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ooklaOpenDataR

The goal of ooklaOpenDataR is to make it easier to access data from Ookla’s open data program. This dataset provides global fixed broadband and mobile (cellular) network performance metrics in zoom level 16 web Mercator tiles (approximately 610.8 meters by 610.8 meters at the equator). The tiles are updated quarterly.

Installation

You can install the development version from GitHub with:

# install.packages("remotes")
remotes::install_github("teamookla/ooklaOpenDataR")

Examples

This is how you can get the global dataset for mobile network data in Q2 2020:

library(ooklaOpenDataR)
mobile_q2 <- get_performance_tiles(service = "mobile", quarter = 2, year = 2020)

Or you can get the fixed broadband data for the same quarter as an sf data frame with the sf argument.

fixed_q2_sf <- get_performance_tiles(service = "mobile", quarter = 2, year = 2020, sf = TRUE)

The package vignettes demonstrate how to filter the tiles to a particular area of interest using the filter_by_quadkey() function.

License

The dataset is licensed under the Creative Commons license for non-commerical use.

Recommended citation

Speedtest® by Ookla® Global Fixed and Mobile Network Performance Maps. Based on analysis by Ookla of Speedtest Intelligence® data for [DATA TIME PERIOD]. Provided by Ookla and accessed [DAY MONTH YEAR]. Ookla trademarks used under license and reprinted with permission.

About

R package for Ookla's open data

Resources

Readme
Activity
Custom properties

Stars

33 stars

Watchers

9 watching

Forks

3 forks
Report repository

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Packages

Used by

Contributors

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, '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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ooklaOpenDataR
The goal of ooklaOpenDataR is to make it easier to access data from
Ookla’s open data
program.
This dataset provides global fixed broadband and mobile (cellular)
network performance metrics in zoom level 16 web Mercator
tiles (approximately 610.8
meters by 610.8 meters at the equator). The tiles are updated quarterly.
Installation
You can install the development version from
GitHub with:
# install.packages("remotes")
remotes::install_github("teamookla/ooklaOpenDataR")

Examples
This is how you can get the global dataset for mobile network data in Q2
2020:
library(ooklaOpenDataR)
mobile_q2 <- get_performance_tiles(service = "mobile", quarter = 2, year = 2020)

Or you can get the fixed broadband data for the same quarter as an sf
data frame with the sf argument.
fixed_q2_sf <- get_performance_tiles(service = "mobile", quarter = 2, year = 2020, sf = TRUE)

The package vignettes demonstrate how to filter the tiles to a
particular area of interest using the filter_by_quadkey() function.
License
The dataset is licensed under the Creative Commons license for
non-commerical use.
Recommended citation
Speedtest® by Ookla® Global Fixed and Mobile Network Performance Maps.
Based on analysis by Ookla of Speedtest Intelligence® data for [DATA
TIME PERIOD]. Provided by Ookla and accessed [DAY MONTH YEAR]. Ookla
trademarks used under license and reprinted with permission.
About
R package for Ookla's open data
Resources
Readme
Activity
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Stars
33 stars
Watchers
9 watching
Forks
3 forks
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, '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('^' + ".*" + '

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ooklaOpenDataR
The goal of ooklaOpenDataR is to make it easier to access data from
Ookla’s open data
program.
This dataset provides global fixed broadband and mobile (cellular)
network performance metrics in zoom level 16 web Mercator
tiles (approximately 610.8
meters by 610.8 meters at the equator). The tiles are updated quarterly.
Installation
You can install the development version from
GitHub with:
# install.packages("remotes")
remotes::install_github("teamookla/ooklaOpenDataR")

Examples
This is how you can get the global dataset for mobile network data in Q2
2020:
library(ooklaOpenDataR)
mobile_q2 <- get_performance_tiles(service = "mobile", quarter = 2, year = 2020)

Or you can get the fixed broadband data for the same quarter as an sf
data frame with the sf argument.
fixed_q2_sf <- get_performance_tiles(service = "mobile", quarter = 2, year = 2020, sf = TRUE)

