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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: "At the end, why are …" 354 comments · Page 6 of 15
Let me tell you this as a legal Indian immigrant that came here 13 years ago with my whole family. There was a balance of immigration coming in from every country which was amazing until …
Let me tell you this as a legal Indian immigrant that came here 13 years ago with my whole family. There was a balance of immigration coming in from every country which was amazing until they opened the gates to India like it’s another bus stop away from India. Since then there have been so many illiterate people that fraudulently came here and keep trying to make Canada like back home which needs to stop. The reputation of Indian people which used to be hard working and family people is getting ruined by people that come here to give back nothing to Canadian economy. People that used to come into Canada came in with a dream but now it feels like just visiting another Indian state especially Brampton……… hopefully this stops but with the monkeys that have currently taken over Canadian parliament i hardly see an end to this.
Identity Attack0.2808415
Insult0.24928534
Profanity0.036401358
Threat0.008194493
Severe Toxicity0.00831604
Low Tox 0.29771072 Constructive 0.607 Personal_Narrative
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
They can protest as much as they want. The reality is that way too many of them come here to go on welfare + get a social housing + aaaaaaaaaaallllllllllllll the free services: free school, …
They can protest as much as they want. The reality is that way too many of them come here to go on welfare + get a social housing + aaaaaaaaaaallllllllllllll the free services: free school, free healthcare, surgeries, special schools for handicapped kids. The list of free stuff they receive doesn't end. Good deal good deal! That's great for them but terrible for us. All the social housing that we build and pay for are almost exclusively made for immigrants (especially Arabs and Haitians). We Canadians are a nice bunch of suckers. The good old "Let's go to Canada to go on welfare and get social housing" must end.
Identity Attack0.29798782
Insult0.14150882
Profanity0.0741757
Threat0.008815889
Severe Toxicity0.013672344
Low Tox 0.29039988 Constructive 0.607 Unverified_Claim
Nov 23, 2025 2 likes Quebec Ends Economic Immigration Program …
The Canadian government is full of bureaucrats and office workers of Indian origin. They were simply allowed in by their people on the inside and now they won't leave unless hunted down and rounded up …
The Canadian government is full of bureaucrats and office workers of Indian origin. They were simply allowed in by their people on the inside and now they won't leave unless hunted down and rounded up at gunpoint. Even then they will still try to come back here. You cannot underestimate their shiftiness, ability to lie about every detail of themselves, it has to be understood that getting here and getting legal status here is the end goal of their life and almost nothing will stop them! Unless we do! MASS DEPORTATIONS NOW!!!
Identity Attack0.26155844
Insult0.24903896
Profanity0.02836696
Threat0.025789235
Severe Toxicity0.011291504
Low Tox 0.28857216 Moderate Con 0.471
Oct 1, 2025 1 likes IRCC Names India in Study …
I love the rise of nationalism in this country, you can see it in the comments. Everyone hates these foreigners and wants them out. genuinely can't wait for when the deportations start to kick off. …
I love the rise of nationalism in this country, you can see it in the comments. Everyone hates these foreigners and wants them out. genuinely can't wait for when the deportations start to kick off. We're finally getting to the end of the tunnel it seems
Identity Attack0.30103904
Insult0.0817555
Profanity0.052183274
Threat0.049451493
Severe Toxicity0.011444092
Low Tox 0.28674445 Constructive 0.599 Identity_Assertion
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
They're not Indians anymore... They're legally Canadians. They are also a part of Canada's prosperity. You're not okay with the whites being in the homeless shelters, but if it were those immigrants who have to …
They're not Indians anymore... They're legally Canadians. They are also a part of Canada's prosperity. You're not okay with the whites being in the homeless shelters, but if it were those immigrants who have to work hard after getting there to build their own life, if they went through a series of misfortune and ended up in the homeless shelters, you wouldn't ever care.
Identity Attack0.36803186
Insult0.089778624
Profanity0.03765389
Threat0.008789998
Severe Toxicity0.008773804
Low Tox 0.2855005 Constructive 0.584
Oct 1, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Just promoting racism bruh, I’m Pakistani and I live in Canada. I love Canada and I’m grateful for Canadians accepting me here. We’re 1 people, all on 1 planet, they show extremes and divide us. …
Just promoting racism bruh, I’m Pakistani and I live in Canada. I love Canada and I’m grateful for Canadians accepting me here. We’re 1 people, all on 1 planet, they show extremes and divide us. Much love ❤️to everyone, diversity is beuty, unity is amazing. Also these are the same people doing the lower end jobs of your economy, which I don’t wanna get technical, but it seems like this channel just helps create a community for racist or extreme opinions to thrive in. Your government accepted these people for a reason, Unity is good, discrimination is not.
