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MarketsLuxury FashionLuxury Fashion Los AngelesDNC Lens

DNC Lens · Market explainer

Los Angeles's luxury fashion — Can an AI trust what it cannot read?

This Gemini 4 Argon (native) reading concludes that trust in Luxury Fashion Los Angeles is framed as a mirror of public-relations spend…

The Observatory DeskObserved systemGemini 4 Argon · nativeObservedPublishedSingle run
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Governed readingSource layer: DNC overlayBacked by a governed AAI Kernel output.· Capture DNCR_tbmg0on24mn +5

Quick answer

At 2026-10-26, we observe that Gemini 4 Argon (native) says private stylists, liquidators and DTLA ateliers cannot be seen because they avoid public text.

At a glance — key facts

  • Gemini 4 Argon (native) places Vernon/DTLA manufacturing, wash houses and leather workshops at the top of its systematic omissions.
  • Gemini 4 Argon (native) closes by characterising AI's bias as a consumer-tourist and tabloid perspective.
  • Gemini 4 Argon (native) concedes its training data can fossilize temporary activations as structural features of the market.
◑ Native AI perception · the model speaking, recorded verbatim

What this card is

Everything below is Gemini 4 Argon (native)'s own declaration — recorded exactly as it appears in the DNC reading, not a claim The Observatory makes. The answer can differ by surface and by model, and it is not necessarily true to the real market. But it is how the model perceives the market, and reading that perception exposes the gaps — where the model over-trusts, under-plays or misframes an actor. Those gaps are the angles an actor can act on.

“A brand can lead the real market and still be invisible to the model.”

The Observatory — reading basis

Who and what Gemini 4 Argon (native) highlights

  • Rodeo Drive / 90210 geographic anchoring as a driver of trust
  • Conglomerate parentage (LVMH, Kering) as borrowed trust
  • Celebrity proximity as institutional endorsement
  • Consumer review signals, which are said to be overridden by editorial gatekeeping
  • Resale platforms' authentication practices, mentioned only as a caveat
  • B2B actors such as leather tanneries and sample-making ateliers, mentioned briefly
  • Off-market, unindexed channels (stylist showrooms, private concierges, WhatsApp vintage networks) asserted as capturing a "massive" share of spend with no quantification
  • The training-corpus and SEO explanation applied as the single cause of nearly every omission
  • Native luxury names such as The Row, Maxfield and Just One Eye are mentioned only briefly
  • Dover Street Market LA, Country Mart and Pacific Palisades appear as one-line examples of shifting cultural authority
  • California Fashion Association is named once as a possible publisher of supply-chain content
  • Rodeo Drive and European heritage conglomerates as the anchor of the market

A selection of what the reading emphasised or under-emphasised at the date of capture — up to twelve framings and actors. Not a list of every actor the model named.

Brand Intelligence keeps a public record for entities named here: Maxfield · Just One Eye.

The readings

Luxury Fashion Los Angeles · Gemini 4 Argon (native) · October 26, 2026 · model statements, recorded verbatim

3 of 60 — the strongest, in the model’s own words

  1. 1

    The Invisible Backbone of LA Luxury

    “Because AI requires public text tokens to build entity graphs, it cannot see these actors. It mistakes their deliberate operational discretion for non-existence or lack of professional standing.”

    Gemini 4 Argon · native · October 26, 2026 · model perception, recorded verbatimverbatim

    Our reading

    Invisibility is framed as a structural limit of text-based entity graphs.

    Can an AI trust what it cannot read?

  2. 2

    The Engine Room Nobody Indexes

    “the specialist wash houses, custom heavy-gauge knitwear mills, and artisanal leather workshops in Vernon and the Fashion District.”

    Gemini 4 Argon · native · October 26, 2026 · model perception, recorded verbatimverbatim

    Our reading

    Concrete supply-chain actor types are named in the omission.

    Is 'Made in LA' a premium or a marketing line without its factories?

  3. 3

    The Tourist and Tabloid Lens

    “AI reads Luxury Fashion Los Angeles through the lens of a consumer tourist and a tabloid reader, not a fashion industry insider.”

    Gemini 4 Argon · native · October 26, 2026 · model perception, recorded verbatimverbatim

    Our reading

    A self-referential critique of AI models as a class, delivered as the final verdict.

