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Plotting your data with ggplot in R

Getting started

Install R (about 1 minute): download here

Install RStudio (about 1 minute): download here

Install ggplot (about 1.5 minutes):

  • open RStudio
  • type into the console in RStudio: install.packages('tidyverse') and hit enter
  • If it asks "Do you want to install from sources the packages which need compilation?" type no and hit enter

Examples

1 Most simple example

library(tidyverse)
x<- c(1, 2, 5, 1, 7, 3, 2, 4, 5, 7, 0, 3, 1)
y<- c(0, 4, 7, 4, 8, 2, 6, 3, 5, 4, 2, 7, 1)
df<- tibble(x, y) # ggplot needs data in data frame format
ggplot(df, aes(x, y)) + geom_point() # scatterplot

2 Commute data set example

See here. We will go through this example step by step. It's going to be fun!

3 Full cycle example

This example doesn't exist yet -- Getting the data into the right shape for plotting is a skill on its own, so this could become the content of for a future workshop.

Full cycle:

  1. Load data
  2. Reshape data
  3. Plot data

Resources

(Subjective selection)

If I get stuck with a ggplot problem, I often just use google (for example "ggplot change order of colors"). Usually very efficient; leads you often to helpful answers on stackoverflow (example).

ggplot cheat sheet

introduction to ggplot by the master himself

another comprehensive introduction (1)

another comprehensive introduction (2)

examples with code (1)

examples with code (2)

ggplot main page

bad plots

About

No description, website, or topics provided.

Resources

Stars

2 stars

Watchers

2 watching

Forks

Releases

Packages

Contributors

Languages

, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Add copy buttons to all
 blocks\n(function() {\n function addCopyButtons() {\n document.querySelectorAll('pre code').forEach(function(codeBlock) {\n if (codeBlock.parentElement.hasAttribute('data-copy-added')) return;\n codeBlock.parentElement.setAttribute('data-copy-added', 'true');\n \n var btn = document.createElement('button');\n btn.textContent = 'Copy';\n btn.style.cssText = 'position:absolute;top:4px;right:4px;padding:2px 8px;font-size:11px;background:#4ecdc4;border:none;border-radius:4px;color:#1a1a2e;cursor:pointer;opacity:0.7;transition:opacity 0.2s;';\n btn.onmouseover = function() { this.style.opacity = '1'; };\n btn.onmouseout = function() { this.style.opacity = '0.7'; };\n btn.onclick = function() {\n navigator.clipboard.writeText(codeBlock.textContent).then(function() {\n btn.textContent = 'Copied!';\n setTimeout(function() { btn.textContent = 'Copy'; }, 1500);\n });\n };\n codeBlock.parentElement.style.position = 'relative';\n codeBlock.parentElement.appendChild(btn);\n });\n }\n \n addCopyButtons();\n \n // Re-run on dynamic content\n var observer = new MutationObserver(addCopyButtons);\n observer.observe(document.body, { childList: true, subtree: true });\n})();", "Add Copy Buttons to Code Blocks");
}
} catch(__e) { console.warn('[Userscript:Add Copy Buttons to Code Blocks]', __e); }
})();
(function(){
try {
var __m = "github.com";
var __re = new RegExp('^' + "github\\.com" + '
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Plotting your data with ggplot in R

Getting started

Install R (about 1 minute): download here

Install RStudio (about 1 minute): download here

Install ggplot (about 1.5 minutes):

  • open RStudio
  • type into the console in RStudio: install.packages('tidyverse') and hit enter
  • If it asks "Do you want to install from sources the packages which need compilation?" type no and hit enter

Examples

1 Most simple example

library(tidyverse)
x<- c(1, 2, 5, 1, 7, 3, 2, 4, 5, 7, 0, 3, 1)
y<- c(0, 4, 7, 4, 8, 2, 6, 3, 5, 4, 2, 7, 1)
df<- tibble(x, y) # ggplot needs data in data frame format
ggplot(df, aes(x, y)) + geom_point() # scatterplot

2 Commute data set example

See here. We will go through this example step by step. It's going to be fun!

