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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: "I feel this video does …" 46 comments · Page 1 of 2
Yes! As a 3rd generation Canadian, I’m so fed up with immigrants! I want them out! My country has gone to crap. I feel like a foreigner in my own country. Illegals need to go. …
Yes! As a 3rd generation Canadian, I’m so fed up with immigrants! I want them out! My country has gone to crap. I feel like a foreigner in my own country. Illegals need to go. I’m so sick of them taking all the jobs, committing crimes and getting free handouts. The lady speaking in this video hits it on the head.
Identity Attack0.54996765
Insult0.5678696
Profanity0.46460027
Threat0.13582869
Severe Toxicity0.16960317
Moderate 0.64447093 Constructive 0.636 Identity Attack Insult
Aug 29, 2025 1 likes Why Canadians Are Turning Against …
After watching this video, and then reading the comments i think I know what the problem is, its RACISM, people just dont like seeing so many people of different color, ofcourse mass immigration will bring …
After watching this video, and then reading the comments i think I know what the problem is, its RACISM, people just dont like seeing so many people of different color, ofcourse mass immigration will bring a lot of people, in this case it was Indians/pakistanis/bangladeshis, and its true out of so many immigrants some will choose wrong things to do(there are bad fishes in every pond), but isnt it true for everyone, even white people do the same shit, but the issue here which is concerning to everybody why a different race is here, the feel like its no more like canada used to be cuz brown people are here, but they forget white people also immigrated at one point of time to these lands. And also is nobody seeing the second part of the video where these people have temples giving out free food to so so many people. In my honest opinion, this rant of people is just glorified wrapper of RACISM which people dont wanna say out loud.
Identity Attack0.5051593
Insult0.40698266
Profanity0.4894185
Threat0.04718852
Severe Toxicity0.16960317
Moderate 0.5532103 Constructive 0.668 Identity Attack
Sep 22, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Does anyone else get really excited when Tyler makes a video about India, Im not even Indian Im Mexican but I feel an affinity with Indians so much except for the poop eating and paganism
Does anyone else get really excited when Tyler makes a video about India, Im not even Indian Im Mexican but I feel an affinity with Indians so much except for the poop eating and paganism
Identity Attack0.46028158
Insult0.36798462
Profanity0.39409557
Threat0.019918699
Severe Toxicity0.0912254
Moderate 0.51980776 Constructive 0.569 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
The hate in these comments are disturbing. And so is Tyler for pushing out a video like this. It’s like going into China town and asking everyone why there’s so many asians there…and then platforming …
The hate in these comments are disturbing. And so is Tyler for pushing out a video like this. It’s like going into China town and asking everyone why there’s so many asians there…and then platforming someone that says Indians eat poo and rape is part of the African culture…I get the feeling this comment section is full of Pierre and Trump fan boys. You get my well deserved dislike Tyler
Identity Attack0.43896464
Insult0.46476576
Profanity0.31043148
Threat0.09623027
Severe Toxicity0.052940834
Moderate 0.50503236 Moderate Con 0.459 Moral_Argument
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Tyler you seem to be racist, that country belongs to the indigenous People not the white european canadians and your video is clearly promoting racism. Try and interview the indigenous People and ask them how …
Tyler you seem to be racist, that country belongs to the indigenous People not the white european canadians and your video is clearly promoting racism. Try and interview the indigenous People and ask them how they feel about the white colonialist who stole their country.
Identity Attack0.5135796
Insult0.42367843
Profanity0.054437835
Threat0.009048914
Severe Toxicity0.022064678
Moderate 0.47886392 Moderate Con 0.35 Identity Attack Moral_Argument
Jan 29, 2026 2 likes Inside Canada's Indian Invasion...
Everytime I watch these videos I feel like I'm infilitrating a racist pro-trump cult :D
Everytime I watch these videos I feel like I'm infilitrating a racist pro-trump cult :D
Identity Attack0.39966375
Insult0.40243408
Profanity0.18049006
Threat0.014911477
Severe Toxicity0.023076924
Moderate 0.47119883 Moderate Con 0.328 Humor_Satire
Feb 7, 2026 Inside Canada's Indian Invasion...
