.add('code-copy-button-checked'); var currentTitle = button.getAttribute("title"); button.setAttribute("title", "Copied!"); + let tooltip; + if (window.bootstrap) { + button.setAttribute("data-bs-toggle", "tooltip"); + button.setAttribute("data-bs-placement", "left"); + button.setAttribute("data-bs-title", "Copied!"); + tooltip = new bootstrap.Tooltip(button, + { trigger: "manual", + customClass: "code-copy-button-tooltip", + offset: [0, -8]}); + tooltip.show(); + } setTimeout(function() { + if (tooltip) { + tooltip.hide(); + button.removeAttribute("data-bs-title"); + button.removeAttribute("data-bs-toggle"); + button.removeAttribute("data-bs-placement"); + } button.setAttribute("title", currentTitle); button.classList.remove('code-copy-button-checked'); }, 1000); // clear code selection e.clearSelection(); }); - function tippyHover(el, contentFn) { + function tippyHover(el, contentFn, onTriggerFn, onUntriggerFn) { const config = { allowHTML: true, - content: contentFn, maxWidth: 500, delay: 100, arrow: false, @@ -293,49 +383,321 @@

interactive: true, interactiveBorder: 10, theme: 'quarto', - placement: 'bottom-start' + placement: 'bottom-start', }; + if (contentFn) { + config.content = contentFn; + } + if (onTriggerFn) { + config.onTrigger = onTriggerFn; + } + if (onUntriggerFn) { + config.onUntrigger = onUntriggerFn; + } window.tippy(el, config); } const noterefs = window.document.querySelectorAll('a[role="doc-noteref"]'); for (var i=0; i { + // Strip column container classes + const stripColumnClz = (el) => { + el.classList.remove("page-full", "page-columns"); + if (el.children) { + for (const child of el.children) { + stripColumnClz(child); + } + } + } + stripColumnClz(note) + const typesetMath = (el) => { + if (window.MathJax) { + // MathJax Typeset + window.MathJax.typeset([el]); + } else if (window.katex) { + // KaTeX Render + var mathElements = el.getElementsByClassName("math"); + var macros = []; + for (var i = 0; i < mathElements.length; i++) { + var texText = mathElements[i].firstChild; + if (mathElements[i].tagName == "SPAN") { + window.katex.render(texText.data, mathElements[i], { + displayMode: mathElements[i].classList.contains('display'), + throwOnError: false, + macros: macros, + fleqn: false + }); + } + } + } + } + if (id === null || id.startsWith('sec-')) { + // Special case sections, only their first couple elements + const container = document.createElement("div"); + if (note.children && note.children.length > 2) { + for (let i = 0; i < 2; i++) { + container.appendChild(note.children[i].cloneNode(true)); + } + typesetMath(container); + return container.innerHTML + } else { + typesetMath(note); + return note.innerHTML; + } + } else { + // Remove any anchor links if they are present + const anchorLink = note.querySelector('a.anchorjs-link'); + if (anchorLink) { + anchorLink.remove(); + } + typesetMath(note); + return note.innerHTML; + } + } + for (var i=0; i res.text()) + .then(html => { + const parser = new DOMParser(); + const htmlDoc = parser.parseFromString(html, "text/html"); + const note = htmlDoc.getElementById(id); + if (note !== null) { + const html = processXRef(id, note); + instance.setContent(html); + } + }).finally(() => { + instance.enable(); + instance.show(); + }); + } + } else { + // See if we can fetch a full url (with no hash to target) + // This is a special case and we should probably do some content thinning / targeting + fetch(url) + .then(res => res.text()) + .then(html => { + const parser = new DOMParser(); + const htmlDoc = parser.parseFromString(html, "text/html"); + const note = htmlDoc.querySelector('main.content'); + if (note !== null) { + // This should only happen for chapter cross references + // (since there is no id in the URL) + // remove the first header + if (note.children.length > 0 && note.children[0].tagName === "HEADER") { + note.children[0].remove(); + } + const html = processXRef(null, note); + instance.setContent(html); + } + }).finally(() => { + instance.enable(); + instance.show(); + }); + } + }, function(instance) { + }); + } + let selectedAnnoteEl; + const selectorForAnnotation = ( cell, annotation) => { + let cellAttr = 'data-code-cell="' + cell + '"'; + let lineAttr = 'data-code-annotation="' + annotation + '"'; + const selector = 'span[' + cellAttr + '][' + lineAttr + ']'; + return selector; + } + const selectCodeLines = (annoteEl) => { + const doc = window.document; + const targetCell = annoteEl.getAttribute("data-target-cell"); + const targetAnnotation = annoteEl.getAttribute("data-target-annotation"); + const annoteSpan = window.document.querySelector(selectorForAnnotation(targetCell, targetAnnotation)); + const lines = annoteSpan.getAttribute("data-code-lines").split(","); + const lineIds = lines.map((line) => { + return targetCell + "-" + line; + }) + let top = null; + let height = null; + let parent = null; + if (lineIds.length > 0) { + //compute the position of the single el (top and bottom and make a div) + const el = window.document.getElementById(lineIds[0]); + top = el.offsetTop; + height = el.offsetHeight; + parent = el.parentElement.parentElement; + if (lineIds.length > 1) { + const lastEl = window.document.getElementById(lineIds[lineIds.length - 1]); + const bottom = lastEl.offsetTop + lastEl.offsetHeight; + height = bottom - top; + } + if (top !== null && height !== null && parent !== null) { + // cook up a div (if necessary) and position it + let div = window.document.getElementById("code-annotation-line-highlight"); + if (div === null) { + div = window.document.createElement("div"); + div.setAttribute("id", "code-annotation-line-highlight"); + div.style.position = 'absolute'; + parent.appendChild(div); + } + div.style.top = top - 2 + "px"; + div.style.height = height + 4 + "px"; + div.style.left = 0; + let gutterDiv = window.document.getElementById("code-annotation-line-highlight-gutter"); + if (gutterDiv === null) { + gutterDiv = window.document.createElement("div"); + gutterDiv.setAttribute("id", "code-annotation-line-highlight-gutter"); + gutterDiv.style.position = 'absolute'; + const codeCell = window.document.getElementById(targetCell); + const gutter = codeCell.querySelector('.code-annotation-gutter'); + gutter.appendChild(gutterDiv); + } + gutterDiv.style.top = top - 2 + "px"; + gutterDiv.style.height = height + 4 + "px"; + } + selectedAnnoteEl = annoteEl; + } + }; + const unselectCodeLines = () => { + const elementsIds = ["code-annotation-line-highlight", "code-annotation-line-highlight-gutter"]; + elementsIds.forEach((elId) => { + const div = window.document.getElementById(elId); + if (div) { + div.remove(); + } + }); + selectedAnnoteEl = undefined; + }; + // Handle positioning of the toggle + window.addEventListener( + "resize", + throttle(() => { + elRect = undefined; + if (selectedAnnoteEl) { + selectCodeLines(selectedAnnoteEl); + } + }, 10) + ); + function throttle(fn, ms) { + let throttle = false; + let timer; + return (...args) => { + if(!throttle) { // first call gets through + fn.apply(this, args); + throttle = true; + } else { // all the others get throttled + if(timer) clearTimeout(timer); // cancel #2 + timer = setTimeout(() => { + fn.apply(this, args); + timer = throttle = false; + }, ms); + } + }; + } + // Attach click handler to the DT + const annoteDls = window.document.querySelectorAll('dt[data-target-cell]'); + for (const annoteDlNode of annoteDls) { + annoteDlNode.addEventListener('click', (event) => { + const clickedEl = event.target; + if (clickedEl !== selectedAnnoteEl) { + unselectCodeLines(); + const activeEl = window.document.querySelector('dt[data-target-cell].code-annotation-active'); + if (activeEl) { + activeEl.classList.remove('code-annotation-active'); + } + selectCodeLines(clickedEl); + clickedEl.classList.add('code-annotation-active'); + } else { + // Unselect the line + unselectCodeLines(); + clickedEl.classList.remove('code-annotation-active'); + } + }); + } + const findCites = (el) => { + const parentEl = el.parentElement; + if (parentEl) { + const cites = parentEl.dataset.cites; + if (cites) { + return { + el, + cites: cites.split(' ') + }; + } else { + return findCites(el.parentElement) + } + } else { + return undefined; + } + }; var bibliorefs = window.document.querySelectorAll('a[role="doc-biblioref"]'); for (var i=0; i

-
The views expressed in this blog are those of the author and do not necessarily reflect the official policy or position of the Air Force, the Department of Defense, or the U.S. Government.
+
+   +
+
+

The views expressed in this blog are those of the author and do not necessarily reflect the official policy or position of the Air Force, the Department of Defense, or the U.S. Government.

+
+
+   +
+ \ No newline at end of file diff --git a/docs/listings.json b/docs/listings.json index c9d315d..579542a 100644 --- a/docs/listings.json +++ b/docs/listings.json @@ -2,6 +2,7 @@ { "listing": "/index.html", "items": [ + "/posts/unsolicited_opinion/index.html", "/posts/data_hierarchy_of_needs/index.html", "/posts/welcome/index.html" ] diff --git a/docs/posts/bayes/bayes.html b/docs/posts/bayes/bayes.html index f68ee64..8ca6a44 100644 --- a/docs/posts/bayes/bayes.html +++ b/docs/posts/bayes/bayes.html @@ -2,7 +2,7 @@ - + @@ -14,10 +14,49 @@ @@ -44,6 +83,12 @@ "panel-placement": "end", "type": "overlay", "limit": 20, + "keyboard-shortcut": [ + "f", + "/", + "s" + ], + "show-item-context": false, "language": { "search-no-results-text": "No results", "search-matching-documents-text": "matching documents", @@ -53,13 +98,14 @@ "search-more-matches-text": "more matches in this document", "search-clear-button-title": "Clear", "search-detached-cancel-button-title": "Cancel", - "search-submit-button-title": "Submit" + "search-submit-button-title": "Submit", + "search-label": "Search" } } + - @@ -68,30 +114,35 @@
@@ -128,6 +179,7 @@

Modeling Naturally Occuring Hierarchies with Bayes

September 1, 2022

+ @@ -142,8 +194,12 @@

Modeling Naturally Occuring Hierarchies with Bayes

+

-

Hierarchies are pervasive in the natural work and modeling these relationship can yield rich and powerful analysis, though most students aren’t exposed to the ideas of hierarchical modeling in the traditional statistics curriculum.

+
+

What is a Hierarchical Model?

+

Hierarchies are pervasive in the natural work and modeling these relationship can yield rich and powerful analysis.

+

Most students aren’t exposed to the ideas of hierarchical modeling in traditional statistics curriculum. Bayesian hierarchical modeling helps illuminate complex relationships simultaneously without the pitfalls of multiple comparison testing from frequentist methods 1.

Hierarchy is everywhere:

\[ household \rightarrow neighborhood \rightarrow town/city \rightarrow county \rightarrow state @@ -153,12 +209,1633 @@

Modeling Naturally Occuring Hierarchies with Bayes

\]

\[ student \rightarrow class \rightarrow school \rightarrow district -\]

-

When we account for hierarchy in our statistical modeling we can answer comprehensive question about our data without the need for multiple tests. We can directly model all relationships simultaneously and utilize all the available data.

+\] Hierarchical models account for chained dependencies within our data, and as a result more appropriately represent our intuitive understanding of these relationships. These dependencies are represented with group-level parameters e.g. a group intercept, and inform lower level parameter estimates.

+

When we account for hierarchy in our statistical modeling we can answer comprehensive questions about our data without the need for multiple tests. We can directly model all relationships simultaneously and utilize all the available data without aggregation.

+

Hierarchical models aren’t exclusive to Bayesian statistics 2, though I think Bayesian models provide much richer and intuitive interpretations of model parameters (can someone explain a confidence interval again?).

+
+
+

How to do Hierachical Modeling with R

+

I’ll demonstrate the benefits of hierarchical modeling using a data set of baseball player’s batting average from the 2022 season publicly available here. I’ll be using a suite of packages known as the tidyverse from the R language.

+

First I’ll begin by reading in the dataset using the read_csv function.

+
+
df_raw <-
+  read_csv("baseball_stats_2021.csv", name_repair = janitor::make_clean_names) |> 
+  select(name,
+         team = tm,
+         at_bats = ab,
+         hits = h,
+         position = pos_summary,
+         name_additional
+         )
+
+df_raw |> 
+  head(10) |> 
+  gt() |> 
+  cols_label(name = md("**Name**"),
+             team = md("**Team**"),
+             at_bats = md("**At Bats**"),
+             hits = md("**Hits**"),
+             position = md("**Position**"),
+             name_additional = md("**Name Id**"))
+
+
+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
NameTeamAt BatsHitsPositionName Id
Fernando Abad*BAL001abadfe01
Cory AbbottCHC31/1Habbotco01
Albert AbreuNYY001abreual01
Bryan AbreuHOU001abreubr01
José AbreuCHW566148*3D/5abreujo02
Ronald Acuna Jr.ATL297849/8Hacunaro01
Jason AdamCHC001adamja01
Willy AdamesTOT497130*6/HDadamewi01
Willy AdamesTBR132266/Hadamewi01
Willy AdamesMIL3651046/DHadamewi01
+ +
+
+
+

We have several players with zero at bats, and low sample sizes won’t provide adequate precision especially since batting averages are typically < 0.5. I’m going to arbitrarily filter to include only players with at least 20 at bats for this reason. (Some more in depth analysis could be done to address this issue but is beyond the scope of this blog post).

+
    +

  • The “/” symbol is used to denote when a player has played less than 10 games that that position, so I’m going to remove these from the position column.

    • +

  • There is “D” or “H” designation for a designated hitter and pinch-hitters, and since I’m not a baseball expert I’m going to strip those from the positions.

    • +

  • If a player plays multiple positions they have multiple numbers associated with their position e.g. (54, 5 means third baseman; 4 means second baseman). I’m pretty sure they are in listed in the number of games played at that position so I’m going to simplify and only use their most common position.

    • +
+
+
# Create look-up table of position numbers to position name
+position_numbers <- 
+  tribble(~position_number, ~position_name,
+          1, "pitcher",
+          2, "catcher",
+          3, "first_baseman",
+          4, "second_baseman",
+          5, "third_baseman",
+          6, "shortstop",
+          7, "left_fielder",
+          8, "center_fielder",
+          9, "right_fielder")
+
+df_clean <- 
+  df_raw |> 
+  mutate(position = str_remove(position, regex("(?=\\/).*")),
+         position = str_remove(position, regex("[^a-zA-Z0-9]")),
+         position = str_remove_all(position, regex("[HD]")),
+         position = str_sub(position, 1,1 ),
+         position = as.numeric(position))|> 
+  filter(!is.na(position),
+         position != 0,
+         at_bats >= 20)|> 
+  left_join(position_numbers, by = c("position" = "position_number")) |> 
+  select(-position)
+
+head(df_clean, 10) |> 
+  gt() |> 
+  cols_label(name = md("**Name**"),
+             team = md("**Team**"),
+             at_bats = md("**At Bats**"),
+             hits = md("**Hits**"),
+             position_name = md("**Position**"),
+             name_additional = md("**Name Id**"))
+
+
+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
NameTeamAt BatsHitsName IdPosition
José AbreuCHW566148abreujo02first_baseman
Ronald Acuna Jr.ATL29784acunaro01right_fielder
Willy AdamesTOT497130adamewi01shortstop
Willy AdamesTBR13226adamewi01shortstop
Willy AdamesMIL365104adamewi01shortstop
Riley AdamsTOT9922adamsri03catcher
Riley AdamsTOR283adamsri03catcher
Riley AdamsWSN7119adamsri03catcher
Jo AdellLAA13032adelljo01left_fielder
Ehire Adrianza#ATL18245adriaeh01third_baseman
+ +
+
+
+

This is looking good! Though, there is the case when a player plays for multiple teams in one season so we’ll aggregate based on based on the player - position pair.

+
+
at_bats <- 
+  df_clean |> 
+  group_by(name, name_additional, position_name) |> 
+  summarise(at_bats = sum(at_bats),
+            hits = sum(hits)) |> 
+  mutate(name = str_remove_all(name, "[^a-zA-z\\s]")) |> 
+  ungroup() 
+
+at_bats |> 
+  slice_head(n = 10) |> 
+  gt() |> 
+  cols_label(name = md("**Name**"),
+             name_additional = md("**Name Id**"),
+             position_name = md("**Position**"),
+             at_bats = md("**At Bats**"),
+             hits = md("**Hits**")
+             )
+
+
+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
NameName IdPositionAt BatsHits
Aaron Hickshicksaa01center_fielder10821
Aaron Judgejudgeaa01right_fielder550158
Aaron Nolanolaaa01pitcher497
Abraham Almontealmonab01left_fielder14832
Abraham Torotoroab01second_baseman561137
Abraham Torotoroab01third_baseman10923
Adalberto Mondesmondera02third_baseman12629
Adam Duvallduvalad01left_fielder19945
Adam Duvallduvalad01right_fielder827189
Adam Eatoneatonad02right_fielder508102
+ +
+
+
+

Great, after aggregating we have our data formatted appropriately for a binomial model.

+

To give some intuition on how hierarchical models work,

+ + +
+ + +
-
The views expressed in this blog are those of the author and do not necessarily reflect the official policy or position of the Air Force, the Department of Defense, or the U.S. Government.
+
+   +
+
+

The views expressed in this blog are those of the author and do not necessarily reflect the official policy or position of the Air Force, the Department of Defense, or the U.S. Government.

+
+
+   +
+ \ No newline at end of file diff --git a/docs/posts/data_hierarchy_of_needs/index.html b/docs/posts/data_hierarchy_of_needs/index.html index 1c5d583..63b5dc6 100644 --- a/docs/posts/data_hierarchy_of_needs/index.html +++ b/docs/posts/data_hierarchy_of_needs/index.html @@ -2,7 +2,7 @@ - + @@ -14,10 +14,15 @@ @@ -44,6 +49,12 @@ "panel-placement": "end", "type": "overlay", "limit": 20, + "keyboard-shortcut": [ + "f", + "/", + "s" + ], + "show-item-context": false, "language": { "search-no-results-text": "No results", "search-matching-documents-text": "matching documents", @@ -53,12 +64,12 @@ "search-more-matches-text": "more matches in this document", "search-clear-button-title": "Clear", "search-detached-cancel-button-title": "Cancel", - "search-submit-button-title": "Submit" + "search-submit-button-title": "Submit", + "search-label": "Search" } } - @@ -67,30 +78,35 @@
@@ -126,6 +142,7 @@

Opinion: The Data Hierarchy of Needs in the AF

August 5, 2022

+ @@ -140,6 +157,7 @@

Opinion: The Data Hierarchy of Needs in the AF

+

A wise analyst once said “data science is 99% counting things, and sometimes dividing”.

Whenever I hear about AI or deep learning in the AF, I can’t help but roll my eyes. Those are at the top of the pyramid! Developing, deploying, and maintaining advanced models must build on a extremely strong and robust lower level data cleaning, aggregation, and pipe-lining. Although, flashy and enticing we aren’t ready for AI in the AF.

@@ -184,9 +202,23 @@

Opinion: The Data Hierarchy of Needs in the AF

icon: icon }; anchorJS.add('.anchored'); + const isCodeAnnotation = (el) => { + for (const clz of el.classList) { + if (clz.startsWith('code-annotation-')) { + return true; + } + } + return false; + } const clipboard = new window.ClipboardJS('.code-copy-button', { - target: function(trigger) { - return trigger.previousElementSibling; + text: function(trigger) { + const codeEl = trigger.previousElementSibling.cloneNode(true); + for (const childEl of codeEl.children) { + if (isCodeAnnotation(childEl)) { + childEl.remove(); + } + } + return codeEl.innerText; } }); clipboard.on('success', function(e) { @@ -198,17 +230,33 @@

Opinion: The Data Hierarchy of Needs in the AF

button.classList.add('code-copy-button-checked'); var currentTitle = button.getAttribute("title"); button.setAttribute("title", "Copied!"); + let tooltip; + if (window.bootstrap) { + button.setAttribute("data-bs-toggle", "tooltip"); + button.setAttribute("data-bs-placement", "left"); + button.setAttribute("data-bs-title", "Copied!"); + tooltip = new bootstrap.Tooltip(button, + { trigger: "manual", + customClass: "code-copy-button-tooltip", + offset: [0, -8]}); + tooltip.show(); + } setTimeout(function() { + if (tooltip) { + tooltip.hide(); + button.removeAttribute("data-bs-title"); + button.removeAttribute("data-bs-toggle"); + button.removeAttribute("data-bs-placement"); + } button.setAttribute("title", currentTitle); button.classList.remove('code-copy-button-checked'); }, 1000); // clear code selection e.clearSelection(); }); - function tippyHover(el, contentFn) { + function tippyHover(el, contentFn, onTriggerFn, onUntriggerFn) { const config = { allowHTML: true, - content: contentFn, maxWidth: 500, delay: 100, arrow: false, @@ -218,49 +266,321 @@

Opinion: The Data Hierarchy of Needs in the AF

interactive: true, interactiveBorder: 10, theme: 'quarto', - placement: 'bottom-start' + placement: 'bottom-start', }; + if (contentFn) { + config.content = contentFn; + } + if (onTriggerFn) { + config.onTrigger = onTriggerFn; + } + if (onUntriggerFn) { + config.onUntrigger = onUntriggerFn; + } window.tippy(el, config); } const noterefs = window.document.querySelectorAll('a[role="doc-noteref"]'); for (var i=0; i { + // Strip column container classes + const stripColumnClz = (el) => { + el.classList.remove("page-full", "page-columns"); + if (el.children) { + for (const child of el.children) { + stripColumnClz(child); + } + } + } + stripColumnClz(note) + const typesetMath = (el) => { + if (window.MathJax) { + // MathJax Typeset + window.MathJax.typeset([el]); + } else if (window.katex) { + // KaTeX Render + var mathElements = el.getElementsByClassName("math"); + var macros = []; + for (var i = 0; i < mathElements.length; i++) { + var texText = mathElements[i].firstChild; + if (mathElements[i].tagName == "SPAN") { + window.katex.render(texText.data, mathElements[i], { + displayMode: mathElements[i].classList.contains('display'), + throwOnError: false, + macros: macros, + fleqn: false + }); + } + } + } + } + if (id === null || id.startsWith('sec-')) { + // Special case sections, only their first couple elements + const container = document.createElement("div"); + if (note.children && note.children.length > 2) { + for (let i = 0; i < 2; i++) { + container.appendChild(note.children[i].cloneNode(true)); + } + typesetMath(container); + return container.innerHTML + } else { + typesetMath(note); + return note.innerHTML; + } + } else { + // Remove any anchor links if they are present + const anchorLink = note.querySelector('a.anchorjs-link'); + if (anchorLink) { + anchorLink.remove(); + } + typesetMath(note); + return note.innerHTML; + } + } + for (var i=0; i res.text()) + .then(html => { + const parser = new DOMParser(); + const htmlDoc = parser.parseFromString(html, "text/html"); + const note = htmlDoc.getElementById(id); + if (note !== null) { + const html = processXRef(id, note); + instance.setContent(html); + } + }).finally(() => { + instance.enable(); + instance.show(); + }); + } + } else { + // See if we can fetch a full url (with no hash to target) + // This is a special case and we should probably do some content thinning / targeting + fetch(url) + .then(res => res.text()) + .then(html => { + const parser = new DOMParser(); + const htmlDoc = parser.parseFromString(html, "text/html"); + const note = htmlDoc.querySelector('main.content'); + if (note !== null) { + // This should only happen for chapter cross references + // (since there is no id in the URL) + // remove the first header + if (note.children.length > 0 && note.children[0].tagName === "HEADER") { + note.children[0].remove(); + } + const html = processXRef(null, note); + instance.setContent(html); + } + }).finally(() => { + instance.enable(); + instance.show(); + }); + } + }, function(instance) { + }); + } + let selectedAnnoteEl; + const selectorForAnnotation = ( cell, annotation) => { + let cellAttr = 'data-code-cell="' + cell + '"'; + let lineAttr = 'data-code-annotation="' + annotation + '"'; + const selector = 'span[' + cellAttr + '][' + lineAttr + ']'; + return selector; + } + const selectCodeLines = (annoteEl) => { + const doc = window.document; + const targetCell = annoteEl.getAttribute("data-target-cell"); + const targetAnnotation = annoteEl.getAttribute("data-target-annotation"); + const annoteSpan = window.document.querySelector(selectorForAnnotation(targetCell, targetAnnotation)); + const lines = annoteSpan.getAttribute("data-code-lines").split(","); + const lineIds = lines.map((line) => { + return targetCell + "-" + line; + }) + let top = null; + let height = null; + let parent = null; + if (lineIds.length > 0) { + //compute the position of the single el (top and bottom and make a div) + const el = window.document.getElementById(lineIds[0]); + top = el.offsetTop; + height = el.offsetHeight; + parent = el.parentElement.parentElement; + if (lineIds.length > 1) { + const lastEl = window.document.getElementById(lineIds[lineIds.length - 1]); + const bottom = lastEl.offsetTop + lastEl.offsetHeight; + height = bottom - top; + } + if (top !== null && height !== null && parent !== null) { + // cook up a div (if necessary) and position it + let div = window.document.getElementById("code-annotation-line-highlight"); + if (div === null) { + div = window.document.createElement("div"); + div.setAttribute("id", "code-annotation-line-highlight"); + div.style.position = 'absolute'; + parent.appendChild(div); + } + div.style.top = top - 2 + "px"; + div.style.height = height + 4 + "px"; + div.style.left = 0; + let gutterDiv = window.document.getElementById("code-annotation-line-highlight-gutter"); + if (gutterDiv === null) { + gutterDiv = window.document.createElement("div"); + gutterDiv.setAttribute("id", "code-annotation-line-highlight-gutter"); + gutterDiv.style.position = 'absolute'; + const codeCell = window.document.getElementById(targetCell); + const gutter = codeCell.querySelector('.code-annotation-gutter'); + gutter.appendChild(gutterDiv); + } + gutterDiv.style.top = top - 2 + "px"; + gutterDiv.style.height = height + 4 + "px"; + } + selectedAnnoteEl = annoteEl; + } + }; + const unselectCodeLines = () => { + const elementsIds = ["code-annotation-line-highlight", "code-annotation-line-highlight-gutter"]; + elementsIds.forEach((elId) => { + const div = window.document.getElementById(elId); + if (div) { + div.remove(); + } + }); + selectedAnnoteEl = undefined; + }; + // Handle positioning of the toggle + window.addEventListener( + "resize", + throttle(() => { + elRect = undefined; + if (selectedAnnoteEl) { + selectCodeLines(selectedAnnoteEl); + } + }, 10) + ); + function throttle(fn, ms) { + let throttle = false; + let timer; + return (...args) => { + if(!throttle) { // first call gets through + fn.apply(this, args); + throttle = true; + } else { // all the others get throttled + if(timer) clearTimeout(timer); // cancel #2 + timer = setTimeout(() => { + fn.apply(this, args); + timer = throttle = false; + }, ms); + } + }; + } + // Attach click handler to the DT + const annoteDls = window.document.querySelectorAll('dt[data-target-cell]'); + for (const annoteDlNode of annoteDls) { + annoteDlNode.addEventListener('click', (event) => { + const clickedEl = event.target; + if (clickedEl !== selectedAnnoteEl) { + unselectCodeLines(); + const activeEl = window.document.querySelector('dt[data-target-cell].code-annotation-active'); + if (activeEl) { + activeEl.classList.remove('code-annotation-active'); + } + selectCodeLines(clickedEl); + clickedEl.classList.add('code-annotation-active'); + } else { + // Unselect the line + unselectCodeLines(); + clickedEl.classList.remove('code-annotation-active'); + } + }); + } + const findCites = (el) => { + const parentEl = el.parentElement; + if (parentEl) { + const cites = parentEl.dataset.cites; + if (cites) { + return { + el, + cites: cites.split(' ') + }; + } else { + return findCites(el.parentElement) + } + } else { + return undefined; + } + }; var bibliorefs = window.document.querySelectorAll('a[role="doc-biblioref"]'); for (var i=0; i
-
The views expressed in this blog are those of the author and do not necessarily reflect the official policy or position of the Air Force, the Department of Defense, or the U.S. Government.
+
+   +
+
+

The views expressed in this blog are those of the author and do not necessarily reflect the official policy or position of the Air Force, the Department of Defense, or the U.S. Government.

+
+
+   +
+ \ No newline at end of file diff --git a/docs/posts/welcome/index.html b/docs/posts/welcome/index.html index 62c26f5..1b55d52 100644 --- a/docs/posts/welcome/index.html +++ b/docs/posts/welcome/index.html @@ -2,7 +2,7 @@ - + @@ -14,10 +14,15 @@ @@ -44,6 +49,12 @@ "panel-placement": "end", "type": "overlay", "limit": 20, + "keyboard-shortcut": [ + "f", + "/", + "s" + ], + "show-item-context": false, "language": { "search-no-results-text": "No results", "search-matching-documents-text": "matching documents", @@ -53,12 +64,12 @@ "search-more-matches-text": "more matches in this document", "search-clear-button-title": "Clear", "search-detached-cancel-button-title": "Cancel", - "search-submit-button-title": "Submit" + "search-submit-button-title": "Submit", + "search-label": "Search" } } - @@ -67,30 +78,35 @@
@@ -126,6 +142,7 @@

Welcome To My Blog

August 1, 2022

+ @@ -140,6 +157,7 @@

Welcome To My Blog

+

Hello and welcome to my blog! I’ll be sharing techniques, fun data science news, and some of my general thoughts on data science in the Air Force.

@@ -173,9 +191,23 @@

Welcome To My Blog

icon: icon }; anchorJS.add('.anchored'); + const isCodeAnnotation = (el) => { + for (const clz of el.classList) { + if (clz.startsWith('code-annotation-')) { + return true; + } + } + return false; + } const clipboard = new window.ClipboardJS('.code-copy-button', { - target: function(trigger) { - return trigger.previousElementSibling; + text: function(trigger) { + const codeEl = trigger.previousElementSibling.cloneNode(true); + for (const childEl of codeEl.children) { + if (isCodeAnnotation(childEl)) { + childEl.remove(); + } + } + return codeEl.innerText; } }); clipboard.on('success', function(e) { @@ -187,17 +219,33 @@

Welcome To My Blog

button.classList.add('code-copy-button-checked'); var currentTitle = button.getAttribute("title"); button.setAttribute("title", "Copied!"); + let tooltip; + if (window.bootstrap) { + button.setAttribute("data-bs-toggle", "tooltip"); + button.setAttribute("data-bs-placement", "left"); + button.setAttribute("data-bs-title", "Copied!"); + tooltip = new bootstrap.Tooltip(button, + { trigger: "manual", + customClass: "code-copy-button-tooltip", + offset: [0, -8]}); + tooltip.show(); + } setTimeout(function() { + if (tooltip) { + tooltip.hide(); + button.removeAttribute("data-bs-title"); + button.removeAttribute("data-bs-toggle"); + button.removeAttribute("data-bs-placement"); + } button.setAttribute("title", currentTitle); button.classList.remove('code-copy-button-checked'); }, 1000); // clear code selection e.clearSelection(); }); - function tippyHover(el, contentFn) { + function tippyHover(el, contentFn, onTriggerFn, onUntriggerFn) { const config = { allowHTML: true, - content: contentFn, maxWidth: 500, delay: 100, arrow: false, @@ -207,49 +255,321 @@

Welcome To My Blog

interactive: true, interactiveBorder: 10, theme: 'quarto', - placement: 'bottom-start' + placement: 'bottom-start', }; + if (contentFn) { + config.content = contentFn; + } + if (onTriggerFn) { + config.onTrigger = onTriggerFn; + } + if (onUntriggerFn) { + config.onUntrigger = onUntriggerFn; + } window.tippy(el, config); } const noterefs = window.document.querySelectorAll('a[role="doc-noteref"]'); for (var i=0; i { + // Strip column container classes + const stripColumnClz = (el) => { + el.classList.remove("page-full", "page-columns"); + if (el.children) { + for (const child of el.children) { + stripColumnClz(child); + } + } + } + stripColumnClz(note) + const typesetMath = (el) => { + if (window.MathJax) { + // MathJax Typeset + window.MathJax.typeset([el]); + } else if (window.katex) { + // KaTeX Render + var mathElements = el.getElementsByClassName("math"); + var macros = []; + for (var i = 0; i < mathElements.length; i++) { + var texText = mathElements[i].firstChild; + if (mathElements[i].tagName == "SPAN") { + window.katex.render(texText.data, mathElements[i], { + displayMode: mathElements[i].classList.contains('display'), + throwOnError: false, + macros: macros, + fleqn: false + }); + } + } + } + } + if (id === null || id.startsWith('sec-')) { + // Special case sections, only their first couple elements + const container = document.createElement("div"); + if (note.children && note.children.length > 2) { + for (let i = 0; i < 2; i++) { + container.appendChild(note.children[i].cloneNode(true)); + } + typesetMath(container); + return container.innerHTML + } else { + typesetMath(note); + return note.innerHTML; + } + } else { + // Remove any anchor links if they are present + const anchorLink = note.querySelector('a.anchorjs-link'); + if (anchorLink) { + anchorLink.remove(); + } + typesetMath(note); + return note.innerHTML; + } + } + for (var i=0; i res.text()) + .then(html => { + const parser = new DOMParser(); + const htmlDoc = parser.parseFromString(html, "text/html"); + const note = htmlDoc.getElementById(id); + if (note !== null) { + const html = processXRef(id, note); + instance.setContent(html); + } + }).finally(() => { + instance.enable(); + instance.show(); + }); + } + } else { + // See if we can fetch a full url (with no hash to target) + // This is a special case and we should probably do some content thinning / targeting + fetch(url) + .then(res => res.text()) + .then(html => { + const parser = new DOMParser(); + const htmlDoc = parser.parseFromString(html, "text/html"); + const note = htmlDoc.querySelector('main.content'); + if (note !== null) { + // This should only happen for chapter cross references + // (since there is no id in the URL) + // remove the first header + if (note.children.length > 0 && note.children[0].tagName === "HEADER") { + note.children[0].remove(); + } + const html = processXRef(null, note); + instance.setContent(html); + } + }).finally(() => { + instance.enable(); + instance.show(); + }); + } + }, function(instance) { + }); + } + let selectedAnnoteEl; + const selectorForAnnotation = ( cell, annotation) => { + let cellAttr = 'data-code-cell="' + cell + '"'; + let lineAttr = 'data-code-annotation="' + annotation + '"'; + const selector = 'span[' + cellAttr + '][' + lineAttr + ']'; + return selector; + } + const selectCodeLines = (annoteEl) => { + const doc = window.document; + const targetCell = annoteEl.getAttribute("data-target-cell"); + const targetAnnotation = annoteEl.getAttribute("data-target-annotation"); + const annoteSpan = window.document.querySelector(selectorForAnnotation(targetCell, targetAnnotation)); + const lines = annoteSpan.getAttribute("data-code-lines").split(","); + const lineIds = lines.map((line) => { + return targetCell + "-" + line; + }) + let top = null; + let height = null; + let parent = null; + if (lineIds.length > 0) { + //compute the position of the single el (top and bottom and make a div) + const el = window.document.getElementById(lineIds[0]); + top = el.offsetTop; + height = el.offsetHeight; + parent = el.parentElement.parentElement; + if (lineIds.length > 1) { + const lastEl = window.document.getElementById(lineIds[lineIds.length - 1]); + const bottom = lastEl.offsetTop + lastEl.offsetHeight; + height = bottom - top; + } + if (top !== null && height !== null && parent !== null) { + // cook up a div (if necessary) and position it + let div = window.document.getElementById("code-annotation-line-highlight"); + if (div === null) { + div = window.document.createElement("div"); + div.setAttribute("id", "code-annotation-line-highlight"); + div.style.position = 'absolute'; + parent.appendChild(div); + } + div.style.top = top - 2 + "px"; + div.style.height = height + 4 + "px"; + div.style.left = 0; + let gutterDiv = window.document.getElementById("code-annotation-line-highlight-gutter"); + if (gutterDiv === null) { + gutterDiv = window.document.createElement("div"); + gutterDiv.setAttribute("id", "code-annotation-line-highlight-gutter"); + gutterDiv.style.position = 'absolute'; + const codeCell = window.document.getElementById(targetCell); + const gutter = codeCell.querySelector('.code-annotation-gutter'); + gutter.appendChild(gutterDiv); + } + gutterDiv.style.top = top - 2 + "px"; + gutterDiv.style.height = height + 4 + "px"; + } + selectedAnnoteEl = annoteEl; + } + }; + const unselectCodeLines = () => { + const elementsIds = ["code-annotation-line-highlight", "code-annotation-line-highlight-gutter"]; + elementsIds.forEach((elId) => { + const div = window.document.getElementById(elId); + if (div) { + div.remove(); + } + }); + selectedAnnoteEl = undefined; + }; + // Handle positioning of the toggle + window.addEventListener( + "resize", + throttle(() => { + elRect = undefined; + if (selectedAnnoteEl) { + selectCodeLines(selectedAnnoteEl); + } + }, 10) + ); + function throttle(fn, ms) { + let throttle = false; + let timer; + return (...args) => { + if(!throttle) { // first call gets through + fn.apply(this, args); + throttle = true; + } else { // all the others get throttled + if(timer) clearTimeout(timer); // cancel #2 + timer = setTimeout(() => { + fn.apply(this, args); + timer = throttle = false; + }, ms); + } + }; + } + // Attach click handler to the DT + const annoteDls = window.document.querySelectorAll('dt[data-target-cell]'); + for (const annoteDlNode of annoteDls) { + annoteDlNode.addEventListener('click', (event) => { + const clickedEl = event.target; + if (clickedEl !== selectedAnnoteEl) { + unselectCodeLines(); + const activeEl = window.document.querySelector('dt[data-target-cell].code-annotation-active'); + if (activeEl) { + activeEl.classList.remove('code-annotation-active'); + } + selectCodeLines(clickedEl); + clickedEl.classList.add('code-annotation-active'); + } else { + // Unselect the line + unselectCodeLines(); + clickedEl.classList.remove('code-annotation-active'); + } + }); + } + const findCites = (el) => { + const parentEl = el.parentElement; + if (parentEl) { + const cites = parentEl.dataset.cites; + if (cites) { + return { + el, + cites: cites.split(' ') + }; + } else { + return findCites(el.parentElement) + } + } else { + return undefined; + } + }; var bibliorefs = window.document.querySelectorAll('a[role="doc-biblioref"]'); for (var i=0; i
-
The views expressed in this blog are those of the author and do not necessarily reflect the official policy or position of the Air Force, the Department of Defense, or the U.S. Government.
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The views expressed in this blog are those of the author and do not necessarily reflect the official policy or position of the Air Force, the Department of Defense, or the U.S. Government.