3 Full cycle example

This example doesn't exist yet -- Getting the data into the right shape for plotting is a skill on its own, so this could become the content of for a future workshop.

Full cycle:

  1. Load data
  2. Reshape data
  3. Plot data

Resources

(Subjective selection)

If I get stuck with a ggplot problem, I often just use google (for example "ggplot change order of colors"). Usually very efficient; leads you often to helpful answers on stackoverflow (example).

ggplot cheat sheet

introduction to ggplot by the master himself

another comprehensive introduction (1)

another comprehensive introduction (2)

examples with code (1)

examples with code (2)

ggplot main page

bad plots

About

No description, website, or topics provided.

Resources

Stars

2 stars

Watchers

2 watching

Forks

Releases

Packages

Contributors

Languages

, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Force GitHub README to respect dark mode\n(function() {\n var style = document.createElement('style');\n style.textContent = '\n .markdown-body {\n color-scheme: dark light;\n }\n .markdown-body pre { background: #161b22 !important; }\n .markdown-body code { background: rgba(110, 118, 129, 0.4) !important; }\n .markdown-body table th, .markdown-body table td { border-color: #30363d !important; }\n .markdown-body img { background: #0d1117; }\n .markdown-body blockquote { border-left-color: #8b949e; }\n .markdown-body hr { border-color: #30363d; }\n ';\n document.head.appendChild(style);\n})();", "GitHub Dark Mode README Fix"); } } catch(__e) { console.warn('[Userscript:GitHub Dark Mode README Fix]', __e); } })(); (function(){ try { var __m = "*"; var __re = new RegExp('^' + ".*" + '
Skip to content

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55 Commits

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Plotting your data with ggplot in R

Getting started

Install R (about 1 minute): download here

Install RStudio (about 1 minute): download here

Install ggplot (about 1.5 minutes):

  • open RStudio
  • type into the console in RStudio: install.packages('tidyverse') and hit enter
  • If it asks "Do you want to install from sources the packages which need compilation?" type no and hit enter

Examples

1 Most simple example

library(tidyverse)
x<- c(1, 2, 5, 1, 7, 3, 2, 4, 5, 7, 0, 3, 1)
y<- c(0, 4, 7, 4, 8, 2, 6, 3, 5, 4, 2, 7, 1)
df<- tibble(x, y) # ggplot needs data in data frame format
ggplot(df, aes(x, y)) + geom_point() # scatterplot

2 Commute data set example

See here. We will go through this example step by step. It's going to be fun!

3 Full cycle example

This example doesn't exist yet -- Getting the data into the right shape for plotting is a skill on its own, so this could become the content of for a future workshop.

Full cycle:

  1. Load data
  2. Reshape data
  3. Plot data

Resources

(Subjective selection)

If I get stuck with a ggplot problem, I often just use google (for example "ggplot change order of colors"). Usually very efficient; leads you often to helpful answers on stackoverflow (example).

ggplot cheat sheet

introduction to ggplot by the master himself

another comprehensive introduction (1)

another comprehensive introduction (2)

examples with code (1)

examples with code (2)

ggplot main page

bad plots

About

No description, website, or topics provided.

