Skip to content
https://colab.research.google.com

Lighthouse Desktop

· 0 checks — Desktop Lighthouse audit -- Performance, Accessibility, Best Practices, and SEO category breakdown.
SCORE
0
GRADE
FIX
0
REVIEW
0
PASS
0
INFO
0

Detailed Report

Audit breakdown by category with detailed findings.

32

Performance

Insights

Remove large, duplicate JavaScript modules from bundles to reduce unnecessary bytes consumed by network activity.

Why this matters

Performance issues directly impact user engagement and conversion rates.

Polyfills and transforms enable older browsers to use new JavaScript features. However, many aren't necessary for modern browsers. Consider modifying your JavaScript build process to not transpile Baseline features, unless you know you must support older browsers. Learn why most sites can deploy ES6+ code without transpiling

Why this matters

Performance issues directly impact user engagement and conversion rates.

3rd party code can significantly impact load performance. Reduce and defer loading of 3rd party code to prioritize your page's content.

Why this matters

Performance issues directly impact user engagement and conversion rates.

A forced reflow occurs when JavaScript queries geometric properties (such as offsetWidth) after styles have been invalidated by a change to the DOM state. This can result in poor performance. Learn more about forced reflows and possible mitigations.

Why this matters

Performance issues directly impact user engagement and conversion rates.

headings: [map[key:source label:Top function call valueType:source-location] map[granularity:1 key:reflowTime label:Total reflow time valueType:ms]]
items: [map[reflowTime:18.966 source:map[column:40 line:7813 type:source-location url:https://ssl.gstatic.com/colaboratory-static/common/624e67562667e7b52c4396bf2d5d1b28/external_binary.js urlProvider:network]]]
headings: [map[key:source label:Source valueType:source-location] map[granularity:1 key:reflowTime label:Total reflow time valueType:ms]]
items: [map[reflowTime:0.832 source:map[column:72 line:8210 type:source-location url:https://ssl.gstatic.com/colaboratory-static/common/624e67562667e7b52c4396bf2d5d1b28/external_binary.js urlProvider:network]] map[reflowTime:28.716 source:map[type:text value:[unattributed]]] map[reflowTime:26.506 source:map[column:3649 line:56 type:source-location url:https://colab.research.google.com/static/mathjax/config/TeX-AMS_HTML-full.js?V=2.7.5 urlProvider:network]] map[reflowTime:10.586 source:map[column:3719 line:56 type:source-location url:https://colab.research.google.com/static/mathjax/config/TeX-AMS_HTML-full.js?V=2.7.5 urlProvider:network]] map[reflowTime:6.48 source:map[column:3866 line:56 type:source-location url:https://colab.research.google.com/static/mathjax/config/TeX-AMS_HTML-full.js?V=2.7.5 urlProvider:network]] map[reflowTime:8.422 source:map[column:2168 line:56 type:source-location url:https://colab.research.google.com/static/mathjax/config/TeX-AMS_HTML-full.js?V=2.7.5 urlProvider:network]] map[reflowTime:4.743 source:map[column:2257 line:56 type:source-location url:https://colab.research.google.com/static/mathjax/config/TeX-AMS_HTML-full.js?V=2.7.5 urlProvider:network]] map[reflowTime:0.45 source:map[column:12157 line:56 type:source-location url:https://colab.research.google.com/static/mathjax/config/TeX-AMS_HTML-full.js?V=2.7.5 urlProvider:network]] map[reflowTime:2.981 source:map[column:346 line:8043 type:source-location url:https://ssl.gstatic.com/colaboratory-static/common/624e67562667e7b52c4396bf2d5d1b28/external_binary.js urlProvider:network]] map[reflowTime:0.636 source:map[column:81 line:8032 type:source-location url:https://ssl.gstatic.com/colaboratory-static/common/624e67562667e7b52c4396bf2d5d1b28/external_binary.js urlProvider:network]] map[reflowTime:8.914 source:map[column:165 line:7812 type:source-location url:https://ssl.gstatic.com/colaboratory-static/common/624e67562667e7b52c4396bf2d5d1b28/external_binary.js urlProvider:network]] map[reflowTime:0.079 source:map[column:198 line:7812 type:source-location url:https://ssl.gstatic.com/colaboratory-static/common/624e67562667e7b52c4396bf2d5d1b28/external_binary.js urlProvider:network]] map[reflowTime:0.066 source:map[column:231 line:7812 type:source-location url:https://ssl.gstatic.com/colaboratory-static/common/624e67562667e7b52c4396bf2d5d1b28/external_binary.js urlProvider:network]] map[reflowTime:0.062 source:map[column:269 line:7812 type:source-location url:https://ssl.gstatic.com/colaboratory-static/common/624e67562667e7b52c4396bf2d5d1b28/external_binary.js urlProvider:network]] map[reflowTime:0.061 source:map[column:308 line:7812 type:source-location url:https://ssl.gstatic.com/colaboratory-static/common/624e67562667e7b52c4396bf2d5d1b28/external_binary.js urlProvider:network]] map[reflowTime:0.08 source:map[column:346 line:7812 type:source-location url:https://ssl.gstatic.com/colaboratory-static/common/624e67562667e7b52c4396bf2d5d1b28/external_binary.js urlProvider:network]] map[reflowTime:0.067 source:map[column:383 line:7812 type:source-location url:https://ssl.gstatic.com/colaboratory-static/common/624e67562667e7b52c4396bf2d5d1b28/external_binary.js urlProvider:network]] map[reflowTime:10.376 source:map[column:352 line:7813 type:source-location url:https://ssl.gstatic.com/colaboratory-static/common/624e67562667e7b52c4396bf2d5d1b28/external_binary.js urlProvider:network]] map[reflowTime:11.68 source:map[column:332 line:7441 type:source-location url:https://ssl.gstatic.com/colaboratory-static/common/624e67562667e7b52c4396bf2d5d1b28/external_binary.js urlProvider:network]] map[reflowTime:5.218 source:map[column:152 line:7442 type:source-location url:https://ssl.gstatic.com/colaboratory-static/common/624e67562667e7b52c4396bf2d5d1b28/external_binary.js urlProvider:network]] map[reflowTime:17.184 source:map[column:244 line:4978 type:source-location url:https://ssl.gstatic.com/colaboratory-static/common/624e67562667e7b52c4396bf2d5d1b28/external_binary.js urlProvider:network]] map[reflowTime:0.252 source:map[column:300 line:2242 type:source-location url:https://ssl.gstatic.com/colaboratory-static/common/624e67562667e7b52c4396bf2d5d1b28/external_binary.js urlProvider:network]] map[reflowTime:14.099 source:map[column:43 line:2241 type:source-location url:https://ssl.gstatic.com/colaboratory-static/common/624e67562667e7b52c4396bf2d5d1b28/external_binary.js urlProvider:network]] map[reflowTime:16.18 source:map[column:386 line:7859 type:source-location url:https://ssl.gstatic.com/colaboratory-static/common/624e67562667e7b52c4396bf2d5d1b28/external_binary.js urlProvider:network]]]