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+ \ No newline at end of file diff --git a/docs/search.json b/docs/search.json index 3114ff6..d74795f 100644 --- a/docs/search.json +++ b/docs/search.json @@ -4,14 +4,14 @@ "href": "about.html", "title": "About", "section": "", - "text": "I’m a ’19 Distinguish Graduate of the US Air Force Academy and ’20 Graduate of MIT." + "text": "Hello I’m currently serving as an Operations Research Analyst in the US Air Force. I’m passionate about about data science, guitar, and old cars. I am a contributor to a variety of tidymodels packages, and author of my personal R package cousepkg.\nI’m a ’19 Distinguish Graduate of the US Air Force Academy and ’20 Graduate of MIT." }, { - "objectID": "index.html", - "href": "index.html", - "title": "Posts", + "objectID": "posts/welcome/index.html", + "href": "posts/welcome/index.html", + "title": "Welcome To My Blog", "section": "", - "text": "opinion\n\n\n\n\nWhy we should start counting things before we try to predict them\n\n\n\n\n\n\nAug 5, 2022\n\n\nJoey Couse\n\n\n\n\n\n\n \n\n\n\n\n\n\n\n\n\n\nnews\n\n\n\n\nMy first blog post\n\n\n\n\n\n\nAug 1, 2022\n\n\nJoey Couse\n\n\n\n\n\n\nNo matching items" + "text": "Hello and welcome to my blog! I’ll be sharing techniques, fun data science news, and some of my general thoughts on data science in the Air Force." }, { "objectID": "posts/data_hierarchy_of_needs/index.html", @@ -21,10 +21,17 @@ "text": "A wise analyst once said “data science is 99% counting things, and sometimes dividing”.\nWhenever I hear about AI or deep learning in the AF, I can’t help but roll my eyes. Those are at the top of the pyramid! Developing, deploying, and maintaining advanced models must build on a extremely strong and robust lower level data cleaning, aggregation, and pipe-lining. Although, flashy and enticing we aren’t ready for AI in the AF.\nIMO large investments must be made in the boring stuff. Database management and integration - cloud storage and process consolidation. Navigating 10+ disconnected and individually contracted database systems is not realistically manageable. Not doing the boring stuff right has a negative effect on our ability to observe, orient, and decide. Furthermore, it doesn’t seem that any of these contractors have any incentive to collaborate. Consolidation means loss of business.\nBefore, we jump the gun to AI. We need to glimpse() and summarise() what we already have. We need to deepen our knowledge of our current processes - we can’t optimize what we don’t understand. Which brings me back to my first point - counting. The easiest and often greatest insights into a process are usually the result of a simple count.\n\nHow many people are doing xyz?\nHow many times is xyz done per month?\nHow often does xyz happen?\netc.\n\nGraduating from USAFA and serving in the Air Force are among my greatest life accomplishments, and I desperately want to contribute to this country which has truly blessed me and my family with opportunity. But I’ll admit, I question if this is best way and every time I read a headline to the tune of “How the Air Force is using AI to …” I feel that much more disconnected from the larger organization.\nThe gov’t and military have the most motivating challenges for any data scientist. Your work directly contributes to the safety and security of our nation, not to the pockets of shareholders. I believe younger generations feel more obligated to serve in roles that benefit society, and the public sector has the strongest pitch. But we need to be empowered - data is the present and future – can we get a handle on ours?" }, { - "objectID": "posts/welcome/index.html", - "href": "posts/welcome/index.html", - "title": "Welcome To My Blog", + "objectID": "posts/unsolicited_opinion/index.html", + "href": "posts/unsolicited_opinion/index.html", + "title": "My Experience as an AF Data Scientist Part One: Software, Infrastructure, and Data", "section": "", - "text": "Hello and welcome to my blog! I’ll be sharing techniques, fun data science news, and some of my general thoughts on data science in the Air Force." + "text": "For me transitioning from the Air Force is a bittersweet moment, being blessed with an amazing education and stable income (and a 2.25% Covid-era mortgage) has made life easier for me and my wife than most, and for that I’m truly grateful. But ultimately I decided it was best for me and my young family to transition to the private-sector, and with that comes a certain freedom to post your opinion on the internet without the fear that your next assignment will be at Minot AFB.\nI wanted to share my experience as a junior military officer (JMO) in a technical career field and discuss my frustrations and successes and give my very unqualified opinion on how things should change.\nI’ll be breaking this down into a series with key-themes:\n\nAccess to high-quality software, infrastructure, and data\nBecoming a middle-level manager (The good and the bad)\nCompelling work and a boss that understands the world of data\nWrapping up with my unqualified opinion\n\nThe first thing that immediately frustrated me when coming on to my first (and only) active-duty assignment, was the lack of quality software, infrastructure, and data. Procuring basic freeware (R, Python, PowerBI, etc) became an enormous burden of scanning through every U.S. gov’t agencies’ software approval site for a letter that an important person signed that allowed you to do your job. Not to mention access to the myriad of different sites requires four-different signatures, and setting a 27 digit username and password that expires every 5 days. Anyone who has worked on getting basic software installed on a gov’t computer knows this pain. Not to mention the non-sense way the AF makes you track the number of “licenses” you can have for free-ware. Worst of all, the people with the admin-rights to install software aren’t even military or civilian employees, but random contractors that have no interest ensuring you have the software you need to do your job, but instead actively resist at all cost to protect against any perceived risk.\nWe have to do better, and regularly review and approve new software so our people can be the most effective and productive scientists, and not be stuck with versions of 5-7 year old software. Additionally, we need to ensure our people have access to recent packages and libraries that make life easier, which is often it’s own problem. Dependency management is an absolute nightmare in and the “It works on my computer” problem is persistent across anyone programming or using software in the Air Force.\nSoftware, however, is just one piece of the picture. We need the digital infrastructure to move product off of personal laptops and into cloud environments where they can be easily run and shared. Having built a variety of simple apps, dashboards, and the like it’s always been a nightmare to share and run apps. Between find a hosting platform to getting the required licenses it’s frustrating and prevents insights from getting into the hands of the decision makers that need them. Though the Air Force has made some improvements in this regard, the systems are less than user-friendly and suffer from the same software issues as above (e.g. building app with R 4.1 but the cloud only runs 3.6). The current cloud platform of choice is for the AF an Palantir Foundry instance, however it encourages heavy use of their own built-in apps with point and click GUI interfaces. These simple bar-graph type dashboards don’t provide inspiring work to our analysts, whom are often way over-qualified to be building dashboards with simple summary statistics.\nThe Air Force often broadcasts the need to develop advanced AI technology, but fundamentally lacks the software and infrastructure to do so. We have incredibly talented and smart people among our ranks but we don’t give them to tools to be successful or to create meaningful products and analysis. There’s no place to put a docker container for a model api, or a means to train a deep-learning model with GPUs. We are stuck with boring reports and slide-decks or a PowerBI bar-graph. We can and need to do better, our people are capable of much more.\nThen frustrated by our own lack of progress sign a contract to get someone to do it for us." + }, + { + "objectID": "index.html", + "href": "index.html", + "title": "Posts", + "section": "", + "text": "My Experience as an AF Data-Scientist – Part One: Software, Infrastructure, and Data\n\n\n\n\n\n\n\nopinion\n\n\n\n\nA JMO’s unsolicited opinion and experience as a young technical officer in the enormous labyrinth of the military-industrial complex\n\n\n\n\n\n\nDec 7, 2023\n\n\nJoey Couse\n\n\n\n\n\n\n\n\n\n\n\n\n\nOpinion: The Data Hierarchy of Needs in the AF\n\n\n\n\n\n\n\nopinion\n\n\n\n\nWhy we should start counting things before we try to predict them\n\n\n\n\n\n\nAug 5, 2022\n\n\nJoey Couse\n\n\n\n\n\n\n\n\n\n\n\n\n\nWelcome To My Blog\n\n\n\n\n\n\n\nnews\n\n\n\n\nMy first blog post\n\n\n\n\n\n\nAug 1, 2022\n\n\nJoey Couse\n\n\n\n\n\n\nNo matching items" } ] \ No newline at end of file diff --git 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} .bi-envelope-slash-fill::before { content: "\f696"; } .bi-envelope-slash::before { content: "\f697"; } -.bi-envelope-x-1::before { content: "\f698"; } .bi-envelope-x-fill::before { content: "\f699"; } .bi-envelope-x::before { content: "\f69a"; } .bi-explicit-fill::before { content: "\f69b"; } @@ -1460,8 +1461,6 @@ url("./bootstrap-icons.woff?524846017b983fc8ded9325d94ed40f3") format("woff"); .bi-list-columns-reverse::before { content: "\f69f"; } .bi-list-columns::before { content: "\f6a0"; } .bi-meta::before { content: "\f6a1"; } -.bi-mortorboard-fill::before { content: "\f6a2"; } -.bi-mortorboard::before { content: "\f6a3"; } .bi-nintendo-switch::before { content: "\f6a4"; } .bi-pc-display-horizontal::before { content: "\f6a5"; } .bi-pc-display::before { content: "\f6a6"; } @@ -1480,7 +1479,6 @@ url("./bootstrap-icons.woff?524846017b983fc8ded9325d94ed40f3") format("woff"); .bi-send-check::before { content: "\f6b3"; } .bi-send-dash-fill::before { content: "\f6b4"; } 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.bi-gpu-card::before { content: "\f6e2"; } .bi-memory::before { content: "\f6e3"; } @@ -1535,8 +1531,6 @@ url("./bootstrap-icons.woff?524846017b983fc8ded9325d94ed40f3") format("woff"); .bi-pci-card::before { content: "\f6ea"; } .bi-router-fill::before { content: "\f6eb"; } .bi-router::before { content: "\f6ec"; } -.bi-ssd-fill::before { content: "\f6ed"; } -.bi-ssd::before { content: "\f6ee"; } .bi-thunderbolt-fill::before { content: "\f6ef"; } .bi-thunderbolt::before { content: "\f6f0"; } .bi-usb-drive-fill::before { content: "\f6f1"; } @@ -1643,7 +1637,6 @@ url("./bootstrap-icons.woff?524846017b983fc8ded9325d94ed40f3") format("woff"); .bi-filetype-pdf::before { content: "\f756"; } .bi-filetype-php::before { content: "\f757"; } .bi-filetype-png::before { content: "\f758"; } -.bi-filetype-ppt-1::before { content: "\f759"; } .bi-filetype-ppt::before { content: "\f75a"; } .bi-filetype-psd::before { content: "\f75b"; } .bi-filetype-py::before { content: "\f75c"; } @@ -1659,7 +1652,6 @@ 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var(--bs-breadcrumb-padding-x);margin-bottom:var(--bs-breadcrumb-margin-bottom);font-size:var(--bs-breadcrumb-font-size);list-style:none;background-color:var(--bs-breadcrumb-bg);border-radius:var(--bs-breadcrumb-border-radius)}.breadcrumb-item+.breadcrumb-item{padding-left:var(--bs-breadcrumb-item-padding-x)}.breadcrumb-item+.breadcrumb-item::before{float:left;padding-right:var(--bs-breadcrumb-item-padding-x);color:var(--bs-breadcrumb-divider-color);content:var(--bs-breadcrumb-divider, ">") /* rtl: var(--bs-breadcrumb-divider, ">") */}.breadcrumb-item.active{color:var(--bs-breadcrumb-item-active-color)}.pagination{--bs-pagination-padding-x: 0.75rem;--bs-pagination-padding-y: 0.375rem;--bs-pagination-font-size:1rem;--bs-pagination-color: #000;--bs-pagination-bg: #fff;--bs-pagination-border-width: 1px;--bs-pagination-border-color: #dee2e6;--bs-pagination-border-radius: 0.25rem;--bs-pagination-hover-color: black;--bs-pagination-hover-bg: #e9ecef;--bs-pagination-hover-border-color: #dee2e6;--bs-pagination-focus-color: black;--bs-pagination-focus-bg: #e9ecef;--bs-pagination-focus-box-shadow: 0 0 0 0.25rem rgba(0, 0, 0, 0.25);--bs-pagination-active-color: #fff;--bs-pagination-active-bg: #000;--bs-pagination-active-border-color: #000;--bs-pagination-disabled-color: #6c757d;--bs-pagination-disabled-bg: #fff;--bs-pagination-disabled-border-color: #dee2e6;display:flex;display:-webkit-flex;padding-left:0;list-style:none}.page-link{position:relative;display:block;padding:var(--bs-pagination-padding-y) var(--bs-pagination-padding-x);font-size:var(--bs-pagination-font-size);color:var(--bs-pagination-color);text-decoration:none;-webkit-text-decoration:none;-moz-text-decoration:none;-ms-text-decoration:none;-o-text-decoration:none;background-color:var(--bs-pagination-bg);border:var(--bs-pagination-border-width) solid var(--bs-pagination-border-color);transition:color .15s ease-in-out,background-color .15s ease-in-out,border-color .15s ease-in-out,box-shadow .15s ease-in-out}@media(prefers-reduced-motion: reduce){.page-link{transition:none}}.page-link:hover{z-index:2;color:var(--bs-pagination-hover-color);background-color:var(--bs-pagination-hover-bg);border-color:var(--bs-pagination-hover-border-color)}.page-link:focus{z-index:3;color:var(--bs-pagination-focus-color);background-color:var(--bs-pagination-focus-bg);outline:0;box-shadow:var(--bs-pagination-focus-box-shadow)}.page-link.active,.active>.page-link{z-index:3;color:var(--bs-pagination-active-color);background-color:var(--bs-pagination-active-bg);border-color:var(--bs-pagination-active-border-color)}.page-link.disabled,.disabled>.page-link{color:var(--bs-pagination-disabled-color);pointer-events:none;background-color:var(--bs-pagination-disabled-bg);border-color:var(--bs-pagination-disabled-border-color)}.page-item:not(:first-child) .page-link{margin-left:-1px}.page-item:first-child .page-link{border-top-left-radius:var(--bs-pagination-border-radius);border-bottom-left-radius:var(--bs-pagination-border-radius)}.page-item:last-child .page-link{border-top-right-radius:var(--bs-pagination-border-radius);border-bottom-right-radius:var(--bs-pagination-border-radius)}.pagination-lg{--bs-pagination-padding-x: 1.5rem;--bs-pagination-padding-y: 0.75rem;--bs-pagination-font-size:1.25rem;--bs-pagination-border-radius: 0.5rem}.pagination-sm{--bs-pagination-padding-x: 0.5rem;--bs-pagination-padding-y: 0.25rem;--bs-pagination-font-size:0.875rem;--bs-pagination-border-radius: 0.2em}.badge{--bs-badge-padding-x: 0.65em;--bs-badge-padding-y: 0.35em;--bs-badge-font-size:0.75em;--bs-badge-font-weight: 700;--bs-badge-color: #fff;--bs-badge-border-radius: 0.25rem;display:inline-block;padding:var(--bs-badge-padding-y) var(--bs-badge-padding-x);font-size:var(--bs-badge-font-size);font-weight:var(--bs-badge-font-weight);line-height:1;color:var(--bs-badge-color);text-align:center;white-space:nowrap;vertical-align:baseline;border-radius:var(--bs-badge-border-radius)}.badge:empty{display:none}.btn .badge{position:relative;top:-1px}.alert{--bs-alert-bg: transparent;--bs-alert-padding-x: 1rem;--bs-alert-padding-y: 1rem;--bs-alert-margin-bottom: 1rem;--bs-alert-color: inherit;--bs-alert-border-color: transparent;--bs-alert-border: 1px solid var(--bs-alert-border-color);--bs-alert-border-radius: 0.25rem;position:relative;padding:var(--bs-alert-padding-y) var(--bs-alert-padding-x);margin-bottom:var(--bs-alert-margin-bottom);color:var(--bs-alert-color);background-color:var(--bs-alert-bg);border:var(--bs-alert-border);border-radius:var(--bs-alert-border-radius)}.alert-heading{color:inherit}.alert-link{font-weight:700}.alert-dismissible{padding-right:3rem}.alert-dismissible .btn-close{position:absolute;top:0;right:0;z-index:2;padding:1.25rem 1rem}.alert-default{--bs-alert-color: #595a5c;--bs-alert-bg: #f8f9fa;--bs-alert-border-color: #f5f6f8}.alert-default .alert-link{color:#47484a}.alert-primary{--bs-alert-color: black;--bs-alert-bg: #cccccc;--bs-alert-border-color: #b3b3b3}.alert-primary .alert-link{color:#000}.alert-secondary{--bs-alert-color: #41464b;--bs-alert-bg: #e2e3e5;--bs-alert-border-color: #d3d6d8}.alert-secondary .alert-link{color:#34383c}.alert-success{--bs-alert-color: #0f5132;--bs-alert-bg: #d1e7dd;--bs-alert-border-color: #badbcc}.alert-success .alert-link{color:#0c4128}.alert-info{--bs-alert-color: #055160;--bs-alert-bg: #cff4fc;--bs-alert-border-color: #b6effb}.alert-info .alert-link{color:#04414d}.alert-warning{--bs-alert-color: #664d03;--bs-alert-bg: #fff3cd;--bs-alert-border-color: #ffecb5}.alert-warning .alert-link{color:#523e02}.alert-danger{--bs-alert-color: #842029;--bs-alert-bg: #f8d7da;--bs-alert-border-color: #f5c2c7}.alert-danger .alert-link{color:#6a1a21}.alert-light{--bs-alert-color: #636464;--bs-alert-bg: #fefefe;--bs-alert-border-color: #fdfdfe}.alert-light .alert-link{color:#4f5050}.alert-dark{--bs-alert-color: #141619;--bs-alert-bg: #d3d3d4;--bs-alert-border-color: #bcbebf}.alert-dark .alert-link{color:#101214}@keyframes progress-bar-stripes{0%{background-position-x:1rem}}.progress{--bs-progress-height: 1rem;--bs-progress-font-size:0.75rem;--bs-progress-bg: #e9ecef;--bs-progress-border-radius: 0.25rem;--bs-progress-box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.075);--bs-progress-bar-color: #fff;--bs-progress-bar-bg: #000;--bs-progress-bar-transition: width 0.6s ease;display:flex;display:-webkit-flex;height:var(--bs-progress-height);overflow:hidden;font-size:var(--bs-progress-font-size);background-color:var(--bs-progress-bg);border-radius:var(--bs-progress-border-radius)}.progress-bar{display:flex;display:-webkit-flex;flex-direction:column;-webkit-flex-direction:column;justify-content:center;-webkit-justify-content:center;overflow:hidden;color:var(--bs-progress-bar-color);text-align:center;white-space:nowrap;background-color:var(--bs-progress-bar-bg);transition:var(--bs-progress-bar-transition)}@media(prefers-reduced-motion: reduce){.progress-bar{transition:none}}.progress-bar-striped{background-image:linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);background-size:var(--bs-progress-height) var(--bs-progress-height)}.progress-bar-animated{animation:1s linear infinite 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#000;display:flex;display:-webkit-flex;flex-direction:column;-webkit-flex-direction:column;padding-left:0;margin-bottom:0;border-radius:var(--bs-list-group-border-radius)}.list-group-numbered{list-style-type:none;counter-reset:section}.list-group-numbered>.list-group-item::before{content:counters(section, ".") ". ";counter-increment:section}.list-group-item-action{width:100%;color:var(--bs-list-group-action-color);text-align:inherit}.list-group-item-action:hover,.list-group-item-action:focus{z-index:1;color:var(--bs-list-group-action-hover-color);text-decoration:none;background-color:var(--bs-list-group-action-hover-bg)}.list-group-item-action:active{color:var(--bs-list-group-action-active-color);background-color:var(--bs-list-group-action-active-bg)}.list-group-item{position:relative;display:block;padding:var(--bs-list-group-item-padding-y) var(--bs-list-group-item-padding-x);color:var(--bs-list-group-color);text-decoration:none;-webkit-text-decoration:none;-moz-text-decoration:none;-ms-text-decoration:none;-o-text-decoration:none;background-color:var(--bs-list-group-bg);border:var(--bs-list-group-border-width) solid var(--bs-list-group-border-color)}.list-group-item:first-child{border-top-left-radius:inherit;border-top-right-radius:inherit}.list-group-item:last-child{border-bottom-right-radius:inherit;border-bottom-left-radius:inherit}.list-group-item.disabled,.list-group-item:disabled{color:var(--bs-list-group-disabled-color);pointer-events:none;background-color:var(--bs-list-group-disabled-bg)}.list-group-item.active{z-index:2;color:var(--bs-list-group-active-color);background-color:var(--bs-list-group-active-bg);border-color:var(--bs-list-group-active-border-color)}.list-group-item+.list-group-item{border-top-width:0}.list-group-item+.list-group-item.active{margin-top:calc(-1*var(--bs-list-group-border-width));border-top-width:var(--bs-list-group-border-width)}.list-group-horizontal{flex-direction:row;-webkit-flex-direction:row}.list-group-horizontal>.list-group-item:first-child:not(:last-child){border-bottom-left-radius:var(--bs-list-group-border-radius);border-top-right-radius:0}.list-group-horizontal>.list-group-item:last-child:not(:first-child){border-top-right-radius:var(--bs-list-group-border-radius);border-bottom-left-radius:0}.list-group-horizontal>.list-group-item.active{margin-top:0}.list-group-horizontal>.list-group-item+.list-group-item{border-top-width:var(--bs-list-group-border-width);border-left-width:0}.list-group-horizontal>.list-group-item+.list-group-item.active{margin-left:calc(-1*var(--bs-list-group-border-width));border-left-width:var(--bs-list-group-border-width)}@media(min-width: 576px){.list-group-horizontal-sm{flex-direction:row;-webkit-flex-direction:row}.list-group-horizontal-sm>.list-group-item:first-child:not(:last-child){border-bottom-left-radius:var(--bs-list-group-border-radius);border-top-right-radius:0}.list-group-horizontal-sm>.list-group-item:last-child:not(:first-child){border-top-right-radius:var(--bs-list-group-border-radius);border-bottom-left-radius:0}.list-group-horizontal-sm>.list-group-item.active{margin-top:0}.list-group-horizontal-sm>.list-group-item+.list-group-item{border-top-width:var(--bs-list-group-border-width);border-left-width:0}.list-group-horizontal-sm>.list-group-item+.list-group-item.active{margin-left:calc(-1*var(--bs-list-group-border-width));border-left-width:var(--bs-list-group-border-width)}}@media(min-width: 768px){.list-group-horizontal-md{flex-direction:row;-webkit-flex-direction:row}.list-group-horizontal-md>.list-group-item:first-child:not(:last-child){border-bottom-left-radius:var(--bs-list-group-border-radius);border-top-right-radius:0}.list-group-horizontal-md>.list-group-item:last-child:not(:first-child){border-top-right-radius:var(--bs-list-group-border-radius);border-bottom-left-radius:0}.list-group-horizontal-md>.list-group-item.active{margin-top:0}.list-group-horizontal-md>.list-group-item+.list-group-item{border-top-width:var(--bs-list-group-border-width);border-left-width:0}.list-group-horizontal-md>.list-group-item+.list-group-item.active{margin-left:calc(-1*var(--bs-list-group-border-width));border-left-width:var(--bs-list-group-border-width)}}@media(min-width: 992px){.list-group-horizontal-lg{flex-direction:row;-webkit-flex-direction:row}.list-group-horizontal-lg>.list-group-item:first-child:not(:last-child){border-bottom-left-radius:var(--bs-list-group-border-radius);border-top-right-radius:0}.list-group-horizontal-lg>.list-group-item:last-child:not(:first-child){border-top-right-radius:var(--bs-list-group-border-radius);border-bottom-left-radius:0}.list-group-horizontal-lg>.list-group-item.active{margin-top:0}.list-group-horizontal-lg>.list-group-item+.list-group-item{border-top-width:var(--bs-list-group-border-width);border-left-width:0}.list-group-horizontal-lg>.list-group-item+.list-group-item.active{margin-left:calc(-1*var(--bs-list-group-border-width));border-left-width:var(--bs-list-group-border-width)}}@media(min-width: 1200px){.list-group-horizontal-xl{flex-direction:row;-webkit-flex-direction:row}.list-group-horizontal-xl>.list-group-item:first-child:not(:last-child){border-bottom-left-radius:var(--bs-list-group-border-radius);border-top-right-radius:0}.list-group-horizontal-xl>.list-group-item:last-child:not(:first-child){border-top-right-radius:var(--bs-list-group-border-radius);border-bottom-left-radius:0}.list-group-horizontal-xl>.list-group-item.active{margin-top:0}.list-group-horizontal-xl>.list-group-item+.list-group-item{border-top-width:var(--bs-list-group-border-width);border-left-width:0}.list-group-horizontal-xl>.list-group-item+.list-group-item.active{margin-left:calc(-1*var(--bs-list-group-border-width));border-left-width:var(--bs-list-group-border-width)}}@media(min-width: 1400px){.list-group-horizontal-xxl{flex-direction:row;-webkit-flex-direction:row}.list-group-horizontal-xxl>.list-group-item:first-child:not(:last-child){border-bottom-left-radius:var(--bs-list-group-border-radius);border-top-right-radius:0}.list-group-horizontal-xxl>.list-group-item:last-child:not(:first-child){border-top-right-radius:var(--bs-list-group-border-radius);border-bottom-left-radius:0}.list-group-horizontal-xxl>.list-group-item.active{margin-top:0}.list-group-horizontal-xxl>.list-group-item+.list-group-item{border-top-width:var(--bs-list-group-border-width);border-left-width:0}.list-group-horizontal-xxl>.list-group-item+.list-group-item.active{margin-left:calc(-1*var(--bs-list-group-border-width));border-left-width:var(--bs-list-group-border-width)}}.list-group-flush{border-radius:0}.list-group-flush>.list-group-item{border-width:0 0 var(--bs-list-group-border-width)}.list-group-flush>.list-group-item:last-child{border-bottom-width:0}.list-group-item-default{color:#595a5c;background-color:#f8f9fa}.list-group-item-default.list-group-item-action:hover,.list-group-item-default.list-group-item-action:focus{color:#595a5c;background-color:#dfe0e1}.list-group-item-default.list-group-item-action.active{color:#fff;background-color:#595a5c;border-color:#595a5c}.list-group-item-primary{color:#000;background-color:#ccc}.list-group-item-primary.list-group-item-action:hover,.list-group-item-primary.list-group-item-action:focus{color:#000;background-color:#b8b8b8}.list-group-item-primary.list-group-item-action.active{color:#fff;background-color:#000;border-color:#000}.list-group-item-secondary{color:#41464b;background-color:#e2e3e5}.list-group-item-secondary.list-group-item-action:hover,.list-group-item-secondary.list-group-item-action:focus{color:#41464b;background-color:#cbccce}.list-group-item-secondary.list-group-item-action.active{color:#fff;background-color:#41464b;border-color:#41464b}.list-group-item-success{color:#0f5132;background-color:#d1e7dd}.list-group-item-success.list-group-item-action:hover,.list-group-item-success.list-group-item-action:focus{color:#0f5132;background-color:#bcd0c7}.list-group-item-success.list-group-item-action.active{color:#fff;background-color:#0f5132;border-color:#0f5132}.list-group-item-info{color:#055160;background-color:#cff4fc}.list-group-item-info.list-group-item-action:hover,.list-group-item-info.list-group-item-action:focus{color:#055160;background-color:#badce3}.list-group-item-info.list-group-item-action.active{color:#fff;background-color:#055160;border-color:#055160}.list-group-item-warning{color:#664d03;background-color:#fff3cd}.list-group-item-warning.list-group-item-action:hover,.list-group-item-warning.list-group-item-action:focus{color:#664d03;background-color:#e6dbb9}.list-group-item-warning.list-group-item-action.active{color:#fff;background-color:#664d03;border-color:#664d03}.list-group-item-danger{color:#842029;background-color:#f8d7da}.list-group-item-danger.list-group-item-action:hover,.list-group-item-danger.list-group-item-action:focus{color:#842029;background-color:#dfc2c4}.list-group-item-danger.list-group-item-action.active{color:#fff;background-color:#842029;border-color:#842029}.list-group-item-light{color:#636464;background-color:#fefefe}.list-group-item-light.list-group-item-action:hover,.list-group-item-light.list-group-item-action:focus{color:#636464;background-color:#e5e5e5}.list-group-item-light.list-group-item-action.active{color:#fff;background-color:#636464;border-color:#636464}.list-group-item-dark{color:#141619;background-color:#d3d3d4}.list-group-item-dark.list-group-item-action:hover,.list-group-item-dark.list-group-item-action:focus{color:#141619;background-color:#bebebf}.list-group-item-dark.list-group-item-action.active{color:#fff;background-color:#141619;border-color:#141619}.btn-close{box-sizing:content-box;width:1em;height:1em;padding:.25em .25em;color:#000;background:rgba(0,0,0,0) url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16' fill='%23000'%3e%3cpath d='M.293.293a1 1 0 0 1 1.414 0L8 6.586 14.293.293a1 1 0 1 1 1.414 1.414L9.414 8l6.293 6.293a1 1 0 0 1-1.414 1.414L8 9.414l-6.293 6.293a1 1 0 0 1-1.414-1.414L6.586 8 .293 1.707a1 1 0 0 1 0-1.414z'/%3e%3c/svg%3e") center/1em auto no-repeat;border:0;border-radius:.25rem;opacity:.5}.btn-close:hover{color:#000;text-decoration:none;opacity:.75}.btn-close:focus{outline:0;box-shadow:0 0 0 .25rem rgba(0,0,0,.25);opacity:1}.btn-close:disabled,.btn-close.disabled{pointer-events:none;user-select:none;-webkit-user-select:none;-moz-user-select:none;-ms-user-select:none;-o-user-select:none;opacity:.25}.btn-close-white{filter:invert(1) grayscale(100%) brightness(200%)}.toast{--bs-toast-zindex: 1090;--bs-toast-padding-x: 0.75rem;--bs-toast-padding-y: 0.5rem;--bs-toast-spacing: 1.5rem;--bs-toast-max-width: 350px;--bs-toast-font-size:0.875rem;--bs-toast-color: ;--bs-toast-bg: rgba(255, 255, 255, 0.85);--bs-toast-border-width: 1px;--bs-toast-border-color: rgba(0, 0, 0, 0.175);--bs-toast-border-radius: 0.25rem;--bs-toast-box-shadow: 0 0.5rem 1rem rgba(0, 0, 0, 0.15);--bs-toast-header-color: #6c757d;--bs-toast-header-bg: rgba(255, 255, 255, 0.85);--bs-toast-header-border-color: rgba(0, 0, 0, 0.05);width:var(--bs-toast-max-width);max-width:100%;font-size:var(--bs-toast-font-size);color:var(--bs-toast-color);pointer-events:auto;background-color:var(--bs-toast-bg);background-clip:padding-box;border:var(--bs-toast-border-width) solid var(--bs-toast-border-color);box-shadow:var(--bs-toast-box-shadow);border-radius:var(--bs-toast-border-radius)}.toast.showing{opacity:0}.toast:not(.show){display:none}.toast-container{--bs-toast-zindex: 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.btn-close{margin-right:calc(-0.5*var(--bs-toast-padding-x));margin-left:var(--bs-toast-padding-x)}.toast-body{padding:var(--bs-toast-padding-x);word-wrap:break-word}.modal{--bs-modal-zindex: 1055;--bs-modal-width: 500px;--bs-modal-padding: 1rem;--bs-modal-margin: 0.5rem;--bs-modal-color: ;--bs-modal-bg: #fff;--bs-modal-border-color: rgba(0, 0, 0, 0.175);--bs-modal-border-width: 1px;--bs-modal-border-radius: 0.5rem;--bs-modal-box-shadow: 0 0.125rem 0.25rem rgba(0, 0, 0, 0.075);--bs-modal-inner-border-radius: calc(0.5rem - 1px);--bs-modal-header-padding-x: 1rem;--bs-modal-header-padding-y: 1rem;--bs-modal-header-padding: 1rem 1rem;--bs-modal-header-border-color: #dee2e6;--bs-modal-header-border-width: 1px;--bs-modal-title-line-height: 1.5;--bs-modal-footer-gap: 0.5rem;--bs-modal-footer-bg: ;--bs-modal-footer-border-color: #dee2e6;--bs-modal-footer-border-width: 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document.documentElement&&[].concat(...document.body.children).forEach((t=>j.off(t,"mouseover",d))),this._popper&&this._popper.destroy(),this._menu.classList.remove(Je),this._element.classList.remove(Je),this._element.setAttribute("aria-expanded","false"),U.removeDataAttribute(this._menu,"popper"),j.trigger(this._element,"hidden.bs.dropdown",t))}_getConfig(t){if(t={...this.constructor.Default,...U.getDataAttributes(this._element),...t},a(Ue,t,this.constructor.DefaultType),"object"==typeof t.reference&&!o(t.reference)&&"function"!=typeof t.reference.getBoundingClientRect)throw new TypeError(`${Ue.toUpperCase()}: Option "reference" provided type "object" without a required "getBoundingClientRect" method.`);return t}_createPopper(t){if(void 0===Fe)throw new TypeError("Bootstrap's dropdowns require Popper (https://popper.js.org)");let e=this._element;"parent"===this._config.reference?e=t:o(this._config.reference)?e=r(this._config.reference):"object"==typeof this._config.reference&&(e=this._config.reference);const i=this._getPopperConfig(),n=i.modifiers.find((t=>"applyStyles"===t.name&&!1===t.enabled));this._popper=qe(e,this._menu,i),n&&U.setDataAttribute(this._menu,"popper","static")}_isShown(t=this._element){return t.classList.contains(Je)}_getMenuElement(){return V.next(this._element,ei)[0]}_getPlacement(){const t=this._element.parentNode;if(t.classList.contains("dropend"))return ri;if(t.classList.contains("dropstart"))return ai;const e="end"===getComputedStyle(this._menu).getPropertyValue("--bs-position").trim();return t.classList.contains("dropup")?e?ni:ii:e?oi:si}_detectNavbar(){return null!==this._element.closest(".navbar")}_getOffset(){const{offset:t}=this._config;return"string"==typeof t?t.split(",").map((t=>Number.parseInt(t,10))):"function"==typeof t?e=>t(e,this._element):t}_getPopperConfig(){const t={placement:this._getPlacement(),modifiers:[{name:"preventOverflow",options:{boundary:this._config.boundary}},{name:"offset",options:{offset:this._getOffset()}}]};return"static"===this._config.display&&(t.modifiers=[{name:"applyStyles",enabled:!1}]),{...t,..."function"==typeof this._config.popperConfig?this._config.popperConfig(t):this._config.popperConfig}}_selectMenuItem({key:t,target:e}){const i=V.find(".dropdown-menu .dropdown-item:not(.disabled):not(:disabled)",this._menu).filter(l);i.length&&v(i,e,t===Ye,!i.includes(e)).focus()}static jQueryInterface(t){return this.each((function(){const e=hi.getOrCreateInstance(this,t);if("string"==typeof t){if(void 0===e[t])throw new TypeError(`No method named "${t}"`);e[t]()}}))}static clearMenus(t){if(t&&(2===t.button||"keyup"===t.type&&"Tab"!==t.key))return;const e=V.find(ti);for(let i=0,n=e.length;ie+t)),this._setElementAttributes(di,"paddingRight",(e=>e+t)),this._setElementAttributes(ui,"marginRight",(e=>e-t))}_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)[e];t.style[e]=`${i(Number.parseFloat(s))}px`}))}reset(){this._resetElementAttributes(this._element,"overflow"),this._resetElementAttributes(this._element,"paddingRight"),this._resetElementAttributes(di,"paddingRight"),this._resetElementAttributes(ui,"marginRight")}_saveInitialAttribute(t,e){const i=t.style[e];i&&U.setDataAttribute(t,e,i)}_resetElementAttributes(t,e){this._applyManipulationCallback(t,(t=>{const i=U.getDataAttribute(t,e);void 0===i?t.style.removeProperty(e):(U.removeDataAttribute(t,e),t.style[e]=i)}))}_applyManipulationCallback(t,e){o(t)?e(t):V.find(t,this._element).forEach(e)}isOverflowing(){return this.getWidth()>0}}const pi={className:"modal-backdrop",isVisible:!0,isAnimated:!1,rootElement:"body",clickCallback:null},mi={className:"string",isVisible:"boolean",isAnimated:"boolean",rootElement:"(element|string)",clickCallback:"(function|null)"},gi="show",_i="mousedown.bs.backdrop";class bi{constructor(t){this._config=this._getConfig(t),this._isAppended=!1,this._element=null}show(t){this._config.isVisible?(this._append(),this._config.isAnimated&&u(this._getElement()),this._getElement().classList.add(gi),this._emulateAnimation((()=>{_(t)}))):_(t)}hide(t){this._config.isVisible?(this._getElement().classList.remove(gi),this._emulateAnimation((()=>{this.dispose(),_(t)}))):_(t)}_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}_getConfig(t){return(t={...pi,..."object"==typeof t?t:{}}).rootElement=r(t.rootElement),a("backdrop",t,mi),t}_append(){this._isAppended||(this._config.rootElement.append(this._getElement()),j.on(this._getElement(),_i,(()=>{_(this._config.clickCallback)})),this._isAppended=!0)}dispose(){this._isAppended&&(j.off(this._element,_i),this._element.remove(),this._isAppended=!1)}_emulateAnimation(t){b(t,this._getElement(),this._config.isAnimated)}}const vi={trapElement:null,autofocus:!0},yi={trapElement:"element",autofocus:"boolean"},wi=".bs.focustrap",Ei="backward";class Ai{constructor(t){this._config=this._getConfig(t),this._isActive=!1,this._lastTabNavDirection=null}activate(){const{trapElement:t,autofocus:e}=this._config;this._isActive||(e&&t.focus(),j.off(document,wi),j.on(document,"focusin.bs.focustrap",(t=>this._handleFocusin(t))),j.on(document,"keydown.tab.bs.focustrap",(t=>this._handleKeydown(t))),this._isActive=!0)}deactivate(){this._isActive&&(this._isActive=!1,j.off(document,wi))}_handleFocusin(t){const{target:e}=t,{trapElement:i}=this._config;if(e===document||e===i||i.contains(e))return;const n=V.focusableChildren(i);0===n.length?i.focus():this._lastTabNavDirection===Ei?n[n.length-1].focus():n[0].focus()}_handleKeydown(t){"Tab"===t.key&&(this._lastTabNavDirection=t.shiftKey?Ei:"forward")}_getConfig(t){return t={...vi,..."object"==typeof t?t:{}},a("focustrap",t,yi),t}}const Ti="modal",Oi="Escape",Ci={backdrop:!0,keyboard:!0,focus:!0},ki={backdrop:"(boolean|string)",keyboard:"boolean",focus:"boolean"},Li="hidden.bs.modal",xi="show.bs.modal",Di="resize.bs.modal",Si="click.dismiss.bs.modal",Ni="keydown.dismiss.bs.modal",Ii="mousedown.dismiss.bs.modal",Pi="modal-open",ji="show",Mi="modal-static";class Hi extends B{constructor(t,e){super(t),this._config=this._getConfig(e),this._dialog=V.findOne(".modal-dialog",this._element),this._backdrop=this._initializeBackDrop(),this._focustrap=this._initializeFocusTrap(),this._isShown=!1,this._ignoreBackdropClick=!1,this._isTransitioning=!1,this._scrollBar=new fi}static get Default(){return Ci}static get NAME(){return Ti}toggle(t){return this._isShown?this.hide():this.show(t)}show(t){this._isShown||this._isTransitioning||j.trigger(this._element,xi,{relatedTarget:t}).defaultPrevented||(this._isShown=!0,this._isAnimated()&&(this._isTransitioning=!0),this._scrollBar.hide(),document.body.classList.add(Pi),this._adjustDialog(),this._setEscapeEvent(),this._setResizeEvent(),j.on(this._dialog,Ii,(()=>{j.one(this._element,"mouseup.dismiss.bs.modal",(t=>{t.target===this._element&&(this._ignoreBackdropClick=!0)}))})),this._showBackdrop((()=>this._showElement(t))))}hide(){if(!this._isShown||this._isTransitioning)return;if(j.trigger(this._element,"hide.bs.modal").defaultPrevented)return;this._isShown=!1;const t=this._isAnimated();t&&(this._isTransitioning=!0),this._setEscapeEvent(),this._setResizeEvent(),this._focustrap.deactivate(),this._element.classList.remove(ji),j.off(this._element,Si),j.off(this._dialog,Ii),this._queueCallback((()=>this._hideModal()),this._element,t)}dispose(){[window,this._dialog].forEach((t=>j.off(t,".bs.modal"))),this._backdrop.dispose(),this._focustrap.deactivate(),super.dispose()}handleUpdate(){this._adjustDialog()}_initializeBackDrop(){return new bi({isVisible:Boolean(this._config.backdrop),isAnimated:this._isAnimated()})}_initializeFocusTrap(){return new Ai({trapElement:this._element})}_getConfig(t){return t={...Ci,...U.getDataAttributes(this._element),..."object"==typeof t?t:{}},a(Ti,t,ki),t}_showElement(t){const e=this._isAnimated(),i=V.findOne(".modal-body",this._dialog);this._element.parentNode&&this._element.parentNode.nodeType===Node.ELEMENT_NODE||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,i&&(i.scrollTop=0),e&&u(this._element),this._element.classList.add(ji),this._queueCallback((()=>{this._config.focus&&this._focustrap.activate(),this._isTransitioning=!1,j.trigger(this._element,"shown.bs.modal",{relatedTarget:t})}),this._dialog,e)}_setEscapeEvent(){this._isShown?j.on(this._element,Ni,(t=>{this._config.keyboard&&t.key===Oi?(t.preventDefault(),this.hide()):this._config.keyboard||t.key!==Oi||this._triggerBackdropTransition()})):j.off(this._element,Ni)}_setResizeEvent(){this._isShown?j.on(window,Di,(()=>this._adjustDialog())):j.off(window,Di)}_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(Pi),this._resetAdjustments(),this._scrollBar.reset(),j.trigger(this._element,Li)}))}_showBackdrop(t){j.on(this._element,Si,(t=>{this._ignoreBackdropClick?this._ignoreBackdropClick=!1:t.target===t.currentTarget&&(!0===this._config.backdrop?this.hide():"static"===this._config.backdrop&&this._triggerBackdropTransition())})),this._backdrop.show(t)}_isAnimated(){return this._element.classList.contains("fade")}_triggerBackdropTransition(){if(j.trigger(this._element,"hidePrevented.bs.modal").defaultPrevented)return;const{classList:t,scrollHeight:e,style:i}=this._element,n=e>document.documentElement.clientHeight;!n&&"hidden"===i.overflowY||t.contains(Mi)||(n||(i.overflowY="hidden"),t.add(Mi),this._queueCallback((()=>{t.remove(Mi),n||this._queueCallback((()=>{i.overflowY=""}),this._dialog)}),this._dialog),this._element.focus())}_adjustDialog(){const t=this._element.scrollHeight>document.documentElement.clientHeight,e=this._scrollBar.getWidth(),i=e>0;(!i&&t&&!m()||i&&!t&&m())&&(this._element.style.paddingLeft=`${e}px`),(i&&!t&&!m()||!i&&t&&m())&&(this._element.style.paddingRight=`${e}px`)}_resetAdjustments(){this._element.style.paddingLeft="",this._element.style.paddingRight=""}static jQueryInterface(t,e){return this.each((function(){const i=Hi.getOrCreateInstance(this,t);if("string"==typeof t){if(void 0===i[t])throw new TypeError(`No method named "${t}"`);i[t](e)}}))}}j.on(document,"click.bs.modal.data-api",'[data-bs-toggle="modal"]',(function(t){const e=n(this);["A","AREA"].includes(this.tagName)&&t.preventDefault(),j.one(e,xi,(t=>{t.defaultPrevented||j.one(e,Li,(()=>{l(this)&&this.focus()}))}));const i=V.findOne(".modal.show");i&&Hi.getInstance(i).hide(),Hi.getOrCreateInstance(e).toggle(this)})),R(Hi),g(Hi);const Bi="offcanvas",Ri={backdrop:!0,keyboard:!0,scroll:!1},Wi={backdrop:"boolean",keyboard:"boolean",scroll:"boolean"},$i="show",zi=".offcanvas.show",qi="hidden.bs.offcanvas";class Fi extends B{constructor(t,e){super(t),this._config=this._getConfig(e),this._isShown=!1,this._backdrop=this._initializeBackDrop(),this._focustrap=this._initializeFocusTrap(),this._addEventListeners()}static get NAME(){return Bi}static get Default(){return Ri}toggle(t){return this._isShown?this.hide():this.show(t)}show(t){this._isShown||j.trigger(this._element,"show.bs.offcanvas",{relatedTarget:t}).defaultPrevented||(this._isShown=!0,this._element.style.visibility="visible",this._backdrop.show(),this._config.scroll||(new fi).hide(),this._element.removeAttribute("aria-hidden"),this._element.setAttribute("aria-modal",!0),this._element.setAttribute("role","dialog"),this._element.classList.add($i),this._queueCallback((()=>{this._config.scroll||this._focustrap.activate(),j.trigger(this._element,"shown.bs.offcanvas",{relatedTarget:t})}),this._element,!0))}hide(){this._isShown&&(j.trigger(this._element,"hide.bs.offcanvas").defaultPrevented||(this._focustrap.deactivate(),this._element.blur(),this._isShown=!1,this._element.classList.remove($i),this._backdrop.hide(),this._queueCallback((()=>{this._element.setAttribute("aria-hidden",!0),this._element.removeAttribute("aria-modal"),this._element.removeAttribute("role"),this._element.style.visibility="hidden",this._config.scroll||(new fi).reset(),j.trigger(this._element,qi)}),this._element,!0)))}dispose(){this._backdrop.dispose(),this._focustrap.deactivate(),super.dispose()}_getConfig(t){return t={...Ri,...U.getDataAttributes(this._element),..."object"==typeof t?t:{}},a(Bi,t,Wi),t}_initializeBackDrop(){return new bi({className:"offcanvas-backdrop",isVisible:this._config.backdrop,isAnimated:!0,rootElement:this._element.parentNode,clickCallback:()=>this.hide()})}_initializeFocusTrap(){return new Ai({trapElement:this._element})}_addEventListeners(){j.on(this._element,"keydown.dismiss.bs.offcanvas",(t=>{this._config.keyboard&&"Escape"===t.key&&this.hide()}))}static jQueryInterface(t){return this.each((function(){const e=Fi.getOrCreateInstance(this,t);if("string"==typeof t){if(void 0===e[t]||t.startsWith("_")||"constructor"===t)throw new TypeError(`No method named "${t}"`);e[t](this)}}))}}j.on(document,"click.bs.offcanvas.data-api",'[data-bs-toggle="offcanvas"]',(function(t){const e=n(this);if(["A","AREA"].includes(this.tagName)&&t.preventDefault(),c(this))return;j.one(e,qi,(()=>{l(this)&&this.focus()}));const i=V.findOne(zi);i&&i!==e&&Fi.getInstance(i).hide(),Fi.getOrCreateInstance(e).toggle(this)})),j.on(window,"load.bs.offcanvas.data-api",(()=>V.find(zi).forEach((t=>Fi.getOrCreateInstance(t).show())))),R(Fi),g(Fi);const Ui=new Set(["background","cite","href","itemtype","longdesc","poster","src","xlink:href"]),Vi=/^(?:(?:https?|mailto|ftp|tel|file|sms):|[^#&/:?]*(?:[#/?]|$))/i,Ki=/^data:(?:image\/(?:bmp|gif|jpeg|jpg|png|tiff|webp)|video\/(?:mpeg|mp4|ogg|webm)|audio\/(?:mp3|oga|ogg|opus));base64,[\d+/a-z]+=*$/i,Xi=(t,e)=>{const i=t.nodeName.toLowerCase();if(e.includes(i))return!Ui.has(i)||Boolean(Vi.test(t.nodeValue)||Ki.test(t.nodeValue));const n=e.filter((t=>t instanceof RegExp));for(let t=0,e=n.length;t{Xi(t,r)||i.removeAttribute(t.nodeName)}))}return n.body.innerHTML}const Qi="tooltip",Gi=new Set(["sanitize","allowList","sanitizeFn"]),Zi={animation:"boolean",template:"string",title:"(string|element|function)",trigger:"string",delay:"(number|object)",html:"boolean",selector:"(string|boolean)",placement:"(string|function)",offset:"(array|string|function)",container:"(string|element|boolean)",fallbackPlacements:"array",boundary:"(string|element)",customClass:"(string|function)",sanitize:"boolean",sanitizeFn:"(null|function)",allowList:"object",popperConfig:"(null|object|function)"},Ji={AUTO:"auto",TOP:"top",RIGHT:m()?"left":"right",BOTTOM:"bottom",LEFT:m()?"right":"left"},tn={animation:!0,template:'',trigger:"hover focus",title:"",delay:0,html:!1,selector:!1,placement:"top",offset:[0,0],container:!1,fallbackPlacements:["top","right","bottom","left"],boundary:"clippingParents",customClass:"",sanitize:!0,sanitizeFn:null,allowList:{"*":["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:[]},popperConfig:null},en={HIDE:"hide.bs.tooltip",HIDDEN:"hidden.bs.tooltip",SHOW:"show.bs.tooltip",SHOWN:"shown.bs.tooltip",INSERTED:"inserted.bs.tooltip",CLICK:"click.bs.tooltip",FOCUSIN:"focusin.bs.tooltip",FOCUSOUT:"focusout.bs.tooltip",MOUSEENTER:"mouseenter.bs.tooltip",MOUSELEAVE:"mouseleave.bs.tooltip"},nn="fade",sn="show",on="show",rn="out",an=".tooltip-inner",ln=".modal",cn="hide.bs.modal",hn="hover",dn="focus";class un extends B{constructor(t,e){if(void 0===Fe)throw new TypeError("Bootstrap's tooltips require Popper (https://popper.js.org)");super(t),this._isEnabled=!0,this._timeout=0,this._hoverState="",this._activeTrigger={},this._popper=null,this._config=this._getConfig(e),this.tip=null,this._setListeners()}static get Default(){return tn}static get NAME(){return Qi}static get Event(){return en}static get DefaultType(){return Zi}enable(){this._isEnabled=!0}disable(){this._isEnabled=!1}toggleEnabled(){this._isEnabled=!this._isEnabled}toggle(t){if(this._isEnabled)if(t){const e=this._initializeOnDelegatedTarget(t);e._activeTrigger.click=!e._activeTrigger.click,e._isWithActiveTrigger()?e._enter(null,e):e._leave(null,e)}else{if(this.getTipElement().classList.contains(sn))return void this._leave(null,this);this._enter(null,this)}}dispose(){clearTimeout(this._timeout),j.off(this._element.closest(ln),cn,this._hideModalHandler),this.tip&&this.tip.remove(),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=j.trigger(this._element,this.constructor.Event.SHOW),e=h(this._element),i=null===e?this._element.ownerDocument.documentElement.contains(this._element):e.contains(this._element);if(t.defaultPrevented||!i)return;"tooltip"===this.constructor.NAME&&this.tip&&this.getTitle()!