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Perspective API

Toxicity Scores & Embeddings

Search and explore comments with their Perspective API toxicity/prosocial scores alongside AI sentiment labels.

Communalytic | Toxicity & prosocial scores, embeddings, and clusters generated via Communalytic (Social Media Lab, Toronto Metropolitan University) using Google's Perspective API.
Toxicity Scored
55,769
9.3% of 596,542 total
Prosocial Scored
54,229
Embeddings
55,418
403 clusters
Avg Tox / Con
0.245 / 0.328

Summary Charts

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All 13 Dimensions

Score Distribution

Scored: 55,769
Unscored: 596,542 remaining
9.3% complete
{# Expects: explorer_rows, explorer_total, explorer_pages, current_page, page_range, filter_opts, f_q, f_polarity, f_tox_min, f_tox_max, f_sort, f_cluster, f_scope, explorer_reset_url #}

Comment Explorer

Browse comments with toxicity & constructive scores. Filter by keyword, polarity, toxicity range, or cluster.

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Active: "Is this what it’s like …" 2,805 comments · Page 29 of 113
It is funny coming from a Jamaican who obviously came from somewhere. Why are you making these sort of videos? I mean, most of these are handpicked by the right to spread division and hate. …
It is funny coming from a Jamaican who obviously came from somewhere. Why are you making these sort of videos? I mean, most of these are handpicked by the right to spread division and hate. Maybe we should advocate for mass deportation, including people like you but then you'd oppose that, wouldn't you. When a racist sees you, you are just non white, Jamaican.
Identity Attack0.4907465
Insult0.3406697
Profanity0.15019037
Threat0.029587816
Severe Toxicity0.023076924
Moderate 0.44002727 Moderate Con 0.493
Aug 25, 2025 Why Canadians Are Turning Against …
This video is aimed and targeted to profile and promote racial hatred. Canada is an immigrant country with diverse ethnic cultures. There are more than 500 mosques and a lot of synagogues, ukrainian churches as …
This video is aimed and targeted to profile and promote racial hatred. Canada is an immigrant country with diverse ethnic cultures. There are more than 500 mosques and a lot of synagogues, ukrainian churches as well. I cannot believe people are choosing to ignore the fact that a guy spews hatred towards black and brown people. It’s the governments job to take care of the mess they made, you don’t go calling a country’s citizens “they eat poop” white dude. Yes there can be shady people, just like some white shady dudes in LA and NYC. Let’s not forget Peter’s videos on the appalachians of the white lowlifes. A sikh cultural centre is NOT a temple. punjabis are not hindus. If you are taking documentaries atleast take it right, not biased.
Identity Attack0.44690517
Insult0.42367843
Profanity0.29209393
Threat0.020609349
Severe Toxicity0.023317307
Moderate 0.44002727 Constructive 0.534
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
These khalistani pests flourish in canada, UK, US, Australia. In india, we exterminate them. Like we did in 1984, so many of them ran to canada. They are no good to society. Most of them …
These khalistani pests flourish in canada, UK, US, Australia. In india, we exterminate them. Like we did in 1984, so many of them ran to canada. They are no good to society. Most of them are wanted in India and will face jail time without trial for conspiring against India. But Canadian, UK, US, Australian governments don't extradite them. Even innocent people from punjab get brainwashed there. Khalistani movement get funded by Pakistani ISI to wage terrorism against india. When British people were leaving india, they divided it and formed Pakistan. Part of punjab region was gone to Pakistan. These khalistani say that they want to liberate punjab and form khalistan. But these hypocrites want to do it on indian side only, not the Pakistani punjab side.
