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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: "As a Canadian and a …" 3,707 comments · Page 71 of 149
Videos like these would be nicer if you did research/fact-checked people's statements. I know the purpose is to get the POV of the general populace, but it sucks hearing at the end of the video …
Videos like these would be nicer if you did research/fact-checked people's statements. I know the purpose is to get the POV of the general populace, but it sucks hearing at the end of the video "Well, idk why" when you could improve the quality of the video by supporting or rejecting claims people make. Also, asking more balanced questions instead of biased ones is another way you can improve. For example, no difficult questions or claims against the anti-immigration Canadians were given - they were basically just asked "why do you think this?" On the other hand, the pro-immigration migrants were given questions regarding claims made by the anti-immigrant Canadians - which again was never fact checked by your team. It's difficult and feels like a waste of time when we're just hearing testimony - as important as each individual's story is - but without any critical thinking or research applied.
Identity Attack0.05612817
Insult0.16883044
Profanity0.21348765
Threat0.007689608
Severe Toxicity0.008735657
Low Tox 0.25462922 Constructive 0.833
Oct 6, 2025 Inside Canada's Indian Metropolis (Brampton)
0:35 Homeless Canadian-bogan/derro equivalent talking about paying no taxes, homeless because of his meth/alcohol addiction, not immigration.
0:35 Homeless Canadian-bogan/derro equivalent talking about paying no taxes, homeless because of his meth/alcohol addiction, not immigration.
Identity Attack0.18468912
Insult0.15769513
Profanity0.016137952
Threat0.0066215824
Severe Toxicity0.0063323975
Low Tox 0.25462922 Low Con 0.178 Policy_Critique
Nov 2, 2025 3 likes Inside Canada's Indian Metropolis (Brampton)
Canadian that spent 16 years in Japan. I went as an individual. I stayed as an individual. Married a Japanese. Came back to Canada for a pension and can't wait to leave. I were in …
Canadian that spent 16 years in Japan. I went as an individual. I stayed as an individual. Married a Japanese. Came back to Canada for a pension and can't wait to leave. I were in Japan and if I saw a group of Canadians arrive expecting Japan to change for them, I would have been severely pissed off with them. Every other country and normal immigrant that came as an individual or individual family probably thinks the same way I do. No one in any country likes to see "Mass Immigration" and even Japan these days are looking at an influx of half a million Indians and who knows how many more Africans. This will change Japan and they'll turn a good culture into their shitty culture and I'm not happy with that. I liked being one of few. Yes I had American, Canadian, Australian, Kiwi and British friends as well as Japanese friends. But we were all individuals that adopted the way of living in Japan into our everyday lives. If I go back, I don't want to be in india. It'd be like living in Brampton. What pisses me most is the attitude of that muslim guy. Yes you are out breeding us but not all majorities rule. In Malaysia, Malays rule despite being the smaller population. They have more Chinese and Indians there but they have to live under the rule of the native Malays. So you will have to do the same in Canada despite if your population is larger. You adapt to this country. The country doesn't convert to accomodate you. Individuals are key. Groups are the bane of all countries.
Identity Attack0.1769227
Insult0.16766082
Profanity0.16403814
Threat0.009048914
Severe Toxicity0.010528564
Low Tox 0.25462922 Constructive 0.767 Personal_Narrative
Sep 27, 2025 1 likes Why Canadians Are Turning Against …
Indians have been in Canada for a very long time. Many came from Punjabi closer to colonial times. The racism in the comments is inexcusable. People of all different backgrounds commit crimes , public nuisances, …
Indians have been in Canada for a very long time. Many came from Punjabi closer to colonial times. The racism in the comments is inexcusable. People of all different backgrounds commit crimes , public nuisances, etc. and the complaining of dominating every industry? I’m not sure what angle that is. Maybe the other groups should do better at dominating industries or advocate for businesses to hire other Canadians (equal opportunity employment). And the whole “ cow poop video” Tyler posted is one village in India ; which of course makes Indians collectively look bad and gives way for many of you in the comments to continually perpetuate this idea that Indians are sub-human. And Tyler, word of advice, if you’re going to show parts of the Indian community and Hinduism religion in Canada — at least learn to pronounce words correctly so you don’t sound like a complete idiot.