Resources

Stars

2 stars

Watchers

2 watching

Forks

Releases

Packages

Contributors

Languages

, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Highlight search terms from Google/DuckDuckGo/Bing referrer\n(function() {\n var ref = document.referrer;\n var terms = [];\n \n if (ref.includes('google.com') || ref.includes('duckduckgo.com') || ref.includes('bing.com')) {\n var url = new URL(ref);\n var q = url.searchParams.get('q') || url.searchParams.get('p');\n if (q) {\n terms = q.split(/\\s+/).filter(function(t) { return t.length > 2; });\n }\n }\n \n if (terms.length === 0) return;\n \n var style = document.createElement('style');\n style.textContent = '.userscript-highlight { background: #fbbf24; color: #1a1a2e; padding: 1px 3px; border-radius: 2px; }';\n document.head.appendChild(style);\n \n function highlight(node) {\n if (node.nodeType === 3) { // text node\n var text = node.textContent;\n var found = false;\n terms.forEach(function(term) {\n var regex = new RegExp('(' + term.replace(/[.*+?^${}()|[\\]\\\\]/g, '\\\\') + ')', 'gi');\n if (regex.test(text)) {\n found = true;\n var frag = document.createDocumentFragment();\n var parts = text.split(regex);\n parts.forEach(function(part, i) {\n if (i % 2 === 0) {\n frag.appendChild(document.createTextNode(part));\n } else {\n var span = document.createElement('span');\n span.className = 'userscript-highlight';\n span.textContent = part;\n frag.appendChild(span);\n }\n });\n node.parentNode.replaceChild(frag, node);\n }\n });\n } else if (node.nodeType === 1 && node.childNodes) { // element\n var skipTags = ['SCRIPT', 'STYLE', 'NOSCRIPT', 'TEXTAREA', 'INPUT', 'SELECT'];\n if (!skipTags.includes(node.tagName)) {\n Array.from(node.childNodes).forEach(highlight);\n }\n }\n }\n \n highlight(document.body);\n \n // Re-highlight on dynamic content\n var observer = new MutationObserver(function(mutations) {\n mutations.forEach(function(m) {\n m.addedNodes.forEach(function(node) {\n if (node.nodeType === 1 || node.nodeType === 3) highlight(node);\n });\n });\n });\n observer.observe(document.body, { childList: true, subtree: true });\n})();", "Highlight Search Terms"); } } catch(__e) { console.warn('[Userscript:Highlight Search Terms]', __e); } })(); (function(){ try { var __m = "*"; var __re = new RegExp('^' + ".*" + '
Skip to content

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Plotting your data with ggplot in R

Getting started

Install R (about 1 minute): download here

Install RStudio (about 1 minute): download here

Install ggplot (about 1.5 minutes):

  • open RStudio
  • type into the console in RStudio: install.packages('tidyverse') and hit enter
  • If it asks "Do you want to install from sources the packages which need compilation?" type no and hit enter

Examples

1 Most simple example

library(tidyverse)
x<- c(1, 2, 5, 1, 7, 3, 2, 4, 5, 7, 0, 3, 1)
y<- c(0, 4, 7, 4, 8, 2, 6, 3, 5, 4, 2, 7, 1)
df<- tibble(x, y) # ggplot needs data in data frame format
ggplot(df, aes(x, y)) + geom_point() # scatterplot

2 Commute data set example

See here. We will go through this example step by step. It's going to be fun!

3 Full cycle example

This example doesn't exist yet -- Getting the data into the right shape for plotting is a skill on its own, so this could become the content of for a future workshop.

Full cycle:

  1. Load data
  2. Reshape data
  3. Plot data

Resources

(Subjective selection)

If I get stuck with a ggplot problem, I often just use google (for example "ggplot change order of colors"). Usually very efficient; leads you often to helpful answers on stackoverflow (example).

ggplot cheat sheet

introduction to ggplot by the master himself

another comprehensive introduction (1)

another comprehensive introduction (2)

examples with code (1)

examples with code (2)

ggplot main page

bad plots

About

No description, website, or topics provided.

Resources

Stars

2 stars

Watchers

2 watching

Forks

Releases

Packages

Contributors

Languages

, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Strip utm_, fbclid, gclid, etc. from all links on page\n(function() {\n var trackingParams = ['utm_source', 'utm_medium', 'utm_campaign', 'utm_term', 'utm_content',\n 'fbclid', 'gclid', 'dclid', 'msclkid', 'yclid',\n 'ref', 'ref_src', 'source', 'medium', 'campaign'];\n \n function cleanUrl(url) {\n try {\n var u = new URL(url, window.location.origin);\n var changed = false;\n trackingParams.forEach(function(p) {\n if (u.searchParams.has(p)) {\n u.searchParams.delete(p);\n changed = true;\n }\n });\n return changed ? u.toString() : url;\n } catch (e) {\n return url;\n }\n }\n \n function cleanLinks() {\n document.querySelectorAll('a[href]').forEach(function(a) {\n var clean = cleanUrl(a.href);\n if (clean !== a.href) a.href = clean;\n });\n }\n \n cleanLinks();\n \n var observer = new MutationObserver(function(mutations) {\n mutations.forEach(function(m) {\n m.addedNodes.forEach(function(node) {\n if (node.nodeType === 1) {\n if (node.tagName === 'A') cleanLinks();\n node.querySelectorAll('a[href]').forEach(function(a) {\n var clean = cleanUrl(a.href);\n if (clean !== a.href) a.href = clean;\n });\n }\n });\n });\n });\n observer.observe(document.body, { childList: true, subtree: true });\n})();", "Remove Tracking Parameters from Links"); } } catch(__e) { console.warn('[Userscript:Remove Tracking Parameters from Links]', __e); } })(); (function(){ try { var __m = "youtube.com"; var __re = new RegExp('^' + "youtube\\.com" + '
Skip to content