Identity Attack0.4774257
Insult0.4339631
Profanity0.117874645
Threat0.3490162
Severe Toxicity0.038593806
Moderate 0.44002727 Moderate Con 0.446 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
its true immigrants get special treatment all the jobs housing money given two them me and my daughter where in housing and they kicked me and my 11 year old daughter on the street December …
its true immigrants get special treatment all the jobs housing money given two them me and my daughter where in housing and they kicked me and my 11 year old daughter on the street December problem family of 8 father works the mother get income support payment no I hate this its are country I'm indigenous from NWT immigrants get treatment get all the jobs get good home nice cars it most stop no more of this muslims are racist again people like me no more it's time you start thinking about us people born and raise indigenous I'm from HayRiver NWT
Identity Attack0.4907465
Insult0.37052566
Profanity0.15195307
Threat0.06238277
Severe Toxicity0.024725812
Moderate 0.4398409 Constructive 0.573 Personal_Narrative
Sep 8, 2025 2 likes Why Canadians Are Turning Against …
I don't hate the immigrants themselves, but the way our country handles immigration. I'll be the first to admit it's getting harder to keep those two things separate. What compounds that hate is since I've …
I don't hate the immigrants themselves, but the way our country handles immigration. I'll be the first to admit it's getting harder to keep those two things separate. What compounds that hate is since I've been looking at moving out of this country... it's disheartening that most countries (rightfully so) make you have to be able to both assimilate and afford to fend for yourself to get a immigrants visa. And I guess Canada isn't enough of a shithole to get refugee status... yet. Like many Canadians now, I'm living cheque to cheque to make ends meet. So not only do I hate it here, but am essentially trapped. Next time you want to get pissed off at an immigrant, save it for a Liberal. It's a good chance he/she will be one in the same anyways.
Identity Attack0.3819294
Insult0.42367843
Profanity0.39409557
Threat0.011327368
Severe Toxicity0.023076924
Moderate 0.43965456 Constructive 0.752 Policy_Critique
Aug 26, 2025 Why Canadians Are Turning Against …
The only Krispy Kreme location in Mississauga has them all working there. I love their donuts but it’s ruining it for me now. They are literally taking over every business and franchise. There are other …
The only Krispy Kreme location in Mississauga has them all working there. I love their donuts but it’s ruining it for me now. They are literally taking over every business and franchise. There are other races here long before them that want and need a job too. Why not mix it up and truly be multicultural like Canada claims to be? How is this even allowed? We are nothing but a clown show country on the world stage.
Identity Attack0.24970764
Insult0.48627716
Profanity0.070942834
Threat0.007029374
Severe Toxicity0.00957489
Moderate 0.4394682 Constructive 0.603 Identity_Assertion
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
Film how they live like rats
Film how they live like rats
Identity Attack0.07094744
Insult0.4718924
Profanity0.2637234
Threat0.010887212
Severe Toxicity0.020386212
Moderate 0.4394682 Low Con 0.278 Fear_Threat
Dec 2, 2025 Inside Canada's Indian Metropolis (Brampton)
They've over run EVERYTHING! LIKE MAGGOTS!!
They've over run EVERYTHING! LIKE MAGGOTS!!
Identity Attack0.18391247
Insult0.4596616
Profanity0.29456177
Threat0.012958534
Severe Toxicity0.023076924
Moderate 0.4394682 Low Con 0.2 Fear_Threat
Oct 11, 2025 IRCC Names India in Study …
