Deconstructing AH’s ‘bot’ list - A Thread 🤖
#JusticeForJohnnyDepp
#AmberHeardIsALiar

First things first here’s Amber’s first claim of ‘bots’ included in her Counterclaim (Aug 2020)

“Smear and harass Ms.Heard while simultaneously promoting and praising Mr Depp’s agent and attorney, Adam Waldman.” - This part is specifically important.
There’s 209 accounts listed so I broke them up into 7 groups:
• No Longer exists
• No Connection at all
• P*rn accounts
• Depp Fan accounts
• Only 1 tweet with any link
• Other
• and finally @adam_waldman 🤣
Side note - When I searched the accounts that didn’t obviously show JD tweets (eg fan accs) I searched with the words/#’s
#JusticeForJohnnyDepp, Justice, Johnny, Depp, Amber and Heard

I used all the most commonly used terms with this case so it would throw up anything connected
I can’t search what people have Retweeted but on accounts where there were no tweets to be found, I scrolled back through their profiles for a while to make sure I wasn’t missing anything.
1️⃣ No Longer Exists - 46 Accounts

Pretty self explanatory they just aren’t there anymore.
2️⃣ No Connection at all - 14 Accounts

This included accounts with:
Only a few tweets, none that were relevant.
Accounts who tweet about other Johnny’s or Amber’s but not JD or AH.
A Movie update sort of account (had posted positively about Aquafish) and
Political accounts.
3️⃣ P*rn/ Adult content - 16 Accounts

My eyeballs need a cleansing. That’s all I have to say about these 😬😂
4️⃣ Depp Fans - 107 Accounts

All of these are basically supporter/ Fan accounts.
They tweet about things other than the case (both JD and general life.)
They’ve posted selfies/ photos of their children things like that.
They interact with other accounts frequently.
They post concerts/ events photos they’ve taken.
They post photos of merch, new DVDs etc.

Not every account is a typical ‘Stan’ account in this section but basically they are all very obviously human and the common theme is they all just want Justice for Johnny. No bots here.
5️⃣ Only 1 Tweet with any link - 17 Accounts

These tweets included simple #JusticeForJohnnyDepp tweets- no malice involved,
A tweet about Pirates of the Caribbean,
A tweet defending AH
and accounts with one singular RT.
I also found that this tweet was the only RT with any connection to JD/ AH on 10 of those accounts. Many of them were also created in Aug 2020 (I only clicked onto this half way through so didn’t check them all) which is at the time of/ after Amber’s filing.

Coincidental? 🤫😂
6️⃣ Other - 8 Accounts

Basically the other random accounts I found these included:

Private accounts (she wouldn’t see their tweets unless she followed.)
Accounts with minimal tweets but a few of those relating to the case (most I found on one account was 3 tweets.)
Accounts who aren’t fan accs but have the occasional tweet about Johnny from before he even left Amber.
And one account who tweeted about Lily-Rose once in 2012... 😅
And finally 7️⃣ @adam_waldman’s Account

There’s no comment for this really other than the fact he is very clearly human and not bot 😂
After searching a whole 209 accounts I didn’t find one single account that had tweets that would back her claim. Some accounts with no connection clearly match something in the algorithm they used to make this list but it’s not JD/ AH related, I think that might be why there’s...
a few political accounts in there too.

Not one of those 209 accounts were used to “Smear and harass Ms.Heard while simultaneously promoting and praising Mr Depp’s agent and attorney, Adam Waldman.” And it wasn’t hard to disprove either.
I think Amber just needs to accept that people are real and they just do not like her. She’s not the victim of some smear campaign she’s merely facing consequences for her actions.
What a waste of court time 🔥 #AmberHeardisALiar
Johnny Depp has the support because he’s innocent. End of thread. ❤️ #JusticeForJohnnyDepp

More from Tech

Recently, the @CNIL issued a decision regarding the GDPR compliance of an unknown French adtech company named "Vectaury". It may seem like small fry, but the decision has potential wide-ranging impacts for Google, the IAB framework, and today's adtech. It's thread time! 👇

It's all in French, but if you're up for it you can read:
• Their blog post (lacks the most interesting details):
https://t.co/PHkDcOT1hy
• Their high-level legal decision: https://t.co/hwpiEvjodt
• The full notification: https://t.co/QQB7rfynha

I've read it so you needn't!

Vectaury was collecting geolocation data in order to create profiles (eg. people who often go to this or that type of shop) so as to power ad targeting. They operate through embedded SDKs and ad bidding, making them invisible to users.

The @CNIL notes that profiling based off of geolocation presents particular risks since it reveals people's movements and habits. As risky, the processing requires consent — this will be the heart of their assessment.

