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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: "Canada 🇨🇦 needs more Indian……Canada …" 155 comments · Page 2 of 7
Utterly disgusting. Canadian government needs to deport all recent indian arrivals. Most are here via scams. We can't have immigration coming from just one place in massive numbers. You are supplanting Canada as a nation …
Utterly disgusting. Canadian government needs to deport all recent indian arrivals. Most are here via scams. We can't have immigration coming from just one place in massive numbers. You are supplanting Canada as a nation and making it a new "India".
Identity Attack0.5504064
Insult0.5130944
Profanity0.09389619
Threat0.020609349
Severe Toxicity0.023082556
Moderate 0.52811706 Moderate Con 0.458 Identity Attack Insult Unverified_Claim
Oct 1, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
This is bad for canada. Need to get rid off them. If they want to be indian life they must go back to India 😂
This is bad for canada. Need to get rid off them. If they want to be indian life they must go back to India 😂
Identity Attack0.58743036
Insult0.36021477
Profanity0.15371579
Threat0.34804323
Severe Toxicity0.101760045
Moderate 0.51980776 Low Con 0.217 Identity Attack
Sep 19, 2025 3 likes Inside Canada's Indian Metropolis (Brampton)
I hate this stuff so much as many cool Indian and Punjabi people here In Toronto Canada it crazy they don’t speak English they don’t like us (ppl that were born here) and they don’t …
I hate this stuff so much as many cool Indian and Punjabi people here In Toronto Canada it crazy they don’t speak English they don’t like us (ppl that were born here) and they don’t even like Canada they assume they don’t need to assimilate they just wanna take over and change it they took over the Main Street completely no English stores I could barely go to the corner store cuz they did t know what I was saying it’s just insane asf they hate and ruin and take over with. No care for us
Identity Attack0.44690517
Insult0.42167732
Profanity0.33141375
Threat0.036839653
Severe Toxicity0.16960317
Moderate 0.50789946 Constructive 0.558 Fear_Threat
Feb 7, 2026 Inside Canada's Indian Invasion...
Did none of the hypocrites here see through the hypocrisy of this video? That half naked man on the street complaining about people being naked in their house Landlords happy about growing rent All of …
Did none of the hypocrites here see through the hypocrisy of this video? That half naked man on the street complaining about people being naked in their house Landlords happy about growing rent All of these people pay taxes,almost everyone seen in the video works,and last I checked even blue collar workers pay taxes,from an uber eats driver to the nurse These people come here legally paying double and triple in fees,they're not illegal immigrants like many in USA The church was sold willingly for money and then the temple was built,all temples pay property taxes and were bought with money No one wants to talk about diploma mills willingly giving admissions to the students The people welcomed the youtuber with open arms,explained things,gave answers and a lot of food Some things need improvement I totally agree like Indians need to maintain cleanliness and integrate but overall what a piece of propaganda this video is,people in comments literally ignoring how welcoming the people were to this youtuber That guy is totally right,people don't really face racism irl Anyways I am glad people irl are not like people online,I love Canada and always will and I'm proud of how welcoming and open Canada is 🇨🇦❤️
Identity Attack0.24293575
Insult0.53014356
Profanity0.16496858
Threat0.013113883
Severe Toxicity0.023076924
Moderate 0.50759226 Constructive 0.817 Insult Policy_Critique
Sep 19, 2025 6 likes Inside Canada's Indian Metropolis (Brampton)
Bro its ridiculous how many are hear now in canada. Live in in edmonton its absolutely flooded with indian people. Literally need to change our name to edmonstan
Bro its ridiculous how many are hear now in canada. Live in in edmonton its absolutely flooded with indian people. Literally need to change our name to edmonstan
Identity Attack0.48915586
Insult0.48675314
Profanity0.17752954
Threat0.008841781
Severe Toxicity0.023076924
Moderate 0.5024724 Moderate Con 0.438 Identity_Assertion
Feb 25, 2026 Inside Canada's Indian Invasion...
For the Indians living there they can't be driving in Canada like they in India. If they continue, their license needs to be revoked. They also can't be taking over a Goddamn city like why …
For the Indians living there they can't be driving in Canada like they in India. If they continue, their license needs to be revoked. They also can't be taking over a Goddamn city like why isn't the government doing anything? I support embracing diversity however, there's a fine line with respect.
Identity Attack0.44690517
Insult0.4125297
Profanity0.4681068
Threat0.018192071
Severe Toxicity0.026936848
Moderate 0.47900817 Constructive 0.687 Fear_Threat
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
I dont care if they are good people they need to deport these Indians before it too late and Canada turns into India. We dont want them in the US and if they come we …
I dont care if they are good people they need to deport these Indians before it too late and Canada turns into India. We dont want them in the US and if they come we will send them back to Canada.
