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Performance

· 17 checks — Lighthouse + waterfall + sustainability rolled into one auditable list.
SCORE
72
GRADE
C
FIX
4
REVIEW
2
PASS
9
INFO
2

Performance-focused optimization plan with CWV assessment, top offenders, and time estimates

Mobile Desktop
48
Performance Overall performance score (0–100) based on Core Web Vitals and other metrics. 90+ is good.
67
Accessibility Measures how accessible the page is for users with disabilities. Checks color contrast, ARIA labels, and semantic HTML.
96
Best Practices Checks for modern web development best practices including HTTPS, no console errors, and secure JavaScript.
92
SEO Measures basic SEO optimizations: meta tags, crawlability, link text, and mobile friendliness.

First Contentful Paint First Contentful Paint — how long until the browser renders the first piece of content. Under 1.8s is good.

11.65 s

Largest Contentful Paint Largest Contentful Paint — how long until the largest visible element loads. Under 2.5s is good.

24.07 s

Total Blocking Time Total Blocking Time — total time the main thread was blocked, preventing user input. Under 200ms is good.

277 ms

Cumulative Layout Shift Cumulative Layout Shift — measures visual stability. How much the page layout shifts during loading. Under 0.1 is good.

0.080

Speed Index Speed Index — how quickly content is visually displayed during load. Under 3.4s is good.

11.65 s

Time to Interactive Time to Interactive — how long until the page is fully interactive and responds to user input. Under 3.8s is good.

24.16 s

Page Load Progression

512 ms
1.0 s
1.5 s
2.0 s
2.6 s
3.1 s
3.6 s
4.1 s
Checks
17
9 PASS 2 REVIEW 4 FIX
F
Page Weight Budget
Action
4.2 MB transferred, 127 requests
FIX
4.2 MB transferred, 127 requests
Critical::
Page weighs 9.7 MB (4.2 MB transferred)
Warning::
Images are 1.8 MB — compress or use modern formats
Convert images to WebP/AVIF and resize to display dimensions to reduce transfer size.
Got: 1.8 MB
Warning::
JavaScript is 1.7 MB — consider code splitting or lazy loading
Large JavaScript bundles delay interactivity. Split code by route or defer non-critical scripts.
Got: 1.7 MB
Info::
Fonts are 393 KB — consider subsetting or using system fonts
Subset fonts to include only used characters, or switch to system font stacks.
Got: 393 KB
Info::
CSS is 255 KB — consider purging unused styles
Remove unused CSS rules with tools like PurgeCSS to reduce stylesheet size.
Got: 255 KB
Warning::
127 HTTP requests — consider bundling or reducing
Each request adds latency. Bundle small files, use sprites, or eliminate unnecessary requests.
Info::
Estimated 0.88 g CO2 per page load
4.2 MB / 2.4 MB budget
4.2 MB transferred
127 requests
0.88 g CO2 per page load
Images 1.8 MiB 43%
JavaScript 1.7 MiB 40%
Fonts 393.4 KiB 9%
CSS 255.3 KiB 6%
HTML 96.8 KiB 2%
Other 1.6 KiB 0%
Other 1.6 KiB 0%
Other 887 B 0%
Other 0 B 0%
0 2.4 MB 4.9 MB
Over budget

Convert images to WebP/AVIF and resize to display dimensions to reduce transfer size.

Why this matters

Image bandwidth is high — modern formats (WebP/AVIF) and resizing typically cut it 50%+.

Source: web.dev

Large JavaScript bundles delay interactivity. Split code by route or defer non-critical scripts.

Why this matters

JavaScript bundle is large — code-split routes and lazy-load off-screen components to defer.

Source: web.dev

Subset fonts to include only used characters, or switch to system font stacks.

Why this matters

Font payload is large — subset to used glyphs only, or fall back to system fonts (zero load time).

Source: web.dev font loading

Remove unused CSS rules with tools like PurgeCSS to reduce stylesheet size.

Why this matters

CSS bundle is large — purge unused styles (PurgeCSS, Tailwind JIT) to reduce CSS payload.

Source: web.dev

Each request adds latency. Bundle small files, use sprites, or eliminate unnecessary requests.

Why this matters

High HTTP request count — bundling, sprite-ing, and HTTP/2 server push can reduce per-request overhead.

Source: web.dev

F
JS Execution Cost
Action
3623ms total JS execution
FIX
3623ms total JS execution
Warning::
https://js.hs-analytics.net/analytics/177689280000...: 882ms CPU time
Warning::
https://www.googletagmanager.com/gtag/js?id=G-TQ07...: 543ms CPU time
Warning::
Unattributable: 493ms CPU time
Warning::
https://pydata.org/wp-includes/js/jquery/jquery.mi...: 445ms CPU time
Warning::
https://pydata.org/: 388ms CPU time
Warning::
Third-party scripts: 2438ms (67% of total)

Main Thread Breakdown

Script Evaluation 49% Style & Layout 16% Other 16% Script Parsing & Compilation 10% Parse HTML & CSS 7%
ScriptTotalScriptingParse/CompileParty
https://js.hs-analytics.net/analytics/1776892800000/39929437.js882ms599ms13ms3rd
https://www.googletagmanager.com/gtag/js?id=G-TQ07LZCNVD543ms273ms62ms3rd
Unattributable493ms21ms0ms3rd
https://pydata.org/wp-includes/js/jquery/jquery.min.js?ver=3.7.1445ms286ms12ms1st
https://pydata.org/388ms42ms12ms1st
https://www.googletagmanager.com/gtag/js?id=AW-10863026222&cx=c&gtm=4e64k0h1374ms317ms53ms3rd
https://pydata.org/wp-content/themes/Divi/js/scripts.min.js?ver=4.27.6286ms185ms35ms1st
https://www.googletagmanager.com/gtag/js?id=AW-1086302622279ms26ms53ms3rd
https://pydata.org/wp-content/plugins/modern-events-calendar/assets/js/mec-general-calendar.js?ver=6.2.067ms32ms35ms1st
https://js.hubspot.com/web-interactives-embed.js66ms50ms12ms3rd
D
JS Bundles
Action
52 scripts, 380 KB unused
FIX
52 scripts, 380 KB unused
Warning::
https://www.googletagmanager.com/gtag/js?id=AW-108...: 105 KB unused (72%)
Consider code splitting or tree shaking to reduce unused code.
Warning::
https://www.googletagmanager.com/gtag/js?id=G-TQ07...: 65 KB unused (41%)
Consider code splitting or tree shaking to reduce unused code.
Warning::
https://pydata.org/wp-content/plugins/modern-event...: 62 KB unused (85%)
Consider code splitting or tree shaking to reduce unused code.
Warning::
https://www.googletagmanager.com/gtag/js?id=AW-108...: 56 KB unused (38%)
Consider code splitting or tree shaking to reduce unused code.
Warning::
https://pydata.org/wp-content/themes/Divi/js/scrip...: 45 KB unused (65%)
Consider code splitting or tree shaking to reduce unused code.
Info::
Total unused JavaScript: 380 KB
380 KB unused JavaScript

