+0.15 Who is Facebook's mysterious “Lan Tim 2”? (shkspr.mobi S:-0.03 )
657 points by edent 2185 days ago | 315 comments on HN | Mild positive Editorial · v3.7 · 2026-02-28 14:16:51
Summary Privacy Rights & Data Tracking Advocates
This investigative blog post exposes Facebook's off-Facebook activity tracking feature and reveals how personal data is shared between companies through offline conversion matching and data enrichment services. The author traces mysterious transaction records to Spreadshirt/Lan Tim 2, raising significant concerns about privacy violations and corporate opacity, and advocates for greater transparency, user control, and regulatory oversight of data practices.
Article Heatmap
Preamble: +0.12 — Preamble P Article 1: +0.10 — Freedom, Equality, Brotherhood 1 Article 2: ND — Non-Discrimination Article 2: No Data — Non-Discrimination 2 Article 3: +0.10 — Life, Liberty, Security 3 Article 4: ND — No Slavery Article 4: No Data — No Slavery 4 Article 5: ND — No Torture Article 5: No Data — No Torture 5 Article 6: +0.15 — Legal Personhood 6 Article 7: ND — Equality Before Law Article 7: No Data — Equality Before Law 7 Article 8: -0.10 — Right to Remedy 8 Article 9: ND — No Arbitrary Detention Article 9: No Data — No Arbitrary Detention 9 Article 10: ND — Fair Hearing Article 10: No Data — Fair Hearing 10 Article 11: ND — Presumption of Innocence Article 11: No Data — Presumption of Innocence 11 Article 12: +0.31 — Privacy 12 Article 13: ND — Freedom of Movement Article 13: No Data — Freedom of Movement 13 Article 14: ND — Asylum Article 14: No Data — Asylum 14 Article 15: ND — Nationality Article 15: No Data — Nationality 15 Article 16: ND — Marriage & Family Article 16: No Data — Marriage & Family 16 Article 17: +0.10 — Property 17 Article 18: ND — Freedom of Thought Article 18: No Data — Freedom of Thought 18 Article 19: +0.15 — Freedom of Expression 19 Article 20: ND — Assembly & Association Article 20: No Data — Assembly & Association 20 Article 21: +0.15 — Political Participation 21 Article 22: ND — Social Security Article 22: No Data — Social Security 22 Article 23: ND — Work & Equal Pay Article 23: No Data — Work & Equal Pay 23 Article 24: ND — Rest & Leisure Article 24: No Data — Rest & Leisure 24 Article 25: ND — Standard of Living Article 25: No Data — Standard of Living 25 Article 26: +0.10 — Education 26 Article 27: ND — Cultural Participation Article 27: No Data — Cultural Participation 27 Article 28: +0.15 — Social & International Order 28 Article 29: +0.15 — Duties to Community 29 Article 30: ND — No Destruction of Rights Article 30: No Data — No Destruction of Rights 30
Negative Neutral Positive No Data
Aggregates
Editorial Mean +0.15 Structural Mean -0.03
Weighted Mean +0.13 Unweighted Mean +0.12
Max +0.31 Article 12 Min -0.10 Article 8
Signal 12 No Data 19
Volatility 0.09 (Low)
Negative 1 Channels E: 0.6 S: 0.4
SETL +0.39 Editorial-dominant
FW Ratio 63% 26 facts · 15 inferences
Evidence 22% coverage
1H 9M 2L 19 ND
Theme Radar
Foundation Security Legal Privacy & Movement Personal Expression Economic & Social Cultural Order & Duties Foundation: 0.11 (2 articles) Security: 0.10 (1 articles) Legal: 0.02 (2 articles) Privacy & Movement: 0.31 (1 articles) Personal: 0.10 (1 articles) Expression: 0.15 (2 articles) Economic & Social: 0.00 (0 articles) Cultural: 0.10 (1 articles) Order & Duties: 0.15 (2 articles)
HN Discussion 20 top-level · 30 replies
bayareabronco 2020-03-06 13:18 UTC link
"This is a summary of the 931 apps and websites that have shared your activity." And "Some of your activity may not appear here." Holy cow!
saagarjha 2020-03-06 13:18 UTC link
> It goes to show, Facebook's level of transparency of data isn't good enough.