Identity Attack0.5698139
Insult0.33896056
Profanity0.09098661
Threat0.13211988
Severe Toxicity0.02514347
Moderate 0.47886392 Moderate Con 0.339 Identity Attack Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
I live in Brampton. I'm a Punjabi, North Indian. These old farts just want to complain about nothing. They are happy as long as Punjabis are making samosas and working hard labour jobs but oh …
I live in Brampton. I'm a Punjabi, North Indian. These old farts just want to complain about nothing. They are happy as long as Punjabis are making samosas and working hard labour jobs but oh no no Indians can't be in the government even though they have been living in the Brampton and GTA area for generations they are overlooked as real citizens but now that things have changed social media pages and channels like this have been for the past 3-4 years spreading propaganda about Indians ruining Canada or some stupid shit like that. This video is just highlighting how easy it is to make this divisive content. This is in similar lines to those Instagram reel pages that post every little mistake Indian people do and get recorded and shamed for it online. Other races do the same shit but those pages only post about Indians. Target a specific group, even though all races have people like that. Racism needs a target race, it's like a hate group that's now festering online. I don't see these racists outside, but I know they are there silently judging me sitting in a public place. As for the amount of Immigrants, complain to your government. Actually try to make a change instead of being racist and divisive. This is not a solution, in fact it's the opposite of an actual solution that would work. All I see is Indian people especially in Brampton are hard workers that work 10+ hour shifts for minimum pay living paycheck to paycheck, and they are getting exploited by the companies that are Canadian but no one wants to talk about that, let's just complain about an ethnic group instead. Damn schizos.
Identity Attack0.48915586
Insult0.47787863
Profanity0.4001375
Threat0.06658544
Severe Toxicity0.16960317
Moderate 0.47173777 Constructive 0.706
Oct 4, 2025 16 likes Inside Canada's Indian Metropolis (Brampton)
Saying that Canada needs Indians is disgusting. We don't need them Wingate immigrants from other countries it's racist to say that we need you. Imagine me going to China and saying you need a bunch …
Saying that Canada needs Indians is disgusting. We don't need them Wingate immigrants from other countries it's racist to say that we need you. Imagine me going to China and saying you need a bunch of white people in your country cuz you ship stuff to the United States does that sound pretty racist to you
Identity Attack0.4931391
Insult0.4534306
Profanity0.119731516
Threat0.008945347
Severe Toxicity0.023076924
Moderate 0.47119883 Moderate Con 0.467
Aug 27, 2025 Why Canadians Are Turning Against …
Oh I'll say it....SEND THEM HOME!!!! They have ZERO interest in integrating into our society and into Canada. They want to take Canada over and make another India with their own religion and beliefs. They …
Oh I'll say it....SEND THEM HOME!!!! They have ZERO interest in integrating into our society and into Canada. They want to take Canada over and make another India with their own religion and beliefs. They don't respect our rules, they commit crimes, they litter and use our beaches as their bathrooms. They dump in our green spaces, abuse our food banks, take all our jobs, housing and healthcare. They set up scam companies to give truck licences to East Indians and then send them down the road to kill our citizens. Omg I could go on and on. They look down on us in OUR COUNTRY!!!! Absolutely ridiculous. We need to protest like the UK is protesting or Carney will do NOTHING!!!!😡😡😡😡
Identity Attack0.5051593
Insult0.4339631
Profanity0.13608865
Threat0.067232
Severe Toxicity0.040387187
Moderate 0.47119883 Constructive 0.558 Identity Attack Fear_Threat
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
It's ironic Indians praise India as the best country, and none of them wants to live there while living in the West. All Indians need to be deported out of Canada and USA.
It's ironic Indians praise India as the best country, and none of them wants to live there while living in the West. All Indians need to be deported out of Canada and USA.
Identity Attack0.55803186
Insult0.26957804
Profanity0.08225787
Threat0.12076248
Severe Toxicity0.023076924
Moderate 0.47119883 Moderate Con 0.316 Identity Attack
Jan 27, 2026 Inside Canada's Indian Invasion...
I don't care about the opinions of immigrants. Canada needs 5 million deportations of Indians ALONE, Islam should be banned and MANY Chinese need to be sent packing too. 10 million need to go.
I don't care about the opinions of immigrants. Canada needs 5 million deportations of Indians ALONE, Islam should be banned and MANY Chinese need to be sent packing too. 10 million need to go.
