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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: "Indians will ruin your country. …" 36 comments · Page 1 of 2
Canada sucks so bad now, so many dirty Indians ruining our country
Canada sucks so bad now, so many dirty Indians ruining our country
Identity Attack0.7856228
Insult0.7218519
Profanity0.6001929
Threat0.020609349
Severe Toxicity0.44787344
Toxic 0.89241093 Moderate Con 0.308 Identity Attack Insult Identity_Assertion
Feb 16, 2026 2 likes Inside Canada's Indian Invasion...
these disgusting stinky Indians should be deported from this country. it was a clean country before but now stinky disgusting Indians ruined it
these disgusting stinky Indians should be deported from this country. it was a clean country before but now stinky disgusting Indians ruined it
Identity Attack0.8182097
Insult0.7775208
Profanity0.46460027
Threat0.19862294
Severe Toxicity0.47886345
Toxic 0.88599813 Low Con 0.265 Identity Attack Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Glad Indians are ruining white countries, these p3does deserve much worse 😂
Glad Indians are ruining white countries, these p3does deserve much worse 😂
Identity Attack0.6458014
Insult0.4596616
Profanity0.3496935
Threat0.34804323
Severe Toxicity0.23224458
Moderate 0.62702215 Low Con 0.166 Identity Attack Identity_Assertion
Feb 9, 2026 Inside Canada's Indian Invasion...
As an indian, we all know india is a trash country to LIVE in. Politics and religion illiteracy ruined the country lack of civic sense Its absolutely disgusting how these people are ruining the other …
As an indian, we all know india is a trash country to LIVE in. Politics and religion illiteracy ruined the country lack of civic sense Its absolutely disgusting how these people are ruining the other places like how they ruined their own place they're like the humans in Avatar movie 😂😂
Identity Attack0.5135796
Insult0.5130944
Profanity0.33453682
Threat0.02492592
Severe Toxicity0.16960317
Moderate 0.5921536 Moderate Con 0.328 Identity Attack Insult Identity_Assertion
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
Wanna ruin any first world country, just give visas to as much Indians as you can…. I’m not R4CIST but seriously these Indians need to work on their civic and common sense asap! Now they’re …
Wanna ruin any first world country, just give visas to as much Indians as you can…. I’m not R4CIST but seriously these Indians need to work on their civic and common sense asap! Now they’re invading even Mexico 🇲🇽 with their hindu culture💩 and there’s no way back!! 👏
Identity Attack0.60238177
Insult0.47357693
Profanity0.3033754
Threat0.13616586
Severe Toxicity0.3492342
Moderate 0.5885171 Moderate Con 0.33 Identity Attack Fear_Threat
Jan 29, 2026 2 likes Inside Canada's Indian Invasion...
Our country is being completely invaded, overrun, and ruined. Liberals have been brainwashed into thinking defending your countries values and people is racist. So we are basically getting triple f****ed, once by Indians, once by …
Our country is being completely invaded, overrun, and ruined. Liberals have been brainwashed into thinking defending your countries values and people is racist. So we are basically getting triple f****ed, once by Indians, once by the government and then finally by our own people the liberals.
Identity Attack0.4907465
Insult0.48627716
Profanity0.49259362
Threat0.038220957
Severe Toxicity0.16960317
Moderate 0.5716857 Moderate Con 0.342 Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
Sending all Indian who came in Canada in the last two three years they will ruin our country, you and I have to pay for Thier social assistance and health care,all scammer a Came Canada
Sending all Indian who came in Canada in the last two three years they will ruin our country, you and I have to pay for Thier social assistance and health care,all scammer a Came Canada
Identity Attack0.6007182
Insult0.5130944
Profanity0.12374964
Threat0.050744623
Severe Toxicity0.08332442
Moderate 0.55739564 Moderate Con 0.31 Identity Attack Insult Unverified_Claim
Aug 27, 2025 Why Canadians Are Turning Against …
Way too many Indians ... Jagmeet and Trudeau ruined this country
Way too many Indians ... Jagmeet and Trudeau ruined this country
Identity Attack0.58354634
Insult0.4339631
Profanity0.08549073
Threat0.054624002
Severe Toxicity0.02458496
Moderate 0.54325575 Moderate Con 0.306 Identity Attack Identity_Assertion
Feb 14, 2026 1 likes Inside Canada's Indian Metropolis (Brampton)
As an Indian, i should say that the Canadian politicians are brain dead or something. Over immigration will ruin any country. This is isn't any positive to Indian interest either. The Panjabi population in Canada …
As an Indian, i should say that the Canadian politicians are brain dead or something. Over immigration will ruin any country. This is isn't any positive to Indian interest either. The Panjabi population in Canada is an influential vote bank there and as a result Canada become a safe heaven for Sikh criminals and Khalistan terrorist groups.