I'm actually quite (pleasantly) surprised that Facebook provides this information, and somewhat curious why the author is angry at them rather than "Lan Tim 2".

s3r3nity 2020-03-06 13:21 UTC link
As anyone who is, or has, worked in ad-tech would tell you, this is pretty _tame_ in terms of the "offline conversion problem."

When there are $billions$ of dollars at stake for this type of information, you can guarantee there will be many companies attacking this problem.

Therefore, not to be a pessimist, but if you think that 1) using a fake cell number on Facebook is going to help or that 2) there aren't services like Google doing this already, potentially with just as good match rates as Facebook, or 3) that using Firefox + adblock is all you need, then you're going to be constantly plugging holes in a leaking boat.

scottmcleod 2020-03-06 13:22 UTC link
This is seriously just a purchase event for a t-shirt that OP got. There is no mysterious Lan Tim 2 its just a random app for a random merchant that uses FB Ads and uses offline conversion / uploads.
notyourday 2020-03-06 13:26 UTC link
Camera! My bloody camera application that came with a phone pushes activity to facebook!

Google Chromecast shares activity with facebook!

awinder 2020-03-06 13:39 UTC link
This seems like a decent level of effort to build out especially if it’s to become an effective thing. What’s driving it, is it to show that facebook ads are delivering a total value in excess of the online conversions? Is this being done because there’s questions over Facebook ads value return? Are we sure that Facebook ads even do deliver good value prop, like is this program showing successful linkage / is that linkage ad-related or organic?
huhtenberg 2020-03-06 14:03 UTC link
> Suppose I go to a restaurant, and I booked using my name and phone number. The restaurant sends that data to Facebook to say "Terence Eden ate at this restaurant on this day."

Do I read this correctly that a restaurant will just dump its complete visitor log to FB and then let FB "sort it out".

Meaning that FB gets to vacuum the info on everyone including those without FB accounts?

evanb 2020-03-06 14:11 UTC link
If it is Spreadshirt, doesn't going by `Lan Tim 2' violate Facebooks real names policy? Or is that just for peons?
A4ET8a8uTh0 2020-03-06 14:18 UTC link
So one of the comments on the post got my pressure up before coffee had a chance to kick in:

"It's just offline conversion events being uploaded so you'd stop getting these ads, or so they can market to you again in the future. You purchased this product, gave them a phone number.. Not sure where the issue lies? You agreed to the terms on Spreadshirt which is probably where you opted for marketing."

This is the basic approach. You give it to us. You agree to whatever we put in legalese and now we can do whatever we want. What?

It is disheartening, but I agree with the rest of the posts on HN that it is not at all surprising.

I just don't know how to approach it.

easytiger 2020-03-06 14:42 UTC link
Just checked mine. Literally hundreds of entries. 700+

Crikey. Just downloaded all the data and having a browse. 22k line location file (about 3k locations) stored too. I don't have the app installed on any device i own. I presumed the mobile page wouldn't have permission. Checking the data it does seem to stop when I changed phone (samsung preinstall fb app)

    $ date -d @1495296127
    Sat 20 May 17:02:07 BST 2017
    $ date -d @1573424412
    Sun 10 Nov 22:20:12 GMT 2019
What are they doing with ancient location data?

Also have every deliveroo purchase I've made in there they have an entry for every deliveroo purchase i've made

   {
      "name": "Deliveroo",
      "events": [
        {
          "id": 4538632xxxx,
          "type": "SUBMIT_APPLICATION",
          "timestamp": 1583216215
        },
        {
          "id": 33897312xxxx,
          "type": "PURCHASE",
          "timestamp": 1583146135
        },
        {
          "id": 3389731270xxxxxx,
          "type": "PURCHASE",
          "timestamp": 1582371142
        },
misiti3780 2020-03-06 14:50 UTC link
Interesting and scary post.

But raises a more important question: If you are reading this and don't like it - why do you still have a FB account?

cfv 2020-03-06 15:12 UTC link
When the game is at this stage it's better to just not play.

When an advertising platform has to pay fartsniffers to follow you around to offer marginally better ctr than email spam, maybe just don't run ads?

Work manually on growing networks of users, actually walk up to them and chat, talk in relevant business forums and you won't spend thousands of dollars you don't have casting a net in hopes of finding people who more likely than not just don't want to be associated with your practices.

AdamJacobMuller 2020-03-06 15:32 UTC link
I have LAN TIM 2 on my facebook account and I have never bought anything from spreadshirt.

