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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: "That's just what we want …" 1,718 comments · Page 35 of 69
Punjab is also in pakistan why don't they say we want pakistani punjab reason as a khalistan.... 😅😅😅 This is called politic,
Punjab is also in pakistan why don't they say we want pakistani punjab reason as a khalistan.... 😅😅😅 This is called politic,
Identity Attack0.36702603
Insult0.24767025
Profanity0.16264248
Threat0.04201601
Severe Toxicity0.023199933
Low Tox 0.2854937 Low Con 0.286 Comparative_Framing
Jan 29, 2026 Inside Canada's Indian Invasion...
I've watched maybe 5 of his videos and most everything Tyler does is in bad faith in my view. He makes a minimum effort to present himself as an impartial journalist just asking questions, but …
I've watched maybe 5 of his videos and most everything Tyler does is in bad faith in my view. He makes a minimum effort to present himself as an impartial journalist just asking questions, but clearly wants to tell predefined stories that smear immigrants and minorities, painting them as an existential threat white Americans and American values. That's what sells, that's the grift.
Identity Attack0.28034934
Insult0.13969865
Profanity0.032643758
Threat0.017846745
Severe Toxicity0.0077056885
Low Tox 0.2854937 Constructive 0.605 Meta_Commentary
Jan 27, 2026 6 likes Inside Canada's Indian Invasion...
I don't want ANYTHING, INDIA, history, movies and life has told us everything from that settlement has nothing good to offer.
I don't want ANYTHING, INDIA, history, movies and life has told us everything from that settlement has nothing good to offer.
Identity Attack0.28034934
Insult0.07428485
Profanity0.03990845
Threat0.00899713
Severe Toxicity0.010375977
Low Tox 0.2854903 Moderate Con 0.335 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
They destroyed India now they want to do the same in Canada.
They destroyed India now they want to do the same in Canada.
Identity Attack0.27875587
Insult0.06858205
Profanity0.024404489
Threat0.13815513
Severe Toxicity0.01083374
Low Tox 0.2854903 Low Con 0.188 Fear_Threat
Feb 4, 2026 3 likes Inside Canada's Indian Invasion...
I want these people out
I want these people out
Identity Attack0.08666438
Insult0.06889887
Profanity0.0816113
Threat0.14485972
Severe Toxicity0.012130737
Low Tox 0.2854869 Moderate Con 0.341 Call_To_Action
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
They destroyed the country. You cannot even afford to rent an apartment or even move around for a job. If you leave Toronto for a contract job outside of the city and move somewhere else …
They destroyed the country. You cannot even afford to rent an apartment or even move around for a job. If you leave Toronto for a contract job outside of the city and move somewhere else for a little while, you will be homeless when you come back. To we are pretty much screwed in every moving around to try and gain experience to get ahead. And there are profession where you have to move outside of the GTA to get experience. Canadian students can barely get a entry level job with a two year diploma, yet they allow International students to study things like a 2 year diploma in Business, which no one can ever get a job with, and on top of that, they told them they can apply to become permanent resident . How does that even make any sense? Does any politician in this country have two working brain cells? I'm so sick of this country, I desperately want to leave ...I'm a immigrant and my parents came here in the glory days of the 70s, where people from other English speaking countries were given priority and were expected to fully integrate into Canadian society
Identity Attack0.049761772
Insult0.23704576
Profanity0.20916378
Threat0.010032792
Severe Toxicity0.010223389
Low Tox 0.2854869 Constructive 0.684
Jun 17, 2025 173 likes How Canada broke its immigration …
The huge issue is that most white people have got advantage of centuries of colonisation of african, asian countries and they never ever want to talk about it. Now when they bring globalisation and get …
The huge issue is that most white people have got advantage of centuries of colonisation of african, asian countries and they never ever want to talk about it. Now when they bring globalisation and get people from developing countries, they have their first world complaints like crowding, driving problems... Before colonization, Many asian countries were richest and most advanced in their public systems of sewage, trade, education.. So how did these countries became developing nations now?? Centuries of colonization where wealth was stolen, people were made to be slaves, mass genocides, destruction of local industries, education system, all of these pulled the countries down. So white people if you cannot adjust to a little overcrowding, culture differences... Then pay back reparations to all former colonies with interest and none of the people from these countries will come into your country
Identity Attack0.35299334
Insult0.10440776
Profanity0.075792134
Threat0.0101363575
Severe Toxicity0.011138916
Low Tox 0.2854835 Constructive 0.617 Moral_Argument
Mar 3, 2026 1 likes Inside Canada's Indian Invasion...