Identity Attack0.21075934
Insult0.16124763
Profanity0.05268429
Threat0.009359611
Severe Toxicity0.0077819824
Low Tox 0.25462922 Constructive 0.677 Moral_Argument
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
WE CANNOT GET A JOB AS CANADIAN STORES BECAUSE OF THOSE EAST INDIA, ITS LIKE POURING EVERYDAY EVERYCORNER , MOST STORES OWNS AS EAST INDIA FRANCHISER, OR HEAD OF GROCERIES, EAST INDIA THEIR PRIORITY
WE CANNOT GET A JOB AS CANADIAN STORES BECAUSE OF THOSE EAST INDIA, ITS LIKE POURING EVERYDAY EVERYCORNER , MOST STORES OWNS AS EAST INDIA FRANCHISER, OR HEAD OF GROCERIES, EAST INDIA THEIR PRIORITY
Identity Attack0.2839175
Insult0.081508696
Profanity0.018665737
Threat0.0086087575
Severe Toxicity0.011444092
Low Tox 0.25462922 Low Con 0.241
Oct 17, 2025 IRCC Names India in Study …
I love Punjabi people, they are high class and they surprise me when they tell me they were farmers before coming to canada because I don't get that rugged vibe from them. That guy at …
I love Punjabi people, they are high class and they surprise me when they tell me they were farmers before coming to canada because I don't get that rugged vibe from them. That guy at 2:50 was purhaps the most honest 'white' guy you will meet. The fact is Indians didn't take over, the upper class just decided to move north to Bolton or more west to the Halton area. Over time enough Indians replaced them to basically take over important roles like police officers and political positions. Eventually just like East Asians have Markham and parts of Scarborough, the south Asians had a high enough population for Brampton to be considered their home turf. Eventually though it was the student visas that drove Canadians crazy. Millions of students in record time and I believe there was an additional 4 million who came on temporary work visas during covid, eventually Canadians got annoyed. Personally I don't see any problem with it as long as we keep building apartments and homes for the new immigrants to rent and live it doesn't bother me. I would like to see three times more immigration especially from Europe as this country is super underpopulated and we need people to open factories and build companies that will strengthen Canada as a whole and employ our own not just send money back to their countries. So its not an invasion we just need come to a place of understanding and learn to work together. I will finish with the one negative; there truly is a massive lack of assimilation and this may prove to be more of a problem than we realize but I won't go into it. Stay strong my Punjabi friends 👳🏿
Identity Attack0.293411
Insult0.123407245
Profanity0.06596114
Threat0.012285355
Severe Toxicity0.009613037
Low Tox 0.25462922 Constructive 0.875 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
🏡Indian real estate agents - 🚩please explain why almost all listings on RealtorD0Tca for Toronto, Canada are under Indian Real estate agents? They try to take over all real estate. They get a lot of …
🏡Indian real estate agents - 🚩please explain why almost all listings on RealtorD0Tca for Toronto, Canada are under Indian Real estate agents? They try to take over all real estate. They get a lot of homes through mortgage fraud (watch the CDC report), to rent out as rooming houses, and they are a big reason for the housing shortage. Please do not buy from them if they are the selling agent. They are known to put harmful hidden clauses in the documents to get more money out of you than the list price, then you find out after the sale closes. They did this to one lady who bought her first home, and when the details were revealed AFTER closing, she had to file for BANKRUPTCY to clear her name and start her financial life again. DO NOT do the deal if they are the selling agent, and NEVER sign any paperwork they give you. We call it P----i paperwork. Do not sign it. Period. If they are the selling agent, walk away. Please spread the word. Their behavior is an ORGANIZED assault on the Canadian real estate and financial system, and it demands Canadians to deliver an organized response in rejection of this behavior. Boycott.