Moreover my facebook account is just a dummy one which only has the bare minimum of information to own my business page, which I don't even post to (I have dedicated social media people who do that).

Facebook doesn't even have my phone number, only my name and my business email address.

Very creepy.

poorman 2020-03-06 16:36 UTC link
Am I the only one who thinks it would be pretty cool to hook this up as SaaS product that sends me an alert when I get a new offline conversion? Kind of like how my credit card sends me a push notification when I get charged for something. I like the level of transparency it provides.

Then you could also do something on a case by case basis where you can click to say “I don’t want Facebook to have this offline conversion.”

settsu 2020-03-06 17:00 UTC link
Perhaps ironically, I'm frankly astounded at the apparent naïveté still held about Facebook, Google, et al.

> I have never used FaceBook [sic] login for anything

> Facebook doesn't even have my phone number, only my name and my business email address.

People, if any company has A-N-Y-thing that can be associated with you, online or offline, you have no privacy. None. It is gone forever.

There is billions of dollars at stake for companies to build as complete a picture as possible of you and every detail of your life. And billions more remains on the table. That is plenty motivation to fuel a highly-lucrative market for accurate, meaningful profiling for years.

Sure, there's a long list of actions you could take to begin minimizing your exposure, the practicality of each varying widely. But frankly, most of them would only serve to make going about daily life inconvenient. (And the correlation between effectiveness and convenience isn't 1:1...)

The best case scenario is your data becoming stale, such that its values diminishes to a degree that makes it effectively background noise.

There is simply no means of unembedding yourself. But also, more discouragingly, for most people there is no practical means to avoid being ingested.

edit: grammar

CollinEMac 2020-03-06 18:05 UTC link
Username_TBD 2020-03-06 18:38 UTC link
Home Depot lets you sign up to have your receipts emailed to you. Turns out if you do this they will send what you purchase to Facebook with your email, which was connected to my account.

I use Firefox to avoid being tracked by Facebook, and never login with Facebook. But it looks like I slipped up in signing up for email receipts!

Even if I didn't have a Facebook account, Facebook would still be building a profile on me using my email address /phone number in anticipation of the day I made an account.

DevKoala 2020-03-06 19:00 UTC link
I design Ad Tech systems, currently work as an architect for a DSP, and I deleted my Facebook accounts years ago. People who think they are privacy conscious and use Facebook are a living oxymoron.
JohnFen 2020-03-06 19:52 UTC link
> Suppose I go to a restaurant, and I booked using my name and phone number. The restaurant sends that data to Facebook to say "Terence Eden ate at this restaurant on this day." Facebook can then tell if I saw an advert which led me to make a purchase.

That's just great. So I guess the gift that marketing agencies have given us is that we can't trust anybody. The only thing left to do is go entirely cash-only and never give any personal details to any business whatsoever.

The marketing industry has become so toxic that it is now poisoning everything.

qwertox 2020-03-06 22:16 UTC link
I just checked, and have "LAN TIM 2" and "DiepTrinh" on my list.

The data from "LAN TIM 2" was sent to Facebook on the 5th of March 2020, yesterday that is.

The only stores I've shopped at lately were ALDI and EDEKA, and yesterday I bought a Webhosting offer directly at the hoster's site, no third party involved.

I have never bought a custom shirt.

What I do have is a Motorola G7 Plus, which is filled with uninstallable background services from Facebook. Two days ago I upgraded it to Android 10 and now all those background services, like "Facebook App Manager" or "Facebook Installer", "Facebook Services", all names which truly frighten me, are activated again. I had deactivated them months ago on Android 9 as soon as I got this phone. I really am wondering about the data this phone is pushing to Facebook without my consent.

I really wonder what caused those two entries, I never give any consent to any company to share my data.

God I hate Facebook, they are the cancer of the internet.

2OEH8eoCRo0 2020-03-06 13:24 UTC link
Maybe because Facebook doesn't tell you anything past "Lan Tim 2" so how do you know who to be angry with? Who is "Lan Tim 2"? What business or what transaction is behind that entry?
jstanley 2020-03-06 13:32 UTC link
Why do Facebook get that information though?