==this.tip.querySelector(an).innerHTML&&(this._disposePopper(),this.tip.remove(),this.tip=null);const n=this.getTipElement(),s=(t=>{do{t+=Math.floor(1e6*Math.random())}while(document.getElementById(t));return t})(this.constructor.NAME);n.setAttribute("id",s),this._element.setAttribute("aria-describedby",s),this._config.animation&&n.classList.add(nn);const o="function"==typeof this._config.placement?this._config.placement.call(this,n,this._element):this._config.placement,r=this._getAttachment(o);this._addAttachmentClass(r);const{container:a}=this._config;H.set(n,this.constructor.DATA_KEY,this),this._element.ownerDocument.documentElement.contains(this.tip)||(a.append(n),j.trigger(this._element,this.constructor.Event.INSERTED)),this._popper?this._popper.update():this._popper=qe(this._element,n,this._getPopperConfig(r)),n.classList.add(sn);const l=this._resolvePossibleFunction(this._config.customClass);l&&n.classList.add(...l.split(" ")),"ontouchstart"in document.documentElement&&[].concat(...document.body.children).forEach((t=>{j.on(t,"mouseover",d)}));const c=this.tip.classList.contains(nn);this._queueCallback((()=>{const t=this._hoverState;this._hoverState=null,j.trigger(this._element,this.constructor.Event.SHOWN),t===rn&&this._leave(null,this)}),this.tip,c)}hide(){if(!this._popper)return;const t=this.getTipElement();if(j.trigger(this._element,this.constructor.Event.HIDE).defaultPrevented)return;t.classList.remove(sn),"ontouchstart"in document.documentElement&&[].concat(...document.body.children).forEach((t=>j.off(t,"mouseover",d))),this._activeTrigger.click=!1,this._activeTrigger.focus=!1,this._activeTrigger.hover=!1;const e=this.tip.classList.contains(nn);this._queueCallback((()=>{this._isWithActiveTrigger()||(this._hoverState!==on&&t.remove(),this._cleanTipClass(),this._element.removeAttribute("aria-describedby"),j.trigger(this._element,this.constructor.Event.HIDDEN),this._disposePopper())}),this.tip,e),this._hoverState=""}update(){null!==this._popper&&this._popper.update()}isWithContent(){return Boolean(this.getTitle())}getTipElement(){if(this.tip)return this.tip;const t=document.createElement("div");t.innerHTML=this._config.template;const e=t.children[0];return this.setContent(e),e.classList.remove(nn,sn),this.tip=e,this.tip}setContent(t){this._sanitizeAndSetContent(t,this.getTitle(),an)}_sanitizeAndSetContent(t,e,i){const n=V.findOne(i,t);e||!n?this.setElementContent(n,e):n.remove()}setElementContent(t,e){if(null!==t)return o(e)?(e=r(e),void(this._config.html?e.parentNode!==t&&(t.innerHTML="",t.append(e)):t.textContent=e.textContent)):void(this._config.html?(this._config.sanitize&&(e=Yi(e,this._config.allowList,this._config.sanitizeFn)),t.innerHTML=e):t.textContent=e)}getTitle(){const t=this._element.getAttribute("data-bs-original-title")||this._config.title;return this._resolvePossibleFunction(t)}updateAttachment(t){return"right"===t?"end":"left"===t?"start":t}_initializeOnDelegatedTarget(t,e){return e||this.constructor.getOrCreateInstance(t.delegateTarget,this._getDelegateConfig())}_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:"onChange",enabled:!0,phase:"afterWrite",fn:t=>this._handlePopperPlacementChange(t)}],onFirstUpdate:t=>{t.options.placement!==t.placement&&this._handlePopperPlacementChange(t)}};return{...e,..."function"==typeof this._config.popperConfig?this._config.popperConfig(e):this._config.popperConfig}}_addAttachmentClass(t){this.getTipElement().classList.add(`${this._getBasicClassPrefix()}-${this.updateAttachment(t)}`)}_getAttachment(t){return Ji[t.toUpperCase()]}_setListeners(){this._config.trigger.split(" 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this._element.getAttribute("data-bs-original-title");(t||"string"!==e)&&(this._element.setAttribute("data-bs-original-title",t||""),!t||this._element.getAttribute("aria-label")||this._element.textContent||this._element.setAttribute("aria-label",t),this._element.setAttribute("title",""))}_enter(t,e){e=this._initializeOnDelegatedTarget(t,e),t&&(e._activeTrigger["focusin"===t.type?dn:hn]=!0),e.getTipElement().classList.contains(sn)||e._hoverState===on?e._hoverState=on:(clearTimeout(e._timeout),e._hoverState=on,e._config.delay&&e._config.delay.show?e._timeout=setTimeout((()=>{e._hoverState===on&&e.show()}),e._config.delay.show):e.show())}_leave(t,e){e=this._initializeOnDelegatedTarget(t,e),t&&(e._activeTrigger["focusout"===t.type?dn:hn]=e._element.contains(t.relatedTarget)),e._isWithActiveTrigger()||(clearTimeout(e._timeout),e._hoverState=rn,e._config.delay&&e._config.delay.hide?e._timeout=setTimeout((()=>{e._hoverState===rn&&e.hide()}),e._config.delay.hide):e.hide())}_isWithActiveTrigger(){for(const 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o=n(this)||this.closest(`.${s}`);t.getOrCreateInstance(o)[e]()}))};class R extends z{static get NAME(){return"alert"}close(){if(P.trigger(this._element,"close.bs.alert").defaultPrevented)return;this._element.classList.remove("show");const t=this._element.classList.contains("fade");this._queueCallback((()=>this._destroyElement()),this._element,t)}_destroyElement(){this._element.remove(),P.trigger(this._element,"closed.bs.alert"),this.dispose()}static jQueryInterface(t){return this.each((function(){const e=R.getOrCreateInstance(this);if("string"==typeof t){if(void 0===e[t]||t.startsWith("_")||"constructor"===t)throw new TypeError(`No method named "${t}"`);e[t](this)}}))}}q(R,"close"),g(R);const V='[data-bs-toggle="button"]';class K extends z{static get NAME(){return"button"}toggle(){this._element.setAttribute("aria-pressed",this._element.classList.toggle("active"))}static jQueryInterface(t){return this.each((function(){const 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e=t/this._deltaX;this._deltaX=0,e&&m(e>0?this._config.rightCallback:this._config.leftCallback)}_initEvents(){this._supportPointerEvents?(P.on(this._element,"pointerdown.bs.swipe",(t=>this._start(t))),P.on(this._element,"pointerup.bs.swipe",(t=>this._end(t))),this._element.classList.add("pointer-event")):(P.on(this._element,"touchstart.bs.swipe",(t=>this._start(t))),P.on(this._element,"touchmove.bs.swipe",(t=>this._move(t))),P.on(this._element,"touchend.bs.swipe",(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 G="next",J="prev",Z="left",tt="right",et="slid.bs.carousel",it="carousel",nt="active",st={ArrowLeft:tt,ArrowRight:Z},ot={interval:5e3,keyboard:!0,pause:"hover",ride:!1,touch:!0,wrap:!0},rt={interval:"(number|boolean)",keyboard:"boolean",pause:"(string|boolean)",ride:"(boolean|string)",touch:"boolean",wrap:"boolean"};class at extends z{constructor(t,e){super(t,e),this._interval=null,this._activeElement=null,this._isSliding=!1,this.touchTimeout=null,this._swipeHelper=null,this._indicatorsElement=Q.findOne(".carousel-indicators",this._element),this._addEventListeners(),this._config.ride===it&&this.cycle()}static get Default(){return ot}static get DefaultType(){return rt}static get NAME(){return"carousel"}next(){this._slide(G)}nextWhenVisible(){!document.hidden&&a(this._element)&&this.next()}prev(){this._slide(J)}pause(){this._isSliding&&s(this._element),this._clearInterval()}cycle(){this._clearInterval(),this._updateInterval(),this._interval=setInterval((()=>this.nextWhenVisible()),this._config.interval)}_maybeEnableCycle(){this._config.ride&&(this._isSliding?P.one(this._element,et,(()=>this.cycle())):this.cycle())}to(t){const e=this._getItems();if(t>e.length-1||t<0)return;if(this._isSliding)return void P.one(this._element,et,(()=>this.to(t)));const i=this._getItemIndex(this._getActive());if(i===t)return;const n=t>i?G:J;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&&P.on(this._element,"keydown.bs.carousel",(t=>this._keydown(t))),"hover"===this._config.pause&&(P.on(this._element,"mouseenter.bs.carousel",(()=>this.pause())),P.on(this._element,"mouseleave.bs.carousel",(()=>this._maybeEnableCycle()))),this._config.touch&&U.isSupported()&&this._addTouchEventListeners()}_addTouchEventListeners(){for(const t of Q.find(".carousel-item img",this._element))P.on(t,"dragstart.bs.carousel",(t=>t.preventDefault()));const t={leftCallback:()=>this._slide(this._directionToOrder(Z)),rightCallback:()=>this._slide(this._directionToOrder(tt)),endCallback:()=>{"hover"===this._config.pause&&(this.pause(),this.touchTimeout&&clearTimeout(this.touchTimeout),this.touchTimeout=setTimeout((()=>this._maybeEnableCycle()),500+this._config.interval))}};this._swipeHelper=new U(this._element,t)}_keydown(t){if(/input|textarea/i.test(t.target.tagName))return;const e=st[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=Q.findOne(".active",this._indicatorsElement);e.classList.remove(nt),e.removeAttribute("aria-current");const i=Q.findOne(`[data-bs-slide-to="${t}"]`,this._indicatorsElement);i&&(i.classList.add(nt),i.setAttribute("aria-current","true"))}_updateInterval(){const t=this._activeElement||this._getActive();if(!t)return;const e=Number.parseInt(t.getAttribute("data-bs-interval"),10);this._config.interval=e||this._config.defaultInterval}_slide(t,e=null){if(this._isSliding)return;const i=this._getActive(),n=t===G,s=e||b(this._getItems(),i,n,this._config.wrap);if(s===i)return;const o=this._getItemIndex(s),r=e=>P.trigger(this._element,e,{relatedTarget:s,direction:this._orderToDirection(t),from:this._getItemIndex(i),to:o});if(r("slide.bs.carousel").defaultPrevented)return;if(!i||!s)return;const a=Boolean(this._interval);this.pause(),this._isSliding=!0,this._setActiveIndicatorElement(o),this._activeElement=s;const l=n?"carousel-item-start":"carousel-item-end",c=n?"carousel-item-next":"carousel-item-prev";s.classList.add(c),d(s),i.classList.add(l),s.classList.add(l),this._queueCallback((()=>{s.classList.remove(l,c),s.classList.add(nt),i.classList.remove(nt,c,l),this._isSliding=!1,r(et)}),i,this._isAnimated()),a&&this.cycle()}_isAnimated(){return this._element.classList.contains("slide")}_getActive(){return Q.findOne(".active.carousel-item",this._element)}_getItems(){return Q.find(".carousel-item",this._element)}_clearInterval(){this._interval&&(clearInterval(this._interval),this._interval=null)}_directionToOrder(t){return p()?t===Z?J:G:t===Z?G:J}_orderToDirection(t){return p()?t===J?Z:tt:t===J?tt:Z}static jQueryInterface(t){return this.each((function(){const e=at.getOrCreateInstance(this,t);if("number"!=typeof t){if("string"==typeof t){if(void 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i=`scroll${e[0].toUpperCase()+e.slice(1)}`;this._queueCallback((()=>{this._isTransitioning=!1,this._element.classList.remove(ht),this._element.classList.add(ct,lt),this._element.style[e]="",P.trigger(this._element,"shown.bs.collapse")}),this._element,!0),this._element.style[e]=`${this._element[i]}px`}hide(){if(this._isTransitioning||!this._isShown())return;if(P.trigger(this._element,"hide.bs.collapse").defaultPrevented)return;const t=this._getDimension();this._element.style[t]=`${this._element.getBoundingClientRect()[t]}px`,d(this._element),this._element.classList.add(ht),this._element.classList.remove(ct,lt);for(const t of this._triggerArray){const e=n(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(ht),this._element.classList.add(ct),P.trigger(this._element,"hidden.bs.collapse")}),this._element,!0)}_isShown(t=this._element){return t.classList.contains(lt)}_configAfterMerge(t){return t.toggle=Boolean(t.toggle),t.parent=r(t.parent),t}_getDimension(){return this._element.classList.contains("collapse-horizontal")?"width":"height"}_initializeChildren(){if(!this._config.parent)return;const t=this._getFirstLevelChildren(dt);for(const e of t){const t=n(e);t&&this._addAriaAndCollapsedClass([e],this._isShown(t))}}_getFirstLevelChildren(t){const e=Q.find(":scope .collapse .collapse",this._config.parent);return Q.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=pt.getOrCreateInstance(this,e);if("string"==typeof t){if(void 0===i[t])throw new TypeError(`No method named 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i=B.getDataAttribute(t,e);null!==i?(B.removeDataAttribute(t,e),t.style.setProperty(e,i)):t.style.removeProperty(e)}))}_applyManipulationCallback(t,e){if(o(t))e(t);else for(const i of Q.find(t,this._element))e(i)}}const mi="show",_i="mousedown.bs.backdrop",bi={className:"modal-backdrop",clickCallback:null,isAnimated:!1,isVisible:!0,rootElement:"body"},vi={className:"string",clickCallback:"(function|null)",isAnimated:"boolean",isVisible:"boolean",rootElement:"(element|string)"};class yi extends F{constructor(t){super(),this._config=this._getConfig(t),this._isAppended=!1,this._element=null}static get Default(){return bi}static get DefaultType(){return vi}static get NAME(){return"backdrop"}show(t){if(!this._config.isVisible)return void m(t);this._append();const e=this._getElement();this._config.isAnimated&&d(e),e.classList.add(mi),this._emulateAnimation((()=>{m(t)}))}hide(t){this._config.isVisible?(this._getElement().classList.remove(mi),this._emulateAnimation((()=>{this.dispose(),m(t)}))):m(t)}dispose(){this._isAppended&&(P.off(this._element,_i),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=r(t.rootElement),t}_append(){if(this._isAppended)return;const t=this._getElement();this._config.rootElement.append(t),P.on(t,_i,(()=>{m(this._config.clickCallback)})),this._isAppended=!0}_emulateAnimation(t){_(t,this._getElement(),this._config.isAnimated)}}const wi=".bs.focustrap",Ai="backward",Ei={autofocus:!0,trapElement:null},Ti={autofocus:"boolean",trapElement:"element"};class Ci extends F{constructor(t){super(),this._config=this._getConfig(t),this._isActive=!1,this._lastTabNavDirection=null}static get Default(){return Ei}static get DefaultType(){return Ti}static get NAME(){return"focustrap"}activate(){this._isActive||(this._config.autofocus&&this._config.trapElement.focus(),P.off(document,wi),P.on(document,"focusin.bs.focustrap",(t=>this._handleFocusin(t))),P.on(document,"keydown.tab.bs.focustrap",(t=>this._handleKeydown(t))),this._isActive=!0)}deactivate(){this._isActive&&(this._isActive=!1,P.off(document,wi))}_handleFocusin(t){const{trapElement:e}=this._config;if(t.target===document||t.target===e||e.contains(t.target))return;const i=Q.focusableChildren(e);0===i.length?e.focus():this._lastTabNavDirection===Ai?i[i.length-1].focus():i[0].focus()}_handleKeydown(t){"Tab"===t.key&&(this._lastTabNavDirection=t.shiftKey?Ai:"forward")}}const Oi="hidden.bs.modal",xi="show.bs.modal",ki="modal-open",Li="show",Di="modal-static",Si={backdrop:!0,focus:!0,keyboard:!0},Ii={backdrop:"(boolean|string)",focus:"boolean",keyboard:"boolean"};class Ni extends z{constructor(t,e){super(t,e),this._dialog=Q.findOne(".modal-dialog",this._element),this._backdrop=this._initializeBackDrop(),this._focustrap=this._initializeFocusTrap(),this._isShown=!1,this._isTransitioning=!1,this._scrollBar=new gi,this._addEventListeners()}static get Default(){return Si}static get DefaultType(){return Ii}static get NAME(){return"modal"}toggle(t){return this._isShown?this.hide():this.show(t)}show(t){this._isShown||this._isTransitioning||P.trigger(this._element,xi,{relatedTarget:t}).defaultPrevented||(this._isShown=!0,this._isTransitioning=!0,this._scrollBar.hide(),document.body.classList.add(ki),this._adjustDialog(),this._backdrop.show((()=>this._showElement(t))))}hide(){this._isShown&&!this._isTransitioning&&(P.trigger(this._element,"hide.bs.modal").defaultPrevented||(this._isShown=!1,this._isTransitioning=!0,this._focustrap.deactivate(),this._element.classList.remove(Li),this._queueCallback((()=>this._hideModal()),this._element,this._isAnimated())))}dispose(){for(const t of[window,this._dialog])P.off(t,".bs.modal");this._backdrop.dispose(),this._focustrap.deactivate(),super.dispose()}handleUpdate(){this._adjustDialog()}_initializeBackDrop(){return new yi({isVisible:Boolean(this._config.backdrop),isAnimated:this._isAnimated()})}_initializeFocusTrap(){return new Ci({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=Q.findOne(".modal-body",this._dialog);e&&(e.scrollTop=0),d(this._element),this._element.classList.add(Li),this._queueCallback((()=>{this._config.focus&&this._focustrap.activate(),this._isTransitioning=!1,P.trigger(this._element,"shown.bs.modal",{relatedTarget:t})}),this._dialog,this._isAnimated())}_addEventListeners(){P.on(this._element,"keydown.dismiss.bs.modal",(t=>{if("Escape"===t.key)return this._config.keyboard?(t.preventDefault(),void this.hide()):void this._triggerBackdropTransition()})),P.on(window,"resize.bs.modal",(()=>{this._isShown&&!this._isTransitioning&&this._adjustDialog()})),P.on(this._element,"mousedown.dismiss.bs.modal",(t=>{P.one(this._element,"click.dismiss.bs.modal",(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(ki),this._resetAdjustments(),this._scrollBar.reset(),P.trigger(this._element,Oi)}))}_isAnimated(){return this._element.classList.contains("fade")}_triggerBackdropTransition(){if(P.trigger(this._element,"hidePrevented.bs.modal").defaultPrevented)return;const t=this._element.scrollHeight>document.documentElement.clientHeight,e=this._element.style.overflowY;"hidden"===e||this._element.classList.contains(Di)||(t||(this._element.style.overflowY="hidden"),this._element.classList.add(Di),this._queueCallback((()=>{this._element.classList.remove(Di),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=p()?"paddingLeft":"paddingRight";this._element.style[t]=`${e}px`}if(!i&&t){const t=p()?"paddingRight":"paddingLeft";this._element.style[t]=`${e}px`}}_resetAdjustments(){this._element.style.paddingLeft="",this._element.style.paddingRight=""}static jQueryInterface(t,e){return this.each((function(){const i=Ni.getOrCreateInstance(this,t);if("string"==typeof t){if(void 0===i[t])throw new TypeError(`No method named "${t}"`);i[t](e)}}))}}P.on(document,"click.bs.modal.data-api",'[data-bs-toggle="modal"]',(function(t){const e=n(this);["A","AREA"].includes(this.tagName)&&t.preventDefault(),P.one(e,xi,(t=>{t.defaultPrevented||P.one(e,Oi,(()=>{a(this)&&this.focus()}))}));const i=Q.findOne(".modal.show");i&&Ni.getInstance(i).hide(),Ni.getOrCreateInstance(e).toggle(this)})),q(Ni),g(Ni);const Pi="show",ji="showing",Mi="hiding",Hi=".offcanvas.show",$i="hidePrevented.bs.offcanvas",Wi="hidden.bs.offcanvas",Bi={backdrop:!0,keyboard:!0,scroll:!1},Fi={backdrop:"(boolean|string)",keyboard:"boolean",scroll:"boolean"};class zi extends z{constructor(t,e){super(t,e),this._isShown=!1,this._backdrop=this._initializeBackDrop(),this._focustrap=this._initializeFocusTrap(),this._addEventListeners()}static get Default(){return Bi}static get DefaultType(){return Fi}static get NAME(){return"offcanvas"}toggle(t){return this._isShown?this.hide():this.show(t)}show(t){this._isShown||P.trigger(this._element,"show.bs.offcanvas",{relatedTarget:t}).defaultPrevented||(this._isShown=!0,this._backdrop.show(),this._config.scroll||(new gi).hide(),this._element.setAttribute("aria-modal",!0),this._element.setAttribute("role","dialog"),this._element.classList.add(ji),this._queueCallback((()=>{this._config.scroll&&!this._config.backdrop||this._focustrap.activate(),this._element.classList.add(Pi),this._element.classList.remove(ji),P.trigger(this._element,"shown.bs.offcanvas",{relatedTarget:t})}),this._element,!0))}hide(){this._isShown&&(P.trigger(this._element,"hide.bs.offcanvas").defaultPrevented||(this._focustrap.deactivate(),this._element.blur(),this._isShown=!1,this._element.classList.add(Mi),this._backdrop.hide(),this._queueCallback((()=>{this._element.classList.remove(Pi,Mi),this._element.removeAttribute("aria-modal"),this._element.removeAttribute("role"),this._config.scroll||(new gi).reset(),P.trigger(this._element,Wi)}),this._element,!0)))}dispose(){this._backdrop.dispose(),this._focustrap.deactivate(),super.dispose()}_initializeBackDrop(){const t=Boolean(this._config.backdrop);return new yi({className:"offcanvas-backdrop",isVisible:t,isAnimated:!0,rootElement:this._element.parentNode,clickCallback:t?()=>{"static"!==this._config.backdrop?this.hide():P.trigger(this._element,$i)}:null})}_initializeFocusTrap(){return new Ci({trapElement:this._element})}_addEventListeners(){P.on(this._element,"keydown.dismiss.bs.offcanvas",(t=>{"Escape"===t.key&&(this._config.keyboard?this.hide():P.trigger(this._element,$i))}))}static jQueryInterface(t){return this.each((function(){const e=zi.getOrCreateInstance(this,t);if("string"==typeof t){if(void 0===e[t]||t.startsWith("_")||"constructor"===t)throw new TypeError(`No method named "${t}"`);e[t](this)}}))}}P.on(document,"click.bs.offcanvas.data-api",'[data-bs-toggle="offcanvas"]',(function(t){const e=n(this);if(["A","AREA"].includes(this.tagName)&&t.preventDefault(),l(this))return;P.one(e,Wi,(()=>{a(this)&&this.focus()}));const i=Q.findOne(Hi);i&&i!==e&&zi.getInstance(i).hide(),zi.getOrCreateInstance(e).toggle(this)})),P.on(window,"load.bs.offcanvas.data-api",(()=>{for(const t of Q.find(Hi))zi.getOrCreateInstance(t).show()})),P.on(window,"resize.bs.offcanvas",(()=>{for(const t of Q.find("[aria-modal][class*=show][class*=offcanvas-]"))"fixed"!==getComputedStyle(t).position&&zi.getOrCreateInstance(t).hide()})),q(zi),g(zi);const qi=new Set(["background","cite","href","itemtype","longdesc","poster","src","xlink:href"]),Ri=/^(?:(?:https?|mailto|ftp|tel|file|sms):|[^#&/:?]*(?:[#/?]|$))/i,Vi=/^data:(?:image\/(?:bmp|gif|jpeg|jpg|png|tiff|webp)|video\/(?:mpeg|mp4|ogg|webm)|audio\/(?:mp3|oga|ogg|opus));base64,[\d+/a-z]+=*$/i,Ki=(t,e)=>{const i=t.nodeName.toLowerCase();return e.includes(i)?!qi.has(i)||Boolean(Ri.test(t.nodeValue)||Vi.test(t.nodeValue)):e.filter((t=>t instanceof RegExp)).some((t=>t.test(i)))},Qi={"*":["class","dir","id","lang","role",/^aria-[\w-]*$/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:[]},Xi={allowList:Qi,content:{},extraClass:"",html:!1,sanitize:!0,sanitizeFn:null,template:"
"},Yi={allowList:"object",content:"object",extraClass:"(string|function)",html:"boolean",sanitize:"boolean",sanitizeFn:"(null|function)",template:"string"},Ui={entry:"(string|element|function|null)",selector:"(string|element)"};class Gi extends F{constructor(t){super(),this._config=this._getConfig(t)}static get Default(){return Xi}static get DefaultType(){return Yi}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},Ui)}_setContent(t,e,i){const n=Q.findOne(i,t);n&&((e=this._resolvePossibleFunction(e))?o(e)?this._putElementInTemplate(r(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)Ki(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 Ji=new Set(["sanitize","allowList","sanitizeFn"]),Zi="fade",tn="show",en=".modal",nn="hide.bs.modal",sn="hover",on="focus",rn={AUTO:"auto",TOP:"top",RIGHT:p()?"left":"right",BOTTOM:"bottom",LEFT:p()?"right":"left"},an={allowList:Qi,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"},ln={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 cn extends z{constructor(t,e){if(void 0===Ke)throw new TypeError("Bootstrap's tooltips require Popper (https://popper.js.org)");super(t,e),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 an}static get DefaultType(){return ln}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),P.off(this._element.closest(en),nn,this._hideModalHandler),this.tip&&this.tip.remove(),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=P.trigger(this._element,this.constructor.eventName("show")),e=(c(this._element)||this._element.ownerDocument.documentElement).contains(this._element);if(t.defaultPrevented||!e)return;this.tip&&(this.tip.remove(),this.tip=null);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),P.trigger(this._element,this.constructor.eventName("inserted"))),this._popper?this._popper.update():this._popper=this._createPopper(i),i.classList.add(tn),"ontouchstart"in document.documentElement)for(const t of[].concat(...document.body.children))P.on(t,"mouseover",h);this._queueCallback((()=>{P.trigger(this._element,this.constructor.eventName("shown")),!1===this._isHovered&&this._leave(),this._isHovered=!1}),this.tip,this._isAnimated())}hide(){if(!this._isShown())return;if(P.trigger(this._element,this.constructor.eventName("hide")).defaultPrevented)return;const t=this._getTipElement();if(t.classList.remove(tn),"ontouchstart"in document.documentElement)for(const t of[].concat(...document.body.children))P.off(t,"mouseover",h);this._activeTrigger.click=!1,this._activeTrigger.focus=!1,this._activeTrigger.hover=!1,this._isHovered=null,this._queueCallback((()=>{this._isWithActiveTrigger()||(this._isHovered||t.remove(),this._element.removeAttribute("aria-describedby"),P.trigger(this._element,this.constructor.eventName("hidden")),this._disposePopper())}),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(Zi,tn),e.classList.add(`bs-${this.constructor.NAME}-auto`);const i=(t=>{do{t+=Math.floor(1e6*Math.random())}while(document.getElementById(t));return t})(this.constructor.NAME).toString();return e.setAttribute("id",i),this._isAnimated()&&e.classList.add(Zi),e}setContent(t){this._newContent=t,this._isShown()&&(this._disposePopper(),this.show())}_getTemplateFactory(t){return this._templateFactory?this._templateFactory.changeContent(t):this._templateFactory=new Gi({...this._config,content:t,extraClass:this._resolvePossibleFunction(this._config.customClass)}),this._templateFactory}_getContentForTemplate(){return{".tooltip-inner":this._getTitle()}}_getTitle(){return this._resolvePossibleFunction(this._config.title)||this._element.getAttribute("data-bs-original-title")}_initializeOnDelegatedTarget(t){return this.constructor.getOrCreateInstance(t.delegateTarget,this._getDelegateConfig())}_isAnimated(){return this._config.animation||this.tip&&this.tip.classList.contains(Zi)}_isShown(){return this.tip&&this.tip.classList.contains(tn)}_createPopper(t){const e="function"==typeof this._config.placement?this._config.placement.call(this,t,this._element):this._config.placement,i=rn[e.toUpperCase()];return Ve(this._element,t,this._getPopperConfig(i))}_getOffset(){const{offset:t}=this._config;return"string"==typeof t?t.split(",").map((t=>Number.parseInt(t,10))):"function"==typeof t?e=>t(e,this._element):t}_resolvePossibleFunction(t){return"function"==typeof t?t.call(this._element):t}_getPopperConfig(t){const e={placement:t,modifiers:[{name:"flip",options:{fallbackPlacements:this._config.fallbackPlacements}},{name:"offset",options:{offset:this._getOffset()}},{name:"preventOverflow",options:{boundary:this._config.boundary}},{name:"arrow",options:{element:`.${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)P.on(this._element,this.constructor.eventName("click"),this._config.selector,(t=>{this._initializeOnDelegatedTarget(t).toggle()}));else if("manual"!==e){const t=e===sn?this.constructor.eventName("mouseenter"):this.constructor.eventName("focusin"),i=e===sn?this.constructor.eventName("mouseleave"):this.constructor.eventName("focusout");P.on(this._element,t,this._config.selector,(t=>{const e=this._initializeOnDelegatedTarget(t);e._activeTrigger["focusin"===t.type?on:sn]=!0,e._enter()})),P.on(this._element,i,this._config.selector,(t=>{const e=this._initializeOnDelegatedTarget(t);e._activeTrigger["focusout"===t.type?on:sn]=e._element.contains(t.relatedTarget),e._leave()}))}this._hideModalHandler=()=>{this._element&&this.hide()},P.on(this._element.closest(en),nn,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=B.getDataAttributes(this._element);for(const t of Object.keys(e))Ji.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:r(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)}static jQueryInterface(t){return this.each((function(){const e=cn.getOrCreateInstance(this,t);if("string"==typeof t){if(void 0===e[t])throw new TypeError(`No method named "${t}"`);e[t]()}}))}}g(cn);const hn={...cn.Default,content:"",offset:[0,8],placement:"right",template:'',trigger:"click"},dn={...cn.DefaultType,content:"(null|string|element|function)"};class un extends cn{static get Default(){return hn}static get DefaultType(){return dn}static get NAME(){return"popover"}_isWithContent(){return this._getTitle()||this._getContent()}_getContentForTemplate(){return{".popover-header":this._getTitle(),".popover-body":this._getContent()}}_getContent(){return this._resolvePossibleFunction(this._config.content)}static jQueryInterface(t){return this.each((function(){const e=un.getOrCreateInstance(this,t);if("string"==typeof t){if(void 0===e[t])throw new TypeError(`No method named "${t}"`);e[t]()}}))}}g(un);const fn="click.bs.scrollspy",pn="active",gn="[href]",mn={offset:null,rootMargin:"0px 0px -25%",smoothScroll:!1,target:null,threshold:[.1,.5,1]},_n={offset:"(number|null)",rootMargin:"string",smoothScroll:"boolean",target:"element",threshold:"array"};class bn extends z{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 mn}static get DefaultType(){return _n}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=r(t.target)||document.body,t.rootMargin=t.offset?`${t.offset}px 0px -30%`:t.rootMargin,"string"==typeof t.threshold&&(t.threshold=t.threshold.split(",").map((t=>Number.parseFloat(t)))),t}_maybeEnableSmoothScroll(){this._config.smoothScroll&&(P.off(this._config.target,fn),P.on(this._config.target,fn,gn,(t=>{const e=this._observableSections.get(t.target.hash);if(e){t.preventDefault();const i=this._rootElement||window,n=e.offsetTop-this._element.offsetTop;if(i.scrollTo)return void i.scrollTo({top:n,behavior:"smooth"});i.scrollTop=n}})))}_getNewObserver(){const t={root:this._rootElement,threshold:this._config.threshold,rootMargin:this._config.rootMargin};return new IntersectionObserver((t=>this._observerCallback(t)),t)}_observerCallback(t){const e=t=>this._targetLinks.get(`#${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=Q.find(gn,this._config.target);for(const e of t){if(!e.hash||l(e))continue;const t=Q.findOne(e.hash,this._element);a(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(pn),this._activateParents(t),P.trigger(this._element,"activate.bs.scrollspy",{relatedTarget:t}))}_activateParents(t){if(t.classList.contains("dropdown-item"))Q.findOne(".dropdown-toggle",t.closest(".dropdown")).classList.add(pn);else for(const e of Q.parents(t,".nav, .list-group"))for(const t of Q.prev(e,".nav-link, .nav-item > .nav-link, .list-group-item"))t.classList.add(pn)}_clearActiveClass(t){t.classList.remove(pn);const e=Q.find("[href].active",t);for(const t of e)t.classList.remove(pn)}static jQueryInterface(t){return this.each((function(){const e=bn.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?P.trigger(e,"hide.bs.tab",{relatedTarget:t}):null;P.trigger(t,"show.bs.tab",{relatedTarget:e}).defaultPrevented||i&&i.defaultPrevented||(this._deactivate(e,t),this._activate(t,e))}_activate(t,e){t&&(t.classList.add(En),this._activate(n(t)),this._queueCallback((()=>{"tab"===t.getAttribute("role")?(t.removeAttribute("tabindex"),t.setAttribute("aria-selected",!0),this._toggleDropDown(t,!0),P.trigger(t,"shown.bs.tab",{relatedTarget:e})):t.classList.add(Cn)}),t,t.classList.contains(Tn)))}_deactivate(t,e){t&&(t.classList.remove(En),t.blur(),this._deactivate(n(t)),this._queueCallback((()=>{"tab"===t.getAttribute("role")?(t.setAttribute("aria-selected",!1),t.setAttribute("tabindex","-1"),this._toggleDropDown(t,!1),P.trigger(t,"hidden.bs.tab",{relatedTarget:e})):t.classList.remove(Cn)}),t,t.classList.contains(Tn)))}_keydown(t){if(![vn,yn,wn,An].includes(t.key))return;t.stopPropagation(),t.preventDefault();const e=[yn,An].includes(t.key),i=b(this._getChildren().filter((t=>!l(t))),t.target,e,!0);i&&(i.focus({preventScroll:!0}),kn.getOrCreateInstance(i).show())}_getChildren(){return Q.find(xn,this._parent)}_getActiveElem(){return this._getChildren().find((t=>this._elemIsActive(t)))||null}_setInitialAttributes(t,e){this._setAttributeIfNotExists(t,"role","tablist");for(const t of e)this._setInitialAttributesOnChild(t)}_setInitialAttributesOnChild(t){t=this._getInnerElement(t);const e=this._elemIsActive(t),i=this._getOuterElement(t);t.setAttribute("aria-selected",e),i!==t&&this._setAttributeIfNotExists(i,"role","presentation"),e||t.setAttribute("tabindex","-1"),this._setAttributeIfNotExists(t,"role","tab"),this._setInitialAttributesOnTargetPanel(t)}_setInitialAttributesOnTargetPanel(t){const e=n(t);e&&(this._setAttributeIfNotExists(e,"role","tabpanel"),t.id&&this._setAttributeIfNotExists(e,"aria-labelledby",`#${t.id}`))}_toggleDropDown(t,e){const i=this._getOuterElement(t);if(!i.classList.contains("dropdown"))return;const n=(t,n)=>{const s=Q.findOne(t,i);s&&s.classList.toggle(n,e)};n(".dropdown-toggle",En),n(".dropdown-menu",Cn),i.setAttribute("aria-expanded",e)}_setAttributeIfNotExists(t,e,i){t.hasAttribute(e)||t.setAttribute(e,i)}_elemIsActive(t){return t.classList.contains(En)}_getInnerElement(t){return t.matches(xn)?t:Q.findOne(xn,t)}_getOuterElement(t){return t.closest(".nav-item, .list-group-item")||t}static jQueryInterface(t){return this.each((function(){const e=kn.getOrCreateInstance(this);if("string"==typeof t){if(void 0===e[t]||t.startsWith("_")||"constructor"===t)throw new TypeError(`No method named "${t}"`);e[t]()}}))}}P.on(document,"click.bs.tab",On,(function(t){["A","AREA"].includes(this.tagName)&&t.preventDefault(),l(this)||kn.getOrCreateInstance(this).show()})),P.on(window,"load.bs.tab",(()=>{for(const t of Q.find('.active[data-bs-toggle="tab"], .active[data-bs-toggle="pill"], .active[data-bs-toggle="list"]'))kn.getOrCreateInstance(t)})),g(kn);const Ln="hide",Dn="show",Sn="showing",In={animation:"boolean",autohide:"boolean",delay:"number"},Nn={animation:!0,autohide:!0,delay:5e3};class Pn extends z{constructor(t,e){super(t,e),this._timeout=null,this._hasMouseInteraction=!1,this._hasKeyboardInteraction=!1,this._setListeners()}static get Default(){return Nn}static get DefaultType(){return In}static get NAME(){return"toast"}show(){P.trigger(this._element,"show.bs.toast").defaultPrevented||(this._clearTimeout(),this._config.animation&&this._element.classList.add("fade"),this._element.classList.remove(Ln),d(this._element),this._element.classList.add(Dn,Sn),this._queueCallback((()=>{this._element.classList.remove(Sn),P.trigger(this._element,"shown.bs.toast"),this._maybeScheduleHide()}),this._element,this._config.animation))}hide(){this.isShown()&&(P.trigger(this._element,"hide.bs.toast").defaultPrevented||(this._element.classList.add(Sn),this._queueCallback((()=>{this._element.classList.add(Ln),this._element.classList.remove(Sn,Dn),P.trigger(this._element,"hidden.bs.toast")}),this._element,this._config.animation)))}dispose(){this._clearTimeout(),this.isShown()&&this._element.classList.remove(Dn),super.dispose()}isShown(){return this._element.classList.contains(Dn)}_maybeScheduleHide(){this._config.autohide&&(this._hasMouseInteraction||this._hasKeyboardInteraction||(this._timeout=setTimeout((()=>{this.hide()}),this._config.delay)))}_onInteraction(t,e){switch(t.type){case"mouseover":case"mouseout":this._hasMouseInteraction=e;break;case"focusin":case"focusout":this._hasKeyboardInteraction=e}if(e)return void this._clearTimeout();const i=t.relatedTarget;this._element===i||this._element.contains(i)||this._maybeScheduleHide()}_setListeners(){P.on(this._element,"mouseover.bs.toast",(t=>this._onInteraction(t,!0))),P.on(this._element,"mouseout.bs.toast",(t=>this._onInteraction(t,!1))),P.on(this._element,"focusin.bs.toast",(t=>this._onInteraction(t,!0))),P.on(this._element,"focusout.bs.toast",(t=>this._onInteraction(t,!1)))}_clearTimeout(){clearTimeout(this._timeout),this._timeout=null}static jQueryInterface(t){return this.each((function(){const e=Pn.getOrCreateInstance(this,t);if("string"==typeof t){if(void 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t=e.state,n=e.name,r=t.rects.reference,o=t.rects.popper,i=t.modifiersData.preventOverflow,a=J(t,{elementContext:"reference"}),s=J(t,{altBoundary:!0}),f=ve(a,r),c=ve(s,o,i),p=ye(f),u=ye(c);t.modifiersData[n]={referenceClippingOffsets:f,popperEscapeOffsets:c,isReferenceHidden:p,hasPopperEscaped:u},t.attributes.popper=Object.assign({},t.attributes.popper,{"data-popper-reference-hidden":p,"data-popper-escaped":u})}},be=Z({defaultModifiers:[ee,te,oe,ie]}),xe=[ee,te,oe,ie,ae,le,he,me,ge],we=Z({defaultModifiers:xe});e.applyStyles=ie,e.arrow=me,e.computeStyles=oe,e.createPopper=we,e.createPopperLite=be,e.defaultModifiers=xe,e.detectOverflow=J,e.eventListeners=ee,e.flip=le,e.hide=ge,e.offset=ae,e.popperGenerator=Z,e.popperOffsets=te,e.preventOverflow=he,Object.defineProperty(e,"__esModule",{value:!0})})); diff --git a/docs/site_libs/quarto-html/quarto-syntax-highlighting.css b/docs/site_libs/quarto-html/quarto-syntax-highlighting.css index 36cb328..d9fd98f 100644 --- a/docs/site_libs/quarto-html/quarto-syntax-highlighting.css +++ b/docs/site_libs/quarto-html/quarto-syntax-highlighting.css @@ -55,62 +55,85 @@ div.sourceCode pre.sourceCode { code span.ot { color: #003B4F; + font-style: inherit; } code span.at { color: #657422; + font-style: inherit; } code span.ss { color: #20794D; + font-style: inherit; } code span.an { color: #5E5E5E; + font-style: inherit; } code span.fu { color: #4758AB; + font-style: inherit; } code span.st { color: #20794D; + font-style: inherit; } code span.cf { color: #003B4F; + font-style: inherit; } code span.op { color: #5E5E5E; + font-style: inherit; } code span.er { color: #AD0000; + font-style: inherit; } code span.bn { color: #AD0000; + font-style: inherit; } code span.al { color: #AD0000; + font-style: inherit; } code span.va { color: #111111; + font-style: inherit; +} + +code span.bu { + font-style: inherit; +} + +code span.ex { + font-style: inherit; } code span.pp { color: #AD0000; + font-style: inherit; } code span.in { color: #5E5E5E; + font-style: inherit; } code span.vs { color: #20794D; + font-style: inherit; } code span.wa { @@ -125,22 +148,27 @@ code span.do { code span.im { color: #00769E; + font-style: inherit; } code span.ch { color: #20794D; + font-style: inherit; } code span.dt { color: #AD0000; + font-style: inherit; } code span.fl { color: #AD0000; + font-style: inherit; } code span.co { color: #5E5E5E; + font-style: inherit; } code span.cv { @@ -150,18 +178,22 @@ code span.cv { code span.cn { color: #8f5902; + font-style: inherit; } code span.sc { color: #5E5E5E; + font-style: inherit; } code span.dv { color: #AD0000; + font-style: inherit; } code span.kw { color: #003B4F; + font-style: inherit; } .prevent-inlining { diff --git a/docs/site_libs/quarto-html/quarto.js b/docs/site_libs/quarto-html/quarto.js index c7e1c84..91be522 100644 --- a/docs/site_libs/quarto-html/quarto.js +++ b/docs/site_libs/quarto-html/quarto.js @@ -5,8 +5,40 @@ const sectionChanged = new CustomEvent("quarto-sectionChanged", { composed: false, }); +const layoutMarginEls = () => { + // Find any conflicting margin elements and add margins to the + // top to prevent overlap + const marginChildren = window.document.querySelectorAll( + ".column-margin.column-container > * " + ); + + let lastBottom = 0; + for (const marginChild of marginChildren) { + if (marginChild.offsetParent !== null) { + // clear the top margin so we recompute it + marginChild.style.marginTop = null; + const top = marginChild.getBoundingClientRect().top + window.scrollY; + if (top < lastBottom) { + const margin = lastBottom - top; + marginChild.style.marginTop = `${margin}px`; + } + const styles = window.getComputedStyle(marginChild); + const marginTop = parseFloat(styles["marginTop"]); + lastBottom = top + marginChild.getBoundingClientRect().height + marginTop; + } + } +}; + window.document.addEventListener("DOMContentLoaded", function (_event) { - const tocEl = window.document.querySelector('nav[role="doc-toc"]'); + // Recompute the position of margin elements anytime the body size changes + if (window.ResizeObserver) { + const resizeObserver = new window.ResizeObserver( + throttle(layoutMarginEls, 50) + ); + resizeObserver.observe(window.document.body); + } + + const tocEl = window.document.querySelector('nav.toc-active[role="doc-toc"]'); const sidebarEl = window.document.getElementById("quarto-sidebar"); const leftTocEl = window.document.getElementById("quarto-sidebar-toc-left"); const marginSidebarEl = window.document.getElementById( @@ -33,6 +65,9 @@ window.document.addEventListener("DOMContentLoaded", function (_event) { tab.addEventListener("shown.bs.tab", fireSlideEnter); }); + // fire slideEnter for tabby tab activations (for htmlwidget resize behavior) + document.addEventListener("tabby", fireSlideEnter, false); + // Track scrolling and mark TOC links as active // get table of contents and sidebar (bail if we don't have at least one) const tocLinks = tocEl @@ -256,6 +291,7 @@ window.document.addEventListener("DOMContentLoaded", function (_event) { const manageSidebarVisiblity = (el, placeholderDescriptor) => { let isVisible = true; + let elRect; return (hiddenRegions) => { if (el === null) { @@ -266,119 +302,126 @@ window.document.addEventListener("DOMContentLoaded", function (_event) { const lastChildEl = el.lastElementChild; if (lastChildEl) { - // Find the top and bottom o the element that is being managed - const elTop = el.offsetTop; - const elBottom = - elTop + lastChildEl.offsetTop + lastChildEl.offsetHeight; - // Converts the sidebar to a menu const convertToMenu = () => { for (const child of el.children) { child.style.opacity = 0; - child.style.display = "none"; + child.style.overflow = "hidden"; } - const toggleContainer = window.document.createElement("div"); - toggleContainer.style.width = "100%"; - toggleContainer.classList.add("zindex-over-content"); - toggleContainer.classList.add("quarto-sidebar-toggle"); - toggleContainer.classList.add("headroom-target"); // Marks this to be managed by headeroom - toggleContainer.id = placeholderDescriptor.id; - toggleContainer.style.position = "fixed"; - - const toggleIcon = window.document.createElement("i"); - toggleIcon.classList.add("quarto-sidebar-toggle-icon"); - toggleIcon.classList.add("bi"); - toggleIcon.classList.add("bi-caret-down-fill"); - - const toggleTitle = window.document.createElement("div"); - const titleEl = window.document.body.querySelector( - placeholderDescriptor.titleSelector - ); - if (titleEl) { - toggleTitle.append(titleEl.innerText, toggleIcon); - } - toggleTitle.classList.add("zindex-over-content"); - toggleTitle.classList.add("quarto-sidebar-toggle-title"); - toggleContainer.append(toggleTitle); - - const toggleContents = window.document.createElement("div"); - toggleContents.classList = el.classList; - toggleContents.classList.add("zindex-over-content"); - toggleContents.classList.add("quarto-sidebar-toggle-contents"); - for (const child of el.children) { - if (child.id === "toc-title") { - continue; + nexttick(() => { + const toggleContainer = window.document.createElement("div"); + toggleContainer.style.width = "100%"; + toggleContainer.classList.add("zindex-over-content"); + toggleContainer.classList.add("quarto-sidebar-toggle"); + toggleContainer.classList.add("headroom-target"); // Marks this to be managed by headeroom + toggleContainer.id = placeholderDescriptor.id; + toggleContainer.style.position = "fixed"; + + const toggleIcon = window.document.createElement("i"); + toggleIcon.classList.add("quarto-sidebar-toggle-icon"); + toggleIcon.classList.add("bi"); + toggleIcon.classList.add("bi-caret-down-fill"); + + const toggleTitle = window.document.createElement("div"); + const titleEl = window.document.body.querySelector( + placeholderDescriptor.titleSelector + ); + if (titleEl) { + toggleTitle.append( + titleEl.textContent || titleEl.innerText, + toggleIcon + ); } - - const clone = child.cloneNode(true); - clone.style.opacity = 1; - clone.style.display = null; - toggleContents.append(clone); - } - toggleContents.style.height = "0px"; - toggleContainer.append(toggleContents); - el.parentElement.prepend(toggleContainer); - - // Process clicks - let tocShowing = false; - // Allow the caller to control whether this is dismissed - // when it is clicked (e.g. sidebar navigation supports - // opening and closing the nav tree, so don't dismiss on click) - const clickEl = placeholderDescriptor.dismissOnClick - ? toggleContainer - : toggleTitle; - - const closeToggle = () => { - if (tocShowing) { - toggleContainer.classList.remove("expanded"); - toggleContents.style.height = "0px"; - tocShowing = false; + toggleTitle.classList.add("zindex-over-content"); + toggleTitle.classList.add("quarto-sidebar-toggle-title"); + toggleContainer.append(toggleTitle); + + const toggleContents = window.document.createElement("div"); + toggleContents.classList = el.classList; + toggleContents.classList.add("zindex-over-content"); + toggleContents.classList.add("quarto-sidebar-toggle-contents"); + for (const child of el.children) { + if (child.id === "toc-title") { + continue; + } + + const clone = child.cloneNode(true); + clone.style.opacity = 1; + clone.style.display = null; + toggleContents.append(clone); } - }; - - const positionToggle = () => { - // position the element (top left of parent, same width as parent) - const elRect = el.getBoundingClientRect(); - toggleContainer.style.left = `${elRect.left}px`; - toggleContainer.style.top = `${elRect.top}px`; - toggleContainer.style.width = `${elRect.width}px`; - }; - - // Get rid of any expanded toggle if the user scrolls - window.document.addEventListener( - "scroll", - throttle(() => { - closeToggle(); - }, 50) - ); - - // Handle positioning of the toggle - window.addEventListener( - "resize", - throttle(() => { - positionToggle(); - }, 50) - ); - positionToggle(); - - // Process the click - clickEl.onclick = () => { - if (!tocShowing) { - toggleContainer.classList.add("expanded"); - toggleContents.style.height = null; - tocShowing = true; - } else { - closeToggle(); - } - }; + toggleContents.style.height = "0px"; + const positionToggle = () => { + // position the element (top left of parent, same width as parent) + if (!elRect) { + elRect = el.getBoundingClientRect(); + } + toggleContainer.style.left = `${elRect.left}px`; + toggleContainer.style.top = `${elRect.top}px`; + toggleContainer.style.width = `${elRect.width}px`; + }; + positionToggle(); + + toggleContainer.append(toggleContents); + el.parentElement.prepend(toggleContainer); + + // Process clicks + let tocShowing = false; + // Allow the caller to control whether this is dismissed + // when it is clicked (e.g. sidebar navigation supports + // opening and closing the nav tree, so don't dismiss on click) + const clickEl = placeholderDescriptor.dismissOnClick + ? toggleContainer + : toggleTitle; + + const closeToggle = () => { + if (tocShowing) { + toggleContainer.classList.remove("expanded"); + toggleContents.style.height = "0px"; + tocShowing = false; + } + }; + + // Get rid of any expanded toggle if the user scrolls + window.document.addEventListener( + "scroll", + throttle(() => { + closeToggle(); + }, 50) + ); + + // Handle positioning of the toggle + window.addEventListener( + "resize", + throttle(() => { + elRect = undefined; + positionToggle(); + }, 50) + ); + + window.addEventListener("quarto-hrChanged", () => { + elRect = undefined; + }); + + // Process the click + clickEl.onclick = () => { + if (!tocShowing) { + toggleContainer.classList.add("expanded"); + toggleContents.style.height = null; + tocShowing = true; + } else { + closeToggle(); + } + }; + }); }; // Converts a sidebar from a menu back to a sidebar const convertToSidebar = () => { for (const child of el.children) { child.style.opacity = 1; - clone.style.display = null; + child.style.overflow = null; } const placeholderEl = window.document.getElementById( @@ -395,6 +438,11 @@ window.document.addEventListener("DOMContentLoaded", function (_event) { convertToMenu(); isVisible = false; } else { + // Find the top and bottom o the element that is being managed + const elTop = el.offsetTop; + const elBottom = + elTop + lastChildEl.offsetTop + lastChildEl.offsetHeight; + if (!isVisible) { // If the element is current not visible reveal if there are // no conflicts with overlay regions @@ -415,22 +463,50 @@ window.document.addEventListener("DOMContentLoaded", function (_event) { }; }; - // Find any conflicting margin elements and add margins to the - // top to prevent overlap - const marginChildren = window.document.querySelectorAll( - ".column-margin.column-container > * " - ); - let lastBottom = 0; - for (const marginChild of marginChildren) { - const top = marginChild.getBoundingClientRect().top; - if (top < lastBottom) { - const margin = lastBottom - top; - marginChild.style.marginTop = `${margin}px`; - } - const styles = window.getComputedStyle(marginChild); - const marginTop = parseFloat(styles["marginTop"]); + const tabEls = document.querySelectorAll('a[data-bs-toggle="tab"]'); + for (const tabEl of tabEls) { + const id = tabEl.getAttribute("data-bs-target"); + if (id) { + const columnEl = document.querySelector( + `${id} .column-margin, .tabset-margin-content` + ); + if (columnEl) + tabEl.addEventListener("shown.bs.tab", function (event) { + const el = event.srcElement; + if (el) { + const visibleCls = `${el.id}-margin-content`; + // walk up until we find a parent tabset + let panelTabsetEl = el.parentElement; + while (panelTabsetEl) { + if (panelTabsetEl.classList.contains("panel-tabset")) { + break; + } + panelTabsetEl = panelTabsetEl.parentElement; + } - lastBottom = top + marginChild.getBoundingClientRect().height + marginTop; + if (panelTabsetEl) { + const prevSib = panelTabsetEl.previousElementSibling; + if ( + prevSib && + prevSib.classList.contains("tabset-margin-container") + ) { + const childNodes = prevSib.querySelectorAll( + ".tabset-margin-content" + ); + for (const childEl of childNodes) { + if (childEl.classList.contains(visibleCls)) { + childEl.classList.remove("collapse"); + } else { + childEl.classList.add("collapse"); + } + } + } + } + } + + layoutMarginEls(); + }); + } } // Manage the visibility of the toc and the sidebar @@ -500,8 +576,9 @@ window.document.addEventListener("DOMContentLoaded", function (_event) { const kOverlapPaddingSize = 10; function toRegions(els) { return els.map((el) => { + const boundRect = el.getBoundingClientRect(); const top = - el.getBoundingClientRect().top + + boundRect.top + document.documentElement.scrollTop - kOverlapPaddingSize; return { @@ -511,11 +588,51 @@ window.document.addEventListener("DOMContentLoaded", function (_event) { }); } + let hasObserved = false; + const visibleItemObserver = (els) => { + let visibleElements = [...els]; + const intersectionObserver = new IntersectionObserver( + (entries, _observer) => { + entries.forEach((entry) => { + if (entry.isIntersecting) { + if (visibleElements.indexOf(entry.target) === -1) { + visibleElements.push(entry.target); + } + } else { + visibleElements = visibleElements.filter((visibleEntry) => { + return visibleEntry !