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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

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Active: "I think what this is …" 951 comments · Page 18 of 39
this is one case where i think nuclear weaponry is needed to make canada canadian again
this is one case where i think nuclear weaponry is needed to make canada canadian again
Identity Attack0.14019285
Insult0.034562174
Profanity0.035148825
Threat0.34864578
Severe Toxicity0.023076924
Low Tox 0.29405528 Low Con 0.227 Fear_Threat
Oct 14, 2025 Inside Canada's Indian Metropolis (Brampton)
There's many Canadians who are born and raised here and are thoroughly Canadian who aren't white, so I don't know why people think Canadians are just White and that just white people are complaining. Canadians …
There's many Canadians who are born and raised here and are thoroughly Canadian who aren't white, so I don't know why people think Canadians are just White and that just white people are complaining. Canadians are complaining that our culture is disappearing
Identity Attack0.3817989
Insult0.08030447
Profanity0.02836696
Threat0.008427517
Severe Toxicity0.008163452
Low Tox 0.29039988 Constructive 0.663 Identity_Assertion
Aug 26, 2025 1 likes Why Canadians Are Turning Against …
Don't sweat people , the state we are in right now it's not a bad governing ,everything was design and decided I think in 1996, and look at the news from around the world, it's …
Don't sweat people , the state we are in right now it's not a bad governing ,everything was design and decided I think in 1996, and look at the news from around the world, it's everywhere ,Europe is completely flooded by immigrants which will never integrate with their culture . Governments don't even want to fix this problem ,those corrupted officials are in fevered of multicultural world without religion and national identity .Without fight and blood on the streets nothing will be changed , I root for Alberta to separate, maybe other provinces will open their eyes then.
Identity Attack0.24150419
Insult0.1935001
Profanity0.0864606
Threat0.029069828
Severe Toxicity0.012962224
Low Tox 0.28674445 Constructive 0.525 Fear_Threat
Aug 28, 2025 Why Canadians Are Turning Against …
The [white] interviewer went inside the hindu and sikh temple with an intention to generate more hate towards those communities among white fellas but instead received so much of love and warmth there. Change your …
The [white] interviewer went inside the hindu and sikh temple with an intention to generate more hate towards those communities among white fellas but instead received so much of love and warmth there. Change your thinking and you will start seeing the kindness and beauty of world outside of your imagination.
Identity Attack0.36598656
Insult0.076502606
Profanity0.07740857
Threat0.011612174
Severe Toxicity0.009536743
Low Tox 0.2854971 Constructive 0.566
Dec 8, 2025 Inside Canada's Indian Metropolis (Brampton)
This is an interesting issue. I have lived in both Brampton and Surrey, and there is some real issues with immigration. But the homeless you showed made me think about the other side of the …
This is an interesting issue. I have lived in both Brampton and Surrey, and there is some real issues with immigration. But the homeless you showed made me think about the other side of the coin, these Indian immigrants would probably do a better job feeding our own homeless if they were aware they were welcome. Things like garbage and stuff, indians have less civil duty because their own cultural issues. But they have a sense of duty of family and community. So we need to hold our goverment responsible for not handling emmigration properly, but also if have compassion and bring these people into our communities as well, then you will feel a new sense of duty from them. Its a tough issue on both sides that our goverments are forcing us the people to deal with
Identity Attack0.2949366
Insult0.22303216
Profanity0.07999486
Threat0.007870848
Severe Toxicity0.0090789795
Low Tox 0.2854937 Constructive 0.853 Moral_Argument
Oct 2, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
I think it’s just straight comedy how Americans still think they live in the greatest country in the world!! 😂😂😂
I think it’s just straight comedy how Americans still think they live in the greatest country in the world!! 😂😂😂
Identity Attack0.28034934
Insult0.09124154
Profanity0.053435806
Threat0.008401625
Severe Toxicity0.009536743
Low Tox 0.2854903 Low Con 0.222 Humor_Satire
Jan 29, 2026 Inside Canada's Indian Invasion...
She probably defrauded Canadian Immigration to come to Canada…. What makes you think she’s here to protect Canada!? 😂 This is like letting bacterial infections make decisions for the health of the host!
She probably defrauded Canadian Immigration to come to Canada…. What makes you think she’s here to protect Canada!? 😂 This is like letting bacterial infections make decisions for the health of the host!