Identity Attack0.23391083
Insult0.15556364
Profanity0.06044999
Threat0.012233571
Severe Toxicity0.013155893
Low Tox 0.2855005 Constructive 0.801 Solidarity
Jan 29, 2026 2 likes Inside Canada's Indian Invasion...
The ending was kinda lame ngl
The ending was kinda lame ngl
Identity Attack0.029402243
Insult0.15414265
Profanity0.23083201
Threat0.00948907
Severe Toxicity0.011672974
Low Tox 0.2854971 Low Con 0.276
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I am tired of people coming to Canada and not understanding why most Canadians celebrate Halloween And when we ask a Person that comes here if they take their children out for Halloween they say …
I am tired of people coming to Canada and not understanding why most Canadians celebrate Halloween And when we ask a Person that comes here if they take their children out for Halloween they say i Quote: We dont believe in the Devil only in jesus christ...This is a miss understanding and frankly an insult. So here you go.....Info for you! ...............Canadians celebrate Halloween due to its roots in the ancient Celtic festival of Samhain, which was brought to Canada by Irish and Scottish immigrants in the 19th century. While the original celebrations focused on appeasing spirits and marking the end of the harvest, modern Canadians celebrate for fun and community, participating in activities like trick-or-treating, costume parties, and decorating homes with jack-o'-lanterns. Historical Origins Celtic Festival: Halloween's origins lie in the ancient Celtic festival of Samhain (pronounced "sah-win"), which marked the end of summer and the harvest season and the beginning of the dark, cold winter months. Blurred Boundaries: Celts believed that on the night of October 31st, the boundary between the world of the living and the world of the dead blurred, allowing spirits to roam the earth. Pagan Practices: To ward off evil spirits and to celebrate the harvest, people would dress in costumes, light bonfires, and prepare food offerings. All Hallows' Eve: Over time, the tradition merged with Christianity. All Saints' Day was established on November 1st, and the night before became known as All Hallows' Eve, a contraction of which led to the word "Halloween". Arrival in Canada Immigrant Traditions: The customs of Halloween were brought to North America, including Canada, by large numbers of Irish and Scottish immigrants in the mid-1800s. Cultural Adaptation: Over generations, these traditions evolved into the modern holiday we see today, incorporating new elements and becoming a popular cultural event. Modern Celebrations Fun and Community: Today, Canadians celebrate Halloween for the fun and mystery it offers, fostering a sense of community and togetherness. Popular Activities: Common activities include dressing in costumes, carving pumpkins to create jack-o'-lanterns, decorating homes, attending parties, and the popular tradition of trick-or-treating. Cultural Experience: For newcomers, Halloween in Canada is an exciting opportunity to experience Canadian culture and connect with neighbors. This helps out Canadian businesses as well. So next time someone asks you at least you will know to not use the Devil reason! We are not Mexico! Go look up their calibrations! Quite insulting Canada and learn our Celebrations if you chose to come here! Than You for your time!
Identity Attack0.28034934
Insult0.16124763
Profanity0.07191269
Threat0.008194493
Severe Toxicity0.010757446
Low Tox 0.2854903 Constructive 0.743
Sep 28, 2025 Inside Canada's Indian Metropolis (Brampton)
Canada will cease to exist in less than ten years. Send them home, end permanent residency!
Canada will cease to exist in less than ten years. Send them home, end permanent residency!
Identity Attack0.24462871
Insult0.076502606
Profanity0.017982552
Threat0.13815513
Severe Toxicity0.016254602
Low Tox 0.28547668 Low Con 0.103 Fear_Threat
Jan 30, 2026 1 likes Inside Canada's Indian Invasion...
Well done !! I have no problem with money spent to get these people out of our country. As a Canadian I am tired of all the illegals walking across the border making claims that …
Well done !! I have no problem with money spent to get these people out of our country. As a Canadian I am tired of all the illegals walking across the border making claims that are fake and tax payers end up paying millions to support them !!!
Identity Attack0.2772088
Insult0.1662211
Profanity0.016069634
Threat0.009023022
Severe Toxicity0.007209778
Low Tox 0.2786282 Constructive 0.6 Identity_Assertion
Dec 27, 2025 Deportations From Canada at Their …
END immigration and deport the ones here. Problem solved!
END immigration and deport the ones here. Problem solved!