== entry; + }); + } + }); + + if (!hasObserved) { + hideOverlappedSidebars(); + } + hasObserved = true; + }, + {} + ); + els.forEach((el) => { + intersectionObserver.observe(el); + }); + + return { + getVisibleEntries: () => { + return visibleElements; + }, + }; + }; + + const rightElementObserver = visibleItemObserver(rightSideConflictEls); + const leftElementObserver = visibleItemObserver(leftSideConflictEls); + const hideOverlappedSidebars = () => { - marginScrollVisibility(toRegions(rightSideConflictEls)); - sidebarScrollVisiblity(toRegions(leftSideConflictEls)); + marginScrollVisibility(toRegions(rightElementObserver.getVisibleEntries())); + sidebarScrollVisiblity(toRegions(leftElementObserver.getVisibleEntries())); if (tocLeftScrollVisibility) { - tocLeftScrollVisibility(toRegions(leftSideConflictEls)); + tocLeftScrollVisibility( + toRegions(leftElementObserver.getVisibleEntries()) + ); } }; @@ -537,7 +654,6 @@ window.document.addEventListener("DOMContentLoaded", function (_event) { manageTransition("TOC", slow); manageTransition("quarto-sidebar", slow); }; - const readerMode = !isReaderMode(); setReaderModeValue(readerMode); @@ -584,6 +700,9 @@ window.document.addEventListener("DOMContentLoaded", function (_event) { }; let localReaderMode = null; + const tocOpenDepthStr = tocEl?.getAttribute("data-toc-expanded"); + const tocOpenDepth = tocOpenDepthStr ? Number(tocOpenDepthStr) : 1; + // Walk the TOC and collapse/expand nodes // Nodes are expanded if: // - they are top level @@ -609,7 +728,13 @@ window.document.addEventListener("DOMContentLoaded", function (_event) { // Process the collapse state if this is an UL if (el.tagName === "UL") { - if (depth === 1 || hasActiveChild || prevSiblingIsActiveLink(el)) { + if (tocOpenDepth === -1 && depth > 1) { + el.classList.add("collapse"); + } else if ( + depth <= tocOpenDepth || + hasActiveChild || + prevSiblingIsActiveLink(el) + ) { el.classList.remove("collapse"); } else { el.classList.add("collapse"); @@ -653,6 +778,99 @@ window.document.addEventListener("DOMContentLoaded", function (_event) { highlightReaderToggle(isReaderMode()); }); +// grouped tabsets +window.addEventListener("pageshow", (_event) => { + function getTabSettings() { + const data = localStorage.getItem("quarto-persistent-tabsets-data"); + if (!data) { + localStorage.setItem("quarto-persistent-tabsets-data", "{}"); + return {}; + } + if (data) { + return JSON.parse(data); + } + } + + function setTabSettings(data) { + localStorage.setItem( + "quarto-persistent-tabsets-data", + JSON.stringify(data) + ); + } + + function setTabState(groupName, groupValue) { + const data = getTabSettings(); + data[groupName] = groupValue; + setTabSettings(data); + } + + function toggleTab(tab, active) { + const tabPanelId = tab.getAttribute("aria-controls"); + const tabPanel = document.getElementById(tabPanelId); + if (active) { + tab.classList.add("active"); + tabPanel.classList.add("active"); + } else { + tab.classList.remove("active"); + tabPanel.classList.remove("active"); + } + } + + function toggleAll(selectedGroup, selectorsToSync) { + for (const [thisGroup, tabs] of Object.entries(selectorsToSync)) { + const active = selectedGroup === thisGroup; + for (const tab of tabs) { + toggleTab(tab, active); + } + } + } + + function findSelectorsToSyncByLanguage() { + const result = {}; + const tabs = Array.from( + document.querySelectorAll(`div[data-group] a[id^='tabset-']`) + ); + for (const item of tabs) { + const div = item.parentElement.parentElement.parentElement; + const group = div.getAttribute("data-group"); + if (!result[group]) { + result[group] = {}; + } + const selectorsToSync = result[group]; + const value = item.innerHTML; + if (!selectorsToSync[value]) { + selectorsToSync[value] = []; + } + selectorsToSync[value].push(item); + } + return result; + } + + function setupSelectorSync() { + const selectorsToSync = findSelectorsToSyncByLanguage(); + Object.entries(selectorsToSync).forEach(([group, tabSetsByValue]) => { + Object.entries(tabSetsByValue).forEach(([value, items]) => { + items.forEach((item) => { + item.addEventListener("click", (_event) => { + setTabState(group, value); + toggleAll(value, selectorsToSync[group]); + }); + }); + }); + }); + return selectorsToSync; + } + + const selectorsToSync = setupSelectorSync(); + for (const [group, selectedName] of Object.entries(getTabSettings())) { + const selectors = selectorsToSync[group]; + // it's possible that stale state gives us empty selections, so we explicitly check here. + if (selectors) { + toggleAll(selectedName, selectors); + } + } +}); + function throttle(func, wait) { let waiting = false; return function () { @@ -665,3 +883,7 @@ function throttle(func, wait) { } }; } + +function nexttick(func) { + return setTimeout(func, 0); +} diff --git a/docs/site_libs/quarto-nav/quarto-nav.js b/docs/site_libs/quarto-nav/quarto-nav.js index 024fb1f..6221d4b 100644 --- a/docs/site_libs/quarto-nav/quarto-nav.js +++ b/docs/site_libs/quarto-nav/quarto-nav.js @@ -8,6 +8,47 @@ const headroomChanged = new CustomEvent("quarto-hrChanged", { window.document.addEventListener("DOMContentLoaded", function () { let init = false; + // Manage the back to top button, if one is present. + let lastScrollTop = window.pageYOffset || document.documentElement.scrollTop; + const scrollDownBuffer = 5; + const scrollUpBuffer = 35; + const btn = document.getElementById("quarto-back-to-top"); + const hideBackToTop = () => { + btn.style.display = "none"; + }; + const showBackToTop = () => { + btn.style.display = "inline-block"; + }; + if (btn) { + window.document.addEventListener( + "scroll", + function () { + const currentScrollTop = + window.pageYOffset || document.documentElement.scrollTop; + + // Shows and hides the button 'intelligently' as the user scrolls + if (currentScrollTop - scrollDownBuffer > lastScrollTop) { + hideBackToTop(); + lastScrollTop = currentScrollTop <= 0 ? 0 : currentScrollTop; + } else if (currentScrollTop < lastScrollTop - scrollUpBuffer) { + showBackToTop(); + lastScrollTop = currentScrollTop <= 0 ? 0 : currentScrollTop; + } + + // Show the button at the bottom, hides it at the top + if (currentScrollTop <= 0) { + hideBackToTop(); + } else if ( + window.innerHeight + currentScrollTop >= + document.body.offsetHeight + ) { + showBackToTop(); + } + }, + false + ); + } + function throttle(func, wait) { var timeout; return function () { @@ -88,6 +129,7 @@ window.document.addEventListener("DOMContentLoaded", function () { let linkStyle = window.document.querySelector("#quarto-target-style"); if (!linkStyle) { linkStyle = window.document.createElement("style"); + linkStyle.setAttribute("id", "quarto-target-style"); window.document.head.appendChild(linkStyle); } while (linkStyle.firstChild) { @@ -148,12 +190,24 @@ window.document.addEventListener("DOMContentLoaded", function () { }; } + window.addEventListener( + "hashchange", + function (e) { + if ( + getComputedStyle(document.documentElement).scrollBehavior !== "smooth" + ) { + window.scrollTo(0, window.pageYOffset - headerOffset()); + } + }, + false + ); + // Observe size changed for the header const headerEl = window.document.querySelector("header.fixed-top"); if (headerEl && window.ResizeObserver) { - const observer = new window.ResizeObserver( - throttle(updateDocumentOffsetWithoutAnimation, 50) - ); + const observer = new window.ResizeObserver(() => { + setTimeout(updateDocumentOffsetWithoutAnimation, 0); + }); observer.observe(headerEl, { attributes: true, childList: true, @@ -164,20 +218,22 @@ window.document.addEventListener("DOMContentLoaded", function () { "resize", throttle(updateDocumentOffsetWithoutAnimation, 50) ); - setTimeout(updateDocumentOffsetWithoutAnimation, 500); } + setTimeout(updateDocumentOffsetWithoutAnimation, 250); // fixup index.html links if we aren't on the filesystem if (window.location.protocol !== "file:") { const links = window.document.querySelectorAll("a"); for (let i = 0; i < links.length; i++) { - links[i].href = links[i].href.replace(/\/index\.html/, "/"); + if (links[i].href) { + links[i].href = links[i].href.replace(/\/index\.html/, "/"); + } } // Fixup any sharing links that require urls // Append url to any sharing urls const sharingLinks = window.document.querySelectorAll( - "a.sidebar-tools-main-item" + "a.sidebar-tools-main-item, a.quarto-navigation-tool, a.quarto-navbar-tools, a.quarto-navbar-tools-item" ); for (let i = 0; i < sharingLinks.length; i++) { const sharingLink = sharingLinks[i]; diff --git a/docs/site_libs/quarto-search/autocomplete.umd.js b/docs/site_libs/quarto-search/autocomplete.umd.js index 3f2dcf0..2cb1a85 100644 --- a/docs/site_libs/quarto-search/autocomplete.umd.js +++ b/docs/site_libs/quarto-search/autocomplete.umd.js @@ -1,3 +1,3 @@ -/*! @algolia/autocomplete-js 1.5.3 | MIT License | © Algolia, Inc. and contributors | https://github.com/algolia/autocomplete */ -!function(e,t){"object"==typeof exports&&"undefined"!=typeof module?t(exports):"function"==typeof define&&define.amd?define(["exports"],t):t((e="undefined"!=typeof globalThis?globalThis:e||self)["@algolia/autocomplete-js"]={})}(this,(function(e){"use strict";function t(e,t){var n=Object.keys(e);if(Object.getOwnPropertySymbols){var r=Object.getOwnPropertySymbols(e);t&&(r=r.filter((function(t){return 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c(e,t){(null==t||t>e.length)&&(t=e.length);for(var n=0,r=new Array(t);n=n?null===r?null:0:o}function j(e,t){var n=Object.keys(e);if(Object.getOwnPropertySymbols){var r=Object.getOwnPropertySymbols(e);t&&(r=r.filter((function(t){return Object.getOwnPropertyDescriptor(e,t).enumerable}))),n.push.apply(n,r)}return n}function w(e,t,n){return t in e?Object.defineProperty(e,t,{value:n,enumerable:!0,configurable:!0,writable:!0}):e[t]=n,e}function S(e,t){var n=[];return Promise.resolve(e(t)).then((function(e){return Promise.all(e.filter((function(e){return Boolean(e)})).map((function(e){if(e.sourceId,n.includes(e.sourceId))throw new Error("[Autocomplete] The `sourceId` ".concat(JSON.stringify(e.sourceId)," is not unique."));n.push(e.sourceId);var t=function(e){for(var t=1;te.length)&&(t=e.length);for(var n=0,r=new Array(t);ne.length)&&(t=e.length);for(var n=0,r=new Array(t);n=0||(o[n]=e[n]);return o}(e,t);if(Object.getOwnPropertySymbols){var 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i=Object.getOwnPropertySymbols(e);for(r=0;r=0||Object.prototype.propertyIsEnumerable.call(e,n)&&(o[n]=e[n])}return o}function we(e){var t=e.props,n=e.refresh,r=e.store,o=je(e,me);return{getEnvironmentProps:function(e){var n=e.inputElement,o=e.formElement,i=e.panelElement;return _e({onTouchStart:function(e){!r.getState().isOpen&&r.pendingRequests.isEmpty()||e.target===n||!1===[o,i].some((function(t){return n=t,r=e.target,n===r||n.contains(r);var n,r}))&&(r.dispatch("blur",null),t.debug||r.pendingRequests.cancelAll())},onTouchMove:function(e){!1!==r.getState().isOpen&&n===t.environment.document.activeElement&&e.target!==n&&n.blur()}},je(e,he))},getRootProps:function(e){return _e({role:"combobox","aria-expanded":r.getState().isOpen,"aria-haspopup":"listbox","aria-owns":r.getState().isOpen?"".concat(t.id,"-list"):void 0,"aria-labelledby":"".concat(t.id,"-label")},e)},getFormProps:function(e){return e.inputElement,_e({action:"",noValidate:!0,role:"search",onSubmit:function(i){var u;i.preventDefault(),t.onSubmit(_e({event:i,refresh:n,state:r.getState()},o)),r.dispatch("submit",null),null===(u=e.inputElement)||void 0===u||u.blur()},onReset:function(i){var u;i.preventDefault(),t.onReset(_e({event:i,refresh:n,state:r.getState()},o)),r.dispatch("reset",null),null===(u=e.inputElement)||void 0===u||u.focus()}},je(e,ge))},getLabelProps:function(e){return _e({htmlFor:"".concat(t.id,"-input"),id:"".concat(t.id,"-label")},e)},getInputProps:function(e){function i(e){(t.openOnFocus||Boolean(r.getState().query))&&le(_e({event:e,props:t,query:r.getState().completion||r.getState().query,refresh:n,store:r},o)),r.dispatch("focus",null)}var u="ontouchstart"in t.environment,a=e||{};a.inputElement;var c=a.maxLength,l=void 0===c?512:c,s=je(a,ye),p=I(r.getState());return _e({"aria-autocomplete":"both","aria-activedescendant":r.getState().isOpen&&null!==r.getState().activeItemId?"".concat(t.id,"-item-").concat(r.getState().activeItemId):void 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n=e.item,u=e.itemInputValue,a=e.itemUrl,c=e.source;c.onActive(fe({event:t,item:n,itemInputValue:u,itemUrl:a,refresh:r,source:c,state:o.getState()},i))}};t.preventDefault(),!1===o.getState().isOpen&&(n.openOnFocus||Boolean(o.getState().query))?le(fe({event:t,props:n,query:o.getState().query,refresh:r,store:o},i)).then((function(){o.dispatch(t.key,{nextActiveItemId:n.defaultActiveItemId}),a(),setTimeout(u,0)})):(o.dispatch(t.key,{}),a(),u())}else if("Escape"===t.key)t.preventDefault(),o.dispatch(t.key,null),o.pendingRequests.cancelAll();else if("Enter"===t.key){if(null===o.getState().activeItemId||o.getState().collections.every((function(e){return 0===e.items.length})))return;t.preventDefault();var c=I(o.getState()),l=c.item,s=c.itemInputValue,p=c.itemUrl,f=c.source;if(t.metaKey||t.ctrlKey)void 0!==p&&(f.onSelect(fe({event:t,item:l,itemInputValue:s,itemUrl:p,refresh:r,source:f,state:o.getState()},i)),n.navigator.navigateNewTab({itemUrl:p,item:l,state:o.getState()}));else 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this._bitapSearch.searchIn(e)}}],[{key:"type",get:function(){return"fuzzy"}},{key:"multiRegex",get:function(){return/^"(.*)"$/}},{key:"singleRegex",get:function(){return/^(.*)$/}}]),n}(z),H=function(e){a(n,e);var t=l(n);function n(e){return r(this,n),t.call(this,e)}return o(n,[{key:"search",value:function(e){for(var t,n=0,r=[],i=this.pattern.length;(t=e.indexOf(this.pattern,n))>-1;)n=t+i,r.push([t,n-1]);var o=!!r.length;return{isMatch:o,score:o?0:1,indices:r}}}],[{key:"type",get:function(){return"include"}},{key:"multiRegex",get:function(){return/^'"(.*)"$/}},{key:"singleRegex",get:function(){return/^'(.*)$/}}]),n}(z),Q=[K,H,B,J,V,U,q,G],X=Q.length,Y=/ +(?=(?:[^\"]*\"[^\"]*\")*[^\"]*$)/;function Z(e){var t=arguments.length>1&&void 0!==arguments[1]?arguments[1]:{};return e.split("|").map((function(e){for(var n=e.trim().split(Y).filter((function(e){return e&&!!e.trim()})),r=[],i=0,o=n.length;i1&&void 0!==arguments[1]?arguments[1]:{},i=n.isCaseSensitive,o=void 0===i?I.isCaseSensitive:i,c=n.includeMatches,a=void 0===c?I.includeMatches:c,s=n.minMatchCharLength,u=void 0===s?I.minMatchCharLength:s,h=n.ignoreLocation,l=void 0===h?I.ignoreLocation:h,f=n.findAllMatches,d=void 0===f?I.findAllMatches:f,v=n.location,g=void 0===v?I.location:v,y=n.threshold,p=void 0===y?I.threshold:y,m=n.distance,k=void 0===m?I.distance:m;r(this,e),this.query=null,this.options={isCaseSensitive:o,includeMatches:a,minMatchCharLength:u,findAllMatches:d,ignoreLocation:l,location:g,threshold:p,distance:k},this.pattern=o?t:t.toLowerCase(),this.query=Z(this.pattern,this.options)}return o(e,[{key:"searchIn",value:function(e){var t=this.query;if(!t)return{isMatch:!1,score:1};var n=this.options,r=n.includeMatches;e=n.isCaseSensitive?e:e.toLowerCase();for(var i=0,o=[],c=0,a=0,s=t.length;a-1&&(n.refIndex=e.idx),t.matches.push(n)}}))}function ve(e,t){t.score=e.score}function ge(e,t){var n=arguments.length>2&&void 0!==arguments[2]?arguments[2]:{},r=n.includeMatches,i=void 0===r?I.includeMatches:r,o=n.includeScore,c=void 0===o?I.includeScore:o,a=[];return i&&a.push(de),c&&a.push(ve),e.map((function(e){var n=e.idx,r={item:t[n],refIndex:n};return a.length&&a.forEach((function(t){t(e,r)})),r}))}var ye=function(){function e(n){var i=arguments.length>1&&void 0!==arguments[1]?arguments[1]:{},o=arguments.length>2?arguments[2]:void 0;r(this,e),this.options=t(t({},I),i),this.options.useExtendedSearch,this._keyStore=new S(this.options.keys),this.setCollection(n,o)}return o(e,[{key:"setCollection",value:function(e,t){if(this._docs=e,t&&!(t instanceof $))throw new Error("Incorrect 'index' type");this._myIndex=t||F(this.options.keys,this._docs,{getFn:this.options.getFn,fieldNormWeight:this.options.fieldNormWeight})}},{key:"add",value:function(e){k(e)&&(this._docs.push(e),this._myIndex.add(e))}},{key:"remove",value:function(){for(var e=arguments.length>0&&void 0!==arguments[0]?arguments[0]:function(){return!1},t=[],n=0,r=this._docs.length;n1&&void 0!==arguments[1]?arguments[1]:{},n=t.limit,r=void 0===n?-1:n,i=this.options,o=i.includeMatches,c=i.includeScore,a=i.shouldSort,s=i.sortFn,u=i.ignoreFieldNorm,h=g(e)?g(this._docs[0])?this._searchStringList(e):this._searchObjectList(e):this._searchLogical(e);return fe(h,{ignoreFieldNorm:u}),a&&h.sort(s),y(r)&&r>-1&&(h=h.slice(0,r)),ge(h,this._docs,{includeMatches:o,includeScore:c})}},{key:"_searchStringList",value:function(e){var t=re(e,this.options),n=this._myIndex.records,r=[];return n.forEach((function(e){var n=e.v,i=e.i,o=e.n;if(k(n)){var c=t.searchIn(n),a=c.isMatch,s=c.score,u=c.indices;a&&r.push({item:n,idx:i,matches:[{score:s,value:n,norm:o,indices:u}]})}})),r}},{key:"_searchLogical",value:function(e){var t=this,n=function(e,t){var n=(arguments.length>2&&void 0!==arguments[2]?arguments[2]:{}).auto,r=void 0===n||n,i=function e(n){var i=Object.keys(n),o=ue(n);if(!o&&i.length>1&&!se(n))return e(le(n));if(he(n)){var c=o?n[ce]:i[0],a=o?n[ae]:n[c];if(!g(a))throw new Error(x(c));var s={keyId:j(c),pattern:a};return r&&(s.searcher=re(a,t)),s}var u={children:[],operator:i[0]};return i.forEach((function(t){var r=n[t];v(r)&&r.forEach((function(t){u.children.push(e(t))}))})),u};return se(e)||(e=le(e)),i(e)}(e,this.options),r=function e(n,r,i){if(!n.children){var o=n.keyId,c=n.searcher,a=t._findMatches({key:t._keyStore.get(o),value:t._myIndex.getValueForItemAtKeyId(r,o),searcher:c});return a&&a.length?[{idx:i,item:r,matches:a}]:[]}for(var s=[],u=0,h=n.children.length;u1&&void 0!==arguments[1]?arguments[1]:{},n=t.getFn,r=void 0===n?I.getFn:n,i=t.fieldNormWeight,o=void 0===i?I.fieldNormWeight:i,c=e.keys,a=e.records,s=new $({getFn:r,fieldNormWeight:o});return s.setKeys(c),s.setIndexRecords(a),s},ye.config=I,function(){ne.push.apply(ne,arguments)}(te),ye},"object"==typeof exports&&"undefined"!=typeof module?module.exports=t():"function"==typeof define&&define.amd?define(t):(e="undefined"!=typeof globalThis?globalThis:e||self).Fuse=t(); \ No newline at end of file diff --git a/docs/site_libs/quarto-search/quarto-search.js b/docs/site_libs/quarto-search/quarto-search.js index 6fd4b5b..f93999f 100644 --- a/docs/site_libs/quarto-search/quarto-search.js +++ b/docs/site_libs/quarto-search/quarto-search.js @@ -43,9 +43,9 @@ window.document.addEventListener("DOMContentLoaded", function (_event) { const mainEl = window.document.querySelector("main"); // highlight matches on the page - if (query !== null && mainEl) { + if (query && mainEl) { // perform any highlighting - highlight(query, mainEl); + highlight(escapeRegExp(query), mainEl); // fix up the URL to remove the q query param const replacementUrl = new URL(window.location); @@ -57,7 +57,7 @@ window.document.addEventListener("DOMContentLoaded", function (_event) { // (e.g. if the user edits the query or clears it) let highlighting = true; const resetHighlighting = (searchTerm) => { - if (mainEl && highlighting && query !== null && searchTerm !== query) { + if (mainEl && highlighting && query && searchTerm !== query) { clearHighlight(query, mainEl); highlighting = false; } @@ -80,23 +80,20 @@ window.document.addEventListener("DOMContentLoaded", function (_event) { // the media query since we generate different HTML for sidebar overlays than we do // for sidebar input UI) const detachedMediaQuery = - quartoSearchOptions.type === "overlay" - ? "all" - : quartoSearchOptions.location === "navbar" - ? "(max-width: 991px)" - : "none"; + quartoSearchOptions.type === "overlay" ? "all" : "(max-width: 991px)"; // If configured, include the analytics client to send insights const plugins = configurePlugins(quartoSearchOptions); let lastState = null; - const { setIsOpen } = autocomplete({ + const { setIsOpen, setQuery, setCollections } = autocomplete({ container: searchEl, detachedMediaQuery: detachedMediaQuery, defaultActiveItemId: 0, panelContainer: "#quarto-search-results", panelPlacement: quartoSearchOptions["panel-placement"], debug: false, + openOnFocus: true, plugins, classNames: { form: "d-flex", @@ -113,6 +110,8 @@ window.document.addEventListener("DOMContentLoaded", function (_event) { return item.href; }, onStateChange({ state }) { + // If this is a file URL, note that + // Perhaps reset highlighting resetHighlighting(state.query); @@ -189,8 +188,8 @@ window.document.addEventListener("DOMContentLoaded", function (_event) { title: isExpanded ? language["search-hide-matches-text"] : remainingCount === 1 - ? `${remainingCount} ${language["search-more-match-text"]}` - : `${remainingCount} ${language["search-more-matches-text"]}`, + ? `${remainingCount} ${language["search-more-match-text"]}` + : `${remainingCount} ${language["search-more-matches-text"]}`, type: kItemTypeMore, href: kItemTypeMoreHref, }); @@ -280,6 +279,10 @@ window.document.addEventListener("DOMContentLoaded", function (_event) { } }, getItems({ query }) { + if (query === null || query === "") { + return []; + } + const limit = quartoSearchOptions.limit; if (quartoSearchOptions.algolia) { return algoliaSearch(query, limit, quartoSearchOptions.algolia); @@ -299,9 +302,14 @@ window.document.addEventListener("DOMContentLoaded", function (_event) { }, templates: { noResults({ createElement }) { + const hasQuery = lastState.query; + return createElement( "div", - { class: "quarto-search-no-results" }, + { + class: `quarto-search-no-results${hasQuery ? "" : " no-query" + }`, + }, language["search-no-results-text"] ); }, @@ -352,7 +360,8 @@ window.document.addEventListener("DOMContentLoaded", function (_event) { state, setActiveItemId, setContext, - refresh + refresh, + quartoSearchOptions ); }, }, @@ -361,6 +370,21 @@ window.document.addEventListener("DOMContentLoaded", function (_event) { }, }); + window.quartoOpenSearch = () => { + setIsOpen(false); + setIsOpen(true); + focusSearchInput(); + }; + + document.addEventListener("keyup", (event) => { + const { key } = event; + const kbds = quartoSearchOptions["keyboard-shortcut"]; + if (kbds && kbds.includes(key)) { + event.preventDefault(); + window.quartoOpenSearch(); + } + }); + // Remove the labeleledby attribute since it is pointing // to a non-existent label if (quartoSearchOptions.type === "overlay") { @@ -600,9 +624,17 @@ function showCopyLink(query, options) { /* Search Index Handling */ // create the index var fuseIndex = undefined; +var shownWarning = false; async function readSearchData() { // Initialize the search index on demand if (fuseIndex === undefined) { + if (window.location.protocol === "file:" && !shownWarning) { + window.alert( + "Search requires JavaScript features disabled when running in file://... URLs. In order to use search, please run this document in a web server." + ); + shownWarning = true; + return; + } // create fuse index const options = { keys: [ @@ -633,6 +665,7 @@ async function readSearchData() { ); } } + return fuseIndex; } @@ -661,7 +694,8 @@ function renderItem( state, setActiveItemId, setContext, - refresh + refresh, + quartoSearchOptions ) { switch (item.type) { case kItemTypeDoc: @@ -671,7 +705,9 @@ function renderItem( item.title, item.section, item.text, - item.href + item.href, + item.crumbs, + quartoSearchOptions ); case kItemTypeMore: return createMoreCard( @@ -696,15 +732,46 @@ function renderItem( } } -function createDocumentCard(createElement, icon, title, section, text, href) { +function createDocumentCard( + createElement, + icon, + title, + section, + text, + href, + crumbs, + quartoSearchOptions +) { const iconEl = createElement("i", { class: `bi bi-${icon} search-result-icon`, }); const titleEl = createElement("p", { class: "search-result-title" }, title); + const titleContents = [iconEl, titleEl]; + const showParent = quartoSearchOptions["show-item-context"]; + if (crumbs && showParent) { + let crumbsOut = undefined; + const crumbClz = ["search-result-crumbs"]; + if (showParent === "root") { + crumbsOut = crumbs.length > 1 ? crumbs[0] : undefined; + } else if (showParent === "parent") { + crumbsOut = crumbs.length > 1 ? crumbs[crumbs.length - 2] : undefined; + } else { + crumbsOut = crumbs.length > 1 ? crumbs.join(" > ") : undefined; + crumbClz.push("search-result-crumbs-wrap"); + } + + const crumbEl = createElement( + "p", + { class: crumbClz.join(" ") }, + crumbsOut + ); + titleContents.push(crumbEl); + } + const titleContainerEl = createElement( "div", { class: "search-result-title-container" }, - [iconEl, titleEl] + titleContents ); const textEls = []; @@ -976,6 +1043,10 @@ function clearHighlight(searchterm, el) { } } +function escapeRegExp(string) { + return string.replace(/[.*+?^${}()|[\]\\]/g, "\\$&"); // $& means the whole matched string +} + // highlight matches function highlight(term, el) { const termRegex = new RegExp(term, "ig"); @@ -1082,17 +1153,19 @@ function algoliaSearch(query, limit, algoliaOptions) { const remappedHits = response.hits.map((hit) => { return hit.map((item) => { const newItem = { ...item }; - ["href", "section", "title", "text"].forEach((keyName) => { - const mappedName = indexFields[keyName]; - if ( - mappedName && - item[mappedName] !== undefined && - mappedName !== keyName - ) { - newItem[keyName] = item[mappedName]; - delete newItem[mappedName]; + ["href", "section", "title", "text", "crumbs"].forEach( + (keyName) => { + const mappedName = indexFields[keyName]; + if ( + mappedName && + item[mappedName] !== undefined && + mappedName !== keyName + ) { + newItem[keyName] = item[mappedName]; + delete newItem[mappedName]; + } } - }); + ); newItem.text = highlightMatch(query, newItem.text); return newItem; }); @@ -1118,6 +1191,7 @@ function fuseSearch(query, fuse, fuseOptions) { section: result.item.section, href: addParam(result.item.href, kQueryArg, query), text: highlightMatch(query, result.item.text), + crumbs: result.item.crumbs, }; }); } diff --git a/posts/_metadata.yml b/posts/_metadata.yml index 3e9dd01..a995f9f 100644 --- a/posts/_metadata.yml +++ b/posts/_metadata.yml @@ -1,8 +1,8 @@ -# options specified here will apply to all posts in this folder - -# freeze computational output -# (see https://quarto.org/docs/projects/code-execution.html#freeze) -freeze: true - -# Enable banner style title blocks -title-block-banner: true +# options specified here will apply to all posts in this folder + +# freeze computational output +# (see https://quarto.org/docs/projects/code-execution.html#freeze) +freeze: true + +# Enable banner style title blocks +title-block-banner: true diff --git a/posts/bayes/baseball_stats_2021.csv b/posts/bayes/baseball_stats_2021.csv new file mode 100644 index 0000000..b7410a2 --- /dev/null +++ b/posts/bayes/baseball_stats_2021.csv @@ -0,0 +1,1724 @@ +Rk,Name,Age,Tm,Lg,G,PA,AB,R,H,2B,3B,HR,RBI,SB,CS,BB,SO,BA,OBP,SLG,OPS,OPS+,TB,GDP,HBP,SH,SF,IBB,Pos Summary,Name-additional +1,Fernando Abad*,35,BAL,AL,2,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,abadfe01 +2,Cory Abbott,25,CHC,NL,8,3,3,0,1,0,0,0,0,0,0,0,1,0.333,0.333,0.333,0.667,81,1,0,0,0,0,0,/1H,abbotco01 +3,Albert Abreu,25,NYY,AL,3,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,abreual01 +4,Bryan Abreu,24,HOU,AL,1,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,abreubr01 +5,José Abreu,34,CHW,AL,152,659,566,86,148,30,2,30,117,1,0,61,143,0.261,0.351,0.481,0.831,124,272,28,22,0,10,3,*3D/5,abreujo02 +6,Ronald Acuna Jr.,23,ATL,NL,82,360,297,72,84,19,1,24,52,17,6,49,85,0.283,0.394,0.596,0.99,158,177,0,9,0,5,2,9/8H,acunaro01 +7,Jason Adam,29,CHC,NL,12,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,adamja01 +8,Willy Adames,25,TOT,MLB,140,555,497,77,130,32,1,25,73,5,4,57,156,0.262,0.337,0.481,0.818,121,239,9,0,0,1,1,*6/HD,adamewi01 +9,Willy Adames,25,TBR,AL,41,142,132,16,26,6,1,5,15,1,2,10,51,0.197,0.254,0.371,0.625,74,49,1,0,0,0,0,6/H,adamewi01 +10,Willy Adames,25,MIL,NL,99,413,365,61,104,26,0,20,58,4,2,47,105,0.285,0.366,0.521,0.886,137,190,8,0,0,1,1,6/DH,adamewi01 +11,Austin Adams,30,SDP,NL,61,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,adamsau02 +12,Matt Adams*,32,COL,NL,22,40,36,3,6,1,0,0,2,0,0,4,9,0.167,0.25,0.194,0.444,17,7,1,0,0,0,1,H/3,adamsma01 +13,Riley Adams,25,TOT,MLB,47,120,99,13,22,8,1,2,10,0,0,15,40,0.222,0.358,0.384,0.742,105,38,2,6,0,0,0,2H,adamsri03 +14,Riley Adams,25,TOR,AL,12,30,28,2,3,2,0,0,0,0,0,2,12,0.107,0.167,0.179,0.345,-6,5,1,0,0,0,0,2/H,adamsri03 +15,Riley Adams,25,WSN,NL,35,90,71,11,19,6,1,2,10,0,0,13,28,0.268,0.422,0.465,0.887,145,33,1,6,0,0,0,2H,adamsri03 +16,Jo Adell,22,LAA,AL,35,140,130,17,32,5,2,4,26,2,1,8,32,0.246,0.295,0.408,0.703,89,53,3,1,1,0,0,79,adelljo01 +17,Joan Adon,22,WSN,NL,1,2,2,0,0,0,0,0,0,0,0,0,2,0,0,0,0,-100,0,0,0,0,0,0,/1,adonjo01 +18,Ehire Adrianza#,31,ATL,NL,109,209,182,32,45,9,2,5,28,0,0,21,42,0.247,0.327,0.401,0.728,92,73,4,2,1,3,0,H59/4768D,adriaeh01 +19,Jesus Aguilar,31,MIA,NL,131,510,449,49,117,23,0,22,93,0,0,46,93,0.261,0.329,0.459,0.788,111,206,11,3,0,7,4,*3H/D5,aguilje01 +20,Miguel Aguilar*,29,ARI,NL,7,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,/1,aguilmi01 +21,Nick Ahmed,31,ARI,NL,129,473,434,46,96,30,3,5,38,7,2,34,104,0.221,0.28,0.339,0.619,67,147,9,2,2,1,3,*6/H,ahmedni01 +22,Keegan Akin*,26,BAL,AL,2,2,2,0,0,0,0,0,0,0,0,0,2,0,0,0,0,-100,0,0,0,0,0,0,1,akinke01 +23,Shogo Akiyama*,33,CIN,NL,88,183,162,16,33,8,0,0,12,2,3,14,40,0.204,0.282,0.253,0.535,41,41,1,4,1,1,1,8H/79,akiyash01 +24,R.J. Alaniz,30,CIN,NL,3,1,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,-100,0,0,0,0,0,0,/1,alanirj01 +25,Hanser Alberto,28,KCR,AL,103,255,241,25,65,20,3,2,24,3,1,4,26,0.27,0.291,0.402,0.693,86,97,1,4,4,2,0,54H6D/1,alberha01 +26,Ozzie Albies#,24,ATL,NL,156,686,629,103,163,40,7,30,106,20,4,47,128,0.259,0.31,0.488,0.799,108,307,4,3,0,7,2,*4,albieoz01 +27,Jorge Alcala,25,MIN,AL,4,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,alcaljo01 +28,Sandy Alcantara,25,MIA,NL,30,64,58,0,2,1,0,0,0,0,0,3,45,0.034,0.097,0.052,0.148,-58,3,0,1,2,0,0,1,alcansa01 +29,Sergio Alcantara#,24,CHC,NL,89,255,220,30,45,6,3,5,17,3,0,30,74,0.205,0.303,0.327,0.63,71,72,3,2,1,2,2,64H/51,alcanse01 +30,Scott Alexander*,31,LAD,NL,16,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,alexasc02 +31,Tyler Alexander,26,DET,AL,4,2,2,0,0,0,0,0,0,0,0,0,1,0,0,0,0,-100,0,0,0,0,0,0,1,alexaty01 +32,Jorge Alfaro,28,MIA,NL,92,311,295,22,72,15,1,4,30,8,1,11,99,0.244,0.283,0.342,0.625,69,101,8,5,0,0,0,27H/3,alfarjo01 +33,Anthony 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Anderson,28,MIA,NL,67,264,233,24,58,9,0,7,28,5,0,26,65,0.249,0.337,0.378,0.715,94,88,4,5,0,0,2,5/H6,anderbr06 +52,Chase Anderson,33,PHI,NL,13,14,11,0,0,0,0,0,0,0,0,0,6,0,0,0,0,-100,0,0,0,3,0,0,1,anderch01 +53,Ian Anderson,23,ATL,NL,22,41,37,0,2,1,0,0,0,0,0,1,29,0.054,0.079,0.081,0.16,-57,3,0,0,3,0,0,1,anderia01 +54,Shaun Anderson,26,TOT,MLB,4,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,andersh01 +55,Shaun Anderson,26,SDP,NL,4,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,/1,andersh01 +56,Tanner Anderson,28,PIT,NL,1,2,2,0,0,0,0,0,0,0,0,0,1,0,0,0,0,-100,0,1,0,0,0,0,/1,anderta01 +57,Tim Anderson,28,CHW,AL,123,551,527,94,163,29,2,17,61,18,7,22,119,0.309,0.338,0.469,0.806,118,247,5,1,0,1,1,*6,anderti01 +58,Tyler Anderson*,31,TOT,MLB,18,40,39,1,4,0,0,1,1,0,0,1,29,0.103,0.125,0.179,0.304,-18,7,0,0,0,0,0,1,anderty01 +59,Tyler Anderson*,31,PIT,NL,17,37,37,1,4,0,0,1,1,0,0,0,27,0.108,0.108,0.189,0.297,-22,7,0,0,0,0,0,1,anderty01 +60,Tyler 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Astudillo,29,MIN,AL,72,216,208,17,49,8,0,7,21,0,0,3,12,0.236,0.259,0.375,0.634,74,78,12,4,0,1,0,532/H419,astudwi01 +88,Alex Avila*,34,WSN,NL,34,111,89,5,17,9,1,1,9,0,0,19,37,0.191,0.345,0.348,0.694,93,31,4,2,1,0,1,2/H4,avilaal01 +89,Pedro Avila,24,SDP,NL,1,1,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,-100,0,0,0,0,0,0,/1,avilape01 +90,Luis Avilan*,31,WSN,NL,4,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,/1,avilalu01 +91,John Axford,38,MIL,NL,1,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,/1,axforjo01 +92,Akil Baddoo*,22,DET,AL,124,461,413,60,107,20,7,13,55,18,4,45,122,0.259,0.33,0.436,0.766,112,180,5,0,0,3,1,*87H/D9,baddoak01 +93,Harrison Bader,27,STL,NL,103,401,367,45,98,21,1,16,50,9,4,27,85,0.267,0.324,0.46,0.785,114,169,4,5,0,2,6,8,baderha01 +94,Javier Baez,28,TOT,NL,138,547,502,80,133,18,2,31,87,18,5,28,184,0.265,0.319,0.494,0.813,116,248,12,13,0,3,2,64/H,baezja01 +95,Javier Baez,28,CHC,NL,91,361,335,48,83,9,2,22,65,13,3,15,131,0.248,0.292,0.484,0.775,104,162,7,7,0,3,1,6/H,baezja01 +96,Javier Baez,28,NYM,NL,47,186,167,32,50,9,0,9,22,5,2,13,53,0.299,0.371,0.515,0.886,140,86,5,6,0,0,1,46/H,baezja01 +97,Alberto Baldonado*,28,WSN,NL,14,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,baldoal01 +98,Anthony Banda*,27,TOT,NL,29,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,-100,0,0,0,0,0,0,1,bandaan01 +99,Anthony Banda*,27,NYM,NL,5,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,-100,0,0,0,0,0,0,/1,bandaan01 +100,Anthony Banda*,27,PIT,NL,24,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,bandaan01 +101,Caleb Baragar,27,SFG,NL,24,2,2,0,0,0,0,0,0,0,0,0,2,0,0,0,0,-100,0,0,0,0,0,0,1,baragca01 +102,Daniel Bard,36,COL,NL,64,1,1,1,1,0,0,0,0,0,0,0,0,1,1,1,2,419,1,0,0,0,0,0,1,bardda01 +103,Joe Barlow,25,TEX,AL,1,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,barlojo01 +104,Scott Barlow,28,KCR,AL,8,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,barlosc01 +105,Austin Barnes,31,LAD,NL,77,225,200,28,43,8,0,6,23,1,0,20,56,0.215,0.299,0.345,0.644,72,69,6,4,1,0,1,2H/4D,barneau01 +106,Charlie Barnes*,25,MIN,AL,1,1,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,-100,0,0,0,0,0,0,/1,barnech01 +107,Jacob Barnes,31,TOT,MLB,18,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,barneja01 +108,Jacob Barnes,31,NYM,NL,17,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,barneja01 +109,Jacob Barnes,31,TOR,AL,1,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,barneja01 +110,Matt Barnes,31,BOS,AL,6,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,barnema01 +111,Tucker Barnhart*,30,CIN,NL,116,388,348,41,86,21,0,7,48,0,0,29,100,0.247,0.317,0.368,0.685,77,128,8,8,0,3,1,2H/3,barnhtu01 +112,Kyle Barraclough,31,MIN,AL,1,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,barraky01 +113,Luis Barrera*,25,OAK,AL,6,8,8,1,2,0,0,0,0,0,0,0,2,0.25,0.25,0.25,0.5,42,2,0,0,0,0,0,/7H98,barrelu01 +114,Tres Barrera,26,WSN,NL,30,107,91,8,24,3,1,2,10,0,0,12,22,0.264,0.374,0.385,0.758,111,35,3,4,0,0,2,2/H,barretr01 +115,Jose Barrero,23,CIN,NL,21,56,50,4,10,4,1,0,3,1,0,3,17,0.2,0.286,0.32,0.606,57,16,2,3,0,0,0,/68H4,garcijo02 +116,Jaime Barria,24,LAA,AL,1,3,3,0,0,0,0,0,0,0,0,0,3,0,0,0,0,-100,0,0,0,0,0,0,1,barrija01 +117,Joey Bart,24,SFG,NL,2,6,6,1,2,0,0,0,1,0,0,0,2,0.333,0.333,0.333,0.667,83,2,0,0,0,0,0,/2H,bartjo01 +118,Anthony Bass,33,MIA,NL,67,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,bassan01 +119,Chris Bassitt,32,OAK,AL,1,2,2,0,0,0,0,0,0,0,0,0,2,0,0,0,0,-100,0,0,0,0,0,0,1,bassich01 +120,Trevor Bauer,30,LAD,NL,14,34,30,0,1,0,0,0,1,0,0,1,11,0.033,0.065,0.033,0.098,-73,1,0,0,3,0,0,1,bauertr01 +121,Jake Bauers*,25,TOT,AL,115,315,282,27,59,7,0,4,19,6,1,30,78,0.209,0.29,0.277,0.566,60,78,1,2,0,0,1,3H97/D,bauerja01 +122,Jake Bauers*,25,CLE,AL,43,113,100,7,19,3,0,2,6,0,1,12,27,0.19,0.277,0.28,0.557,55,28,0,0,0,0,1,3H,bauerja01 +123,Jake Bauers*,25,SEA,AL,72,202,182,20,40,4,0,2,13,6,0,18,51,0.22,0.297,0.275,0.572,63,50,1,2,0,0,0,97H3/D,bauerja01 +124,Matt Beaty*,28,LAD,NL,120,234,204,35,55,4,1,7,40,2,2,20,44,0.27,0.363,0.402,0.765,104,82,3,10,0,0,0,H739/5D,beatyma01 +125,David Bednar*,26,PIT,NL,58,1,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,-100,0,0,0,0,0,0,1,bednada01 +126,Cam Bedrosian,29,TOT,MLB,19,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,bedroca01 +127,Cam Bedrosian,29,TOT,NL,17,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,bedroca01 +128,Cam Bedrosian,29,CIN,NL,6,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,/1,bedroca01 +129,Cam Bedrosian,29,OAK,AL,2,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,/1,bedroca01 +130,Cam Bedrosian,29,PHI,NL,11,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,bedroca01 +131,Tyler Beede,28,SFG,NL,1,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,/1,beedety01 +132,Seth Beer*,24,ARI,NL,5,10,9,4,4,1,0,1,3,0,0,1,3,0.444,0.5,0.889,1.389,266,8,0,0,0,0,0,/DH3,beerse01 +133,Josh Bell#,28,WSN,NL,144,568,498,75,130,24,1,27,88,0,0,65,101,0.261,0.347,0.476,0.823,124,237,22,2,0,3,2,*3H/7D9,belljo02 +134,Andrew Bellatti,29,MIA,NL,3,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,/1,bellaan01 +135,Cody Bellinger*,25,LAD,NL,95,350,315,39,52,9,2,10,36,3,1,31,94,0.165,0.24,0.302,0.542,44,95,2,1,0,3,2,8/H93,bellico01 +136,Brandon Belt*,33,SFG,NL,97,381,325,65,89,14,2,29,59,3,2,48,103,0.274,0.378,0.597,0.975,160,194,9,7,0,1,3,3H,beltbr01 +137,Anthony Bemboom*,31,LAA,AL,8,28,27,2,6,0,0,0,2,0,0,1,10,0.222,0.25,0.222,0.472,31,6,1,0,0,0,0,/271,bemboan01 +138,Anthony Bender,26,MIA,NL,56,2,2,0,0,0,0,0,0,0,0,0,1,0,0,0,0,-100,0,0,0,0,0,0,1/H,bendean01 +139,Andrew Benintendi*,26,KCR,AL,134,538,493,63,136,27,2,17,73,8,9,36,97,0.276,0.324,0.442,0.766,106,218,2,2,1,6,0,*7/H,beninan01 +140,Wes Benjamin,27,TEX,AL,1,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,benjawe01 +141,Travis Bergen*,27,TOR,AL,1,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,bergetr01 +142,Jose Berrios,27,TOT,AL,2,4,3,0,0,0,0,0,0,0,0,0,2,0,0,0,0,-100,0,1,0,1,0,0,1,berrijo01 +143,Jose Berrios,27,MIN,AL,1,2,2,0,0,0,0,0,0,0,0,0,2,0,0,0,0,-100,0,0,0,0,0,0,1,berrijo01 +144,Jose Berrios,27,TOR,AL,1,2,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,-100,0,1,0,1,0,0,1,berrijo01 +145,Jon Berti,31,MIA,NL,85,271,233,35,49,10,1,4,19,8,4,32,61,0.21,0.311,0.313,0.624,71,73,7,3,1,2,0,54H/7869,bertijo01 +146,Dellin Betances,33,NYM,NL,1,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,/1,betande01 +147,Alec Bettinger,25,MIL,NL,4,1,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,-100,0,0,0,0,0,0,/1,bettial01 +148,Mookie Betts,28,LAD,NL,122,550,466,93,123,29,3,23,58,10,5,68,86,0.264,0.367,0.487,0.854,126,227,5,11,0,5,2,*98/4H,bettsmo01 +149,Joe Biagini,31,CHC,NL,1,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,/1,biagijo01 +150,Bo Bichette,23,TOR,AL,159,690,640,121,191,30,1,29,102,25,1,40,137,0.298,0.343,0.484,0.828,121,310,10,6,0,4,0,*6D,bichebo01 +151,Phil Bickford,25,TOT,NL,56,3,3,0,1,0,0,0,0,0,0,0,2,0.333,0.333,0.333,0.667,79,1,0,0,0,0,0,1,bickfph01 +152,Phil Bickford,25,MIL,NL,1,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,/1,bickfph01 +153,Phil Bickford,25,LAD,NL,55,3,3,0,1,0,0,0,0,0,0,0,2,0.333,0.333,0.333,0.667,79,1,0,0,0,0,0,1,bickfph01 +154,Jesse Biddle*,29,ATL,NL,8,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,/1,biddlje01 +155,Shane Bieber,26,CLE,AL,2,6,6,0,0,0,0,0,0,0,0,0,3,0,0,0,0,-100,0,0,0,0,0,0,1,biebesh01 +156,Brandon Bielak*,25,HOU,AL,1,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,bielabr01 +157,Cavan Biggio*,26,TOR,AL,79,294,250,27,56,10,1,7,27,3,1,37,78,0.224,0.322,0.356,0.678,84,89,4,1,1,4,2,59/34HD7,biggica01 +158,Braden Bishop,27,SEA,AL,8,5,4,1,1,0,0,0,0,0,0,0,2,0.25,0.25,0.25,0.5,42,1,0,0,1,0,0,/7H,bishobr01 +159,Charlie Blackmon*,34,COL,NL,150,582,514,76,139,25,4,13,78,3,0,54,91,0.27,0.351,0.411,0.761,96,211,8,11,0,3,1,*9H/D,blackch02 +160,Alex Blandino,28,CIN,NL,43,82,70,9,14,4,0,0,5,1,0,8,28,0.2,0.317,0.257,0.574,52,18,0,4,0,0,0,3H/54176,blandal01 +161,Travis Blankenhorn*,24,TOT,MLB,24,24,23,4,4,2,0,1,4,0,0,1,8,0.174,0.208,0.391,0.6,60,9,0,0,0,0,0,H/479,blanktr01 +162,Travis Blankenhorn*,24,MIN,AL,1,0,0,1,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,/4H,blanktr01 +163,Travis Blankenhorn*,24,NYM,NL,23,24,23,3,4,2,0,1,4,0,0,1,8,0.174,0.208,0.391,0.6,60,9,0,0,0,0,0,H/479,blanktr01 +164,Richard Bleier*,34,MIA,NL,64,1,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,1,0,0,1,bleieri01 +165,Xander Bogaerts,28,BOS,AL,144,603,529,90,156,34,1,23,79,5,1,62,113,0.295,0.37,0.493,0.863,129,261,13,5,0,7,2,*6/DH,bogaexa01 +166,Alec Bohm,24,PHI,NL,115,417,380,46,94,15,0,7,47,4,0,31,111,0.247,0.305,0.342,0.647,75,130,12,2,0,4,0,5/H3,bohmal01 +167,Skye Bolt#,27,TOT,MLB,34,60,57,5,5,1,0,1,4,2,0,1,15,0.088,0.103,0.158,0.261,-28,9,0,0,2,0,0,8H/79D,boltsk01 +168,Skye Bolt#,27,SFG,NL,2,1,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,-100,0,0,0,0,0,0,/7H,boltsk01 +169,Skye Bolt#,27,OAK,AL,32,59,56,5,5,1,0,1,4,2,0,1,14,0.089,0.105,0.161,0.266,-26,9,0,0,2,0,0,8H/79D,boltsk01 +170,Jorge Bonifacio,28,PHI,NL,7,12,11,0,1,0,0,0,2,0,0,1,6,0.091,0.167,0.091,0.258,-27,1,0,0,0,0,0,/87H,bonifjo01 +171,Ryan Borucki*,27,TOR,AL,2,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,borucry01 +172,Akeem Bostick,26,NYM,NL,1,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,/1,bostiak01 +173,David Bote,28,CHC,NL,97,327,291,32,58,10,2,8,35,0,1,27,73,0.199,0.276,0.33,0.606,63,96,13,5,1,3,0,45H/D,boteda01 +174,Ben Bowden*,26,COL,NL,36,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,bowdebe01 +175,Brad Boxberger,33,MIL,NL,67,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,boxbebr01 +176,Matthew Boyd*,30,DET,AL,2,5,3,0,1,0,0,0,0,0,0,1,1,0.333,0.5,0.333,0.833,141,1,0,0,1,0,0,1,boydma01 +177,Brad Brach,35,CIN,NL,33,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,brachbr01 +178,Archie Bradley,28,PHI,NL,49,1,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,-100,0,0,0,0,0,0,1,bradlar01 +179,Bobby Bradley*,25,CLE,AL,74,279,245,36,51,10,0,16,41,0,0,25,99,0.208,0.294,0.445,0.739,100,109,3,6,0,3,1,3/DH,bradlbo01 +180,Jackie Bradley Jr.