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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 #}

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Active: "FINALLY! All of Canada should …" 60 comments · Page 1 of 3
Thanks tyler for finally coming to Canada to look into this, I really hate to call Brampton my hometown because this shit is embarrassing because of shitty people
Thanks tyler for finally coming to Canada to look into this, I really hate to call Brampton my hometown because this shit is embarrassing because of shitty people
Identity Attack0.3758158
Insult0.68668073
Profanity0.8089582
Threat0.0130621
Severe Toxicity0.34935045
Toxic 0.85333383 Constructive 0.501 Insult Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
Finally someone notable makes a video about this bullshit. Canada has basically become India in its entirety.
Finally someone notable makes a video about this bullshit. Canada has basically become India in its entirety.
Identity Attack0.3817989
Insult0.48484445
Profanity0.71218073
Threat0.008893564
Severe Toxicity0.16960317
Toxic 0.7570315 Low Con 0.196 Identity_Assertion
Jan 27, 2026 6,023 likes Inside Canada's Indian Invasion...
The liberal parasites are ruining Canada, who voted for them? Too many are stupid? Than this country will no longer remain part of the "west"..and will fall down to the third world religious idiots level …
The liberal parasites are ruining Canada, who voted for them? Too many are stupid? Than this country will no longer remain part of the "west"..and will fall down to the third world religious idiots level (India, Pakistan, etc.)..so most intellignet people will leave to the US or Europe? Europe is also being destroyed by the simiral liberal tribe..(Soros, Starmer, Merz, Zelensky etc.) so it leaves only Trump, who finally removes them from power?
Identity Attack0.46028158
Insult0.7657292
Profanity0.29209393
Threat0.02440793
Severe Toxicity0.11756202
Toxic 0.7510937 Low Con 0.221 Insult
Aug 26, 2025 1 likes Why Canadians Are Turning Against …
Rip Van Winkle (i.e., Canada) is finally waking up. It’s difficult for liberals to admit they’re fools. It takes awhile. Britain’s a great example.
Rip Van Winkle (i.e., Canada) is finally waking up. It’s difficult for liberals to admit they’re fools. It takes awhile. Britain’s a great example.
Identity Attack0.26663736
Insult0.64537907
Profanity0.17473823
Threat0.0075083673
Severe Toxicity0.017287504
Moderate 0.584095 Moderate Con 0.301 Insult
Nov 23, 2025 Quebec Ends Economic Immigration Program …
Oh the IRONY! If you aren't First Nations, you ARE an immigrant. Why don't you actually all make an effort to learn at least a few words in our languages; the ACTUAL languages of Our …
Oh the IRONY! If you aren't First Nations, you ARE an immigrant. Why don't you actually all make an effort to learn at least a few words in our languages; the ACTUAL languages of Our country 🙄. You can't be that dumb. I'm not trying to be harsh, but most of us speak our language and 1 or 2 languages from the European settlers here. It really suits everyone here to never bring Indigenous people into your conversations while you call it "Your country, your 'Canada', you culture". Everyone who's ancestors aren't from need to do better. It blows my mind how you come here and fight against each other while being immigrants yourselves. You demand assimilation from others while you yourselves aren't Indigenous, and don't make the slightest effort to assimilation to OUR culture. Complete hypocrites.🤣🤣🤣 If I were you, I'd be ashamed. I can't see myself ever going to someone else's country, living in it, let alone being born in it, and have the audacity to act and speak with that amount of utter continuous ignorance and disrespect the way most of the European settlers and other settlers/"Canadians" do. Do better before complaining about each other cause, you're no better and immigrants yourselves. Oh ya, and film Native Child in the background at 7:06, the place not First Nations operated known for stealing our children and getting tons of funding to line their pockets while almost all reserves have no clean drinking water, houses breaking down, unable to get work outside due to racist from all types of immigrants (yes, including European 'Canadians'), but putting a video of a European 'Canadian' talking about not being able to afford cable and her bills. Because these things are happening to European settlers/ 'Canadians', now it's finally a problem. The IRONY.
Identity Attack0.36702603
Insult0.5130944
Profanity0.18909787
Threat0.008867673
Severe Toxicity0.023076924
Moderate 0.47886392 Constructive 0.592 Insult
Aug 28, 2025 Why Canadians Are Turning Against …
Finally..First generation Canadian here. When my parents came here my mom was a nurse my dad an engineer both worked their asses off! No handouts, no free shii! Its disgusting whats happening to Canada...but how …
Finally..First generation Canadian here. When my parents came here my mom was a nurse my dad an engineer both worked their asses off! No handouts, no free shii! Its disgusting whats happening to Canada...but how do we change whats going on how do we make our voices heard?...without being racist of course!
