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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: "When Canada says No to …" 383 comments · Page 6 of 16
I felt the racism coming through the screen. Using Canada as a "stepping stone" to "sneak into the greatest country on earth" was funny though - it really shows how self-obsessed Americans can be. India …
I felt the racism coming through the screen. Using Canada as a "stepping stone" to "sneak into the greatest country on earth" was funny though - it really shows how self-obsessed Americans can be. India has its problems, but Indians legally migrating to Canada should not be seen as criminals. The visuals used were also very offsetting - when a woman said India is a beautiful country, you showed us dirty Indian roads. We can do that too: show people of Fentanyl and drug overdoses whenever you say "greatest country on earth." Over 40% of Canadian immigrants are economic class immigrants who go through rigorous points-based selection (IRCC, 2023) Indian immigrants to Canada have higher educational attainment than the Canadian average - 52% hold bachelor's degrees or higher compared to 34% of the general population The US has approximately 107,000 drug overdose deaths annually (CDC, 2023), with fentanyl involved in over 70% of cases India-Canada remittances totaled $5.7 billion in 2022, contributing significantly to both economies Indian-Canadians have lower unemployment rates (5.8%) than the national average (5.9%)
Identity Attack0.38318536
Insult0.336253
Profanity0.07967158
Threat0.012647836
Severe Toxicity0.016383713
Moderate 0.36867723 Constructive 0.75 Moral_Argument
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Yep we are screwed big time, here in Moncton New Brunswick we only used to have a small number of Immigrants usually a mix of francophone students and refugees properly vetted by immigration. Jobs were …
Yep we are screwed big time, here in Moncton New Brunswick we only used to have a small number of Immigrants usually a mix of francophone students and refugees properly vetted by immigration. Jobs were available for everyone, a small example is the taxi cab drivers who were usually a mix of older semi retired Canadians, Sudanese and Syrian refugees who communicated well and tried to adapt to their new home, Canada. COVID hit and we started seeing Punjabi’s coming in unprecedented numbers, they say as students, from Brampton Ontario?Overnight all Walmart, Taxi/Truck Driving jobs, Tim Hortons, McDonalds were Punjabi jobs who do we blame? Rents are high, jobs once available are unavailable life has become hard where do we run same people voted again for the same government that has destroyed us 😢😢😢.
Identity Attack0.27662867
Insult0.28791866
Profanity0.33453682
Threat0.010550622
Severe Toxicity0.023076924
Moderate 0.36867723 Constructive 0.792
Jun 18, 2025 33 likes How Canada broke its immigration …
As a republican, I seriously disagree when Trump says we're going to make Canada the 51st state for this reason. Theyre all Indians, Muslims, and liberals there. Why would we want them voting in our …
As a republican, I seriously disagree when Trump says we're going to make Canada the 51st state for this reason. Theyre all Indians, Muslims, and liberals there. Why would we want them voting in our elections
Identity Attack0.45348886
Insult0.1798321
Profanity0.034397304
Threat0.009411395
Severe Toxicity0.015544481
Moderate 0.36867723 Constructive 0.567 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
the homeless people who would rather starve at the shelter instead are just too racist to go to the gurdwara for free food, or to realise they immigrants are actually kind and hard working. Not …
the homeless people who would rather starve at the shelter instead are just too racist to go to the gurdwara for free food, or to realise they immigrants are actually kind and hard working. Not everyone is like that in my experience, I'm not from brampton but I'm sikh and I have sikh friends who are white and indigenous as well. One thing people don't realise is a lot of Canadians are actually really racist. You clearly saw that from the interview of the guy and his wife who was an RN, they passed the exam fair and square but I feel like his lack of understanding of the English language didn't get his point across right. The point he missed was the quality of life is higher in Canada, In India it's way easier, the cost of living is way cheaper, there's tons of cheap labour to hire maids for all your house work for example which is common in their culture, but as you've probably seen online, India isn't the cleanest or friendliest place to be, and if he was a nurse in India he would probably be broke without a good job, and having the opportunity to find good high paying jobs in something that Canadians also do when they travel to the US if a position in their field isn't available in whatever local city they grew up in. The main issue stems from international students from like after covid, regardless of country, India is in the spotlight because there's just more indians compared to other countries international students but its all the same stuff, you have kids from all over the world that might not have learned the same cultural practices, fresh 16-18 year olds living alone for the first time that have to do all their own chores and don't even know how to take care of themselves in some cases or do laundry or anything like that and it doesn't mean they were illegal immigrants or anything, just that they never put in the effort to learn because they were too entitled, its the same with entitled kids that go to Korea or Japan from north America as well that don't learn their culture and customs and misbehave because they are too entitled, and once you understand that you can see the bigger picture more clearly instead of just defaulting to racism. Also I'm not saying they can't be frustrated, its frustrating for everyone, even for me but racism isn't the answer.