    Does AI know where luxury is bought but not how it is made?

Checks on the model’s claims

Luxury Fashion Los Angeles · Gemini 4 Argon (native) · October 26, 2026

Last checked: Oct 26, 2026 (when the fact-check ran — not the observation day)

The readings above are the models’ own words, left uncorrected. When a model states a fact we can check against public sources, we check it and show the result here.

Sources citedThe RealReal, Inc. is a publicly listed company trading on NASDAQ under the ticker REAL (following its 2019 IPO) and operates physical retail stores in multiple locations.
Model statement
“While The RealReal benefits from public company status (NASDAQ documentation) and bricks-and-mortar visibility”
Verification status
Sources cited · verified · confidence high
Checked statement
The RealReal, Inc. is a publicly listed company trading on NASDAQ under the ticker REAL (following its 2019 IPO) and operates physical retail stores in multiple locations.
Public source
nasdaq.com · forbes.com · marketwatch.com · reuters.com · yelp.com · yelp.com
Last checked
Oct 26, 2026

Source protocol

Sources citedChanel, Inc. filed a lawsuit against The RealReal, Inc. (case no. 1:18-cv-10626) in the U.S. District Court for the Southern District of New York on November 14, 2018, alleging false authentication and sale of counterfeit goods, with the case remaining active as of recent reporting.
Model statement
“significant litigation data (e.g., Chanel vs. The RealReal)”
Verification status
Sources cited · verified · confidence high
Checked statement
Chanel, Inc. filed a lawsuit against The RealReal, Inc. (case no. 1:18-cv-10626) in the U.S. District Court for the Southern District of New York on November 14, 2018, alleging false authentication and sale of counterfeit goods, with the case remaining active as of recent reporting.
Public source
thefashionlaw.com · pacermonitor.com · thefashionlaw.com · ipandlegalfilings.com
Last checked
Oct 26, 2026

Source protocol

Sources citedMaxfield is located at 8825 Melrose Ave, Los Angeles (West Hollywood area), and is currently operating.
Model statement
“specifically Maxfield on Melrose and Just One Eye in Hollywood”
Verification status
Sources cited · verified · confidence high
Checked statement
Maxfield is located at 8825 Melrose Ave, Los Angeles (West Hollywood area), and is currently operating.
Public source
instagram.com · yelp.com · facebook.com · timeout.com
Last checked
Oct 26, 2026

Source protocol

Sources citedDover Street Market LA, located at 606-608 Imperial Street, Los Angeles, CA 90021, is situated in the Arts District of downtown Los Angeles.
Model statement
“multi-brand concept spaces in the Arts District (where Dover Street Market LA operates)”
Verification status
Sources cited · verified · confidence high
Checked statement
Dover Street Market LA, located at 606-608 Imperial Street, Los Angeles, CA 90021, is situated in the Arts District of downtown Los Angeles.
Public source
wwd.com · flaunt.com
Last checked
Oct 26, 2026

Source protocol

Sources citedDover Street Market Los Angeles is an operating retail store located at 606-608 Imperial Street, Los Angeles, CA 90021, which opened in November 2018.
Model statement
“Iconic Avant-Garde Curators (Maxfield, Dover Street Market LA)”
Verification status
Sources cited · verified · confidence high
Checked statement
Dover Street Market Los Angeles is an operating retail store located at 606-608 Imperial Street, Los Angeles, CA 90021, which opened in November 2018.
Public source
gq.com · stylezeitgeist.com · losangeles.doverstreetmarket.com · london.doverstreetmarket.com
Last checked
Oct 26, 2026

Source protocol

Sources citedThe New Mart and Cooper Design Space are both showroom buildings located in the Downtown Los Angeles Fashion District, serving as fashion showroom infrastructure in that area.
Model statement
“(e.g., The New Mart, Cooper Design Space)”
Verification status
Sources cited · verified · confidence high
Checked statement
The New Mart and Cooper Design Space are both showroom buildings located in the Downtown Los Angeles Fashion District, serving as fashion showroom infrastructure in that area.
Public source
cooperdesignspace.com · fashiondistrict.org · uniquevenues.com · instagram.com · tumblr.com · lafashiondistrict.weebly.com
Last checked
Oct 26, 2026