Identity Attack0.27875587
Insult0.4196762
Profanity0.3866461
Threat0.009566744
Severe Toxicity0.023199933
Moderate 0.45703048 Constructive 0.702 Personal_Narrative
Sep 7, 2025 1 likes Why Canadians Are Turning Against …
Immigration frauds and scams have reached such unprecedented scale that it simply destroyed the dreams of good affordable life in Canada for those who worked hard for so many years and never broke the law. …
Immigration frauds and scams have reached such unprecedented scale that it simply destroyed the dreams of good affordable life in Canada for those who worked hard for so many years and never broke the law. Honestly finally fails against the frauds, liars, corrupt people, criminals and money launders. No doubt the process of scams has involvement of corrupt politicians, business owners, real estate developers, money launders and criminals. Instead of growing a self sustainable country the incompetent corrupt politician assisted mass illegal immigration scams as a cheap way to make money to grow GDP, but costly people in a huge way in ways more bad quality unaffordable life with future marred with corruption everywhere
Identity Attack0.22063516
Insult0.4339631
Profanity0.03715288
Threat0.0086087575
Severe Toxicity0.012130737
Moderate 0.39669925 Moderate Con 0.464
Dec 25, 2025 Deportations From Canada at Their …
Most indians have fake study permits this is old news everyone knows they bribe and doctorate fake permits even fake visas and licences is canada finally waking up to this ??? Lol😮 wow .
Most indians have fake study permits this is old news everyone knows they bribe and doctorate fake permits even fake visas and licences is canada finally waking up to this ??? Lol😮 wow .
Identity Attack0.40883094
Insult0.30797598
Profanity0.040910475
Threat0.008401625
Severe Toxicity0.01644827
Moderate 0.37751234 Low Con 0.201
Oct 2, 2025 IRCC Names India in Study …
they should've deported all these visa student immigrants...over 5million of them and 0 went to school!!! then on top of it people are making the same money from 10 years ago while the cost of …
they should've deported all these visa student immigrants...over 5million of them and 0 went to school!!! then on top of it people are making the same money from 10 years ago while the cost of living goes up and up and up they mock us because we don't want to have children because we simply cannot afford 2-3k childcare while making 3.5k/month after taxes and rent at 3k/month while they come here have a free house, free money, pop out kids like crazy because the government will pay for the extra kids shit...highschool kids cant even get a job these days...the jobs that used to be for kids like tim hortons mcdonalds etc...are literally taken by immigrants as full blown jobs then there's not even enough jobs for the people here and employers are paying less and less and if you don't like it move along there's 100 illegal immigrants on student visas behind you waiting for that job when they should've been out of this country already!! Vancouver full of crackheads on fentanyl...Toronto full of heroin addicts walking around like zombies truck drivers buying cdl's from vending machines... icing on the cake was a crackhead doing heroin on a bench in broad daylight right on king st w. we're talking about a main street not a slow street or a side street where nobody sees shit...its fucking KING AND PETER!! I got so pissed off I tried to confront the dude but he was so out of it he couldn't even function... now we're talking about a crackhead that if he opens his eyes and he's flipping out and sees you as the cookie monster he'll fucking stab you with a needle what if it has hiv? or some other messed up disease? what if its a kid? WHAT IF IT'S YOU? what will it take for people to finally care about the issues in the community?!? crackhead immigrant? deported... cdl's? 10mil government trust fund to either run your own truck or to open a company...this would end all of these bankruptcy runaways whenever shit happens... student WORK visas? revoke them all...if they can't afford to pay for their international studies they have no business being an international student... first you study...get your degree once COMPLETED if you want to come back because you liked Canada apply from OUTSIDE Canada for a visa/pr. we don't need people working 10 years saving up to study living in a condo bedroom like 6 people in there driving up the cost of living for everyone else then fucking off when shit gets tough...
Identity Attack0.28622448
Insult0.344702
Profanity0.09486605
Threat0.032695748
Severe Toxicity0.01825585
Moderate 0.3722269 Constructive 0.628 Economic_Argument
Aug 25, 2025 Why Canadians Are Turning Against …
Finally I don't feel bad for being white and being Canadian I love my country and everyone in it as long as we keep Canada Canada the Muslims can move on
Finally I don't feel bad for being white and being Canadian I love my country and everyone in it as long as we keep Canada Canada the Muslims can move on
Identity Attack0.44690517
Insult0.12883772
Profanity0.08290444
Threat0.014220826
Severe Toxicity0.020902663
Moderate 0.3666224 Constructive 0.517 Identity_Assertion
Sep 11, 2025 1 likes Why Canadians Are Turning Against …
Finally someone talks about this, it's insane and Canada is totally unrecognizable.