Identity Attack0.38699543
Insult0.2817503
Profanity0.06646215
Threat0.015256803
Severe Toxicity0.016771052
Moderate 0.36867723 Constructive 0.855 Moral_Argument
Sep 20, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
You can't say every Indian there are robbing. My niece moved to Canada as a student, studied there 6 yrs works in as a software engineer.
You can't say every Indian there are robbing. My niece moved to Canada as a student, studied there 6 yrs works in as a software engineer.
Identity Attack0.4054415
Insult0.26957804
Profanity0.08613731
Threat0.008375733
Severe Toxicity0.011978149
Moderate 0.3666224 Constructive 0.681 Personal_Narrative
Sep 22, 2025 Inside Canada's Indian Metropolis (Brampton)
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)
South side of Edmonton Alberta is like this too. I hate it how indian ppl say they built Canada but like if they built Canada how come they cant build india better?
South side of Edmonton Alberta is like this too. I hate it how indian ppl say they built Canada but like if they built Canada how come they cant build india better?
Identity Attack0.44690517
Insult0.16883044
Profanity0.08807703
Threat0.008686432
Severe Toxicity0.014188796
Moderate 0.3666224 Moderate Con 0.477 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Imagine these people build a 20ft tall statue and say it is god and puts it near the road for all to see, really?? Who is really in charge in Canada. All these false gods …
Imagine these people build a 20ft tall statue and say it is god and puts it near the road for all to see, really?? Who is really in charge in Canada. All these false gods with eight hands?? They are just inviting destruction on Canada!!
Identity Attack0.29035977
Insult0.2817503
Profanity0.040158957
Threat0.05721026
Severe Toxicity0.014447021
Moderate 0.3625127 Low Con 0.208 Fear_Threat
Aug 29, 2025 2 likes Why Canadians Are Turning Against …
In the USA, a video like this would change policy. In Canada, people are going to say Tyler is a racist bigot. That Canada needs immigrants and love diversity. Canada is too far gone. 51st …
In the USA, a video like this would change policy. In Canada, people are going to say Tyler is a racist bigot. That Canada needs immigrants and love diversity. Canada is too far gone. 51st solution NOW
Identity Attack0.27340925
Insult0.35677677
Profanity0.027547138
Threat0.00789674
Severe Toxicity0.010375977
Moderate 0.36095104 Moderate Con 0.333 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Whenever someone tries to strike up a racist conversation with me about immigration I say "I know what you mean, Canada needs more black people right?"
Whenever someone tries to strike up a racist conversation with me about immigration I say "I know what you mean, Canada needs more black people right?"
Identity Attack0.44690517
Insult0.1505596
Profanity0.044668075
Threat0.007586042
Severe Toxicity0.011520386
Moderate 0.3561489 Constructive 0.549 Humor_Satire
Jan 29, 2026 Inside Canada's Indian Invasion...