Identity Attack0.5698139
Insult0.24928534
Profanity0.06345607
Threat0.13414288
Severe Toxicity0.023880709
Moderate 0.47119883 Moderate Con 0.396 Identity Attack Fear_Threat
Feb 27, 2026 1 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
Thank you for covering this issue. You came to ground zero… Im a irish-french canadian and have had to gro up in this HELL. If anyone is racist it’s the Indians, I was about to …
Thank you for covering this issue. You came to ground zero… Im a irish-french canadian and have had to gro up in this HELL. If anyone is racist it’s the Indians, I was about to be homeless because i couldnt find a job. I know for a fact im not the only one, all my friends are in the same situation. They only hire their own, we pay the highest tax in all of north America. If you want my opinion, i HATE them all equally just as much as i HATE canada. As a Canadian, i beg America to annex Canada. We need ice here too, and our government is run my the CCP. Im 25 and im this close from disappearing myself….
Identity Attack0.46028158
Insult0.43296707
Profanity0.25458565
Threat0.019055385
Severe Toxicity0.023880709
Moderate 0.4645176 Constructive 0.687 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
The indian invasion must stop. Whites need to take canada back.
The indian invasion must stop. Whites need to take canada back.
Identity Attack0.55044734
Insult0.24928534
Profanity0.10023434
Threat0.033386398
Severe Toxicity0.023076924
Moderate 0.46186632 Low Con 0.145 Identity Attack Identity_Assertion
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
First guy nailed it; you really only see Indians from the top 5% of the population financially sent to the US and Canada. We need these savages shipped back their culture isn’t civilized.
First guy nailed it; you really only see Indians from the top 5% of the population financially sent to the US and Canada. We need these savages shipped back their culture isn’t civilized.
Identity Attack0.50125694
Insult0.44126466
Profanity0.12220735
Threat0.028379176
Severe Toxicity0.023364257
Moderate 0.45243698 Low Con 0.265 Identity Attack
Jan 27, 2026 Inside Canada's Indian Invasion...
Indians and Muslims need gain an ounce of courage and consideration, and go back to their home. Canada is for Canadians.
Indians and Muslims need gain an ounce of courage and consideration, and go back to their home. Canada is for Canadians.
Identity Attack0.5135796
Insult0.33154017
Profanity0.038154904
Threat0.012751401
Severe Toxicity0.023076924
Moderate 0.44933176 Moderate Con 0.301 Identity Attack Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
As an Indian who's been in Canada for 20+ years, I don't want it to turn into India. Deportation is needed, especially illegals and criminals.
As an Indian who's been in Canada for 20+ years, I don't want it to turn into India. Deportation is needed, especially illegals and criminals.
Identity Attack0.5135796
Insult0.39297962
Profanity0.041912504
Threat0.023889944
Severe Toxicity0.023076924
Moderate 0.4421347 Constructive 0.67 Identity Attack Personal_Narrative
Jan 27, 2026 9 likes Inside Canada's Indian Invasion...
Tyler, I am dual-citizen of both the U.S. and Canada, You need to, or should come up and do more Canadian content, it would blow up so fast, You would be covering what our mainstream …
Tyler, I am dual-citizen of both the U.S. and Canada, You need to, or should come up and do more Canadian content, it would blow up so fast, You would be covering what our mainstream news, refuses to cover because they are woke trash. In the U.S., it is Hispanics who are the dominant group, in Canada, it is Indians, We have a lot going on up here.
Identity Attack0.46028158
Insult0.46327567
Profanity0.1110661
Threat0.008039144
Severe Toxicity0.01986976
Moderate 0.44002727 Constructive 0.676 Call_To_Action
Mar 3, 2026 Inside Canada's Indian Invasion...