Finally someone talks about this, it's insane and Canada is totally unrecognizable.
Identity Attack0.25986546
Insult0.3416952
Profanity0.027273865
Threat0.007301235
Severe Toxicity0.0075531006
Moderate 0.34328604 Moderate Con 0.446 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
As a Canadian I’ll try and put this very politely and everything but I am friends with Indians that immigranted here 20+ years ago and the immigrants back then wanted to be Canadian and actually …
As a Canadian I’ll try and put this very politely and everything but I am friends with Indians that immigranted here 20+ years ago and the immigrants back then wanted to be Canadian and actually wanted to assimilate themselves in our culture the new round of immigration doesn’t do that they want to make Canada the new India they have no respect no care for the others around them and yes! They do smell not all of them but if it’s a smelly person in Canada 9/10 they are Indian that’s what I’ve seen obviously there is more but we just want them to want to be Canadians and not build your stupid praying status sorry I tried to be polite but this is something that has pissed me off more and more and people are finally talking about it
Identity Attack0.3802808
Insult0.2735258
Profanity0.12220735
Threat0.009955117
Severe Toxicity0.018449519
Moderate 0.33836752 Constructive 0.698 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Indians trying to get to the United States as their FINAL DESTINATION.. they use Canada as a Temporary stomping ground..
Indians trying to get to the United States as their FINAL DESTINATION.. they use Canada as a Temporary stomping ground..
Identity Attack0.38215697
Insult0.15414265
Profanity0.028640235
Threat0.011405042
Severe Toxicity0.013285006
Moderate 0.32919475 Moderate Con 0.317 Unverified_Claim
Sep 19, 2025 10 likes Inside Canada's Indian Metropolis (Brampton)
Isn't canada white occupied country on blood of native canadians so finally truth is no one is illegal from stolen land....karma came back to them that's it nothing else you have right to complain when …
Isn't canada white occupied country on blood of native canadians so finally truth is no one is illegal from stolen land....karma came back to them that's it nothing else you have right to complain when you are natives if you're not don't cry
Identity Attack0.36702603
Insult0.16795322
Profanity0.030639706
Threat0.011819307
Severe Toxicity0.0128976675
Moderate 0.32182294 Moderate Con 0.462
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
The scam was allowed to happen by the liberal-ndp mafia, which created a huge ecosystem of corruption, scams, money-laundering, frauds, and letting in many dishonest people and even criminals to enter the country easily under …
The scam was allowed to happen by the liberal-ndp mafia, which created a huge ecosystem of corruption, scams, money-laundering, frauds, and letting in many dishonest people and even criminals to enter the country easily under the cover of students visa, purchased LMIA'S openly promoted on instagram, entering on tourist visa and converting to LMIA'S with help of corrupt businesses and lawyers, and finally the biggest scam of fake assylum claims. It is a massive corruption racket involving politicians, lawyers, business owners, diploma mill colleges, consultants, and even banks in foreign countries. So Canada is highly corrupt and will only be super corrupt in the future with a lot of dishonest people being let in.
Identity Attack0.055673428
Insult0.3388922
Profanity0.050680235
Threat0.010602405
Severe Toxicity0.008926392
Moderate 0.32074678 Moderate Con 0.384 Unverified_Claim
Sep 29, 2025 IRCC Names India in Study …
My boy finally came to Canada near my city and I missed him 😭😭😭😭 thanks for covering this issue though ❤️❤️ appreciate it as a second-gen sri lankan who is also experiencing the indian hate …
My boy finally came to Canada near my city and I missed him 😭😭😭😭 thanks for covering this issue though ❤️❤️ appreciate it as a second-gen sri lankan who is also experiencing the indian hate (because we all look the same to white people 🙃🙃)
Identity Attack0.38208112
Insult0.0838533
Profanity0.06295506
Threat0.009178371
Severe Toxicity0.011138916
Moderate 0.31825066 Constructive 0.66 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Canada has always been safe haven for gangsters & terrorists earlier they were operating out of Canada in India but finally rooster has come home. India has been asking for deportation & warning for decades …
Canada has always been safe haven for gangsters & terrorists earlier they were operating out of Canada in India but finally rooster has come home. India has been asking for deportation & warning for decades but now I think they will listen😅.