*,31,MIL,NL,134,428,387,39,63,14,3,6,29,7,1,28,132,0.163,0.236,0.261,0.497,35,101,8,10,0,3,0,*8H97,bradlja02 +181,Michael Brantley*,34,HOU,AL,121,508,469,68,146,29,3,8,47,1,0,33,53,0.311,0.362,0.437,0.799,119,205,11,5,0,1,1,7D/9H,brantmi02 +182,Rob Brantly*,31,NYY,AL,6,21,20,0,3,1,0,0,0,0,0,0,4,0.15,0.19,0.2,0.39,8,4,0,1,0,0,0,/23H,brantro01 +183,Ryan Brasier,33,BOS,AL,2,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,brasiry01 +184,Steven Brault*,29,PIT,NL,7,8,6,0,1,1,0,0,0,0,0,0,2,0.167,0.167,0.333,0.5,31,2,0,0,2,0,0,/1,braulst01 +185,John Brebbia*,31,SFG,NL,17,1,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,-100,0,0,0,0,0,0,1,brebbjo01 +186,Alex Bregman,27,HOU,AL,91,400,348,54,94,17,0,12,55,1,0,44,53,0.27,0.355,0.422,0.777,113,147,13,4,0,4,4,5/H,bregmal01 +187,Jake Brentz*,26,KCR,AL,6,1,0,0,0,0,0,0,0,0,0,1,0,,1,,,,0,0,0,0,0,0,1,brentja01 +188,Lewis Brinson,27,MIA,NL,89,290,274,24,62,14,0,9,33,1,1,13,72,0.226,0.263,0.376,0.639,71,103,5,1,1,1,0,78H/9,brinsle01 +189,Zack Britton*,33,NYY,AL,3,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,brittza01 +190,Connor Brogdon,26,PHI,NL,51,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,brogdco01 +191,Mike Brosseau,27,TBR,AL,57,169,150,21,28,9,0,5,18,2,0,15,53,0.187,0.266,0.347,0.613,72,52,1,2,0,2,0,45H3/79,brossmi01 +192,Rex Brothers*,33,CHC,NL,54,2,2,0,0,0,0,0,0,0,0,0,2,0,0,0,0,-100,0,0,0,0,0,0,1,brothre01 +193,Seth Brown*,28,OAK,AL,111,307,281,43,60,13,1,20,48,4,1,23,89,0.214,0.274,0.48,0.754,107,135,1,1,0,2,2,9H7/D38,brownse01 +194,JT Brubaker,27,PIT,NL,24,43,38,0,3,0,0,0,3,0,0,4,15,0.079,0.167,0.079,0.246,-30,3,2,0,1,0,0,1/H,brubajt01 +195,Jay Bruce*,34,NYY,AL,10,39,34,3,4,1,0,1,3,0,0,5,13,0.118,0.231,0.235,0.466,30,8,2,0,0,0,0,3,bruceja01 +196,Justin Bruihl*,24,LAD,NL,21,1,0,0,0,0,0,0,0,0,0,1,0,,1,,,,0,0,0,0,0,0,1,bruihju01 +197,Vidal Brujan#,23,TBR,AL,10,26,26,3,2,0,0,0,2,1,0,0,8,0.077,0.077,0.077,0.154,-56,2,0,0,0,0,0,/4H98D7,brujavi01 +198,Kris Bryant,29,TOT,NL,144,586,513,86,136,32,2,25,73,10,2,62,135,0.265,0.353,0.481,0.835,124,247,9,9,0,2,4,57983/H6,bryankr01 +199,Kris Bryant,29,CHC,NL,93,374,326,58,87,19,2,18,51,4,2,39,89,0.267,0.358,0.503,0.861,130,164,6,8,0,1,1,57983/H6,bryankr01 +200,Kris Bryant,29,SFG,NL,51,212,187,28,49,13,0,7,22,6,0,23,46,0.262,0.344,0.444,0.788,113,83,3,1,0,1,3,579/8H,bryankr01 +201,Kris Bubic*,23,KCR,AL,2,5,5,0,0,0,0,0,0,0,0,0,1,0,0,0,0,-100,0,0,0,0,0,0,1,bubickr01 +202,Ryan Buchter*,34,ARI,NL,17,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,buchtry01 +203,Walker Buehler,26,LAD,NL,34,82,69,5,7,2,0,0,3,0,0,5,45,0.101,0.162,0.13,0.293,-20,9,0,0,8,0,0,1/H,buehlwa01 +204,J.B. Bukauskas,24,ARI,NL,21,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,bukaujb01 +205,Madison Bumgarner,31,ARI,NL,25,52,39,3,4,1,0,0,3,0,0,9,29,0.103,0.28,0.128,0.408,17,5,0,1,2,1,0,1/H,bumgama01 +206,Aaron Bummer*,27,CHW,AL,5,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,bummeaa01 +207,Dylan Bundy#,28,LAA,AL,3,4,4,0,1,0,0,0,0,0,0,0,3,0.25,0.25,0.25,0.5,37,1,0,0,0,0,0,1/H,bundydy01 +208,Jake Burger,25,CHW,AL,15,42,38,5,10,3,1,1,3,0,0,4,15,0.263,0.333,0.474,0.807,117,18,2,0,0,0,0,/5DH,burgeja01 +209,Corbin Burnes,26,MIL,NL,26,59,52,1,8,0,0,0,4,0,0,3,26,0.154,0.2,0.154,0.354,-2,8,0,0,4,0,0,1,burneco01 +210,Andy Burns,30,LAD,NL,9,15,11,2,3,1,0,0,0,0,0,3,1,0.273,0.467,0.364,0.83,127,4,1,1,0,0,0,/H4351,burnsan01 +211,Ryan Burr,27,CHW,AL,3,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,burrry01 +212,Beau Burrows,24,TOT,AL,2,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,/1,burrobe01 +213,Beau Burrows,24,MIN,AL,2,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,/1,burrobe01 +214,Drew Butera,37,LAA,AL,12,36,32,1,3,1,0,0,5,0,0,0,16,0.094,0.091,0.125,0.216,-42,4,0,0,3,1,0,2,buterdr01 +215,Byron Buxton,27,MIN,AL,61,254,235,50,72,23,0,19,32,9,1,13,62,0.306,0.358,0.647,1.005,171,152,0,6,0,0,0,8/H,buxtoby01 +216,Asdrubal Cabrera#,35,TOT,NL,110,352,309,34,71,21,0,7,42,1,0,36,80,0.23,0.313,0.366,0.678,83,113,8,3,0,4,1,5H3/D16,cabreas01 +217,Asdrubal Cabrera#,35,ARI,NL,90,321,283,34,69,21,0,7,40,1,0,33,73,0.244,0.324,0.392,0.716,93,111,6,2,0,3,1,5H3/D16,cabreas01 +218,Asdrubal Cabrera#,35,CIN,NL,20,31,26,0,2,0,0,0,2,0,0,3,7,0.077,0.194,0.077,0.27,-25,2,2,1,0,1,0,H/35,cabreas01 +219,Edward Cabrera,23,MIA,NL,6,7,7,0,1,1,0,0,1,0,0,0,3,0.143,0.143,0.286,0.429,12,2,0,0,0,0,0,/1,cabreed02 +220,Genesis Cabrera*,24,STL,NL,68,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,cabrege01 +221,Miguel Cabrera,38,DET,AL,130,526,472,48,121,16,0,15,75,0,0,40,118,0.256,0.316,0.386,0.701,95,182,21,5,0,9,0,D3/H,cabremi01 +222,Trevor Cahill,33,PIT,NL,8,9,9,0,1,0,0,0,0,0,0,0,4,0.111,0.111,0.111,0.222,-39,1,0,0,0,0,0,/1,cahiltr01 +223,Lorenzo Cain,35,MIL,NL,78,286,257,40,66,13,0,8,36,13,2,26,48,0.257,0.329,0.401,0.729,97,103,5,2,0,1,0,8/H,cainlo01 +224,Kole Calhoun*,33,ARI,NL,51,182,166,17,39,8,0,5,17,1,0,15,41,0.235,0.297,0.373,0.67,81,62,2,0,0,1,0,9H/D,calhoko01 +225,Willie Calhoun*,26,TEX,AL,75,284,260,26,65,10,3,6,25,0,2,21,34,0.25,0.31,0.381,0.691,89,99,6,2,0,1,0,7D/H,calhowi01 +226,Daniel Camarena*,28,SDP,NL,6,3,3,1,1,0,0,1,4,0,0,0,2,0.333,0.333,1.333,1.667,335,4,0,0,0,0,0,/1,camarda01 +227,Johan Camargo#,27,ATL,NL,15,18,16,1,0,0,0,0,0,0,0,2,6,0,0.111,0,0.111,-66,0,0,0,0,0,0,H/345D,camarjo01 +228,Daz Cameron,24,DET,AL,35,115,103,16,20,5,0,4,13,6,0,10,38,0.194,0.278,0.359,0.637,77,37,2,2,0,0,0,98/HD7,camerda01 +229,Eric Campbell,34,SEA,AL,4,12,11,1,3,0,0,0,0,0,0,1,1,0.273,0.333,0.273,0.606,75,3,0,0,0,0,0,/53H,campber01 +230,Paul Campbell*,25,MIA,NL,16,5,5,0,0,0,0,0,0,0,0,0,2,0,0,0,0,-100,0,0,0,0,0,0,1,campbpa02 +231,Luis Campusano,22,SDP,NL,11,38,34,0,3,0,0,0,1,0,0,4,11,0.088,0.184,0.088,0.272,-20,3,2,0,0,0,0,/2H,campulu01 +232,Jeimer Candelario#,27,DET,AL,149,626,557,75,151,42,3,16,67,0,0,65,135,0.271,0.351,0.443,0.795,121,247,10,4,0,0,1,*5/D,candeje01 +233,Mark Canha,32,OAK,AL,141,625,519,93,120,22,4,17,61,12,2,77,128,0.231,0.358,0.387,0.746,111,201,9,27,0,2,0,*798/D3H,canhama01 +234,Griffin Canning,25,LAA,AL,2,1,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,1,0,0,1/7H,cannigr01 +235,Victor Caratini#,27,SDP,NL,116,356,313,33,71,9,0,7,39,2,0,35,82,0.227,0.309,0.323,0.632,78,101,13,4,0,4,8,2H/35,caratvi01 +236,Dylan Carlson#,22,STL,NL,149,619,542,79,144,31,4,18,65,2,1,57,152,0.266,0.343,0.437,0.78,115,237,5,11,1,8,2,*98/7H,carlsdy01 +237,Drew Carlton,25,DET,AL,2,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,/1,carltdr01 +238,Matt Carpenter*,35,STL,NL,130,249,207,18,35,11,1,3,21,2,0,35,77,0.169,0.305,0.275,0.581,63,57,1,6,0,1,1,H43/5D1,carpema01 +239,Carlos Carrasco,34,NYM,NL,12,19,15,0,0,0,0,0,0,0,0,0,10,0,0,0,0,-100,0,0,0,4,0,0,1,carraca01 +240,Curt Casali,32,SFG,NL,77,231,200,20,42,11,1,5,26,0,0,26,66,0.21,0.313,0.35,0.663,81,70,3,4,1,0,4,2H/3,casalcu01 +241,Daniel Castano*,26,MIA,NL,5,5,4,0,0,0,0,0,0,0,0,0,2,0,0,0,0,-100,0,0,0,1,0,0,/1,castada01 +242,Ryan Castellani,25,COL,NL,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,-100,0,0,0,0,0,0,/1,castery01 +243,Humberto Castellanos,23,ARI,NL,11,7,6,1,3,0,0,1,5,0,0,0,1,0.5,0.429,1,1.429,271,6,0,0,0,1,0,1,castehu01 +244,Nick Castellanos,29,CIN,NL,138,585,531,95,164,38,1,34,100,3,1,41,121,0.309,0.362,0.576,0.939,138,306,16,7,0,6,5,*9/DH,casteni01 +245,Diego Castillo,27,TOT,AL,4,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,castidi01 +246,Diego Castillo,27,TBR,AL,3,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,castidi01 +247,Diego Castillo,27,SEA,AL,1,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,castidi01 +248,Erick Castillo,28,CHC,NL,4,9,8,0,2,0,0,0,0,0,0,1,1,0.25,0.333,0.25,0.583,62,2,0,0,0,0,0,/2H,castier01 +249,Ivan Castillo#,26,SDP,NL,3,4,3,0,1,0,0,0,1,0,0,1,0,0.333,0.5,0.333,0.833,141,1,0,0,0,0,0,/H45,castiiv01 +250,Luis Castillo,28,CIN,NL,30,59,49,1,8,2,0,0,2,0,0,1,23,0.163,0.18,0.204,0.384,0,10,1,0,9,0,0,1,castilu02 +251,Harold Castro*,27,DET,AL,106,339,315,35,89,13,1,3,37,1,1,14,72,0.283,0.31,0.359,0.669,87,113,7,1,4,5,0,643H5/718D,castrha01 +252,Jason Castro*,34,HOU,AL,66,179,149,22,35,7,0,8,21,0,0,25,54,0.235,0.356,0.443,0.799,118,66,4,3,2,0,1,2H/D,castrja01 +253,Kervin Castro,22,SFG,NL,10,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,castrke01 +254,Miguel Castro,26,NYM,NL,65,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,castrmi01 +255,Rodolfo Castro#,22,PIT,NL,31,93,86,9,17,2,0,5,8,0,0,6,27,0.198,0.258,0.395,0.653,74,34,4,1,0,0,0,4/H5,castrro01 +256,Starlin Castro,31,WSN,NL,87,346,315,25,89,20,0,3,38,0,1,26,62,0.283,0.333,0.375,0.708,95,118,6,0,0,4,1,5/H6,castrst01 +257,Willi Castro#,24,DET,AL,125,450,413,56,91,15,6,9,38,9,4,23,109,0.22,0.273,0.351,0.624,73,145,5,8,3,3,1,467H/D,castrwi01 +258,Jake Cave*,28,MIN,AL,76,178,164,14,31,6,1,3,13,1,1,10,62,0.189,0.249,0.293,0.541,50,48,0,3,1,0,0,78H9/D,caveja01 +259,Dylan Cease,25,CHW,AL,3,8,8,1,3,1,0,0,0,0,0,0,3,0.375,0.375,0.5,0.875,137,4,1,0,0,0,0,1,ceasedy01 +260,Gilberto Celestino,22,MIN,AL,23,62,59,7,8,3,0,2,3,0,0,3,14,0.136,0.177,0.288,0.466,26,17,2,0,0,0,0,8/H9D7,celesgi01 +261,Luis Cessa,29,TOT,MLB,24,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,cessalu01 +262,Luis Cessa,29,NYY,AL,1,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,cessalu01 +263,Luis Cessa,29,CIN,NL,23,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,cessalu01 +264,Jhoulys Chacin,33,COL,NL,44,7,6,0,0,0,0,0,0,0,0,0,2,0,0,0,0,-100,0,0,0,1,0,0,1,chacijh01 +265,Andrew Chafin,31,TOT,MLB,42,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,chafian01 +266,Andrew Chafin,31,CHC,NL,41,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,chafian01 +267,Andrew Chafin,31,OAK,AL,1,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,chafian01 +268,Yu Chang,25,CLE,AL,89,251,237,32,54,14,3,9,39,1,0,11,69,0.228,0.267,0.426,0.693,87,101,4,2,0,1,0,35H/46,changyu01 +269,Aroldis Chapman*,33,NYY,AL,7,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,chapmar01 +270,Matt Chapman,28,OAK,AL,151,622,529,75,111,15,3,27,72,3,2,80,202,0.21,0.314,0.403,0.716,100,213,6,4,0,9,0,*5/6H,chapmma01 +271,JT Chargois#,30,TOT,AL,6,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,chargjt01 +272,JT Chargois#,30,SEA,AL,4,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,chargjt01 +273,JT Chargois#,30,TBR,AL,2,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,chargjt01 +274,Tyler Chatwood,31,TOT,MLB,6,1,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,-100,0,0,0,0,0,0,1,chatwty01 +275,Tyler Chatwood,31,TOR,AL,4,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,chatwty01 +276,Tyler Chatwood,31,SFG,NL,2,1,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,-100,0,0,0,0,0,0,/1,chatwty01 +277,Jesse Chavez,37,ATL,NL,30,3,3,0,0,0,0,0,0,0,0,0,3,0,0,0,0,-100,0,0,0,0,0,0,1,chaveje01 +278,Michael Chavis,25,TOT,MLB,43,124,121,16,30,7,1,3,11,1,2,1,42,0.248,0.258,0.397,0.655,73,48,4,1,0,1,0,4/3H59,chavimi01 +279,Michael Chavis,25,BOS,AL,31,82,79,12,15,4,1,2,6,1,1,1,32,0.19,0.207,0.342,0.549,43,27,2,1,0,1,0,4/3H,chavimi01 +280,Michael Chavis,25,PIT,NL,12,42,42,4,15,3,0,1,5,0,1,0,10,0.357,0.357,0.5,0.857,129,21,2,0,0,0,0,/45H39,chavimi01 +281,Robinson Chirinos,37,CHC,NL,45,112,97,13,22,5,1,5,15,0,0,9,36,0.227,0.324,0.454,0.778,107,44,2,5,1,0,0,2H/4D,chiriro01 +282,Jazz Chisholm Jr.*,23,MIA,NL,124,507,464,70,115,20,4,18,53,23,8,34,145,0.248,0.303,0.425,0.728,95,197,3,4,2,3,0,46/H,chishja01 +283,Ji-Man Choi*,30,TBR,AL,83,305,258,36,59,14,0,11,45,0,0,45,87,0.229,0.348,0.411,0.758,114,106,5,2,0,0,0,3H/D,choiji01 +284,Adam Cimber,30,TOT,MLB,34,2,2,0,0,0,0,0,0,0,0,0,1,0,0,0,0,-100,0,0,0,0,0,0,1,cimbead01 +285,Adam Cimber,30,MIA,NL,31,2,2,0,0,0,0,0,0,0,0,0,1,0,0,0,0,-100,0,0,0,0,0,0,1,cimbead01 +286,Adam Cimber,30,TOR,AL,3,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,cimbead01 +287,Steve Cishek,35,LAA,AL,13,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,cishest01 +288,Jose Cisnero,32,DET,AL,5,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,cisnejo01 +289,Nick Ciuffo*,26,BAL,AL,2,6,5,0,1,1,0,0,0,0,0,1,1,0.2,0.333,0.4,0.733,100,2,0,0,0,0,0,/2,ciuffni01 +290,Aaron Civale,26,CLE,AL,1,2,1,0,0,0,0,0,0,0,0,1,1,0,0.5,0,0.5,58,0,0,0,0,0,0,1,civalaa01 +291,Taylor Clarke,28,ARI,NL,43,3,3,0,1,0,0,0,0,0,0,0,2,0.333,0.333,0.333,0.667,82,1,0,0,0,0,0,1,clarkta01 +292,Emmanuel Clase,23,CLE,AL,5,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,claseem01 +293,Alex Claudio*,29,LAA,AL,8,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,claudal01 +294,Sam Clay*,28,WSN,NL,54,2,2,0,0,0,0,0,0,0,0,0,1,0,0,0,0,-100,0,0,0,0,0,0,1,claysa01 +295,Garrett Cleavinger,27,LAD,NL,21,3,2,0,1,1,0,0,0,0,0,0,1,0.5,0.5,1,1.5,286,2,0,0,1,0,0,1,cleavga01 +296,Ernie Clement,25,CLE,AL,40,133,121,16,28,4,0,3,9,0,1,7,19,0.231,0.285,0.339,0.623,71,41,3,2,3,0,0,45/H76,clemeer01 +297,Tyler Clippard,36,ARI,NL,23,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,clippty01 +298,Alex Cobb,33,LAA,AL,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,-100,0,0,0,0,0,0,1,cobbal01 +299,A.J. Cole,29,TOR,AL,1,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,/1,coleaj01 +300,Zack Collins*,26,CHW,AL,78,231,195,25,41,13,0,4,26,1,1,34,69,0.21,0.33,0.338,0.669,84,66,4,1,1,0,1,2H/D3,colliza01 +301,Alex Colome,32,MIN,AL,6,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,colomal01 +302,Michael Conforto*,28,NYM,NL,125,479,406,52,94,20,0,14,55,1,0,59,104,0.232,0.344,0.384,0.729,100,156,14,12,0,2,3,*9H/D,confomi01 +303,Adam Conley*,31,TBR,AL,1,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,conlead01 +304,Roansy Contreras,21,PIT,NL,1,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,/1,contrro01 +305,William Contreras,23,ATL,NL,52,185,163,19,35,4,1,8,23,0,0,19,54,0.215,0.303,0.399,0.701,85,65,3,2,0,1,1,2/H,contrwi02 +306,Willson Contreras,29,CHC,NL,128,483,413,61,98,20,0,21,57,5,4,52,138,0.237,0.34,0.438,0.778,108,181,11,14,0,4,1,*2H/57,contrwi01 +307,Sam Coonrod,28,PHI,NL,40,1,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,-100,0,0,0,0,0,0,1,coonrsa01 +308,Garrett Cooper,30,MIA,NL,71,250,215,30,61,10,1,9,33,1,1,30,68,0.284,0.38,0.465,0.845,128,100,6,4,0,1,0,93H/D,coopega03 +309,Patrick Corbin*,31,WSN,NL,28,63,53,1,7,0,0,0,0,0,0,3,24,0.132,0.179,0.132,0.311,-12,7,0,0,7,0,0,1,corbipa01 +310,Franchy Cordero*,26,BOS,AL,48,136,127,12,24,6,0,1,9,1,1,8,51,0.189,0.237,0.26,0.497,34,33,1,0,1,0,0,73/H9D,cordefr02 +311,Carlos Correa,26,HOU,AL,148,640,555,104,155,34,1,26,92,0,0,75,116,0.279,0.366,0.485,0.85,131,269,16,4,0,6,2,*6,correca01 +312,Nestor Cortes,26,NYY,AL,2,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,-100,0,0,0,0,0,0,1/H,cortene01 +313,Jharel Cotton,29,TEX,AL,1,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,cottojh01 +314,Danny Coulombe*,31,MIN,AL,5,1,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,-100,0,0,0,0,0,0,1,couloda01 +315,Jake Cousins,26,MIL,NL,26,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,cousija01 +316,Will Craig,26,PIT,NL,18,65,60,5,13,2,0,1,3,0,0,5,22,0.217,0.277,0.3,0.577,57,18,1,0,0,0,1,3/H,craigwi01 +317,Brandon Crawford*,34,SFG,NL,138,549,483,79,144,30,3,24,90,11,3,56,105,0.298,0.373,0.522,0.895,141,252,8,5,0,5,6,*6/H,crawfbr01 +318,J.P. Crawford*,26,SEA,AL,160,687,619,89,169,37,0,9,54,3,6,58,114,0.273,0.338,0.376,0.715,102,233,10,5,1,4,1,*6,crawfjp01 +319,Stefan Crichton,29,ARI,NL,30,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,crichst01 +320,Kyle Crick*,28,PIT,NL,25,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,crickky01 +321,Nabil Crismatt,26,SDP,NL,43,11,10,0,0,0,0,0,0,0,0,0,6,0,0,0,0,-100,0,0,0,1,0,0,1,crismna01 +322,Garrett Crochet*,22,CHW,AL,2,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,crochga01 +323,C.J. Cron,31,COL,NL,142,547,470,70,132,31,1,28,92,1,0,60,117,0.281,0.375,0.53,0.905,130,249,11,13,0,4,3,*3H/D,croncj01 +324,Jake Cronenworth*,27,SDP,NL,152,643,567,94,151,33,7,21,71,4,3,55,90,0.266,0.34,0.46,0.8,122,261,8,10,3,3,6,463/H1,croneja01 +325,Hans Crouse*,22,PHI,NL,2,1,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,-100,0,0,0,0,0,0,/1,crousha01 +326,Wil Crowe,26,PIT,NL,27,41,35,2,2,1,0,0,0,0,0,1,14,0.057,0.108,0.086,0.194,-46,3,0,1,4,0,0,1/H,crowewi01 +327,Nelson Cruz,40,TOT,AL,140,584,513,79,136,21,1,32,86,3,0,51,126,0.265,0.334,0.497,0.832,129,255,14,7,0,9,10,*D/H3,cruzne02 +328,Nelson Cruz,40,MIN,AL,85,346,296,44,87,13,1,19,50,3,0,35,63,0.294,0.37,0.537,0.907,148,159,10,5,0,7,6,D/H,cruzne02 +329,Nelson Cruz,40,TBR,AL,55,238,217,35,49,8,0,13,36,0,0,16,63,0.226,0.283,0.442,0.725,101,96,4,2,0,2,4,D/H3,cruzne02 +330,Oneil Cruz*,22,PIT,NL,2,9,9,2,3,0,0,1,3,0,0,0,4,0.333,0.333,0.667,1,162,6,0,0,0,0,0,/6,cruzon01 +331,Johnny Cueto,35,SFG,NL,21,37,29,1,2,0,0,0,0,1,0,3,9,0.069,0.156,0.069,0.225,-35,2,0,0,5,0,0,1,cuetojo01 +332,Charlie Culberson,32,TEX,AL,90,271,247,23,60,15,2,5,22,7,1,17,64,0.243,0.296,0.381,0.676,84,94,3,2,4,1,1,5H/7346D19,culbech01 +333,John Curtiss,28,TOT,NL,41,5,5,1,0,0,0,0,0,0,0,0,3,0,0,0,0,-100,0,0,0,0,0,0,1/H,curtijo02 +334,John Curtiss,28,MIA,NL,35,5,5,1,0,0,0,0,0,0,0,0,3,0,0,0,0,-100,0,0,0,0,0,0,1/H,curtijo02 +335,John Curtiss,28,MIL,NL,6,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,/1,curtijo02 +336,Travis d'Arnaud,32,ATL,NL,60,229,209,21,46,14,0,7,26,0,0,17,53,0.22,0.284,0.388,0.671,76,81,7,2,0,1,0,2/HD,darnatr01 +337,David Dahl*,27,TEX,AL,63,220,205,19,43,11,0,4,18,2,1,10,59,0.21,0.247,0.322,0.569,55,66,3,1,1,3,0,7D9/H8,dahlda01 +338,Bobby Dalbec,26,BOS,AL,133,453,417,50,100,21,5,25,78,2,0,28,156,0.24,0.298,0.494,0.792,107,206,3,7,0,1,1,*35H/6D,dalbebo01 +339,Yu Darvish,34,SDP,NL,29,55,53,2,5,2,0,0,1,0,0,0,25,0.094,0.111,0.132,0.243,-32,7,2,1,1,0,0,1,darviyu01 +340,Tucker Davidson*,25,ATL,NL,4,6,6,0,0,0,0,0,0,0,0,0,6,0,0,0,0,-100,0,0,0,0,0,0,/1,davidtu01 +341,Zach Davies,28,CHC,NL,31,44,34,2,6,0,0,0,2,0,0,0,8,0.176,0.176,0.176,0.353,-4,6,0,0,10,0,0,1/H,davieza02 +342,Austin Davis*,28,TOT,MLB,11,1,0,0,0,0,0,0,0,0,0,1,0,,1,,,,0,0,0,0,0,0,1,davisau01 +343,Austin Davis*,28,PIT,NL,10,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,davisau01 +344,Austin Davis*,28,BOS,AL,1,1,0,0,0,0,0,0,0,0,0,1,0,,1,,,,0,0,0,0,0,0,1,davisau01 +345,J.D. Davis,28,NYM,NL,73,211,179,18,51,12,0,5,23,1,0,24,68,0.285,0.384,0.436,0.82,125,78,4,6,0,2,1,5H/D,davisjd01 +346,Jaylin Davis,26,SFG,NL,5,9,9,1,1,1,0,0,0,0,0,0,1,0.111,0.111,0.222,0.333,-12,2,1,0,0,0,0,/H79,davisja03 +347,Jonathan Davis,29,TOT,AL,64,103,87,20,11,1,0,1,4,4,1,12,26,0.126,0.252,0.172,0.425,20,15,1,3,0,1,0,8H/7D,davisjo05 +348,Jonathan Davis,29,TOR,AL,52,85,70,16,10,1,0,1,4,4,1,11,21,0.143,0.282,0.2,0.482,35,14,1,3,0,1,0,8/HD7,davisjo05 +349,Jonathan Davis,29,NYY,AL,12,18,17,4,1,0,0,0,0,0,0,1,5,0.059,0.111,0.059,0.17,-51,1,0,0,0,0,0,/8H7D,davisjo05 +350,Khris Davis,33,TOT,AL,42,114,102,11,21,5,1,3,10,0,0,10,31,0.206,0.272,0.363,0.635,75,37,2,0,0,2,0,DH/7,daviskh01 +351,Khris Davis,33,TEX,AL,22,61,51,8,8,1,1,2,5,0,0,8,16,0.157,0.262,0.333,0.596,62,17,2,0,0,2,0,D/H7,daviskh01 +352,Khris Davis,33,OAK,AL,20,53,51,3,13,4,0,1,5,0,0,2,15,0.255,0.283,0.392,0.675,88,20,0,0,0,0,0,D/H7,daviskh01 +353,Taylor Davis,31,PIT,NL,2,6,5,0,2,0,0,0,0,0,0,1,0,0.4,0.5,0.4,0.9,150,2,0,0,0,0,0,/2,davista01 +354,Wade Davis,35,KCR,AL,5,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,daviswa01 +355,Ronnie Dawson*,26,HOU,AL,3,6,5,2,1,0,0,0,0,0,0,1,0,0.2,0.333,0.2,0.533,53,1,1,0,0,0,0,/DH,dawsoro01 +356,Grant Dayton*,33,ATL,NL,12,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,daytogr01 +357,Yonathan Daza,27,COL,NL,107,331,301,26,85,12,2,2,30,2,1,21,60,0.282,0.332,0.355,0.688,78,107,9,2,6,1,0,8H97,dazayo01 +358,Brett de Geus,23,TOT,MLB,30,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,degeubr01 +359,Brett de Geus,23,TEX,AL,3,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,degeubr01 +360,Brett de Geus,23,ARI,NL,27,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,degeubr01 +361,Alex De Goti,26,HOU,AL,2,7,6,2,2,0,0,0,1,0,0,1,2,0.333,0.429,0.333,0.762,115,2,0,0,0,0,0,/4,degotal01 +362,Chase De Jong*,27,PIT,NL,10,15,12,1,1,1,0,0,0,0,0,0,5,0.083,0.083,0.167,0.25,-35,2,0,0,3,0,0,/1H,dejonch01 +363,Bryan De La Cruz,24,MIA,NL,58,219,199,17,59,7,2,5,19,1,1,18,53,0.296,0.356,0.427,0.783,112,85,8,1,0,1,1,897/H,delacbr01 +364,Jose De Leon,28,CIN,NL,9,5,4,0,1,0,0,0,1,0,0,0,2,0.25,0.25,0.25,0.5,31,1,0,0,1,0,0,/1,deleojo03 +365,Enyel De Los Santos,25,TOT,NL,31,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,delosen01 +366,Enyel De Los Santos,25,PHI,NL,24,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,delosen01 +367,Enyel De Los Santos,25,PIT,NL,7,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,/1,delosen01 +368,Austin Dean,27,STL,NL,22,38,30,5,7,2,0,1,7,0,0,6,11,0.233,0.342,0.4,0.742,105,12,0,0,0,2,0,H/79,deanau01 +369,Jacob deGrom*,33,NYM,NL,15,33,33,4,12,1,0,0,6,0,0,0,9,0.364,0.364,0.394,0.758,109,13,0,0,0,0,0,1,degroja01 +370,Greg Deichmann*,26,CHC,NL,14,31,30,0,4,0,0,0,1,0,0,1,14,0.133,0.161,0.133,0.295,-19,4,0,0,0,0,0,/9H7,deichgr01 +371,Paul DeJong,27,STL,NL,113,402,356,44,70,10,1,19,45,4,1,35,103,0.197,0.284,0.39,0.674,85,139,6,9,0,2,0,6/H,dejonpa01 +372,Miguel Del Pozo*,28,DET,AL,2,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,/1,delpomi01 +373,Anthony DeSclafani,31,SFG,NL,33,62,51,2,2,1,0,0,1,0,0,4,33,0.039,0.109,0.059,0.168,-52,3,0,0,7,0,0,1/H,desclan01 +374,Delino DeShields,28,CIN,NL,25,58,47,4,12,5,0,1,6,2,1,9,11,0.255,0.375,0.426,0.801,108,20,0,0,2,0,0,8/H7D,deshide02 +375,Reid Detmers*,21,LAA,AL,1,2,1,0,0,0,0,0,0,0,0,1,1,0,0.5,0,0.5,56,0,0,0,0,0,0,/1,detmere01 +376,Ross Detwiler,35,TOT,NL,52,3,3,0,1,0,0,0,0,0,0,0,2,0.333,0.333,0.333,0.667,82,1,0,0,0,0,0,1,detwiro01 +377,Ross Detwiler,35,MIA,NL,45,3,3,0,1,0,0,0,0,0,0,0,2,0.333,0.333,0.333,0.667,82,1,0,0,0,0,0,1,detwiro01 +378,Ross Detwiler,35,SDP,NL,7,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,/1,detwiro01 +379,Chris Devenski,30,ARI,NL,8,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,/1,devench02 +380,Jose Devers*,21,MIA,NL,21,46,41,7,10,3,0,0,5,0,0,3,11,0.244,0.304,0.317,0.621,69,13,0,1,0,1,0,4/H6,deverjo01 +381,Rafael Devers*,24,BOS,AL,156,664,591,101,165,37,1,38,113,5,5,62,143,0.279,0.352,0.538,0.89,134,318,13,7,0,4,7,*5/D4H,deverra01 +382,Aledmys Díaz,30,HOU,AL,84,319,294,28,76,19,0,8,45,0,1,16,62,0.259,0.317,0.405,0.721,97,119,7,9,0,0,3,5743H/6D9,diazal02 +383,Edwin Díaz,27,NYM,NL,62,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,diazed04 +384,Elias Diaz,30,COL,NL,106,371,338,52,83,18,1,18,44,0,0,30,60,0.246,0.31,0.464,0.774,96,157,15,2,0,1,1,2H,diazel01 +385,Isan Diaz*,25,MIA,NL,89,278,238,25,46,9,0,4,17,1,1,34,73,0.193,0.293,0.282,0.575,58,67,2,1,1,3,6,54H,diazis01 +386,Lewin Diaz*,24,MIA,NL,40,128,122,16,25,4,1,8,13,0,0,6,33,0.205,0.242,0.451,0.693,82,55,1,0,0,0,1,3H,diazle01 +387,Miguel Diaz,26,SDP,NL,23,3,3,0,0,0,0,0,0,0,0,0,1,0,0,0,0,-100,0,1,0,0,0,0,1,diazmi02 +388,Yandy Díaz,29,TBR,AL,134,541,465,62,119,20,1,13,64,1,1,69,85,0.256,0.353,0.387,0.74,110,180,11,3,0,4,4,35/HD4,diazya01 +389,Yennsy Díaz,24,NYM,NL,20,1,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,-100,0,0,0,0,0,0,1,diazye01 +390,Alex Dickerson*,31,SFG,NL,111,312,283,37,66,10,2,13,38,1,0,23,76,0.233,0.304,0.42,0.725,95,119,7,6,0,0,1,7H/D,dickeal01 +391,Corey Dickerson*,32,TOT,MLB,109,365,336,43,91,18,5,6,29,6,5,25,68,0.271,0.326,0.408,0.734,98,137,8,3,0,1,1,7H8/D9,dickeco01 +392,Corey Dickerson*,32,MIA,NL,63,225,205,27,54,12,3,2,14,2,4,16,45,0.263,0.324,0.38,0.705,91,78,5,3,0,1,0,7H,dickeco01 +393,Corey Dickerson*,32,TOR,AL,46,140,131,16,37,6,2,4,15,4,1,9,23,0.282,0.329,0.45,0.779,109,59,3,0,0,0,1,78/HD9,dickeco01 +394,Brandon Dickson,36,STL,NL,2,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,/1,dicksbr01 +395,Jake Diekman,34,OAK,AL,4,1,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,-100,0,0,0,0,0,0,1,diekmja01 +396,Wilmer Difo#,29,PIT,NL,116,240,219,25,59,7,3,4,24,1,0,20,54,0.269,0.329,0.384,0.713,93,84,2,0,0,1,0,H45/9861,difowi01 +397,Marcos Diplan,24,BAL,AL,1,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,diplama01 +398,Randy Dobnak,26,MIN,AL,1,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,dobnara01 +399,Kyle Dohy*,24,PHI,NL,1,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,/1,dohyky01 +400,Rafael Dolis,33,TOR,AL,3,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,dolisra01 +401,Seranthony Dominguez,26,PHI,NL,1,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,/1,dominse01 +402,Josh Donaldson,35,MIN,AL,135,543,457,73,113,26,0,26,72,0,0,74,114,0.247,0.352,0.475,0.827,127,217,22,4,0,8,2,5D/H,donaljo02 +403,Sean Doolittle*,34,TOT,MLB,44,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,doolise01 +404,Sean Doolittle*,34,CIN,NL,43,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,doolise01 +405,Sean Doolittle*,34,SEA,AL,1,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,doolise01 +406,Ryan Dorow,25,TEX,AL,3,7,6,0,0,0,0,0,0,0,0,1,3,0,0.143,0,0.143,-55,0,0,0,0,0,0,/5,dorowry01 +407,Camilo Doval,23,SFG,NL,29,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,dovalca01 +408,Hunter Dozier,29,KCR,AL,144,543,487,55,105,27,6,16,54,5,4,43,154,0.216,0.285,0.394,0.68,83,192,12,7,0,6,0,9537D/H,doziehu01 +409,Brandon Drury,28,NYM,NL,51,88,84,7,23,5,0,4,14,0,0,3,22,0.274,0.307,0.476,0.783,111,40,3,1,0,0,0,H/579341,drurybr01 +410,Mauricio Dubon,26,SFG,NL,74,187,175,20,42,9,0,5,22,2,1,9,41,0.24,0.278,0.377,0.655,76,66,5,1,0,2,2,864H5,dubonma01 +411,Tyler Duffey,30,MIN,AL,5,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,duffety01 +412,Matt Duffy,30,CHC,NL,97,322,289,45,83,12,0,5,30,8,1,25,63,0.287,0.357,0.381,0.738,100,110,16,7,0,1,0,5H4/6731,duffyma01 +413,Steven Duggar*,27,SFG,NL,107,297,268,45,69,14,5,8,35,7,0,27,88,0.257,0.33,0.437,0.767,107,117,4,2,0,0,3,8H/79,duggast01 +414,Robert Dugger,25,SEA,AL,1,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,duggero01 +415,Justin Dunn,25,SEA,AL,2,3,3,0,1,1,0,0,1,0,0,0,2,0.333,0.333,0.667,1,172,2,0,0,0,0,0,1,dunnju01 +416,Dane Dunning,26,TEX,AL,2,4,3,0,1,0,0,0,0,0,0,0,1,0.333,0.333,0.333,0.667,85,1,0,0,1,0,0,1,dunnida01 +417,Jon Duplantier*,26,ARI,NL,3,3,2,0,0,0,0,0,0,0,0,0,2,0,0.333,0,0.333,3,0,0,1,0,0,0,/1,duplajo01 +418,Jarren Duran*,24,BOS,AL,33,112,107,17,23,3,2,2,10,2,1,4,40,0.215,0.241,0.336,0.578,53,36,1,0,0,1,0,8/H7,duranja01 +419,Adam Duvall,32,TOT,NL,146,555,513,67,117,17,2,38,113,5,0,35,174,0.228,0.281,0.491,0.772,102,252,7,4,0,3,1,*978H,duvalad01 +420,Adam Duvall,32,MIA,NL,91,339,314,41,72,10,1,22,68,5,0,21,105,0.229,0.277,0.478,0.755,99,150,4,1,0,3,0,97/H8,duvalad01 +421,Adam Duvall,32,ATL,NL,55,216,199,26,45,7,1,16,45,0,0,14,69,0.226,0.287,0.513,0.8,106,102,3,3,0,0,1,789/H,duvalad01 +422,Jarrod Dyson*,36,TOT,AL,102,149,135,17,28,7,2,0,10,10,5,10,33,0.207,0.26,0.289,0.549,50,39,1,0,3,1,0,89H7/D,dysonja01 +423,Jarrod Dyson*,36,KCR,AL,77,132,122,13,27,7,2,0,10,8,3,6,28,0.221,0.256,0.311,0.567,54,38,1,0,3,1,0,9H87/D,dysonja01 +424,Jarrod Dyson*,36,TOR,AL,25,17,13,4,1,0,0,0,0,2,2,4,5,0.077,0.294,0.077,0.371,10,1,0,0,0,0,0,8/HD7,dysonja01 +425,Adam Eaton*,32,TOT,AL,83,288,254,38,51,10,2,6,30,3,0,22,71,0.201,0.282,0.327,0.608,66,83,6,7,4,1,0,9H/731,eatonad02 +426,Adam Eaton*,32,CHW,AL,58,219,189,33,38,8,2,5,28,2,0,20,55,0.201,0.298,0.344,0.642,75,65,5,6,4,0,0,9/H7,eatonad02 +427,Adam Eaton*,32,LAA,AL,25,69,65,5,13,2,0,1,2,1,0,2,16,0.2,0.232,0.277,0.509,38,18,1,1,0,1,0,9/H371,eatonad02 +428,Tommy Edman#,26,STL,NL,159,691,641,91,168,41,3,11,56,30,5,38,95,0.262,0.308,0.387,0.695,91,248,4,6,2,4,1,*49/H6,edmanto01 +429,Carl Edwards Jr.,29,TOT,MLB,1,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,/1,edwarca01 +430,Carl Edwards Jr.,29,ATL,NL,1,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,/1,edwarca01 +431,Scott Effross,27,CHC,NL,13,1,0,0,0,0,0,0,1,0,0,0,0,,0,,,,0,0,0,0,1,0,1,effrosc01 +432,Zach Eflin,27,PHI,NL,17,37,29,1,0,0,0,0,1,0,0,1,15,0,0.065,0,0.065,-80,0,0,1,6,0,0,1,eflinza01 +433,Jerad Eickhoff,30,NYM,NL,6,8,5,0,2,0,0,0,0,0,0,0,0,0.4,0.4,0.4,0.8,122,2,1,0,3,0,0,/1H,eickhje01 +434,Seth Elledge,25,STL,NL,11,2,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,-100,0,0,0,0,0,0,1,elledse01 +435,Chris Ellis*,28,TOT,AL,1,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,/1H,ellisch01 +436,Chris Ellis*,28,BAL,AL,1,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,/1H,ellisch01 +437,Drew Ellis,25,ARI,NL,28,83,69,10,9,2,0,1,5,0,0,10,27,0.13,0.277,0.203,0.48,34,14,1,4,0,0,1,5/H4,ellisdr01 +438,Adam Engel,29,CHW,AL,39,140,123,21,31,9,0,7,18,7,1,11,31,0.252,0.336,0.496,0.832,123,61,4,5,0,1,0,89/7HD,engelad01 +439,Nathan Eovaldi,31,BOS,AL,1,3,2,1,0,0,0,0,0,0,0,1,1,0,0.333,0,0.333,2,0,0,0,0,0,0,1,eovalna01 +440,Alcides Escobar,34,WSN,NL,75,349,319,53,92,21,2,4,28,3,0,17,56,0.288,0.34,0.404,0.744,105,129,2,9,2,2,0,64,escobal02 +441,Eduardo Escobar#,32,TOT,NL,146,599,549,77,139,26,5,28,90,1,0,48,124,0.253,0.314,0.472,0.786,109,259,3,1,0,1,1,543/H6,escobed01 +442,Eduardo Escobar#,32,ARI,NL,98,400,370,50,91,14,3,22,65,1,0,29,85,0.246,0.3,0.478,0.778,107,177,1,0,0,1,1,54/H6,escobed01 +443,Eduardo Escobar#,32,MIL,NL,48,199,179,27,48,12,2,6,25,0,0,19,39,0.268,0.342,0.458,0.8,115,82,2,1,0,0,0,53/H,escobed01 +444,Thomas Eshelman,27,BAL,AL,2,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,-100,0,0,0,0,0,0,/1,eshelto01 +445,Santiago Espinal,26,TOR,AL,92,246,222,32,69,13,1,2,17,6,1,22,30,0.311,0.376,0.405,0.781,113,90,4,1,1,0,0,5H/D,espinsa01 +446,Paolo Espino,34,WSN,NL,32,33,30,2,5,0,0,0,0,0,0,0,15,0.167,0.167,0.167,0.333,-7,5,0,0,3,0,0,1,espinpa01 +447,Carlos Estevez,28,COL,NL,61,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,estevca01 +448,Thairo Estrada,25,SFG,NL,52,132,121,19,33,4,0,7,22,1,0,9,23,0.273,0.333,0.479,0.813,118,58,2,2,0,0,1,H64/579,estrath01 +449,Demarcus Evans,24,TEX,AL,3,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,evansde01 +450,Phillip Evans,28,PIT,NL,76,247,214,23,44,5,0,5,16,1,0,28,53,0.206,0.312,0.299,0.611,67,64,3,5,0,0,1,H3795/D1,evansph01 +451,Pete Fairbanks,27,TBR,AL,5,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,fairbpe01 +452,Stuart Fairchild,25,ARI,NL,12,17,15,3,2,1,0,0,2,0,0,1,3,0.133,0.235,0.2,0.435,20,3,1,1,0,0,0,/H879,faircst01 +453,Bailey Falter,24,PHI,NL,21,5,5,0,0,0,0,0,0,0,0,0,5,0,0,0,0,-100,0,0,0,0,0,0,1,falteba01 +454,Jeurys Familia,31,NYM,NL,60,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,familje01 +455,Johneshwy Fargas,26,TOT,NL,22,54,52,4,13,3,2,0,5,1,2,1,15,0.25,0.264,0.385,0.649,74,20,2,0,1,0,0,8/H79,fargajo01 +456,Johneshwy Fargas,26,NYM,NL,7,22,21,1,6,3,1,0,3,0,0,0,7,0.286,0.286,0.524,0.81,116,11,0,0,1,0,0,/8,fargajo01 +457,Johneshwy Fargas,26,CHC,NL,15,32,31,3,7,0,1,0,2,1,2,1,8,0.226,0.25,0.29,0.54,46,9,2,0,0,0,0,/H879,fargajo01 +458,Jake Faria,27,ARI,NL,24,3,3,1,1,1,0,0,0,0,0,0,1,0.333,0.333,0.667,1,162,2,0,0,0,0,0,1,fariaja01 +459,Kyle Farmer,30,CIN,NL,147,529,483,60,127,22,2,16,63,2,3,22,97,0.263,0.316,0.416,0.732,88,201,16,18,1,5,1,*65/4H37,farmeky01 +460,Erick Fedde,28,WSN,NL,28,43,36,0,0,0,0,0,1,0,0,1,14,0,0.026,0,0.026,-92,0,0,0,5,1,0,1,feddeer01 +461,Mario Feliciano,22,MIL,NL,1,1,0,1,0,0,0,0,0,0,0,1,0,,1,,,,0,0,0,0,0,0,/H,felicma01 +462,Michael Feliz,28,TOT,MLB,16,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,felizmi01 +463,Michael Feliz,28,TOT,NL,16,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,felizmi01 +464,Michael Feliz,28,PIT,NL,7,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,/1,felizmi01 +465,Michael Feliz,28,CIN,NL,9,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,/1,felizmi01 +466,Neftali Feliz,33,TOT,NL,5,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,/1,felizne01 +467,Neftali Feliz,33,PHI,NL,2,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,/1,felizne01 +468,Neftali Feliz,33,LAD,NL,3,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,/1,felizne01 +469,Ryan Feltner,24,COL,NL,2,1,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,-100,0,0,0,0,0,0,/1,feltnry01 +470,Julian Fernandez,25,COL,NL,6,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,/1,fernaju02 +471,Junior Fernandez,24,STL,NL,16,1,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,-100,0,0,0,0,0,0,1,fernaju01 +472,J.P. Feyereisen,28,TOT,MLB,23,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,feyerjo01 +473,J.P. Feyereisen,28,MIL,NL,20,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,feyerjo01 +474,J.P. Feyereisen,28,TBR,AL,3,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,feyerjo01 +475,Kyle Finnegan,29,WSN,NL,63,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,finneky01 +476,Derek Fisher*,27,MIL,NL,4,8,8,1,2,0,1,0,1,0,0,0,1,0.25,0.25,0.5,0.75,96,4,0,0,0,0,0,/97H,fishede01 +477,Jay Flaa,29,TOT,MLB,1,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,/1,flaaja01 +478,Jay Flaa,29,ATL,NL,1,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,/1,flaaja01 +479,Jack Flaherty,25,STL,NL,15,26,17,2,2,0,0,1,3,0,0,5,7,0.118,0.304,0.294,0.598,68,5,0,0,3,1,0,1,flaheja01 +480,Josh Fleming*,25,TBR,AL,1,1,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,-100,0,0,0,0,0,0,1,flemijo01 +481,Aaron Fletcher*,25,SEA,AL,2,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,/1,fletcaa01 +482,David Fletcher,27,LAA,AL,157,665,626,74,164,27,3,2,47,15,3,31,60,0.262,0.297,0.324,0.622,70,203,10,1,6,1,1,*46/H,fletcda02 +483,Chris Flexen,26,SEA,AL,2,3,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,-100,0,0,0,0,0,0,1,flexech01 +484,Bernardo Flores Jr.*,25,STL,NL,1,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,/1,florebe01 +485,Wilmer Flores,29,SFG,NL,139,436,389,57,102,16,1,18,53,1,0,41,56,0.262,0.335,0.447,0.782,111,174,11,3,0,3,0,5H34/D,florewi01 +486,Estevan Florial*,23,NYY,AL,11,25,20,3,6,2,0,1,2,1,0,5,6,0.3,0.44,0.55,0.99,171,11,0,0,0,0,0,8/H,flories01 +487,Dylan Floro*,30,MIA,NL,65,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,florody01 +488,Mike Foltynewicz,29,TEX,AL,2,2,2,0,0,0,0,0,0,0,0,0,2,0,0,0,0,-100,0,0,0,0,0,0,1,foltymi01 +489,Mike Ford*,28,NYY,AL,22,72,60,6,8,0,0,3,5,0,0,11,23,0.133,0.278,0.283,0.561,56,17,1,1,0,0,1,3/H,fordmi01 +490,Nick Fortes,24,MIA,NL,14,34,31,6,9,0,0,4,7,1,0,3,8,0.29,0.353,0.677,1.03,170,21,1,0,0,0,0,/2HD,forteni01 +491,Matt Foster,26,CHW,AL,1,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,fostema01 +492,Dexter Fowler#,35,LAA,AL,7,21,20,3,5,0,0,0,1,1,0,1,6,0.25,0.286,0.25,0.536,49,5,0,0,0,0,0,/9,fowlede01 +493,Dustin Fowler*,26,PIT,NL,18,46,41,3,7,1,0,0,2,1,0,3,20,0.171,0.239,0.195,0.434,20,8,0,1,0,1,0,8/H9,fowledu01 +494,Jake Fraley*,26,SEA,AL,78,265,214,27,45,7,0,9,36,10,2,46,71,0.21,0.352,0.369,0.721,104,79,3,2,1,2,1,7H8/D9,fraleja01 +495,Ty France,26,SEA,AL,152,650,571,85,166,32,1,18,73,0,0,46,106,0.291,0.368,0.445,0.813,128,254,13,27,0,6,1,3D4/5H,francty01 +496,Maikel Franco,28,BAL,AL,104,403,377,31,79,22,0,11,47,0,0,20,67,0.21,0.253,0.355,0.609,64,134,12,3,0,3,0,5/DH3,francma02 +497,Wander Franco#,20,TBR,AL,70,308,281,53,81,18,5,7,39,2,1,24,37,0.288,0.347,0.463,0.81,127,130,2,2,0,1,0,6/54,francwa01 +498,Seth Frankoff,32,ARI,NL,4,4,3,0,0,0,0,0,0,0,0,1,2,0,0.25,0,0.25,-23,0,0,0,0,0,0,/1,frankse01 +499,Adam Frazier*,29,TOT,NL,155,639,577,83,176,36,5,5,43,10,5,48,69,0.305,0.368,0.411,0.779,114,237,10,10,3,1,2,*4H7/D,fraziad01 +500,Adam Frazier*,29,PIT,NL,98,428,386,58,125,28,4,4,32,5,4,35,46,0.324,0.388,0.448,0.836,126,173,6,6,0,1,1,4/7HD,fraziad01 +501,Adam Frazier*,29,SDP,NL,57,211,191,25,51,8,1,1,11,5,1,13,23,0.267,0.327,0.335,0.662,86,64,4,4,3,0,1,4/H7,fraziad01 +502,Jackson Frazier,26,NYY,AL,66,218,183,20,34,9,0,5,15,2,0,32,65,0.186,0.317,0.317,0.633,76,58,8,3,0,0,0,79/H,frazicl01 +503,Todd Frazier,35,PIT,NL,13,40,35,3,3,1,0,0,4,0,0,3,6,0.086,0.2,0.114,0.314,-11,4,1,2,0,0,0,/3H5D,frazito01 +504,Kyle Freeland*,28,COL,NL,23,40,33,3,6,1,0,0,4,0,0,2,17,0.182,0.222,0.212,0.434,13,7,0,0,4,1,0,1/H9,freelky01 +505,Freddie Freeman*,31,ATL,NL,159,695,600,120,180,25,2,31,83,8,3,85,107,0.3,0.393,0.503,0.896,136,302,11,8,0,2,15,*3,freemfr01 +506,Mike Freeman*,33,CIN,NL,37,65,59,6,11,0,0,0,3,1,1,5,20,0.186,0.262,0.186,0.448,20,11,1,1,0,0,1,H6/3584D71,freemmi01 +507,Luis Frias,23,ARI,NL,2,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,/1,friaslu01 +508,Max Fried*,27,ATL,NL,31,67,55,7,15,3,0,0,5,0,0,4,18,0.273,0.322,0.327,0.649,74,18,0,0,8,0,0,1/H,friedma01 +509,TJ Friedl*,25,CIN,NL,14,36,31,9,9,1,0,1,2,0,0,4,2,0.29,0.361,0.419,0.78,102,13,0,0,0,1,0,/87H,friedtj01 +510,Paul Fry*,28,BAL,AL,2,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,frypa01 +511,Joshua Fuentes,28,COL,NL,95,284,271,30,61,11,1,7,33,0,0,12,65,0.225,0.257,0.351,0.608,55,95,5,0,0,1,1,53H/71,fuentjo01 +512,Carson Fulmer,27,CIN,NL,19,2,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,-100,0,0,0,0,0,0,1,fulmeca01 +513,Michael Fulmer,28,DET,AL,5,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,fulmemi01 +514,Kyle Funkhouser,27,DET,AL,4,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,funkhky01 +515,Cam Gallagher,28,KCR,AL,48,124,112,9,28,6,0,1,7,0,0,8,20,0.25,0.298,0.33,0.628,71,37,2,0,2,1,0,2/H,gallaca01 +516,Giovanny Gallegos,29,STL,NL,69,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,gallegi01 +517,Zac Gallen,25,ARI,NL,22,42,32,2,6,2,0,0,3,0,0,1,18,0.188,0.212,0.25,0.462,25,8,1,0,9,0,0,1,galleza01 +518,Joey Gallo*,27,TOT,AL,153,616,498,90,99,13,1,38,77,6,0,111,213,0.199,0.351,0.458,0.808,120,228,6,6,0,1,5,*97D/H,gallojo01 +519,Joey Gallo*,27,TEX,AL,95,388,310,57,69,6,1,25,55,6,0,74,125,0.223,0.379,0.49,0.869,137,152,3,4,0,0,4,9D/H,gallojo01 +520,Joey Gallo*,27,NYY,AL,58,228,188,33,30,7,0,13,22,0,0,37,88,0.16,0.303,0.404,0.707,93,76,3,2,0,1,1,7/9D,gallojo01 +521,Freddy Galvis#,31,TOT,MLB,104,394,356,53,86,15,1,14,40,1,0,27,77,0.242,0.302,0.407,0.709,91,145,6,5,2,3,1,65/H43,galvifr01 +522,Freddy Galvis#,31,BAL,AL,72,274,249,36,62,12,1,9,26,1,0,18,58,0.249,0.306,0.414,0.72,95,103,5,3,2,1,1,6/H,galvifr01 +523,Freddy Galvis#,31,PHI,NL,32,120,107,17,24,3,0,5,14,0,0,9,19,0.224,0.292,0.393,0.684,84,42,1,2,0,2,0,56/H43,galvifr01 +524,Ben Gamel*,29,TOT,MLB,122,400,340,43,84,18,3,8,26,3,6,51,105,0.247,0.347,0.388,0.735,100,132,7,3,2,4,2,7H89/3,gamelbe01 +525,Ben Gamel*,29,CLE,AL,11,17,14,1,1,1,0,0,0,0,0,3,6,0.071,0.235,0.143,0.378,9,2,1,0,0,0,0,/8H7,gamelbe01 +526,Ben Gamel*,29,PIT,NL,111,383,326,42,83,17,3,8,26,3,6,48,99,0.255,0.352,0.399,0.75,104,130,6,3,2,4,2,7H98/3,gamelbe01 +527,John Gant,28,TOT,MLB,24,18,13,0,0,0,0,0,0,0,0,0,8,0,0,0,0,-100,0,0,0,5,0,0,1,gantjo01 +528,John Gant,28,STL,NL,22,18,13,0,0,0,0,0,0,0,0,0,8,0,0,0,0,-100,0,0,0,5,0,0,1,gantjo01 +529,John Gant,28,MIN,AL,2,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,gantjo01 +530,Adolis García,28,TEX,AL,149,622,581,77,141,26,2,31,90,16,5,32,194,0.243,0.286,0.454,0.741,99,264,15,5,0,4,0,*89D/7H,garciad02 +531,Aramis Garcia,28,OAK,AL,32,94,88,8,18,1,0,3,7,0,0,1,28,0.205,0.239,0.318,0.557,55,28,4,3,2,0,0,2/DH,garciar01 +532,Avisail Garcia,30,MIL,NL,135,515,461,68,121,18,0,29,86,8,4,38,121,0.262,0.33,0.49,0.82,119,226,12,11,0,5,5,*9H/8,garciav01 +533,Edgar Garcia,24,TOT,MLB,5,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,garcied01 +534,Edgar Garcia,24,CIN,NL,5,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,/1,garcied01 +535,Jarlin Garcia*,28,SFG,NL,54,2,2,0,0,0,0,0,0,0,0,0,2,0,0,0,0,-100,0,0,0,0,0,0,1,garcija04 +536,Leury Garcia#,30,CHW,AL,126,474,415,60,111,22,4,5,54,6,2,41,97,0.267,0.335,0.376,0.711,95,156,12,4,9,5,0,498765/H,garcile02 +537,Luis Garcia,34,STL,NL,31,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,garcilu03 +538,Luis Garcia*,21,WSN,NL,70,247,236,29,57,18,2,6,22,0,2,11,43,0.242,0.275,0.411,0.686,86,97,8,0,0,0,1,4/6H,garcilu04 +539,Luis Garcia,24,HOU,AL,3,6,6,0,0,0,0,0,0,0,0,0,1,0,0,0,0,-100,0,0,0,0,0,0,1,garcilu05 +540,Robel Garcia#,28,HOU,AL,46,117,106,8,16,3,0,1,8,0,0,8,42,0.151,0.216,0.208,0.423,18,22,2,1,1,1,0,5H6/43D1,garciro02 +541,Rony Garcia,23,DET,AL,1,1,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,-100,0,0,0,0,0,0,/1,garciro03 +542,Yimi Garcia,30,TOT,MLB,41,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,garciyi01 +543,Yimi Garcia,30,MIA,NL,38,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,garciyi01 +544,Yimi Garcia,30,HOU,AL,3,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,garciyi01 +545,Brett Gardner*,37,NYY,AL,140,461,387,47,86,16,4,10,39,4,0,60,100,0.222,0.327,0.362,0.689,90,140,3,3,5,6,0,*87/H,gardnbr01 +546,Kyle Garlick,29,MIN,AL,36,107,99,17,23,8,0,5,10,1,0,6,32,0.232,0.28,0.465,0.745,102,46,2,1,0,1,0,97/H8D,garliky01 +547,Dustin Garneau,33,DET,AL,20,68,62,9,13,5,0,6,11,0,0,3,18,0.21,0.25,0.581,0.831,122,36,2,1,0,2,0,2,garnedu01 +548,Amir Garrett,29,CIN,NL,59,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,garream01 +549,Braxton Garrett,23,MIA,NL,8,11,11,1,2,0,0,0,0,0,0,0,4,0.182,0.182,0.182,0.364,-1,2,0,0,0,0,0,/1,garrebr01 +550,Mitch Garver,30,MIN,AL,68,243,207,29,53,15,0,13,34,1,1,31,71,0.256,0.358,0.517,0.875,139,107,4,3,0,2,0,2H/3D,garvemi01 +551,Kevin Gausman*,30,SFG,NL,31,62,54,6,10,0,0,0,4,0,0,2,31,0.185,0.211,0.185,0.396,10,10,0,0,5,1,0,1/H,gausmke01 +552,Domingo German,28,NYY,AL,2,3,2,0,0,0,0,0,0,0,0,0,2,0,0,0,0,-100,0,0,0,1,0,0,1,germado01 +553,Trent Giambrone,27,CHC,NL,5,13,13,0,2,0,0,0,0,0,0,0,4,0.154,0.154,0.154,0.308,-16,2,0,0,0,0,0,/4H,giambtr01 +554,Kyle Gibson,33,TOT,MLB,13,30,29,3,4,0,0,1,2,0,0,0,10,0.138,0.138,0.241,0.379,0,7,0,0,1,0,0,1,gibsoky01 +555,Kyle Gibson,33,TEX,AL,1,2,2,0,0,0,0,0,0,0,0,0,1,0,0,0,0,-100,0,0,0,0,0,0,1,gibsoky01 +556,Kyle Gibson,33,PHI,NL,12,28,27,3,4,0,0,1,2,0,0,0,9,0.148,0.148,0.259,0.407,8,7,0,0,1,0,0,1,gibsoky01 +557,Tyler Gilbert*,27,ARI,NL,8,11,9,0,0,0,0,0,0,0,0,0,6,0,0,0,0,-100,0,0,0,2,0,0,/1,gilbety01 +558,Lucas Gilbreath*,25,COL,NL,43,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,gilbrlu01 +559,Andres Gimenez*,22,CLE,AL,68,210,188,23,41,10,0,5,16,11,0,11,54,0.218,0.282,0.351,0.633,74,66,1,7,1,3,0,64/HD,gimenan01 +560,Kevin Ginkel*,27,ARI,NL,31,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,ginkeke01 +561,Lucas Giolito,26,CHW,AL,2,4,4,0,1,0,0,0,0,0,0,0,3,0.25,0.25,0.25,0.5,38,1,0,0,0,0,0,1,giolilu01 +562,Chris Gittens,27,NYY,AL,16,44,36,1,4,0,0,1,5,0,0,7,13,0.111,0.25,0.194,0.444,26,7,0,0,0,1,0,3/H,gittech01 +563,Mychal Givens,31,TOT,NL,54,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,givenmy01 +564,Mychal Givens,31,COL,NL,31,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,givenmy01 +565,Mychal Givens,31,CIN,NL,23,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,givenmy01 +566,Tyler Glasnow*,27,TBR,AL,1,2,2,0,0,0,0,0,0,0,0,0,2,0,0,0,0,-100,0,0,0,0,0,0,1,glasnty01 +567,Zack Godley,31,MIL,NL,2,1,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,1,0,0,/1,godleza01 +568,Jose Godoy*,26,SEA,AL,16,40,37,2,6,1,0,0,3,0,0,3,14,0.162,0.225,0.189,0.414,19,7,2,0,0,0,0,2/DH,godoyjo01 +569,Paul Goldschmidt,33,STL,NL,158,679,603,102,177,36,2,31,99,12,0,67,136,0.294,0.365,0.514,0.879,141,310,13,4,0,5,2,*3/DH,goldspa01 +570,Austin Gomber*,27,COL,NL,22,42,32,0,3,0,0,0,1,0,0,1,13,0.094,0.121,0.094,0.215,-43,3,1,0,9,0,0,1/H,gombeau01 +571,Yan Gomes,33,TOT,MLB,103,375,349,49,88,15,1,14,52,0,0,19,78,0.252,0.301,0.421,0.723,98,147,15,6,0,1,3,2/HD,gomesya01 +572,Yan Gomes,33,WSN,NL,63,235,218,30,59,11,1,9,35,0,0,13,47,0.271,0.323,0.454,0.778,112,99,12,4,0,0,3,2/H,gomesya01 +573,Yan Gomes,33,OAK,AL,40,140,131,19,29,4,0,5,17,0,0,6,31,0.221,0.264,0.366,0.631,75,48,3,2,0,1,0,2/HD,gomesya01 +574,Tony Gonsolin,27,LAD,NL,17,19,17,2,3,1,0,0,0,0,0,1,8,0.176,0.222,0.235,0.458,23,4,0,0,1,0,0,1/H,gonsoto01 +575,Marco Gonzales*,29,SEA,AL,2,4,4,0,0,0,0,0,0,0,0,0,2,0,0,0,0,-100,0,0,0,0,0,0,1,gonzama02 +576,Chi Chi Gonzalez,29,COL,NL,24,34,31,3,5,1,0,0,1,0,0,1,16,0.161,0.188,0.194,0.381,-1,6,0,0,2,0,0,1,gonzach01 +577,Erik Gonzalez,29,PIT,NL,71,229,220,17,51,7,1,2,21,2,2,8,40,0.232,0.258,0.3,0.558,51,66,4,0,0,1,0,563H,gonzaer01 +578,Luis Gonzalez*,25,CHW,AL,6,11,8,2,2,2,0,0,0,0,0,3,2,0.25,0.455,0.5,0.955,162,4,1,0,0,0,0,/97H,gonzalu03 +579,Marwin Gonzalez#,32,TOT,AL,91,307,276,30,55,14,0,5,28,3,2,20,78,0.199,0.275,0.304,0.579,56,84,8,9,1,1,0,43765H/D91,gonzama01 +580,Marwin Gonzalez#,32,BOS,AL,77,271,242,25,49,14,0,2,20,3,2,19,70,0.202,0.281,0.285,0.567,53,69,5,8,1,1,0,4376/H591,gonzama01 +581,Marwin Gonzalez#,32,HOU,AL,14,36,34,5,6,0,0,3,8,0,0,1,8,0.176,0.222,0.441,0.663,76,15,3,1,0,0,0,/5H34D,gonzama01 +582,Romy Gonzalez,24,CHW,AL,10,33,32,4,8,3,0,0,2,0,0,1,11,0.25,0.273,0.344,0.616,67,11,1,0,0,0,0,/5H94D716,gonzaro01 +583,Victor Gonzalez*,25,LAD,NL,40,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,gonzavi02 +584,Niko Goodrum#,29,DET,AL,90,325,290,39,62,11,2,9,33,14,5,29,107,0.214,0.292,0.359,0.651,81,104,6,4,0,2,0,6H/4873D,goodrni01 +585,Brian Goodwin*,30,CHW,AL,72,271,235,33,52,10,1,8,29,1,0,33,58,0.221,0.319,0.374,0.693,89,88,2,1,1,1,0,98/7HD,goodwbr01 +586,Nick Gordon*,25,MIN,AL,73,216,200,19,48,9,1,4,23,10,1,12,55,0.24,0.292,0.355,0.647,79,71,7,3,0,1,0,846H7/59,gordoni01 +587,Phil Gosselin,32,LAA,AL,104,373,345,40,90,14,0,7,47,4,2,24,81,0.261,0.314,0.362,0.676,84,125,3,3,0,1,0,753H/4D9,gosseph01 +588,Ashton Goudeau,28,TOT,NL,16,6,6,0,1,0,0,0,0,0,0,0,4,0.167,0.167,0.167,0.333,-13,1,0,0,0,0,0,1,goudeas01 +589,Ashton Goudeau,28,CIN,NL,5,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,/1,goudeas01 +590,Ashton Goudeau,28,COL,NL,11,6,6,0,1,0,0,0,0,0,0,0,4,0.167,0.167,0.167,0.333,-13,1,0,0,0,0,0,1,goudeas01 +591,Yasmani Grandal#,32,CHW,AL,93,375,279,60,67,9,0,23,62,0,0,87,82,0.24,0.42,0.52,0.939,155,145,15,3,1,5,0,2/D3H,grandya01 +592,Brusdar Graterol,22,LAD,NL,34,2,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,-100,0,0,0,0,0,0,1,gratebr01 +593,Kendall Graveman,30,TOT,AL,7,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,graveke01 +594,Kendall Graveman,30,SEA,AL,3,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,graveke01 +595,Kendall Graveman,30,HOU,AL,4,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,graveke01 +596,Jon Gray,29,COL,NL,30,50,47,2,5,0,0,0,3,0,0,0,32,0.106,0.106,0.106,0.213,-45,5,0,0,3,0,0,1/H,grayjo02 +597,Josiah