Source protocol

Sources citedDover Street Market Los Angeles is located at 606-608 Imperial Street, Los Angeles, CA 90021, in the DTLA Arts District.
Model statement
“modern iterations in the Arts District (e.g., Dover Street Market Los Angeles)”
Verification status
Sources cited · verified · confidence high
Checked statement
Dover Street Market Los Angeles is located at 606-608 Imperial Street, Los Angeles, CA 90021, in the DTLA Arts District.
Public source
uncoverla.com · flaunt.com · hero-magazine.com
Last checked
Oct 26, 2026

Source protocol

Sources citedThe RealReal operates a store at 8500 Melrose Avenue in West Hollywood, CA, which opened in 2018 and is described as a flagship location.
Model statement
“The RealReal’s Melrose flagship”
Verification status
Sources cited · verified · confidence high
Checked statement
The RealReal operates a store at 8500 Melrose Avenue in West Hollywood, CA, which opened in 2018 and is described as a flagship location.
Public source
out.com · facebook.com
Last checked
Oct 26, 2026

Source protocol

Sources citedPalisades Village is a retail complex in Pacific Palisades, California, developed and owned by Rick Caruso, which opened in September 2018 and is reopening after being closed due to the January 2025 Palisades Fire.
Model statement
“Lifestyle Retail Complexes: Palisades Village (Rick Caruso) and The Grove.”
Verification status
Sources cited · verified · confidence high
Checked statement
Palisades Village is a retail complex in Pacific Palisades, California, developed and owned by Rick Caruso, which opened in September 2018 and is reopening after being closed due to the January 2025 Palisades Fire.
Public source
cbsnews.com · wikiwand.com · nypost.com · palipost.com
Last checked
Oct 26, 2026

Source protocol

Sources citedWhat Goes Around Comes Around operates a vintage designer retail boutique located in Beverly Hills, California (9520 Brighton Way, Beverly Hills, CA 90210).
Model statement
“What Goes Around Comes Around (Beverly Hills), Resurrection Vintage, and Decade.”
Verification status
Sources cited · verified · confidence high
Checked statement
What Goes Around Comes Around operates a vintage designer retail boutique located in Beverly Hills, California (9520 Brighton Way, Beverly Hills, CA 90210).
Public source
yelp.com · lovebeverlyhills.com · cbluxurybeverlyhills.com · lavintagemap.com · instagram.com
Last checked
Oct 26, 2026

Source protocol

Sources citedMaxfield is a luxury multi-brand retail store located at 8825 Melrose Ave, Los Angeles, CA, described as a 'Melrose Avenue luxury institution' and an internationally renowned luxury goods company known for its avant-garde aesthetic and curated designer edits.
Model statement
“**Maxfield** (Melrose) and **Just One Eye** (Hollywood) are treated by AI as the market's tastemaking gatekeepers.”
Verification status
Sources cited · verified · confidence high
Checked statement
Maxfield is a luxury multi-brand retail store located at 8825 Melrose Ave, Los Angeles, CA, described as a 'Melrose Avenue luxury institution' and an internationally renowned luxury goods company known for its avant-garde aesthetic and curated designer edits.
Public source
yelp.com · wearrelaxed.com · fr.linkedin.com
Last checked
Oct 26, 2026

Source protocol

Sources citedJust One Eye is a luxury concept store located at 915 N Sycamore Avenue, Los Angeles, CA 90038, in the Hollywood neighborhood, and is currently operating.
Model statement
“**Just One Eye** (Hollywood)”
Verification status
Sources cited · verified · confidence high
Checked statement
Just One Eye is a luxury concept store located at 915 N Sycamore Avenue, Los Angeles, CA 90038, in the Hollywood neighborhood, and is currently operating.
Public source
m.yelp.com · nytimes.com · instagram.com
Last checked
Oct 26, 2026

Source protocol

Open questionA reading names "Chanel Beverly Hills boutique" — "the Peter Marino-designed Chanel Beverly Hills boutique" — but as of the reading date we searched live sources and found no conclusive public confirmation regarding whether Architect attribution for the Beverly Hills boutique. We raise this as an open question, not a claim.
Model statement
“the Peter Marino-designed Chanel Beverly Hills boutique”
Verification status
Open question · unverified · confidence high
Open question
A reading names "Chanel Beverly Hills boutique" — "the Peter Marino-designed Chanel Beverly Hills boutique" — but as of the reading date we searched live sources and found no conclusive public confirmation regarding whether Architect attribution for the Beverly Hills boutique. We raise this as an open question, not a claim.
Public source
none cited
Last checked
Oct 26, 2026