This guy is just jealous that Indian Immigrants are the highest earning community in both US and Canada. Indians earn way more than avg American or Canadian or even any other immigrant community. The entire …
This guy is just jealous that Indian Immigrants are the highest earning community in both US and Canada. Indians earn way more than avg American or Canadian or even any other immigrant community. The entire video was stretched just to find one reason to show Indians are bad, but sadly you failed to show whats really wrong. People are living peacefully without disturbing anyone. Most of them are legal immigrants. Stop giving visas if you don’t want immigrants. Stop crying and compete with them if you have the potential.
Identity Attack0.2783691
Insult0.17610447
Profanity0.038655918
Threat0.009126588
Severe Toxicity0.008850098
Low Tox 0.28548008 Moderate Con 0.496 Moral_Argument
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
I want to have a shower after this video
I want to have a shower after this video
Identity Attack0.014852738
Insult0.031917825
Profanity0.117874645
Threat0.024753258
Severe Toxicity0.013607788
Low Tox 0.28548008 Moderate Con 0.379
Oct 22, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
As an immigrant, don't turn Canada to India or any other third world country. I won't visit India even for tourism, the same for the majority of the african countries. Anyone who wants to live …
As an immigrant, don't turn Canada to India or any other third world country. I won't visit India even for tourism, the same for the majority of the african countries. Anyone who wants to live as he was in his original country, go back. Thanks.
Identity Attack0.36702603
Insult0.0836065
Profanity0.016342908
Threat0.007624879
Severe Toxicity0.010375977
Low Tox 0.28548008 Constructive 0.552
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
IT'S NOT ONLY INDIANS, IT'S CHINESE WHO WORK SILENTLY AND CLEVERLY TO GET WHAT THEY WANT OUT OF A COUNTRY.
IT'S NOT ONLY INDIANS, IT'S CHINESE WHO WORK SILENTLY AND CLEVERLY TO GET WHAT THEY WANT OUT OF A COUNTRY.
Identity Attack0.3072352
Insult0.081508696
Profanity0.059447967
Threat0.01086132
Severe Toxicity0.013607788
Low Tox 0.28548008 Moderate Con 0.302 Identity_Assertion
Sep 29, 2025 IRCC Names India in Study …
I want ICE to come to Canada and deport So many illegals, that I don't have to push 1 for english again
I want ICE to come to Canada and deport So many illegals, that I don't have to push 1 for english again
Identity Attack0.2816105
Insult0.0820023
Profanity0.019143965
Threat0.061089642
Severe Toxicity0.0118255615
Low Tox 0.28548008 Moderate Con 0.394 Fear_Threat
Feb 16, 2026 2 likes Inside Canada's Indian Invasion...
Get them OUT!!! I WANT ALL 2 MILLION GONE! It's IN (my) PUBLIC *interest*!! So get them GONE!
Get them OUT!!! I WANT ALL 2 MILLION GONE! It's IN (my) PUBLIC *interest*!! So get them GONE!