Identity Attack0.27914262
Insult0.053791173
Profanity0.01579636
Threat0.04233929
Severe Toxicity0.011672974
Low Tox 0.27750343 Low Con 0.15 Call_To_Action
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
15:58 Yeah should be happy its Indians honestly. And I cant fualt that community for not having homless, they probably take care of their own. But is at fualt for this, is the level in …
15:58 Yeah should be happy its Indians honestly. And I cant fualt that community for not having homless, they probably take care of their own. But is at fualt for this, is the level in which the people coming sometimes do know the fruad going on through the government and seem to tihnk they are entitled. But not their fualt at the end of the day.. And the only thing I would be angry about is, one if I was already living there and there wasnt some vote to let it happen. And in that case, if there was, then its really on the community for not saying no. But no, the trouble is when we hear and they pay no taxes, but this 3 times disabled dude whos worked 20 years already and paid, doesnt get any help. Yeah, thats appearantly here in America and Canada. Is their a reason our governments cannot do this proper and with class?
Identity Attack0.28034934
Insult0.10148193
Profanity0.16078159
Threat0.031314444
Severe Toxicity0.014511578
Low Tox 0.27525392 Constructive 0.832 Policy_Critique
Dec 27, 2025 Inside Canada's Indian Metropolis (Brampton)
We are spending too much money on foreigners. End of story.
We are spending too much money on foreigners. End of story.
Identity Attack0.30103904
Insult0.06652143
Profanity0.021056883
Threat0.010757755
Severe Toxicity0.007972717
Low Tox 0.27525392 Low Con 0.221 Economic_Argument
Feb 24, 2026 8 likes 'We do know that there's …
I was personally rear ended by a Indian that didn’t even speak English, my Chevy 3500 splits his Altima in half. In British Columbia.😅
I was personally rear ended by a Indian that didn’t even speak English, my Chevy 3500 splits his Altima in half. In British Columbia.😅
Identity Attack0.30103904
Insult0.08582769
Profanity0.08225787
Threat0.03407705
Severe Toxicity0.011444092
Low Tox 0.27412915 Constructive 0.539 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
dude you going undercover towards the end was insane! did you get nervous or worried that things were gonna go very bad?
dude you going undercover towards the end was insane! did you get nervous or worried that things were gonna go very bad?
Identity Attack0.005105704
Insult0.17734702
Profanity0.07967158
Threat0.009747985
Severe Toxicity0.005302429
Low Tox 0.27236435 Moderate Con 0.45 Meta_Commentary
Feb 25, 2026 Inside Canada's Indian Invasion...
They are everywhere I thought my city had a lot of Indians! But Tyler is there a part 2 because what happened at the end ?😂😂😂😂
They are everywhere I thought my city had a lot of Indians! But Tyler is there a part 2 because what happened at the end ?😂😂😂😂
Identity Attack0.28622448
Insult0.06794841
Profanity0.09583591
Threat0.011715741
Severe Toxicity0.013285006
Low Tox 0.27047762 Moderate Con 0.419
Jan 27, 2026 Inside Canada's Indian Invasion...
Notice how they r all from Punjab & hardly from anywhere else in India, btw Pakistan also has the other half of Punjab...these r people with agenda or agendas... Justin Trudeau cozyed up to these …
Notice how they r all from Punjab & hardly from anywhere else in India, btw Pakistan also has the other half of Punjab...these r people with agenda or agendas... Justin Trudeau cozyed up to these "khalistani" who want to create their own nation khalistan in India or maybe Canada...god alone knows, his father also cozyed up to them which led to the hijacking of Air India flight 423 forced to land in Lahore Pakistan instead of Amritsar India. Air India Flight 182 was a scheduled international flight from Toronto Pearson International Airport (as Air India Flight 181) to Sahar International Airport with regular Mirabel-London-Delhi stops. On the morning of June 23, 1985, the Boeing 747-237B[note 1] serving the route exploded near the coast of Ireland from a bomb planted by Sikh terrorists.[1][2][3] All 329 people on board were killed including 268 Canadian citizens, 27 British citizens, and 22 Indian citizens.[4] The bombing of Air India Flight 182 is the worst terrorist attack in Canadian history and was the world's deadliest act of aviation terrorism until the September 11 attacks in 2001. It remains the deadliest aviation incident in the history of Air India, and the deadliest no-survivor hull loss of a single Boeing 747 (from Wikipedia) The Sikhs shouldn't be mistaken for khalistanis, the khalistanis r a splinter group led by radicals who indoctrinate young sikh towards their khalistani believes & r supported, funded & controlled to some extent by the ISI of Pakistan. Edit: the Canadian government & other officials should take strict actions against any illegal immigrants & monitor the activities of these "khalistanis" because they seem to be gathering strength...sooner or later this will come back to bite Canada in the rear end...
Identity Attack0.27875587
Insult0.1711343
Profanity0.04742365
Threat0.019055385
Severe Toxicity0.012962224
Low Tox 0.26859093 Constructive 0.524 Identity_Assertion
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
At 12:30, do agree 100 percent with the Indian Elder. At the end of the day, we are all the same human beings, everybody should just respect each other's beliefs, and not impose their beliefs …
At 12:30, do agree 100 percent with the Indian Elder. At the end of the day, we are all the same human beings, everybody should just respect each other's beliefs, and not impose their beliefs on others. Do respect Sikhs more than Hindus...
