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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

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All 13 Dimensions

Score Distribution

Scored: 55,769
Unscored: 596,542 remaining
9.3% complete
{# Expects: explorer_rows, explorer_total, explorer_pages, current_page, page_range, filter_opts, f_q, f_polarity, f_tox_min, f_tox_max, f_sort, f_cluster, f_scope, explorer_reset_url #}

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Active: "At this rate, we're only …" 16 comments
Who tells you all this bullshit free this free that OK if you’re a refugee, you might get $3000 coming in that’s it. You don’t get free anything so go fuck yourself assholes we need …
Who tells you all this bullshit free this free that OK if you’re a refugee, you might get $3000 coming in that’s it. You don’t get free anything so go fuck yourself assholes we need immigrants and we need them very badly. We don’t need people believing the bullshit just cause the Internet says sojust look at our birth rate. Look at our older people put the two numbers together and see how much we need more people.
Identity Attack0.46028158
Insult0.6675394
Profanity0.8186401
Threat0.13650303
Severe Toxicity0.50703704
Toxic 0.8988238 Moderate Con 0.379 Insult
Aug 31, 2025 Why Canadians Are Turning Against …
Yeah, keep putting more taxes on everything. Keep taxing income and property that has already been taxed. Then act surprised when the fertility rate drops that low! So then you bring in migrants who will …
Yeah, keep putting more taxes on everything. Keep taxing income and property that has already been taxed. Then act surprised when the fertility rate drops that low! So then you bring in migrants who will reproduce like crazy. Then you need to collect even more taxes, robbing your hard-working population to provide for them, and you get even more surprised. But of course, you know exactly what you're doing. Those low-quality migrants are your future voters. That's why your asses in the government seats aren't going to be replaced anytime soon. Good job, liberals! Just remember, the branch you're sawing off now is the one you're sitting on. Your fall is inevitable; it's only a matter of time.
Identity Attack0.35299334
Insult0.489133
Profanity0.40878695
Threat0.023199292
Severe Toxicity0.0394905
Moderate 0.50789946 Moderate Con 0.39 Policy_Critique
Aug 26, 2025 1 likes Why Canadians Are Turning Against …
Please do a video on the invasion of Mexicans / Hispanic into America over decades...but especially during the Biden admin; FORTY MILLION ILLEGALS, just during his 4 year fraudulent term; the Indian invasion pales in …
Please do a video on the invasion of Mexicans / Hispanic into America over decades...but especially during the Biden admin; FORTY MILLION ILLEGALS, just during his 4 year fraudulent term; the Indian invasion pales in comparison to how many Illegal Mexicans there are in the USA, totally flying under the radar, protected by a corrupt leftist media, & because they are protected by leftist towns, their city council, etc...and compromised leftist law enforcement, who also, btw, pay these ppl to gangstalk & harass, and illegally surveille, American citizens in these invaded towns. These ppl always travel in packs and gangs of people so they all support each other with money and aid in teaming up against others they hate; they believe America belongs to them & are ignorant of historical Facts & even so, do not care, and these ppl who refuse to assimilate or get legal citizenship, act entitled & present an attitude that everything here and everywhere but especially in America, is for Theirs for the taking...including white men...girls. They also have a very high rate of drug use / smuggling, early pregnancy among females, violence; gangs, etc...etc..far greater corruption & deviance than Indian culture which many of these things are mostly non-existent...at least Indians are intelligent & keep to themselves & are quiet....not that I support an all- out invasion...Attention though needs to also be on how illegal Hispanic culture, etc...has completely changed, and not for the better; the demographic & atmosphere of once peaceful, and at least once fairly educated, once nice looking American cities & towns...& they are taking all of our jobs, & then forcing applicants to learn the language of these foreign invaders, discriminating against citizens who don't speak their language; these ppl are getting massive funding in all sorts from all sorts of NGO's & elsewhere..: they are also driving far better, & more expensive vehicles than many citizens...so where is the money coming from...& they're buying up all our land, building housing for themselves, family, & for other illegals...which is, of course also corrupt & illegal...Money hungry & leftist leaning Real estate agents are just pushing these housing applicants through...no background check, nothing, and no one is investigating just that aspect alone...Many are also now copying American culture & opening up these copied businesses to monetarily capitalize on what sets Americans apart from Hispanic culture. And also...illegals are literally, violently Hunting ICE...threatening them, hurting and killing them, at the behest of other corrupt officials who invaded and took political power for a corrupt agenda; it is beyond treason. This is quite sad though for Canada...all of our towns are being deliberately RUINED BY GLOBALISM.