Gray,23,TOT,NL,14,24,22,0,1,0,0,0,0,0,0,1,12,0.045,0.087,0.045,0.132,-62,1,0,0,1,0,0,1,grayjo03 +598,Josiah Gray,23,LAD,NL,2,3,3,0,0,0,0,0,0,0,0,0,3,0,0,0,0,-100,0,0,0,0,0,0,/1,grayjo03 +599,Josiah Gray,23,WSN,NL,12,21,19,0,1,0,0,0,0,0,0,1,9,0.053,0.1,0.053,0.153,-56,1,0,0,1,0,0,1,grayjo03 +600,Sonny Gray,31,CIN,NL,24,43,41,4,6,0,0,0,0,0,0,1,10,0.146,0.167,0.146,0.313,-17,6,1,0,1,0,0,1,grayso01 +601,Chad Green*,30,NYY,AL,5,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,greench03 +602,Conner Greene,26,TOT,MLB,4,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,greenco01 +603,Conner Greene,26,BAL,AL,2,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,greenco01 +604,Conner Greene,26,LAD,NL,2,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,/1,greenco01 +605,Shane Greene,32,TOT,NL,28,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,greensh02 +606,Shane Greene,32,ATL,NL,19,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,greensh02 +607,Shane Greene,32,LAD,NL,9,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,/1,greensh02 +608,Didi Gregorius*,31,PHI,NL,103,408,368,35,77,16,2,13,54,3,0,25,67,0.209,0.27,0.37,0.639,71,136,8,8,0,7,1,6/H,gregodi01 +609,Grayson Greiner,28,DET,AL,31,82,72,7,17,4,0,1,7,0,0,9,31,0.236,0.321,0.333,0.654,84,24,0,0,1,0,0,2/H,greingr01 +610,Zack Greinke,37,HOU,AL,1,2,2,0,0,0,0,0,0,0,0,0,1,0,0,0,0,-100,0,0,0,0,0,0,1,greinza01 +611,Randal Grichuk,29,TOR,AL,149,545,511,59,123,25,1,22,81,0,3,27,114,0.241,0.281,0.423,0.703,87,216,17,3,0,4,0,*89D/H,grichra01 +612,Trent Grisham*,24,SDP,NL,132,527,462,61,112,28,3,15,62,13,5,54,119,0.242,0.327,0.413,0.74,106,191,10,6,1,4,2,*8H,grishtr01 +613,Robbie Grossman#,31,DET,AL,156,671,557,88,133,23,3,23,67,20,5,98,155,0.239,0.357,0.415,0.772,115,231,8,8,2,6,3,*79/DH,grossro01 +614,Robert Gsellman,27,NYM,NL,16,6,5,0,0,0,0,0,0,0,0,1,4,0,0.167,0,0.167,-48,0,0,0,0,0,0,1/H,gsellro01 +615,Sean Guenther*,25,MIA,NL,13,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,guentse01 +616,Deolis Guerra,32,OAK,AL,5,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,guerrde01 +617,Javy Guerra,35,WSN,NL,6,1,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,-100,0,0,0,0,0,0,/1,guerrja01 +618,Javy Guerra*,25,SDP,NL,5,0,0,1,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,/1H,guerrja02 +619,Junior Guerra,36,LAA,AL,5,2,2,0,0,0,0,0,0,0,0,0,1,0,0,0,0,-100,0,0,0,0,0,0,1/H,guerrju02 +620,Vladimir Guerrero Jr.,22,TOR,AL,161,698,604,123,188,29,1,48,111,4,1,86,110,0.311,0.401,0.601,1.002,167,363,20,6,0,2,7,*3D/5,guerrvl02 +621,Luis Guillorme*,26,NYM,NL,69,156,132,13,35,3,0,1,5,0,2,23,23,0.265,0.374,0.311,0.685,92,41,2,0,1,0,2,5H46/1,guilllu01 +622,Preston Guilmet,33,MIA,NL,1,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,/1,guilmpr01 +623,Lourdes Gurriel Jr.,27,TOR,AL,141,541,500,62,138,28,2,21,84,1,3,32,102,0.276,0.319,0.466,0.785,109,233,8,2,1,6,1,*7D3/H,gurrilo01 +624,Yuli Gurriel,37,HOU,AL,143,605,530,83,169,31,0,15,81,1,1,59,68,0.319,0.383,0.462,0.846,131,245,16,4,0,12,2,*3/5D,gourryu01 +625,Taylor Gushue#,27,CHC,NL,2,4,4,0,0,0,0,0,0,0,0,0,3,0,0,0,0,-100,0,0,0,0,0,0,/32H,gushuta01 +626,Jandel Gustave,28,MIL,NL,12,2,2,0,0,0,0,0,0,0,0,0,2,0,0,0,0,-100,0,0,0,0,0,0,1,gustaja01 +627,Kelvin Gutierrez,26,TOT,AL,85,295,272,23,63,8,3,3,20,0,1,19,76,0.232,0.292,0.316,0.608,66,86,4,4,0,0,0,5/H34,gutieke01 +628,Kelvin Gutierrez,26,KCR,AL,38,142,135,9,29,4,2,1,8,0,1,6,31,0.215,0.254,0.296,0.55,49,40,3,1,0,0,0,5/3H,gutieke01 +629,Kelvin Gutierrez,26,BAL,AL,47,153,137,14,34,4,1,2,12,0,0,13,45,0.248,0.327,0.336,0.663,82,46,1,3,0,0,0,5/4H,gutieke01 +630,Vladimir Gutiérrez,25,CIN,NL,21,42,33,3,3,0,0,0,1,0,0,2,14,0.091,0.143,0.091,0.234,-37,3,0,0,7,0,0,1,gutievl01 +631,Jorge Guzman,25,MIA,NL,2,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,/1,guzmajo04 +632,Ronald Guzman*,26,TEX,AL,7,17,16,1,1,0,0,1,1,0,0,1,6,0.063,0.118,0.25,0.368,-3,4,0,0,0,0,0,/37HD,guzmaro01 +633,Eric Haase,28,DET,AL,98,381,351,48,81,12,1,22,61,2,0,26,119,0.231,0.286,0.459,0.745,103,161,11,2,0,2,0,27D/H3,haaseer01 +634,Josh Hader*,27,MIL,NL,57,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,haderjo01 +635,Jake Hager,28,TOT,NL,14,30,26,2,3,0,0,0,2,0,0,4,14,0.115,0.233,0.115,0.349,0,3,0,0,0,0,0,/H4796,hagerja01 +636,Jake Hager,28,NYM,NL,5,8,8,1,1,0,0,0,0,0,0,0,3,0.125,0.125,0.125,0.25,-31,1,0,0,0,0,0,/H79,hagerja01 +637,Jake Hager,28,ARI,NL,9,22,18,1,2,0,0,0,2,0,0,4,11,0.111,0.273,0.111,0.384,10,2,0,0,0,0,0,/4H6,hagerja01 +638,Sam Haggerty#,27,SEA,AL,35,94,86,15,16,3,0,2,5,5,1,6,28,0.186,0.247,0.291,0.538,51,25,1,1,1,0,0,7/H948D,haggesa01 +639,David Hale,33,PHI,NL,16,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,haleda02 +640,Billy Hamilton#,30,CHW,AL,71,135,127,23,28,8,3,2,11,9,0,4,47,0.22,0.242,0.378,0.62,66,48,1,0,3,1,0,87H/D9,hamilbi02 +641,J.D. Hammer,26,PHI,NL,19,1,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,-100,0,0,0,0,0,0,1,hammejd01 +642,Garrett Hampson,26,COL,NL,147,494,453,69,106,21,6,11,33,17,7,33,118,0.234,0.289,0.38,0.669,71,172,6,3,3,2,2,84H/65,hampsga01 +643,Brad Hand*,31,TOT,MLB,51,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,handbr01 +644,Brad Hand*,31,TOT,NL,50,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,handbr01 +645,Brad Hand*,31,WSN,NL,36,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,handbr01 +646,Brad Hand*,31,TOR,AL,1,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,handbr01 +647,Brad Hand*,31,NYM,NL,14,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,handbr01 +648,Eric Hanhold,27,BAL,AL,2,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,hanhoer01 +649,Mitch Haniger,30,SEA,AL,157,691,620,110,157,23,2,39,100,1,0,54,169,0.253,0.318,0.485,0.804,122,301,12,9,0,8,2,*9D,hanigmi01 +650,Ian Happ#,26,CHC,NL,148,535,465,63,105,20,1,25,66,9,2,62,156,0.226,0.323,0.434,0.757,102,202,12,5,2,1,0,*78H9/45D,happia01 +651,J.A. Happ*,38,TOT,MLB,10,15,14,0,0,0,0,0,0,0,0,1,5,0,0.067,0,0.067,-79,0,0,0,0,0,0,1,happja01 +652,J.A. Happ*,38,STL,NL,10,15,14,0,0,0,0,0,0,0,0,1,5,0,0.067,0,0.067,-79,0,0,0,0,0,0,1,happja01 +653,Blaine Hardy*,34,MIL,NL,1,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,/1,hardybl01 +654,Bryce Harper*,28,PHI,NL,141,599,488,101,151,42,1,35,84,13,3,100,134,0.309,0.429,0.615,1.044,179,300,12,5,2,4,14,*9/D3,harpebr03 +655,Ryne Harper,32,WSN,NL,32,2,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,-100,0,0,0,1,0,0,1,harpery01 +656,Will Harris,36,WSN,NL,7,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,/1,harriwi10 +657,Josh Harrison,33,TOT,MLB,138,558,505,58,141,33,2,8,60,9,5,31,75,0.279,0.341,0.4,0.741,106,202,9,18,0,3,0,457/6H89,harrijo05 +658,Josh Harrison,33,WSN,NL,90,359,320,39,94,23,2,6,38,5,2,25,50,0.294,0.366,0.434,0.8,120,139,4,12,0,1,0,475/8H9,harrijo05 +659,Josh Harrison,33,OAK,AL,48,199,185,19,47,10,0,2,22,4,3,6,25,0.254,0.296,0.341,0.637,79,63,5,6,0,2,0,45/67H,harrijo05 +660,Monte Harrison,25,MIA,NL,9,11,10,0,2,1,0,0,0,0,1,0,3,0.2,0.2,0.3,0.5,33,3,0,0,1,0,0,/8H9,harrimo01 +661,Geoff Hartlieb,27,TOT,NL,7,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,/1,hartlge01 +662,Geoff Hartlieb,27,PIT,NL,4,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,/1,hartlge01 +663,Geoff Hartlieb,27,NYM,NL,3,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,/1,hartlge01 +664,Matt Harvey,32,BAL,AL,3,6,5,0,0,0,0,0,0,0,0,0,3,0,0,0,0,-100,0,0,0,1,0,0,1,harvema01 +665,Adam Haseley*,25,PHI,NL,9,21,21,2,4,1,0,0,0,0,0,0,4,0.19,0.19,0.238,0.429,16,5,0,0,0,0,0,/87H,haselad01 +666,Ke'Bryan Hayes,24,PIT,NL,96,396,362,49,93,20,2,6,38,9,1,31,87,0.257,0.316,0.373,0.689,86,135,11,1,0,2,0,5/H,hayeske01 +667,Austin Hays,25,BAL,AL,131,529,488,73,125,26,4,22,71,4,3,28,107,0.256,0.308,0.461,0.769,106,225,9,9,3,1,0,*79/H8,haysau01 +668,Andrew Heaney*,30,TOT,AL,3,4,3,1,1,0,0,0,0,0,0,1,2,0.333,0.5,0.333,0.833,136,1,0,0,0,0,0,1,heanean01 +669,Andrew Heaney*,30,LAA,AL,1,3,2,1,1,0,0,0,0,0,0,1,1,0.5,0.667,0.5,1.167,227,1,0,0,0,0,0,1,heanean01 +670,Andrew Heaney*,30,NYY,AL,2,1,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,-100,0,0,0,0,0,0,1,heanean01 +671,Taylor Hearn*,26,TEX,AL,2,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,hearnta01 +672,Nick Heath*,27,ARI,NL,20,39,35,3,5,1,0,0,1,0,2,4,15,0.143,0.231,0.171,0.402,12,6,0,0,0,0,1,8/H,heathni01 +673,Austin Hedges,28,CLE,AL,88,312,286,32,51,7,0,10,31,1,0,15,87,0.178,0.22,0.308,0.527,43,88,7,1,7,3,1,2/H,hedgeau01 +674,Jonah Heim#,26,TEX,AL,82,285,265,22,52,13,0,10,32,3,1,15,58,0.196,0.239,0.358,0.598,61,95,8,1,1,3,0,2/DH,heimjo01 +675,Scott Heineman,28,CIN,NL,19,34,30,5,3,0,0,2,3,0,0,3,15,0.1,0.206,0.3,0.506,29,9,1,1,0,0,0,H/8379,heinesc01 +676,Ryan Helsley,26,STL,NL,48,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,helslry01 +677,Heath Hembree,32,TOT,NL,56,1,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,-100,0,0,0,0,0,0,1,hembrhe01 +678,Heath Hembree,32,NYM,NL,14,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,hembrhe01 +679,Heath Hembree,32,CIN,NL,42,1,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,-100,0,0,0,0,0,0,1,hembrhe01 +680,Kyle Hendricks,31,CHC,NL,30,61,52,3,6,1,0,0,1,0,0,2,26,0.115,0.148,0.135,0.283,-23,7,0,0,7,0,0,1,hendrky01 +681,Liam Hendriks,32,CHW,AL,6,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,hendrli01 +682,Ryan Hendrix,26,CIN,NL,33,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,-100,0,0,0,0,0,0,1,hendrry01 +683,Payton Henry,24,MIA,NL,5,16,15,0,4,1,0,0,0,0,0,1,5,0.267,0.313,0.333,0.646,76,5,1,0,0,0,0,/2,henrypa01 +684,Sam Hentges*,24,CLE,AL,1,1,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,-100,0,0,0,0,0,0,1,hentgsa01 +685,Guillermo Heredia,30,ATL,NL,120,347,305,46,67,26,0,5,26,0,0,32,81,0.22,0.311,0.354,0.665,77,108,5,9,0,1,3,*87H,heredgu01 +686,Jimmy Herget,27,TOT,AL,2,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,hergeji01 +687,Jimmy Herget,27,LAA,AL,2,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,hergeji01 +688,Michael Hermosillo,26,CHC,NL,16,38,36,5,7,2,0,3,7,0,0,1,12,0.194,0.237,0.5,0.737,92,18,3,1,0,0,0,/H987,hermomi01 +689,Carlos Hernandez,24,KCR,AL,1,4,4,0,0,0,0,0,0,0,0,0,4,0,0,0,0,-100,0,0,0,0,0,0,1,hernaca04 +690,Cesar Hernandez#,31,TOT,AL,149,637,570,84,132,21,2,21,62,1,1,59,135,0.232,0.308,0.386,0.694,90,220,11,5,0,3,2,*4/D6,hernace02 +691,Cesar Hernandez#,31,CLE,AL,96,420,376,60,87,17,2,18,47,0,0,38,90,0.231,0.307,0.431,0.738,101,162,6,4,0,2,0,4/D,hernace02 +692,Cesar Hernandez#,31,CHW,AL,53,217,194,24,45,4,0,3,15,1,1,21,45,0.232,0.309,0.299,0.608,68,58,5,1,0,1,2,06-Apr,hernace02 +693,Darwinzon Hernandez*,24,BOS,AL,5,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,hernada02 +694,Elieser Hernandez,26,MIA,NL,11,18,14,1,1,0,0,0,0,0,0,0,7,0.071,0.071,0.071,0.143,-61,1,0,0,4,0,0,1,hernael01 +695,Enrique Hernandez,29,BOS,AL,134,585,508,84,127,35,3,20,60,1,0,61,110,0.25,0.337,0.449,0.786,108,228,4,9,0,7,0,84/6H,hernaen02 +696,Teoscar Hernandez,28,TOR,AL,143,595,550,92,163,29,0,32,116,12,4,36,148,0.296,0.346,0.524,0.87,131,288,5,7,0,2,1,*97D/8H,hernate01 +697,Yadiel Hernández*,33,WSN,NL,112,289,264,33,72,8,1,9,32,3,0,22,59,0.273,0.329,0.413,0.742,103,109,11,1,0,2,1,H79,hernaya01 +698,Yonny Hernandez#,23,TEX,AL,43,166,143,15,31,5,0,0,6,11,2,17,32,0.217,0.315,0.252,0.567,59,36,2,4,1,1,0,5/46DH,hernayo02 +699,Odubel Herrera*,29,PHI,NL,124,492,450,59,117,27,2,13,51,6,1,29,77,0.26,0.31,0.416,0.726,95,187,6,6,1,5,0,*87/H9,herreod01 +700,David Hess,27,TOT,MLB,13,4,4,0,0,0,0,0,0,0,0,0,3,0,0,0,0,-100,0,0,0,0,0,0,1,hessda01 +701,David Hess,27,MIA,NL,13,4,4,0,0,0,0,0,0,0,0,0,3,0,0,0,0,-100,0,0,0,0,0,0,1,hessda01 +702,Codi Heuer,24,TOT,MLB,24,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,heuerco01 +703,Codi Heuer,24,CHW,AL,1,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,heuerco01 +704,Codi Heuer,24,CHC,NL,23,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,heuerco01 +705,Jason Heyward*,31,CHC,NL,104,353,323,35,69,15,2,8,30,5,1,27,68,0.214,0.28,0.347,0.627,68,112,4,3,0,0,1,9/H,heywaja01 +706,Aaron Hicks#,31,NYY,AL,32,126,108,13,21,3,0,4,14,0,0,14,30,0.194,0.294,0.333,0.627,73,36,3,2,0,2,0,8/H,hicksaa01 +707,John Hicks,31,TEX,AL,10,31,31,6,8,1,0,4,7,0,0,0,8,0.258,0.258,0.677,0.935,143,21,1,0,0,0,0,/2D,hicksjo02 +708,Jordan Hicks,24,STL,NL,10,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,hicksjo03 +709,Kyle Higashioka,31,NYY,AL,67,211,193,20,35,10,0,10,29,0,0,17,59,0.181,0.246,0.389,0.635,71,75,4,0,0,1,0,2/H,higasky01 +710,P.J. Higgins,28,CHC,NL,9,25,23,1,1,0,0,0,0,0,0,2,8,0.043,0.12,0.043,0.163,-53,1,2,0,0,0,0,/2H3,higgipj01 +711,Trevor Hildenberger,30,NYM,NL,2,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,/1,hildetr01 +712,Derek Hill,25,DET,AL,49,150,139,19,36,3,3,3,14,6,3,10,42,0.259,0.313,0.388,0.702,95,54,2,1,0,0,0,8/HD,hillde01 +713,Rich Hill*,41,TOT,MLB,16,26,24,0,3,0,0,0,0,0,0,0,10,0.125,0.125,0.125,0.25,-30,3,2,0,2,0,0,1,hillri01 +714,Rich Hill*,41,TBR,AL,3,4,4,0,1,0,0,0,0,0,0,0,2,0.25,0.25,0.25,0.5,43,1,0,0,0,0,0,1,hillri01 +715,Rich Hill*,41,NYM,NL,13,22,20,0,2,0,0,0,0,0,0,0,8,0.1,0.1,0.1,0.2,-45,2,2,0,2,0,0,1,hillri01 +716,Tim Hill,31,SDP,NL,73,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,hillti01 +717,Sam Hilliard*,27,COL,NL,81,238,214,32,46,7,2,14,34,5,0,23,87,0.215,0.294,0.463,0.757,91,99,0,1,0,0,3,8H79/D,hillisa01 +718,Keston Hiura,24,MIL,NL,61,197,173,16,29,9,1,4,19,3,0,14,77,0.168,0.256,0.301,0.557,51,52,6,7,2,1,0,3H/47,hiurake01 +719,Nico Hoerner,24,CHC,NL,44,170,149,13,45,10,0,0,16,5,3,17,25,0.302,0.382,0.369,0.751,105,55,3,3,0,1,3,46/785H,hoernni01 +720,Jeff Hoffman,28,CIN,NL,30,16,15,1,2,0,0,0,1,0,0,0,3,0.133,0.133,0.133,0.267,-30,2,0,0,1,0,0,1/H,hoffmje02 +721,Bryan Holaday,33,ARI,NL,13,34,31,2,6,2,0,0,1,0,0,1,15,0.194,0.265,0.258,0.523,43,8,0,2,0,0,0,2/H1,holadbr01 +722,Derek Holland#,34,DET,AL,4,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,hollade01 +723,Greg Holland,35,KCR,AL,6,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,hollagr01 +724,Jordan Holloway,25,MIA,NL,12,10,10,0,1,0,0,0,0,0,0,0,6,0.1,0.1,0.1,0.2,-45,1,0,0,0,0,0,1,hollojo01 +725,Clay Holmes,28,TOT,MLB,47,1,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,-100,0,0,0,0,0,0,1,holmecl01 +726,Clay Holmes,28,PIT,NL,42,1,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,-100,0,0,0,0,0,0,1,holmecl01 +727,Clay Holmes,28,NYY,AL,5,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,holmecl01 +728,Brock Holt*,33,TEX,AL,76,260,235,21,49,13,1,2,23,5,1,23,49,0.209,0.281,0.298,0.579,60,70,5,1,0,1,0,5H/D1,holtbr01 +729,Rhys Hoskins,28,PHI,NL,107,443,389,64,96,29,0,27,71,3,2,47,108,0.247,0.334,0.53,0.864,129,206,7,5,0,2,0,3/HD,hoskirh01 +730,Eric Hosmer*,31,SDP,NL,151,565,509,53,137,28,0,12,65,5,4,48,99,0.269,0.337,0.395,0.732,104,201,13,5,1,2,2,*3H/D,hosmeer01 +731,Tanner Houck,25,BOS,AL,1,1,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,-100,0,0,0,0,0,0,1,houckta01 +732,Adrian Houser,28,MIL,NL,26,46,42,2,3,0,0,2,2,0,0,2,30,0.071,0.114,0.214,0.328,-14,9,0,0,2,0,0,1,housead01 +733,Sam Howard,28,PIT,NL,49,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,howarsa01 +734,Spencer Howard,24,TOT,MLB,11,7,6,0,2,1,0,0,0,0,0,0,3,0.333,0.333,0.5,0.833,122,3,0,0,1,0,0,1,howarsp01 +735,Spencer Howard,24,PHI,NL,10,7,6,0,2,1,0,0,0,0,0,0,3,0.333,0.333,0.5,0.833,122,3,0,0,1,0,0,1,howarsp01 +736,Spencer Howard,24,TEX,AL,1,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,/1,howarsp01 +737,Jared Hoying*,32,TOR,AL,2,3,3,0,0,0,0,0,0,0,0,0,1,0,0,0,0,-100,0,0,0,0,0,0,/7H,hoyinja01 +738,James Hoyt,34,LAA,AL,1,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,/1,hoytja01 +739,Dakota Hudson,26,STL,NL,2,4,3,1,1,0,0,0,0,0,0,1,2,0.333,0.5,0.333,0.833,139,1,0,0,0,0,0,/1,hudsoda02 +740,Daniel Hudson,34,TOT,NL,48,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,hudsoda01 +741,Daniel Hudson,34,WSN,NL,26,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,hudsoda01 +742,Daniel Hudson,34,SDP,NL,22,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,hudsoda01 +743,Tommy Hunter,34,NYM,NL,3,1,1,1,1,0,0,0,0,0,0,0,0,1,1,1,2,454,1,0,0,0,0,0,/1,hunteto02 +744,Scott Hurst*,25,STL,NL,7,5,5,0,0,0,0,0,0,0,0,0,1,0,0,0,0,-100,0,0,0,0,0,0,/8H,hurstsc01 +745,Drew Hutchison*,30,DET,AL,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,-100,0,0,0,0,0,0,/1,hutchdr01 +746,Andy Ibáñez,28,TEX,AL,76,272,253,31,70,15,2,7,25,0,0,15,35,0.277,0.321,0.435,0.756,105,110,6,2,1,1,0,4D35H/7,ibanean01 +747,José Iglesias,31,TOT,AL,137,511,483,65,131,27,2,9,48,5,2,21,75,0.271,0.309,0.391,0.701,89,189,10,6,0,1,0,*64/HD,iglesjo01 +748,José Iglesias,31,LAA,AL,114,447,424,57,110,23,1,8,41,5,2,18,66,0.259,0.295,0.375,0.67,81,159,10,4,0,1,0,*6/H,iglesjo01 +749,José Iglesias,31,BOS,AL,23,64,59,8,21,4,1,1,7,0,0,3,9,0.356,0.406,0.508,0.915,144,30,0,2,0,0,0,4/6HD,iglesjo01 +750,Raisel Iglesias,31,LAA,AL,16,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,iglesra01 +751,Ender Inciarte*,30,ATL,NL,52,89,79,11,17,2,0,2,10,1,0,7,22,0.215,0.276,0.316,0.592,57,25,1,0,2,1,0,8H/7,inciaen01 +752,Jonathan India,24,CIN,NL,150,631,532,98,143,34,2,21,69,12,3,71,141,0.269,0.376,0.459,0.835,116,244,13,23,1,4,1,*4/H,indiajo01 +753,Cole Irvin*,27,OAK,AL,2,7,5,0,1,0,0,0,1,0,0,0,2,0.2,0.2,0.2,0.4,14,1,0,0,2,0,0,1,irvinco01 +754,Kyle Isbel*,24,KCR,AL,28,83,76,16,21,5,2,1,7,2,0,7,23,0.276,0.337,0.434,0.772,108,33,0,0,0,0,0,9/87HD,isbelky01 +755,Alex Jackson,25,TOT,NL,52,151,131,13,18,4,0,3,12,0,0,13,73,0.137,0.252,0.237,0.488,33,31,0,7,0,0,1,2H/9,jacksal02 +756,Alex Jackson,25,ATL,NL,10,28,23,2,1,0,0,0,0,0,0,2,13,0.043,0.214,0.043,0.258,-25,1,0,3,0,0,1,/2H,jacksal02 +757,Alex Jackson,25,MIA,NL,42,123,108,11,17,4,0,3,12,0,0,11,60,0.157,0.26,0.278,0.538,46,30,0,4,0,0,0,2H/9,jacksal02 +758,Andre Jackson,25,LAD,NL,3,4,4,0,0,0,0,0,0,0,0,0,3,0,0,0,0,-100,0,0,0,0,0,0,/1,jacksan01 +759,Jay Jackson,33,SFG,NL,23,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,-100,0,0,0,0,0,0,1,jacksja01 +760,Luke Jackson,29,ATL,NL,66,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,jackslu01 +761,Josh James,28,HOU,AL,1,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,/1,jamesjo02 +762,Travis Jankowski*,30,PHI,NL,76,157,131,24,33,6,2,1,10,5,0,22,29,0.252,0.364,0.351,0.715,96,46,1,1,2,0,4,8H/97,jankotr01 +763,Danny Jansen,26,TOR,AL,70,205,184,32,41,13,0,11,28,0,0,17,44,0.223,0.299,0.473,0.772,105,87,4,3,1,0,0,2/H,janseda01 +764,Kenley Jansen#,33,LAD,NL,66,1,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,-100,0,0,0,0,0,0,1,janseke01 +765,Cristian Javier,24,HOU,AL,2,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,javiecr01 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Jones*,26,PHI,NL,1,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,/1,jonesda07 +776,JaCoby Jones,29,DET,AL,36,105,100,9,17,2,0,2,9,2,2,5,42,0.17,0.21,0.25,0.46,28,25,2,0,0,0,0,8/H7D,jonesja07 +777,Jahmai Jones,23,BAL,AL,26,72,67,5,10,3,0,0,3,1,0,4,26,0.149,0.208,0.194,0.402,12,13,1,1,0,0,0,4/H,jonesja08 +778,Nate Jones,35,TOT,NL,17,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,-100,0,0,0,0,0,0,1,jonesna01 +779,Nate Jones,35,ATL,NL,10,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,jonesna01 +780,Nate Jones,35,LAD,NL,7,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,-100,0,0,0,0,0,0,/1,jonesna01 +781,Taylor Jones,27,HOU,AL,35,108,102,11,25,8,1,2,16,0,0,4,29,0.245,0.269,0.402,0.67,81,41,5,0,0,2,0,3D7/H,jonesta01 +782,Matt Joyce*,36,PHI,NL,43,69,55,6,5,1,0,2,7,0,0,12,16,0.091,0.261,0.218,0.479,32,12,2,1,0,1,2,H/79,joycema01 +783,Aaron Judge,29,NYY,AL,148,633,550,89,158,24,0,39,98,6,1,75,158,0.287,0.373,0.544,0.916,149,299,16,3,0,5,2,*98D/H,judgeaa01 +784,Jakob Junis,28,KCR,AL,1,2,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,-100,0,0,0,1,0,0,1,junisja01 +785,James Kaprielian,27,OAK,AL,2,4,3,1,1,0,0,0,0,0,0,0,2,0.333,0.333,0.333,0.667,90,1,0,0,1,0,0,1,kaprija01 +786,James Karinchak,25,CLE,AL,6,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,karinja01 +787,Sean Kazmar Jr.,36,ATL,NL,3,2,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,-100,0,1,0,0,0,0,/HD,kazmase01 +788,Scott Kazmir*,37,SFG,NL,5,4,3,0,0,0,0,0,0,0,0,0,2,0,0,0,0,-100,0,0,0,1,0,0,/1,kazmisc01 +789,Keone Kela,28,SDP,NL,11,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,kelake01 +790,Jarred Kelenic*,21,SEA,AL,93,377,337,41,61,13,1,14,43,6,4,36,106,0.181,0.265,0.35,0.615,72,118,5,3,0,1,0,87/9H,kelenja01 +791,Brad Keller,25,KCR,AL,3,7,5,0,0,0,0,0,0,0,0,0,3,0,0,0,0,-100,0,0,0,2,0,0,1,kellebr01 +792,Kyle Keller,28,PIT,NL,32,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,kelleky01 +793,Mitch Keller,25,PIT,NL,23,32,28,2,3,0,0,0,0,0,0,2,14,0.107,0.167,0.107,0.274,-23,3,0,0,2,0,0,1/H,kellemi03 +794,Carson Kelly,26,ARI,NL,98,359,304,41,73,11,1,13,46,0,0,44,74,0.24,0.343,0.411,0.754,104,125,10,6,0,5,1,2H,kellyca02 +795,Joe Kelly,33,LAD,NL,46,3,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,-100,0,0,0,0,0,0,1,kellyjo05 +796,Merrill Kelly,32,ARI,NL,27,58,47,1,3,1,0,0,1,0,0,4,27,0.064,0.137,0.085,0.222,-37,4,1,0,7,0,0,1,kellyme01 +797,Tony Kemp*,29,OAK,AL,131,397,330,54,92,16,3,8,37,8,2,52,51,0.279,0.382,0.418,0.8,126,138,2,6,4,5,0,47H/D6,kempto01 +798,Ian Kennedy,36,TOT,MLB,24,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,kenneia01 +799,Ian Kennedy,36,TEX,AL,1,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,kenneia01 +800,Ian Kennedy,36,PHI,NL,23,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,kenneia01 +801,Max Kepler*,28,MIN,AL,121,490,426,61,90,21,4,19,54,10,0,54,96,0.211,0.306,0.413,0.719,98,176,2,6,0,4,3,*98/HD,keplema01 +802,Clayton Kershaw*,33,LAD,NL,21,39,36,2,8,0,0,0,3,0,0,1,11,0.222,0.243,0.222,0.465,26,8,0,0,2,0,0,1/H,kershcl01 +803,Dallas Keuchel*,33,CHW,AL,1,2,2,0,0,0,0,0,0,0,0,0,1,0,0,0,0,-100,0,0,0,0,0,0,1,keuchda01 +804,Mike Kickham*,32,LAD,NL,1,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,/1,kickhmi01 +805,Carter Kieboom,23,WSN,NL,62,249,217,26,45,6,0,6,20,0,0,25,62,0.207,0.301,0.318,0.619,72,69,9,5,0,2,2,5/H,kieboca01 +806,Kevin Kiermaier*,31,TBR,AL,122,390,348,54,90,19,7,4,37,9,5,33,99,0.259,0.328,0.388,0.716,102,135,4,5,0,4,2,*8/HD,kiermke01 +807,Yusei Kikuchi*,30,SEA,AL,1,2,2,0,0,0,0,0,0,0,0,0,2,0,0,0,0,-100,0,0,0,0,0,0,1,kikucyu01 +808,Ha-Seong Kim,25,SDP,NL,117,298,267,27,54,12,2,8,34,6,1,22,71,0.202,0.27,0.352,0.622,73,94,6,4,2,3,1,H654,kimha01 +809,Kwang Hyun Kim*,32,STL,NL,25,29,26,0,3,1,0,0,2,0,0,0,9,0.115,0.148,0.154,0.302,-16,4,0,1,2,0,0,1,kimkw01 +810,Craig Kimbrel,33,TOT,MLB,39,1,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,-100,0,0,0,0,0,0,1,kimbrcr01 +811,Craig Kimbrel,33,CHC,NL,37,1,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,-100,0,0,0,0,0,0,1,kimbrcr01 +812,Craig Kimbrel,33,CHW,AL,2,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,kimbrcr01 +813,Isiah Kiner-Falefa,26,TEX,AL,158,677,635,74,172,25,3,8,53,20,5,28,90,0.271,0.312,0.357,0.67,84,227,11,11,1,2,2,*6/HD,kineris01 +814,John King*,26,TEX,AL,3,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,-100,0,0,0,0,0,0,1,kingjo01 +815,Michael King,26,NYY,AL,1,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,kingmi01 +816,Scott Kingery,27,PHI,NL,15,19,19,1,1,0,0,0,0,0,0,0,12,0.053,0.053,0.053,0.105,-71,1,0,0,0,0,0,/H94587,kingesc01 +817,Tyler Kinley,30,COL,NL,66,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,kinlety01 +818,Brandon Kintzler,36,PHI,NL,24,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,kintzbr01 +819,Alex Kirilloff*,23,MIN,AL,59,231,215,23,54,11,1,8,34,1,1,14,52,0.251,0.299,0.423,0.722,98,91,3,1,0,1,2,397/H,kirilal01 +820,Alejandro Kirk,22,TOR,AL,60,189,165,19,40,8,0,8,24,0,0,19,22,0.242,0.328,0.436,0.764,105,72,7,3,0,2,0,2/DH,kirkal01 +821,Andrew Kittredge,31,TBR,AL,5,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,kittran01 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+842,Jake Lamb*,30,TOT,AL,55,170,144,25,28,4,0,7,19,0,0,22,51,0.194,0.306,0.368,0.674,83,53,4,2,0,2,0,57H/9D3,lambja01 +843,Jake Lamb*,30,CHW,AL,43,131,113,20,24,2,0,6,13,0,0,17,38,0.212,0.321,0.389,0.71,93,44,4,1,0,0,0,7/9H5D3,lambja01 +844,Jake Lamb*,30,TOR,AL,12,39,31,5,4,2,0,1,6,0,0,5,13,0.129,0.256,0.29,0.547,48,9,0,1,0,2,0,5/HD3,lambja01 +845,Peter Lambert,24,COL,NL,2,2,2,0,0,0,0,0,0,0,0,0,1,0,0,0,0,-100,0,0,0,0,0,0,/1,lambepe01 +846,Dinelson Lamet,28,SDP,NL,21,7,6,0,0,0,0,0,0,0,0,1,6,0,0.143,0,0.143,-55,0,0,0,0,0,0,1,lametdi01 +847,Alex Lange,25,DET,AL,3,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,langeal01 +848,Trevor Larnach*,24,MIN,AL,79,301,260,29,58,12,0,7,28,1,0,31,104,0.223,0.322,0.35,0.672,88,91,3,8,0,2,0,79/H,larnatr01 +849,Eric Lauer,26,MIL,NL,24,37,26,3,4,0,0,1,4,0,0,3,15,0.154,0.258,0.269,0.527,44,7,1,1,6,1,0,1/H,lauerer01 +850,Ramon Laureano,26,OAK,AL,88,378,341,43,84,21,2,14,39,12,5,27,98,0.246,0.317,0.443,0.76,111,151,4,9,0,1,0,8/9DH,laurera01 +851,Ryan Lavarnway,33,CLE,AL,9,30,28,2,7,3,0,0,0,0,0,1,10,0.25,0.276,0.357,0.633,73,10,0,0,1,0,0,/2H,lavarry01 +852,Justin Lawrence,26,COL,NL,16,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,lawreju01 +853,Wade LeBlanc*,36,TOT,MLB,11,13,11,0,0,0,0,0,0,0,0,0,3,0,0,0,0,-100,0,0,0,2,0,0,1,leblawa01 +854,Wade LeBlanc*,36,STL,NL,11,13,11,0,0,0,0,0,0,0,0,0,3,0,0,0,0,-100,0,0,0,2,0,0,1,leblawa01 +855,Dylan Lee*,26,ATL,NL,2,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,/1,leedy01 +856,Khalil Lee*,23,NYM,NL,11,18,18,2,1,1,0,0,1,0,0,0,13,0.056,0.056,0.111,0.167,-56,2,0,0,0,0,0,9/H,leekh01 +857,DJ LeMahieu,32,NYY,AL,150,679,597,84,160,24,1,10,57,4,2,73,94,0.268,0.349,0.362,0.711,97,216,16,4,0,5,2,435/HD,lemahdj01 +858,Sandy Leon#,32,MIA,NL,83,220,202,15,37,5,0,4,14,0,0,12,65,0.183,0.237,0.267,0.505,37,54,2,3,1,2,0,2H/15D,leonsa01 +859,Dominic Leone,29,SFG,NL,51,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,leonedo01 +860,Jon Lester*,37,TOT,NL,27,51,48,3,8,2,0,1,3,0,0,2,24,0.167,0.2,0.271,0.471,29,13,0,0,1,0,0,1/H,lestejo01 +861,Jon Lester*,37,WSN,NL,16,29,28,3,5,0,0,1,3,0,0,0,13,0.179,0.179,0.286,0.464,25,8,0,0,1,0,0,1/H,lestejo01 +862,Jon Lester*,37,STL,NL,11,22,20,0,3,2,0,0,0,0,0,2,11,0.15,0.227,0.25,0.477,33,5,0,0,0,0,0,1,lestejo01 +863,Kyle Lewis,25,SEA,AL,36,147,130,15,32,4,0,5,11,2,0,16,37,0.246,0.333,0.392,0.726,104,51,1,1,0,0,0,8/D,lewisky01 +864,Domingo Leyba#,25,TOT,MLB,34,96,87,6,10,1,0,1,4,0,0,8,23,0.115,0.198,0.161,0.359,0,14,4,1,0,0,0,45/H,leybado01 +865,Domingo Leyba#,25,ARI,NL,13,24,22,0,0,0,0,0,0,0,0,2,7,0,0.083,0,0.083,-74,0,1,0,0,0,0,/4H5,leybado01 +866,Domingo Leyba#,25,BAL,AL,21,72,65,6,10,1,0,1,4,0,0,6,16,0.154,0.236,0.215,0.451,25,14,3,1,0,0,0,05-Apr,leybado01 +867,Tzu-Wei Lin*,27,MIN,AL,1,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,/7,lintz02 +868,Josh Lindblom,34,MIL,NL,8,1,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,-100,0,0,0,0,0,0,/1,lindbjo01 +869,Francisco Lindor#,27,NYM,NL,125,524,452,73,104,16,3,20,63,10,4,58,96,0.23,0.322,0.412,0.734,100,186,7,5,6,3,4,*6/H,lindofr01 +870,Zack Littell,25,SFG,NL,60,4,4,0,1,0,0,0,0,0,0,0,3,0.25,0.25,0.25,0.5,37,1,0,0,0,0,0,1,litteza01 +871,Mauricio Llovera,25,PHI,NL,6,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,/1,llovema01 +872,Jonathan Loaisiga,26,NYY,AL,5,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,loaisjo01 +873,Jose Lobaton#,36,CHC,NL,6,13,11,1,0,0,0,0,0,0,0,2,5,0,0.154,0,0.154,-53,0,0,0,0,0,0,/2H,lobatjo01 +874,Kyle Lobstein*,31,WSN,NL,3,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,/1,lobstky01 +875,Tim Locastro,28,TOT,MLB,64,156,139,15,25,4,0,2,7,5,3,7,33,0.18,0.263,0.252,0.515,41,35,2,9,0,1,0,8H7/9,locasti01 +876,Tim Locastro,28,ARI,NL,55,133,118,11,21,2,0,1,5,5,3,6,26,0.178,0.271,0.22,0.491,36,26,2,9,0,0,0,8H/97,locasti01 +877,Tim Locastro,28,NYY,AL,9,23,21,4,4,2,0,1,2,0,0,1,7,0.19,0.217,0.429,0.646,72,9,0,0,0,1,0,/78,locasti01 +878,Sam Long*,25,SFG,NL,11,11,10,0,1,0,0,0,0,0,0,0,4,0.1,0.1,0.1,0.2,-45,1,0,0,1,0,0,1,longsa01 +879,Shed Long Jr.*,25,SEA,AL,34,121,111,13,22,4,1,4,17,1,0,9,39,0.198,0.258,0.36,0.619,72,40,3,0,1,0,0,74/HD,longsh01 +880,Evan Longoria,35,SFG,NL,81,291,253,45,66,17,0,13,46,1,1,35,68,0.261,0.351,0.482,0.833,124,122,9,1,0,2,4,5/H,longoev01 +881,Tim Lopes,27,MIL,NL,7,11,10,1,1,0,0,0,0,0,1,1,4,0.1,0.182,0.1,0.282,-20,1,0,0,0,0,0,/H4,lopesti01 +882,Alejo Lopez#,25,CIN,NL,14,23,23,3,6,0,0,0,0,0,0,0,5,0.261,0.261,0.261,0.522,36,6,1,0,0,0,0,/H4578,lopezal03 +883,Jack Lopez,28,BOS,AL,7,16,13,2,2,2,0,0,0,0,0,1,6,0.154,0.214,0.308,0.522,38,4,0,0,2,0,0,/4H,lopezja03 +884,Jorge Lopez,28,BAL,AL,1,2,2,0,0,0,0,0,0,0,0,0,1,0,0,0,0,-100,0,0,0,0,0,0,1,lopezjo02 +885,Nicky Lopez*,26,KCR,AL,151,565,497,78,149,21,6,2,43,22,1,49,74,0.3,0.365,0.378,0.744,104,188,9,4,12,3,0,*6/4H,lopezni01 +886,Otto Lopez,22,TOR,AL,1,1,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,-100,0,0,0,0,0,0,/H,lopezot01 +887,Pablo Lopez*,25,MIA,NL,20,35,33,2,2,2,0,0,0,0,0,0,17,0.061,0.061,0.121,0.182,-52,4,1,0,2,0,0,1/H,lopezpa01 +888,Reynaldo Lopez,27,CHW,AL,3,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,lopezre01 +889,Yoan López,28,ARI,NL,13,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,lopezyo01 +890,Michael Lorenzen,29,CIN,NL,26,1,1,1,0,0,0,0,0,0,0,0,1,0,0,0,0,-100,0,0,0,0,0,0,1/89,lorenmi01 +891,Aaron Loup*,33,NYM,NL,63,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,loupaa01 +892,Richard Lovelady*,25,KCR,AL,3,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,lovelri01 +893,Brandon Lowe*,26,TBR,AL,149,615,535,97,132,31,0,39,99,7,1,68,167,0.247,0.34,0.523,0.863,140,280,2,9,0,3,4,*4H7/9D3,lowebr01 +894,Josh Lowe*,23,TBR,AL,2,2,1,0,1,0,0,0,0,1,0,1,0,1,1,1,2,472,1,0,0,0,0,0,/79,lowejo01 +895,Nathaniel Lowe*,25,TEX,AL,157,642,557,75,147,24,3,18,72,8,0,80,162,0.264,0.357,0.415,0.771,112,231,13,2,0,3,2,*3/DH5,lowena01 +896,Jed Lowrie#,37,OAK,AL,139,512,457,55,112,28,0,14,69,0,0,49,108,0.245,0.318,0.398,0.717,101,182,8,2,0,4,1,4DH/5,lowrije01 +897,Joey Lucchesi*,28,NYM,NL,10,11,10,1,0,0,0,0,0,0,0,1,7,0,0.091,0,0.091,-72,0,0,0,0,0,0,1,lucchjo01 +898,Jonathan Lucroy,35,TOT,NL,7,23,19,2,6,1,0,0,3,0,0,3,4,0.316,0.409,0.368,0.778,115,7,0,0,1,0,0,/2H,lucrojo01 +899,Jonathan Lucroy,35,WSN,NL,5,14,14,0,5,1,0,0,2,0,0,0,2,0.357,0.357,0.429,0.786,116,6,0,0,0,0,0,/2H,lucrojo01 +900,Jonathan Lucroy,35,ATL,NL,2,9,5,2,1,0,0,0,1,0,0,3,2,0.2,0.5,0.2,0.7,98,1,0,0,1,0,0,/2,lucrojo01 +901,Lucas Luetge*,34,NYY,AL,3,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,luetglu01 +902,Seth Lugo,31,NYM,NL,44,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,-100,0,0,0,0,0,0,1,lugose01 +903,Jordan Luplow,27,TOT,AL,61,193,163,23,33,8,0,11,28,1,2,28,57,0.202,0.326,0.454,0.78,115,74,2,2,0,0,0,83H9/7D451,luplojo01 +904,Jordan Luplow,27,CLE,AL,36,121,98,12,17,5,0,7,20,0,2,21,31,0.173,0.331,0.439,0.769,110,43,1,2,0,0,0,89/H7D,luplojo01 +905,Jordan Luplow,27,TBR,AL,25,72,65,11,16,3,0,4,8,1,0,7,26,0.246,0.319,0.477,0.796,121,31,1,0,0,0,0,3/HD7451,luplojo01 +906,Gavin Lux*,23,LAD,NL,102,381,335,49,81,12,4,7,46,4,1,41,83,0.242,0.328,0.364,0.692,85,122,3,3,0,2,3,647/8H59,luxga01 +907,Jesus Luzardo*,23,TOT,MLB,13,20,15,1,0,0,0,0,0,0,0,4,6,0,0.211,0,0.211,-35,0,0,0,1,0,0,1,luzarje01 +908,Jesus Luzardo*,23,OAK,AL,2,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,-100,0,0,0,0,0,0,1,luzarje01 +909,Jesus Luzardo*,23,MIA,NL,11,19,14,1,0,0,0,0,0,0,0,4,6,0,0.222,0,0.222,-32,0,0,0,1,0,0,1,luzarje01 +910,Jordan Lyles,30,TEX,AL,3,6,6,0,0,0,0,0,0,0,0,0,5,0,0,0,0,-100,0,0,0,0,0,0,1,lylesjo01 +911,Lance Lynn#,34,CHW,AL,2,5,5,0,1,0,0,0,2,0,0,0,3,0.2,0.2,0.2,0.4,10,1,0,0,0,0,0,1,lynnla01 +912,Andres Machado,28,WSN,NL,40,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,machaan02 +913,Manny Machado,28,SDP,NL,153,640,564,92,157,31,2,28,106,12,3,63,102,0.278,0.347,0.489,0.836,131,276,10,2,0,11,10,*5/HD,machama01 +914,Vimael Machin*,27,OAK,AL,15,37,32,1,4,0,0,0,1,0,0,3,10,0.125,0.2,0.125,0.325,-5,4,2,0,2,0,0,/645H,machivi01 +915,Luis Madero,24,MIA,NL,6,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,-100,0,0,0,0,0,0,/1,maderlu01 +916,Nick Madrigal,24,CHW,AL,54,215,200,30,61,10,4,2,21,1,2,11,17,0.305,0.349,0.425,0.774,111,85,3,3,0,1,0,4/DH,madrini01 +917,Kenta Maeda,33,MIN,AL,4,4,3,2,1,0,0,0,0,0,0,0,1,0.333,0.333,0.333,0.667,87,1,0,0,1,0,0,1/HD,maedake01 +918,Tyler Mahle,26,CIN,NL,32,66,55,1,3,0,0,0,1,0,0,4,19,0.055,0.119,0.055,0.173,-53,3,2,0,7,0,0,1,mahlety01 +919,Luke Maile,30,MIL,NL,15,34,30,6,9,4,0,0,3,0,0,3,7,0.3,0.382,0.433,0.816,121,13,1,1,0,0,0,2/H1,mailelu01 +920,Martin Maldonado,34,HOU,AL,125,426,373,40,64,10,1,12,36,0,0,47,127,0.172,0.272,0.3,0.573,58,112,9,5,0,1,1,*2/3H,maldoma01 +921,Sean Manaea,29,OAK,AL,2,5,4,0,2,1,0,0,0,0,0,0,1,0.5,0.5,0.75,1.25,246,3,0,0,1,0,0,1,manaese01 +922,Trey Mancini,29,BAL,AL,147,616,556,77,142,33,1,21,71,0,0,51,143,0.255,0.326,0.432,0.758,105,240,19,8,0,1,4,3D/H,mancitr01 +923,Matt Manning,23,DET,AL,1,1,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,-100,0,0,0,0,0,0,1,mannima02 +924,Alek Manoah,23,TOR,AL,1,1,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,-100,0,0,0,0,0,0,1,manoaal01 +925,Joe Mantiply,30,ARI,NL,53,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,mantijo01 +926,Dillon Maples,29,CHC,NL,28,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,mapledi01 +927,Tucupita Marcano*,21,SDP,NL,25,50,44,7,8,1,0,0,3,0,1,6,9,0.182,0.28,0.205,0.485,39,9,2,0,0,0,0,H/4795,marcatu01 +928,Rafael Marchan#,22,PHI,NL,20,56,52,7,12,1,1,1,4,0,0,4,10,0.231,0.286,0.346,0.632,71,18,1,0,0,0,0,2/H3,marchra01 +929,Manuel Margot,26,TBR,AL,125,464,421,55,107,18,3,10,57,13,8,37,70,0.254,0.313,0.382,0.696,96,161,4,1,1,4,2,*987H/D,margoma01 +930,Jake Marisnick,30,TOT,NL,99,198,176,21,38,7,3,5,24,4,1,11,65,0.216,0.286,0.375,0.661,78,66,4,7,2,2,0,8H7/9,marisja01 +931,Jake Marisnick,30,CHC,NL,65,144,128,17,29,6,3,5,22,3,1,9,43,0.227,0.294,0.438,0.731,94,56,2,4,1,2,0,8H,marisja01 +932,Jake Marisnick,30,SDP,NL,34,54,48,4,9,1,0,0,2,1,0,2,22,0.188,0.264,0.208,0.472,35,10,2,3,1,0,0,7H/89,marisja01 +933,Jose Marmolejos*,28,SEA,AL,41,122,106,11,17,4,0,4,12,0,0,15,39,0.16,0.262,0.311,0.574,61,33,0,0,0,1,0,37/HD9,marmojo01 +934,German Marquez,26,COL,NL,29,60,53,5,14,5,0,1,9,0,0,0,13,0.264,0.264,0.415,0.679,71,22,0,0,7,0,0,1,marquge01 +935,Deven Marrero,30,MIA,NL,10,19,16,4,3,0,0,1,1,1,0,3,6,0.188,0.316,0.375,0.691,87,6,2,0,0,0,0,/H6534,marrede01 +936,Brandon Marsh*,23,LAA,AL,70,260,236,27,60,12,3,2,19,6,1,20,91,0.254,0.317,0.356,0.673,83,84,3,2,1,1,0,8,marshbr02 +937,Ketel Marte#,27,ARI,NL,90,374,340,52,108,29,1,14,50,2,0,31,60,0.318,0.377,0.532,0.909,143,181,8,2,0,1,3,84/H,marteke01 +938,Luis Marte,27,MIA,NL,4,7,6,2,1,0,0,0,0,0,0,1,2,0.167,0.286,0.167,0.452,28,1,0,0,0,0,0,/45H6,martelu02 +939,Starling Marte,32,TOT,MLB,120,526,467,89,145,27,3,12,55,47,5,43,99,0.31,0.383,0.458,0.841,132,214,6,13,1,2,2,*8/H,martest01 +940,Starling Marte,32,MIA,NL,64,275,233,52,71,11,1,7,25,22,3,32,57,0.305,0.405,0.451,0.856,132,105,2,8,1,1,2,8/H,martest01 +941,Starling Marte,32,OAK,AL,56,251,234,37,74,16,2,5,30,25,2,11,42,0.316,0.359,0.466,0.824,130,109,4,5,0,1,0,8,martest01 +942,Brett Martin*,26,TEX,AL,6,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,martibr01 +943,Chris Martin,35,ATL,NL,45,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,martich02 +944,Corbin Martin,25,ARI,NL,5,4,4,0,1,0,0,0,0,0,0,0,3,0.25,0.25,0.25,0.5,37,1,0,0,0,0,0,/1,martico02 +945,Jason Martin*,25,TEX,AL,58,154,144,14,30,3,0,6,17,3,1,8,41,0.208,0.248,0.354,0.603,63,51,1,0,1,1,0,7H/89D,martija03 +946,Richie Martin,26,BAL,AL,37,105,98,9,23,2,0,1,8,0,2,4,28,0.235,0.269,0.286,0.555,52,28,1,1,1,1,0,6/H,martiri01 +947,Carlos Martinez,29,STL,NL,16,25,24,1,2,1,0,0,0,0,0,0,15,0.083,0.083,0.125,0.208,-43,3,0,0,1,0,0,1,martica04 +948,J.D. Martinez,33,BOS,AL,148,634,570,92,163,42,3,28,99,0,0,55,150,0.286,0.349,0.518,0.867,128,295,18,3,0,5,6,*D7/9,martijd02 +949,Nick Martini*,31,CHC,NL,25,45,37,4,10,1,0,0,4,0,1,6,10,0.27,0.356,0.297,0.653,80,11,0,0,0,2,1,H/79,martini02 +950,Jorge Mateo,26,TOT,MLB,89,209,194,19,48,11,1,4,14,10,3,9,55,0.247,0.293,0.376,0.67,83,73,1,4,1,1,0,H468/597,mateojo01 +951,Jorge Mateo,26,SDP,NL,57,93,87,10,18,4,0,2,6,5,0,2,27,0.207,0.25,0.322,0.572,59,28,1,3,1,0,0,H8/5976,mateojo01 +952,Jorge Mateo,26,BAL,AL,32,116,107,9,30,7,1,2,8,5,3,7,28,0.28,0.328,0.421,0.748,103,45,0,1,0,1,0,46/57H9,mateojo01 +953,Jeff Mathis,38,ATL,NL,3,9,9,0,0,0,0,0,0,0,0,0,5,0,0,0,0,-100,0,0,0,0,0,0,/2,mathije01 +954,Wyatt Mathisen,27,ARI,NL,23,51,42,3,5,0,0,1,8,0,0,5,21,0.119,0.255,0.19,0.445,24,8,0,3,0,1,0,3H/571,mathiwy01 +955,Nick Maton*,24,PHI,NL,52,131,117,16,30,7,1,2,14,2,0,10,39,0.256,0.323,0.385,0.708,91,45,0,2,1,1,0,46H/1,matonni01 +956,Phil Maton,28,TOT,AL,8,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,-100,0,0,0,0,0,0,1,matonph01 +957,Phil Maton,28,CLE,AL,4,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,-100,0,0,0,0,0,0,1,matonph01 +958,Phil Maton,28,HOU,AL,4,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,matonph01 +959,Steven Matz,30,TOR,AL,1,2,2,0,0,0,0,0,0,0,0,0,1,0,0,0,0,-100,0,0,0,0,0,0,1,matzst01 +960,Tyler Matzek*,30,ATL,NL,65,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,matzety01 +961,Dustin May,23,LAD,NL,3,4,3,0,0,0,0,0,0,0,0,0,3,0,0,0,0,-100,0,0,0,1,0,0,/1,maydu01 +962,Trevor May,31,NYM,NL,66,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,maytr01 +963,Cameron Maybin,34,NYM,NL,9,33,28,2,1,0,0,0,0,1,0,3,12,0.036,0.182,0.036,0.218,-35,1,0,2,0,0,0,/879,maybica01 +964,Mike Mayers,29,LAA,AL,10,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,mayermi01 +965,Jack Mayfield,30,TOT,AL,86,290,266,30,58,15,0,10,39,5,0,17,68,0.218,0.272,0.387,0.659,78,103,6,3,3,1,0,56/4H1,mayfija01 +966,Jack Mayfield,30,LAA,AL,75,255,232,28,52,14,0,10,36,5,0,16,58,0.224,0.282,0.414,0.696,86,96,4,3,3,1,0,56/H,mayfija01 +967,Jack Mayfield,30,SEA,AL,11,35,34,2,6,1,0,0,3,0,0,1,10,0.176,0.2,0.206,0.406,15,7,2,0,0,0,0,/451,mayfija01 +968,Tim Mayza*,29,TOR,AL,6,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,mayzati01 +969,Nomar Mazara*,26,DET,AL,50,181,165,12,35,5,2,3,19,0,0,15,45,0.212,0.276,0.321,0.597,67,53,4,0,0,1,0,9/DH,mazarno01 +970,Patrick Mazeika*,27,NYM,NL,37,87,79,6,15,3,0,1,6,0,0,4,18,0.19,0.253,0.266,0.519,43,21,2,3,0,1,1,2H/3D,mazeipa01 +971,Ryan McBroom,29,KCR,AL,7,9,8,1,2,0,0,0,0,0,0,1,6,0.25,0.333,0.25,0.583,63,2,0,0,0,0,0,/HD,mcbrory01 +972,James McCann,31,NYM,NL,121,412,375,29,87,12,1,10,46,1,2,32,115,0.232,0.294,0.349,0.643,76,131,12,2,0,3,1,2H/3D,mccanja02 +973,Jake McCarthy*,23,ARI,NL,24,70,59,11,13,3,0,2,4,3,2,8,23,0.22,0.333,0.373,0.706,92,22,0,2,1,0,0,8/H9,mccarja02 +974,Darren McCaughan,25,SEA,AL,1,2,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,-100,0,0,0,0,0,0,/1,mccauda01 +975,Chas McCormick,26,HOU,AL,108,320,284,47,73,12,0,14,50,4,2,25,104,0.257,0.319,0.447,0.766,107,127,5,4,0,7,0,789H/D,mccorch01 +976,Lance McCullers Jr.*,27,HOU,AL,3,4,4,0,0,0,0,0,0,0,0,0,3,0,0,0,0,-100,0,0,0,0,0,0,1/H,mcculla02 +977,Andrew McCutchen,34,PHI,NL,144,574,482,78,107,24,1,27,80,6,1,81,132,0.222,0.334,0.444,0.778,109,214,10,4,0,7,2,*7H/D,mccutan01 +978,T.J. McFarland*,32,STL,NL,36,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,mcfartj01 +979,Jake McGee*,34,SFG,NL,55,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,mcgeeja01 +980,Kyle McGowin,29,WSN,NL,26,1,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,-100,0,0,0,0,0,0,1,mcgowky01 +981,Reese McGuire*,26,TOR,AL,78,217,198,22,50,15,0,1,10,0,0,15,44,0.253,0.31,0.343,0.654,78,68,4,2,1,1,0,2/HD,mcguire01 +982,Collin McHugh,34,TBR,AL,3,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,mchugco01 +983,Ryan McKenna,24,BAL,AL,90,197,169,20,31,6,1,2,14,1,0,24,74,0.183,0.292,0.266,0.559,55,45,1,2,2,0,0,7H89/D45,mckenry01 +984,Triston McKenzie,23,CLE,AL,1,2,2,0,1,0,0,0,0,0,0,0,0,0.5,0.5,0.5,1,178,1,0,0,0,0,0,1,mckentr01 +985,Billy McKinney*,26,TOT,NL,116,300,265,32,51,11,3,9,27,2,0,32,79,0.192,0.28,0.358,0.638,72,95,3,1,0,2,2,9H73/8,mckinbi01 +986,Billy McKinney*,26,MIL,NL,40,100,92,9,19,3,1,3,6,1,0,7,24,0.207,0.26,0.359,0.619,66,33,1,0,0,1,1,7H/39,mckinbi01 +987,Billy McKinney*,26,NYM,NL,39,102,91,15,20,6,1,5,14,1,0,11,31,0.22,0.304,0.473,0.776,109,43,1,0,0,0,0,9H/78,mckinbi01 +988,Billy McKinney*,26,LAD,NL,37,98,82,8,12,2,1,1,7,0,0,14,24,0.146,0.276,0.232,0.507,38,19,1,1,0,1,1,9H/3,mckinbi01 +989,Zach McKinstry*,26,LAD,NL,60,172,158,19,34,9,0,7,29,1,1,10,50,0.215,0.263,0.405,0.668,75,64,3,1,1,2,1,9475/H,mckinza01 +990,Ryan McMahon*,26,COL,NL,151,596,528,80,134,32,1,23,86,6,2,59,147,0.254,0.331,0.449,0.779,98,237,14,4,0,5,2,*54H,mcmahry01 +991,Jeff McNeil*,29,NYM,NL,120,426,386,48,97,19,1,7,35,3,0,29,58,0.251,0.319,0.36,0.679,87,139,10,10,0,1,0,47H/5D,mcneije01 +992,Alex McRae,28,CHW,AL,1,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,/1,mcraeal01 +993,Austin Meadows*,26,TBR,AL,142,591,518,79,121,29,3,27,106,4,3,59,122,0.234,0.315,0.458,0.772,115,237,4,6,0,8,3,7DH/9,meadoau01 +994,John Means*,28,BAL,AL,2,5,5,0,1,1,0,0,0,0,0,0,2,0.2,0.2,0.4,0.6,58,2,0,0,0,0,0,1,meansjo01 +995,Nick Mears,24,PIT,NL,29,1,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,-100,0,0,0,0,0,0,1,mearsni01 +996,Adonis Medina,24,PHI,NL,4,1,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,-100,0,0,0,0,0,0,/1,medinad01 +997,Trevor Megill*,27,CHC,NL,27,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,megiltr01 +998,Tylor Megill,25,NYM,NL,18,31,28,1,6,3,0,0,0,0,0,1,17,0.214,0.241,0.321,0.563,53,9,0,0,2,0,0,1,megilty01 +999,Ryan Meisinger,27,CHC,NL,6,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,/1,meisiry01 +1000,Francisco Mejia#,25,TBR,AL,84,277,250,31,65,15,3,6,35,0,0,17,49,0.26,0.322,0.416,0.738,107,104,4,7,1,2,0,2/HD31,mejiafr01 +1001,Humberto Mejia,24,ARI,NL,5,8,7,1,1,1,0,0,0,0,0,0,2,0.143,0.143,0.286,0.429,12,2,0,0,1,0,0,/1,mejiahu01 +1002,J.C. Mejia,24,CLE,AL,2,1,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,-100,0,0,0,0,0,0,1,mejiaje02 +1003,Mark Melancon,36,SDP,NL,59,1,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,1,0,0,1,melanma01 +1004,Keury Mella,27,ARI,NL,2,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,/1,mellake01 +1005,Danny Mendick,27,CHW,AL,71,186,164,14,36,5,0,2,20,0,1,18,42,0.22,0.303,0.287,0.589,63,47,1,2,1,1,0,46/H9578D1,mendida01 +1006,Conner Menez*,26,SFG,NL,7,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,/1,menezco01 +1007,Oscar Mercado,26,CLE,AL,72,238,214,27,48,11,1,6,19,7,1,21,42,0.224,0.3,0.369,0.669,83,79,1,2,1,0,0,79H/8,mercaos01 +1008,Yermin Mercedes,28,CHW,AL,68,262,240,26,65,9,1,7,37,0,1,20,46,0.271,0.328,0.404,0.732,99,97,7,1,0,1,1,D/H231,merceye01 +1009,Jordy Mercer,34,WSN,NL,46,127,118,13,30,7,0,2,9,0,0,9,34,0.254,0.307,0.364,0.671,85,43,1,0,0,0,0,45H/63D7,mercejo03 +1010,Whit Merrifield,32,KCR,AL,162,720,664,97,184,42,3,10,74,40,4,40,103,0.277,0.317,0.395,0.711,93,262,12,4,0,12,1,*49/D7,merriwh01 +1011,Jake Meyers,25,HOU,AL,49,163,146,22,38,8,0,6,28,3,0,10,50,0.26,0.323,0.438,0.761,107,64,0,4,2,1,0,8/H79D,meyerja02 +1012,Keynan Middleton,27,SEA,AL,2,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,middlke01 +1013,Miles Mikolas,32,STL,NL,9,15,8,0,0,0,0,0,0,0,0,1,5,0,0.111,0,0.111,-65,0,0,0,6,0,0,/1,mikolmi01 +1014,Wade Miley*,34,CIN,NL,28,59,54,9,10,3,0,0,3,0,0,3,13,0.185,0.228,0.241,0.469,22,13,0,0,2,0,0,1/H,mileywa01 +1015,Andrew Miller*,36,STL,NL,37,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,millean01 +1016,Brad Miller*,31,PHI,NL,140,377,331,53,75,9,3,20,49,3,0,45,112,0.227,0.321,0.453,0.774,107,150,7,1,0,0,2,3H94/57D,millebr02 +1017,Brian Miller*,25,MIA,NL,5,11,11,1,3,0,0,0,0,0,0,0,3,0.273,0.273,0.273,0.545,49,3,0,0,0,0,0,/87H9,millebr03 +1018,Justin Miller,34,TOT,NL,21,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,milleju02 +1019,Justin Miller,34,WSN,NL,5,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,/1,milleju02 +1020,Justin Miller,34,STL,NL,16,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,milleju02 +1021,Owen Miller,24,CLE,AL,60,202,191,17,39,8,0,4,18,2,0,9,54,0.204,0.243,0.309,0.551,51,59,7,1,0,1,0,43/5HD6,milleow01 +1022,Shelby Miller,30,TOT,NL,12,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,-100,0,0,0,0,0,0,1,millesh01 +1023,Shelby Miller,30,CHC,NL,3,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,/1,millesh01 +1024,Shelby Miller,30,PIT,NL,9,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,-100,0,0,0,0,0,0,1,millesh01 +1025,Alec Mills,29,CHC,NL,31,36,32,1,1,1,0,0,0,0,0,0,26,0.031,0.031,0.063,0.094,-76,2,0,0,4,0,0,1/H,millsal02 +1026,Wyatt Mills,26,SEA,AL,3,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,millswy01 +1027,Hoby Milner*,30,MIL,NL,18,2,1,0,0,0,0,0,0,0,0,1,1,0,0.5,0,0.5,54,0,0,0,0,0,0,1,milneho01 +1028,Juan Minaya,30,MIN,AL,3,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,minayju01 +1029,Mike Minor,33,KCR,AL,3,7,7,0,0,0,0,0,0,0,0,0,4,0,0,0,0,-100,0,0,0,0,0,0,1,minormi01 +1030,A.J. Minter*,27,ATL,NL,57,1,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,-100,0,0,0,0,0,0,1,minteaj01 +1031,Anthony Misiewicz,26,SEA,AL,3,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,misiean01 +1032,Bryan Mitchell*,30,MIA,NL,2,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,/1,mitchbr01 +1033,Casey Mize,24,DET,AL,2,3,2,0,0,0,0,0,1,0,0,1,1,0,0.333,0,0.333,7,0,0,0,0,0,0,1,mizeca01 +1034,Yadier Molina,38,STL,NL,121,473,440,45,111,19,0,11,66,3,0,24,79,0.252,0.297,0.37,0.667,84,163,16,5,0,3,1,*2/H3,molinya01 +1035,Yoan Moncada#,26,CHW,AL,144,616,520,74,137,33,1,14,61,3,2,84,157,0.263,0.375,0.412,0.787,116,214,6,10,0,2,1,*5/D,moncayo01 +1036,Adalberto Mondesí#,25,KCR,AL,35,136,126,19,29,8,1,6,17,15,1,6,43,0.23,0.271,0.452,0.723,92,57,2,1,3,0,0,56/DH,mondera02 +1037,Mickey Moniak*,23,PHI,NL,21,37,33,3,3,0,0,1,3,0,0,3,16,0.091,0.167,0.182,0.348,-5,6,0,0,1,0,1,/8H79,moniami01 +1038,Frankie Montas,28,OAK,AL,2,4,4,0,0,0,0,0,0,0,0,0,3,0,0,0,0,-100,0,0,0,0,0,0,1,montafr02 +1039,Rafael Montero,30,TOT,AL,3,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,montera01 +1040,Rafael Montero,30,SEA,AL,1,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,montera01 +1041,Rafael Montero,30,HOU,AL,2,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,/1,montera01 +1042,Jordan Montgomery*,28,NYY,AL,3,4,4,0,0,0,0,0,0,0,0,0,4,0,0,0,0,-100,0,0,0,0,0,0,1,montgjo01 +1043,Dylan Moore,28,SEA,AL,126,377,332,42,60,11,2,12,43,21,5,40,111,0.181,0.276,0.334,0.61,71,111,6,4,0,1,0,47H5/96D,mooredy01 +1044,Matt Moore*,32,PHI,NL,22,20,19,0,0,0,0,0,0,0,0,0,13,0,0,0,0,-100,0,0,0,1,0,0,1,moorema02 +1045,Colin Moran*,28,PIT,NL,99,359,318,29,82,12,0,10,50,1,0,36,87,0.258,0.334,0.39,0.724,96,124,6,2,0,3,0,3H/D5,moranco01 +1046,Adrián Morejón*,22,SDP,NL,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,-100,0,0,0,0,0,0,/1,morejad01 +1047,Mitch Moreland*,35,OAK,AL,81,252,229,28,52,11,1,10,30,0,0,18,58,0.227,0.286,0.415,0.701,94,95,5,2,0,3,0,DH/31,morelmi01 +1048,Dauri Moreta,25,CIN,NL,3,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,/1,moretda01 +1049,Adam Morgan*,31,CHC,NL,32,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,morgaad01 +1050,Eli Morgan,25,CLE,AL,1,2,2,0,0,0,0,0,0,0,0,0,2,0,0,0,0,-100,0,0,0,0,0,0,1,morgael01 +1051,Shawn Morimando*,28,MIA,NL,4,3,2,0,0,0,0,0,0,0,0,0,1,0,0,0,0,-100,0,0,0,1,0,0,/1,morimsh01 +1052,Max Moroff#,28,STL,NL,6,16,16,0,1,0,0,0,1,0,0,0,10,0.063,0.063,0.063,0.125,-65,1,0,0,0,0,0,/45H,morofma01 +1053,Reyes Moronta,28,SFG,NL,3,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,/1,moronre01 +1054,Charlie Morton,37,ATL,NL,31,62,55,5,7,1,0,0,1,0,0,0,31,0.127,0.127,0.145,0.273,-28,8,0,0,7,0,0,1/H,mortoch02 +1055,Taylor Motter,31,TOT,MLB,16,29,26,5,5,1,1,0,1,0,0,3,8,0.192,0.276,0.308,0.584,52,8,1,0,0,0,0,/H54D9,motteta01 +1056,Taylor Motter,31,COL,NL,13,22,20,2,3,0,0,0,0,0,0,2,6,0.15,0.227,0.15,0.377,1,3,1,0,0,0,0,/H5D9,motteta01 +1057,Taylor Motter,31,BOS,AL,3,7,6,3,2,1,1,0,1,0,0,1,2,0.333,0.429,0.833,1.262,226,5,0,0,0,0,0,/4H,motteta01 +1058,Ryan Mountcastle,24,BAL,AL,144,586,534,77,136,23,1,33,89,4,3,41,161,0.255,0.309,0.487,0.796,113,260,12,4,0,7,2,3D7/H,mountry01 +1059,Mike Moustakas*,32,CIN,NL,62,206,183,21,38,12,0,6,22,0,0,18,46,0.208,0.282,0.372,0.653,68,68,6,2,0,3,0,5H3/4,moustmi01 +1060,Kyle Muller,23,ATL,NL,9,13,11,0,1,0,0,0,0,0,0,1,7,0.091,0.167,0.091,0.258,-28,1,0,0,1,0,0,/1,mulleky01 +1061,Cedric Mullins*,26,BAL,AL,159,675,602,91,175,37,5,30,59,30,8,59,125,0.291,0.36,0.518,0.878,136,312,2,8,1,4,3,*8/HD,mullice01 +1062,Max Muncy*,30,LAD,NL,144,592,497,95,124,26,2,36,94,2,1,83,120,0.249,0.368,0.527,0.895,135,262,7,11,0,1,5,*34/5HD,muncyma01 +1063,Yairo Munoz,26,BOS,AL,5,11,11,0,1,0,0,0,0,0,0,0,2,0.091,0.091,0.091,0.182,-51,1,0,0,0,0,0,/47H,munozya01 +1064,Patrick Murphy,26,TOT,MLB,17,1,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,-100,0,0,0,0,0,0,1,murphpa02 +1065,Patrick Murphy,26,WSN,NL,17,1,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,-100,0,0,0,0,0,0,1,murphpa02 +1066,Sean Murphy,26,OAK,AL,119,448,393,47,85,23,0,17,59,0,0,40,114,0.216,0.306,0.405,0.71,98,159,7,12,0,3,0,*2/HD,murphse01 +1067,Tom Murphy,30,SEA,AL,97,325,277,35,56,8,0,11,34,0,0,40,99,0.202,0.304,0.35,0.655,84,97,8,2,0,3,0,2H/D,murphto04 +1068,Joe Musgrove,28,SDP,NL,36,57,51,2,7,2,0,0,1,0,0,1,23,0.137,0.151,0.176,0.327,-9,9,0,0,4,1,0,1/H7,musgrjo01 +1069,Wil Myers,30,SDP,NL,146,500,442,56,113,24,2,17,63,8,5,54,141,0.256,0.334,0.434,0.768,113,192,9,0,0,4,2,*9H7/D,myerswi01 +1070,Tommy Nance,30,CHC,NL,27,2,2,0,0,0,0,0,0,0,0,0,1,0,0,0,0,-100,0,0,0,0,0,0,1,nanceto01 +1071,Tyler Naquin*,30,CIN,NL,127,454,411,52,111,24,2,19,70,5,3,35,106,0.27,0.333,0.477,0.809,107,196,9,5,0,3,1,*879H,naquity01 +1072,Omar Narvaez*,29,MIL,NL,123,445,391,54,104,20,0,11,49,0,0,41,84,0.266,0.342,0.402,0.743,101,157,13,7,0,6,3,*2H/4D,narvaom01 +1073,Packy Naughton,25,LAA,AL,2,1,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,-100,0,0,0,0,0,0,/1,naughpa01 +1074,Josh Naylor*,24,CLE,AL,69,250,233,28,59,13,0,7,21,1,0,14,45,0.253,0.301,0.399,0.7,91,93,7,2,0,0,1,93/DH,naylojo01 +1075,Nick Neidert,24,MIA,NL,8,12,11,0,0,0,0,0,0,0,0,1,5,0,0.083,0,0.083,-74,0,0,0,0,0,0,/1,neideni01 +1076,Jimmy Nelson,32,LAD,NL,26,3,3,0,0,0,0,0,0,0,0,0,3,0,0,0,0,-100,0,0,0,0,0,0,1,nelsoji02 +1077,Kyle Nelson*,24,CLE,AL,2,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,nelsoky01 +1078,Hector Neris,32,PHI,NL,70,1,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,-100,0,0,0,0,0,0,1,nerishe01 +1079,Sheldon Neuse,26,LAD,NL,33,66,65,6,11,1,0,3,4,1,1,1,26,0.169,0.182,0.323,0.505,31,21,2,0,0,0,0,4H/57D9,neusesh01 +1080,Tyler Nevin,24,BAL,AL,6,18,14,3,4,2,0,1,3,0,0,4,5,0.286,0.444,0.643,1.087,193,9,0,0,0,0,0,/73,nevinty01 +1081,Sean Newcomb*,28,ATL,NL,29,2,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,-100,0,0,0,1,0,0,1,newcose01 +1082,Kevin Newman,27,PIT,NL,148,554,517,50,117,22,3,5,39,6,1,27,41,0.226,0.265,0.309,0.574,55,160,7,1,6,3,3,*64H,newmake01 +1083,Tomás Nido,27,NYM,NL,58,161,153,16,34,5,1,3,13,1,0,5,44,0.222,0.261,0.327,0.588,60,50,4,3,0,0,1,2/H5,nidoto01 +1084,Brandon Nimmo*,28,NYM,NL,92,386,325,51,95,17,3,8,28,5,4,54,79,0.292,0.401,0.437,0.838,131,142,3,5,2,0,0,87/H,nimmobr01 +1085,Stephen Nogosek,26,NYM,NL,1,1,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,-100,0,0,0,0,0,0,/1,nogosst01 +1086,John Nogowski,28,TOT,NL,52,143,129,14,30,7,0,1,14,0,1,12,22,0.233,0.301,0.31,0.611,67,40,2,1,0,1,0,3H/19,nogowjo01 +1087,John Nogowski,28,STL,NL,19,20,18,2,1,0,0,0,0,0,0,1,2,0.056,0.15,0.056,0.206,-39,1,1,1,0,0,0,H/3,nogowjo01 +1088,John Nogowski,28,PIT,NL,33,123,111,12,29,7,0,1,14,0,1,11,20,0.261,0.325,0.351,0.677,84,39,1,0,0,1,0,3/H19,nogowjo01 +1089,Aaron Nola,28,PHI,NL,31,63,49,5,7,2,0,0,4,0,0,6,29,0.143,0.232,0.184,0.416,15,9,0,0,7,1,0,1/H,nolaaa01 +1090,Austin Nola,31,SDP,NL,56,194,173,15,47,12,0,2,29,0,1,14,19,0.272,0.34,0.376,0.716,101,65,2,5,0,2,0,2/H43,nolaau01 +1091,Sean Nolin*,31,WSN,NL,10,6,5,0,0,0,0,0,0,0,0,0,3,0,0,0,0,-100,0,0,0,1,0,0,1,nolinse01 +1092,Lars Nootbaar*,23,STL,NL,58,124,109,15,26,3,1,5,15,2,1,13,28,0.239,0.317,0.422,0.739,103,46,0,0,1,1,1,9H/7,nootbla01 +1093,Daniel Norris*,28,TOT,MLB,18,2,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,-100,0,0,0,0,0,0,1,norrida01 +1094,Daniel Norris*,28,DET,AL,2,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,norrida01 +1095,Daniel Norris*,28,MIL,NL,16,2,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,-100,0,0,0,0,0,0,1,norrida01 +1096,Aaron Northcraft,31,SDP,NL,4,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,/1,northaa01 +1097,James Norwood,27,SDP,NL,5,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,/1,norwoja01 +1098,Jacob Nottingham,26,TOT,MLB,15,45,40,5,6,1,0,3,6,0,0,2,20,0.15,0.222,0.4,0.622,68,16,0,2,0,1,0,/D3H2,nottija01 +1099,Jacob Nottingham,26,MIL,NL,5,14,14,2,3,1,0,2,4,0,0,0,8,0.214,0.214,0.714,0.929,137,10,0,0,0,0,0,/2H,nottija01 +1100,Jacob Nottingham,26,SEA,AL,10,31,26,3,3,0,0,1,2,0,0,2,12,0.115,0.226,0.231,0.457,30,6,0,2,0,1,0,/D3H,nottija01 +1101,Darien Núñez*,28,LAD,NL,6,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,/1,nunezda01 +1102,Dom Nunez*,26,COL,NL,81,263,228,31,43,12,3,10,33,0,0,34,91,0.189,0.293,0.399,0.692,76,91,0,0,0,1,4,2/H3,nunezdo01 +1103,Renato Nunez,27,DET,AL,14,55,53,7,10,3,0,4,7,0,0,1,16,0.189,0.218,0.472,0.69,85,25,2,1,0,0,0,/3D,nunezre01 +1104,Brian O'Grady*,29,SDP,NL,32,61,51,8,8,3,0,2,9,0,0,8,17,0.157,0.267,0.333,0.6,67,17,1,0,1,1,0,H9/783,ogradbr01 +1105,Ryan O'Hearn*,27,KCR,AL,84,254,236,23,53,5,1,9,29,0,0,13,71,0.225,0.268,0.369,0.636,71,87,7,2,0,3,0,D93H/7,ohearry01 +1106,Tyler O'Neill,26,STL,NL,138,537,482,89,138,26,2,34,80,15,4,38,168,0.286,0.352,0.56,0.912,148,270,8,13,0,4,0,*7/HD,oneilty01 +1107,Bailey Ober,25,MIN,AL,1,2,2,0,1,0,0,0,0,0,0,0,0,0.5,0.5,0.5,1,181,1,0,0,0,0,0,1,oberba01 +1108,Joseph Odom,29,TBR,AL,2,2,2,0,0,0,0,0,0,0,0,0,1,0,0,0,0,-100,0,0,0,0,0,0,/2H,odomjo01 +1109,Rougned Odor*,27,NYY,AL,102,361,322,42,65,12,0,15,39,0,1,27,100,0.202,0.286,0.379,0.665,82,122,3,11,1,0,2,45/H,odorro01 +1110,Jake Odorizzi,31,HOU,AL,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,-100,0,0,0,0,0,0,1,odorija01 +1111,Shohei Ohtani*,26,LAA,AL,155,639,537,103,138,26,8,46,100,26,10,96,189,0.257,0.372,0.592,0.965,157,318,7,4,0,2,20,*D1/H97,ohtansh01 +1112,Steven Okert*,29,MIA,NL,32,2,2,0,0,0,0,0,0,0,0,0,1,0,0,0,0,-100,0,1,0,0,0,0,1,okertst01 +1113,Jared Oliva,25,PIT,NL,20,43,40,4,7,2,0,0,2,2,0,3,10,0.175,0.233,0.225,0.458,25,9,0,0,0,0,1,9/H78,olivaja01 +1114,Edward Olivares,25,KCR,AL,39,111,101,14,24,2,0,5,12,2,2,5,19,0.238,0.291,0.406,0.697,87,41,2,3,1,1,0,97H/8D,olivaed02 +1115,Matt Olson*,27,OAK,AL,156,673,565,101,153,35,0,39,111,4,1,88,113,0.271,0.371,0.54,0.911,153,305,17,9,0,11,12,*3/D,olsonma02 +1116,Oliver Ortega,24,LAA,AL,2,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,/1,ortegol01 +1117,Rafael Ortega*,30,CHC,NL,103,330,296,44,86,14,2,11,33,12,6,30,70,0.291,0.36,0.463,0.823,120,137,3,2,2,0,1,8H79,ortegra01 +1118,Josh Osich*,32,CIN,NL,14,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,osichjo01 +1119,Corey Oswalt,27,NYM,NL,2,2,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,2,0,0,/1,oswalco01 +1120,Adam Ottavino#,35,BOS,AL,6,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,ottavad01 +1121,Connor Overton*,27,TOT,MLB,6,1,1,1,1,0,0,0,2,0,0,0,0,1,1,1,2,447,1,0,0,0,0,0,/1,overtco01 +1122,Connor Overton*,27,TOR,AL,1,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,/1,overtco01 +1123,Connor Overton*,27,PIT,NL,5,1,1,1,1,0,0,0,2,0,0,0,0,1,1,1,2,447,1,0,0,0,0,0,/1,overtco01 +1124,Johan Oviedo,23,STL,NL,13,22,20,3,3,0,0,0,2,0,0,2,9,0.15,0.227,0.15,0.377,8,3,0,0,0,0,0,1,oviedjo01 +1125,Luis Oviedo,22,PIT,NL,21,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,oviedlu01 +1126,Hunter Owen,27,PIT,NL,3,5,4,0,0,0,0,0,0,0,0,0,3,0,0.2,0,0.2,-38,0,0,1,0,0,0,/H9,owenhu01 +1127,Chris Owings,29,COL,NL,21,50,43,9,14,4,3,1,5,2,1,7,15,0.326,0.42,0.628,1.048,165,27,0,0,0,0,1,/H47958D6,owingch01 +1128,Marcell Ozuna,30,ATL,NL,48,208,188,21,40,6,0,7,26,0,0,19,46,0.213,0.288,0.356,0.645,70,67,6,1,0,0,0,7,ozunama01 +1129,Cristian Pache,22,ATL,NL,22,68,63,6,7,3,0,1,4,0,0,2,25,0.111,0.152,0.206,0.358,-6,13,1,1,2,0,0,8/H,pachecr01 +1130,Chris Paddack,25,SDP,NL,23,42,35,0,1,0,0,0,0,0,0,1,26,0.029,0.081,0.029,0.11,-67,1,0,1,5,0,0,1/H,paddach01 +1131,Kevin Padlo,24,TOT,AL,10,15,13,1,1,1,0,0,0,0,0,2,9,0.077,0.2,0.154,0.354,3,2,0,0,0,0,0,/53H,padloke01 +1132,Kevin Padlo,24,TBR,AL,9,14,12,1,1,1,0,0,0,0,0,2,8,0.083,0.214,0.167,0.381,11,2,0,0,0,0,0,/53H,padloke01 +1133,Kevin Padlo,24,SEA,AL,1,1,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,-100,0,0,0,0,0,0,/H,padloke01 +1134,Emilio Pagan*,30,SDP,NL,64,2,2,0,0,0,0,0,0,0,0,0,1,0,0,0,0,-100,0,0,0,0,0,0,1,paganem01 +1135,Josh Palacios*,25,TOR,AL,13,42,35,7,7,0,0,0,4,0,0,3,11,0.2,0.293,0.2,0.493,38,7,0,2,1,1,0,/978DH,palacjo01 +1136,Joe Panik*,30,TOT,MLB,95,257,236,17,49,9,0,3,18,2,0,17,34,0.208,0.266,0.284,0.55,50,67,9,2,1,1,1,5H4/3D,panikjo01 +1137,Joe Panik*,30,TOR,AL,42,123,114,9,28,6,0,2,11,0,0,8,14,0.246,0.293,0.351,0.644,74,40,4,0,0,1,0,54/H3D,panikjo01 +1138,Joe Panik*,30,MIA,NL,53,134,122,8,21,3,0,1,7,2,0,9,20,0.172,0.241,0.221,0.462,27,27,5,2,1,0,1,H45/3,panikjo01 +1139,Isaac Paredes,22,DET,AL,23,85,72,7,15,3,1,1,5,0,0,10,11,0.208,0.306,0.319,0.625,76,23,4,1,0,2,1,4/56,paredis01 +1140,Hoy Park*,25,TOT,MLB,45,150,128,16,25,5,2,3,14,1,1,18,38,0.195,0.297,0.336,0.633,72,43,4,1,1,1,1,4H/56879,parkho01 +1141,Hoy Park*,25,NYY,AL,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,-100,0,0,0,0,0,0,/H9,parkho01 +1142,Hoy Park*,25,PIT,NL,44,149,127,16,25,5,2,3,14,1,1,18,38,0.197,0.299,0.339,0.638,73,43,4,1,1,1,1,4/5H6879,parkho01 +1143,Blake Parker,36,CLE,AL,4,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,parkebl01 +1144,Gerardo Parra*,34,WSN,NL,53,107,97,13,23,5,0,2,10,1,1,6,30,0.237,0.292,0.351,0.643,77,34,3,2,1,1,0,H7/89,parrage01 +1145,Spencer Patton,33,TEX,AL,3,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,pattosp01 +1146,David Paulino,27,PHI,NL,1,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,/1,paulida01 +1147,Joel Payamps,27,TOT,AL,3,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,payamjo01 +1148,Joel Payamps,27,TOR,AL,1,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,payamjo01 +1149,Joel Payamps,27,KCR,AL,2,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,payamjo01 +1150,Tyler Payne,28,CHC,NL,1,2,2,0,0,0,0,0,0,0,0,0,2,0,0,0,0,-100,0,0,0,0,0,0,/2H,paynety01 +1151,Mark Payton*,29,CIN,NL,24,24,22,2,4,0,0,0,0,0,0,2,7,0.182,0.25,0.182,0.432,15,4,0,0,0,0,0,H/97,paytoma01 +1152,Matt Peacock,27,ARI,NL,33,17,16,3,4,0,0,0,2,1,0,1,4,0.25,0.294,0.25,0.544,50,4,1,0,0,0,0,1,peacoma01 +1153,Joc Pederson*,29,TOT,NL,137,481,429,55,102,19,3,18,61,2,3,39,117,0.238,0.31,0.422,0.732,94,181,9,8,0,5,0,*798H/3D,pederjo01 +1154,Joc Pederson*,29,CHC,NL,73,287,256,35,59,11,2,11,39,2,3,22,74,0.23,0.3,0.418,0.718,91,107,5,5,0,4,0,7/H983D,pederjo01 +1155,Joc Pederson*,29,ATL,NL,64,194,173,20,43,8,1,7,22,0,0,17,43,0.249,0.325,0.428,0.752,98,74,4,3,0,1,0,98H,pederjo01 +1156,David Peralta*,33,ARI,NL,150,538,487,57,126,30,8,8,63,2,1,46,92,0.259,0.325,0.402,0.728,96,196,9,3,0,2,3,*7H/D1,peralda01 +1157,Freddy Peralta,25,MIL,NL,28,45,43,1,4,0,0,0,0,0,0,1,22,0.093,0.114,0.093,0.207,-43,4,1,0,1,0,0,1/H,peralfr01 +1158,Wandy Peralta*,29,TOT,MLB,15,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,peralwa01 +1159,Wandy Peralta*,29,SFG,NL,9,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,peralwa01 +1160,Wandy Peralta*,29,NYY,AL,6,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,peralwa01 +1161,Wily Peralta,32,DET,AL,1,2,1,0,0,0,0,0,0,0,0,1,0,0,0.5,0,0.5,60,0,0,0,0,0,0,1,peralwi01 +1162,Jose Peraza,27,NYM,NL,64,154,142,21,29,7,0,6,20,1,0,9,26,0.204,0.266,0.38,0.647,75,54,5,3,0,0,0,4H/5D76,perazjo01 +1163,Angel Perdomo*,27,MIL,NL,19,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,perdoan01 +1164,Geraldo Perdomo#,21,ARI,NL,11,37,31,5,8,3,1,0,1,0,0,6,6,0.258,0.378,0.419,0.798,117,13,0,0,0,0,2,6/H,perdoge01 +1165,Cionel Pérez,25,CIN,NL,23,2,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,-100,0,0,0,0,0,0,1,perezci01 +1166,Hernan Perez,30,WSN,NL,10,21,19,1,1,0,0,0,0,0,0,2,10,0.053,0.143,0.053,0.195,-42,1,0,0,0,0,0,/4H3179,perezhe01 +1167,Martin Perez*,30,BOS,AL,2,3,3,0,0,0,0,0,0,0,0,0,3,0,0,0,0,-100,0,0,0,0,0,0,1,perezma02 +1168,Michael Perez*,28,PIT,NL,70,231,210,19,30,8,1,7,21,0,1,19,68,0.143,0.221,0.29,0.511,37,61,4,2,0,0,1,2H/3,perezmi03 +1169,Oliver Perez*,39,CLE,AL,2,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,/1,perezol01 +1170,Roberto Perez,32,CLE,AL,44,161,141,13,21,3,0,7,17,1,0,17,56,0.149,0.245,0.319,0.564,54,45,1,1,2,0,0,2/3H,perezro02 +1171,Salvador Perez,31,KCR,AL,161,665,620,88,169,24,0,48,121,1,0,28,170,0.273,0.316,0.544,0.859,128,337,14,13,0,4,4,*2D/H,perezsa02 +1172,Dillon Peters*,28,PIT,NL,6,8,5,1,0,0,0,0,0,0,0,1,4,0,0.167,0,0.167,-49,0,0,0,2,0,0,/1,peterdi01 +1173,DJ Peters,25,TOT,MLB,70,240,223,29,44,9,1,13,38,2,0,12,82,0.197,0.242,0.422,0.663,76,94,4,2,0,3,4,879H/D,peterdj01 +1174,DJ Peters,25,LAD,NL,18,34,26,5,5,2,0,1,4,0,0,8,14,0.192,0.382,0.385,0.767,106,10,0,0,0,0,4,8/H9,peterdj01 +1175,DJ Peters,25,TEX,AL,52,206,197,24,39,7,1,12,34,2,0,4,68,0.198,0.218,0.426,0.645,71,84,4,2,0,3,0,789/DH,peterdj01 +1176,David Peterson*,25,NYM,NL,14,20,16,2,1,1,0,0,0,0,0,0,10,0.063,0.118,0.125,0.243,-33,2,0,1,3,0,0,1/H,peterda01 +1177,Jace Peterson*,31,MIL,NL,94,302,259,36,64,11,1,6,31,10,1,38,68,0.247,0.348,0.367,0.714,95,95,1,3,0,2,0,43H957/16,peterja01 +1178,Yusmeiro Petit,36,OAK,AL,6,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,petityu01 +1179,Jake Petricka,33,LAA,AL,3,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,/1,petrija01 +1180,Tommy Pham,33,SDP,NL,155,561,475,74,109,24,2,15,49,14,6,78,128,0.229,0.34,0.383,0.724,103,182,10,4,0,4,3,*7H8/D9,phamth01 +1181,Brett Phillips*,27,TBR,AL,118,292,253,50,52,9,4,13,44,14,3,33,113,0.206,0.3,0.427,0.727,103,108,3,2,2,2,0,89H7/D1,phillbr02 +1182,Evan Phillips,26,TOT,MLB,7,3,3,0,0,0,0,0,0,0,0,0,3,0,0,0,0,-100,0,0,0,0,0,0,/1,phillev01 +1183,Evan Phillips,26,LAD,NL,7,3,3,0,0,0,0,0,0,0,0,0,3,0,0,0,0,-100,0,0,0,0,0,0,/1,phillev01 +1184,Kevin Pillar,32,NYM,NL,124,347,325,40,75,11,2,15,47,4,3,11,81,0.231,0.277,0.415,0.692,87,135,5,10,0,1,0,87H9/1,pillake01 +1185,Manny Pina,34,MIL,NL,75,208,180,27,34,6,0,13,33,0,0,22,38,0.189,0.293,0.439,0.732,95,79,4,5,0,1,0,2H,pinama01 +1186,Chad Pinder,29,OAK,AL,75,233,214,30,52,16,1,6,27,1,0,16,62,0.243,0.3,0.411,0.712,98,88,6,2,0,1,0,97H/645D,pindech01 +1187,Michael Pineda,32,MIN,AL,2,3,3,0,0,0,0,0,0,0,0,0,1,0,0,0,0,-100,0,2,0,0,0,0,1,pinedmi01 +1188,Stephen Piscotty,30,OAK,AL,72,188,173,14,38,8,0,5,16,1,0,13,48,0.22,0.282,0.353,0.635,78,61,2,2,0,0,0,9H/D,piscost01 +1189,Nick Pivetta,28,BOS,AL,2,2,2,0,0,0,0,0,0,0,0,0,2,0,0,0,0,-100,0,0,0,0,0,0,1,pivetni01 +1190,Kevin Plawecki,30,BOS,AL,64,173,157,15,45,7,0,3,15,0,0,12,26,0.287,0.349,0.389,0.737,98,61,4,3,1,0,0,2/HD31,plaweke01 +1191,Adam Plutko,29,BAL,AL,3,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,plutkad01 +1192,Gregory Polanco*,29,PIT,NL,107,382,336,38,70,12,2,11,36,14,1,36,104,0.208,0.283,0.354,0.637,72,119,8,2,0,8,2,9H,polangr01 +1193,Jorge Polanco#,27,MIN,AL,152,644,588,97,158,35,2,33,98,11,6,45,118,0.269,0.323,0.503,0.826,125,296,4,5,0,6,0,*46/DH,polanjo01 +1194,AJ Pollock,33,LAD,NL,117,422,384,53,114,27,1,21,69,9,1,30,80,0.297,0.355,0.536,0.892,134,206,4,6,0,2,4,7H/8,polloaj01 +1195,Drew Pomeranz,32,SDP,NL,25,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,pomerdr01 +1196,Daniel Ponce de Leon,29,STL,NL,22,5,5,0,0,0,0,0,0,0,0,0,5,0,0,0,0,-100,0,0,0,0,0,0,1,ponceda01 +1197,Cody Ponce,27,PIT,NL,15,7,6,0,0,0,0,0,0,0,0,0,4,0,0,0,0,-100,0,0,0,1,0,0,1,ponceco01 +1198,Zach Pop,24,MIA,NL,45,2,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,-100,0,0,0,1,0,0,1,popza01 +1199,Sean Poppen,27,TOT,MLB,20,1,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,-100,0,0,0,0,0,0,1,poppese01 +1200,Sean Poppen,27,TOT,NL,20,1,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,-100,0,0,0,0,0,0,1,poppese01 +1201,Sean Poppen,27,PIT,NL,3,1,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,-100,0,0,0,0,0,0,/1,poppese01 +1202,Sean Poppen,27,ARI,NL,17,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,poppese01 +1203,Buster Posey,34,SFG,NL,113,454,395,68,120,23,0,18,56,0,0,56,87,0.304,0.39,0.499,0.889,140,197,15,1,0,2,5,2H/D,poseybu01 +1204,Cody Poteet,26,MIA,NL,7,11,10,1,1,0,0,0,1,0,0,0,3,0.1,0.1,0.1,0.2,-45,1,0,0,1,0,0,/1H,poteeco01 +1205,Yohel Pozo,24,TEX,AL,21,77,74,8,21,4,0,1,9,0,0,3,10,0.284,0.312,0.378,0.69,89,28,1,0,0,0,0,D/2H,pozoyo01 +1206,Ryan Pressly,32,HOU,AL,2,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,pressry01 +1207,David Price*,35,LAD,NL,37,18,15,1,4,1,0,0,2,0,0,0,3,0.267,0.25,0.333,0.583,54,5,0,0,2,1,0,1,priceda01 +1208,Jurickson Profar#,28,SDP,NL,137,412,353,47,80,17,2,4,33,10,5,49,65,0.227,0.329,0.32,0.649,83,113,12,6,1,2,1,7H9384,profaju01 +1209,Austin Pruitt,31,TOT,MLB,4,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,/1,pruitau01 +1210,Austin Pruitt,31,MIA,NL,4,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,/1,pruitau01 +1211,Albert Pujols,41,TOT,MLB,109,296,275,29,65,3,0,17,50,2,0,14,45,0.236,0.284,0.433,0.717,89,119,14,5,0,2,3,3H/D5,pujolal01 +1212,Albert Pujols,41,LAA,AL,24,92,86,9,17,0,0,5,12,1,0,3,13,0.198,0.25,0.372,0.622,66,32,4,3,0,0,1,3/DH5,pujolal01 +1213,Albert Pujols,41,LAD,NL,85,204,189,20,48,3,0,12,38,1,0,11,32,0.254,0.299,0.46,0.759,99,87,10,2,0,2,2,3H,pujolal01 +1214,Kevin Quackenbush,32,LAD,NL,1,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,/1,quackke01 +1215,Cal Quantrill*,26,CLE,AL,3,2,2,0,1,0,0,0,0,0,0,0,0,0.5,0.5,0.5,1,178,1,0,0,0,0,0,1,quantca01 +1216,Jose Quijada*,25,LAA,AL,8,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,quijajo01 +1217,Roman Quinn#,28,PHI,NL,28,62,52,8,9,2,2,0,2,4,3,6,19,0.173,0.306,0.288,0.595,63,15,0,4,0,0,0,8/H97,quinnro01 +1218,Jose Quintana,32,TOT,MLB,7,2,1,0,1,0,0,0,0,0,0,1,0,1,1,1,2,449,1,0,0,0,0,0,1,quintjo01 +1219,Jose Quintana,32,LAA,AL,2,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,quintjo01 +1220,Jose Quintana,32,SFG,NL,5,2,1,0,1,0,0,0,0,0,0,1,0,1,1,1,2,449,1,0,0,0,0,0,/1,quintjo01 +1221,Tanner Rainey,28,WSN,NL,34,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,raineta01 +1222,Cal Raleigh#,24,SEA,AL,47,148,139,6,25,12,0,2,13,0,0,7,52,0.18,0.223,0.309,0.532,48,43,3,1,0,1,0,2/H,raleica01 +1223,Brooks Raley*,33,HOU,AL,4,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,raleybr01 +1224,Luke Raley*,26,LAD,NL,33,72,66,5,12,1,0,2,4,0,0,2,25,0.182,0.25,0.288,0.538,43,19,1,4,0,0,1,97/H,raleylu01 +1225,Erasmo Ramirez,31,DET,AL,1,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,ramirer02 +1226,Harold Ramirez,26,CLE,AL,99,361,339,33,91,21,1,7,41,3,1,14,56,0.268,0.305,0.398,0.703,92,135,10,5,0,3,1,798/HD3,ramirha02 +1227,Jose Ramirez#,28,CLE,AL,152,636,552,111,147,32,5,36,103,27,4,72,87,0.266,0.355,0.538,0.893,142,297,13,7,0,5,10,*5D/H,ramirjo01 +1228,Nick Ramirez*,31,SDP,NL,12,3,3,0,0,0,0,0,0,0,0,0,1,0,0,0,0,-100,0,0,0,0,0,0,1,ramirni01 +1229,Noe Ramirez,31,TOT,MLB,31,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,ramirno01 +1230,Noe Ramirez,31,LAA,AL,1,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,/1,ramirno01 +1231,Noe Ramirez,31,ARI,NL,30,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,ramirno01 +1232,Roel Ramirez,26,STL,NL,1,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,/1,ramirro02 +1233,Yefry Ramirez,27,LAD,NL,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,-100,0,1,0,0,0,0,/1,ramirye01 +1234,Yohan Ramirez,26,SEA,AL,4,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,ramiryo01 +1235,AJ Ramos,34,LAA,AL,1,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,/1,ramosaj01 +1236,Henry Ramos#,29,ARI,NL,18,55,50,5,10,2,0,1,8,0,0,4,12,0.2,0.255,0.3,0.555,50,15,1,0,0,1,0,/9H7,ramoshe01 +1237,Wilson Ramos,33,TOT,AL,44,163,151,15,31,5,0,8,20,0,0,9,36,0.205,0.248,0.397,0.646,76,60,2,0,0,1,0,2D/H,ramoswi01 +1238,Wilson Ramos,33,DET,AL,35,128,120,12,24,5,0,6,13,0,0,6,29,0.2,0.238,0.392,0.63,72,47,1,0,0,0,0,2D/H,ramoswi01 +1239,Wilson Ramos,33,CLE,AL,9,35,31,3,7,0,0,2,7,0,0,3,7,0.226,0.286,0.419,0.705,91,13,1,0,0,1,0,/2,ramoswi01 +1240,Drew Rasmussen,25,TOT,MLB,18,4,4,0,1,0,0,0,0,0,0,0,1,0.25,0.25,0.25,0.5,41,1,0,0,0,0,0,1,rasmudr01 +1241,Drew Rasmussen,25,MIL,NL,15,1,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,-100,0,0,0,0,0,0,1,rasmudr01 +1242,Drew Rasmussen,25,TBR,AL,3,3,3,0,1,0,0,0,0,0,0,0,0,0.333,0.333,0.333,0.667,90,1,0,0,0,0,0,1,rasmudr01 +1243,Corey Ray*,26,MIL,NL,1,3,2,1,0,0,0,0,0,0,0,1,1,0,0.333,0,0.333,3,0,0,0,0,0,0,/H9,rayco01 +1244,Robbie Ray*,29,TOR,AL,2,5,4,0,0,0,0,0,0,0,0,0,1,0,0,0,0,-100,0,0,0,1,0,0,1,rayro02 +1245,Colin Rea,30,MIL,NL,1,2,2,0,0,0,0,0,0,0,0,0,2,0,0,0,0,-100,0,0,0,0,0,0,/1,reaco01 +1246,J.T. Realmuto,30,PHI,NL,134,537,476,64,125,25,4,17,73,13,3,48,129,0.263,0.343,0.439,0.782,110,209,8,11,0,2,5,*23/HD,realmjt01 +1247,Josh Reddick*,34,ARI,NL,54,158,151,15,39,11,0,2,21,0,0,6,31,0.258,0.285,0.371,0.656,76,56,4,0,0,1,0,9H/871,reddijo01 +1248,Jake Reed,28,TOT,NL,10,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,-100,0,0,0,0,0,0,1,reedja02 +1249,Jake Reed,28,LAD,NL,6,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,/1,reedja02 +1250,Jake Reed,28,NYM,NL,4,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,-100,0,0,0,0,0,0,/1,reedja02 +1251,Jakson Reetz,25,WSN,NL,2,2,2,1,1,1,0,0,0,0,0,0,0,0.5,0.5,1,1.5,300,2,0,0,0,0,0,/2H,reetzja01 +1252,Rob Refsnyder,30,MIN,AL,51,157,139,21,34,7,0,2,12,1,0,17,40,0.245,0.325,0.338,0.663,86,47,4,0,0,1,0,87H/9D,refsnro01 +1253,Sean Reid-Foley,25,NYM,NL,11,2,0,0,0,0,0,0,0,0,0,2,0,,1,,,,0,0,0,0,0,0,1,reidfse01 +1254,Zach Reks*,27,LAD,NL,6,10,10,2,0,0,0,0,0,0,0,0,7,0,0,0,0,-100,0,0,0,0,0,0,/H79,reksza01 +1255,Anthony Rendon,31,LAA,AL,58,249,217,24,52,13,0,6,34,0,0,29,41,0.24,0.329,0.382,0.712,94,83,11,1,0,2,2,5/D,rendoan01 +1256,Hunter Renfroe,29,BOS,AL,144,572,521,89,135,33,0,31,96,1,2,44,130,0.259,0.315,0.501,0.816,114,261,6,1,0,6,0,*9/8HD,renfrhu01 +1257,Luis Rengifo#,24,LAA,AL,54,190,174,22,35,1,0,6,18,1,0,9,38,0.201,0.246,0.31,0.556,50,54,3,2,3,2,0,695/H47,rengilu01 +1258,Alex Reyes,26,STL,NL,67,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,-100,0,0,0,0,0,0,1,reyesal02 +1259,Franmil Reyes,25,CLE,AL,115,466,418,57,106,18,2,30,85,4,1,43,149,0.254,0.324,0.522,0.846,128,218,13,2,0,3,3,D9/H,reyesfr01 +1260,Pablo Reyes,27,MIL,NL,53,87,78,12,20,5,0,1,3,4,0,9,15,0.256,0.333,0.359,0.692,88,28,2,0,0,0,1,H5/46D7,reyespa01 +1261,Victor Reyes#,26,DET,AL,76,220,209,26,54,10,4,5,22,5,1,8,55,0.258,0.284,0.416,0.701,92,87,2,0,2,1,0,98H/D7,reyesvi01 +1262,Bryan Reynolds#,26,PIT,NL,159,646,559,93,169,35,8,24,90,5,2,75,119,0.302,0.39,0.522,0.912,145,292,10,8,0,4,9,*87/HD,reynobr01 +1263,Garrett Richards,33,BOS,AL,4,5,5,0,1,1,0,0,1,0,0,0,2,0.2,0.2,0.4,0.6,55,2,0,0,0,0,0,1,richaga01 +1264,Trevor Richards,28,TOT,MLB,17,1,0,1,0,0,0,0,0,0,0,1,0,,1,,,,0,0,0,0,0,0,1,richatr01 +1265,Trevor Richards,28,TOT,AL,2,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,richatr01 +1266,Trevor Richards,28,MIL,NL,15,1,0,1,0,0,0,0,0,0,0,1,0,,1,,,,0,0,0,0,0,0,1,richatr01 +1267,Trevor Richards,28,TOR,AL,2,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,richatr01 +1268,JT Riddle*,29,MIN,AL,4,6,6,1,2,0,0,0,0,0,0,0,0,0.333,0.333,0.333,0.667,87,2,0,0,0,0,0,/6DH,riddljt01 +1269,Austin Riley,24,ATL,NL,160,662,590,91,179,33,1,33,107,0,1,52,168,0.303,0.367,0.531,0.898,135,313,11,12,0,8,2,*53/H9,rileyau01 +1270,Edwin Rios*,27,LAD,NL,25,60,51,4,4,0,0,1,1,0,0,7,18,0.078,0.217,0.137,0.354,-2,7,3,2,0,0,0,3H/59D,riosed01 +1271,Yacksel Rios,28,TOT,AL,1,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,riosya01 +1272,Yacksel Rios,28,BOS,AL,1,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,riosya01 +1273,Alfonso Rivas*,24,CHC,NL,18,49,44,7,14,1,0,1,3,0,0,4,16,0.318,0.388,0.409,0.797,116,18,1,1,0,0,0,/H379,rivasal01 +1274,Webster Rivas,30,SDP,NL,24,77,68,8,15,2,0,2,4,0,0,8,16,0.221,0.303,0.338,0.641,79,23,6,0,1,0,0,2/H,rivaswe01 +1275,Emmanuel Rivera,25,KCR,AL,29,98,90,13,23,4,0,1,5,2,0,8,21,0.256,0.316,0.333,0.65,78,30,2,0,0,0,0,03-May,riverem01 +1276,Rene Rivera,37,TOT,MLB,25,78,69,8,16,3,0,2,9,0,0,4,29,0.232,0.293,0.362,0.656,80,25,4,2,3,0,0,2/H,riverre01 +1277,Rene Rivera,37,CLE,AL,21,63,55,6,13,3,0,2,9,0,0,4,24,0.236,0.3,0.4,0.7,91,22,2,1,3,0,0,2/H,riverre01 +1278,Rene Rivera,37,WSN,NL,4,15,14,2,3,0,0,0,0,0,0,0,5,0.214,0.267,0.214,0.481,36,3,2,1,0,0,0,/2,riverre01 +1279,Sebastian Rivero,22,KCR,AL,17,44,40,1,7,2,0,0,3,0,0,3,15,0.175,0.25,0.225,0.475,31,9,1,1,0,0,0,2,riverse01 +1280,Anthony Rizzo*,31,TOT,MLB,141,576,496,73,123,23,3,22,61,6,2,52,87,0.248,0.344,0.44,0.783,111,218,15,23,0,5,2,*3/H41,rizzoan01 +1281,Anthony Rizzo*,31,CHC,NL,92,376,323,41,80,16,3,14,40,4,2,36,59,0.248,0.346,0.446,0.792,112,144,10,14,0,3,2,3/41,rizzoan01 +1282,Anthony Rizzo*,31,NYY,AL,49,200,173,32,43,7,0,8,21,2,0,16,28,0.249,0.34,0.428,0.768,110,74,5,9,0,2,0,3/H,rizzoan01 +1283,Luis Robert,23,CHW,AL,68,296,275,42,93,22,1,13,43,6,1,14,61,0.338,0.378,0.567,0.946,154,156,4,5,0,2,1,8/D,roberlu01 +1284,Daniel Robertson,27,MIL,NL,50,90,73,10,12,2,0,2,4,0,0,12,28,0.164,0.303,0.274,0.577,59,20,1,3,1,1,1,5H/4631,roberda10 +1285,Hansel Robles,30,TOT,AL,4,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,robleha01 +1286,Hansel Robles,30,MIN,AL,2,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,robleha01 +1287,Hansel Robles,30,BOS,AL,2,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,robleha01 +1288,Victor Robles,24,WSN,NL,107,369,315,37,64,21,1,2,19,8,6,33,85,0.203,0.31,0.295,0.605,69,93,7,16,4,1,3,8/H,roblevi01 +1289,Jacob Robson*,26,DET,AL,4,7,7,1,0,0,0,0,0,0,0,0,4,0,0,0,0,-100,0,0,0,0,0,0,/7H8,robsoja01 +1290,Brendan Rodgers,24,COL,NL,102,415,387,49,110,21,3,15,51,0,0,19,84,0.284,0.328,0.47,0.798,102,182,8,7,0,2,0,46/H,rodgebr02 +1291,Carlos Rodon*,28,CHW,AL,2,3,3,0,0,0,0,0,0,0,0,0,1,0,0,0,0,-100,0,0,0,0,0,0,1,rodonca01 +1292,Chris Rodriguez,22,LAA,AL,1,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,rodrich01 +1293,Eduardo Rodriguez*,28,BOS,AL,4,6,6,0,0,0,0,0,0,0,0,0,3,0,0,0,0,-100,0,1,0,0,0,0,1,rodried05 +1294,Jefry Rodriguez,27,WSN,NL,14,2,2,0,0,0,0,0,0,0,0,0,1,0,0,0,0,-100,0,0,0,0,0,0,1,rodrije01 +1295,Joely Rodriguez*,29,TOT,AL,6,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,rodrijo06 +1296,Joely Rodriguez*,29,TEX,AL,3,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,rodrijo06 +1297,Joely Rodriguez*,29,NYY,AL,3,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,rodrijo06 +1298,Manuel Rodríguez,24,CHC,NL,17,1,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,-100,0,0,0,0,0,0,1,rodrima01 +1299,Richard Rodriguez,31,TOT,NL,60,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,rodriri05 +1300,Richard Rodriguez,31,PIT,NL,34,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,rodriri05 +1301,Richard Rodriguez,31,ATL,NL,26,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,rodriri05 +1302,Chaz Roe,34,TBR,AL,1,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,/1,roech01 +1303,Jake Rogers,26,DET,AL,38,127,113,17,27,5,3,6,17,1,0,11,46,0.239,0.306,0.496,0.802,119,56,0,0,3,0,0,2/51H,rogerja03 +1304,Josh Rogers*,26,WSN,NL,6,14,12,0,0,0,0,0,0,0,0,1,4,0,0.077,0,0.077,-76,0,0,0,1,0,0,/1,rogerjo01 +1305,Taylor Rogers*,30,MIN,AL,2,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,rogerta01 +1306,Trevor Rogers*,23,MIA,NL,25,46,43,0,3,0,0,0,0,0,0,1,27,0.07,0.091,0.07,0.161,-55,3,0,0,2,0,0,1/H,rogertr01 +1307,Tyler Rogers,30,SFG,NL,74,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,rogerty01 +1308,Jose Rojas*,28,LAA,AL,61,184,168,26,35,14,0,6,15,2,1,15,50,0.208,0.277,0.399,0.676,81,67,2,1,0,0,0,945H/73D,rojasjo02 +1309,Josh Rojas*,27,ARI,NL,139,550,484,69,128,32,3,11,44,9,4,58,137,0.264,0.341,0.411,0.752,103,199,7,0,1,3,1,4697H5,rojasjo01 +1310,Miguel Rojas,32,MIA,NL,132,539,495,66,131,30,3,9,48,13,3,37,74,0.265,0.322,0.392,0.713,93,194,10,5,1,1,0,*6/H,rojasmi02 +1311,Jordan Romano,28,TOR,AL,4,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,romanjo03 +1312,Sal Romano*,27,TOT,MLB,14,2,2,0,0,0,0,0,0,0,0,0,1,0,0,0,0,-100,0,0,0,0,0,0,1,romansa01 +1313,Sal Romano*,27,TOT,NL,14,2,2,0,0,0,0,0,0,0,0,0,1,0,0,0,0,-100,0,0,0,0,0,0,1,romansa01 +1314,Sal Romano*,27,CIN,NL,13,2,2,0,0,0,0,0,0,0,0,0,1,0,0,0,0,-100,0,0,0,0,0,0,1,romansa01 +1315,Sal Romano*,27,MIL,NL,1,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,/1,romansa01 +1316,Jhon Romero,26,WSN,NL,5,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,/1,romerjh01 +1317,JoJo Romero*,24,PHI,NL,11,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,romerjo01 +1318,Andrew Romine#,35,CHC,NL,26,64,60,7,11,2,0,1,5,0,1,4,24,0.183,0.234,0.267,0.501,35,16,1,0,0,0,0,6/H41,rominan01 +1319,Austin Romine,32,CHC,NL,28,62,60,5,13,2,0,1,5,0,0,2,22,0.217,0.242,0.3,0.542,46,18,4,0,0,0,0,2/H,rominau01 +1320,Sergio Romo,38,OAK,AL,4,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,romose01 +1321,Angel Rondon,23,STL,NL,2,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,/1,rondoan01 +1322,Jose Rondon,27,STL,NL,63,90,80,13,21,3,0,3,9,2,0,8,17,0.263,0.322,0.413,0.735,102,33,1,0,0,2,0,H/594D73,rondojo02 +1323,Brent Rooker,26,MIN,AL,58,213,189,25,38,10,0,9,16,0,0,15,70,0.201,0.291,0.397,0.688,89,75,1,9,0,0,0,7D/9H,rookebr01 +1324,Ben Rortvedt*,23,MIN,AL,39,98,89,8,15,1,0,3,7,0,0,6,29,0.169,0.229,0.281,0.51,41,25,2,1,2,0,0,2/HD,rortvbe01 +1325,Amed Rosario,25,CLE,AL,141,588,550,77,155,25,6,11,57,13,0,31,120,0.282,0.321,0.409,0.731,100,225,12,3,0,4,0,*68/HD,rosaram01 +1326,Eddie Rosario*,29,TOT,MLB,111,412,379,42,98,19,3,14,62,11,3,26,61,0.259,0.305,0.435,0.74,99,165,4,1,2,4,0,7/HD9,rosared01 +1327,Eddie Rosario*,29,CLE,AL,78,306,283,29,72,15,1,7,46,9,2,17,47,0.254,0.296,0.389,0.685,87,110,3,1,2,3,0,7/D,rosared01 +1328,Eddie Rosario*,29,ATL,NL,33,106,96,13,26,4,2,7,16,2,1,9,14,0.271,0.33,0.573,0.903,134,55,1,0,0,1,0,7/H9,rosared01 +1329,Joe Ross,28,WSN,NL,21,39,32,1,8,0,0,0,3,0,0,1,14,0.25,0.294,0.25,0.544,53,8,0,1,5,0,0,1/H,rossjo01 +1330,Zac Rosscup,33,COL,NL,2,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,/1,rosscza01 +1331,Ramon Rosso,25,PHI,NL,7,1,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,1,0,0,/1,rossora01 +1332,Michael Rucker,27,CHC,NL,19,1,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,-100,0,0,0,0,0,0,1,ruckemi01 +1333,Darin Ruf,34,SFG,NL,117,312,262,41,71,13,2,16,43,2,0,46,87,0.271,0.385,0.519,0.904,143,136,8,3,0,1,2,H37/9D1,rufda01 +1334,Jose Ruiz,26,CHW,AL,4,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,-100,0,0,0,0,0,0,1,ruizjo01 +1335,Keibert Ruiz#,22,TOT,NL,29,96,88,10,24,3,0,3,15,0,0,6,9,0.273,0.333,0.409,0.742,103,36,3,2,0,0,0,2/H,ruizke01 +1336,Keibert Ruiz#,22,LAD,NL,6,7,7,1,1,0,0,1,1,0,0,0,5,0.143,0.143,0.571,0.714,77,4,0,0,0,0,0,/H2,ruizke01 +1337,Keibert Ruiz#,22,WSN,NL,23,89,81,9,23,3,0,2,14,0,0,6,4,0.284,0.348,0.395,0.743,105,32,3,2,0,0,0,2/H,ruizke01 +1338,Rio Ruiz*,27,TOT,MLB,62,141,125,11,21,4,0,3,10,2,0,12,38,0.168,0.243,0.272,0.515,39,34,3,1,1,2,0,H45/73D,ruizri01 +1339,Rio Ruiz*,27,BAL,AL,32,101,90,10,15,3,0,3,6,2,0,9,29,0.167,0.25,0.3,0.55,50,27,3,1,1,0,0,45/HD,ruizri01 +1340,Rio Ruiz*,27,COL,NL,30,40,35,1,6,1,0,0,4,0,0,3,9,0.171,0.225,0.2,0.425,11,7,0,0,0,2,0,H/573,ruizri01 +1341,Joe Ryan,25,MIN,AL,1,2,2,0,0,0,0,0,0,0,0,0,2,0,0,0,0,-100,0,0,0,0,0,0,/1,ryanjo04 +1342,Kyle Ryan*,29,CHC,NL,13,2,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,-100,0,0,0,0,0,0,1,ryanky01 +1343,Hyun Jin Ryu,34,TOR,AL,2,4,4,0,0,0,0,0,0,0,0,0,2,0,0,0,0,-100,0,0,0,0,0,0,1,ryuhy01 +1344,Casey Sadler,30,SEA,AL,1,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,sadleca02 +1345,Chris Sale*,32,BOS,AL,1,1,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,-100,0,0,0,0,0,0,/1,salech01 +1346,Adrian Sampson,29,CHC,NL,10,11,7,0,0,0,0,0,0,0,0,0,7,0,0,0,0,-100,0,0,0,4,0,0,1/H,sampsad01 +1347,Aaron Sanchez,28,SFG,NL,9,10,10,0,0,0,0,0,0,0,0,0,7,0,0,0,0,-100,0,0,0,0,0,0,/1,sanchaa01 +1348,Adrian Sanchez,30,WSN,NL,16,38,35,5,9,2,0,0,1,0,0,3,4,0.257,0.316,0.314,0.63,75,11,2,0,0,0,1,/4H59,sanchad01 +1349,Ali Sanchez,24,STL,NL,2,4,4,0,2,2,0,0,0,0,0,0,0,0.5,0.5,1,1.5,302,4,0,0,0,0,0,/2,sanchal04 +1350,Cristopher Sanchez*,24,PHI,NL,5,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,/1,sanchcr01 +1351,Gary Sanchez,28,NYY,AL,117,440,383,54,78,13,1,23,54,0,0,52,121,0.204,0.307,0.423,0.73,99,162,14,5,0,0,3,*2H/D,sanchga02 +1352,Jesus Sanchez*,23,MIA,NL,64,251,227,27,57,8,2,14,36,0,1,20,78,0.251,0.319,0.489,0.808,115,111,2,3,0,1,3,97/H,sanchje02 +1353,Miguel Sanchez,27,MIL,NL,28,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,-100,0,0,0,0,0,0,1,sanchmi01 +1354,Nick Sandlin,24,CLE,AL,3,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,sandlni01 +1355,Pablo Sandoval#,34,ATL,NL,69,86,73,11,13,0,0,4,11,0,0,11,25,0.178,0.302,0.342,0.645,71,25,2,2,0,0,0,H/D35,sandopa01 +1356,Patrick Sandoval*,24,LAA,AL,2,4,4,1,1,0,0,0,0,0,0,0,2,0.25,0.25,0.25,0.5,37,1,0,0,0,0,0,1,sandopa02 +1357,Reiver Sanmartin*,25,CIN,NL,2,6,6,0,0,0,0,0,0,0,0,0,5,0,0,0,0,-100,0,0,0,0,0,0,/1,sanmare01 +1358,Miguel Sano,28,MIN,AL,135,532,470,68,105,24,0,30,75,2,1,59,183,0.223,0.312,0.466,0.778,112,219,13,2,0,1,2,*3D/5H,sanomi01 +1359,Carlos Santana#,35,KCR,AL,158,659,565,66,121,15,0,19,69,2,0,86,102,0.214,0.319,0.342,0.66,81,193,12,3,0,5,3,*3D/H,santaca01 +1360,Danny Santana#,30,BOS,AL,38,127,116,15,21,2,1,5,14,4,2,10,30,0.181,0.252,0.345,0.597,58,40,0,1,0,0,0,38/7HD,santada01 +1361,Dennis Santana,25,TOT,MLB,15,2,2,0,0,0,0,0,0,0,0,0,2,0,0,0,0,-100,0,0,0,0,0,0,1,santade01 +1362,Dennis Santana,25,LAD,NL,14,2,2,0,0,0,0,0,0,0,0,0,2,0,0,0,0,-100,0,0,0,0,0,0,1,santade01 +1363,Dennis Santana,25,TEX,AL,1,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,santade01 +1364,Edgar Santana,29,ATL,NL,38,1,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,-100,0,0,0,0,0,0,1,santaed01 +1365,Ervin Santana,38,KCR,AL,3,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,santaer01 +1366,Anthony Santander#,26,BAL,AL,110,438,406,54,98,24,0,18,50,1,1,23,101,0.241,0.286,0.433,0.72,93,176,11,4,1,4,0,9D/H7,santaan02 +1367,Tony Santillan,24,CIN,NL,26,8,7,1,1,1,0,0,0,0,0,0,2,0.143,0.143,0.286,0.429,7,2,0,0,1,0,0,1/H,santito01 +1368,Antonio Santos,24,COL,NL,6,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,/1,santoan02 +1369,Gregory Santos,21,SFG,NL,3,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,/1,santogr01 +1370,Tayler Saucedo*,28,TOR,AL,3,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,sauceta01 +1371,Hirokazu Sawamura,33,BOS,AL,4,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,sawamhi01 +1372,Josh Sborz,27,TEX,AL,5,1,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,-100,0,0,0,0,0,0,1,sborzjo01 +1373,Scott Schebler*,30,LAA,AL,14,34,34,3,5,3,0,0,0,0,0,0,17,0.147,0.147,0.235,0.382,2,8,0,0,0,0,0,/8H97,schebsc01 +1374,Max Scherzer,36,TOT,NL,28,63,59,0,0,0,0,0,1,0,0,0,28,0,0,0,0,-100,0,1,0,3,1,0,1,scherma01 +1375,Max Scherzer,36,WSN,NL,17,37,35,0,0,0,0,0,0,0,0,0,13,0,0,0,0,-100,0,1,0,2,0,0,1,scherma01 +1376,Max Scherzer,36,LAD,NL,11,26,24,0,0,0,0,0,1,0,0,0,15,0,0,0,0,-100,0,0,0,1,1,0,1,scherma01 +1377,Clarke Schmidt,25,NYY,AL,1,2,1,0,0,0,0,0,0,0,0,1,1,0,0.5,0,0.5,58,0,0,0,0,0,0,/1,schmicl01 +1378,Jonathan Schoop,29,DET,AL,156,674,623,85,173,30,1,22,84,2,0,37,133,0.278,0.32,0.435,0.755,109,271,15,6,0,8,0,*34D/5,schoojo01 +1379,Max Schrock*,26,CIN,NL,53,134,125,19,36,7,2,3,14,1,1,8,24,0.288,0.328,0.448,0.776,99,56,0,0,0,1,1,7H/54319,schroma01 +1380,Kyle Schwarber*,28,TOT,MLB,113,471,399,76,106,19,0,32,71,1,1,64,127,0.266,0.374,0.554,0.928,149,221,4,6,0,2,1,7D3/H,schwaky01 +1381,Kyle Schwarber*,28,WSN,NL,72,303,265,42,67,9,0,25,53,1,1,31,88,0.253,0.34,0.57,0.91,145,151,4,5,0,2,1,7,schwaky01 +1382,Kyle Schwarber*,28,BOS,AL,41,168,134,34,39,10,0,7,18,0,0,33,39,0.291,0.435,0.522,0.957,155,70,0,1,0,0,0,7D3/H,schwaky01 +1383,Frank Schwindel,29,TOT,MLB,64,259,242,44,79,20,1,14,43,2,1,16,41,0.326,0.371,0.591,0.962,155,143,4,1,0,0,2,3/DH,schwifr01 +1384,Frank Schwindel,29,OAK,AL,8,20,20,2,3,1,0,1,3,0,0,0,5,0.15,0.15,0.35,0.5,35,7,0,0,0,0,0,/DH3,schwifr01 +1385,Frank Schwindel,29,CHC,NL,56,239,222,42,76,19,1,13,40,2,1,16,36,0.342,0.389,0.613,1.002,165,136,4,1,0,0,2,3/DH,schwifr01 +1386,Tanner Scott,26,BAL,AL,3,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,scottta01 +1387,Corey Seager*,27,LAD,NL,95,409,353,54,108,22,3,16,57,1,1,48,66,0.306,0.394,0.521,0.915,142,184,8,5,0,3,2,6/H,seageco01 +1388,Kyle Seager*,33,SEA,AL,159,670,603,73,128,29,1,35,101,3,1,59,161,0.212,0.285,0.438,0.723,100,264,7,4,0,4,2,*5D/H,seageky01 +1389,Jean Segura,31,PHI,NL,131,567,514,76,149,27,3,14,58,9,3,39,78,0.29,0.348,0.436,0.784,111,224,16,9,1,4,3,*4/H6,segurje01 +1390,Sam Selman,30,TOT,MLB,12,1,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,-100,0,0,0,0,0,0,1,selmasa01 +1391,Sam Selman,30,SFG,NL,7,1,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,-100,0,0,0,0,0,0,/1,selmasa01 +1392,Sam Selman,30,LAA,AL,5,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,selmasa01 +1393,Marcus Semien,30,TOR,AL,162,724,652,115,173,39,2,45,102,15,1,66,146,0.265,0.334,0.538,0.873,131,351,9,3,0,3,0,*46/D,semiema01 +1394,Antonio Senzatela,26,COL,NL,27,51,39,1,2,0,0,0,1,0,0,0,19,0.051,0.051,0.051,0.103,-73,2,0,0,12,0,0,1,senzaan01 +1395,Nick Senzel,26,CIN,NL,36,124,111,18,28,4,0,1,8,2,5,12,16,0.252,0.323,0.315,0.638,67,35,3,0,0,1,0,8/4H5,senzeni01 +1396,Pedro Severino,27,BAL,AL,113,419,379,32,94,18,0,11,46,0,0,34,109,0.248,0.308,0.383,0.69,88,145,9,1,0,5,1,*2/DH,severpe01 +1397,Paul Sewald,31,SEA,AL,6,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,sewalpa01 +1398,Bryan Shaw#,33,CLE,AL,4,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,shawbr01 +1399,Travis Shaw*,31,TOT,MLB,84,250,220,20,44,11,0,9,39,0,0,24,68,0.2,0.286,0.373,0.659,77,82,2,3,2,1,0,53H/D,shawtr01 +1400,Travis Shaw*,31,MIL,NL,56,202,178,14,34,8,0,6,28,0,0,19,51,0.191,0.279,0.337,0.616,66,60,2,3,1,1,0,53/H,shawtr01 +1401,Travis Shaw*,31,BOS,AL,28,48,42,6,10,3,0,3,11,0,0,5,17,0.238,0.319,0.524,0.843,120,22,0,0,1,0,0,H3/D,shawtr01 +1402,Gavin Sheets*,25,CHW,AL,54,179,160,23,40,8,0,11,34,0,0,16,40,0.25,0.324,0.506,0.83,122,81,4,2,0,1,0,D93/H7,sheetga01 +1403,Jordan Sheffield,26,COL,NL,30,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,sheffjo01 +1404,Justus Sheffield*,25,SEA,AL,2,2,2,0,1,0,0,0,0,0,0,0,1,0.5,0.5,0.5,1,184,1,0,0,0,0,0,1,sheffju01 +1405,James Sherfy,29,TOT,NL,13,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,-100,0,0,0,0,0,0,1,sherfji01 +1406,James Sherfy,29,SFG,NL,9,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,sherfji01 +1407,James Sherfy,29,LAD,NL,4,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,-100,0,0,0,0,0,0,/1,sherfji01 +1408,Ryan Sherriff*,31,TBR,AL,2,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,sherrry01 +1409,Zack Short,26,DET,AL,61,184,156,21,22,4,0,6,20,2,0,22,59,0.141,0.239,0.282,0.521,45,44,4,0,0,6,1,6/H54D,shortza01 +1410,Chasen Shreve*,30,PIT,NL,55,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,shrevch01 +1411,Magneuris Sierra*,25,MIA,NL,123,225,209,27,48,6,1,0,5,11,0,15,50,0.23,0.281,0.268,0.549,51,56,1,0,1,0,4,H87/9,sierrma01 +1412,Andrelton Simmons,31,MIN,AL,131,451,412,37,92,12,0,3,31,1,0,32,62,0.223,0.283,0.274,0.558,57,113,14,3,3,1,0,*6/H,simmoan01 +1413,Lucas Sims,27,CIN,NL,44,2,2,0,0,0,0,0,0,0,0,0,1,0,0,0,0,-100,0,0,0,0,0,0,1,simslu01 +1414,Jose Siri,25,HOU,AL,21,49,46,10,14,0,1,4,9,3,1,1,17,0.304,0.347,0.609,0.956,155,28,0,2,0,0,0,/9H87D,sirijo01 +1415,Chance Sisco*,26,TOT,MLB,28,83,74,5,11,3,0,0,4,0,0,7,21,0.149,0.241,0.189,0.43,21,14,1,2,0,0,0,2/HD,siscoch01 +1416,Chance Sisco*,26,BAL,AL,23,73,65,4,10,2,0,0,3,0,0,6,18,0.154,0.247,0.185,0.431,21,12,0,2,0,0,0,2/DH,siscoch01 +1417,Chance Sisco*,26,NYM,NL,5,10,9,1,1,1,0,0,1,0,0,1,3,0.111,0.2,0.222,0.422,16,2,1,0,0,0,0,/2H,siscoch01 +1418,Brandyn Sittinger,27,ARI,NL,3,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,/1,sittibr01 +1419,Tarik Skubal,24,DET,AL,2,3,2,0,0,0,0,0,0,0,0,0,2,0,0,0,0,-100,0,0,0,1,0,0,1,skubata01 +1420,Austin Slater,28,SFG,NL,129,306,274,39,66,12,1,12,32,15,2,28,84,0.241,0.32,0.423,0.744,101,116,7,4,0,0,2,*8H79/D1,slateau01 +1421,Aaron Slegers,28,LAA,AL,5,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,slegeaa01 +1422,Burch Smith,31,OAK,AL,3,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,smithbu03 +1423,Caleb Smith,29,ARI,NL,45,25,22,2,2,1,0,0,0,1,0,1,14,0.091,0.167,0.136,0.303,-16,3,0,1,1,0,0,1,smithca03 +1424,Dominic Smith*,26,NYM,NL,145,493,446,43,109,20,0,11,58,2,1,32,112,0.244,0.304,0.363,0.667,83,162,13,9,0,6,2,*7H3/D,smithdo02 +1425,Drew Smith,27,NYM,NL,28,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,-100,0,0,0,0,0,0,1,smithdr01 +1426,Joe Smith,37,TOT,AL,1,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,smithjo05 +1427,Joe Smith,37,HOU,AL,1,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,smithjo05 +1428,Kevan Smith,33,TOT,MLB,33,106,95,8,16,3,0,0,3,0,0,10,31,0.168,0.248,0.2,0.448,22,19,3,0,0,0,3,2/H,smithke04 +1429,Kevan Smith,33,TBR,AL,3,5,4,2,1,0,0,0,0,0,0,0,2,0.25,0.25,0.25,0.5,43,1,0,0,0,0,0,/2H,smithke04 +1430,Kevan Smith,33,ATL,NL,30,101,91,6,15,3,0,0,3,0,0,10,29,0.165,0.248,0.198,0.445,21,18,3,0,0,0,3,2/H,smithke04 +1431,Kevin Smith,24,TOR,AL,18,36,32,2,3,0,0,1,1,0,0,3,11,0.094,0.194,0.188,0.382,5,6,0,1,0,0,0,5/H3D7,smithke05 +1432,Pavin Smith*,25,ARI,NL,145,545,498,68,133,27,4,11,49,1,0,42,106,0.267,0.328,0.404,0.732,98,201,11,4,0,1,1,398H7,smithpa04 +1433,Riley Smith,26,ARI,NL,24,17,16,0,0,0,0,0,0,0,0,0,11,0,0,0,0,-100,0,0,0,1,0,0,1,smithri01 +1434,Will Smith,31,ATL,NL,66,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,smithwi04 +1435,Will Smith,26,LAD,NL,130,501,414,71,107,19,2,25,76,3,0,58,101,0.258,0.365,0.495,0.86,127,205,11,18,0,11,4,*2H/D35,smithwi05 +1436,Drew Smyly*,32,ATL,NL,29,43,41,0,3,0,0,0,0,0,0,0,19,0.073,0.073,0.073,0.146,-61,3,0,0,2,0,0,1/H,smylydr01 +1437,Kirby Snead*,26,TOR,AL,1,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,/1,sneadki01 +1438,Blake Snell*,28,SDP,NL,25,37,34,1,4,0,0,0,0,0,0,0,17,0.118,0.118,0.118,0.235,-34,4,1,0,3,0,0,1,snellbl01 +1439,Eric Sogard*,35,CHC,NL,78,180,169,16,42,6,1,1,12,3,1,9,30,0.249,0.283,0.314,0.597,61,53,5,0,0,2,1,4H5/163,sogarer01 +1440,Nick Solak,26,TEX,AL,127,511,458,57,111,18,2,11,49,7,5,34,107,0.242,0.314,0.362,0.677,86,166,11,15,2,2,0,*4/DH,solakni01 +1441,Donovan Solano,33,SFG,NL,101,344,307,35,86,17,0,7,31,2,0,25,58,0.28,0.344,0.404,0.748,103,124,8,7,1,4,2,4H/6,solando01 +1442,Jorge Soler,29,TOT,MLB,149,602,516,74,115,27,0,27,70,0,0,67,142,0.223,0.316,0.432,0.749,99,223,12,6,0,5,0,9D/H,solerjo01 +1443,Jorge Soler,29,KCR,AL,94,360,308,38,59,16,0,13,37,0,0,38,97,0.192,0.288,0.37,0.658,78,114,9,5,0,3,0,9D/H,solerjo01 +1444,Jorge Soler,29,ATL,NL,55,242,208,36,56,11,0,14,33,0,0,29,45,0.269,0.358,0.524,0.882,131,109,3,1,0,2,0,9/DH,solerjo01 +1445,Peter Solomon,24,HOU,AL,1,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,/1,solompe01 +1446,Joakim Soria,37,TOT,MLB,29,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,soriajo01 +1447,Joakim Soria,37,ARI,NL,29,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,soriajo01 +1448,Edmundo Sosa,25,STL,NL,113,326,288,39,78,8,4,6,27,4,4,17,63,0.271,0.346,0.389,0.735,104,112,8,17,1,2,2,64H/58,sosaed01 +1449,Gregory Soto*,26,DET,AL,6,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,sotogr01 +1450,Juan Soto*,22,WSN,NL,151,654,502,111,157,20,2,29,95,9,7,145,93,0.313,0.465,0.534,0.999,175,268,23,2,0,5,23,*9/HD,sotoju01 +1451,Steven Souza Jr.,32,LAD,NL,17,36,33,2,5,1,1,1,3,0,0,2,14,0.152,0.222,0.333,0.556,46,11,2,1,0,0,0,/9H7,souzast01 +1452,Shea Spitzbarth,26,PIT,NL,5,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,/1,spitzsh01 +1453,George Springer,31,TOR,AL,78,342,299,59,79,19,1,22,50,4,1,37,79,0.264,0.352,0.555,0.907,141,166,6,4,0,1,1,8D/9,springe01 +1454,Jeffrey Springs*,28,TBR,AL,4,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,sprinje01 +1455,Jacob Stallings,31,PIT,NL,112,427,374,38,92,20,1,8,53,0,0,49,85,0.246,0.335,0.369,0.704,91,138,10,2,0,2,0,2/H3,stallja01 +1456,Craig Stammen,37,SDP,NL,64,7,5,0,1,0,0,0,0,0,0,0,3,0.2,0.2,0.2,0.4,13,1,0,0,2,0,0,1,stammcr01 +1457,Ryne Stanek,29,HOU,AL,6,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,stanery01 +1458,Giancarlo Stanton,31,NYY,AL,139,579,510,64,139,19,0,35,97,0,0,63,157,0.273,0.354,0.516,0.87,136,263,22,3,0,3,1,D97/H,stantmi03 +1459,Cody Stashak,27,MIN,AL,2,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,stashco01 +1460,Max Stassi,30,LAA,AL,87,319,282,45,68,11,1,13,35,0,0,28,101,0.241,0.326,0.426,0.752,103,120,8,8,0,1,0,2/H,stassma01 +1461,Josh Staumont,27,KCR,AL,4,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,staumjo01 +1462,Drew Steckenrider,30,SEA,AL,4,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,steckdr01 +1463,Justin Steele*,25,CHC,NL,17,13,13,3,2,0,0,0,0,0,0,0,4,0.154,0.154,0.154,0.308,-16,2,1,0,0,0,0,1,steelju01 +1464,Trevor Stephan,25,CLE,AL,4,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,stephtr01 +1465,Robert Stephenson,28,COL,NL,46,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,stephro01 +1466,Tyler Stephenson,24,CIN,NL,132,402,350,56,100,21,0,10,45,0,0,41,75,0.286,0.366,0.431,0.797,106,151,11,6,0,5,1,2H3/7,stephty01 +1467,Andrew