Identity Attack0.20680901
Insult0.1669316
Profanity0.07320584
Threat0.01187109
Severe Toxicity0.008354187
Low Tox 0.25462922 Constructive 0.661 Unverified_Claim
Jan 29, 2026 Inside Canada's Indian Invasion...
Sad but true. i am an immigrant myself but I am sad to say these people who manipulate the system to be here and abuse every law are a disgrace to the immigrants who came …
Sad but true. i am an immigrant myself but I am sad to say these people who manipulate the system to be here and abuse every law are a disgrace to the immigrants who came the right way, follow the law, and assimilate and live Canadian values.
Identity Attack0.17847598
Insult0.19225755
Profanity0.02385794
Threat0.0071847234
Severe Toxicity0.004749298
Low Tox 0.25462922 Constructive 0.682 Personal_Narrative
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
Employers are mad because they are underpaying the immigrants. That’s why they hire them over Canadians. Look at Tim Hortons
Employers are mad because they are underpaying the immigrants. That’s why they hire them over Canadians. Look at Tim Hortons
Identity Attack0.23163283
Insult0.16195811
Profanity0.028093686
Threat0.00780612
Severe Toxicity0.0049591064
Low Tox 0.25462922 Moderate Con 0.358 Economic_Argument
Feb 14, 2026 Canada's tighter immigration policy divides …
If Canadians don't do anything to save Canada, soon we will have cows roaming our streets
If Canadians don't do anything to save Canada, soon we will have cows roaming our streets
Identity Attack0.22707681
Insult0.1087965
Profanity0.027683776
Threat0.03235042
Severe Toxicity0.008392334
Low Tox 0.25462922 Low Con 0.207 Fear_Threat
Feb 6, 2026 1 likes Inside Canada's Indian Invasion...
Who sent you???? Go back to your country and show us why and how ice is detaining Canadians for no reason right now
Who sent you???? Go back to your country and show us why and how ice is detaining Canadians for no reason right now
Identity Attack0.23011416
Insult0.07555214
Profanity0.017162729
Threat0.011767523
Severe Toxicity0.006942749
Low Tox 0.25462922 Low Con 0.233 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Thanks for bringing light to this huge problem in canada. No joke indians have quickly become like 30% of the workforce here. They take over businesses and refuse to hire non Punjab people because they …
Thanks for bringing light to this huge problem in canada. No joke indians have quickly become like 30% of the workforce here. They take over businesses and refuse to hire non Punjab people because they won't fit in the workplace culture. They've been taking the excessive handouts from the Canadian government and are slowly buying up tons of real estate. Its everywhere in canada. Brampton is just ground zero. What's it like? We just got a new Walmart down the street. They took a staff picture and it was 80% indian people. Hardly any locals got jobs there instead its mostly "new citizens" who have lived here less than a year or two. Every day there's more of them. And because of our liberal government and tax breaks and all sorts of racist allowances these people have got, they all have money and houses and new cars when they were dirt poor in India like 3 years ago. They get interest free loans from banks, they get daily per diems and housing as soon as they get here. Keep in mind tent cities are growing rapidly in Canada. And our government is spending HUGE amounts of our tax dollars to subsidize this takeover. And try living here and renting. Due to this influx, a bungalow that was 1500 a month 10 years ago, is now 4500 a month and youre renting off an Indian person. Word to the wise tho, dont even bring up the tow truck businesses. They'll shoot you And last but not least our retarded government just passed a birthright citizen law for them. So now if you come here from India even if only for a couple years, ALL subsequent offspring of yours can immediately get citizenship here no question asked. We are so fucked
Identity Attack0.28034934
Insult0.14150882
Profanity0.036651865
Threat0.008466354
Severe Toxicity0.00869751
Low Tox 0.25462922 Constructive 0.732 Fear_Threat
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
THANK YOU FOR SHEDDING LIGHT ON THIS!!! This is getting crazy. Brampton used to be SOOO beautiful. And also, Africans taking over shelters isnt true. Shelters are too full because our cost of living has …
THANK YOU FOR SHEDDING LIGHT ON THIS!!! This is getting crazy. Brampton used to be SOOO beautiful. And also, Africans taking over shelters isnt true. Shelters are too full because our cost of living has gone up and Canadians (as i am one) are struggling to make a living. Thats why you see people in tents because the shelters are WAY too full (and im also speaking from experience I was previously homeless in Toronto/Brampton and now am a Community Service Worker dealing with people in Shelters and Addictions).