Downloaded but never executed on this page.

ScriptSizeUnusedMinifiedParty
https://www.googletagmanager.com/gtag/js?id=AW-10863026222146 KB105 KB (72%)✓3rd
https://www.googletagmanager.com/gtag/js?id=G-TQ07LZCNVD157 KB65 KB (41%)✓3rd
https://pydata.org/wp-content/plugins/modern-events-calendar/assets/js/mec-general-calendar.js?ver=6.2.074 KB62 KB (85%)✓1st
https://www.googletagmanager.com/gtag/js?id=AW-10863026222&cx=c&gtm=4e64k0h1146 KB56 KB (38%)✓3rd
https://pydata.org/wp-content/themes/Divi/js/scripts.min.js?ver=4.27.670 KB45 KB (65%)✓1st
https://pydata.org/wp-content/plugins/modern-events-calendar/assets/js/frontend.js?ver=6.2.029 KB26 KB (92%)✗1st
https://static.addtoany.com/menu/modules/core.ydpp7jcu.js26 KB21 KB (82%)✓3rd
https://pydata.org/wp-content/plugins/modern-events-calendar/assets/packages/tooltip/tooltip.js?ver=6.2.010 KB—✓1st
https://pydata.org/wp-content/plugins/divi-footer-editor/js/call.js?ver=1.11 KB—✓1st
https://pydata.org/wp-content/plugins/easy-social-icons/js/share.js?ver=1.01 KB—✓1st

Consider code splitting or tree shaking to reduce unused code.

Why this matters

This bundle has high unused code — code-split or tree-shake to ship only what executes.

Source: web.dev / Lighthouse coverage

Consider code splitting or tree shaking to reduce unused code.

Why this matters

This bundle has high unused code — code-split or tree-shake to ship only what executes.

Source: web.dev / Lighthouse coverage

Consider code splitting or tree shaking to reduce unused code.

Why this matters

This bundle has high unused code — code-split or tree-shake to ship only what executes.

Source: web.dev / Lighthouse coverage

Consider code splitting or tree shaking to reduce unused code.

Why this matters

This bundle has high unused code — code-split or tree-shake to ship only what executes.

Source: web.dev / Lighthouse coverage

Consider code splitting or tree shaking to reduce unused code.

Why this matters

This bundle has high unused code — code-split or tree-shake to ship only what executes.

Source: web.dev / Lighthouse coverage

D
Page Weight Inventory
Action
127 resources · 4.2 MB · 380 KB savings available
FIX
127 resources · 4.2 MB · 380 KB savings available
Warning::
Page weight 3.2 MB over 1MB target
Got: 4.2 MB Expected: ≤ 1 MB
Info::
~380 KB of savings available
Warning::
48 third-party resources (44% of weight)
Info::
4 resources over 200KB
127 resources · 4.2 MiB · 48 third-party 3.2 MiB over 1MB target
Image 43% · 1.8 MiB
JavaScript 40% · 1.7 MiB
Font 9% · 393.4 KiB
CSS 6% · 255.3 KiB
Document 2% · 96.8 KiB
Other 0% · 3.2 KiB

~380.4 KiB of savings available

Remove unused JavaScript: 380.4 KiB
B
Third-Party Impact
44% third-party, 0 ms blocking
REVIEW
44% third-party, 0 ms blocking
Info::
Third-party code accounts for 44% of page weight (1.8 MiB of 4.2 MiB)
Info::
Third-party blocking time is low (0 ms)
56%
44%
First-party Third-party
B
Image Optimization
24 images, 0 KB saveable
REVIEW
24 images, 0 KB saveable
Info::
All images are well-optimized
24 images 1.8 MB
0 oversized -0 KB
23 legacy format
0 missing dimensions CLS risk
A+
Text Compression
All text resources are compressed
PASS
All text resources are compressed
Info::
All text resources are compressed
All text resources are properly compressed.
A+
Font Loading
8 fonts (393 KB)
PASS
8 fonts (393 KB)
Info::
8 font(s) use font-display: swap (FOUT risk but functional)