Identity Attack0.05612817
Insult0.07745308
Profanity0.06345607
Threat0.13515437
Severe Toxicity0.01393057
Low Tox 0.28547668 Moderate Con 0.305 Call_To_Action
Dec 25, 2025 Deportations From Canada at Their …
Very well done video & Thank YOU for showcasing the point of view from "real Canadians". As an immigrant who came to this country & fell in love with its culture 40 years ago, it's …
Very well done video & Thank YOU for showcasing the point of view from "real Canadians". As an immigrant who came to this country & fell in love with its culture 40 years ago, it's appalling to see how our beautiful first world country is quickly becoming a gutter. The newcomers these days are the privileged ones. All of us need to speak up, especially those of us immigrants who retain our original accents &/ non-white because our white fellow Canadians are accused of being racist whenever they do (though many could learn to be more eloquent. ie. go back to your country does NOT help)! I see it as my Canadian duty to remind "misbehaving" newcomers the reason they left their country in the first place. ie. You chose Canada for a better life, so why try to change it into the one you left? ie. Help me understand your logic? Why not leave your hate & war at the border; just like normal folks won't bring stinky garbage into their new homes. Life is challenging enough when you uprooted to a new country (especially our unforgiving cold Winter). So, just focus on the positive things in your new country & leave all your miseries behind... ie. Learn to adapt & enjoy your new country. Canada is a great country because of the love & effort of those before you, so now you are the beneficiary. Join the legacy by enhancing this beautiful country & its culture, so you can pass on this century old legacy for later newcomers to enjoy, like you do now. What dignity do you have & what kind of life lessons to your children by bullying your culture & religion into Canada at the expense of other Canadians? This will fracture Canada if everyone does that. Do you want this country to become so fractured & terrible that your descendants have to leave for a better country, like you did? Is that what your religion teaches you? Does it state it's perfectly fine to satisfy all your whims & wishes at the expense of others? Are you striving for Canadians to think badly of your race/culture? Are you being a good ambassador to your race/community/culture/religion? Canadians are so friendly & helpful, if you need help, just ask, please don't demand. Learn the language & it's ok to speak broken/pigeon English with gestures to communicate. No one expects you to be an English scholar; you gain respect for trying. Apply some basic Canadians manners, which goes a long way... Please & Thank You, Smile doesn't cost you anything, besides it's good exercise for your facial muscles. I worked my entire career with the public, I very seldom encounter negative feedback when I do the above. If they get nasty, I tell them that's definitely not the Canadian way to make friends & wish them Good Luck! I also make a point in telling the wealthy ones "Tax Avoidance is legal (I'm more than happy to show them), but Tax Evasion is not! Then reminding them....Canada will be bankrupt eventually if everyone don't pay their fair share of taxes. ie. You may not suffer, but your children/grandchildren will. Worst Case scenario, you didn't get the necessary medical care when you most needed it!!! We should lobby for a mandatory course that all newcomers have to take & PASS a test about Canadian culture & expectations. If they fail, no citizenship for sure! But that would be another hornets nest because our parliament will debate over definition of "Canadian Culture" for decades. Welcome to Canada!😂
Identity Attack0.29798782
Insult0.1669316
Profanity0.028776871
Threat0.008039144
Severe Toxicity0.008392334
Low Tox 0.28547668 Constructive 0.831
Sep 12, 2025 Why Canadians Are Turning Against …
If you go to Canada, you will mostly see Punjabi people there. I don’t know why Punjabi people have become so obsessed with Canada. They mostly refer to going to Canada. They don’t even work …
If you go to Canada, you will mostly see Punjabi people there. I don’t know why Punjabi people have become so obsessed with Canada. They mostly refer to going to Canada. They don’t even work properly or look for jobs in India; they just prefer going to Canada. I don’t know what kind of jobs they get there. Some of them go there depending on relatives, and some go illegally, which is completely wrong. Because I want to say one true thing about Indian people: there is very little civic sense in India. Yes, if they belong to the upper class, then they may have some civic sense, but in the lower and middle class, civic sense is very low. That’s why wherever they go, they behave the same way they think, without caring that they are in another country. They don’t care about respecting that country or adjusting to its culture. Instead, they try to impose their own culture everywhere. They want to create their own space everywhere and put their own things everywhere. But if foreigners come to India and live here permanently, they just do their work and live normally. Even if they do something publicly to promote their own culture, Indians will immediately go against them. But I haven’t seen the same reaction outside. People there should also oppose this; otherwise, Indians will really spread everywhere in the same way.