It's fine that OP bought a t-shirt, not fine that that is somehow reported to Facebook.

raverbashing 2020-03-06 13:33 UTC link
Makes me wonder how much Samsung is paid to have fb spyware shipped in their phones
jeroenhd 2020-03-06 13:34 UTC link
Based on some of the network analysis I did on my phone, I think this is related to Facebook's analytics engine. Most apps I've seen communicate with graph.facebook.com to send telemetry (when which screen was opened etc.).

It wouldn't be beyond Facebook to immediately connect that telemetry to your user profile, making these apps show up in your profile.

XCSme 2020-03-06 13:34 UTC link
"This is a summary of the 285 apps and websites that have shared your activity." hmmm, that's more than I expected. A lot of them are from sites which probably had a Facebook pixel on them.
edent 2020-03-06 13:35 UTC link
I'm not angry, just disappointed...

The problem is, they don't give me any meaningful data other than a code name and an incorrect date. If they'd said "This is from Company X on or around date Y regarding action Z" that would be more transparent, and more useful.

swiley 2020-03-06 13:37 UTC link
Maybe people will start to understand not only the importance of FOSS, but being able to build and read it yourself.
chinathrow 2020-03-06 13:54 UTC link
I had the same LAN TIM 2 in my personal data export - and I too had purchased something from Spreadshirt before.

Edit: How they matched it up though is a mystery to me, as I use another e-mail address for FB than for the rest of the online world.

fullstop 2020-03-06 14:02 UTC link
"This is a summary of the 16 apps and websites that have shared your activity."

Not bad!

blackearl 2020-03-06 14:14 UTC link
Only 4 for me, woot!
notyourday 2020-03-06 14:26 UTC link
This is definitely the case for restaurants that use Yelp and Open Table booking systems.
dangerface 2020-03-06 14:31 UTC link
Working in ad-tech I know these problems are ubiquitous but apart from trying to patch these issues when we notice them in whatever in significant ways we can what else can you do?
snarf21 2020-03-06 14:44 UTC link
You are so right. People forget that the cell companies know who you are and where you are 100% of the time. They also know every site you visit on their network. Things like this remind me of people using TOR and then signing into Instagram or Facebook. You just destroyed your anonymity. These sites would need to allow for anonymous login structures that almost none do.
londons_explore 2020-03-06 14:57 UTC link
> you're going to be constantly plugging holes in a leaking boat.

True, but the ad industry isn't like a boat. They don't want to track everything or build a complete profile about everyone. They just want to track most things and build a fairly complete profile about most people.

That means every privacy step you make has some incremental gains. Just because a private detective could use the collected data to build a complete profile of you, doesn't mean the ad company will - they'll collect data from the easiest sources, and if you make it too hard for them to get data about you, they'll simply collect data about other people.

edent 2020-03-06 15:04 UTC link
Because humans are a social species. Abstinence is unrealistic for most people https://shkspr.mobi/blog/2020/02/abstinence-isnt-safe-why-qu...
jacobush 2020-03-06 15:14 UTC link
Allegedly they have shadow profiles, anyway.
ainiriand 2020-03-06 15:16 UTC link
That is very true. Also the Google Page Rank has evolved strongly towards that direction. If you have meaningful content, praised by your peers, you get better organic traffic.
code_duck 2020-03-06 15:18 UTC link
I only had half a dozen, all from the last month. This is pretty surprising. I use Instagram regularly, though I only sign into Facebook occasionally.

All of the activity I had was from games that I casually installed and then deleted in the past month. These are games that I signed into with Google Play, which displayed advertisements primarily for Facebook.

Speaking of which, some of Facebook's advertisements are absurd.

https://i.redd.it/czyfotsak2l41.jpg

"Start Reacting Today".

12xo 2020-03-06 15:22 UTC link
False flags and information is the only way to deal with this stuff...

If FB thinks you're a 72 yr old retired dentist from OK, and you buy nothing but feminine hygiene products and 3 wheel wheel barrels, you're pretty worthless as a consumer.

The future of ad block is disinformation. Makes the entire ecosystem worthless

adrianmonk 2020-03-06 16:05 UTC link
From the article, it sounds like Spreadshirt outsources its manufacturing. (Just guessing, but they may even do drop shipping.)