Identity Attack0.2846865
Insult0.18107465
Profanity0.019622196
Threat0.011974656
Severe Toxicity0.008659363
Low Tox 0.295883 Moderate Con 0.42 Comparative_Framing
Feb 21, 2026 Canadian immigration officers investigating hundreds …
Finally someone has covered this! This is the sad reality as to what's happening to Canada. The UK is the exact same. We are being outbred, our jobs are being taken away, and we are …
Finally someone has covered this! This is the sad reality as to what's happening to Canada. The UK is the exact same. We are being outbred, our jobs are being taken away, and we are being overrun with them. Look at the Canadian government, that's how bad it has become. The Canadian government has become so corrupt because of this! Once they infiltrated the government, all kinds of corruption occured, their extended families were getting automatic citizenship, free healthcare, and draining the Canadian job market and healthcare benefits. One common scam they pull is that they will find a job, immediately apply for social welfare, and take time off and still get paid for months without even working. They completely abuse the system which results in actual Canadians who need social welfare benefits to not be able to gain any benefits, because of the amount of scammers that have infiltrated and colonized the country. Canada is screwed completely unless we speak up about this! There are many of us who don't like this and don't want it, but there are many Canadians who are bleeding hearts and weak who just accept it. They're going to outbreed us and eventually completely takeover and completely ruin the country. Canada is not the same place that I remember from my childhood. It has become the capitol of woke ideology, weakness, and completely overrun by Indians. Not to mention that we used to be a Christian country. We used to say Merry Christmas every year, Christian values were upheld and encouraged, now there are Mosques everywhere! There are more Mosques in Canada than Churches these days. Canada has become ruined. The worst part is, that those who come to our country don't even respect our values, traditions, or even attempt to assimilate. They expect us to conform to their ways. We can no longer be Christians because they are Anti-Christian, we can no longer speak English or French, because they hate our language. I have literally been to Toronto and Vancouver and seen the madness unfold, not an ounce of English is spoken or understood in those areas. It's either Chinese or Indian that is spoken. Usually, when you come to another country, you are supposed to conform to that country's values and traditions, not the other way around. Canada has done the complete opposite because of the bleeding hearts in charge of the country. I say screw that and no more! Make Canada Canadian Again! Keep Canada Christian!
Identity Attack0.10221587
Insult0.26957804
Profanity0.029888187
Threat0.00948907
Severe Toxicity0.006866455
Low Tox 0.295883 Constructive 0.677 Fear_Threat
Feb 6, 2026 2 likes Inside Canada's Indian Invasion...
Lol thanks to president Trump!! Canada finally waking up to student visa fraud from India 😂😂
Lol thanks to president Trump!! Canada finally waking up to student visa fraud from India 😂😂
Identity Attack0.2764353
Insult0.17610447
Profanity0.022013342
Threat0.0070552654
Severe Toxicity0.007133484
Low Tox 0.2854937 Low Con 0.26 Humor_Satire
Jan 14, 2026 1 likes Canada’s new rules in 2026
I'll tell you a little secret - Indians in the rest of India also despise the Brampton set, who are mostly from random villages in Punjab. Not least because most of the remaining Khalistan sympathisers …
I'll tell you a little secret - Indians in the rest of India also despise the Brampton set, who are mostly from random villages in Punjab. Not least because most of the remaining Khalistan sympathisers (a terrorist group who wanted Punjab to become a separate homeland for Sikhs) are based here. The Khalistanis committed numerous terrorist attacks and atrocities throughout the 70s and 80s, before finally being put down for good in Operation Blue Star in 1984. Their remnants have wound up in Canada, still pushing for a terrorist ideology and independence movement in a country they've not lived in for years. Even the leader of the NDP is a Khalistan sympathiser. Diplomatic relations between India and Canada have been frosty recently for this reason.
Identity Attack0.2803029
Insult0.12702756
Profanity0.023584666
Threat0.02440793
Severe Toxicity0.008010864
Low Tox 0.25462922 Constructive 0.679 Comparative_Framing
Jan 29, 2026 Inside Canada's Indian Invasion...