Web fonts

8

393 KB total

Render-blocking

0

of 8

Dominant font-display

swap

Most common across fonts

Font loading timeline
Transfer FOIT (block) FOUT (swap)
0 ms 2.0 s 4.0 s 6.0 s 8.0 s 10.0 s 12.0 s 14.0 s 16.0 s 18.0 s 20.0 s 22.0 s 24.0 s FCP 11.6 s LCP 24.1 shttps://fonts.gstatic.com/s/lato/v25/S6u9w4BMUTPHh6UVSwaPGQ.woff2S6u9w4BMUTPHh6UVSwaPGQ.... https://fonts.gstatic.com/s/lato/v25/S6u9w4BMUTPHh6UVSwaPGQ.woff2 — 24.3 KiB — 11 ms — font-display: swaphttps://pydata.org/wp-content/themes/Divi/core/admin/fonts/modules/all/modules.woffmodules.woff https://pydata.org/wp-content/themes/Divi/core/admin/fonts/modules/all/modules.woff — 90.3 KiB — 31 ms — font-display: swaphttps://fonts.gstatic.com/s/ptsans/v18/jizfRExUiTo99u79B_mh0OCtLQ.woff2jizfRExUiTo99u79B_mh0OC... https://fonts.gstatic.com/s/ptsans/v18/jizfRExUiTo99u79B_mh0OCtLQ.woff2 — 60.1 KiB — 20 ms — font-display: swaphttps://fonts.gstatic.com/s/lato/v25/S6uyw4BMUTPHjx4wXiWtFCc.woff2S6uyw4BMUTPHjx4wXiWtFCc... https://fonts.gstatic.com/s/lato/v25/S6uyw4BMUTPHjx4wXiWtFCc.woff2 — 13.7 KiB — 18 ms — font-display: swaphttps://fonts.gstatic.com/s/lato/v25/S6u8w4BMUTPHjxsAUi-q.woff2S6u8w4BMUTPHjxsAUi-q.woff2 https://fonts.gstatic.com/s/lato/v25/S6u8w4BMUTPHjxsAUi-q.woff2 — 25.8 KiB — 13 ms — font-display: swaphttps://pydata.org/wp-content/plugins/easy-social-icons/css/font-awesome/webfonts/fa-brands-400.woff2fa-brands-400.woff2 https://pydata.org/wp-content/plugins/easy-social-icons/css/font-awesome/webfonts/fa-brands-400.woff2 — 115.5 KiB — 29 ms — font-display: swaphttps://pydata.org/wp-content/plugins/modern-events-calendar/assets/fonts/Simple-Line-Icons.woff2?v=2.3.1Simple-Line-Icons.woff2 https://pydata.org/wp-content/plugins/modern-events-calendar/assets/fonts/Simple-Line-Icons.woff2?v=2.3.1 — 29.7 KiB — 16 ms — font-display: swaphttps://fonts.gstatic.com/s/roboto/v48/KFO7CnqEu92Fr1ME7kSn66aGLdTylUAMa3yUBHMdazQ.woff2KFO7CnqEu92Fr1ME7kSn66a... https://fonts.gstatic.com/s/roboto/v48/KFO7CnqEu92Fr1ME7kSn66aGLdTylUAMa3yUBHMdazQ.woff2 — 33.9 KiB — 73 ms — font-display: swap
S6u9w4BMUTPHh6UVSwaPGQ.... woff2 swap
Size 24 KB
Load time 11 ms
Start 705 ms
Risk FOUT — text flashes from fallback to web font
modules.woff woff swap
Size 90 KB
Load time 31 ms
Start 705 ms
Risk FOUT — text flashes from fallback to web font
  • Convert to woff2 for ~30% smaller file size
jizfRExUiTo99u79B_mh0OC... woff2 swap
Size 60 KB
Load time 20 ms
Start 705 ms
Risk FOUT — text flashes from fallback to web font
S6uyw4BMUTPHjx4wXiWtFCc... woff2 swap
Size 14 KB
Load time 18 ms
Start 705 ms
Risk FOUT — text flashes from fallback to web font
S6u8w4BMUTPHjxsAUi-q.woff2 woff2 swap
Size 26 KB
Load time 13 ms
Start 706 ms
Risk FOUT — text flashes from fallback to web font
fa-brands-400.woff2 woff2 swap
Size 116 KB
Load time 29 ms
Start 706 ms
Risk FOUT — text flashes from fallback to web font
  • Subset this font — over 100 KB suggests Latin Extended or full glyph coverage that most pages don't need
Simple-Line-Icons.woff2 woff2 swap
Size 30 KB
Load time 16 ms
Start 884 ms
Risk FOUT — text flashes from fallback to web font
KFO7CnqEu92Fr1ME7kSn66a... woff2 swap
Size 34 KB
Load time 73 ms
Start 1.3 s
Risk FOUT — text flashes from fallback to web font
Optimization checklist
  • Preload critical fonts (priority=high)
  • Use woff2 format for all fonts
  • Set font-display to swap, optional, or fallback
  • Subset large fonts (≤100 KB each)

Fixing the unchecked items could save ~85 KB and ~170 ms

A+
Resource Caching
All resources properly cached
PASS
All resources properly cached
Info::
No caching issues found
All static resources have appropriate caching headers.
A+
Critical Rendering Path
No render-blocking resources
PASS
No render-blocking resources
Info::
No render-blocking resources detected
A+
Resource Hints
3 hints, 0 missing preconnects
PASS
3 hints, 0 missing preconnects
Info::
Page uses 3 resource hint(s)

Current Resource Hints

preconnect
1
preload
—
dns-prefetch
2
prefetch
—

3 resource hints configured

A+
Render-Blocking Resources
No render-blocking resources detected
PASS
No render-blocking resources detected
Info::
No render-blocking resources detected in <head>
A+
Third-Party Resources
No third-party resources detected
PASS
No third-party resources detected
A+
Green Hosting
Whether the site is served from green-energy infrastructure
PASS

Green Hosting

This site is hosted on green energy infrastructure

Provider: Cloudflare

A
HTTP Caching
max-age=600 (10 minutes)
PASS
max-age=600 (10 minutes)
Info::
Cache-Control header is set
Got: max-age=600, must-revalidate
Info::
Effective TTL: 10 minutes (max-age=600)
Info::
No ETag or Last-Modified header
Conditional requests (304 Not Modified) are not possible without validators.
Cache-Control