DUE TO SIKHS NOWS HINDUS HAVE TO FACE RACISM LIKE DUE TO MUSLIM SIKH FACED THE PAJEET WORD WAS ALSO MADE TO MOCK SIKHS NOT HINDUS LATER DUE TO SIKH AND KHALISTAN GREED SIKH STARTED …
DUE TO SIKHS NOWS HINDUS HAVE TO FACE RACISM LIKE DUE TO MUSLIM SIKH FACED THE PAJEET WORD WAS ALSO MADE TO MOCK SIKHS NOT HINDUS LATER DUE TO SIKH AND KHALISTAN GREED SIKH STARTED MIGRATING TO CANADA WHICH CREATED SOCIAL DILEMA AMONG HINDUS TOO THAT GOING CANADA IS ONLY LIFE DESTINY AND NOW HINDUS ARE FACING RACISM AND RELIGIUS PERSECUTION BY BOTH SIKHS AND CHIRISTIANS IN CANADA
Identity Attack0.5135796
Insult0.34626248
Profanity0.06746418
Threat0.0347677
Severe Toxicity0.02383376
Moderate 0.4394682 Moderate Con 0.387 Identity Attack Identity_Assertion
Oct 4, 2025 Inside Canada's Indian Metropolis (Brampton)
Please sent them all back no Canadian likes poop jeets
Please sent them all back no Canadian likes poop jeets
Identity Attack0.3817989
Insult0.37619758
Profanity0.2761231
Threat0.016120117
Severe Toxicity0.023076924
Moderate 0.4394682 Low Con 0.223
Jan 27, 2026 Inside Canada's Indian Invasion...
Like a true 'murican, tries to make a Canadian issue about their garbage state of a country. The real issue is LMIA scams and easy access to TFW. That's why every Tim Hortons fired all …
Like a true 'murican, tries to make a Canadian issue about their garbage state of a country. The real issue is LMIA scams and easy access to TFW. That's why every Tim Hortons fired all their current staff for Indian TFW, it's cheaper.
Identity Attack0.29188538
Insult0.4794537
Profanity0.09744903
Threat0.0072753434
Severe Toxicity0.014576134
Moderate 0.43720075 Moderate Con 0.374 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
Jews, Indians Muslims, Africans, all people Tyler likes to say are bad people and do stories on... what about the white people?.... i think I've realized Tyler might be racist?
Jews, Indians Muslims, Africans, all people Tyler likes to say are bad people and do stories on... what about the white people?.... i think I've realized Tyler might be racist?
Identity Attack0.4931391
Insult0.3388922
Profanity0.096482486
Threat0.010239923
Severe Toxicity0.01896597
Moderate 0.43720075 Moderate Con 0.471 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
You can spot those Indian Scam students on hwy401 driving trucks like a drunk driver😂
You can spot those Indian Scam students on hwy401 driving trucks like a drunk driver😂
Identity Attack0.3958119
Insult0.47357693
Profanity0.22542313
Threat0.034422375
Severe Toxicity0.02406851
Moderate 0.43720075 Low Con 0.224
Sep 29, 2025 IRCC Names India in Study …
🚩🚫🚩🚩🚩🚩🚩🚩🚩🚩🚩🚩🚩 🌙 1. **Ras Leela with married women** Bhagavata Purana 10.33.27 Krishna danced with married Gopis in the forest at night. Even though they left their husbands, the scripture says: Whatever Krishna does is pure, …
🚩🚫🚩🚩🚩🚩🚩🚩🚩🚩🚩🚩🚩 🌙 1. **Ras Leela with married women** Bhagavata Purana 10.33.27 Krishna danced with married Gopis in the forest at night. Even though they left their husbands, the scripture says: Whatever Krishna does is pure, even if He plays with others’ wives. 🛑 Normalizes adultery under divine excuse. 🩲 2. **Stealing clothes and watching girls naked** Bhagavata Purana 10.22.1 to 10.22.28 Krishna hides the clothes of young bathing girls, climbs a tree, and watches them come out of the river **naked with hands raised**. He says it’s a test of their devotion. 😳 Highly inappropriate by any ethical standard. 💍 3. **Sex with 16,000 women** Bhagavata Purana 10.59.42 After killing Narakasura, Krishna takes 16,000 captive women as wives. He is said to live with them all by creating multiple forms of himself. ⚠️ Glorifies mass polygamy and male domination. 🧈 4. **Stealing butter and lying about it** Bhagavata Purana 10.8 to 10.11 Krishna frequently steals butter from villagers and breaks their pots. Even when caught, he lies and charms his way out. 