The package vignettes demonstrate how to filter the tiles to a
particular area of interest using the filter_by_quadkey() function.
License
The dataset is licensed under the Creative Commons license for
non-commerical use.
Recommended citation
Speedtest® by Ookla® Global Fixed and Mobile Network Performance Maps.
Based on analysis by Ookla of Speedtest Intelligence® data for [DATA
TIME PERIOD]. Provided by Ookla and accessed [DAY MONTH YEAR]. Ookla
trademarks used under license and reprinted with permission.
About
R package for Ookla's open data
Resources
Readme
Activity
Custom properties
Stars
33 stars
Watchers
9 watching
Forks
3 forks
Report repository
Releases
Packages
Used by
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
BranchesTags
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ooklaOpenDataR
The goal of ooklaOpenDataR is to make it easier to access data from
Ookla’s open data
program.
This dataset provides global fixed broadband and mobile (cellular)
network performance metrics in zoom level 16 web Mercator
tiles (approximately 610.8
meters by 610.8 meters at the equator). The tiles are updated quarterly.
Installation
You can install the development version from
GitHub with:
# install.packages("remotes")
remotes::install_github("teamookla/ooklaOpenDataR")

Examples
This is how you can get the global dataset for mobile network data in Q2
2020:
library(ooklaOpenDataR)
mobile_q2 <- get_performance_tiles(service = "mobile", quarter = 2, year = 2020)

Or you can get the fixed broadband data for the same quarter as an sf
data frame with the sf argument.
fixed_q2_sf <- get_performance_tiles(service = "mobile", quarter = 2, year = 2020, sf = TRUE)

The package vignettes demonstrate how to filter the tiles to a
particular area of interest using the filter_by_quadkey() function.
License
The dataset is licensed under the Creative Commons license for
non-commerical use.
Recommended citation
Speedtest® by Ookla® Global Fixed and Mobile Network Performance Maps.
Based on analysis by Ookla of Speedtest Intelligence® data for [DATA
TIME PERIOD]. Provided by Ookla and accessed [DAY MONTH YEAR]. Ookla
trademarks used under license and reprinted with permission.
About
R package for Ookla's open data
Resources
Readme
Activity
Custom properties
Stars
33 stars
Watchers
9 watching
Forks
3 forks
Report repository
Releases
Packages
Used by
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
BranchesTags
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ooklaOpenDataR
The goal of ooklaOpenDataR is to make it easier to access data from
Ookla’s open data
program.
This dataset provides global fixed broadband and mobile (cellular)
network performance metrics in zoom level 16 web Mercator
tiles (approximately 610.8
meters by 610.8 meters at the equator). The tiles are updated quarterly.
Installation
You can install the development version from
GitHub with:
# install.packages("remotes")
remotes::install_github("teamookla/ooklaOpenDataR")

Examples
This is how you can get the global dataset for mobile network data in Q2
2020:
library(ooklaOpenDataR)
mobile_q2 <- get_performance_tiles(service = "mobile", quarter = 2, year = 2020)

Or you can get the fixed broadband data for the same quarter as an sf
data frame with the sf argument.
fixed_q2_sf <- get_performance_tiles(service = "mobile", quarter = 2, year = 2020, sf = TRUE)

The package vignettes demonstrate how to filter the tiles to a
particular area of interest using the filter_by_quadkey() function.
License
The dataset is licensed under the Creative Commons license for
non-commerical use.
Recommended citation
Speedtest® by Ookla® Global Fixed and Mobile Network Performance Maps.
Based on analysis by Ookla of Speedtest Intelligence® data for [DATA
TIME PERIOD]. Provided by Ookla and accessed [DAY MONTH YEAR]. Ookla
trademarks used under license and reprinted with permission.
About
R package for Ookla's open data
Resources
Readme
Activity
Custom properties
Stars
33 stars
Watchers
9 watching
Forks
3 forks
Report repository
Releases
Packages
Used by
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
BranchesTags
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ooklaOpenDataR
The goal of ooklaOpenDataR is to make it easier to access data from
Ookla’s open data
program.
This dataset provides global fixed broadband and mobile (cellular)
network performance metrics in zoom level 16 web Mercator
tiles (approximately 610.8
meters by 610.8 meters at the equator). The tiles are updated quarterly.
Installation
You can install the development version from
GitHub with:
# install.packages("remotes")
remotes::install_github("teamookla/ooklaOpenDataR")