Identity Attack0.5124616
Insult0.54525656
Profanity0.16217725
Threat0.038911607
Severe Toxicity0.02402156
Moderate 0.52811706 Moderate Con 0.498 Identity Attack Insult Policy_Critique
Feb 27, 2026 4 likes Inside Canada's Indian Invasion...
Fake diploma, fake ID, fake bank statements, even the fake person….Indians ruined their own country and now they come to Canada, UK, Australia and New Zealand. If u don’t understand that please go to visit …
Fake diploma, fake ID, fake bank statements, even the fake person….Indians ruined their own country and now they come to Canada, UK, Australia and New Zealand. If u don’t understand that please go to visit India 🇮🇳
Identity Attack0.55044734
Insult0.42743355
Profanity0.077731855
Threat0.020436687
Severe Toxicity0.028730227
Moderate 0.5024724 Low Con 0.268 Identity Attack
Oct 5, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
You can call me racist if you want.I don't really care.\\nI've lived in brampton, my whole life still do I'm 35 years old.\\nBrampton changed the boat fifteen twenty years Ago Not just brampton , but …
You can call me racist if you want.I don't really care.\\nI've lived in brampton, my whole life still do I'm 35 years old.\\nBrampton changed the boat fifteen twenty years Ago Not just brampton , but all of ontario , Pretty much all of canada And it's not all immigrants, it's mostly the Indian immigrants that I ruining this country.They come here and try to change our laws and our way of life and try to make it more like it Is in India?If you want it to be like India here, so bad, go back home.We are not a free country anymore.\\nAnd it's sad that our government will Rather change Our country to benefit immigrants, but not the people that actually from the country.\\nI love canada , but at this point i'm down to become the fifty first state
Identity Attack0.50515443
Insult0.40243408
Profanity0.27747265
Threat0.059796512
Severe Toxicity0.12546301
Moderate 0.4850187 Constructive 0.536 Identity Attack Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
Indians will ruin your country. There is a reason why they have an exploding population and their govt encourages emigration. They want money from abroad by all means, even by scamming elderly westerners. That is …
Indians will ruin your country. There is a reason why they have an exploding population and their govt encourages emigration. They want money from abroad by all means, even by scamming elderly westerners. That is how they maintain gdp growth
Identity Attack0.55044734
Insult0.34548226
Profanity0.18356428
Threat0.075531214
Severe Toxicity0.024866661
Moderate 0.47622904 Moderate Con 0.38 Identity Attack Fear_Threat
Oct 1, 2025 2 likes IRCC Names India in Study …
How to ruin any country? Let indians come
How to ruin any country? Let indians come
Identity Attack0.55044734
Insult0.24928534
Profanity0.15019037
Threat0.13815513
Severe Toxicity0.042180564
Moderate 0.47473195 Low Con 0.164 Identity Attack Unverified_Claim
Jan 30, 2026 1 likes 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...
Nothing wrong with indians moving to another country, but moving to canada for a better life and ruining life in Canada is disgusting, forcing you're culture and to be like you is disgusting, if you're …
Nothing wrong with indians moving to another country, but moving to canada for a better life and ruining life in Canada is disgusting, forcing you're culture and to be like you is disgusting, if you're gonna move to canada, you have assimilate and accept canadian culture and respect it cause you can treat it the same as you're country, it's a bloody different country, stop trying to make it india if you wanna live there.
Identity Attack0.4887047
Insult0.46923602
Profanity0.18786818
Threat0.010990778
Severe Toxicity0.023076924
Moderate 0.47119883 Constructive 0.535 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Indians say how much they love their country but they be everywhere except India.. Even in the UK they are the top group of people who immigrate there. They ruin everywhere they go.
Indians say how much they love their country but they be everywhere except India.. Even in the UK they are the top group of people who immigrate there. They ruin everywhere they go.
Identity Attack0.5502601
Insult0.34203702
Profanity0.17241211
Threat0.035458352
Severe Toxicity0.023692908
Moderate 0.4574824 Moderate Con 0.422 Identity Attack Identity_Assertion
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
One thing i can and do respect about indians is that they will never be pushy with their religions. Sure you'll find some "bad apples" but rare. Then there are other countries, that are much …
One thing i can and do respect about indians is that they will never be pushy with their religions. Sure you'll find some "bad apples" but rare. Then there are other countries, that are much more pushy with their religions. I have no respect for that. So there might be a lot of them, but they don't ruin it as per say. As long as they don't shit on the beach and use garbage cans and not sidewalks. I won't go to india an impose my belief or way of living. And i don't think they do that in canada either. But others do it. Sadly, by association of the religion, some will see them as the same people. Anyways we're in 2026, religions are stone age laws to scare people. Now we have actual laws that are based on being a decent person, not the winner or the best, or the only right way. No need for some boogeyman in the sky to scare you, 10 years in prison should be enough to make you behave like a decent human. Even 1 month is enough for me to not be some idiot. We had horses, now we have cars. We had gods, now we have laws. Simple evolution and progress. Well some countries didn't get that update apparently. And noooo, if i say one bad word about an ideology, not a race (yaaawn, human race, all the same) i will be hunted down. That should tell you everything about the situation. You don't like my ideas? Ok, you do you. I don't like your ideas? Throw me off a roof? I'm sorry what? Should all be banned worldwide. Believe what you want, don't impose your ignorance on others. Especially not with force or threats.