😂 Presented as playful, but glorifies theft and dishonesty. 🔪 5. **Killing Ekalavya, a tribal archer** Mahabharata, Adi Parva and Bhagavata Purana 10.52.31 Ekalavya, a low-caste boy, learns archery on his own. Drona cuts off his thumb. Later Krishna kills him, calling him unrighteous. 🚫 Reinforces caste violence against talented lower-caste individuals. 📿 6. **Supports caste system in Gita** Bhagavad Gita 4.13 Krishna says: I created the four varnas (castes) based on qualities and actions. Although interpreted philosophically, this verse was used for centuries to enforce caste discrimination. 📛 Justifies systemic social inequality. 🗣️ 7. **Killing Shishupala for verbal insults** Mahabharata, Sabha Parva During a royal ceremony, Shishupala mocks Krishna. Krishna responds by using his chakra to **behead him publicly**. 🧠 Kills someone for speech — raises moral concerns. #rama Unethical, Weird ❌🚩🚩🚩🚩👺🚩🚩❤🚩🚩🚩🚩🚩🚩🚩 Acts of Rama in Ramayana These are all from mainstream Valmiki Ramayana or well-known regional versions. 1. 💔 Banishing Sita While Pregnant — Based on Gossip Rama sends Sita to the forest alone while she is pregnant, based on a washerman’s comment about her “purity.” 🕉️ Uttara Kanda, Valmiki Ramayana “A ruler must be free from blame. I banish you to uphold my people’s trust.” Comment: Seriously? Gossip over your wife? This is not ideal leadership or love — it’s cruel and cowardly. 2. ⚔️ Killing Shambuka the Shudra for Doing Tapas Rama beheads a Shudra ascetic just because he was doing penance in the forest, which “violated dharma.” 🕉️ Uttara Kanda, Ramayana “By performing penance, the Shudra threatens the cosmic order. He must die.” Comment: Casteist horror. What kind of god kills someone for meditating? 3. 🐒 Making Monkeys Fight His War Instead of asking help from humans, Rama uses an army of monkeys (Vanaras) — like Hanuman, Sugreeva, etc. 🔹 Comment: Literal monkey business. Why use animals for war instead of diplomacy? Slaying Vali Unfairly from Behind a Tree Rama hides and shoots Vali from behind while he's fighting someone else (Sugreeva). 🕉️ Kishkindha Kanda “A king can kill from hiding when dharma is at stake.” 🔹 Comment: That’s just sneaky and cowardly, not heroic. 🔥 Asking Sita to Do Agni Pariksha (Fire Test) After rescuing her from Ravana, Rama demands she walk through fire to prove her purity. 🕉️ Yuddha Kanda, Valmiki Ramayana “I rescued you for honor, not for love. Prove your chastity.” 🔹 Comment: Toxic masculinity. Instead of comforting her, he humiliates her. Never Defending Sita Against Critics He allows society to question Sita again and again, never confronting the toxic moral policing. 🔹 Comment: Doesn’t defend his wife. Silent when he should speak. 7. 🪦 Abandoning His Children in Forest His twin sons, Lava and Kusha, are born and raised without knowing who their father is. 🔹 Comment: A father who abandons family, then fights his own sons without knowing. Blind Obedience to Dharma, No Compassion Rama is shown as a king who follows “Rajdharma” even when it destroys his personal life. 🔹 Comment: Robot-like morality — no real humanity or emotion. ❓🤔 So… Why the “Jai Shri Ram” Hype? Originally a devotional phrase, “Jai Shri Ram” has now become: 🚩 1. Political Slogan (Not JustReligious) Widely used by Hindutva groups (like RSS, Bajrang Dal, etc.) Chanted during hate crimes, riots, and lynchings Used to assert Hindu supremacy, not peace or devotion Brainwashed Symbolism Kids in schools, people on streets forced to chant it Becomes reflex rather than real devotion 🔊 3. Used in Intimidation Many victims of hate attacks in India were forced to chant “Jai Shri Ram” before being beaten or killed. 🔹 Example: Tabrez (Jharkhand), 2019 🔹 Example: Delhi Riots, 2020 Fake Masculinity & Heroism Rama is projected as “Hindu warrior king” — even though real Ramayana presents him as soft, conflicted, and Fake Masculinity & Heroism Rama is projected as “Hindu warrior king” — even though real Ramayana presents him as soft, conflicted, and emotional The aggressive macho image is fake propaganda