Examples
This is how you can get the global dataset for mobile network data in Q2
2020:
library(ooklaOpenDataR)
mobile_q2 <- get_performance_tiles(service = "mobile", quarter = 2, year = 2020)

Or you can get the fixed broadband data for the same quarter as an sf
data frame with the sf argument.
fixed_q2_sf <- get_performance_tiles(service = "mobile", quarter = 2, year = 2020, sf = TRUE)

The package vignettes demonstrate how to filter the tiles to a
particular area of interest using the filter_by_quadkey() function.
License
The dataset is licensed under the Creative Commons license for
non-commerical use.
Recommended citation
Speedtest® by Ookla® Global Fixed and Mobile Network Performance Maps.
Based on analysis by Ookla of Speedtest Intelligence® data for [DATA
TIME PERIOD]. Provided by Ookla and accessed [DAY MONTH YEAR]. Ookla
trademarks used under license and reprinted with permission.
About
R package for Ookla's open data
Resources
Readme
Activity
Custom properties
Stars
33 stars
Watchers
9 watching
Forks
3 forks
Report repository
Releases
Packages
Used by
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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ooklaOpenDataR
The goal of ooklaOpenDataR is to make it easier to access data from
Ookla’s open data
program.
This dataset provides global fixed broadband and mobile (cellular)
network performance metrics in zoom level 16 web Mercator
tiles (approximately 610.8
meters by 610.8 meters at the equator). The tiles are updated quarterly.
Installation
You can install the development version from
GitHub with:
# install.packages("remotes")
remotes::install_github("teamookla/ooklaOpenDataR")

Examples
This is how you can get the global dataset for mobile network data in Q2
2020:
library(ooklaOpenDataR)
mobile_q2 <- get_performance_tiles(service = "mobile", quarter = 2, year = 2020)

Or you can get the fixed broadband data for the same quarter as an sf
data frame with the sf argument.
fixed_q2_sf <- get_performance_tiles(service = "mobile", quarter = 2, year = 2020, sf = TRUE)

The package vignettes demonstrate how to filter the tiles to a
particular area of interest using the filter_by_quadkey() function.
License
The dataset is licensed under the Creative Commons license for
non-commerical use.
Recommended citation
Speedtest® by Ookla® Global Fixed and Mobile Network Performance Maps.
Based on analysis by Ookla of Speedtest Intelligence® data for [DATA
TIME PERIOD]. Provided by Ookla and accessed [DAY MONTH YEAR]. Ookla
trademarks used under license and reprinted with permission.
About
R package for Ookla's open data
Resources
Readme
Activity
Custom properties
Stars
33 stars
Watchers
9 watching
Forks
3 forks
Report repository
Releases
Packages
Used by
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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ooklaOpenDataR
The goal of ooklaOpenDataR is to make it easier to access data from
Ookla’s open data
program.
This dataset provides global fixed broadband and mobile (cellular)
network performance metrics in zoom level 16 web Mercator
tiles (approximately 610.8
meters by 610.8 meters at the equator). The tiles are updated quarterly.
Installation
You can install the development version from
GitHub with:
# install.packages("remotes")
remotes::install_github("teamookla/ooklaOpenDataR")

Examples
This is how you can get the global dataset for mobile network data in Q2
2020:
library(ooklaOpenDataR)
mobile_q2 <- get_performance_tiles(service = "mobile", quarter = 2, year = 2020)

Or you can get the fixed broadband data for the same quarter as an sf
data frame with the sf argument.
fixed_q2_sf <- get_performance_tiles(service = "mobile", quarter = 2, year = 2020, sf = TRUE)

The package vignettes demonstrate how to filter the tiles to a
particular area of interest using the filter_by_quadkey() function.
License
The dataset is licensed under the Creative Commons license for
non-commerical use.
Recommended citation
Speedtest® by Ookla® Global Fixed and Mobile Network Performance Maps.
Based on analysis by Ookla of Speedtest Intelligence® data for [DATA
TIME PERIOD]. Provided by Ookla and accessed [DAY MONTH YEAR]. Ookla
trademarks used under license and reprinted with permission.
About
R package for Ookla's open data
Resources
Readme
Activity
Custom properties
Stars
33 stars
Watchers
9 watching
Forks
3 forks
Report repository
Releases
Packages
Used by
Contributors
Languages