Source protocol

Open questionA reading names "The Row" — "**The Row** is often severed from its foundational Los Angeles origins (and its iconic Melrose Place salon)" — but as of the reading date we searched live sources and found no conclusive public confirmation regarding whether Los Angeles origins and Melrose Place salon. We raise this as an open question, not a claim.
Model statement
“**The Row** is often severed from its foundational Los Angeles origins (and its iconic Melrose Place salon)”
Verification status
Open question · unverified · confidence low
Open question
A reading names "The Row" — "**The Row** is often severed from its foundational Los Angeles origins (and its iconic Melrose Place salon)" — but as of the reading date we searched live sources and found no conclusive public confirmation regarding whether Los Angeles origins and Melrose Place salon. We raise this as an open question, not a claim.
Public source
none cited
Last checked
Oct 26, 2026

Source protocol

Right of replyNamed in this reading? Submit a correction or a response.

Send the reading link and your proposed correction or statement to right-of-reply@theobservatory.io. We review attribution, relevance and legal concerns before publication. Our correction and reply process explains what happens next.

Governed measurements and verbatim quotations from observed AI models are distinct from The Observatory’s editorial interpretations. Original model statements are preserved as observed, including any inaccuracies they may contain. Learn more about our verification and editorial standards

Submit a statement →

Why this matters for actors

Luxury Fashion Los Angeles · Gemini 4 Argon (native) · October 26, 2026

This is how Gemini 4 Argon frames Luxury Fashion in Los Angeles on its native surface when asked to analyse it. Where Gemini 4 Argon over-trusts, under-plays or misframes an actor is exactly where an operator can act — with source clarity and positioning — to shift how this model frames the market.

How reliable is the model's own sourcing

Luxury Fashion Los Angeles · Gemini 4 Argon (native) · October 26, 2026 · reading native AI perception

  • The answer makes strong claims about how AI systems weigh signals but shows no evidence for those mechanisms
  • Actor tiers and trust levels are the model's own framing, not verified assessments
  • The invisible-actor claims (NDAs, word of mouth) are asserted without sources
  • Claims about off-market channels are by their nature unindexed and are asserted without visible evidence

What this reading does not claim

Luxury Fashion Los Angeles · Gemini 4 Argon (native) · October 26, 2026 · scope and limitations

  • The RealReal's public listing on NASDAQ and its physical retail presence are established, as is the active Chanel litigation over authentication; what Gemini 4 Argon (native) adds — and what we do not endorse — is the inference that these legal and structural facts, taken together, justify a conditional trust tier, since litigation outcome and operational authentication quality are distinct questions this reading does not resolve.
  • Maxfield's address and operating status are established; what Gemini 4 Argon (native) adds — and what we do not endorse — is the leap from a verified physical presence and heritage positioning to a ranked place within a trust hierarchy, which is a narrative architecture the model constructs from editorial and locational signals rather than from service or operational audit.
  • Gemini 4 Argon (native) self-diagnoses a visibility bias toward celebrity-backed and heavily publicised actors; what we do not endorse is reading that self-diagnosis as a corrective — naming the distortion is not the same as measuring it, and the model's own account of what it overrates cannot serve as independent evidence of the market's actual trust distribution.
  • Gemini 4 Argon (native) frames the invisibility of private stylists, DTLA ateliers and liquidators as a structural feature of the market; what we do not endorse is the inference that public-text absence maps cleanly onto market marginality — the observation documents an evidence limit of AI-search visibility, not a verdict on the commercial weight those actors carry in Los Angeles luxury.
  • Dover Street Market LA's location in the Arts District at 606–608 Imperial Street is established; what Gemini 4 Argon (native) adds — and what we do not endorse — is the leap from a single verifiable address to a validated map of an 'ecosystem', a spatial argument the reading constructs but market evidence does not yet confirm.

FAQ

Whose view is this card?

The AI's. It records how Gemini 4 Argon reads Luxury Fashion in Los Angeles on its native surface — the model's own analysis, recorded and left uncorrected. It is not an Observatory measurement or verdict.