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Plotting your data with ggplot in R

Getting started

Install R (about 1 minute): download here

Install RStudio (about 1 minute): download here

Install ggplot (about 1.5 minutes):

  • open RStudio
  • type into the console in RStudio: install.packages('tidyverse') and hit enter
  • If it asks "Do you want to install from sources the packages which need compilation?" type no and hit enter

Examples

1 Most simple example

library(tidyverse)
x<- c(1, 2, 5, 1, 7, 3, 2, 4, 5, 7, 0, 3, 1)
y<- c(0, 4, 7, 4, 8, 2, 6, 3, 5, 4, 2, 7, 1)
df<- tibble(x, y) # ggplot needs data in data frame format
ggplot(df, aes(x, y)) + geom_point() # scatterplot

2 Commute data set example

See here. We will go through this example step by step. It's going to be fun!

3 Full cycle example

This example doesn't exist yet -- Getting the data into the right shape for plotting is a skill on its own, so this could become the content of for a future workshop.

Full cycle:

  1. Load data
  2. Reshape data
  3. Plot data

Resources

(Subjective selection)

If I get stuck with a ggplot problem, I often just use google (for example "ggplot change order of colors"). Usually very efficient; leads you often to helpful answers on stackoverflow (example).

ggplot cheat sheet

introduction to ggplot by the master himself

another comprehensive introduction (1)

another comprehensive introduction (2)

examples with code (1)

examples with code (2)

ggplot main page

bad plots

About

No description, website, or topics provided.

Resources

Stars

2 stars

Watchers

2 watching

Forks

Releases

Packages

Contributors

Languages

, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Auto-enable theater mode on YouTube\n(function() {\n function tryTheater() {\n var btn = document.querySelector('button[aria-label=\"Theater mode\"], ytd-player #player button[title=\"Theater mode\"]');\n if (btn && !btn.classList.contains('activated')) {\n btn.click();\n }\n }\n \n // Try immediately\n tryTheater();\n \n // Try after navigation (SPA)\n var lastUrl = location.href;\n setInterval(function() {\n if (location.href !== lastUrl) {\n lastUrl = location.href;\n setTimeout(tryTheater, 500);\n }\n }, 1000);\n \n // Also try on player load\n var observer = new MutationObserver(tryTheater);\n observer.observe(document.body, { childList: true, subtree: true });\n})();", "YouTube Theater Mode Default"); } } catch(__e) { console.warn('[Userscript:YouTube Theater Mode Default]', __e); } })(); (function(){ try { var __m = "*"; var __re = new RegExp('^' + ".*" + '
Skip to content

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Plotting your data with ggplot in R

Getting started

Install R (about 1 minute): download here

Install RStudio (about 1 minute): download here

Install ggplot (about 1.5 minutes):

  • open RStudio
  • type into the console in RStudio: install.packages('tidyverse') and hit enter
  • If it asks "Do you want to install from sources the packages which need compilation?" type no and hit enter

Examples

1 Most simple example

library(tidyverse)
x<- c(1, 2, 5, 1, 7, 3, 2, 4, 5, 7, 0, 3, 1)
y<- c(0, 4, 7, 4, 8, 2, 6, 3, 5, 4, 2, 7, 1)
df<- tibble(x, y) # ggplot needs data in data frame format
ggplot(df, aes(x, y)) + geom_point() # scatterplot

2 Commute data set example

See here. We will go through this example step by step. It's going to be fun!