It's worse than this video shows. I don't live in Brampton and my town is entirely * after 10 years. Everywhere I go is * people. It doesn't matter what store or business or service …
It's worse than this video shows. I don't live in Brampton and my town is entirely * after 10 years. Everywhere I go is * people. It doesn't matter what store or business or service I contact it's just * people now. When I went to college everyone was from there. This was a regular local college that Canadian kids aspire to go to. They made up 90% of the classmates, they never showed up to class, they refused to participate in team projects, nobody failed. They did so poorly but the school charges 3x. My final year they cancelled final exams because they decided too many international students would fail. They are from the same country but they have different religions and from different cities that hate each other so they would refuse to communicate with each other. Imagine you meet someone from another province and you hate them and aren't afraid to crashout in public over it. My next door neighbors there is so many people living in the house that they live there on a schedule one group in and one group out. You would think they would be going to work NO they literally hang out all day long like a bad 90s comedy movie. In the last 10 years all of the house in my town skyrocketed in price. The people around me all bought around 2010 - 2015 for $150k - $260k and sold for around $1m 2023 - 2026. Average house price in my town has stayed at 3x what it was 10 - 15 years ago. They don't rake their leaves, they don't clean up their trash, they don't clear their snow from their driveways. Both my parents are immigrants, they came here poor had to work, had to respect the country and its laws and culture because that's what allowed Canada to be successful so they could come here. All I hear about or see now is immigrants from the one country? When I was a kid I grew up with every nationality where did everybody go?
Identity Attack0.036105253
Insult0.089778624
Profanity0.094542764
Threat0.008505191
Severe Toxicity0.00831604
Low Tox 0.23415339 Constructive 0.684 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Canada has open door policy and keeps taking all sorts of people from all parts of world without verification, checks and balances. Those outsiders are infiltrating your politics, academia, judiciary, pop culture and start influencing …
Canada has open door policy and keeps taking all sorts of people from all parts of world without verification, checks and balances. Those outsiders are infiltrating your politics, academia, judiciary, pop culture and start influencing your domestic and foreign policy, start electing own people, take over your country and bring their culture, domestic conflicts, religious extremism, communalism, misogyny, lack of hygiene, lawlessness in your country also. And cry victimhood and call everyone racist when they are finally held accountable.
Identity Attack0.10409598
Insult0.15414265
Profanity0.01887069
Threat0.010809537
Severe Toxicity0.0065994263
Low Tox 0.23090743 Moderate Con 0.396 Fear_Threat
Oct 2, 2025 Why Canadians Are Turning Against …
Good! - Trump influence is finally here... Keep up the good work. Liberals have nearly destroyed Canada.... And its 'Dundas Station' not 'TMU'.
Good! - Trump influence is finally here... Keep up the good work. Liberals have nearly destroyed Canada.... And its 'Dundas Station' not 'TMU'.
Identity Attack0.04667538
Insult0.08582769
Profanity0.015386449
Threat0.012803185
Severe Toxicity0.0032615662
Low Tox 0.20056234 Moderate Con 0.305
Dec 29, 2025 1 likes Deportations From Canada at Their …
As a Canadian, one that lives in GTA at that. Thank you for this video! We have two first languages (French & English)..yet speaking Punjabi is now an asset. Tim Hortons & McDonald’s used to …
As a Canadian, one that lives in GTA at that. Thank you for this video! We have two first languages (French & English)..yet speaking Punjabi is now an asset. Tim Hortons & McDonald’s used to be for our youth…now they can’t get jobs. The one thing we all loved growing up is the fact that our country was so diverse/multicultural. So many people actually born here either move further or have been leaving the country because theres damn near no more Canada. I’m just glad someone finally made an actual video talking about this 🙏🏽Not everyone is a problem, it’s really the past 3-4years that have been awful
Identity Attack0.057492398
Insult0.0654725
Profanity0.25458565
Threat0.0074048014
Severe Toxicity0.008277893
Low Tox 0.18174082 Constructive 0.805 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
As someone who comes from latin-america and has been travelling and touristing in Canada for the last 10 + years, and finally decided to take the step to immigrate to Canada through the front door, …
As someone who comes from latin-america and has been travelling and touristing in Canada for the last 10 + years, and finally decided to take the step to immigrate to Canada through the front door, I can safely say you guys are losing your amazing country. My permit was not approved and you know what, I am not even mad. I see a lot of these people leeching off your government and for some reason they get preferential treatment over people like me who come to do things honestly, work, study, and adding to the country instead leeching from it. Like I said, I first came to Canada a little over 10 years ago, and I am telling you this country is changing for the worse. One thing I also noticed is how back then I always used to hear the memes of Canadians being nice and always saying "sorry". Those memes no longer exist. I know it doesn't say much, but what I am trying to say here is: The quality of the Canadian citizen is 100% decreasing.
Identity Attack0.08004672
Insult0.081508696
Profanity0.054437835
Threat0.007909686
Severe Toxicity0.0048446655
Low Tox 0.1798404 Constructive 0.756
Sep 29, 2025 10 likes IRCC Names India in Study …

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.