Identity Attack0.16587129
Insult0.19500497
Profanity0.019622196
Threat0.008194493
Severe Toxicity0.006828308
Low Tox 0.2854869 Low Con 0.225 Unverified_Claim
Sep 28, 2025 1 likes IRCC Names India in Study …
2060 your takin over??? Listen here eyebrows!! How about a poke in the teeth.. this is canada!!! Not What what ever you think it is in your backwards mind.. don't be repeating those words to …
2060 your takin over??? Listen here eyebrows!! How about a poke in the teeth.. this is canada!!! Not What what ever you think it is in your backwards mind.. don't be repeating those words to the wrong people I'm telling yah.
Identity Attack0.03249594
Insult0.24287975
Profanity0.027820412
Threat0.021127338
Severe Toxicity0.009918213
Low Tox 0.2854835 Low Con 0.279
Aug 25, 2025 Why Canadians Are Turning Against …
Wait hold on i don't think Indians in canada don't work? 8:50
Wait hold on i don't think Indians in canada don't work? 8:50
Identity Attack0.36702603
Insult0.0806213
Profanity0.032643758
Threat0.007081157
Severe Toxicity0.007247925
Low Tox 0.2854835 Moderate Con 0.311 Question
Dec 17, 2025 Inside Canada's Indian Metropolis (Brampton)
If you think that's bad, wait till you learn about the European one. Never forget the $45 tril. That was stolen by your leaders
If you think that's bad, wait till you learn about the European one. Never forget the $45 tril. That was stolen by your leaders
Identity Attack0.068465814
Insult0.16551061
Profanity0.053435806
Threat0.01101667
Severe Toxicity0.00579834
Low Tox 0.28548008 Low Con 0.245 Unverified_Claim
Feb 18, 2026 1 likes Inside Canada's Indian Invasion...
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...
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 …
Dear white people. We don't think you are racist on this matter. The fact of this matter is that Canadians are "too" nice and good-hearted. Hence, we are exploited.
Dear white people. We don't think you are racist on this matter. The fact of this matter is that Canadians are "too" nice and good-hearted. Hence, we are exploited.
Identity Attack0.3043136
Insult0.08410009
Profanity0.041912504
Threat0.008246276
Severe Toxicity0.007019043
Low Tox 0.28547668 Constructive 0.613
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
This isn't immigration and assimilation. This is invasion. I think if you come to Canada, you are no longer a Sikh, Muslim, Indian etc. You're Canadian. There shouldn't be sub-cultures inside Canada. We shouldn't see …
This isn't immigration and assimilation. This is invasion. I think if you come to Canada, you are no longer a Sikh, Muslim, Indian etc. You're Canadian. There shouldn't be sub-cultures inside Canada. We shouldn't see people's skin color. If anything, we are MORE obsessed with skin color than we were in the 90s.
Identity Attack0.37730414
Insult0.07840354
Profanity0.021125201
Threat0.008323951
Severe Toxicity0.010986328
Low Tox 0.2854699 Constructive 0.555
Sep 21, 2025 Inside Canada's Indian Metropolis (Brampton)
What an awful piece of journalism. Uhh look at graph go up! Up mean bad! Claims of an increase in suspicious asylum claims. Any sources? What is the definition of a suspicious asylum claim? Housing …
What an awful piece of journalism. Uhh look at graph go up! Up mean bad! Claims of an increase in suspicious asylum claims. Any sources? What is the definition of a suspicious asylum claim? Housing prices go up due to increased immigration. Any sources? Do corporate landlords stalling out the market have anything to do with this? Does anyone actually think that "low skill" workers taking up "Canadian teenagers'" jobs are able to afford a house? Temporary foreign workers taking up jobs. Any background on the temporary worker program? Does this seem like a policy failure or is it the immigrants' fault that corporations are abusing their labor to save money? A+ reporting here, guys!
Identity Attack0.055673428
Insult0.24928534
Profanity0.027000591
Threat0.007754337
Severe Toxicity0.0063323975
Low Tox 0.2853768 Constructive 0.615
Jun 17, 2025 How Canada broke its immigration …
Dude looks like he's freezing all along the video, and those indians are in sandals causualy talking to him... I think they assimilated the cold at least
Dude looks like he's freezing all along the video, and those indians are in sandals causualy talking to him... I think they assimilated the cold at least
Identity Attack0.2831485
Insult0.09563028
Profanity0.12158839
Threat0.012492486
Severe Toxicity0.014511578
Low Tox 0.2853768 Moderate Con 0.49 Humor_Satire
Feb 7, 2026 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 …
😂😂😂 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 think a Punjabi guy took this guys girl
I think a Punjabi guy took this guys girl
Identity Attack0.25478655
Insult0.083359696
Profanity0.13256322
Threat0.091630474
Severe Toxicity0.015415368
Low Tox 0.28312725 Moderate Con 0.443 Humor_Satire
Jan 29, 2026 Inside Canada's Indian Invasion...