The real problem with immigration to western countries is the labour force... Tell me honestly can white citizens of us,canada\\europe fill the space taken by, mexicans,muslims\\indians or Asians??? You westerners are too lazy or too …
The real problem with immigration to western countries is the labour force... Tell me honestly can white citizens of us,canada\\europe fill the space taken by, mexicans,muslims\\indians or Asians??? You westerners are too lazy or too little in population to fill the economic needs of Low paying jobs in your countries
Identity Attack0.50515604
Insult0.40243408
Profanity0.07870171
Threat0.009903334
Severe Toxicity0.021419114
Moderate 0.43230394 Low Con 0.241 Identity Attack Economic_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
what more proof do you need that these people will not integrate into western society? Canada has to adapt to them not them to their new country? This is ridiculous. 2061 Indians become the majority …
what more proof do you need that these people will not integrate into western society? Canada has to adapt to them not them to their new country? This is ridiculous. 2061 Indians become the majority in Canada, this is a preview of what all Canada will look like. INDIA
Identity Attack0.3895355
Insult0.4378843
Profanity0.097129054
Threat0.009256045
Severe Toxicity0.015996376
Moderate 0.42985553 Moderate Con 0.302
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
What a disgrace. Multiculturalism is a failed experiment. We CANNOT turn Canada into India 2.0 The Sikh at 12:30 saying we all live in the same world to justify mass migration doesn't understand that that …
What a disgrace. Multiculturalism is a failed experiment. We CANNOT turn Canada into India 2.0 The Sikh at 12:30 saying we all live in the same world to justify mass migration doesn't understand that that sentiment of universalism is only applied to white countries and it is destroying OUR White culture. And different races are not just about skin color, it's also about culture and IQ levels. Indians with their low racial IQs bring a lot of problems. The man says that color doesn't matter, but Indians care about color. That's why they only hire Indians and discriminate on Whites and other races. Indians are in fact the most racist people in the world. Ignoring race only promotes multiculturalism and that promotes White genocide. Human beings are racial and we should accept it. All immigrants need to understand that they need to STAY home and build a better life for themselves AT home. Not running away to White nations to impose themselves racially, culturally and spiritually. Multiculturalism is White genocide. It destroys US, it destroys OUR homes and our cultures. Our nations need to be 90-95% White and we should only allow those people that truly want to assimilate and leave their cultures behind.
Identity Attack0.46028158
Insult0.38852
Profanity0.085167445
Threat0.012233571
Severe Toxicity0.023076924
Moderate 0.4269174 Constructive 0.57 Fear_Threat
Oct 11, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Conestoga is one of Doug Ford’s donor we need an investigation who’s giving work permits to Punjabi Indians to come to Canada the minorities are living in fear for their childre’s future with the number …
Conestoga is one of Doug Ford’s donor we need an investigation who’s giving work permits to Punjabi Indians to come to Canada the minorities are living in fear for their childre’s future with the number of Indians in Canada we are facing racism in jobs hiring the same will happen to our children deport the scammers they are a threat to this country
Identity Attack0.46028158
Insult0.4302003
Profanity0.047674157
Threat0.04167421
Severe Toxicity0.022710243
Moderate 0.4269174 Moderate Con 0.466
Oct 3, 2025 1 likes IRCC Names India in Study …
ALL these old people also Voted for liberal I bet, now they are reaping what they voted for, WE NEED MASS DEPORTAION, IMAGINE that start 1/4 "Canadians" are immigrants you mean 1/4 "Canadians" are Indian/Chinese …
ALL these old people also Voted for liberal I bet, now they are reaping what they voted for, WE NEED MASS DEPORTAION, IMAGINE that start 1/4 "Canadians" are immigrants you mean 1/4 "Canadians" are Indian/Chinese or Muslim I bet 18 million + are muslim/ Indian or chinese that dislike Canadians , I know most Muslims hate everyone that lives in Canada That one Student is like 50+ how are we letting people like him come here as a student this man is a nurse brah I bet he doesnt know are standards at all This video just makes me hate Canada even more The fucked thing is the old mans right Help the person First but At this point we are just sick of it we cant help ourselfs, we need them all gone back to pre 2010 lvls
Identity Attack0.47178617
Insult0.36798462
Profanity0.0838743
Threat0.04718852
Severe Toxicity0.023458159
Moderate 0.4269174 Moderate Con 0.472 Fear_Threat
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
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...
They’re awful and need to go home. Can’t even call the bank without not understanding what they’re saying or eat take out food that doesn’t taste like Indian spices or walk down the street and …
They’re awful and need to go home. Can’t even call the bank without not understanding what they’re saying or eat take out food that doesn’t taste like Indian spices or walk down the street and only hear Indian music…my daughters class last year was only Indian and Arabic kids and the principal was Indian how are they gonna teach Canadian culture and education I’d ask what she did in school she said learned Indian dances. I’m 11 generations Canadian and they completely chaged our small home towns and neighbour hoods we have our own customs and cultures and it’s all gone now also there’s so much rape and assault charges or teachers molesting kids or men in girls bathroom and it’s Indian men!!! Disgusting and sad I used to love being Canadian now I hate Canada
Identity Attack0.37730414
Insult0.43158367
Profanity0.11725569
Threat0.013579931
Severe Toxicity0.021806452
Moderate 0.41168427 Constructive 0.627
Sep 1, 2025 Why Canadians Are Turning Against …

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.