Identity Attack0.36702603
Insult0.16773392
Profanity0.062454045
Threat0.009644418
Severe Toxicity0.012359619
Low Tox 0.28547668 Constructive 0.67 Identity_Assertion
Feb 10, 2026 1 likes Inside Canada's Indian Invasion...
It all goes back to our covermemt we have no identity and the worse part they come here an trying to change our religion. We are fed up .wats wrong of being conservative because we …
It all goes back to our covermemt we have no identity and the worse part they come here an trying to change our religion. We are fed up .wats wrong of being conservative because we dont want our country destroyed
Identity Attack0.26325142
Insult0.13064787
Profanity0.049427703
Threat0.01698343
Severe Toxicity0.009307861
Low Tox 0.28547668 Constructive 0.546 Identity_Assertion
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
New Zealand is under attack due to Chris Luxton, the prime minister. A few is ok, but now it’s getting out of control. Americans are the next problem, running from what they asked and voted …
New Zealand is under attack due to Chris Luxton, the prime minister. A few is ok, but now it’s getting out of control. Americans are the next problem, running from what they asked and voted for. Just stay home we don’t want you. Canadians are welcome.
Identity Attack0.28034934
Insult0.13969865
Profanity0.0157622
Threat0.013528148
Severe Toxicity0.009002686
Low Tox 0.28547668 Moderate Con 0.361 Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
it's just ironic that Indians love their country so much that they want to live in other countries
it's just ironic that Indians love their country so much that they want to live in other countries
Identity Attack0.35624164
Insult0.07745308
Profanity0.05393682
Threat0.0072365063
Severe Toxicity0.009918213
Low Tox 0.28547668 Moderate Con 0.338 Humor_Satire
Jan 27, 2026 59 likes Inside Canada's Indian Invasion...
It's your Government's fault issued visa, you should be questioning your Government instead of harassing normal working people. You are jealous we are better at work than you ever will be and yeah people will …
It's your Government's fault issued visa, you should be questioning your Government instead of harassing normal working people. You are jealous we are better at work than you ever will be and yeah people will go where there is oppertunity if you don't want immigrants you shouldn't have gloated about your western bs values.
Identity Attack0.17614605
Insult0.17610447
Profanity0.13697
Threat0.008841781
Severe Toxicity0.009117126
Low Tox 0.2854733 Moderate Con 0.457 Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
We don't want them in the West.
We don't want them in the West.
Identity Attack0.28034934
Insult0.06921569
Profanity0.03239325
Threat0.014911477
Severe Toxicity0.009002686
Low Tox 0.2854699 Low Con 0.204 Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
As a white Canadian in a skilled trade who has lost 100's of thousands in work to lower bids from East Indians it honestly makes me wanna apply for M.A.I.D I worked for four years …
As a white Canadian in a skilled trade who has lost 100's of thousands in work to lower bids from East Indians it honestly makes me wanna apply for M.A.I.D I worked for four years In a apprenticeship to get my redseal these guys come work for three months at the union's an they leave start their own company it's only 150$ for a business license in Canada and than they cut my throat a job worth 80 a sheet for hang tape an paint they come an bid at 15$ a sheet! HOW CAN WE COMPETE? Anyways I just wanted to comment because I may legit just give up an self delete here rather soon :( I'm 26 btw been in the trades since 15
Identity Attack0.27759558
Insult0.15627414
Profanity0.084844165
Threat0.01254427
Severe Toxicity0.01393057
Low Tox 0.2854699 Constructive 0.71 Economic_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Your thumb nail is so bad what you want to dipict ?