3 Full cycle example

This example doesn't exist yet -- Getting the data into the right shape for plotting is a skill on its own, so this could become the content of for a future workshop.

Full cycle:

  1. Load data
  2. Reshape data
  3. Plot data

Resources

(Subjective selection)

If I get stuck with a ggplot problem, I often just use google (for example "ggplot change order of colors"). Usually very efficient; leads you often to helpful answers on stackoverflow (example).

ggplot cheat sheet

introduction to ggplot by the master himself

another comprehensive introduction (1)

another comprehensive introduction (2)

examples with code (1)

examples with code (2)

ggplot main page

bad plots

About

No description, website, or topics provided.

Resources

Stars

2 stars

Watchers

2 watching

Forks

Releases

Packages

Contributors

Languages

, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Remove or un-stick sticky/fixed headers that block content\n(function() {\n function unstick() {\n document.querySelectorAll('header, nav, [role=\"banner\"], .header, .navbar, .sticky, .fixed-top, [style*=\"position: fixed\"], [style*=\"position:sticky\"]').forEach(function(el) {\n if (el.style.position === 'fixed' || el.style.position === 'sticky' || \n getComputedStyle(el).position === 'fixed' || getComputedStyle(el).position === 'sticky') {\n el.style.position = 'static';\n el.style.top = 'auto';\n el.style.zIndex = 'auto';\n }\n });\n }\n \n unstick();\n \n var observer = new MutationObserver(unstick);\n observer.observe(document.body, { childList: true, subtree: true, attributes: true, attributeFilter: ['style', 'class'] });\n})();", "Kill Sticky Headers"); } } catch(__e) { console.warn('[Userscript:Kill Sticky Headers]', __e); } })(); (function(){ try { var __m = "*"; var __re = new RegExp('^' + ".*" + '
Skip to content

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Plotting your data with ggplot in R

Getting started

Install R (about 1 minute): download here

Install RStudio (about 1 minute): download here

Install ggplot (about 1.5 minutes):

  • open RStudio
  • type into the console in RStudio: install.packages('tidyverse') and hit enter
  • If it asks "Do you want to install from sources the packages which need compilation?" type no and hit enter

Examples

1 Most simple example

library(tidyverse)
x<- c(1, 2, 5, 1, 7, 3, 2, 4, 5, 7, 0, 3, 1)
y<- c(0, 4, 7, 4, 8, 2, 6, 3, 5, 4, 2, 7, 1)
df<- tibble(x, y) # ggplot needs data in data frame format
ggplot(df, aes(x, y)) + geom_point() # scatterplot

2 Commute data set example

See here. We will go through this example step by step. It's going to be fun!

3 Full cycle example

This example doesn't exist yet -- Getting the data into the right shape for plotting is a skill on its own, so this could become the content of for a future workshop.

Full cycle:

  1. Load data
  2. Reshape data
  3. Plot data

Resources

(Subjective selection)

If I get stuck with a ggplot problem, I often just use google (for example "ggplot change order of colors"). Usually very efficient; leads you often to helpful answers on stackoverflow (example).

ggplot cheat sheet

introduction to ggplot by the master himself

another comprehensive introduction (1)

another comprehensive introduction (2)

examples with code (1)

examples with code (2)

ggplot main page

bad plots

About

No description, website, or topics provided.