Guys can I make one thing clear… stop calling them “Indians” most of them are “khalistani” operates out of canada for a war against India and separative movements. They want to break India. So how …
Guys can I make one thing clear… stop calling them “Indians” most of them are “khalistani” operates out of canada for a war against India and separative movements. They want to break India. So how can you call them Indian? If you don’t make these types of videos. I’m sorry to say but canada will change into punjab. But next time make sure you call them by who they are “khalistani” and as an Indian pressure your government to send them back!
Identity Attack0.42615733
Insult0.18977246
Profanity0.040409464
Threat0.038220957
Severe Toxicity0.018836858
Moderate 0.35186127 Moderate Con 0.495 Unverified_Claim
Aug 26, 2025 Why Canadians Are Turning Against …
Wow, it's like the powers that be in Canada for the last 10 years drilled into people's heads on social media, that being a racist is worse than being a murderer, and then proceeded to …
Wow, it's like the powers that be in Canada for the last 10 years drilled into people's heads on social media, that being a racist is worse than being a murderer, and then proceeded to flood the country with immigrants from India and hope that people would self-censor and not say anything.
Identity Attack0.28034934
Insult0.32211447
Profanity0.02522431
Threat0.030278467
Severe Toxicity0.012207031
Moderate 0.34757367 Moderate Con 0.411 Unverified_Claim
Jan 28, 2026 Inside Canada's Indian Invasion...
I’ve had conversations with Indians who say there’s too many Indians. Prior to the past 10-11 years of liberal “leadership,” we only let in 40k people per year. Now on average over trudeaus time we …
I’ve had conversations with Indians who say there’s too many Indians. Prior to the past 10-11 years of liberal “leadership,” we only let in 40k people per year. Now on average over trudeaus time we on average let in 1 million people per year. It’s disgusting. It’s purely the liberals thinking “oh yeah all of of them vote the same, let’s bring em in and they’ll vote us in.” Short term play all about greed and power worship. Instead of a long term play to serve Canada. Indians and other immigrants who came here before this liberal season, they all despise the new immigrants. Because they had to jump through so many hoops to become Canadian. These new people are welcomed even though they don’t work and go straight on welfare. It’s sick and twisted.
Identity Attack0.37082586
Insult0.28791866
Profanity0.084844165
Threat0.010705971
Severe Toxicity0.012207031
Moderate 0.34757367 Constructive 0.592 Policy_Critique
Feb 10, 2026 1 likes Inside Canada's Indian Invasion...
I by no means am racist, I'm First Nations & I've pretty much had it. India is not our #1 culture here in Canada, I hate calling a store & the person on the other …
I by no means am racist, I'm First Nations & I've pretty much had it. India is not our #1 culture here in Canada, I hate calling a store & the person on the other end can not speak english, it's the most frustrating thing. My g/f daughter applied @ a tim Horton's & get this one, do you speak Punjabi-honest to god - enough. Subway, 7-11's, gas stations, Value Village etc. everywhere you turn. They can be rude no not all but again if I have to ask you 3 times the same question because I do not understand your answer - we have a problem. Y'all we have a problem & then they want to barter about prices if they are buying - they want the cheapest price. Like I say mine is the language barrier & being rude because I don't understand you
Identity Attack0.36702603
Insult0.24928534
Profanity0.13168186
Threat0.013010317
Severe Toxicity0.020386212
Moderate 0.34328604 Constructive 0.813
Aug 29, 2025 1 likes Why Canadians Are Turning Against …
Canada sells citizenship like groceries To the lady saying I’m Canadian no you’re not Every single Indian stick to their own racial group Black people stick together with their own racial group Whites also stick …
Canada sells citizenship like groceries To the lady saying I’m Canadian no you’re not Every single Indian stick to their own racial group Black people stick together with their own racial group Whites also stick together with their fellow whites So there’s no nationalism in this country Even though you have Canadian citizenship you will only help someone who has same skin colour like you Indian business will only hire Indians , Indian homeowners will only rent out their own Indian people Indians even force other foreigners to speak their language Hindi or punjabi if they want to live with them India itself is very racist country , few years ago group of Nigerians were arrested and handcuffed like criminals they treat black people like criminals