Identity Attack0.46028158
Insult0.34548226
Profanity0.0741757
Threat0.01750142
Severe Toxicity0.020257099
Moderate 0.39987978 Constructive 0.646 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
I don’t understand like you bring it 4 million of them in four years. This is too much you change the whole system in Canada and most of them are getting free healthcare freeform free …
I don’t understand like you bring it 4 million of them in four years. This is too much you change the whole system in Canada and most of them are getting free healthcare freeform free apartments look the Canadian total debt increased by like $300 billion in a couple years because of those people I’m not against Indian. I have Indian friends but this kind of Indian people like you go there like you’re built like 50 call what the hell is wrong with you like you have to understand that’s a Christian country or they believe in God in one car they don’t believe in paganism and 20k kids. Still 4 million people is not normal to move in 4 years Is not fair Even im albanian u bring 4 million albanian in cannada i dont agree with it Is like increasing popullation 15 percent in 3-5 years Indian people drive bad than the cannadian people pay high insurance rates So you called me in Canada and you use free houses free renting free stuff and taking the other people money it’s not good that’s why you need to make your government India to develop your country better and not to attack the Muslim and be racist against the Muslims and the Indian Muslims Here we go with pagan gods looks ugly statue, bro the God is the creator of everything there’s no human gods stop leaving in fairytale paganism
Identity Attack0.36273825
Insult0.30797598
Profanity0.3320008
Threat0.012596053
Severe Toxicity0.023076924
Moderate 0.37751234 Constructive 0.521 Policy_Critique
Feb 26, 2026 Inside Canada's Indian Invasion...
The Bike guy is spewing objectively false things about Africans using Richard Lynn IQ data which is disproven: Why "National IQ" Data is Fraudulent 1. The Data is Factually Fraudulent (Sample Bias) Richard Lynn did …
The Bike guy is spewing objectively false things about Africans using Richard Lynn IQ data which is disproven: Why "National IQ" Data is Fraudulent 1. The Data is Factually Fraudulent (Sample Bias) Richard Lynn did not use representative samples. For example, he famously assigned Equatorial Guinea an average IQ of 59 based on a group of children in a Spanish home for the developmentally disabled, then claimed that score represented the entire country. Peer-reviewed studies by researchers like Jelte Wicherts proved that Lynn systematically ignored higher-scoring African studies (some in the 80s and 90s) to keep his "averages" artificially low. If you judge a country’s intelligence by testing its hospitals and orphanages, you aren't a scientist—you're a fraud. 2. Nutrition is the "Hardware" of the Brain Intelligence cannot develop without biological fuel. As of 2026, roughly 30% of children in Sub-Saharan Africa suffer from stunting due to chronic malnutrition. Science proves that iodine and iron deficiencies alone can drop a population's IQ by 10–15 points. You aren't measuring "race"; you are measuring starvation. 3. The Education Gap (Abstract Reasoning) IQ tests do not measure "raw brain power." They measure Western-style schooling. Studies show that for every single year of formal education, a person’s IQ score increases by 1 to 5 points. Comparing the scores of people in countries with 30% literacy rates to people with PhDs in the West is like comparing the "athletic ability" of a runner to someone who has never been given shoes. 4. The "Age and War" Factor The median age in many African nations is under 20, compared to over 40 in Europe. These tests are often administered to children and adolescents in areas plagued by toxic stress from war and displacement. Peer-reviewed research confirms that trauma and PTSD physically impair the parts of the brain responsible for the logic puzzles found on IQ tests. 5. The Flynn Effect (The Death of the Racial Argument) If IQ were "innate" and "racial," it would never change. However, as nutrition and education improved in the West over the last 100 years, average IQ scores jumped by nearly 30 points. This is called the Flynn Effect. African scores are currently rising at the same rate as they develop. The "gap" is a development gap, not a genetic one. Conclusion: Using Richard Lynn’s data doesn't make you a "truth-teller"; it means you fell for a man so biased that his own university revoked his emeritus status for scientific or incompetence and racism. You are confusing privilege—access to food, safety, and a classroom—with innate ability.
Identity Attack0.27914262
Insult0.25404143
Profanity0.16357292
Threat0.025098583
Severe Toxicity0.018836858
Moderate 0.33836752 Constructive 0.527 Unverified_Claim
Jan 28, 2026 3 likes Inside Canada's Indian Invasion...