Identity Attack0.3817989
Insult0.36798462
Profanity0.4193644
Threat0.013579931
Severe Toxicity0.023076924
Moderate 0.41445592 Constructive 0.654 Moral_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Im an Indian and im telling you, dont let outsiders ruin your country. Stop or control immmegation, and stop all white woman from damaging your conuntry any further. Indians are still safer than muslims but …
Im an Indian and im telling you, dont let outsiders ruin your country. Stop or control immmegation, and stop all white woman from damaging your conuntry any further. Indians are still safer than muslims but nobody would like to see thier own culture crash down like this.
Identity Attack0.5051593
Insult0.24928534
Profanity0.12551236
Threat0.06755528
Severe Toxicity0.023076924
Moderate 0.41168427 Moderate Con 0.469 Identity Attack
Oct 12, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
I live in Toronto Scarborough area and my problem with Indian people isn’t the colour of their skin it’s the way they act it’s obviously not all of them but I see just about everyday …
I live in Toronto Scarborough area and my problem with Indian people isn’t the colour of their skin it’s the way they act it’s obviously not all of them but I see just about everyday with my own eyes how these people come to this country and treat/act in it everything from when a fire truck goes by with the lights on they don’t pull over just keep driving I see them constantly park in the handicap parking spot at the td bank up the street the houses on my street that are dirty with garbage are the Indian houses there are so many things I see on the daily they come to this country and either don’t care to learn the laws rules ect or they do learn them and don’t care like it’s absolutely ridiculous the USA and Canada have been ruined by foreigners and thats just the truth thats not me being mean salty racist or anything else negative im just speaking the truth a large percentage of foreigners don’t care about the citizens in whatever country they go to we are minorities in our own countries it’s a disgusting world we are living in
Identity Attack0.4508763
Insult0.37506318
Profanity0.1765991
Threat0.012440704
Severe Toxicity0.023076924
Moderate 0.3977292 Constructive 0.616
Jan 27, 2026 Inside Canada's Indian Invasion...
As someone from Ottawa Canada who goes to Toronto often, yes there are a lot of Indians in our country and my gripe comes down to how they overrun traditional fast food places we grew …
As someone from Ottawa Canada who goes to Toronto often, yes there are a lot of Indians in our country and my gripe comes down to how they overrun traditional fast food places we grew up on, but since they have no attachment to it they half ass and don’t make things up to par and make it seem like they’re doing you a favor when you’re paying. So many places are ruined because of this, not just Tim Hortons. However, Tyler postured this as if this is a recent epidemic when Brampton has BEEN known for a lot of Indian immigrants starting in the late 80s and 90s- maybe he mentions this and I missed it or I haven’t got to it yet as I’m midway through the video… Toronto and its areas are very diverse and have been for a long time. Nearby from Brampton in Markham that’s where a lot of Chinese are and you can see it by the business types and you see Chinese lettering under English writing in some places. So why is Tyler acting like this is a rapid epidemic that just started? To ramp you guys up. Again, not denying the fact we have a ton of Indians and have taken in more than ever in the recent years, but these weren’t calm white places that have been overrun like in some of your other videos in Europe, etc.
Identity Attack0.316
Insult0.36798462
Profanity0.33453682
Threat0.011405042
Severe Toxicity0.023076924
Moderate 0.38601747 Constructive 0.802 Policy_Critique
Jan 29, 2026 Inside Canada's Indian Invasion...