Identity Attack0.3895355
Insult0.23237456
Profanity0.039407436
Threat0.009566744
Severe Toxicity0.014640691
Moderate 0.3389984 Constructive 0.607 Policy_Critique
Sep 20, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
What you are seeing is a take over. Dont forget only one state in India is 40 millions people, the entité population of Canada. It is nothing for yhem to take over if let Them …
What you are seeing is a take over. Dont forget only one state in India is 40 millions people, the entité population of Canada. It is nothing for yhem to take over if let Them in. Carney again wore the turban recentky. That should never happen. What message are été sending to the world. That we do have our own identity anymore.The most surprising is thèse Sikh people have no shame in destroying our country, our history, its root, They are rewriting our history by saying they were hère in the 1900. Bullshit. We started to be Invaded little by little 20 years ago, As long as they can abuse the system, they will keep coming ans have bâbord here. It $$ yo gave baby here. It is so madening to see this.
Identity Attack0.38826546
Insult0.26957804
Profanity0.064458095
Threat0.025961896
Severe Toxicity0.020644438
Moderate 0.3389984 Moderate Con 0.423
Nov 29, 2025 Inside Canada's Indian Metropolis (Brampton)
Just like with the rest of our problems here in Canada 🇨🇦; we can’t keep saying “it’s not as bad as the U.S, so it’s ok. No need to panic” - this attitude has to …
Just like with the rest of our problems here in Canada 🇨🇦; we can’t keep saying “it’s not as bad as the U.S, so it’s ok. No need to panic” - this attitude has to end. The standard shouldn’t be that low. We can do better. Responsible Canadians shouldn’t lose their gun rights because of foreign pirates and gangsters.
Identity Attack0.33675182
Insult0.3406697
Profanity0.028230323
Threat0.0101363575
Severe Toxicity0.008010864
Moderate 0.3389984 Moderate Con 0.474 Comparative_Framing
Feb 19, 2026 1 likes Canadian immigration officers investigating hundreds …
I live in canada and in my apartment building a bunch of Indians live there and what they do is literally throw their own trash out of the balcony ruining the grass, everywhere you look …
I live in canada and in my apartment building a bunch of Indians live there and what they do is literally throw their own trash out of the balcony ruining the grass, everywhere you look there will be trash, it gotten so bad the owner of the building put a note on all floors saying if you litter or don’t throw out your trash your being recorded and will get fined.
Identity Attack0.36702603
Insult0.26395
Profanity0.057944927
Threat0.010084574
Severe Toxicity0.012435913
Moderate 0.3389984 Constructive 0.575
Jan 27, 2026 Inside Canada's Indian Invasion...
The racists say they don’t want to get an education when they actually pay three times the tuition. Which bring in billions a year. The racists don’t contribute billions into Canada.
The racists say they don’t want to get an education when they actually pay three times the tuition. Which bring in billions a year. The racists don’t contribute billions into Canada.
Identity Attack0.28034934
Insult0.26957804
Profanity0.02303812
Threat0.007340072
Severe Toxicity0.0077819824
Moderate 0.3367073 Low Con 0.233 Economic_Argument
Sep 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Not sure why this isn’t country wide. I came to Canada as a legal immigrant 40 years ago worked and paid taxes my whole life. Pains me when I see fake refugee claimants getting free …
Not sure why this isn’t country wide. I came to Canada as a legal immigrant 40 years ago worked and paid taxes my whole life. Pains me when I see fake refugee claimants getting free dental while I pay through the nose. And many such injustices. Many fake refugees claimants say they are gay when they are not claim life threatened at home country but as soon as get documents run home for a visit…lThis government needs to stop making us hardworking folks pay for these abusers cause they want to be so called politically correct. I remember when Trudeau told all the migrants Trump wouldn’t tolerate to come to Canada. What a plonker.