Identity Attack0.35624164
Insult0.082619295
Profanity0.038655918
Threat0.008686432
Severe Toxicity0.008811951
Low Tox 0.2667042 Constructive 0.806
Sep 24, 2025 Inside Canada's Indian Metropolis (Brampton)
There is nothing called colour difference. Black hair and otherwise does not matter! End of the day people protect a country. Less people means easy for take over! Canada should be at least 100 million …
There is nothing called colour difference. Black hair and otherwise does not matter! End of the day people protect a country. Less people means easy for take over! Canada should be at least 100 million strong good people to survive!!
Identity Attack0.2846865
Insult0.07903719
Profanity0.019348921
Threat0.009825659
Severe Toxicity0.009155273
Low Tox 0.2667042 Moderate Con 0.482 Moral_Argument
Jan 28, 2026 Inside Canada's Indian Invasion...
The problem is not the immigrants. The problem is with Canadian leaders, and the Canadians who elected and reelected them to office. I lived in Nova Scotia for just over 2 decades. I attempted to …
The problem is not the immigrants. The problem is with Canadian leaders, and the Canadians who elected and reelected them to office. I lived in Nova Scotia for just over 2 decades. I attempted to have many discussions about these issues and was shocked by the generally vapid responses I'd get. Much more to say, but the main point is that Canadians have destroyed their own country's quality of life and from what I can see, Canada is not worthy of respect as a nation. I take ZERO pleasure in saying this. However, the country should have provided the United States with a up close example of what a well run social democratic nation looks like. Instead, Canada is a joke to the far right and in fact fuels the far right in the US. Now with the global south amassing on the US's northern border (visit Halifax, NS if you have any questions about this), I view Canada as a threat to the USA - which is a nation with more than enough problems. A note to immigrants reading this: I respect many of you individually, and I do not in the least mind having you in my community. You as an individual are not the problem per se. The problem is that policy makers are simply using migrants to increase Canada's population to 100M by end of century. Google "Canadian House of Commons Century Initiative" to see how Canadian lawmakers voted in support of this policy. Best, Patrick Moan goodhumanhabitat.org
Identity Attack0.28034934
Insult0.16053712
Profanity0.021808386
Threat0.010421164
Severe Toxicity0.008583069
Low Tox 0.26293078 Constructive 0.759 Policy_Critique
Dec 16, 2025 1 likes Why Canadians Are Turning Against …
Canada what have you done to yoursel🤔🤔 This is not going to end well. They will turn Canada into Indian... it happens all the time.
Canada what have you done to yoursel🤔🤔 This is not going to end well. They will turn Canada into Indian... it happens all the time.
Identity Attack0.2823795
Insult0.082619295
Profanity0.021740068
Threat0.0086087575
Severe Toxicity0.007247925
Low Tox 0.26293078 Low Con 0.223
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
No, the sons were rear ended by "Indian" drivers. not Brompton drivers
No, the sons were rear ended by "Indian" drivers. not Brompton drivers
Identity Attack0.293411
Insult0.08410009
Profanity0.06044999
Threat0.025789235
Severe Toxicity0.011672974
Low Tox 0.25915736 Moderate Con 0.328 Meta_Commentary
Feb 19, 2026 Inside Canada's Indian Invasion...
They aren’t used to toilets. Assimilation isn’t encouraged. It will end up being a very dirty city. Go watch travel vloggers visiting India! Tyler here has great travel videos!
They aren’t used to toilets. Assimilation isn’t encouraged. It will end up being a very dirty city. Go watch travel vloggers visiting India! Tyler here has great travel videos!
Identity Attack0.15303208
Insult0.1378885
Profanity0.08322773
Threat0.008323951
Severe Toxicity0.008850098
Low Tox 0.25727063 Moderate Con 0.445
Jan 27, 2026 Inside Canada's Indian Invasion...
Western civilization is being destroyed from within. Uncontrolled immigration in western democracies was facilitated by governments wishing to completely destroy their capitalist economies. They've largely succeeded. Carney will end up making Trudeau look like a …
Western civilization is being destroyed from within. Uncontrolled immigration in western democracies was facilitated by governments wishing to completely destroy their capitalist economies. They've largely succeeded. Carney will end up making Trudeau look like a piker. Just read his book if you want a vision of Canada's future.
Identity Attack0.033527173
Insult0.20201176
Profanity0.026044132
Threat0.01187109
Severe Toxicity0.0045776367
Low Tox 0.25462922 Moderate Con 0.35 Fear_Threat
Jun 18, 2025 How Canada broke its immigration …
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)

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.