Avoid chaining critical requests by reducing the length of chains, reducing the download size of resources, or deferring the download of unnecessary resources to improve page load.

Why this matters

Performance issues directly impact user engagement and conversion rates.

description: [preconnect](https://developer.chrome.com/docs/lighthouse/performance/uses-rel-preconnect/) hints help the browser establish a connection earlier in the page load, saving time when the first request for that origin is made. The following are the origins that the page preconnected to.
title: Preconnected origins
value: no origins were preconnected
description: Add [preconnect](https://developer.chrome.com/docs/lighthouse/performance/uses-rel-preconnect/) hints to your most important origins, but try to use no more than 4.
title: Preconnect candidates

A long cache lifetime can speed up repeat visits to your page. Learn more about caching.

Why this matters

Performance issues directly impact user engagement and conversion rates.

These insights are also available in the Chrome DevTools Performance Panel - record a trace to view more detailed information.

The maximum potential First Input Delay that your users could experience is the duration of the longest task. Learn more about the Maximum Potential First Input Delay metric.

Why this matters

Performance issues directly impact user engagement and conversion rates.

Time to Interactive is the amount of time it takes for the page to become fully interactive. Learn more about the Time to Interactive metric.

Why this matters

Performance issues directly impact user engagement and conversion rates.

TTI

Diagnostics

Consider reducing the time spent parsing, compiling, and executing JS. You may find delivering smaller JS payloads helps with this. Learn how to reduce Javascript execution time.

Why this matters

Performance issues directly impact user engagement and conversion rates.