It all boils down to how the Indians are raised in their own country. They are raised with the individual mentality. Do for yourself, and to hell with the others. Leave it for someone else …
It all boils down to how the Indians are raised in their own country. They are raised with the individual mentality. Do for yourself, and to hell with the others. Leave it for someone else to take care of. This is why their country is one of the dirtiest in all the world. They use the streets as a garbage can or toilet, then just leave it for someone else to clean it up. But, when everyone is raised with this attitude, there's no one left to clean it up. In India, they have the "untouchables". Yes, the caste system is still operating in India, although it's not recognized by the government. It's the untouchables that are supposed to clean up all the trash and feces off the streets, but they never do. They don't get paid to do it. This is why their trash clean up is so poor as far as having trucks go around and pick it up to take to a landfill. There are very few untouchables and the other people won't work for the trash pick up companies, because they feel it's beneath them. So, they trash their country and instead of cleaning it up, they move to another country to trash it. My brother used to be a truck driver for many years. Every time he saw a truck rolled over on it's side, he'd say "Must have been an Indian", because every rolled over truck he ever saw was driven by someone from India. If you look at videos of the traffic in India, you will see lot of trucks rolled over, and you'll see no one pay attention to stop lights, stop signs and everyone just cuts off everyone. This is the individual idea. I have to get somewhere, so I will cut you off to get there. It's always "Me, me, me". This attitude causes so many wrecks. Westerners have a hard time driving in India because we are all raised with everyone in mind, not just ourselves. We are a community, not an individual. We need to put a big wall around India and stop all airplanes going in and out, so they don't spread their diseased ideals of life and end up ruining another country. Do you know why India doesn't really take military training very seriously? Because no other country wants to invade and have to deal with the clean up. At this point, it's just about impossible to ever clean that country up.
Identity Attack0.50588524
Insult0.43450394
Profanity0.3813392
Threat0.046541955
Severe Toxicity0.16960317
Moderate 0.47119883 Constructive 0.685 Identity Attack Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
I’m live in a tent surrounded by junkies harassed daily by rich immigrants that look at me like dog meat,profiled by security guards in turbans,even the homeless shelters hire them everyday is a slap in …
I’m live in a tent surrounded by junkies harassed daily by rich immigrants that look at me like dog meat,profiled by security guards in turbans,even the homeless shelters hire them everyday is a slap in the face.our political leaders are more worried about gay pride than division of labour and resources.we need to get our kids off drugs not give them more reasons to quit life.i wish I had video of the entitled Hindu that lectured me on Brit’s in India 70yrs before he was born it’s okay to crap on British colonization but you can’t crap on them for flooding into Europe and North America because that’s racist. What do I get when I go to India? Delhi belly or pickpocketed. Maybe if we send Walmart,Tim hortons, ,McDonald’s to India and go back to mom and pop shops. Ask them how they feel about gay pride than,do they get to drive out the muslims like they did when the Brit’s left? That’s why Pakistani exists,we just expect them to drop their bullshit when they move here.ive slept in a tent next to a war memorial and was routinely woken up by free palatstine and other bullshit protests that those soldiers did not fight for
Identity Attack0.458714
Insult0.42567953
Profanity0.19893537
Threat0.13815513
Severe Toxicity0.024772761
Moderate 0.4269174 Constructive 0.618 Personal_Narrative
Aug 27, 2025 1 likes Why Canadians Are Turning Against …
I watched this video and now I feel like puking
I watched this video and now I feel like puking
Identity Attack0.017465452
Insult0.082866095
Profanity0.36302176
Threat0.028206514
Severe Toxicity0.023076924
Moderate 0.4269174 Moderate Con 0.362
Aug 30, 2018 How much do refugees and …
Hmmm starting to feel Tyler's pushing an agenda. Why havent you investigated ICE? When all the Venezuelan stuff was going on in Colorado you had a video up in like 5 days. Is it because …
Hmmm starting to feel Tyler's pushing an agenda. Why havent you investigated ICE? When all the Venezuelan stuff was going on in Colorado you had a video up in like 5 days. Is it because brown people are bad?
Identity Attack0.4830652
Insult0.30797598
Profanity0.10363861
Threat0.009592636
Severe Toxicity0.015157142
Moderate 0.4014846 Moderate Con 0.424 Meta_Commentary
Jan 29, 2026 Inside Canada's Indian Invasion...