max-age=600, must-revalidate

DirectiveValueMeaning
max-age600Cache for 10 minutes
must-revalidate—Must recheck with server after expiry
Effective TTL: 600 seconds
Network Waterfall
127 requests over 4604ms
INFO
0 ms 2.0 s 4.0 s 6.0 s 8.0 s 10.0 s 12.0 s 14.0 s 16.0 s 18.0 s 20.0 s 22.0 s 24.0 s FCP 11.6 s LCP 24.1 shttps://pydata.org// https://pydata.org/ — 200 — 39.6 KiB — 380 ms — h2https://www.googletagmanager.com/gtag/js?id=G-TQ07LZCNVDwww.googletagmanager.com/gtag/js?id... https://www.googletagmanager.com/gtag/js?id=G-TQ07LZCNVD — 200 — 157.2 KiB — 304 ms — h2https://pydata.org/wp-content/plugins/easy-social-icons/css/font-awesome/css/all.min.css?ver=7.0.0/wp-content/plugins/easy-social-ico... https://pydata.org/wp-content/plugins/easy-social-icons/css/font-awesome/css/all.min.css?ver=7.0.0 — 200 — 20.5 KiB — 39 ms — h2https://pydata.org/wp-content/plugins/easy-social-icons/css/font-awesome/css/v4-shims.min.css?ver=7.0.0/wp-content/plugins/easy-social-ico... https://pydata.org/wp-content/plugins/easy-social-icons/css/font-awesome/css/v4-shims.min.css?ver=7.0.0 — 200 — 4.5 KiB — 44 ms — h2https://pydata.org/wp-content/plugins/easy-social-icons/css/cnss.css?ver=1.0/wp-content/plugins/easy-social-ico... https://pydata.org/wp-content/plugins/easy-social-icons/css/cnss.css?ver=1.0 — 200 — 3.1 KiB — 28 ms — h2https://pydata.org/wp-content/plugins/easy-social-icons/css/share.css?ver=1.0/wp-content/plugins/easy-social-ico... https://pydata.org/wp-content/plugins/easy-social-icons/css/share.css?ver=1.0 — 200 — 829 B — 33 ms — h2https://pydata.org/wp-content/plugins/modern-events-calendar/assets/packages/select2/select2.min.css?ver=6.2.0/wp-content/plugins/modern-events-c... https://pydata.org/wp-content/plugins/modern-events-calendar/assets/packages/select2/select2.min.css?ver=6.2.0 — 200 — 2.3 KiB — 35 ms — h2https://pydata.org/wp-content/plugins/modern-events-calendar/assets/css/iconfonts.css?ver=6.9.4/wp-content/plugins/modern-events-c... https://pydata.org/wp-content/plugins/modern-events-calendar/assets/css/iconfonts.css?ver=6.9.4 — 200 — 7.7 KiB — 45 ms — h2https://pydata.org/wp-content/plugins/modern-events-calendar/assets/css/frontend.min.css?ver=6.2.0/wp-content/plugins/modern-events-c... https://pydata.org/wp-content/plugins/modern-events-calendar/assets/css/frontend.min.css?ver=6.2.0 — 200 — 64.8 KiB — 62 ms — h2https://pydata.org/wp-content/plugins/modern-events-calendar/assets/packages/tooltip/tooltip.css?ver=6.9.4/wp-content/plugins/modern-events-c... https://pydata.org/wp-content/plugins/modern-events-calendar/assets/packages/tooltip/tooltip.css?ver=6.9.4 — 200 — 1.4 KiB — 52 ms — h2https://pydata.org/wp-content/plugins/modern-events-calendar/assets/packages/tooltip/tooltipster-sideTip-shadow.min.css?ver=6.9.4/wp-content/plugins/modern-events-c... https://pydata.org/wp-content/plugins/modern-events-calendar/assets/packages/tooltip/tooltipster-sideTip-shadow.min.css?ver=6.9.4 — 200 — 637 B — 38 ms — h2https://pydata.org/wp-content/plugins/modern-events-calendar/assets/packages/featherlight/featherlight.css?ver=6.9.4/wp-content/plugins/modern-events-c... https://pydata.org/wp-content/plugins/modern-events-calendar/assets/packages/featherlight/featherlight.css?ver=6.9.4 — 200 — 1.7 KiB — 51 ms — h2https://fonts.googleapis.com/css?family=Montserrat%3A400%2C700%7CRoboto%3A100%2C300%2C400%2C700&ver=6.9.4fonts.googleapis.com/css?family=Mon... https://fonts.googleapis.com/css?family=Montserrat%3A400%2C700%7CRoboto%3A100%2C300%2C400%2C700&ver=6.9.4 — 200 — 2.3 KiB — 126 ms — h2https://fonts.googleapis.com/css?family=Lato%3A100%2C+100italic%2C+300%2C+300italic%2C+regular%2C+italic%2C+700%2C+700italic%2C+900%2C+900italic%2C+%7CLato%3A900italic%2C+900italic%2C+900italic%2C+900italic%2C+900italic%2C+900italic%2C+900italic%2C+900italic%2C+900italic%2C+900italic%2C+&subset=latin%2Clatin-extfonts.googleapis.com/css?family=Lat... https://fonts.googleapis.com/css?family=Lato%3A100%2C+100italic%2C+300%2C+300italic%2C+regular%2C+italic%2C+700%2C+700italic%2C+900%2C+900italic%2C+%7CLato%3A900italic%2C+900italic%2C+900italic%2C+900italic%2C+900italic%2C+900italic%2C+900italic%2C+900italic%2C+900italic%2C+900italic%2C+&subset=latin%2Clatin-ext — 200 — 561 B — 127 ms — h2https://pydata.org/wp-content/plugins/modern-events-calendar/assets/packages/lity/lity.min.css?ver=6.9.4/wp-content/plugins/modern-events-c... https://pydata.org/wp-content/plugins/modern-events-calendar/assets/packages/lity/lity.min.css?ver=6.9.4 — 200 — 1.4 KiB — 