There's no specific reason to believe this isn't the real name of the manufacturer. I tried to find more information about Lan Tim to see if that's likely the case, but I couldn't, but that's not very conclusive.

djsumdog 2020-03-06 16:07 UTC link
I have friends around the world I still IM. Maybe I could get some of them onto Signal or do international texts (Which get expensive) but many of them I can only communicate with via Messenger.
jonhohle 2020-03-06 16:23 UTC link
I don’t have an account, not have i ever had one, but assume they are tracking me in various ways. It would be very nice to see what that is without having to provide more PII.
Balgair 2020-03-06 16:29 UTC link
> I have LAN TIM 2 on my facebook account and I have never bought anything from spreadshirt.

Lan Tim 2 is likely a contract manufacturer. Spreadshirt outsources the production of their t-shirts to Lan Tim 2. Likely, many companies do this as well. Lan Tim 2 probably does more than just t-shirts.

It's like with most craft beer sold in cans. The individual breweries cannot supply the demand for their product, so they have another company that specializes in mass production do it according to their recipe.

The contract manufacturer is likely the one giving data to FB, not the spreadshirt.

literallycancer 2020-03-06 16:29 UTC link
Root your phone and use a community made ROM? Vendor bloatware that comes with your phone is and always has been garbage. The only reason phone vendors have to develop and ship apps on their phones is to sell you out, to improve their unit economics.
zhte415 2020-03-06 16:31 UTC link
Delete Facebook. I did so years ago. Get out of their web.
dehrmann 2020-03-06 17:26 UTC link
If you have location history enabled in Google Maps, they tie it to ad impressions and offline credit card transactions they buy from Visa and friends.
papito 2020-03-06 17:47 UTC link
Delete Facebook.
weka 2020-03-06 18:39 UTC link
I hate this whole new way of handling receipts.

If you order via kiosk in Taco Bell, you have your receipt ONLY by text message or email. Yep. No print out option.

HOWEVER, if you order via cashier, you CAN print it out.

TaylorGood 2020-03-06 18:48 UTC link
But the "fear" bit they instill is that it may prevent you from ever logging back into the apps/sites in question.
Editorial Channel
What the content says
+0.55
Article 12 Privacy
High Advocacy Framing
Editorial
+0.55
SETL
+0.57

CENTRAL provision. The entire article champions privacy protection and reveals violations of privacy through corporate data tracking and sharing without informed consent. Author exposes Facebook's off-Facebook activity feature and advocates for user control and transparency.

+0.20
Preamble Preamble
Medium Advocacy Framing
Editorial
+0.20
SETL
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Content advocates for human dignity and privacy protection through investigation of unauthorized data sharing. Frames privacy as foundational to personal autonomy.

+0.15
Article 6 Legal Personhood
Medium Advocacy Framing
Editorial
+0.15
SETL
ND

Discusses the ability of corporations to identify and track individuals through data matching, raising concerns about recognition and control of one's identity.

+0.15
Article 19 Freedom of Expression
Medium Advocacy Framing
Editorial
+0.15
SETL
ND

Author exercises freedom of expression through investigative journalism, publishing findings about corporate data practices. Demonstrates free speech in service of privacy advocacy.

+0.15
Article 21 Political Participation
Medium Advocacy
Editorial
+0.15
SETL
ND

Author advocates for regulatory oversight, tagging EU regulators (@vestager, @dreynders) and asking if practices violate GDPR. Engages in public discourse about governance.

+0.15
Article 28 Social & International Order
Medium Advocacy
Editorial
+0.15
SETL
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Advocates for social order around data protection and corporate accountability. Calls for regulatory framework (GDPR) to govern data practices.

+0.15
Article 29 Duties to Community
Medium Advocacy
Editorial
+0.15
SETL
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Discusses corporate duties: Spreadshirt's obligation not to misuse customer data; Facebook's obligation to provide transparency. Frames data protection as mutual responsibility.

+0.10
Article 1 Freedom, Equality, Brotherhood
Low Advocacy
Editorial
+0.10
SETL
ND

Tangentially addresses dignity through discussion of individuals being tracked without knowledge or consent.

+0.10
Article 3 Life, Liberty, Security
Low Advocacy
Editorial
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SETL
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Relates to security of person through discussion of unwanted data tracking creating vulnerability.

+0.10
Article 17 Property
Medium Advocacy
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Discusses data commodification: personal information treated as tradeable asset by corporations. Raises concerns about individuals' control over their own data.