Resources

Stars

2 stars

Watchers

2 watching

Forks

Releases

Packages

Contributors

Languages

, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Universal Dark Mode - works on any site\n(function() {\n var enabled = true;\n \n function applyDarkMode() {\n if (!enabled) return;\n \n // Create style element if it doesn't exist\n var style = document.getElementById('universal-dark-mode-style');\n if (!style) {\n style = document.createElement('style');\n style.id = 'universal-dark-mode-style';\n document.head.appendChild(style);\n }\n \n // Dark mode CSS - inverts colors but preserves images/video\n style.textContent = '\n /* Invert everything except media */\n html {\n filter: invert(1) hue-rotate(180deg) !important;\n background: #1a1a2e !important;\n }\n \n /* Restore images, videos, iframes, canvas */\n img, video, iframe, canvas, svg, picture, [style*=\"background-image\"] {\n filter: invert(1) hue-rotate(180deg) !important;\n }\n \n /* Preserve specific elements that should not be inverted */\n .no-dark-mode, .no-dark-mode *,\n [data-theme=\"light\"], [data-theme=\"light\"],\n .ace_editor, .ace_editor *,\n .CodeMirror, .CodeMirror *,\n .monaco-editor, .monaco-editor *,\n .markdown-body pre, .markdown-body pre *,\n .highlight, .highlight *,\n pre code, pre code * {\n filter: none !important;\n }\n \n /* Fix common UI elements */\n .modal, .popup, .dropdown-menu, .tooltip, .popover {\n filter: invert(1) hue-rotate(180deg) !important;\n background: #2d2d44 !important;\n border-color: #444 !important;\n }\n \n /* Scrollbars */\n ::-webkit-scrollbar { background: #1a1a2e !important; }\n ::-webkit-scrollbar-thumb { background: #444 !important; }\n ::-webkit-scrollbar-thumb:hover { background: #555 !important; }\n \n /* Selection */\n ::selection { background: #4ecdc4 !important; color: #1a1a2e !important; }\n ::-moz-selection { background: #4ecdc4 !important; color: #1a1a2e !important; }\n ';\n }\n \n function removeDarkMode() {\n var style = document.getElementById('universal-dark-mode-style');\n if (style) style.remove();\n }\n \n // Toggle with Alt+Shift+D\n document.addEventListener('keydown', function(e) {\n if (e.altKey && e.shiftKey && e.key === 'D') {\n e.preventDefault();\n enabled = !enabled;\n if (enabled) {\n applyDarkMode();\n console.log('[Universal Dark Mode] Enabled');\n } else {\n removeDarkMode();\n console.log('[Universal Dark Mode] Disabled');\n }\n }\n });\n \n // Apply on load\n applyDarkMode();\n \n // Re-apply on dynamic content\n var observer = new MutationObserver(function(mutations) {\n if (enabled && !document.getElementById('universal-dark-mode-style')) {\n applyDarkMode();\n }\n });\n observer.observe(document.head, { childList: true });\n \n console.log('[Universal Dark Mode] Loaded - Press Alt+Shift+D to toggle');\n})();", "Universal Dark Mode"); } } catch(__e) { console.warn('[Userscript:Universal Dark Mode]', __e); } })(); })();
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Plotting your data with ggplot in R

Getting started

Install R (about 1 minute): download here

Install RStudio (about 1 minute): download here

Install ggplot (about 1.5 minutes):

  • open RStudio
  • type into the console in RStudio: install.packages('tidyverse') and hit enter
  • If it asks "Do you want to install from sources the packages which need compilation?" type no and hit enter

Examples

1 Most simple example

library(tidyverse)
x<- c(1, 2, 5, 1, 7, 3, 2, 4, 5, 7, 0, 3, 1)
y<- c(0, 4, 7, 4, 8, 2, 6, 3, 5, 4, 2, 7, 1)
df<- tibble(x, y) # ggplot needs data in data frame format
ggplot(df, aes(x, y)) + geom_point() # scatterplot

2 Commute data set example

See here. We will go through this example step by step. It's going to be fun!

3 Full cycle example

This example doesn't exist yet -- Getting the data into the right shape for plotting is a skill on its own, so this could become the content of for a future workshop.

Full cycle:

  1. Load data
  2. Reshape data
  3. Plot data

Resources

(Subjective selection)

If I get stuck with a ggplot problem, I often just use google (for example "ggplot change order of colors"). Usually very efficient; leads you often to helpful answers on stackoverflow (example).

ggplot cheat sheet

introduction to ggplot by the master himself

another comprehensive introduction (1)

another comprehensive introduction (2)

examples with code (1)

examples with code (2)

ggplot main page

bad plots

About

No description, website, or topics provided.

Resources

Stars

2 stars

Watchers

2 watching

Forks

Releases

Packages

Contributors

Languages