Identity Attack0.17847598
Insult0.16780703
Profanity0.04792466
Threat0.008712323
Severe Toxicity0.008735657
Low Tox 0.25462922 Constructive 0.852 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
I feel so bad for the canadians ngl.
I feel so bad for the canadians ngl.
Identity Attack0.27991617
Insult0.056719027
Profanity0.06345607
Threat0.022335978
Severe Toxicity0.007858276
Low Tox 0.25462922 Moderate Con 0.467 Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Sorry not dividing Canadians. The immigration levels in Cansda have been insane. Many agree they should be reduced.
Sorry not dividing Canadians. The immigration levels in Cansda have been insane. Many agree they should be reduced.
Identity Attack0.15303208
Insult0.16989174
Profanity0.019553876
Threat0.01187109
Severe Toxicity0.0051879883
Low Tox 0.25462922 Constructive 0.681 Policy_Critique
Feb 23, 2026 Canada's tighter immigration policy divides …
17:35 this is an immigrant that i can proudly call him a Canadian. Everything he said is very true. We want immigrants to come here but when we have over 1 million undocumented illegals coming …
17:35 this is an immigrant that i can proudly call him a Canadian. Everything he said is very true. We want immigrants to come here but when we have over 1 million undocumented illegals coming here and not repsecting out country, then there will be a problem, we will want you out
Identity Attack0.24970764
Insult0.08434689
Profanity0.017777596
Threat0.00967031
Severe Toxicity0.006790161
Low Tox 0.25462922 Constructive 0.764
Sep 10, 2025 Why Canadians Are Turning Against …
Who sent you???? Go back to your country and show us why and how ice is detaining Canadians for no reason right now
Who sent you???? Go back to your country and show us why and how ice is detaining Canadians for no reason right now
Identity Attack0.23011416
Insult0.07555214
Profanity0.017162729
Threat0.011767523
Severe Toxicity0.006942749
Low Tox 0.25462922 Low Con 0.233 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
They are taking OUR jobs. We aren’t “Canada” anymore, we are New Canindia. I honestly might move in the middle of nowhere just to get away from the invasion. I bet you there’s more Indians …
They are taking OUR jobs. We aren’t “Canada” anymore, we are New Canindia. I honestly might move in the middle of nowhere just to get away from the invasion. I bet you there’s more Indians in Canada than Canadians. I miss Canada.
Identity Attack0.28034934
Insult0.0810151
Profanity0.02119352
Threat0.009644418
Severe Toxicity0.009155273
Low Tox 0.25462922 Moderate Con 0.479 Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
As a Canadian I can assure you we are all sick and tired of this
As a Canadian I can assure you we are all sick and tired of this
Identity Attack0.073429056
Insult0.16780703
Profanity0.037403382
Threat0.009281937
Severe Toxicity0.0048446655
Low Tox 0.25462922 Moderate Con 0.473
Jan 27, 2026 5,262 likes Inside Canada's Indian Invasion...
Dont know about canada but we Indians live rent-free in canadians heads. I've never been to canada, nor even thought about that country much in my life up until i started meeting many canadians on …
Dont know about canada but we Indians live rent-free in canadians heads. I've never been to canada, nor even thought about that country much in my life up until i started meeting many canadians on the internet who lose it on me for no reason at all. The most hateful people i have met online have been canadians. I have talked to american gr0ypers online on platforms like discord and omegle etc... and they've been more respectful, polite and friendly than so called "liberal" canadians. Some of them i even befriended. This is sad. What a sorry state it would be to live in one of these canadians mind. Filled with hate against one particular peoples. All of this hate that i have received will only make me definitely avoid to visit canada at all costs!