The biggest problem with multiculturalism I think. Its a softer melting pot. You get these grops of people that stick with their own culture. Speak the same, dress, act the same. They aren't integrating or …
The biggest problem with multiculturalism I think. Its a softer melting pot. You get these grops of people that stick with their own culture. Speak the same, dress, act the same. They aren't integrating or very little. Your going to start seeing much more of the mulim population start now that HAMAS is here. Your already seeing protesting on a regular basis. Then eventually theyll keep pushing for sharia law. They've already tried several times in the GTA. It wont stop. Look at London and whats going on in Europe right now. We are heading down the same path. Trudeaus immigration plan was to offset his massive debt load. It was the only way to expand GDP enough to offset it
Identity Attack0.33060804
Insult0.10440776
Profanity0.10611444
Threat0.022335978
Severe Toxicity0.013736901
Low Tox 0.28312725 Constructive 0.667 Fear_Threat
Oct 1, 2025 Inside Canada's Indian Metropolis (Brampton)
I resonate with the guy at 10:55. The Hispanics have most of the jobs here in Florida and they all speak Spanish among themselves at work, totally disrespecting you the English speaking American. I think …
I resonate with the guy at 10:55. The Hispanics have most of the jobs here in Florida and they all speak Spanish among themselves at work, totally disrespecting you the English speaking American. I think they intentionally do it with the hopes that employees from other races will quit. It's really, really bad here in Florida.
Identity Attack0.35624164
Insult0.08212569
Profanity0.039407436
Threat0.008285114
Severe Toxicity0.0074386597
Low Tox 0.2820025 Constructive 0.755
Oct 28, 2025 1 likes Why Canadians Are Turning Against …
If you think this is bad wait till I tell you about little Italy, China town and the Jewish area.
If you think this is bad wait till I tell you about little Italy, China town and the Jewish area.
Identity Attack0.31307843
Insult0.06494803
Profanity0.09961538
Threat0.023544617
Severe Toxicity0.010986328
Low Tox 0.2820025 Moderate Con 0.327 Comparative_Framing
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
i think theres not one white person working in a fast food restaurant in the whole of ontario..
i think theres not one white person working in a fast food restaurant in the whole of ontario..
Identity Attack0.32184324
Insult0.06319981
Profanity0.02836696
Threat0.007974415
Severe Toxicity0.0074768066
Low Tox 0.28087774 Moderate Con 0.315 Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
Many indians are great, some are not. Their population crisis should not become a Canadian problem problem. You are delusional thinking everyone wants to go to the USA. Funny guy..
Many indians are great, some are not. Their population crisis should not become a Canadian problem problem. You are delusional thinking everyone wants to go to the USA. Funny guy..
Identity Attack0.2803029
Insult0.15556364
Profanity0.022696527
Threat0.0069516995
Severe Toxicity0.0061798096
Low Tox 0.28087774 Low Con 0.26 Policy_Critique
Jan 30, 2026 4 likes Inside Canada's Indian Invasion...
I know what you're thinking 😁 See for the last couple centuries industrialized nations all over the world have been importing people like potatoes. And there is a very good reason for that. See over …
I know what you're thinking 😁 See for the last couple centuries industrialized nations all over the world have been importing people like potatoes. And there is a very good reason for that. See over the last couple hundred years you have made many advances in technology medicine and law enforcement. Your people however aren't having fifteen children anymore and your population is therefore receding. You then have to import people i.e. drain all the brains from around the world. Immigrants are also more eager to come if things back home aren't good especially when the world is bombing your pants off. Also things like rampant corruption that make it extremely difficult to live an honest life. They're also having children upon children because technology doesn't yet exist and so god told them to. 🦫 We are finite beings in an infinite universe. Also, you cannot stop immigration.
Identity Attack0.21470967
Insult0.18480228
Profanity0.07643871
Threat0.0138755
Severe Toxicity0.009994507
Low Tox 0.27975297 Constructive 0.567 Economic_Argument
Jan 23, 2026 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.