I don't think this video is showing us the situation and the reality. I feel that this video is wanting to find the specific things and hateful thoughts about Indians. And I'm not an Indian …
I don't think this video is showing us the situation and the reality. I feel that this video is wanting to find the specific things and hateful thoughts about Indians. And I'm not an Indian and I don't really like Indians.
Identity Attack0.4931391
Insult0.23704576
Profanity0.17334256
Threat0.015774792
Severe Toxicity0.023076924
Moderate 0.4014846 Constructive 0.679 Policy_Critique
Jan 29, 2026 Inside Canada's Indian Invasion...
All I saw in this video Bike guy hates African because they are not good People are find with indians Indians are helping in economic growth like any other canadian There is active terrorist group …
All I saw in this video Bike guy hates African because they are not good People are find with indians Indians are helping in economic growth like any other canadian There is active terrorist group "Khalistan" And you did illegal things without canada police permission Then why is video title like that?? Just ask Indian Punjabi how they feel about india... Punjab is jwel of india
Identity Attack0.46050715
Insult0.32211447
Profanity0.064458095
Threat0.0138755
Severe Toxicity0.023076924
Moderate 0.4014846 Constructive 0.529 Policy_Critique
Feb 3, 2026 4 likes Inside Canada's Indian Invasion...
Honestly I'm here for Tyler's racist inclined comments and videos. He don't really 'say it' but he shows it and you can see it in his eyes lmao. His videos are important and it's just …
Honestly I'm here for Tyler's racist inclined comments and videos. He don't really 'say it' but he shows it and you can see it in his eyes lmao. His videos are important and it's just funny to see him try to hide his feelings. hahah
Identity Attack0.17070955
Insult0.24561718
Profanity0.15371579
Threat0.013321015
Severe Toxicity0.018126737
Moderate 0.3625127 Constructive 0.642 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
All these comments are correct. We are all sick and bloody tired of what is going on in once a beautiful country here in cal Gary Alberta Canada, especially the Northeast quadrant of the city. …
All these comments are correct. We are all sick and bloody tired of what is going on in once a beautiful country here in cal Gary Alberta Canada, especially the Northeast quadrant of the city. It is nothing but people from India. They're Punjab, people from Nigeria, Africa, and the Philippines, and in my experience. I am a blind, white single woman who owns my condo and a perfect parking spot for 8 years. I have bean horrifically harassed, buy these people. Because I would not bow down to their demands to give them my parking stall. They used the Calgary city police as weapons against me. Calling them and telling them I am a child molester, because I was Videoing in public videoing, taking evidence Of what is going on around here? Witches, my constitutional right? They called the cops telling them, I am a racist, a drug dealer, and a killer. They almost we're successful in having my nephew arrested telling the police that he hit their little cockroaches. With his car, the black cop that I invited into my home stupidly. Was Very hot and waning arrest both of us, but there was no damage on the car. No damage on their little cockroaches, no charges, but the black cop 2 hours later cold because he wanted my nephew's license plate number. He was probably trying to catch him driving dirty, but never called back. So he didn't find anything. These people have threatened to shoot me. They have threatened big consequences. They have threatened to slap the f out of me. They have threatened to pop the pimples out of my eyes. And when they found out that I was blind, that's when they ramped up the harassment, the cops did nothing about the threats towards me when they told the cops that we I threatened to kill them. They are the ones that threaten to chop my nephew and his dog up. The cops never did anything about their threats. They told me to stay in my unit for safety or move for my safety. The condo corporation refuses to do anything as well. So if anyone nose a good civil rights lawyer, please reply to me. Because I fear for my life, this is no joke and because I have to move. I will have a good case to sue the condo corporation as I feel unsafe. These people from these countries do not like people. With disabilities, they believe that we are a curse and that we are a waste of society.