Consider reducing the time spent parsing, compiling and executing JS. You may find delivering smaller JS payloads helps with this. Learn how to minimize main-thread work

Why this matters

Performance issues directly impact user engagement and conversion rates.

CategoryTime Spent
Script Evaluation1.9 s
Script Parsing & Compilation468 ms
Style & Layout348 ms
Other215 ms
Parse HTML & CSS68 ms
Garbage Collection58 ms
Rendering39 ms

Many navigations are performed by going back to a previous page, or forwards again. The back/forward cache (bfcache) can speed up these return navigations. Learn more about the bfcache

Why this matters

Performance issues directly impact user engagement and conversion rates.

Failure reasonFailure type
The page has an unload handler in the main frame.Actionable

Reduce unused rules from stylesheets and defer CSS not used for above-the-fold content to decrease bytes consumed by network activity. Learn how to reduce unused CSS.

Why this matters

Performance issues directly impact user engagement and conversion rates.

Set an explicit width and height on image elements to reduce layout shifts and improve CLS. Learn how to set image dimensions

Why this matters

Performance issues directly impact user engagement and conversion rates.

URL
logo.webp div.markdown > span > p > img

More information about the performance of your application. These numbers don't directly affect the Performance score.

Layout shift culprits
Document request latency
Optimize DOM size
Improve image delivery
LCP breakdown
Modern HTTP
Optimize viewport for mobile
Minify CSS
Minify JavaScript
User Timing marks and measures 26 user timings
Avoid long main-thread tasks 8 long tasks found
Network Requests
Network Round Trip Times 0 ms
Server Backend Latencies 90 ms
Tasks
Diagnostics
Metrics
Screenshot Thumbnails
Final Screenshot
Script Treemap Data
Resources Summary
Avoid multiple page redirects
Initial server response time was short Root document took 60 ms
Avoid large layout shifts 1 layout shift found
INP breakdown
LCP request discovery
Avoid non-composited animations
92

Accessibility

These checks highlight opportunities to improve the accessibility of your web app. Automatic detection can only detect a subset of issues and does not guarantee the accessibility of your web app, so manual testing is also encouraged.

ARIA

Some ARIA parent roles must contain specific child roles to perform their intended accessibility functions. Learn more about roles and required children elements.

Why this matters

Performance issues directly impact user engagement and conversion rates.

Failing Elements
File Edit View Insert Runtime Tools Help div#header-doc-toolbar > div.menubar-wrapper > div > div#top-menubar

These are opportunities to improve the usage of ARIA in your application which may enhance the experience for users of assistive technology, like a screen reader.

Names and labels

Screen reader users rely on frame titles to describe the contents of frames. Learn more about frame titles.

Why this matters

Performance issues directly impact user engagement and conversion rates.

Failing Elements
div.output-iframe-sizer > div > div.outputview > iframe div.output-iframe-sizer > div > div.outputview > iframe

These are opportunities to improve the semantics of the controls in your application. This may enhance the experience for users of assistive technology, like a screen reader.