53 ms — h2https://pydata.org/wp-content/plugins/modern-events-calendar/assets/css/mec-general-calendar.css?ver=6.9.4/wp-content/plugins/modern-events-c... https://pydata.org/wp-content/plugins/modern-events-calendar/assets/css/mec-general-calendar.css?ver=6.9.4 — 200 — 6.1 KiB — 48 ms — 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h3https://www.google.com/rmkt/collect/937380915/?random=1776893073066&cv=11&fst=1776893073066&fmt=8&bg=ffffff&guid=ON&async=1&en=gtag.config&gtm=45be64k0h1v9224690405za200zb9137243757zd9137243757xec&gcd=13l3l3l3l1l1&dma=0&tag_exp=0~115938466~115938469~117266400&u_w=412&u_h=823&url=https%3A%2F%2Fpydata.org%2F&rcb=14&frm=0&tiba=PyData%20%7C&did=dZGIzZG%2CdZTQ1Zm&gdid=dZGIzZG.dZTQ1Zm&hn=www.googleadservices.com&npa=0&pscdl=noapi&auid=2004198365.1776893073&uaa=&uab=64&uafvl=Not-A.Brand%3B24.0.0.0%7CChromium%3B146.0.7680.164&uamb=1&uam=moto%20g%20power%20(2022)&uap=Android&uapv=11.0&uaw=0&data=event%3Dgtag.config&gcp=5www.google.com/rmkt/collect/9373809... https://www.google.com/rmkt/collect/937380915/?random=1776893073066&cv=11&fst=1776893073066&fmt=8&bg=ffffff&guid=ON&async=1&en=gtag.config&gtm=45be64k0h1v9224690405za200zb9137243757zd9137243757xec&gcd=13l3l3l3l1l1&dma=0&tag_exp=0~115938466~115938469~117266400&u_w=412&u_h=823&url=https%3A%2F%2Fpydata.org%2F&rcb=14&frm=0&tiba=PyData%20%7C&did=dZGIzZG%2CdZTQ1Zm&gdid=dZGIzZG.dZTQ1Zm&hn=www.googleadservices.com&npa=0&pscdl=noapi&auid=2004198365.1776893073&uaa=&uab=64&uafvl=Not-A.Brand%3B24.0.0.0%7CChromium%3B146.0.7680.164&uamb=1&uam=moto%20g%20power%20(2022)&uap=Android&uapv=11.0&uaw=0&data=event%3Dgtag.config&gcp=5 — 200 — 20 B — 106 ms — h3https://www.google.com/ccm/collect?rcb=14&frm=0&en=page_view&dl=https%3A%2F%2Fpydata.org%2F&scrsrc=www.googletagmanager.com&rnd=991118160.1776893073&dt=PyData%20%7C&auid=2004198365.1776893073&navt=n&npa=0&did=dZGIzZG%2CdZTQ1Zm&gdid=dZGIzZG.dZTQ1Zm&gtm=45be64k0h1v9224690405za200zb9137243757zd9137243757xec&gcd=13l3l3l3l1l1&dma=0&tag_exp=0~115938466~115938469~117266400&apve=1&apvf=f&apvc=1&tids=AW-10863026222~AW-937380915&tid=AW-10863026222&tft=1776893073076&tfd=1950www.google.com/ccm/collect?rcb=14&f... https://www.google.com/ccm/collect?rcb=14&frm=0&en=page_view&dl=https%3A%2F%2Fpydata.org%2F&scrsrc=www.googletagmanager.com&rnd=991118160.1776893073&dt=PyData%20%7C&auid=2004198365.1776893073&navt=n&npa=0&did=dZGIzZG%2CdZTQ1Zm&gdid=dZGIzZG.dZTQ1Zm&gtm=45be64k0h1v9224690405za200zb9137243757zd9137243757xec&gcd=13l3l3l3l1l1&dma=0&tag_exp=0~115938466~115938469~117266400&apve=1&apvf=f&apvc=1&tids=AW-10863026222~AW-937380915&tid=AW-10863026222&tft=1776893073076&tfd=1950 — 200 — 21 B — 105 ms — h3https://www.google.com/pagead/1p-user-list/10863026222/?random=1776893073035&cv=11&fst=1776891600000&bg=ffffff&guid=ON&async=1&en=gtag.config&gtm=45be64k0h1v9224690405za200zb9137243757zd9137243757xec&gcd=13l3l3l3l1l1&dma=0&tag_exp=0~115938466~115938469~117266400&u_w=412&u_h=823&url=https%3A%2F%2Fpydata.org%2F&rcb=14&frm=0&tiba=PyData%20%7C&did=dZGIzZG%2CdZTQ1Zm&gdid=dZGIzZG.dZTQ1Zm&hn=www.googleadservices.com&npa=0&pscdl=noapi&auid=2004198365.1776893073&uaa=&uab=64&uafvl=Not-A.Brand%3B24.0.0.0%7CChromium%3B146.0.7680.164&uamb=1&uam=moto%20g%20power%20(2022)&uap=Android&uapv=11.0&uaw=0&data=event%3Dgtag.config&rfmt=3&fmt=3&is_vtc=1&cid=CAQSyAEABaugfda6J-JpbK-cu23coYSXm5pRbe2BXLc5qB22dG7eb7sKG4dj0zfEAOisu7iuLKZ2rKDJSeB6jLipUGaq0R09MISCUq2SWD7b7Mh3dbAiFJvnpd8Er8ec7e0FIuajNwv5K0vhVf54SkQ8pD_CSPIKJI70K1MQxEXDsiwvTNtQdri4J3yOSMqWPVADMT1Kxl-MWNKbL0h4Yu3gCSniWjhRUrG3Z-ws7Qh3vojQATTjCsb_HamwiA5RcPQHfmt8pypeZ_H0xg&random=2251232568&rmt_tld=0&ipr=ywww.google.com/pagead/1p-user-list/... https://www.google.com/pagead/1p-user-list/10863026222/?random=1776893073035&cv=11&fst=1776891600000&bg=ffffff&guid=ON&async=1&en=gtag.config&gtm=45be64k0h1v9224690405za200zb9137243757zd9137243757xec&gcd=13l3l3l3l1l1&dma=0&tag_exp=0~115938466~115938469~117266400&u_w=412&u_h=823&url=https%3A%2F%2Fpydata.org%2F&rcb=14&frm=0&tiba=PyData%20%7C&did=dZGIzZG%2CdZTQ1Zm&gdid=dZGIzZG.dZTQ1Zm&hn=www.googleadservices.com&npa=0&pscdl=noapi&auid=2004198365.1776893073&uaa=&uab=64&uafvl=Not-A.Brand%3B24.0.0.0%7CChromium%3B146.0.7680.164&uamb=1&uam=moto%20g%20power%20(2022)&uap=Android&uapv=11.0&uaw=0&data=event%3Dgtag.config&rfmt=3&fmt=3&is_vtc=1&cid=CAQSyAEABaugfda6J-JpbK-cu23coYSXm5pRbe2BXLc5qB22dG7eb7sKG4dj0zfEAOisu7iuLKZ2rKDJSeB6jLipUGaq0R09MISCUq2SWD7b7Mh3dbAiFJvnpd8Er8ec7e0FIuajNwv5K0vhVf54SkQ8pD_CSPIKJI70K1MQxEXDsiwvTNtQdri4J3yOSMqWPVADMT1Kxl-MWNKbL0h4Yu3gCSniWjhRUrG3Z-ws7Qh3vojQATTjCsb_HamwiA5RcPQHfmt8pypeZ_H0xg&random=2251232568&rmt_tld=0&ipr=y — 200 — 64 B — 60 ms — h3https://www.google.com.br/pagead/1p-user-list/10863026222/?random=1776893073035&cv=11&fst=1776891600000&bg=ffffff&guid=ON&async=1&en=gtag.config&gtm=45be64k0h1v9224690405za200zb9137243757zd9137243757xec&gcd=13l3l3l3l1l1&dma=0&tag_exp=0~115938466~115938469~117266400&u_w=412&u_h=823&url=https%3A%2F%2Fpydata.org%2F&rcb=14&frm=0&tiba=PyData%20%7C&did=dZGIzZG%2CdZTQ1Zm&gdid=dZGIzZG.dZTQ1Zm&hn=www.googleadservices.com&npa=0&pscdl=noapi&auid=2004198365.1776893073&uaa=&uab=64&uafvl=Not-A.Brand%3B24.0.0.0%7CChromium%3B146.0.7680.164&uamb=1&uam=moto%20g%20power%20(2022)&uap=Android&uapv=11.0&uaw=0&data=event%3Dgtag.config&rfmt=3&fmt=3&is_vtc=1&cid=CAQSyAEABaugfda6J-JpbK-cu23coYSXm5pRbe2BXLc5qB22dG7eb7sKG4dj0zfEAOisu7iuLKZ2rKDJSeB6jLipUGaq0R09MISCUq2SWD7b7Mh3dbAiFJvnpd8Er8ec7e0FIuajNwv5K0vhVf54SkQ8pD_CSPIKJI70K1MQxEXDsiwvTNtQdri4J3yOSMqWPVADMT1Kxl-MWNKbL0h4Yu3gCSniWjhRUrG3Z-ws7Qh3vojQATTjCsb_HamwiA5RcPQHfmt8pypeZ_H0xg&random=2251232568&rmt_tld=1&ipr=ywww.google.com.br/pagead/1p-user-li... https://www.google.com.br/pagead/1p-user-list/10863026222/?random=1776893073035&cv=11&fst=1776891600000&bg=ffffff&guid=ON&async=1&en=gtag.config&gtm=45be64k0h1v9224690405za200zb9137243757zd9137243757xec&gcd=13l3l3l3l1l1&dma=0&tag_exp=0~115938466~115938469~117266400&u_w=412&u_h=823&url=https%3A%2F%2Fpydata.org%2F&rcb=14&frm=0&tiba=PyData%20%7C&did=dZGIzZG%2CdZTQ1Zm&gdid=dZGIzZG.dZTQ1Zm&hn=www.googleadservices.com&npa=0&pscdl=noapi&auid=2004198365.1776893073&uaa=&uab=64&uafvl=Not-A.Brand%3B24.0.0.0%7CChromium%3B146.0.7680.164&uamb=1&uam=moto%20g%20power%20(2022)&uap=Android&uapv=11.0&uaw=0&data=event%3Dgtag.config&rfmt=3&fmt=3&is_vtc=1&cid=CAQSyAEABaugfda6J-JpbK-cu23coYSXm5pRbe2BXLc5qB22dG7eb7sKG4dj0zfEAOisu7iuLKZ2rKDJSeB6jLipUGaq0R09MISCUq2SWD7b7Mh3dbAiFJvnpd8Er8ec7e0FIuajNwv5K0vhVf54SkQ8pD_CSPIKJI70K1MQxEXDsiwvTNtQdri4J3yOSMqWPVADMT1Kxl-MWNKbL0h4Yu3gCSniWjhRUrG3Z-ws7Qh3vojQATTjCsb_HamwiA5RcPQHfmt8pypeZ_H0xg&random=2251232568&rmt_tld=1&ipr=y — 200 — 64 B — 124 ms — h3https://www.google.com/pagead/1p-user-list/937380915/?random=1776893073066&cv=11&fst=1776891600000&bg=ffffff&guid=ON&async=1&en=gtag.config&gtm=45be64k0h1v9224690405za200zb9137243757zd9137243757xec&gcd=13l3l3l3l1l1&dma=0&tag_exp=0~115938466~115938469~117266400&u_w=412&u_h=823&url=https%3A%2F%2Fpydata.org%2F&rcb=14&frm=0&tiba=PyData%20%7C&did=dZGIzZG%2CdZTQ1Zm&gdid=dZGIzZG.dZTQ1Zm&hn=www.googleadservices.com&npa=0&pscdl=noapi&auid=2004198365.1776893073&uaa=&uab=64&uafvl=Not-A.Brand%3B24.0.0.0%7CChromium%3B146.0.7680.164&uamb=1&uam=moto%20g%20power%20(2022)&uap=Android&uapv=11.0&uaw=0&data=event%3Dgtag.config&rfmt=3&fmt=3&is_vtc=1&cid=CAQS6wEABaugffQga_m0norGpQgQ5tCzjNcLJsPw1bp2mPtrPQl_bTGqd9kstmUU-K6pfs3z4aBdkNrNSVuvmdlpM6qtneSc3PfsJwuF4O4QPE4TXk5jtJA3ZHfV2cijaaH3FzE8QzlxMB61AD1TmSyQqiiQlHypdIY79of9klxYQr_Yd9U7D31pHfdzGtWOzETHcbLhC_FbfX6gNMmZTn9WIWBDXhN2EPYblyhAJH2xga9CLMT3zBQisST6spdaX6TMK_HTuhGTalnI2alEI0C2A2MHXrBAkXUPorSMaSrbfkYPIRhvZ4ayGMlbkSLr&random=1009133325&rmt_tld=0&ipr=ywww.google.com/pagead/1p-user-list/... https://www.google.com/pagead/1p-user-list/937380915/?random=1776893073066&cv=11&fst=1776891600000&bg=ffffff&guid=ON&async=1&en=gtag.config&gtm=45be64k0h1v9224690405za200zb9137243757zd9137243757xec&gcd=13l3l3l3l1l1&dma=0&tag_exp=0~115938466~115938469~117266400&u_w=412&u_h=823&url=https%3A%2F%2Fpydata.org%2F&rcb=14&frm=0&tiba=PyData%20%7C&did=dZGIzZG%2CdZTQ1Zm&gdid=dZGIzZG.dZTQ1Zm&hn=www.googleadservices.com&npa=0&pscdl=noapi&auid=2004198365.1776893073&uaa=&uab=64&uafvl=Not-A.Brand%3B24.0.0.0%7CChromium%3B146.0.7680.164&uamb=1&uam=moto%20g%20power%20(2022)&uap=Android&uapv=11.0&uaw=0&data=event%3Dgtag.config&rfmt=3&fmt=3&is_vtc=1&cid=CAQS6wEABaugffQga_m0norGpQgQ5tCzjNcLJsPw1bp2mPtrPQl_bTGqd9kstmUU-K6pfs3z4aBdkNrNSVuvmdlpM6qtneSc3PfsJwuF4O4QPE4TXk5jtJA3ZHfV2cijaaH3FzE8QzlxMB61AD1TmSyQqiiQlHypdIY79of9klxYQr_Yd9U7D31pHfdzGtWOzETHcbLhC_FbfX6gNMmZTn9WIWBDXhN2EPYblyhAJH2xga9CLMT3zBQisST6spdaX6TMK_HTuhGTalnI2alEI0C2A2MHXrBAkXUPorSMaSrbfkYPIRhvZ4ayGMlbkSLr&random=1009133325&rmt_tld=0&ipr=y — 200 — 64 B — 61 ms — h3https://www.google.com.br/pagead/1p-user-list/937380915/?random=1776893073066&cv=11&fst=1776891600000&bg=ffffff&guid=ON&async=1&en=gtag.config&gtm=45be64k0h1v9224690405za200zb9137243757zd9137243757xec&gcd=13l3l3l3l1l1&dma=0&tag_exp=0~115938466~115938469~117266400&u_w=412&u_h=823&url=https%3A%2F%2Fpydata.org%2F&rcb=14&frm=0&tiba=PyData%20%7C&did=dZGIzZG%2CdZTQ1Zm&gdid=dZGIzZG.dZTQ1Zm&hn=www.googleadservices.com&npa=0&pscdl=noapi&auid=2004198365.1776893073&uaa=&uab=64&uafvl=Not-A.Brand%3B24.0.0.0%7CChromium%3B146.0.7680.164&uamb=1&uam=moto%20g%20power%20(2022)&uap=Android&uapv=11.0&uaw=0&data=event%3Dgtag.config&rfmt=3&fmt=3&is_vtc=1&cid=CAQS6wEABaugffQga_m0norGpQgQ5tCzjNcLJsPw1bp2mPtrPQl_bTGqd9kstmUU-K6pfs3z4aBdkNrNSVuvmdlpM6qtneSc3PfsJwuF4O4QPE4TXk5jtJA3ZHfV2cijaaH3FzE8QzlxMB61AD1TmSyQqiiQlHypdIY79of9klxYQr_Yd9U7D31pHfdzGtWOzETHcbLhC_FbfX6gNMmZTn9WIWBDXhN2EPYblyhAJH2xga9CLMT3zBQisST6spdaX6TMK_HTuhGTalnI2alEI0C2A2MHXrBAkXUPorSMaSrbfkYPIRhvZ4ayGMlbkSLr&random=1009133325&rmt_tld=1&ipr=ywww.google.com.br/pagead/1p-user-li... https://www.google.com.br/pagead/1p-user-list/937380915/?random=1776893073066&cv=11&fst=1776891600000&bg=ffffff&guid=ON&async=1&en=gtag.config&gtm=45be64k0h1v9224690405za200zb9137243757zd9137243757xec&gcd=13l3l3l3l1l1&dma=0&tag_exp=0~115938466~115938469~117266400&u_w=412&u_h=823&url=https%3A%2F%2Fpydata.org%2F&rcb=14&frm=0&tiba=PyData%20%7C&did=dZGIzZG%2CdZTQ1Zm&gdid=dZGIzZG.dZTQ1Zm&hn=www.googleadservices.com&npa=0&pscdl=noapi&auid=2004198365.1776893073&uaa=&uab=64&uafvl=Not-A.Brand%3B24.0.0.0%7CChromium%3B146.0.7680.164&uamb=1&uam=moto%20g%20power%20(2022)&uap=Android&uapv=11.0&uaw=0&data=event%3Dgtag.config&rfmt=3&fmt=3&is_vtc=1&cid=CAQS6wEABaugffQga_m0norGpQgQ5tCzjNcLJsPw1bp2mPtrPQl_bTGqd9kstmUU-K6pfs3z4aBdkNrNSVuvmdlpM6qtneSc3PfsJwuF4O4QPE4TXk5jtJA3ZHfV2cijaaH3FzE8QzlxMB61AD1TmSyQqiiQlHypdIY79of9klxYQr_Yd9U7D31pHfdzGtWOzETHcbLhC_FbfX6gNMmZTn9WIWBDXhN2EPYblyhAJH2xga9CLMT3zBQisST6spdaX6TMK_HTuhGTalnI2alEI0C2A2MHXrBAkXUPorSMaSrbfkYPIRhvZ4ayGMlbkSLr&random=1009133325&rmt_tld=1&ipr=y — 200 — 64 B — 122 ms — h3https://www.google.com/js/th/rOmrN60AN-U9GRTHX8orPjMEIJ8wTXyJ5HZew_AwfbI.jswww.google.com/js/th/rOmrN60AN-U9GR... https://www.google.com/js/th/rOmrN60AN-U9GRTHX8orPjMEIJ8wTXyJ5HZew_AwfbI.js — 200 — 23.1 KiB — 64 ms — h3https://www.youtube.com/generate_204?QRtxxAwww.youtube.com/generate_204?QRtxxA https://www.youtube.com/generate_204?QRtxxA — 204 — 10 B — 4 ms — h3https://jnn-pa.googleapis.com/$rpc/google.internal.waa.v1.Waa/GenerateITjnn-pa.googleapis.com/$rpc/google.i... https://jnn-pa.googleapis.com/$rpc/google.internal.waa.v1.Waa/GenerateIT — 200 — 0 B — 122 ms — h2https://jnn-pa.googleapis.com/$rpc/google.internal.waa.v1.Waa/GenerateITjnn-pa.googleapis.com/$rpc/google.i... https://jnn-pa.googleapis.com/$rpc/google.internal.waa.v1.Waa/GenerateIT — 200 — 312 B — 70 ms — h2https://track.hubspot.com/__ptq.gif?k=1&sd=412x823&cd=24-bit&cs=UTF-8&ln=en-us&bfp=e2a0afc247676678f24e50010fe14ccd&v=1.1&a=39929437&rcu=https%3A%2F%2Fpydata.org%2F&pu=https%3A%2F%2Fpydata.org%2F&t=PyData+%7C&cts=1776893073581&vi=54b2723226978e8a3adb683b4d933dad&nc=true&u=95495811.54b2723226978e8a3adb683b4d933dad.1776893073575.1776893073575.1776893073575.1&b=95495811.1.1776893073575&cc=15track.hubspot.com/__ptq.gif?k=1&sd=... https://track.hubspot.com/__ptq.gif?k=1&sd=412x823&cd=24-bit&cs=UTF-8&ln=en-us&bfp=e2a0afc247676678f24e50010fe14ccd&v=1.1&a=39929437&rcu=https%3A%2F%2Fpydata.org%2F&pu=https%3A%2F%2Fpydata.org%2F&t=PyData+%7C&cts=1776893073581&vi=54b2723226978e8a3adb683b4d933dad&nc=true&u=95495811.54b2723226978e8a3adb683b4d933dad.1776893073575.1776893073575.1776893073575.1&b=95495811.1.1776893073575&cc=15 — 200 — 1.1 KiB — 170 ms — h2https://pydata.org/wp-content/uploads/2019/04/cropped-pydata-favicon-512-32x32.png/wp-content/uploads/2019/04/cropped... https://pydata.org/wp-content/uploads/2019/04/cropped-pydata-favicon-512-32x32.png — 200 — 864 B — 13 ms — h2https://www.youtube.com/youtubei/v1/log_event?alt=jsonwww.youtube.com/youtubei/v1/log_eve... https://www.youtube.com/youtubei/v1/log_event?alt=json — 200 — 50 B — 65 ms — h3
HTML JavaScript CSS Images Fonts XHR/Fetch Other
Third-Party Script Cost
Per-script blocking time, transfer cost, and cache headers
INFO
67% of JavaScript execution is third-party
First-party Third-party 2438ms · 519KB · $14/mo
HubSpot Analytics
Analytics
Costly
Execution 882ms
Transfer 42 KB
Monthly Cost $5/mo
Google Tag Manager
Tag Manager
Costly
Execution 543ms
Transfer 157 KB
Unused 41%
Monthly Cost $3/mo
Unattributable
Other
Costly
Execution 493ms
Transfer 0 KB
Monthly Cost $3/mo
Google Tag Manager
Tag Manager
Costly
Execution 374ms
Transfer 146 KB
Unused 38%
Monthly Cost $2/mo
Google Tag Manager
Tag Manager
Optional
Execution 79ms
Transfer 146 KB
Unused 72%
Monthly Cost $0/mo
js.hubspot.com
Other
Optional
Execution 66ms
Transfer 28 KB
Monthly Cost $0/mo