Identity Attack0.3780483
Insult0.32682732
Profanity0.14402086
Threat0.02250864
Severe Toxicity0.019998873
Moderate 0.36095104 Constructive 0.759 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
“As a brown Canadian, I know exactly what racism feels like — I’ve lived it for 40 years. The truth is, some people simply can’t accept brown immigrants, even though we work the hardest and …
“As a brown Canadian, I know exactly what racism feels like — I’ve lived it for 40 years. The truth is, some people simply can’t accept brown immigrants, even though we work the hardest and often for the lowest pay. Yes, one percent may cause trouble, but that exists in every community. What’s really unfair is how brown immigrants are singled out, while no one makes videos when Indian students are dying or struggling. We’re not monkeys — we’re human beings, we’ve worked for decades building this country, often in silence and underpaid. Stop the racism. Canada is stronger when we live together, not when we tear each other down.”
Identity Attack0.3817989
Insult0.21836096
Profanity0.089370176
Threat0.019918699
Severe Toxicity0.014059683
Moderate 0.3286776 Constructive 0.735 Personal_Narrative
Aug 26, 2025 2 likes Why Canadians Are Turning Against …
This video is very sugar-coated - it's kinda bad, ngl I feel like my city lost its tradition and fell further to poverty, and it's so so so hard to get employed
This video is very sugar-coated - it's kinda bad, ngl I feel like my city lost its tradition and fell further to poverty, and it's so so so hard to get employed
Identity Attack0.030433474
Insult0.0836065
Profanity0.14930901
Threat0.0097738765
Severe Toxicity0.014898917
Moderate 0.3250515 Constructive 0.628 Policy_Critique
Jan 28, 2026 Inside Canada's Indian Invasion...
Do a video about how different ethnic groups and races feel about white Americans & Europeans ? In regards to colonization and stolen artifacts whitewashing history etc India 🇮🇳 Hawaiians black Americans, Mexican Hispanic Latinos, …
Do a video about how different ethnic groups and races feel about white Americans & Europeans ? In regards to colonization and stolen artifacts whitewashing history etc India 🇮🇳 Hawaiians black Americans, Mexican Hispanic Latinos, Cubans Caribbeans etc
Identity Attack0.39207554
Insult0.12883772
Profanity0.027820412
Threat0.0086087575
Severe Toxicity0.0118255615
Moderate 0.32182294 Moderate Con 0.453
Jan 27, 2026 Inside Canada's Indian Invasion...
I’m so happy you made this video, I’m from Ontario. And if you speak out and say there’s too many that have moved here you’re considered racist. They come here and scam their way into …
I’m so happy you made this video, I’m from Ontario. And if you speak out and say there’s too many that have moved here you’re considered racist. They come here and scam their way into the country then bring half their family here, I think it’s disgusting what’s been going on here and there’s too many let into the country. There’s nothing wrong with immigration, but when it feels like a takeover it’s too much
Identity Attack0.25478655
Insult0.21135417
Profanity0.08613731
Threat0.008815889
Severe Toxicity0.010070801
Low Tox 0.295883 Constructive 0.737 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
I feel like this video was presented fairly. We heard the criticisms and we got to see the Indian perspective too. There's many kind people over there, however Canadas Immigration over the last several years …
I feel like this video was presented fairly. We heard the criticisms and we got to see the Indian perspective too. There's many kind people over there, however Canadas Immigration over the last several years is a disaster. They're bringing in a lot of people who are detrimental to our country. In many ways.
Identity Attack0.28034934
Insult0.15911613
Profanity0.020578653
Threat0.008440462
Severe Toxicity0.006790161
Low Tox 0.27412915 Constructive 0.759
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
It’s very interesting because Indians seem to be more thick skinned than Canadians in general, so even white ppl’s reservations or microaggressions don’t register to them and they just keep expanding on positivity. I’ve met …
It’s very interesting because Indians seem to be more thick skinned than Canadians in general, so even white ppl’s reservations or microaggressions don’t register to them and they just keep expanding on positivity. I’ve met many Indian people in Canada and it almost seems like they’re so positive and community minded that they think it’s small minded to be stingy about sharing space, which can clash with the general reserved nature of Canadians but also make you feel embarrassed in a way about being judgmental. You even see it in this video with the white guy asking judgey questions to Indians but he gets showered with food and hospitality from the Indians. No matter how you fight it you kind of get overpowered by their positivity…
Identity Attack0.316
Insult0.15485314
Profanity0.062454045
Threat0.008815889
Severe Toxicity0.008468628
Low Tox 0.27412915 Constructive 0.76 Moral_Argument
Oct 9, 2025 Inside Canada's Indian Metropolis (Brampton)
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)
It's so tragic to see this video. It's a loss of Canadian culture. This happened in my hometown of London, England. I moved to Sydney, Australia, and since the start of the pandemic, the country …
It's so tragic to see this video. It's a loss of Canadian culture. This happened in my hometown of London, England. I moved to Sydney, Australia, and since the start of the pandemic, the country has been flooded with Indians. I no longer want to live in what feels like Mumbai and am considering moving to Portugal.