Identity Attack0.23998553
Insult0.1640896
Profanity0.055940874
Threat0.008272167
Severe Toxicity0.0074005127
Low Tox 0.25462922 Constructive 0.623 Personal_Narrative
Feb 26, 2026 2 likes Inside Canada's Indian Invasion...
I am a born and raised Canadian. I have 3 boys that are 30, 25, 21, my 30 yr old recently went blind and is dealing with that in another province. My other 2 live …
I am a born and raised Canadian. I have 3 boys that are 30, 25, 21, my 30 yr old recently went blind and is dealing with that in another province. My other 2 live at home with me, because none of us can afford to live on our own as we rent, and they can't find work anywhere. The government needs to fix the problems they have before bringing in new people. If your own people can't survive, why the hell are you bringing in more people. Up goes the crime rate, up goes homelessness. The worst part is most homeless people are born and bred Canadians, while the immigrants get jobs and housing pretty much handed to them. I don't think the prime minister should have been able to make the decision to bring more and more immigrants here with out asking the people.
Identity Attack0.028418748
Insult0.13607834
Profanity0.2687007
Threat0.00933372
Severe Toxicity0.010604858
Low Tox 0.25462922 Constructive 0.778 Personal_Narrative
Sep 12, 2025 1 likes Why Canadians Are Turning Against …
I know sir you may feel some anger but Indians will replace you too, and I don’t think you will like it. I feel sadness for all the Canadians.
I know sir you may feel some anger but Indians will replace you too, and I don’t think you will like it. I feel sadness for all the Canadians.
Identity Attack0.28034934
Insult0.07238392
Profanity0.017709278
Threat0.01119791
Severe Toxicity0.0063323975
Low Tox 0.2540519 Constructive 0.526
Jan 13, 2026 Why Canadians Are Turning Against …
This is the canada all these prideful canadians are so proud i guess lol. Whats the point of being soverign when you can't control your borders, your economy, your milltary or anything a sovereign nation …
This is the canada all these prideful canadians are so proud i guess lol. Whats the point of being soverign when you can't control your borders, your economy, your milltary or anything a sovereign nation is suppost to do? Our border is unguarded along america allowing illegal migrants who come to our countries from around the world to sneak into the usa or sneak into Canada, 73% of all our exports go to the usa, usa is no longer rather our boss, all these prideful canadians dont realize that our whole economy hinges on america lol, russia and china have been investing in making milltary bases in the artic, if we dont secure our artic then the usa will do it for us, but if that happens then who will really own the artic?
Identity Attack0.18705739
Insult0.15769513
Profanity0.048175167
Threat0.008285114
Severe Toxicity0.008621216
Low Tox 0.2540519 Moderate Con 0.427 Policy_Critique
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
There are very few legitimate "War Refugees" in Canada. Most of these people are economic migrants using our system against us. Why does our government favor foreigners over our own people? Seriously, I would like …
There are very few legitimate "War Refugees" in Canada. Most of these people are economic migrants using our system against us. Why does our government favor foreigners over our own people? Seriously, I would like to know. Everything the Liberal Party Mafia does is punishment for people for being Canadian.
Identity Attack0.25647953
Insult0.12702756
Profanity0.017436003
Threat0.010835429
Severe Toxicity0.005569458
Low Tox 0.2540519 Constructive 0.505 Unverified_Claim
Feb 27, 2026 10 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
Well you've opened the borders and look what's happened to your country! It's not good at all ! Get your country back Canadians!!
Well you've opened the borders and look what's happened to your country! It's not good at all ! Get your country back Canadians!!
Identity Attack0.26325142
Insult0.06757036
Profanity0.016342908
Threat0.008893564
Severe Toxicity0.007286072
Low Tox 0.2540519 Moderate Con 0.334
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)

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.