Interactive controls are keyboard focusable
Interactive elements indicate their purpose and state
The page has a logical tab order
Visual order on the page follows DOM order
User focus is not accidentally trapped in a region
The user's focus is directed to new content added to the page
HTML5 landmark elements are used to improve navigation
Offscreen content is hidden from assistive technology
Custom controls have associated labels
Custom controls have ARIA roles
`[aria-*]` attributes match their roles
`[aria-hidden="true"]` is not present on the document `<body>`
`[role]`s have all required `[aria-*]` attributes
`[role]` values are valid
`[aria-*]` attributes have valid values
`[aria-*]` attributes are valid and not misspelled
Buttons have an accessible name
Image elements have `[alt]` attributes
Form elements have associated labels
`[user-scalable="no"]` is not used in the `<meta name="viewport">` element and the `[maximum-scale]` attribute is not less than 5.
`button`, `link`, and `menuitem` elements have accessible names
ARIA attributes are used as specified for the element's role
`[aria-hidden="true"]` elements do not contain focusable descendents
Elements use only permitted ARIA attributes
Background and foreground colors have a sufficient contrast ratio
Document has a `<title>` element
`<html>` element has a `[lang]` attribute
`<html>` element has a valid value for its `[lang]` attribute
Links are distinguishable without relying on color.
Links have a discernible name
Lists contain only `<li>` elements and script supporting elements (`<script>` and `<template>`).
List items (`<li>`) are contained within `<ul>`, `<ol>` or `<menu>` parent elements
No element has a `[tabindex]` value greater than 0
Touch targets have sufficient size and spacing.
Heading elements appear in a sequentially-descending order
Document has a main landmark.
Deprecated ARIA roles were not used
Elements with visible text labels have matching accessible names.
`[accesskey]` values are unique
Elements with `role="dialog"` or `role="alertdialog"` have accessible names.
ARIA input fields have accessible names
ARIA `meter` elements have accessible names
ARIA `progressbar` elements have accessible names
`[role]`s are contained by their required parent element
Elements with the `role=text` attribute do not have focusable descendents.
ARIA toggle fields have accessible names
ARIA `tooltip` elements have accessible names
ARIA `treeitem` elements have accessible names
The page contains a heading, skip link, or landmark region
`<dl>`'s contain only properly-ordered `<dt>` and `<dd>` groups, `<script>`, `<template>` or `<div>` elements.
Definition list items are wrapped in `<dl>` elements
ARIA IDs are unique
No form fields have multiple labels
`<html>` element has an `[xml:lang]` attribute with the same base language as the `[lang]` attribute.
Input buttons have discernible text.
`<input type="image">` elements have `[alt]` text
The document does not use `<meta http-equiv="refresh">`
`<object>` elements have alternate text
Select elements have associated label elements.
Skip links are focusable.
Cells in a `<table>` element that use the `[headers]` attribute refer to table cells within the same table.
`<th>` elements and elements with `[role="columnheader"/"rowheader"]` have data cells they describe.
`[lang]` attributes have a valid value
`<video>` elements contain a `<track>` element with `[kind="captions"]`
Tables have different content in the summary attribute and `<caption>`.
All heading elements contain content.
Uses ARIA roles only on compatible elements
Image elements do not have `[alt]` attributes that are redundant text.
Identical links have the same purpose.
Tables use `<caption>` instead of cells with the `[colspan]` attribute to indicate a caption.
`<td>` elements in a large `<table>` have one or more table headers.
73

Best Practices

User Experience

Image display dimensions should match natural aspect ratio. Learn more about image aspect ratio.

Why this matters

Performance issues directly impact user engagement and conversion rates.

URLAspect Ratio (Displayed)Aspect Ratio (Actual)
Thumbnail for a video showing 3 AI-powered Google Colab features span > center > a > img
336 x 188 (1.79)900 x 512 (1.76)

General

Deprecated APIs will eventually be removed from the browser. Learn more about deprecated APIs.

Why this matters

Performance issues directly impact user engagement and conversion rates.

Deprecation / WarningSource
Unload event listeners are deprecated and will be removed.

Errors logged to the console indicate unresolved problems. They can come from network request failures and other browser concerns. Learn more about this errors in console diagnostic audit

Why this matters

Performance issues directly impact user engagement and conversion rates.

SourceDescription
Failed to load resource: the server responded with a status of 401 ()
Failed to load resource: the server responded with a status of 401 ()
Uses HTTPS
Avoids third-party cookies
Allows users to paste into input fields
Avoids requesting the geolocation permission on page load
Avoids requesting the notification permission on page load
Serves images with appropriate resolution
Page has the HTML doctype
Properly defines charset
No issues in the `Issues` panel in Chrome Devtools
Use a strong HSTS policy
Ensure proper origin isolation with COOP
Mitigate DOM-based XSS with Trusted Types
Detected JavaScript libraries
Page has valid source maps
Redirects HTTP traffic to HTTPS
Ensure CSP is effective against XSS attacks
Mitigate clickjacking with XFO or CSP
91

SEO

These checks ensure that your page is following basic search engine optimization advice. There are many additional factors Lighthouse does not score here that may affect your search ranking, including performance on Core Web Vitals. Learn more about Google Search Essentials.

Content Best Practices

Meta descriptions may be included in search results to concisely summarize page content. Learn more about the meta description.

Why this matters

Performance issues directly impact user engagement and conversion rates.

Format your HTML in a way that enables crawlers to better understand your app’s content.

Structured data is valid
Page isn’t blocked from indexing
Document has a `<title>` element
Page has successful HTTP status code
Links have descriptive text
Links are crawlable
Image elements have `[alt]` attributes
Document has a valid `hreflang`
robots.txt is valid
Document has a valid `rel=canonical`

Send Feedback