Identity Attack0.43256098
Insult0.36798462
Profanity0.33453682
Threat0.13815513
Severe Toxicity0.34927294
Moderate 0.43720075 Constructive 0.558 Advertisement_Spam
Oct 2, 2025 1 likes IRCC Names India in Study …
CANADA IS TO LATE SHOULD YOU WAKE UP 10 YEARS AGO, TO LATE NOW, YOU DIDN'T WANT HUNGARIAN, AND BULGARIAN PEOPLE, SERBIAN, CROATIAN PEOPLE, NOW YOU HAVE INDIANS, ENJOY YOUR NEW DEMOGRAFIC, YOU DESERVE IT, …
CANADA IS TO LATE SHOULD YOU WAKE UP 10 YEARS AGO, TO LATE NOW, YOU DIDN'T WANT HUNGARIAN, AND BULGARIAN PEOPLE, SERBIAN, CROATIAN PEOPLE, NOW YOU HAVE INDIANS, ENJOY YOUR NEW DEMOGRAFIC, YOU DESERVE IT, YOU DIDN'T LIKE US....
Identity Attack0.50917345
Insult0.28586254
Profanity0.03389629
Threat0.01238892
Severe Toxicity0.023076924
Moderate 0.43720075 Low Con 0.194 Identity Attack Fear_Threat
Sep 9, 2025 2 likes Why Canadians Are Turning Against …
Sir Indians(Hindus) atleast they not dangerous..like jihadis
Sir Indians(Hindus) atleast they not dangerous..like jihadis
Identity Attack0.5075293
Insult0.40975618
Profanity0.21456863
Threat0.10389658
Severe Toxicity0.16960317
Moderate 0.43720075 Low Con 0.237 Identity Attack Fear_Threat
Feb 15, 2026 Inside Canada's Indian Invasion...
the WOKE and DIA agenda. Its like a cancer.
the WOKE and DIA agenda. Its like a cancer.
Identity Attack0.053399716
Insult0.4339631
Profanity0.1352073
Threat0.011405042
Severe Toxicity0.016125489
Moderate 0.43720075 Low Con 0.159 Identity_Assertion
Feb 17, 2026 LILLEY UNLEASHED: The fall of …
Just like Elon said " Canada is fake country."
Just like Elon said " Canada is fake country."
Identity Attack0.46028158
Insult0.4339631
Profanity0.06044999
Threat0.0070164283
Severe Toxicity0.016383713
Moderate 0.43720075 Low Con 0.195 Comparative_Framing
Feb 17, 2026 2 likes LILLEY UNLEASHED: The fall of …
Canada is an easy target. With only 40 million people. Indians gonna make babies like crazy. Taking over Canada would be a breeze.
Canada is an easy target. With only 40 million people. Indians gonna make babies like crazy. Taking over Canada would be a breeze.
Identity Attack0.46028158
Insult0.43158367
Profanity0.0935729
Threat0.032005094
Severe Toxicity0.02116089
Moderate 0.43475235 Low Con 0.144
Oct 7, 2025 Inside Canada's Indian Metropolis (Brampton)
The only people allowed to complain about immigrants in US and Canada are natives. Racist low iqs who don't like that can go and colonize Antarctica or go back to Europe. It's also full with …
The only people allowed to complain about immigrants in US and Canada are natives. Racist low iqs who don't like that can go and colonize Antarctica or go back to Europe. It's also full with immigrants but there at least your complaints make some sense.
Identity Attack0.46028158
Insult0.4339631
Profanity0.049427703
Threat0.00951496
Severe Toxicity0.020127986
Moderate 0.43230394 Moderate Con 0.353 Moral_Argument
Jan 29, 2026 Inside Canada's Indian Invasion...
indian but i dont like how indian people act. Actually i prefer white washed indians as regular indians are people who take advantage racist unkind and all that. ive met indians like me that arent …
indian but i dont like how indian people act. Actually i prefer white washed indians as regular indians are people who take advantage racist unkind and all that. ive met indians like me that arent like that but white washed
Identity Attack0.5135796
Insult0.3388922
Profanity0.21456863
Threat0.017328756
Severe Toxicity0.023076924
Moderate 0.43230394 Moderate Con 0.445 Identity Attack Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Tyler I love your channel, but the reason some people accuse you of not doing journalism and being racist is because of things like how much you focused on that racist white guy on a …