This is insane...I'm indian and I'll be honest illegal immegration is soo annoying and literally ruins the name of the whole country....hopefully people get educated and act smarter
This is insane...I'm indian and I'll be honest illegal immegration is soo annoying and literally ruins the name of the whole country....hopefully people get educated and act smarter
Identity Attack0.3780483
Insult0.24928534
Profanity0.14578357
Threat0.011275585
Severe Toxicity0.02167734
Moderate 0.3827457 Constructive 0.58 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
Why is it so difficult to have reasonable conversations about this? Most of this video is completely true — but so many comments show love to that bike guy who was factually incorrect and pointlessly …
Why is it so difficult to have reasonable conversations about this? Most of this video is completely true — but so many comments show love to that bike guy who was factually incorrect and pointlessly racist. But on the other hand, so many woke types don’t even want to admit the problem. They also don’t want to talk about how the government is complicit. Every nation has a right to define itself, and how much immigration it wants, and how that immigration happens. It is beyond ridiculous to not speak the primary language of the country you emigrate to. But why say weird shit like indians eat shit?? Or that 1.5 billion people are all the same? The rationale behind early immigration was to be very tough and selective about who enters and lives here. They welcomed students because it brought in a lot of revenue so that’s a win-win, but to LIVE they had to prove they were an asset to the community. Now the whole thing is manipulated. You don’t have proper vetting for the students because of fake colleges that just want to make money. You don’t have proper limits on immigration and criteria for jobs/skills because companies want to make money. Politicians just do whatever strategy gets votes. But for some reason people either only get woke about the positives of Indian immigrants or only negative, sometimes racist about them. It’s fair to acknowledge that rampant, unchecked immigration ruins the culture. Like Indian driving culture is fucking terrible. You don’t want to bring that shit over. You can also acknowledge that early immigrants and their kids are often completely American/Canadian, from their native language, accents, education, references etc. And that Indians are generally a low-crime, high-employment, high-tax-paying immigrant group. And we ALSO acknowledge that that’s changing because of the type/number of people coming in, and the financial and political incentives which support it. It causes valid resentment. These fucking human smuggling rings are real af. Wokies don’t ever talk about it. But I wish we could have this conversation without the racism.
Identity Attack0.10221587
Insult0.40243408
Profanity0.10240069
Threat0.008764107
Severe Toxicity0.010681152
Moderate 0.37751234 Constructive 0.746 Policy_Critique
Feb 26, 2026 Inside Canada's Indian Invasion...
i am an indian who has never left his country and it makes me sad that my countrymen are ruining other countries as well. if you can't speak english, you have no right to stay …
i am an indian who has never left his country and it makes me sad that my countrymen are ruining other countries as well. if you can't speak english, you have no right to stay there, as simple as that, and it is strange how Canada is ruined by Punjabis, sikh terrorists in particular, as you can see all these are Punjabi sikh families, yet the hate is given to Indians and specifically to Hindus. I am not defending HINDUS here; there have been incidents where HINDUS have done things worthy of backlash, and they should be deported as well for their absolute religious stupidity, but why target only a specific religion and not the one that has done much worse, like literally being involved in criminal activities and notorious for it not only in Canada but in India as well? Exploited every policy and turned a Canadian city into its own home state city, and then felt proud of it in Indian podcasts: "yeah, Brampton feels like Punjab only."🤡 says a glorified ignorant Punjabi singer.
Identity Attack0.44690517
Insult0.26957804
Profanity0.0715894
Threat0.02181799
Severe Toxicity0.01986976
Moderate 0.3666224 Constructive 0.64
Nov 1, 2025 Inside Canada's Indian Metropolis (Brampton)
Immigration dividing Canada? Yeah, too many immigrants and refugees results in absolute frustration! Everywhere you look, there's a new arrival. Majority of them are Indians. Predominantly from Punjab... The entire country of Canada smells like …
Immigration dividing Canada? Yeah, too many immigrants and refugees results in absolute frustration! Everywhere you look, there's a new arrival. Majority of them are Indians. Predominantly from Punjab... The entire country of Canada smells like curry. Nothing resembles like old Canada. Turbans and beards in every corner. Hijab is the new fashion. English is a thing of the past. This is done because liberal party of Canada needed voters and they opened the flood gates. Here's an example of how bad things are in Canada. Google town of "WAWA" in Ontario Canada. This is an old mining town and it is pretty much dead. Now, look up the Indian population in this one horse town. Now, see what kind of invasion has happened and imagine that situation in a major city. Canada is ruined and funeral services will follow.
Identity Attack0.4006267
Insult0.26957804
Profanity0.049427703
Threat0.009204263
Severe Toxicity0.017416617
Moderate 0.3625127 Constructive 0.562 Identity_Assertion
Feb 13, 2026 Canada's tighter immigration policy divides …
Canadian here, you guys have no idea how much immigration has ruined our country. We're hardly able to feed ourselves . Our Canadian born Indians are even just as fed up with it.
Canadian here, you guys have no idea how much immigration has ruined our country. We're hardly able to feed ourselves . Our Canadian born Indians are even just as fed up with it.
Identity Attack0.3895355
Insult0.191015
Profanity0.027273865
Threat0.009644418
Severe Toxicity0.011520386
Moderate 0.3389984 Constructive 0.581 Fear_Threat
Jan 29, 2026 1 likes 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.