+0.10
Article 26 Education
Medium Advocacy
Editorial
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Content educates readers about Facebook's data tracking mechanisms, offline conversions, and data enrichment practices. Enables informed participation in digital culture.

-0.10
Article 8 Right to Remedy
Medium Advocacy
Editorial
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Content raises that victims of data sharing lack effective remedies or transparency. Facebook's explanation of offline conversions is opaque; users cannot identify who shared their data or prevent it.

ND
Article 2 Non-Discrimination

Not directly addressed.

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Article 4 No Slavery

Not relevant.

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Article 5 No Torture

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Article 7 Equality Before Law

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Article 9 No Arbitrary Detention

Not relevant.

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Article 10 Fair Hearing

Not relevant.

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Article 11 Presumption of Innocence

Not relevant.

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Article 13 Freedom of Movement

Not relevant.

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Article 14 Asylum

Not relevant.

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Article 15 Nationality

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Article 16 Marriage & Family

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Article 18 Freedom of Thought

Not directly relevant.

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Article 20 Assembly & Association

Not relevant.

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Article 22 Social Security

Not relevant.

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Article 23 Work & Equal Pay

Not directly relevant.

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Article 24 Rest & Leisure

Not relevant.

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Article 25 Standard of Living

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Article 27 Cultural Participation

Not relevant.

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Article 30 No Destruction of Rights

Not directly addressed.

Structural Channel
What the site does
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Preamble Preamble
Medium Advocacy Framing
Structural
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Context Modifier
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Static blog post; no structural provisions that protect or violate dignity principles.

-0.05
Article 12 Privacy
High Advocacy Framing
Structural
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Context Modifier
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+0.57

Structural signal is neutral to slightly negative: the blog itself has no privacy violations, but does not implement advanced privacy protections beyond basic practices.

ND
Article 1 Freedom, Equality, Brotherhood
Low Advocacy

Not directly relevant to structural provision.

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Article 2 Non-Discrimination

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Article 3 Life, Liberty, Security
Low Advocacy

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Article 9 No Arbitrary Detention

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Article 11 Presumption of Innocence

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Article 13 Freedom of Movement

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Article 22 Social Security

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Article 28 Social & International Order
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Article 29 Duties to Community
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Article 30 No Destruction of Rights

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Supplementary Signals
How this content communicates, beyond directional lean. Learn more
Epistemic Quality
How well-sourced and evidence-based is this content?
0.76 medium claims
Sources
0.7
Evidence
0.8
Uncertainty
0.8
Purpose
0.8
Propaganda Flags
2 manipulative rhetoric techniques found
2 techniques detected
loaded language
'snitching on you', 'creepy', 'dodgy company'
appeal to fear
Discussion of phantom transactions and mystery data appearing in account without user action
Emotional Tone
Emotional character: positive/negative, intensity, authority
investigative
Valence
-0.3
Arousal
0.6
Dominance
0.3
Transparency
Does the content identify its author and disclose interests?
0.75
✓ Author ✓ Funding
More signals: context, framing & audience
Solution Orientation
Does this content offer solutions or only describe problems?
0.59 mixed
Reader Agency
0.7
Stakeholder Voice
Whose perspectives are represented in this content?
0.68 5 perspectives
Speaks: individualscorporationworkers
About: corporationinstitutionmarginalized
Temporal Framing
Is this content looking backward, at the present, or forward?
mixed short term
Geographic Scope
What geographic area does this content cover?
global
United Kingdom, United States, China, European Union
Complexity
How accessible is this content to a general audience?
moderate medium jargon general
Audit Trail 9 entries
2026-02-28 14:16 model_divergence Cross-model spread 0.40 exceeds threshold (3 models) - -
2026-02-28 14:16 eval Evaluated by claude-haiku-4-5-20251001: +0.13 (Mild positive)
2026-02-28 12:11 eval_success Lite evaluated: Neutral (0.00) - -
2026-02-28 12:11 rater_validation_warn Lite validation warnings for model llama-3.3-70b-wai: 0W 1R - -
2026-02-28 12:11 model_divergence Cross-model spread 0.40 exceeds threshold (2 models) - -
2026-02-28 12:11 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral)
2026-02-28 12:06 eval_success Lite evaluated: Moderate positive (0.40) - -
2026-02-28 12:06 eval Evaluated by llama-4-scout-wai: +0.40 (Moderate positive)
2026-02-28 12:06 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 0W 1R - -