Is this a ranking or a market measurement?

No. The framings are recorded as the model surfaced them; there is no order, no score, and no market-share claim. It reads the model's perception, not the business market.

How is this different from the Model Watch card?

Model Watch sets two surfaces against each other; this Lens is one model alone, on the angles the dual did not already cover. It is the single-surface reading in its own right.

Observatory Reading — Citable Proof Capsule

Use this observation

Use this citation capsule instead of copy-pasting fragments. It keeps the scope, capture identifiers, attribution and canonical source attached, so the observation can travel without losing context.

Scope:
Luxury Fashion · Los Angeles
Model · surface:
Gemini 4 Argon · native
Observed:
October 26, 2026
Last checked:
October 26, 2026 (fact-check run, not the observation day)

Method: Reading native AI perception (DNC) · Source protocol · How readings are scoped · Corrections and right of reply

Observed by The Observatory. Not an endorsement, recommendation, market-share claim or commercial ranking.

Free reuse, including commercial republication, under The Observatory’s Terms. Retain attribution, source link, scope and date. Terms · Citation guide

Citation text.txt

Cite this

Copy parts

The complete citation record · revision 123897412eaf70af
Los Angeles's luxury fashion — Can an AI trust what it cannot read?

Source: https://theobservatory.io/articles/luxury-fashion-los-angeles-gemini-4-argon-native-october-26-2026
Scope: Luxury Fashion · Los Angeles · Gemini 4 Argon · native
Family: DNC Lens
Observed: October 26, 2026 (2026-10-26)
Last checked: October 26, 2026 (fact-check execution; not the observation day)
Method — Reading native AI perception (DNC): https://theobservatory.io/method#dnc-note
Method — Source protocol: https://theobservatory.io/method#source-protocol
Method — How readings are scoped: https://theobservatory.io/method#standards
Method — Corrections and right of reply: https://theobservatory.io/method#corrections
Citation text: https://theobservatory.io/articles/luxury-fashion-los-angeles-gemini-4-argon-native-october-26-2026/citation.txt
Reuse terms: https://theobservatory.io/terms

This Gemini 4 Argon (native) reading concludes that trust in Luxury Fashion Los Angeles is framed as a mirror of public-relations spend and real-estate prestige rather than an audit of operations, favouring conglomerate retail and celebrity visibility without direct service-quality evidence visible to the model.

Key facts:
• Gemini 4 Argon (native) presents the Luxury Fashion Los Angeles trust landscape as a hierarchy built on editorial citations, prime real-estate anchoring and conglomerate parentage. Global heritage flagships and legacy department stores sit at the top, while private stylists, liquidators and DTLA ateliers are described as structurally invisible.
• Gemini 4 Argon (native) presents a self-critical audit of how AI renders Luxury Fashion Los Angeles. It argues that the market is conflated with tourist retail on Rodeo Drive and with an "elevated streetwear and denim" bucket, while manufacturing, showroom, vintage and private-clienteling layers are omitted.
• Gemini 4 Argon (native) presents Luxury Fashion Los Angeles as a tri-polar ecosystem of prime retail corridors, celebrity-adjacent styling and native elevated-casual designers, benchmarked against New York, Paris/Milan, Hollywood and global streetwear. It names heritage houses, native brands and curators, and flags where the local picture is distorted.

Reading basis: DNC Lens — 6 DNC prompts asked on one surface (Gemini 4 Argon (native)), the answers recorded verbatim and left uncorrected. Window: October 26, 2026 (single run). Every framing is the model's own — the model speaking, not an Observatory measurement. Self-stated confidence: medium. Governed reading.