Identity Attack0.3043136
Insult0.081508696
Profanity0.020851927
Threat0.00823333
Severe Toxicity0.009155273
Low Tox 0.25462922 Constructive 0.694
Sep 21, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
let’s be honest, if tyler is making a video about this.. that means we are not crazy and there is very much a problem and I feel very bad for Canada. Honestly, as an American …
let’s be honest, if tyler is making a video about this.. that means we are not crazy and there is very much a problem and I feel very bad for Canada. Honestly, as an American I would not tolerate this infestation in my country. Like I literally would not tolerate it and I would do something about it to make sure this doesn’t happen.
Identity Attack0.057492398
Insult0.11978693
Profanity0.07934829
Threat0.010291707
Severe Toxicity0.0061416626
Low Tox 0.23523538 Constructive 0.582
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Great video, sir. One of the problems we have as Canadians is we will beat ourselves down before we appear as racists or bigots. Politicians will be politicians no matter what party's banner they run …
Great video, sir. One of the problems we have as Canadians is we will beat ourselves down before we appear as racists or bigots. Politicians will be politicians no matter what party's banner they run under. They feel entitled to our taxes to do with as they please without consultation of the people.
Identity Attack0.10221587
Insult0.12883772
Profanity0.020988565
Threat0.021300001
Severe Toxicity0.005378723
Low Tox 0.22980402 Constructive 0.654
Sep 1, 2025 28 likes Why Canadians Are Turning Against …
I feel this video does cover what's happening but don't answer the question why its happening. Here's what i think- To start with - A major population of indian immigrants in Canada come from two …
I feel this video does cover what's happening but don't answer the question why its happening. Here's what i think- To start with - A major population of indian immigrants in Canada come from two provinces/states - Punjab and Gujarat. From Punjab - Most of the population who migrates to Canada are villagers. They are notoriously famous in Punjab cities as well for creating trouble. They have no civic sense, always getting involved in illegal stuff, some use drugs, no etiquettes, poor hygiene and very arrogant sometimes. Another thing, Canadian government over the years stopped taking in-person interviews and got lenient with rules for gaining a visa especially for students which doesn't make sense and one should be catious so of what kind of people they are letting in their country. This leads to letting in a bunch of wrong people who are already a troublemaker in Punjab and then represents a bad of side of Indians. A side note - Every Indian province is very very different and not all people are same in India. It's definitely a shit situation which shows Canadian government definitely needed a better way to handle immigration. A lot of international students has been exploited by the system as well if you get to know from there point of view as well. Seeing the thumbnail and title of this video shows what kind of a person Tyler is. Without a proper research and understanding, he just made a video to appease people who hates on Indians. Title says Invasion, is he for real? I see way more Chinese immigrants here in Canada than any other nationality. Punjabi Indians are to be blamed as for creating a bad picture for themselves but hating on whole country without knowing them feels prejudiced. I hope whoever is reading to really open their eyes and understands that this is a government failure for not having strict rules and regulations. Indians have been immigrating to Canada for more than 100 years but you see them as a problem now due to last 8 years of bad decisions. Last thing, you see more Indians in Tim Hortons and mock them, is that a bad thing on loving and supporting a Canadian brand? Definitely poor english speaking employees is a problem, but that is a management issue. You don't like it, have a word with the Manager if they don't act on it, then I guess they don't really care for your opinion. Its on you now whether you want your coffee or better english 😂
Identity Attack0.17536941
Insult0.08831572
Profanity0.022423252
Threat0.008789998
Severe Toxicity0.0049591064
Low Tox 0.20009702 Constructive 0.774 Policy_Critique
Feb 20, 2026 Inside Canada's Indian Invasion...

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.