Tyler I love your channel, but the reason some people accuse you of not doing journalism and being racist is because of things like how much you focused on that racist white guy on a bike. Why would you include him saying black people from subsaharan Africa are dumb when it has nothing to do with this video? You could have just included his perspective on Indians but you gave him so much time to go on a tangent and a racist rant.
Identity Attack0.46028158
Insult0.43296707
Profanity0.22663295
Threat0.012026439
Severe Toxicity0.023076924
Moderate 0.43230394 Constructive 0.717 Meta_Commentary
Feb 22, 2026 Inside Canada's Indian Invasion...
As a Caribbean Indian, I hate how these Indians from India have twisted the perspective towards Indians across the world. They’re so problematic. And Im from Trinidad but everyone assumes I’m from India and I …
As a Caribbean Indian, I hate how these Indians from India have twisted the perspective towards Indians across the world. They’re so problematic. And Im from Trinidad but everyone assumes I’m from India and I hate it. Just cuz i look like you doesn’t mean I’m from your homeland. And to the Canadians, just cuz I look like them doesn’t mean you can assume I’m from India. I have never been to India so stop assuming I’m from there. Imagine seeing an Asian person in markham and assuming they’re from China and speak Chinese when their family has been in Canada for generations.
Identity Attack0.48990932
Insult0.38852
Profanity0.32120174
Threat0.02855184
Severe Toxicity0.023880709
Moderate 0.43230394 Constructive 0.634 Personal_Narrative
Jan 29, 2026 Inside Canada's Indian Invasion...
I love the Hindus and Sikhs, they both have very caring communities also caring people,I've lived next to hindus and they would offer us food and the shop on the corner of my street is …
I love the Hindus and Sikhs, they both have very caring communities also caring people,I've lived next to hindus and they would offer us food and the shop on the corner of my street is run by Sikhs and if you're skint they will let me grab the basics and tobacco if needed and will pay them off when i get paid 5:10 he's right about African people, they arent good people they are really like that here in the UK
Identity Attack0.5135796
Insult0.2817503
Profanity0.1811049
Threat0.055270568
Severe Toxicity0.049354076
Moderate 0.43230394 Constructive 0.859 Identity Attack Personal_Narrative
Feb 24, 2026 1 likes Inside Canada's Indian Invasion...
We do not have the upper class Indians here. There is no such thing. They ruined Canada, just like they ruin everywhere they go.
We do not have the upper class Indians here. There is no such thing. They ruined Canada, just like they ruin everywhere they go.
Identity Attack0.50515765
Insult0.3486032
Profanity0.066963166
Threat0.040638234
Severe Toxicity0.023076924
Moderate 0.42985553 Low Con 0.232 Identity Attack Fear_Threat
Feb 16, 2026 3 likes Inside Canada's Indian Invasion...

Perspective API Dimensions Reference

13 dimensions explained

Toxic (6)

Toxicity
— Rude, disrespectful, or unreasonable
Severe Toxicity
— Very hateful or aggressive
Identity Attack
— Targeting race, religion, gender, etc.
Insult
— Inflammatory or provocative language
Profanity
— Swear words or obscene language
Threat
— Intention to inflict pain or violence

Prosocial (7)

Affinity
— Agreement or shared understanding
Compassion
— Concern for others' wellbeing
Curiosity
— Desire to learn or understand more
Nuance
— Acknowledges complexity or multiple perspectives
Personal Story
— Shares personal experience
Reasoning
— Evidence-based or logical argumentation
Respect
— Politeness and consideration for others
Data sources: comment_perspective_scores, comment_embeddings, and view_comment_sentiment · Scores are probability values (0–1) from Google's Perspective API via Communalytic.