Interesting point: they justify the decision in part because of how many people COULD be targeted in this way (rather than how many have — though they note that too). Because it's on a phone, and many have phones, it is considered large-scale processing no matter what.
THREAD: How is it possible to train a well-performing, advanced Computer Vision model 𝗼𝗻 𝘁𝗵𝗲 𝗖𝗣𝗨? 🤔

At the heart of this lies the most important technique in modern deep learning - transfer learning.

Let's analyze how it


2/ For starters, let's look at what a neural network (NN for short) does.

An NN is like a stack of pancakes, with computation flowing up when we make predictions.

How does it all work?


3/ We show an image to our model.

An image is a collection of pixels. Each pixel is just a bunch of numbers describing its color.

Here is what it might look like for a black and white image


4/ The picture goes into the layer at the bottom.

Each layer performs computation on the image, transforming it and passing it upwards.


5/ By the time the image reaches the uppermost layer, it has been transformed to the point that it now consists of two numbers only.

The outputs of a layer are called activations, and the outputs of the last layer have a special meaning... they are the predictions!

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शमशान में जब महर्षि दधीचि के मांसपिंड का दाह संस्कार हो रहा था तो उनकी पत्नी अपने पति का वियोग सहन नहीं कर पायी और पास में ही स्थित विशाल पीपल वृक्ष के कोटर में अपने तीन वर्ष के बालक को रख के स्वयं चिता पे बैठ कर सती हो गयी ।इस प्रकार ऋषी दधीचि और उनकी पत्नी की मुक्ति हो गयी।


परन्तु पीपल के कोटर में रखा बालक भूख प्यास से तड़पने लगा। जब कुछ नहीं मिला तो वो कोटर में पड़े पीपल के गोदों (फल) को खाकर बड़ा होने लगा। कालान्तर में पीपल के फलों और पत्तों को खाकर बालक का जीवन किसी प्रकार सुरक्षित रहा।

एक दिन देवर्षि नारद वहां से गुजर रहे थे ।नारद ने पीपल के कोटर में बालक को देख कर उसका परिचय मांगा -
नारद बोले - बालक तुम कौन हो?
बालक - यही तो मैं भी जानना चहता हूँ ।
नारद - तुम्हारे जनक कौन हैं?
बालक - यही तो मैं भी जानना चाहता हूँ ।

तब नारद ने आँखें बन्द कर ध्यान लगाया ।


तत्पश्चात आश्चर्यचकित हो कर बालक को बताया कि 'हे बालक! तुम महान दानी महर्षि दधीचि के पुत्र हो । तुम्हारे पिता की अस्थियों का वज्रास्त्र बनाकर ही देवताओं ने असुरों पर विजय पायी थी।तुम्हारे पिता की मृत्यु मात्र 31 वर्ष की वय में ही हो गयी थी'।

बालक - मेरे पिता की अकाल मृत्यु का क्या कारण था?
नारद - तुम्हारे पिता पर शनिदेव की महादशा थी।
बालक - मेरे उपर आयी विपत्ति का कारण क्या था?
नारद - शनिदेव की महादशा।
इतना बताकर देवर्षि नारद ने पीपल के पत्तों और गोदों को खाकर बड़े हुए उस बालक का नाम पिप्पलाद रखा और उसे दीक्षित किया।
MDZS is laden with buddhist references. As a South Asian person, and history buff, it is so interesting to see how Buddhism, which originated from India, migrated, flourished & changed in the context of China. Here's some research (🙏🏼 @starkjeon for CN insight + citations)

1. LWJ’s sword Bichen ‘is likely an abbreviation for the term 躲避红尘 (duǒ bì hóng chén), which can be translated as such: 躲避: shunning or hiding away from 红尘 (worldly affairs; which is a buddhist teaching.) (
https://t.co/zF65W3roJe) (abbrev. TWX)

2. Sandu (三 毒), Jiang Cheng’s sword, refers to the three poisons (triviṣa) in Buddhism; desire (kāma-taṇhā), delusion (bhava-taṇhā) and hatred (vibhava-taṇhā).

These 3 poisons represent the roots of craving (tanha) and are the cause of Dukkha (suffering, pain) and thus result in rebirth.

Interesting that MXTX used this name for one of the characters who suffers, arguably, the worst of these three emotions.

3. The Qian kun purse “乾坤袋 (qián kūn dài) – can be called “Heaven and Earth” Pouch. In Buddhism, Maitreya (मैत्रेय) owns this to store items. It was believed that there was a mythical space inside the bag that could absorb the world.” (TWX)