Stevenson*,27,WSN,NL,109,213,192,22,44,6,0,5,23,1,1,13,61,0.229,0.294,0.339,0.632,74,65,3,5,2,1,2,H879,stevean01 +1468,DJ Stewart*,27,BAL,AL,100,318,270,39,55,10,0,12,33,0,0,44,89,0.204,0.324,0.374,0.698,91,101,3,4,0,0,1,79HD,stewadj01 +1469,Kohl Stewart,26,CHC,NL,4,3,3,0,1,0,0,0,0,0,0,0,1,0.333,0.333,0.333,0.667,81,1,0,0,0,0,0,/1,stewako01 +1470,Robert Stock*,31,TOT,NL,3,4,4,0,0,0,0,0,0,0,0,0,2,0,0,0,0,-100,0,0,0,0,0,0,/1,stockro01 +1471,Robert Stock*,31,CHC,NL,1,2,2,0,0,0,0,0,0,0,0,0,1,0,0,0,0,-100,0,0,0,0,0,0,/1,stockro01 +1472,Robert Stock*,31,NYM,NL,2,2,2,0,0,0,0,0,0,0,0,0,1,0,0,0,0,-100,0,0,0,0,0,0,/1,stockro01 +1473,Troy Stokes Jr.,25,PIT,NL,8,20,18,2,2,1,0,0,2,1,0,1,5,0.111,0.2,0.167,0.367,1,3,0,1,0,0,0,/H9,stoketr01 +1474,Trevor Story,28,COL,NL,142,595,526,88,132,34,5,24,75,20,6,53,139,0.251,0.329,0.471,0.801,103,248,7,11,0,5,2,*6/HD,storytr01 +1475,Matt Strahm,29,SDP,NL,5,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,/1,strahma01 +1476,Stephen Strasburg,32,WSN,NL,5,7,5,0,1,1,0,0,0,0,0,1,2,0.2,0.333,0.4,0.733,102,2,0,0,1,0,0,/1,strasst01 +1477,Chris Stratton,30,PIT,NL,65,2,2,0,0,0,0,0,0,0,0,0,2,0,0,0,0,-100,0,0,0,0,0,0,1,stratch01 +1478,Myles Straw,26,TOT,AL,158,638,564,86,153,29,1,4,48,30,6,67,121,0.271,0.349,0.348,0.696,93,196,13,2,1,4,0,*8/H,strawmy01 +1479,Myles Straw,26,HOU,AL,98,370,325,44,85,13,1,2,34,17,5,38,71,0.262,0.339,0.326,0.665,85,106,7,2,1,4,0,8/H,strawmy01 +1480,Myles Straw,26,CLE,AL,60,268,239,42,68,16,0,2,14,13,1,29,50,0.285,0.362,0.377,0.739,105,90,6,0,0,0,0,8/H,strawmy01 +1481,Hunter Strickland,32,TOT,MLB,33,2,2,0,0,0,0,0,0,0,0,0,1,0,0,0,0,-100,0,0,0,0,0,0,1,strichu01 +1482,Hunter Strickland,32,TOT,AL,2,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,strichu01 +1483,Hunter Strickland,32,LAA,AL,2,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,/1,strichu01 +1484,Hunter Strickland,32,MIL,NL,31,2,2,0,0,0,0,0,0,0,0,0,1,0,0,0,0,-100,0,0,0,0,0,0,1,strichu01 +1485,Spencer Strider,22,ATL,NL,2,2,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,-100,0,0,0,1,0,0,/1,stridsp01 +1486,Ross Stripling,31,TOR,AL,3,6,5,0,0,0,0,0,0,0,0,0,2,0,0,0,0,-100,0,0,0,1,0,0,1,stripro01 +1487,Marcus Stroman,30,NYM,NL,30,58,51,2,5,2,0,0,1,1,0,4,24,0.098,0.164,0.137,0.301,-16,7,0,0,3,0,0,1,stromma01 +1488,Pedro Strop,36,CHC,NL,2,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,/1,stroppe01 +1489,Garrett Stubbs*,28,HOU,AL,18,38,34,2,6,2,0,0,3,0,0,2,7,0.176,0.222,0.235,0.458,26,8,0,0,2,0,0,2/H7,stubbga01 +1490,Eugenio Suarez,29,CIN,NL,145,574,505,71,100,23,0,31,79,0,1,56,171,0.198,0.286,0.428,0.713,82,216,14,8,0,5,0,56H,suareeu01 +1491,Jose Suarez*,23,LAA,AL,1,1,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,-100,0,0,0,0,0,0,1,suarejo01 +1492,Ranger Suarez*,25,PHI,NL,35,23,16,2,3,2,0,0,1,0,0,1,5,0.188,0.278,0.313,0.59,60,5,0,1,5,0,0,1,suarera01 +1493,Wander Suero,29,WSN,NL,43,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,-100,0,0,0,0,0,0,1,suerowa01 +1494,Cole Sulser,31,BAL,AL,4,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,sulseco01 +1495,Brent Suter*,31,MIL,NL,60,4,4,0,0,0,0,0,0,0,0,0,3,0,0,0,0,-100,0,0,0,0,0,0,1,suterbr01 +1496,Kurt Suzuki,37,LAA,AL,72,247,219,17,49,8,0,6,16,0,0,12,44,0.224,0.294,0.342,0.636,73,75,7,11,2,3,0,2/H,suzukku01 +1497,Dansby Swanson,27,ATL,NL,160,653,588,78,146,33,2,27,88,9,3,52,167,0.248,0.311,0.449,0.76,99,264,7,5,1,7,4,*6/H,swansda01 +1498,Erik Swanson,27,SEA,AL,4,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,swanser01 +1499,Anthony Swarzak,35,TOT,MLB,7,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,swarzan01 +1500,Anthony Swarzak,35,ARI,NL,6,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,/1,swarzan01 +1501,Anthony Swarzak,35,KCR,AL,1,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,/1,swarzan01 +1502,Noah Syndergaard*,28,NYM,NL,2,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,/1,syndeno01 +1503,Thomas Szapucki,25,NYM,NL,1,1,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,-100,0,0,0,0,0,0,/1,szaputh01 +1504,Jameson Taillon,29,NYY,AL,2,2,1,0,0,0,0,0,0,0,0,1,0,0,0.5,0,0.5,58,0,0,0,0,0,0,1,taillja01 +1505,Domingo Tapia,29,TOT,AL,3,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,tapiado01 +1506,Domingo Tapia,29,KCR,AL,3,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,tapiado01 +1507,Raimel Tapia*,27,COL,NL,133,533,487,69,133,26,2,6,50,20,6,40,70,0.273,0.327,0.372,0.699,80,181,8,1,1,4,2,*7H/98,tapiara01 +1508,Stephen Tarpley,28,NYM,NL,1,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,/1,tarplst01 +1509,Dillon Tate,27,BAL,AL,3,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,tatedi01 +1510,Fernando Tatis Jr.,22,SDP,NL,130,546,478,99,135,31,0,42,97,25,4,62,153,0.282,0.364,0.611,0.975,166,292,5,2,0,4,6,69/8HD,tatisfe02 +1511,Mike Tauchman*,30,TOT,MLB,75,191,166,22,30,5,0,4,15,3,3,23,58,0.181,0.284,0.283,0.567,56,47,0,1,1,0,0,7H98/D1,tauchmi01 +1512,Mike Tauchman*,30,NYY,AL,11,16,14,1,3,1,0,0,0,2,0,1,6,0.214,0.267,0.286,0.552,53,4,0,0,1,0,0,/7H8D9,tauchmi01 +1513,Mike Tauchman*,30,SFG,NL,64,175,152,21,27,4,0,4,15,1,3,22,52,0.178,0.286,0.283,0.569,56,43,0,1,0,0,0,7H98/1,tauchmi01 +1514,Leody Taveras#,22,TEX,AL,49,185,174,14,28,6,2,3,9,10,1,9,60,0.161,0.207,0.27,0.477,30,47,3,1,1,0,0,8/H,taverle01 +1515,Blake Taylor*,25,HOU,AL,5,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,taylobl01 +1516,Chris Taylor,30,LAD,NL,148,582,507,92,129,25,4,20,73,13,1,63,167,0.254,0.344,0.438,0.782,107,222,5,8,1,3,2,84765/H9,tayloch03 +1517,Josh Taylor*,28,BOS,AL,3,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,taylojo02 +1518,Michael A. Taylor,30,KCR,AL,142,528,483,58,118,16,1,12,54,14,7,33,144,0.244,0.297,0.356,0.653,77,172,9,5,2,5,0,*8/HD,taylomi02 +1519,Tyrone Taylor,27,MIL,NL,93,271,243,33,60,9,3,12,43,6,1,20,59,0.247,0.321,0.457,0.778,108,111,6,7,0,1,1,79H8,tayloty01 +1520,Anderson Tejeda#,23,TEX,AL,5,17,16,1,1,0,0,0,0,1,0,1,10,0.063,0.118,0.063,0.18,-48,1,0,0,0,0,0,/54,tejedan01 +1521,Rowdy Tellez*,26,TOT,MLB,106,325,297,34,72,14,2,11,36,0,0,23,65,0.242,0.305,0.414,0.719,93,123,6,4,0,1,4,3HD,tellero01 +1522,Rowdy Tellez*,26,TOR,AL,50,151,139,12,29,4,1,4,8,0,0,9,33,0.209,0.272,0.338,0.61,64,47,3,3,0,0,1,3DH,tellero01 +1523,Rowdy Tellez*,26,MIL,NL,56,174,158,22,43,10,1,7,28,0,0,14,32,0.272,0.333,0.481,0.814,118,76,3,1,0,1,3,3H,tellero01 +1524,Ryan Tepera,33,TOT,MLB,43,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,teperry01 +1525,Ryan Tepera,33,CHC,NL,40,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,teperry01 +1526,Ryan Tepera,33,CHW,AL,3,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,teperry01 +1527,Curtis Terry,24,TEX,AL,13,48,45,3,4,2,0,0,1,0,0,2,15,0.089,0.146,0.133,0.279,-22,6,0,1,0,0,0,D/3,terrycu01 +1528,Matt Thaiss*,26,LAA,AL,3,8,7,1,1,0,0,0,0,0,0,1,1,0.143,0.25,0.143,0.393,12,1,0,0,0,0,0,/3H,thaisma01 +1529,Caleb Thielbar,34,MIN,AL,4,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,thielca01 +1530,Dillon Thomas*,28,SEA,AL,4,9,9,2,1,0,0,0,2,0,0,0,7,0.111,0.111,0.111,0.222,-37,1,0,0,0,0,0,/78H9,thomadi01 +1531,Lane Thomas,25,TOT,NL,77,264,226,35,53,15,2,7,28,6,3,37,63,0.235,0.341,0.412,0.752,107,93,6,0,0,1,1,8H79/4,thomala02 +1532,Lane Thomas,25,STL,NL,32,58,48,2,5,1,0,0,1,2,1,10,17,0.104,0.259,0.125,0.384,12,6,1,0,0,0,1,H9/784,thomala02 +1533,Lane Thomas,25,WSN,NL,45,206,178,33,48,14,2,7,27,4,2,27,46,0.27,0.364,0.489,0.853,133,87,5,0,0,1,0,8/7H4,thomala02 +1534,Keegan Thompson,26,CHC,NL,29,8,6,0,1,0,0,0,0,0,0,0,3,0.167,0.167,0.167,0.333,-9,1,1,0,2,0,0,1,thompke02 +1535,Mason Thompson,23,TOT,NL,31,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,thompma02 +1536,Mason Thompson,23,SDP,NL,4,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,/1,thompma02 +1537,Mason Thompson,23,WSN,NL,27,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,thompma02 +1538,Ryan Thompson,29,TBR,AL,2,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,thompry02 +1539,Trayce Thompson,30,CHC,NL,15,35,28,6,7,1,0,4,9,2,0,7,11,0.25,0.4,0.714,1.114,193,20,2,0,0,0,0,/98H7,thomptr01 +1540,Zach Thompson,27,MIA,NL,25,18,15,0,2,1,0,0,0,0,0,0,9,0.133,0.133,0.2,0.333,-11,3,0,0,3,0,0,1/H,thompza01 +1541,Trent Thornton,27,TOR,AL,4,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,thorntr01 +1542,Ty Tice*,24,TOT,MLB,1,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,/1,ticety01 +1543,Ty Tice*,24,ATL,NL,1,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,/1,ticety01 +1544,Ka'ai Tom*,27,TOT,MLB,48,133,108,10,15,2,1,2,12,1,0,17,36,0.139,0.278,0.231,0.51,42,25,1,5,0,3,1,7H/9D1,tomka01 +1545,Ka'ai Tom*,27,OAK,AL,9,16,16,1,1,0,0,0,1,0,0,0,6,0.063,0.063,0.063,0.125,-64,1,0,0,0,0,0,/H9D71,tomka01 +1546,Ka'ai Tom*,27,PIT,NL,39,117,92,9,14,2,1,2,11,1,0,17,30,0.152,0.308,0.261,0.569,57,24,1,5,0,3,1,7/H,tomka01 +1547,Josh Tomlin,36,ATL,NL,35,5,3,0,1,0,0,0,0,0,0,1,1,0.333,0.5,0.333,0.833,129,1,0,0,1,0,0,1/H,tomlijo01 +1548,Justin Topa,30,MIL,NL,4,1,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,-100,0,0,0,0,0,0,/1,topaju01 +1549,Abraham Toro#,24,TOT,AL,95,375,335,45,80,12,0,11,46,6,3,31,54,0.239,0.315,0.373,0.688,92,125,5,7,0,2,0,45/H3,toroab01 +1550,Abraham Toro#,24,HOU,AL,35,122,109,17,23,1,0,6,20,3,1,9,21,0.211,0.287,0.385,0.672,83,42,1,3,0,1,0,5/H3,toroab01 +1551,Abraham Toro#,24,SEA,AL,60,253,226,28,57,11,0,5,26,3,2,22,33,0.252,0.328,0.367,0.695,96,83,4,4,0,1,0,4/5H,toroab01 +1552,Luis Torrens,25,SEA,AL,108,378,346,39,84,16,2,15,47,0,0,28,99,0.243,0.299,0.431,0.73,102,149,8,1,0,3,1,D2H/35,torrelu01 +1553,Gleyber Torres,24,NYY,AL,127,516,459,50,119,22,0,9,51,14,6,50,104,0.259,0.331,0.366,0.697,93,168,12,1,2,4,1,64/H,torregl01 +1554,Ronald Torreyes,28,PHI,NL,111,344,318,30,77,10,1,7,41,2,1,19,41,0.242,0.286,0.346,0.632,71,110,7,1,5,1,2,56H4/18,torrero01 +1555,Touki Toussaint,25,ATL,NL,10,18,15,1,0,0,0,0,0,0,0,2,9,0,0.118,0,0.118,-65,0,0,0,1,0,0,1,toussto01 +1556,Wilfredo Tovar,29,NYM,NL,6,12,11,0,2,0,0,0,1,0,0,1,4,0.182,0.25,0.182,0.432,22,2,0,0,0,0,0,/4H,tovarwi01 +1557,Taylor Trammell*,23,SEA,AL,51,178,156,23,25,7,0,8,18,2,3,17,75,0.16,0.256,0.359,0.615,71,56,1,3,2,0,0,87/H,trammta01 +1558,Blake Treinen,33,LAD,NL,70,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,treinbl01 +1559,Alan Trejo,25,COL,NL,28,50,46,7,10,2,0,1,3,0,0,3,15,0.217,0.26,0.326,0.586,50,15,2,0,0,1,1,H4/6,trejoal01 +1560,Jose Trevino,28,TEX,AL,89,302,285,23,68,14,0,5,30,1,1,12,57,0.239,0.267,0.34,0.607,65,97,13,0,2,3,1,2/H,trevijo01 +1561,Lou Trivino,29,OAK,AL,5,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,trivilo01 +1562,Chadwick Tromp,26,SFG,NL,9,18,18,1,4,0,0,1,2,0,0,0,4,0.222,0.222,0.389,0.611,62,7,1,0,0,0,0,/2H,trompch01 +1563,Nick Tropeano,30,TOT,NL,5,1,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,-100,0,0,0,0,0,0,/1,tropeni01 +1564,Nick Tropeano,30,SFG,NL,4,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,/1,tropeni01 +1565,Nick Tropeano,30,NYM,NL,1,1,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,-100,0,0,0,0,0,0,/1,tropeni01 +1566,Mike Trout,29,LAA,AL,36,146,117,23,39,8,1,8,18,2,0,27,41,0.333,0.466,0.624,1.09,194,73,0,2,0,0,5,8,troutmi01 +1567,Yoshi Tsutsugo*,29,TOT,MLB,81,262,230,27,50,12,1,8,32,0,1,29,72,0.217,0.307,0.383,0.689,88,88,3,1,1,1,0,3H97/D,tsutsyo01 +1568,Yoshi Tsutsugo*,29,TOT,NL,55,175,152,22,37,8,1,8,27,0,1,21,45,0.243,0.337,0.467,0.804,115,71,2,1,0,1,0,93H7/D,tsutsyo01 +1569,Yoshi Tsutsugo*,29,TBR,AL,26,87,78,5,13,4,0,0,5,0,0,8,27,0.167,0.244,0.218,0.462,33,17,1,0,1,0,0,3/DH,tsutsyo01 +1570,Yoshi Tsutsugo*,29,LAD,NL,12,31,25,2,3,0,0,0,2,0,0,6,12,0.12,0.29,0.12,0.41,16,3,0,0,0,0,0,/7H3,tsutsyo01 +1571,Yoshi Tsutsugo*,29,PIT,NL,43,144,127,20,34,8,1,8,25,0,1,15,33,0.268,0.347,0.535,0.883,135,68,2,1,0,1,0,93H/7D,tsutsyo01 +1572,Cole Tucker#,24,PIT,NL,43,131,117,15,26,4,2,2,12,2,2,13,33,0.222,0.298,0.342,0.64,73,40,2,0,0,1,0,69H/483,tuckeco01 +1573,Kyle Tucker*,24,HOU,AL,140,567,506,83,149,37,3,30,92,14,2,53,90,0.294,0.359,0.557,0.917,147,282,10,1,0,5,5,*9/8DH,tuckeky01 +1574,Justin Turner,36,LAD,NL,151,612,533,87,148,22,0,27,87,3,0,61,98,0.278,0.361,0.471,0.832,120,251,12,12,0,6,0,*5H/D1,turneju01 +1575,Trea Turner,28,TOT,NL,148,646,595,107,195,34,3,28,77,32,5,41,110,0.328,0.375,0.536,0.911,145,319,18,6,0,4,2,64/H,turnetr01 +1576,Trea Turner,28,WSN,NL,96,420,388,66,125,17,3,18,49,21,3,26,77,0.322,0.369,0.521,0.89,142,202,13,4,0,2,0,6,turnetr01 +1577,Trea Turner,28,LAD,NL,52,226,207,41,70,17,0,10,28,11,2,15,33,0.338,0.385,0.565,0.95,149,117,5,2,0,2,2,4/6H,turnetr01 +1578,Kyle Tyler,24,LAA,AL,1,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,/1,tylerky01 +1579,Edwin Uceta,23,LAD,NL,14,5,5,1,1,0,0,0,0,0,0,0,2,0.2,0.2,0.2,0.4,8,1,0,0,0,0,0,1,ucetaed01 +1580,Duane Underwood Jr.,26,PIT,NL,39,4,4,0,0,0,0,0,0,0,0,0,4,0,0,0,0,-100,0,0,0,0,0,0,1,underdu01 +1581,Justin Upton,33,LAA,AL,89,362,318,47,67,12,0,17,41,4,1,39,107,0.211,0.296,0.409,0.705,90,130,11,1,0,3,0,7/8DH,uptonju01 +1582,Jose Urena,29,DET,AL,2,1,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,-100,0,0,0,0,0,0,1,urenajo01 +1583,Julio Urias*,24,LAD,NL,30,70,59,5,12,2,0,0,9,0,0,0,22,0.203,0.217,0.237,0.454,21,14,1,1,10,0,0,1,uriasju01 +1584,Luis Urias,24,MIL,NL,150,570,490,77,122,25,1,23,75,5,1,63,116,0.249,0.345,0.445,0.789,112,218,9,10,1,3,3,564H,uriaslu01 +1585,Ramon Urias,27,BAL,AL,85,296,262,33,73,14,0,7,38,1,2,28,76,0.279,0.361,0.412,0.774,112,108,3,6,0,0,0,645/H,uriasra01 +1586,Jose Urquidy,26,HOU,AL,2,4,4,0,1,0,0,0,0,0,0,0,3,0.25,0.25,0.25,0.5,39,1,0,0,0,0,0,1,urquijo01 +1587,Gio Urshela,29,NYY,AL,116,442,420,42,112,18,2,14,49,1,0,20,109,0.267,0.301,0.419,0.72,96,176,16,1,0,1,0,56/H,urshegi01 +1588,Pat Valaika,28,BAL,AL,90,281,259,17,52,8,0,5,25,1,1,16,76,0.201,0.25,0.29,0.54,47,75,4,2,1,3,0,46/H3751,valaipa01 +1589,Cesar Valdez,36,BAL,AL,4,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,valdece01 +1590,Framber Valdez,27,HOU,AL,2,4,4,0,0,0,0,0,0,0,0,0,2,0,0,0,0,-100,0,0,0,0,0,0,1,valdefr01 +1591,Phillips Valdez,29,BOS,AL,2,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,valdeph01 +1592,Breyvic Valera#,29,TOR,AL,39,97,87,10,22,6,0,1,15,1,0,8,12,0.253,0.313,0.356,0.669,81,31,1,0,1,1,0,5H4/D,valerbr01 +1593,Josh VanMeter*,26,ARI,NL,112,310,274,26,58,17,2,6,36,3,2,33,83,0.212,0.297,0.354,0.651,76,97,5,1,0,2,0,4H5/379,vanmejo01 +1594,Ildemaro Vargas#,29,TOT,NL,34,83,77,7,12,3,1,0,7,1,0,6,17,0.156,0.217,0.221,0.438,19,17,2,0,0,0,1,H5/467D,vargail01 +1595,Ildemaro Vargas#,29,CHC,NL,9,24,21,3,3,2,0,0,2,1,0,3,7,0.143,0.25,0.238,0.488,33,5,1,0,0,0,0,/4H6D,vargail01 +1596,Ildemaro Vargas#,29,PIT,NL,7,13,13,0,1,0,0,0,1,0,0,0,3,0.077,0.077,0.077,0.154,-58,1,0,0,0,0,0,/H57,vargail01 +1597,Ildemaro Vargas#,29,ARI,NL,18,46,43,4,8,1,1,0,4,0,0,3,7,0.186,0.239,0.256,0.495,35,11,1,0,0,0,1,/54H6,vargail01 +1598,Daulton Varsho*,24,ARI,NL,95,315,284,41,70,17,2,11,38,6,0,30,67,0.246,0.318,0.437,0.755,102,124,4,0,1,0,3,28H79,varshda01 +1599,Andrew Vasquez*,27,LAD,NL,2,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,/1,vasquan02 +1600,Andrew Vaughn,23,CHW,AL,127,469,417,56,98,22,0,15,48,1,1,41,101,0.235,0.309,0.396,0.705,91,165,14,6,0,5,0,793/HD54,vaughan01 +1601,Christian Vazquez,30,BOS,AL,138,498,458,51,118,23,1,6,49,8,4,33,84,0.258,0.308,0.352,0.659,77,161,15,2,1,4,0,*2/HD453,vazquch01 +1602,Vince Velasquez,29,TOT,NL,24,30,23,0,2,0,0,0,3,0,0,2,9,0.087,0.16,0.087,0.247,-30,2,0,0,5,0,0,1/H,velasvi01 +1603,Vince Velasquez,29,PHI,NL,20,26,22,0,2,0,0,0,2,0,0,1,9,0.091,0.13,0.091,0.221,-38,2,0,0,3,0,0,1/H,velasvi01 +1604,Vince Velasquez,29,SDP,NL,4,4,1,0,0,0,0,0,1,0,0,1,0,0,0.5,0,0.5,58,0,0,0,2,0,0,/1,velasvi01 +1605,Andrew Velazquez#,26,NYY,AL,28,68,67,11,15,4,1,1,6,4,1,1,23,0.224,0.235,0.358,0.594,61,24,1,0,0,0,0,6/H,velazan01 +1606,Alex Verdugo*,25,BOS,AL,146,604,544,88,157,32,2,13,63,6,2,51,96,0.289,0.351,0.426,0.777,107,232,11,4,0,5,6,*789/HD,verdual01 +1607,Alex Vesia*,25,LAD,NL,41,4,3,0,0,0,0,0,0,0,0,1,3,0,0.25,0,0.25,-24,0,0,0,0,0,0,1,vesiaal01 +1608,Will Vest,26,SEA,AL,1,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,vestwi01 +1609,Matt Vierling,24,PHI,NL,34,77,71,11,23,3,1,2,6,2,0,4,20,0.324,0.364,0.479,0.843,126,34,1,1,0,1,1,H/3879,vierlma01 +1610,Ryan Vilade,22,COL,NL,3,7,6,0,0,0,0,0,0,0,0,1,1,0,0.143,0,0.143,-58,0,0,0,0,0,0,/7H,viladry01 +1611,Jonathan Villar#,30,NYM,NL,142,505,454,63,113,18,2,18,42,14,7,46,132,0.249,0.322,0.416,0.738,101,189,6,3,2,0,2,56H/4,villajo01 +1612,Daniel Vogelbach*,28,MIL,NL,93,258,215,30,47,8,0,9,24,0,0,43,57,0.219,0.349,0.381,0.73,99,82,6,0,0,0,1,3H/D,vogelda01 +1613,Stephen Vogt*,36,TOT,NL,78,238,210,24,41,6,1,7,25,0,0,26,56,0.195,0.283,0.333,0.616,65,70,2,0,1,1,2,2H/3,vogtst01 +1614,Stephen Vogt*,36,ARI,NL,52,151,132,17,28,6,1,5,17,0,0,18,36,0.212,0.307,0.386,0.693,87,51,2,0,1,0,1,2H/3,vogtst01 +1615,Stephen Vogt*,36,ATL,NL,26,87,78,7,13,0,0,2,8,0,0,8,20,0.167,0.241,0.244,0.485,30,19,0,0,0,1,1,2/H,vogtst01 +1616,Luke Voit,30,NYY,AL,68,241,213,26,51,7,1,11,35,0,0,21,74,0.239,0.328,0.437,0.764,109,93,12,7,0,0,0,3DH,voitlu01 +1617,Jason Vosler*,27,SFG,NL,41,82,73,12,13,4,0,3,9,2,0,7,21,0.178,0.256,0.356,0.612,65,26,5,1,0,1,1,5H/347D9,vosleja01 +1618,Austin Voth,29,WSN,NL,47,3,2,1,1,0,0,0,0,0,0,0,1,0.5,0.667,0.5,1.167,230,1,0,1,0,0,0,1,vothau01 +1619,Joey Votto*,37,CIN,NL,129,533,448,73,119,23,1,36,99,1,0,77,127,0.266,0.375,0.563,0.938,139,252,7,4,0,4,6,*3/DH,vottojo01 +1620,Michael Wacha,29,TBR,AL,3,3,3,0,0,0,0,0,0,0,0,0,3,0,0,0,0,-100,0,0,0,0,0,0,1/H,wachami01 +1621,Brandon Waddell*,27,TOT,MLB,4,1,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,-100,0,0,0,0,0,0,/1,waddebr01 +1622,Brandon Waddell*,27,STL,NL,4,1,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,-100,0,0,0,0,0,0,/1,waddebr01 +1623,LaMonte Wade Jr.*,27,SFG,NL,109,381,336,52,85,17,3,18,56,6,1,33,89,0.253,0.326,0.482,0.808,117,162,3,5,4,3,1,973H/8,wadela01 +1624,Tyler Wade*,26,NYY,AL,103,145,127,31,34,5,1,0,5,17,6,16,37,0.268,0.354,0.323,0.677,90,41,3,1,0,0,1,6H548/79D,wadety01 +1625,Adam Wainwright,39,STL,NL,33,74,57,1,7,2,0,0,4,0,0,3,25,0.123,0.167,0.158,0.325,-9,9,2,0,14,0,0,1/H,wainwad01 +1626,Christian Walker,30,ARI,NL,115,445,401,55,98,23,1,10,46,0,0,38,106,0.244,0.315,0.382,0.696,88,153,8,4,0,2,1,3H/D,walkech02 +1627,Taijuan Walker#,28,NYM,NL,28,51,47,0,5,0,0,0,1,0,0,1,29,0.106,0.143,0.106,0.249,-30,5,1,1,2,0,0,1/H,walketa01 +1628,Chad Wallach,29,MIA,NL,23,66,60,2,12,2,1,0,6,0,0,3,32,0.2,0.242,0.267,0.509,38,16,1,1,0,2,0,2/H,wallach01 +1629,Taylor Walls#,24,TBR,AL,54,176,152,15,32,10,0,1,15,4,2,23,49,0.211,0.314,0.296,0.61,75,45,3,0,1,0,0,6/H45D,wallsta01 +1630,Jared Walsh*,27,LAA,AL,144,585,530,70,147,34,1,29,98,2,1,48,152,0.277,0.34,0.509,0.85,127,270,7,4,0,3,6,*39/H,walshja01 +1631,Donovan Walton*,27,SEA,AL,24,69,63,6,13,2,1,2,7,1,0,4,15,0.206,0.254,0.365,0.619,72,23,1,0,2,0,0,4/7H5D6,waltodo01 +1632,Andrew Wantz,25,LAA,AL,2,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,wantzan01 +1633,Taylor Ward,27,LAA,AL,65,237,208,33,52,15,0,8,33,1,1,20,55,0.25,0.332,0.438,0.769,107,91,4,6,2,1,0,978/2H,wardta01 +1634,Art Warren,28,CIN,NL,23,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,warrear01 +1635,Austin Warren,25,LAA,AL,4,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,warreau01 +1636,Tony Watson*,36,TOT,MLB,35,1,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,-100,0,0,0,0,0,0,1,watsoto01 +1637,Tony Watson*,36,LAA,AL,9,1,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,-100,0,0,0,0,0,0,1,watsoto01 +1638,Tony Watson*,36,SFG,NL,26,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,watsoto01 +1639,Ryan Weathers,21,SDP,NL,30,28,27,3,4,0,0,1,1,0,0,1,7,0.148,0.179,0.259,0.438,21,7,0,0,0,0,0,1/H,weathry01 +1640,Luke Weaver,27,ARI,NL,13,22,19,1,2,0,0,0,1,0,0,1,12,0.105,0.15,0.105,0.255,-29,2,0,0,2,0,0,1,weavelu01 +1641,Jacob Webb,27,ATL,NL,32,2,2,0,0,0,0,0,0,0,0,0,2,0,0,0,0,-100,0,0,0,0,0,0,1,webbja01 +1642,Logan Webb,24,SFG,NL,26,53,46,7,6,2,1,1,7,0,0,2,21,0.13,0.167,0.283,0.449,19,13,1,0,5,0,0,1/H,webblo01 +1643,Tyler Webb*,30,STL,NL,21,1,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,-100,0,0,0,0,0,0,1,webbty01 +1644,Ryan Weber,30,TOT,MLB,1,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,/1,weberry01 +1645,Ryan Weber,30,MIL,NL,1,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,/1,weberry01 +1646,Jordan Weems*,28,TOT,MLB,3,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,/1,weemsjo01 +1647,Jordan Weems*,28,OAK,AL,1,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,/1,weemsjo01 +1648,Jordan Weems*,28,ARI,NL,2,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,/1,weemsjo01 +1649,Patrick Weigel,26,MIL,NL,3,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,/1,weigepa01 +1650,Colton Welker,23,COL,NL,19,40,37,7,7,1,0,0,2,0,0,3,11,0.189,0.25,0.216,0.466,22,8,1,0,0,0,0,H/53,welkeco01 +1651,Tyler Wells,26,BAL,AL,5,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,wellsty01 +1652,J.B. Wendelken,28,TOT,MLB,18,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,wendejb01 +1653,J.B. Wendelken,28,OAK,AL,2,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,wendejb01 +1654,J.B. Wendelken,28,ARI,NL,16,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,wendejb01 +1655,Joey Wendle*,31,TBR,AL,136,501,460,73,122,31,4,11,54,8,6,28,113,0.265,0.319,0.422,0.741,108,194,9,10,0,3,4,564H,wendljo01 +1656,Zack Wheeler*,31,PHI,NL,32,73,68,1,11,2,0,0,3,0,0,0,39,0.162,0.162,0.191,0.353,-5,13,1,0,5,0,0,1/H,wheelza01 +1657,Eli White,27,TEX,AL,64,220,198,26,35,6,1,6,15,4,3,18,66,0.177,0.259,0.308,0.567,55,61,2,4,0,0,0,789/H4D,whiteel04 +1658,Evan White,25,SEA,AL,30,104,97,8,14,3,0,2,9,0,0,6,31,0.144,0.202,0.237,0.439,23,23,1,1,0,0,0,3,whiteev01 +1659,Mitch White,26,LAD,NL,20,16,15,1,0,0,0,0,0,0,0,1,11,0,0.063,0,0.063,-81,0,0,0,0,0,0,1,whitemi03 +1660,Kodi Whitley,26,STL,NL,24,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,whitlko01 +1661,Garrett Whitlock,25,BOS,AL,4,2,2,0,1,0,0,0,0,0,0,0,1,0.5,0.5,0.5,1,170,1,0,0,0,0,0,1,whitlga01 +1662,Rowan Wick*,28,CHC,NL,20,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,wickro01 +1663,Taylor Widener*,26,ARI,NL,20,18,16,1,1,0,0,0,0,0,0,1,11,0.063,0.118,0.063,0.18,-49,1,0,0,1,0,0,1,widenta01 +1664,Brad Wieck*,29,CHC,NL,14,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,wieckbr01 +1665,Stevie Wilkerson#,29,BAL,AL,30,76,72,5,12,3,0,0,2,2,0,3,30,0.167,0.211,0.208,0.419,16,15,0,1,0,0,0,4/H719,wilkest01 +1666,Devin Williams,26,MIL,NL,55,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,willide03 +1667,Justin Williams*,25,STL,NL,51,137,119,10,19,0,0,4,11,0,1,17,46,0.16,0.27,0.261,0.531,49,31,2,1,0,0,5,97H,williju02 +1668,Luke Williams,24,PHI,NL,58,108,98,8,24,4,0,1,6,2,2,10,23,0.245,0.315,0.316,0.631,72,31,2,0,0,0,0,H8/457369,willilu01 +1669,Mason Williams*,29,NYM,NL,17,37,33,3,7,1,0,1,1,0,1,4,9,0.212,0.297,0.333,0.631,73,11,1,0,0,0,1,8/H7,willima10 +1670,Nick Williams*,27,CHW,AL,4,13,10,2,0,0,0,0,0,0,0,1,4,0,0.231,0,0.231,-28,0,1,2,0,0,0,/7DH,willini01 +1671,Taylor Williams#,29,TOT,NL,10,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,willita01 +1672,Taylor Williams#,29,SDP,NL,4,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,/1,willita01 +1673,Taylor Williams#,29,MIA,NL,6,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,/1,willita01 +1674,Trevor Williams,29,TOT,NL,21,28,25,1,5,0,0,0,1,0,0,1,9,0.2,0.231,0.2,0.431,19,5,0,0,2,0,0,1,willitr01 +1675,Trevor Williams,29,CHC,NL,12,20,18,1,4,0,0,0,1,0,0,1,6,0.222,0.263,0.222,0.485,34,4,0,0,1,0,0,1,willitr01 +1676,Trevor Williams,29,NYM,NL,9,8,7,0,1,0,0,0,0,0,0,0,3,0.143,0.143,0.143,0.286,-21,1,0,0,1,0,0,1,willitr01 +1677,Bryse Wilson,23,TOT,NL,15,25,21,1,1,0,0,0,1,0,0,0,9,0.048,0.091,0.048,0.139,-61,1,0,1,3,0,0,1,wilsobr02 +1678,Bryse Wilson,23,ATL,NL,8,13,12,0,1,0,0,0,0,0,0,0,5,0.083,0.154,0.083,0.237,-34,1,0,1,0,0,0,/1,wilsobr02 +1679,Bryse Wilson,23,PIT,NL,7,12,9,1,0,0,0,0,1,0,0,0,4,0,0,0,0,-100,0,0,0,3,0,0,/1,wilsobr02 +1680,Cody Wilson,24,WSN,NL,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,-100,0,0,0,0,0,0,/H,wilsoco01 +1681,Jacob Wilson,30,TOT,AL,12,21,20,3,3,1,1,0,1,0,0,1,3,0.15,0.19,0.3,0.49,33,6,1,0,0,0,0,/54H7,wilsoja04 +1682,Jacob Wilson,30,OAK,AL,6,7,7,1,1,0,0,0,0,0,0,0,1,0.143,0.143,0.143,0.286,-19,1,0,0,0,0,0,/4H57,wilsoja04 +1683,Jacob Wilson,30,HOU,AL,6,14,13,2,2,1,1,0,1,0,0,1,2,0.154,0.214,0.385,0.599,60,5,1,0,0,0,0,/54,wilsoja04 +1684,Justin Wilson*,33,TOT,MLB,20,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,wilsoju10 +1685,Justin Wilson*,33,CIN,NL,20,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,wilsoju10 +1686,Jesse Winker*,27,CIN,NL,110,485,423,77,129,32,1,24,71,1,0,53,75,0.305,0.394,0.556,0.949,143,235,14,9,0,0,1,7/DH98,winkeje01 +1687,Dan Winkler,31,CHC,NL,45,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,-100,0,0,0,0,0,0,1,winklda01 +1688,Patrick Wisdom,29,CHC,NL,106,375,338,54,78,13,0,28,61,4,1,32,153,0.231,0.305,0.518,0.823,117,175,7,4,0,0,1,57H3/9,wisdopa01 +1689,Matt Wisler,28,TOT,MLB,19,1,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,-100,0,0,0,0,0,0,1,wislema01 +1690,Matt Wisler,28,SFG,NL,18,1,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,-100,0,0,0,0,0,0,1,wislema01 +1691,Matt Wisler,28,TBR,AL,1,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,wislema01 +1692,Nick Wittgren,30,CLE,AL,3,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,wittgni01 +1693,Tony Wolters*,29,CHC,NL,14,30,24,3,3,0,0,0,0,0,1,5,12,0.125,0.276,0.125,0.401,14,3,1,0,1,0,0,/2H47,wolteto01 +1694,Connor Wong,25,BOS,AL,6,14,13,3,4,1,1,0,1,0,0,1,7,0.308,0.357,0.538,0.896,135,7,0,0,0,0,0,/2HD,wongco01 +1695,Kean Wong*,26,LAA,AL,32,66,60,3,10,2,1,0,6,0,1,2,17,0.167,0.194,0.233,0.427,16,14,0,0,4,0,0,H4/579,wongke01 +1696,Kolten Wong*,30,MIL,NL,116,492,445,70,121,32,2,14,50,12,5,31,83,0.272,0.335,0.447,0.783,110,199,2,13,0,3,1,*4/H,wongko01 +1697,Alex Wood,30,SFG,NL,24,47,38,0,0,0,0,0,0,0,1,5,26,0,0.116,0,0.116,-64,0,0,0,4,0,0,1,woodal02 +1698,Jake Woodford,24,STL,NL,24,20,18,0,2,0,0,0,0,0,0,0,9,0.111,0.111,0.111,0.222,-38,2,0,0,2,0,0,1,woodfja01 +1699,Brandon Woodruff*,28,MIL,NL,28,58,52,0,6,0,0,0,2,0,0,3,28,0.115,0.164,0.115,0.279,-22,6,0,0,3,0,0,1,woodrbr01 +1700,Brandon Workman,32,TOT,MLB,11,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,workmbr01 +1701,Brandon Workman,32,CHC,NL,10,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,workmbr01 +1702,Brandon Workman,32,BOS,AL,1,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,workmbr01 +1703,Kyle Wright,25,ATL,NL,2,3,3,1,1,1,0,0,0,0,0,0,1,0.333,0.333,0.667,1,156,2,0,0,0,0,0,/1,wrighky01 +1704,Austin Wynns,30,BAL,AL,45,139,130,14,24,4,0,4,14,1,0,8,31,0.185,0.232,0.308,0.54,46,40,6,0,1,0,0,2/3D1H,wynnsau01 +1705,Miguel Yajure,23,PIT,NL,3,3,3,0,0,0,0,0,0,0,0,0,3,0,0,0,0,-100,0,0,0,0,0,0,/1,yajurmi01 +1706,Jordan Yamamoto,25,NYM,NL,2,2,2,0,1,0,0,0,0,0,0,0,1,0.5,0.5,0.5,1,177,1,0,0,0,0,0,/1,yamamjo01 +1707,Hyeon-jong Yang*,33,TEX,AL,1,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,yanghy01 +1708,Ryan Yarbrough,29,TBR,AL,2,4,4,0,0,0,0,0,0,0,0,0,2,0,0,0,0,-100,0,0,0,0,0,0,1,yarbrry01 +1709,Eric Yardley,30,MIL,NL,17,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,yardler01 +1710,Mike Yastrzemski*,30,SFG,NL,139,532,468,75,105,28,3,25,71,4,0,51,131,0.224,0.311,0.457,0.768,106,214,3,9,1,3,4,*98H,yastrmi01 +1711,Christian Yelich*,29,MIL,NL,117,475,399,70,99,19,2,9,51,9,3,70,113,0.248,0.362,0.373,0.736,101,149,5,3,0,3,5,7H/D9,yelicch01 +1712,Huascar Ynoa,23,ATL,NL,18,32,32,3,7,1,0,2,6,0,0,0,15,0.219,0.219,0.438,0.656,68,14,0,0,0,0,0,1,ynoahu01 +1713,Alex Young*,27,TOT,MLB,29,4,4,0,0,0,0,0,0,0,0,0,4,0,0,0,0,-100,0,0,0,0,0,0,1,youngal01 +1714,Alex Young*,27,ARI,NL,29,4,4,0,0,0,0,0,0,0,0,0,4,0,0,0,0,-100,0,0,0,0,0,0,1,youngal01 +1715,Andrew Young,27,ARI,NL,58,104,91,13,19,7,0,6,15,0,0,6,45,0.209,0.298,0.484,0.782,107,44,3,6,0,1,0,H4/5D7,youngan02 +1716,Seby Zavala,27,CHW,AL,37,104,93,15,17,3,0,5,15,0,0,6,41,0.183,0.24,0.376,0.616,65,35,1,1,4,0,0,2/HD,zavalse01 +1717,Bradley Zimmer*,28,CLE,AL,99,348,299,44,68,9,1,8,35,15,3,30,122,0.227,0.325,0.344,0.669,85,103,3,15,0,4,0,89/H7D,zimmebr01 +1718,Kyle Zimmer,29,KCR,AL,3,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,0,0,0,0,0,0,1,zimmeky01 +1719,Ryan Zimmerman,36,WSN,NL,110,273,255,27,62,16,0,14,46,0,0,16,77,0.243,0.286,0.471,0.756,104,120,9,0,0,2,0,H3/D,zimmery01 +1720,Bruce Zimmermann*,26,BAL,AL,2,4,4,0,0,0,0,0,0,0,0,0,3,0,0,0,0,-100,0,0,0,0,0,0,1,zimmebr02 +1721,Jordan Zimmermann,35,MIL,NL,2,1,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,-100,0,0,0,0,0,0,/1,zimmejo02 +1722,Tyler Zuber,26,KCR,AL,1,1,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,-100,0,0,0,0,0,0,1,zuberty01 +1723,Mike Zunino,30,TBR,AL,109,375,333,64,72,11,2,33,62,0,0,34,132,0.216,0.301,0.559,0.86,136,186,7,7,0,1,0,2/H,zuninmi01 diff --git a/posts/bayes/bayes.png b/posts/bayes/bayes.png new file mode 100644 index 0000000..5d4e6f3 Binary files /dev/null and b/posts/bayes/bayes.png differ diff --git a/posts/bayes/bayes.qmd b/posts/bayes/bayes.qmd new file mode 100644 index 0000000..f1f96d6 --- /dev/null +++ b/posts/bayes/bayes.qmd @@ -0,0 +1,160 @@ +--- +title: "Modeling Naturally Occuring Hierarchies with Bayes" +author: "Joey Couse" +date: "2022-09-01" +description: "When a simple t-Test won't do - think bayesian" +draft: true +image: bayes.png +categories: + - demo + - bayesian +execute: + message: false + echo: true + warning: false +--- + + +```{r} +#| include: false + +library(tidyverse) +library(brms) +library(gt) + +``` + +![](bayes.png) + +## What is a Hierarchical Model? + +Hierarchies are pervasive in the natural work and modeling these relationship can yield rich and powerful analysis. + +Most students aren't exposed to the ideas of hierarchical modeling in traditional statistics curriculum. Bayesian hierarchical modeling helps illuminate complex relationships simultaneously without the pitfalls of multiple comparison testing from frequentist methods [^1]. + +[^1]: If you aren't familiar with the pitfalls of multiple comparison testing suggest you read [Multiple Comparisons Problem](https://en.wikipedia.org/wiki/Multiple_comparisons_problem) + +Hierarchy is everywhere: + +$$ +household \rightarrow neighborhood \rightarrow town/city \rightarrow county \rightarrow state +$$ + +$$ +player \rightarrow team \rightarrow division \rightarrow conference \rightarrow league +$$ + +$$ +student \rightarrow class \rightarrow school \rightarrow district +$$ +Hierarchical models account for chained dependencies within our data, and as a result more appropriately represent our intuitive understanding of these relationships. These dependencies are represented with group-level parameters e.g. a group intercept, and inform lower level parameter estimates. + +When we account for hierarchy in our statistical modeling we can answer comprehensive questions about our data without the need for multiple tests. We can directly model all relationships simultaneously and utilize all the available data without aggregation. + +Hierarchical models aren't exclusive to Bayesian statistics [^2], though I think Bayesian models provide much richer and intuitive interpretations of model parameters (can someone explain a confidence interval again?). + +[^2]: To learn more about the frequentist version of hierarchical models [Random Effects model](https://en.wikipedia.org/wiki/Random_effects_model) + +## How to do Hierachical Modeling with R + +I'll demonstrate the benefits of hierarchical modeling using a data set of baseball player's batting average from the 2022 season publicly available [here](https://www.baseball-reference.com/leagues/majors/2021-standard-batting.shtml). I'll be using a suite of packages known as the [tidyverse](https://www.tidyverse.org/) from the R language. + + +First I'll begin by reading in the dataset using the `read_csv` function. +```{r} + +df_raw <- + read_csv("baseball_stats_2021.csv", name_repair = janitor::make_clean_names) |> + select(name, + team = tm, + at_bats = ab, + hits = h, + position = pos_summary, + name_additional + ) + +df_raw |> + head(10) |> + gt() |> + cols_label(name = md("**Name**"), + team = md("**Team**"), + at_bats = md("**At Bats**"), + hits = md("**Hits**"), + position = md("**Position**"), + name_additional = md("**Name Id**")) + +``` + +We have several players with zero at bats, and low sample sizes won't provide adequate precision especially since batting averages are typically \< 0.5. I'm going to arbitrarily filter to include only players with at least 20 at bats for this reason. (Some more in depth analysis could be done to address this issue but is beyond the scope of this blog post). + +- The "/" symbol is used to denote when a player has played less than 10 games that that position, so I'm going to remove these from the position column. + +- There is "D" or "H" designation for a designated hitter and pinch-hitters, and since I'm not a baseball expert I'm going to strip those from the positions. + +- If a player plays multiple positions they have multiple numbers associated with their position e.g. (54, 5 means third baseman; 4 means second baseman). I'm pretty sure they are in listed in the number of games played at that position so I'm going to simplify and only use their most common position. + +```{r} +# Create look-up table of position numbers to position name +position_numbers <- + tribble(~position_number, ~position_name, + 1, "pitcher", + 2, "catcher", + 3, "first_baseman", + 4, "second_baseman", + 5, "third_baseman", + 6, "shortstop", + 7, "left_fielder", + 8, "center_fielder", + 9, "right_fielder") + +df_clean <- + df_raw |> + mutate(position = str_remove(position, regex("(?=\\/).*")), + position = str_remove(position, regex("[^a-zA-Z0-9]")), + position = str_remove_all(position, regex("[HD]")), + position = str_sub(position, 1,1 ), + position = as.numeric(position))|> + filter(!is.na(position), + position != 0, + at_bats >= 20)|> + left_join(position_numbers, by = c("position" = "position_number")) |> + select(-position) + +head(df_clean, 10) |> + gt() |> + cols_label(name = md("**Name**"), + team = md("**Team**"), + at_bats = md("**At Bats**"), + hits = md("**Hits**"), + position_name = md("**Position**"), + name_additional = md("**Name Id**")) + +``` + +This is looking good! Though, there is the case when a player plays for multiple teams in one season so we'll aggregate based on based on the player - position pair. + +```{r} + +at_bats <- + df_clean |> + group_by(name, name_additional, position_name) |> + summarise(at_bats = sum(at_bats), + hits = sum(hits)) |> + mutate(name = str_remove_all(name, "[^a-zA-z\\s]")) |> + ungroup() + +at_bats |> + slice_head(n = 10) |> + gt() |> + cols_label(name = md("**Name**"), + name_additional = md("**Name Id**"), + position_name = md("**Position**"), + at_bats = md("**At Bats**"), + hits = md("**Hits**") + ) + +``` + +Great, after aggregating we have our data formatted appropriately for a binomial model. + +To give some intuition on how hierarchical models work, \ No newline at end of file diff --git a/posts/bayes/blog.css b/posts/bayes/blog.css new file mode 100644 index 0000000..2c9bb65 --- /dev/null +++ b/posts/bayes/blog.css @@ -0,0 +1,4 @@ + +.sourceCode r{ +height: 200px; +} diff --git a/posts/data_hierarchy_of_needs/index.qmd b/posts/data_hierarchy_of_needs/index.qmd index 872086d..db27bb9 100644 --- a/posts/data_hierarchy_of_needs/index.qmd +++ b/posts/data_hierarchy_of_needs/index.qmd @@ -1,29 +1,29 @@ ---- -title: "Opinion: The Data Hierarchy of Needs in the AF" -author: "Joey Couse" -date: "2022-08-05" -description: "Why we should start counting things before we try to predict them" -freeze: true -image: data_needs.png -categories: - - opinion ---- - -![](data_needs.png) - -A wise analyst once said "data science is 99% counting things, and sometimes dividing". - -Whenever I hear about AI or deep learning in the AF, I can't help but roll my eyes. Those are at the top of the pyramid! Developing, deploying, and maintaining advanced models must build on a extremely strong and robust lower level data cleaning, aggregation, and pipe-lining. Although, flashy and enticing we aren't ready for AI in the AF. - -IMO large investments must be made in the boring stuff. Database management and integration - cloud storage and process consolidation. Navigating 10+ disconnected and individually contracted database systems is not realistically manageable. Not doing the boring stuff right has a negative effect on our ability to observe, orient, and decide. Furthermore, it doesn't seem that any of these contractors have any incentive to collaborate. Consolidation means loss of business. - -Before, we jump the gun to AI. We need to `glimpse()` and `summarise()` what we already have. We need to deepen our knowledge of our current processes - we can't optimize what we don't understand. Which brings me back to my first point - counting. The easiest and often greatest insights into a process are usually the result of a simple count. - - - How many people are doing xyz? - - How many times is xyz done per month? - - How often does xyz happen? - - etc. - -Graduating from USAFA and serving in the Air Force are among my greatest life accomplishments, and I desperately want to contribute to this country which has truly blessed me and my family with opportunity. But I'll admit, I question if this is best way and every time I read a headline to the tune of "How the Air Force is using AI to ..." I feel that much more disconnected from the larger organization. - -The gov't and military have the most motivating challenges for any data scientist. Your work directly contributes to the safety and security of our nation, not to the pockets of shareholders. I believe younger generations feel more obligated to serve in roles that benefit society, and the public sector has the strongest pitch. But we need to be empowered - data is the present and future -- can we get a handle on ours? +--- +title: "Opinion: The Data Hierarchy of Needs in the AF" +author: "Joey Couse" +date: "2022-08-05" +description: "Why we should start counting things before we try to predict them" +freeze: true +image: data_needs.png +categories: + - opinion +--- + +![](data_needs.png) + +A wise analyst once said "data science is 99% counting things, and sometimes dividing". + +Whenever I hear about AI or deep learning in the AF, I can't help but roll my eyes. Those are at the top of the pyramid! Developing, deploying, and maintaining advanced models must build on a extremely strong and robust lower level data cleaning, aggregation, and pipe-lining. Although, flashy and enticing we aren't ready for AI in the AF. + +IMO large investments must be made in the boring stuff. Database management and integration - cloud storage and process consolidation. Navigating 10+ disconnected and individually contracted database systems is not realistically manageable. Not doing the boring stuff right has a negative effect on our ability to observe, orient, and decide. Furthermore, it doesn't seem that any of these contractors have any incentive to collaborate. Consolidation means loss of business. + +Before, we jump the gun to AI. We need to `glimpse()` and `summarise()` what we already have. We need to deepen our knowledge of our current processes - we can't optimize what we don't understand. Which brings me back to my first point - counting. The easiest and often greatest insights into a process are usually the result of a simple count. + + - How many people are doing xyz? + - How many times is xyz done per month? + - How often does xyz happen? + - etc. + +Graduating from USAFA and serving in the Air Force are among my greatest life accomplishments, and I desperately want to contribute to this country which has truly blessed me and my family with opportunity. But I'll admit, I question if this is best way and every time I read a headline to the tune of "How the Air Force is using AI to ..." I feel that much more disconnected from the larger organization. + +The gov't and military have the most motivating challenges for any data scientist. Your work directly contributes to the safety and security of our nation, not to the pockets of shareholders. I believe younger generations feel more obligated to serve in roles that benefit society, and the public sector has the strongest pitch. But we need to be empowered - data is the present and future -- can we get a handle on ours? diff --git a/posts/unsolicited_opinion/cool_joey.jpeg b/posts/unsolicited_opinion/cool_joey.jpeg new file mode 100644 index 0000000..b11af23 Binary files /dev/null and b/posts/unsolicited_opinion/cool_joey.jpeg differ diff --git a/posts/unsolicited_opinion/index.qmd b/posts/unsolicited_opinion/index.qmd new file mode 100644 index 0000000..27146b5 --- /dev/null +++ b/posts/unsolicited_opinion/index.qmd @@ -0,0 +1,35 @@ +--- +title: "My Experience as an AF Data Scientist
Part One: Software, Infrastructure, and Data" +author: "Joey Couse" +date: "2023-12-07" +description: "A JMO's unsolicited opinion and experience as a young technical officer in the enormous labyrinth of the military-industrial complex" +image: cool_joey.jpeg +categories: + - opinion +--- + +![](cool_joey.jpeg) + + For me transitioning from the Air Force is a bittersweet moment, being blessed with an amazing education and stable income (and a 2.25% Covid-era mortgage) has made life easier for me and my wife than most, and for that I'm truly grateful. +But ultimately I decided it was best for me and my young family to transition to the private-sector, and with that comes a certain freedom to post your opinion on the internet without the fear that your next assignment will be at Minot AFB. + +I wanted to share my experience as a junior military officer (JMO) in a technical career field and discuss my frustrations and successes and give my very unqualified opinion on how things should change. + +I'll be breaking this down into a series with key-themes: + +1. Access to high-quality software and infrastructure +2. Becoming a middle-level manager (The good and the bad) +3. Compelling work and leadership that understands technology +4. Final thoughts and what's next for me + + The first thing that immediately frustrated me when coming on to my first (and only) active-duty assignment, was the lack of quality software, infrastructure, and data. Procuring basic freeware (R, Python, PowerBI, etc) became an enormous burden of scanning through every U.S. gov't agencies' software approval site for a letter that an important person signed that allowed you to do your job. Not to mention access to the myriad of different sites requires four-different signatures, and setting a 27 digit username and password that expires every 5 days. Anyone who has worked on getting basic software installed on a gov't computer knows this pain. Not to mention the non-sense way the AF makes you track the number of "licenses" you can have for free-ware. Worst of all, the people with the admin-rights to install software aren't even military or civilian employees, but random contractors that have no interest ensuring you have the software you need to do your job, but instead actively resist at all cost to protect against any perceived risk. + + We have to do better, and regularly review and approve new software so our people can be the most effective and productive scientists, and not be stuck with versions of 5-7 year old software. Additionally, we need to ensure our people have access to recent packages and libraries that make life easier, which is often it's own problem. Dependency management is an absolute nightmare in and the "It works on my computer" problem is persistent across anyone programming or using software in the Air Force. + + Software, however, is just one piece of the picture. We need the digital infrastructure to move product off of personal laptops and into cloud environments where they can be easily run and shared. Having built a variety of simple apps, dashboards, and the like it's always been a nightmare to share and run apps. Between find a hosting platform and getting the required licenses it's incredibly frustrating and prevents insights from getting into the hands of the decision makers that need them. Though the Air Force has made some improvements in this regard, the systems are less than user-friendly and suffer from the same software issues as above (e.g. building app with R 4.1 but the cloud only runs 3.6). The current analytic cloud platform of choice for the AF is a Palantir Foundry instance, however it encourages heavy use of their own built-in apps with point and click GUI interfaces. Almost everything is abstracted away behind settings, drop-downs, and menus. As a result, we teach our people how to make simple bar graphs in a proprietary software, not true analytic skills. Not to mention the mess of access control that prevents our own active-duty people from accessing the data they need. This is not inspiring work for our analysts, whom are often way over-qualified to be building dashboards with simple summary statistics. + + The Air Force often broadcasts the need to develop advanced AI technology, but fundamentally lacks the software and infrastructure to do so. We have incredibly talented and smart people among our ranks but we don't give them to tools to be successful or to create meaningful products and analysis. There's no place to put a docker container for a model API, or a means to train a deep-learning model with GPUs. We are stuck with boring reports, slide-decks, or a glorified bar-graph dashboard. We can and need to do better, our people are capable of much more. (BTW I had originally intended to include data in this topic, but in short it's a complete mess of stovepipes and silos). Stay tuned for my next topic - becoming a middle-level manager. + + + + diff --git a/posts/welcome/index.qmd b/posts/welcome/index.qmd index 287621c..3c21ffb 100644 --- a/posts/welcome/index.qmd +++ b/posts/welcome/index.qmd @@ -1,14 +1,14 @@ ---- -title: "Welcome To My Blog" -author: "Joey Couse" -date: "2022-08-01" -description: "My first blog post" -image: first_post.jpg -categories: - - news ---- - -![](first_post.jpg) - - +--- +title: "Welcome To My Blog" +author: "Joey Couse" +date: "2022-08-01" +description: "My first blog post" +image: first_post.jpg +categories: + - news +--- + +![](first_post.jpg) + + Hello and welcome to my blog! I'll be sharing techniques, fun data science news, and some of my general thoughts on data science in the Air Force. \ No newline at end of file