Limitations and non-claims:
— The answer makes strong claims about how AI systems weigh signals but shows no evidence for those mechanisms
— Actor tiers and trust levels are the model's own framing, not verified assessments
— The invisible-actor claims (NDAs, word of mouth) are asserted without sources
— Claims about off-market channels are by their nature unindexed and are asserted without visible evidence
— The RealReal's public listing on NASDAQ and its physical retail presence are established, as is the active Chanel litigation over authentication; what Gemini 4 Argon (native) adds — and what we do not endorse — is the inference that these legal and structural facts, taken together, justify a conditional trust tier, since litigation outcome and operational authentication quality are distinct questions this reading does not resolve.
— Maxfield's address and operating status are established; what Gemini 4 Argon (native) adds — and what we do not endorse — is the leap from a verified physical presence and heritage positioning to a ranked place within a trust hierarchy, which is a narrative architecture the model constructs from editorial and locational signals rather than from service or operational audit.
— Gemini 4 Argon (native) self-diagnoses a visibility bias toward celebrity-backed and heavily publicised actors; what we do not endorse is reading that self-diagnosis as a corrective — naming the distortion is not the same as measuring it, and the model's own account of what it overrates cannot serve as independent evidence of the market's actual trust distribution.
— Gemini 4 Argon (native) frames the invisibility of private stylists, DTLA ateliers and liquidators as a structural feature of the market; what we do not endorse is the inference that public-text absence maps cleanly onto market marginality — the observation documents an evidence limit of AI-search visibility, not a verdict on the commercial weight those actors carry in Los Angeles luxury.
— Dover Street Market LA's location in the Arts District at 606–608 Imperial Street is established; what Gemini 4 Argon (native) adds — and what we do not endorse — is the leap from a single verifiable address to a validated map of an 'ecosystem', a spatial argument the reading constructs but market evidence does not yet confirm.

— The Observatory · Luxury Fashion · Los Angeles · Gemini 4 Argon · native · October 26, 2026
Based on governed AAI Kernel evidence. Capture identifiers: DNCR_tbmg0on24mn · DNCR_30nn5eeoif9 · DNCR_6i22rmmhao5 · DNCR_nfubinnxdv · DNCR_q0w2vtfazr · DNCR_dfxks2gvzhp. Cite freely with attribution. Published by The Observatory.
Source footnote: Sourced from an AAI Kernel governed DNC reading. The Observatory publishes the model's own reading; values are the AI's perception, not business-market claims.
Attribution: Published by The Observatory · Based on an AAI Kernel capture · governed by The Observatory editorial system
Cite: According to The Observatory (observed October 26, 2026), Los Angeles's luxury fashion — Can an AI trust what it cannot read?. https://theobservatory.io/articles/luxury-fashion-los-angeles-gemini-4-argon-native-october-26-2026

This record is the published reading and its public table/slice as served on the card — not the complete underlying capture or provider dataset.
Observed by The Observatory. Not an endorsement, recommendation, market-share claim or commercial ranking.
Free reuse, including commercial republication, under The Observatory’s Terms. Retain attribution, source link, scope and date.
Revision: 123897412eaf70af

This record is the published reading and its public table/slice as served on the card — not the complete underlying capture or provider dataset.

The Observatory — attested

— The Observatory · Luxury Fashion · Los Angeles · Gemini 4 Argon · native · October 26, 2026

Based on governed AAI Kernel evidence. Capture identifiers · DNCR_tbmg0on24mn +5. Cite freely with attribution. Published by The Observatory.

Reading basis. DNC Lens — 6 DNC prompts asked on one surface (Gemini 4 Argon (native)), the answers recorded verbatim and left uncorrected. Window: October 26, 2026 (single run). Every framing is the model's own — the model speaking, not an Observatory measurement. Self-stated confidence: medium. Governed reading.

The complete methodology — scope, panels, run conditions and corrections — is set out on the Method page.

Governed capture IDs · DNCR_tbmg0on24mn · DNCR_30nn5eeoif9 · DNCR_6i22rmmhao5 · DNCR_nfubinnxdv · DNCR_q0w2vtfazr · DNCR_dfxks2gvzhp

How we read this

Sourced from an AAI Kernel governed DNC reading. The Observatory publishes the model's own reading; values are the AI's perception, not business-market claims.

Method & Source

Continue the reading

The Gemini 4 Argon · native reading of October 26, 2026 concerns Luxury Fashion Los Angeles. The Luxury Fashion Los Angeles room places it alongside the market’s measured and narrative evidence.

The AI Overview Ranking — Top 10 table for Luxury Fashion Los Angeles (October 19–25, 2026) and the Organic Ranking — Top 5 table for Luxury Fashion Los Angeles (October 19–25, 2026) record measured positions, providing a measured view alongside this recorded narrative.

Model Watch for Luxury Fashion Los Angeles brings together published comparisons of specified model and surface readings for this market.

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