Your thumb nail is so bad what you want to dipict ?
Identity Attack0.0045322375
Insult0.18977246
Profanity0.039657943
Threat0.008052089
Severe Toxicity0.0043296814
Low Tox 0.2853768 Low Con 0.179 Meta_Commentary
Feb 24, 2026 1 likes Inside Canada's Indian Invasion...
We don't want them. Stay in Canada.
We don't want them. Stay in Canada.
Identity Attack0.27510223
Insult0.082619295
Profanity0.017299367
Threat0.012751401
Severe Toxicity0.008125305
Low Tox 0.2853768 Low Con 0.238 Identity_Assertion
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
😂😂😂 I never thought you’d actually do a video on Brampton. The “Doctors and Engineers” offer nothing good to us. Everyone used to live there, used to be a good prominent neighbourhood. Thankfully I got …
😂😂😂 I never thought you’d actually do a video on Brampton. The “Doctors and Engineers” offer nothing good to us. Everyone used to live there, used to be a good prominent neighbourhood. Thankfully I got out in 2002. Since the influx of Jeets, our insurance rates have sky rocketed, it’s impossible to get a decent job anywhere because they lie on their resume and scam the system, all while the government is giving them money. They also infect any place/city you want to go to. In 2017 it was a bad time to be in college/university, fast forward to now and how much more our government has imported, all of Ontario is doomed. Hope you went to Singh Hortons while you were here, it used to be good, now you’re lucky if you don’t get sick because of their hygienic standards. The only thing they’re good for is delivering us food when we don’t want to leave our house. The worst part is these people think they’re needed here and think they’re better than us Canadians because the government pushed them here. Useless people that infected and ruined everything we had, the jeet fatigue is real.
Identity Attack0.053399716
Insult0.24171697
Profanity0.07934829
Threat0.009307829
Severe Toxicity0.008506775
Low Tox 0.28425202 Constructive 0.564 Fear_Threat
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
I was called a Nazi because I suggested the same thing: the more people you have the less resources you have for everyone to go around. I was called a Nazi for saying that. I …
I was called a Nazi because I suggested the same thing: the more people you have the less resources you have for everyone to go around. I was called a Nazi for saying that. I wasn’t being a Nazi. I was being a mom. Any woman knows this. When you’re single, you can have a whole pie to yourself. You get married, you make a pie and you’ve got well maybe a couple of days worth of food. Add a child everybody eats comfortably but only for one night add a second child somebody’s gotta give up. You know what I mean like it’s just plain math Mathematics so I guess I’m too far left for the right and I’m too far right for the left, I guess. Although I’m not an immigrant, I am a person with disabilities and just recently when we lost the so-called Trudeau tax I wondered why I wasn’t getting it. Then on a Canadian conservative source I heard we weren’t getting it anymore and I was upset. Disgruntled person wrote in the comments section and I quote get over yourself. I think MAID could help you. That didn’t come from a left-wing source as many right wing folks will say that it’s the left who wants to euthanize disabled people. That came from someone from a right leaning source. So writer left nobody wants to pay for anyone to have a free ride, even if the ride isn’t really free. I live on $800 a month and I am much too disabled to work and I don’t have family. In addition, I’ve been told I’m not eligible for rent gear to income, but it’s not like I’m going to get well. Anyway, it seems people don’t like to put out for others and I get it because the folks at the top are always happy to see the little guys tear each other apart. None of our politicians have ever voluntarily Given up a pay cut to support those who can’t work any longer or who never could. That would be the pro life thing to do. They’re always voting themselves big raises.
Identity Attack0.23011416
Insult0.1087965
Profanity0.17566866
Threat0.016810767
Severe Toxicity0.01986976
Low Tox 0.28425202 Constructive 0.804 Personal_Narrative
Aug 31, 2025 Why Canadians Are Turning Against …

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.