Identity Attack0.37879246
Insult0.25007802
Profanity0.04867618
Threat0.012958534
Severe Toxicity0.010910034
Moderate 0.33338684 Constructive 0.597
Nov 24, 2025 Quebec Ends Economic Immigration Program …
Hate to say it but white people in Canada , Australia, UK, USA need to find the lord.
Hate to say it but white people in Canada , Australia, UK, USA need to find the lord.
Identity Attack0.38318536
Insult0.100019015
Profanity0.07126612
Threat0.010964886
Severe Toxicity0.0128976675
Moderate 0.3317266 Low Con 0.266 Identity_Assertion
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
this video was very unresolved message buddy. i am sorry if my words sound stupid or weird, my apologies. as an indian who live in india, yes the scarcity related to jobs and financial scrutiny …
this video was very unresolved message buddy. i am sorry if my words sound stupid or weird, my apologies. as an indian who live in india, yes the scarcity related to jobs and financial scrutiny is real but i wouldn't dare leave my country. there are ways to live happily here i am sure for some it might not be as such and they chose to live abroad that's their decision i have nothing to say there. but you have to also understand India houses 1.47 billion population. 1 out of 300 people are able to get in canada but since the size pool is bigger that tries for it the number sky rocket as well. i have no remarks against india not against the canadian who have lived there for generations. in my eyes they both are right and it's government that should do something about it. i can totally understand the perspective of white canadians if all they see is a chruch that was turned into a hindu temple.
Identity Attack0.15303208
Insult0.23237456
Profanity0.2453505
Threat0.02181799
Severe Toxicity0.017416617
Moderate 0.3302291 Constructive 0.82
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
the old indian guy saying newcomers should assimilate is so true. Like it's genuinely scary. Of course canada is not like the US and we don't have ICE (thank god) but it's still scary. The …
the old indian guy saying newcomers should assimilate is so true. Like it's genuinely scary. Of course canada is not like the US and we don't have ICE (thank god) but it's still scary. The violent crime has been skyrocketing. Guns are becoming more common. Sexual Assaults are increasing.. It's a lot of third-world violence and ideals being brought here.
Identity Attack0.3043136
Insult0.1711343
Profanity0.044417568
Threat0.04029291
Severe Toxicity0.01412424
Moderate 0.32919475 Constructive 0.705 Fear_Threat
Feb 4, 2026 1 likes Inside Canada's Indian Invasion...
When a INDIAN says ther is too MAnY INDIAN IN CANADA that means it really is to much indian in CANADADA😅☠️
When a INDIAN says ther is too MAnY INDIAN IN CANADA that means it really is to much indian in CANADADA😅☠️
Identity Attack0.38230872
Insult0.14331897
Profanity0.047674157
Threat0.007547205
Severe Toxicity0.014382465
Moderate 0.32919475 Low Con 0.252 Humor_Satire
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I must say it is refreshing to hear the same opinion from immigrants that did things the correct legal way and for the right reasons. I thank all of you for speaking up surely you …
I must say it is refreshing to hear the same opinion from immigrants that did things the correct legal way and for the right reasons. I thank all of you for speaking up surely you can't be labeled racists etc for speaking the truth! I can tell you right now if I was to go to another country I would not get there illegally and take advantage of anything and everything I can from that countries government while showing hate for that very country. I sure as hell would not expect society in that country to bow down and be forced to accept and support the ways I knew from being from Canada. It blows my mind to see the level of entitlement and ignorance! Canada is dying........quick
Identity Attack0.28034934
Insult0.24630153
Profanity0.24910301
Threat0.010938995
Severe Toxicity0.017158391
Moderate 0.3286776 Constructive 0.759 Identity_Assertion
Aug 25, 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.