These scripts may cost more than they're worth

  • HubSpot Analytics adds 882ms and costs ~$5/month
  • Google Tag Manager adds 543ms and costs ~$3/month
  • Unattributable adds 493ms and costs ~$3/month
  • Google Tag Manager adds 374ms and costs ~$2/month

67% of JavaScript execution time comes from third-party scripts.

Why this matters

Third-party scripts (analytics, ads, social, A/B testing) often dominate execution time — every one is a perf-and-privacy tax.

Learn more ▾

Each third-party script is a black box: you don't control when it loads, what it executes, or how much it grows. They often account for a major share of total blocking time on average sites (HTTP Archive's Web Almanac documents the trend). Audit which ones you actually need, defer the rest, and use facade patterns (lite-youtube, lite-vimeo) for embedded media.

Source: web.dev / HTTP Archive Web Almanac

HubSpot Analytics takes 882ms of CPU time. Consider loading it asynchronously or replacing it with a lighter alternative.

Why this matters

This script has high main-thread execution time — optimize hot paths or defer.

Source: web.dev

Google Tag Manager takes 543ms of CPU time. Consider loading it asynchronously or replacing it with a lighter alternative.

Why this matters

This script has high main-thread execution time — optimize hot paths or defer.

Source: web.dev

Unattributable takes 493ms of CPU time. Consider loading it asynchronously or replacing it with a lighter alternative.

Why this matters

This script has high main-thread execution time — optimize hot paths or defer.

Source: web.dev

Google Tag Manager takes 374ms of CPU time. Consider loading it asynchronously or replacing it with a lighter alternative.

Why this matters

This script has high main-thread execution time — optimize hot paths or defer.

Source: web.dev

72% of Google Tag Manager's code is unused. The script may be loading features you don't use.

Why this matters

Bundle has high unused-code ratio — tree-shaking and route-splitting recover the wasted bytes.

Source: web.dev

How third-party costs are calculated

All checks on this page are automated. Results are estimates - run targeted manual reviews when the score affects a release decision.

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