As a non Indian Canadian born and raised I’m disgusted where my country has gone. Our population has doubled since 1980, not by birth rate, but because of the amount of Indians that have immigrated …
As a non Indian Canadian born and raised I’m disgusted where my country has gone. Our population has doubled since 1980, not by birth rate, but because of the amount of Indians that have immigrated here. Unfortunately, they have no desire to assimilate, they bring their own culture and they stay in their own communities. The government offers tax breaks for businesses, hiring foreign workers over people born in Canada, leaving the youth without any part-time work. On top of that some of my favourite restaurants growing up, I haven’t eaten at in years because it’s been taken over by Indians, the quality of food goes down, you end up getting food poisoning and if you aren’t in their community, you get worse service and get charged more than what an Indian would pay at the same restaurant. They don’t understand cleanliness or sanitation, they leave their garbage and waste on the street and dump it in random locations, and quite frankly have no respect for anyone who lives here or the country that has taken them in. I feel like a minority of my own country and I truly don’t understand what being Canadian means anymore because I’m pretty sure being Canadian is a thing of the past. Most of my friends have moved further north, to Vancouver island or moved out to the prairies to get away from them and higher prices as everything gets more expensive, thanks to our government, caring more about immigrants than citizens. When a family gets accepted to come here they bring their parents their aunts and uncles their brothers and sisters on temporary visas, they also collect social assistance as soon as they arrive and when their visas expire, they have no desire to go back, which has resulted in thousands of illegals remaining here. I mean I get it. Why would you go back when you’re getting treated better here and are given food, housing and an allowance every month but it’s gotten to a point where India outnumbers Canadians. I want them all sent back.
Identity Attack0.36702603
Insult0.16839184
Profanity0.041912504
Threat0.0084793
Severe Toxicity0.012359619
Moderate 0.30319387 Constructive 0.737 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Canada is doomed, there is no saving it... as a canadian working in the trades you would not believe how many liberals there are it seems to me that 50% of genz, 75% of gen …
Canada is doomed, there is no saving it... as a canadian working in the trades you would not believe how many liberals there are it seems to me that 50% of genz, 75% of gen x and 90% of boomers are liberal. they're importing these people at such a rapid rate and they all out breed whites. there's no chance the country will ever vote in a politician that will fix this... and what would that even look like? capture and deport every immigrant (and their anchor babies) from the last 10-15 years? its just not feasible... my advice to fellow Canadians; get out while u can its going to get unimaginably worse in the next ten years
Identity Attack0.2877625
Insult0.16861114
Profanity0.041912504
Threat0.014048163
Severe Toxicity0.010986328
Low Tox 0.295883 Constructive 0.557
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Remember the British stole $44 Trillion from Indians during colonial era. India controlled over a quarter of the world trade before they arrived. India was a bigger economy than US adjusting for inflation. The Industrial …
Remember the British stole $44 Trillion from Indians during colonial era. India controlled over a quarter of the world trade before they arrived. India was a bigger economy than US adjusting for inflation. The Industrial revolution was built on back of Indian slaves paying 70 percent taxes to the crown. Canada, UK and Australia were built on this stolen money. They stole money from the Indians and they stole land from the indigenous. This video shows nothing but prejudice. People only have a problem with brown immigrants. I remember 35,000 European immigrants arrived in the city in 2021 even before the Ukraine war and no one cared. Brampton has 27% Indian people so they're clearly not a majority but they are a majorly targeted group because of this prejudice. I don't have the Canadian numbers but in the US 6% of tax comes from Indians and they're 1% of the population. You don't have to trust me you can look it up. The motives of this look racist because when you try hiring white folks the retention rate is extremely low, these past 6 months I have seen 8 employees in managerial positions who quit less than 2 weeks and it's impossible to retain them no matter what salary you offer and then when you go hire an Indian they just don't quit and work harder. But again that's an anecdote, that doesn't mean white folks don't work hard. Everyone has different experiences so stop, putting half baked stuff out on the internet and stop embarrassing yourself. You got a problem, go back to your country. Why don't you go back to jolly old England and serve the queen.
Identity Attack0.27510223
Insult0.21135417
Profanity0.028776871
Threat0.011146127
Severe Toxicity0.008888245
Low Tox 0.28674445 Constructive 0.657
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
😂😂😂 I never thought you’d actually do a video on Brampton. The “Doctors and Engineers” offer nothing good to us. Everyone used to live there, used to be a good prominent neighbourhood. Thankfully I got …
😂😂😂 I never thought you’d actually do a video on Brampton. The “Doctors and Engineers” offer nothing good to us. Everyone used to live there, used to be a good prominent neighbourhood. Thankfully I got out in 2002. Since the influx of Jeets, our insurance rates have sky rocketed, it’s impossible to get a decent job anywhere because they lie on their resume and scam the system, all while the government is giving them money. They also infect any place/city you want to go to. In 2017 it was a bad time to be in college/university, fast forward to now and how much more our government has imported, all of Ontario is doomed. Hope you went to Singh Hortons while you were here, it used to be good, now you’re lucky if you don’t get sick because of their hygienic standards. The only thing they’re good for is delivering us food when we don’t want to leave our house. The worst part is these people think they’re needed here and think they’re better than us Canadians because the government pushed them here. Useless people that infected and ruined everything we had, the jeet fatigue is real.
Identity Attack0.053399716
Insult0.24171697
Profanity0.07934829
Threat0.009307829
Severe Toxicity0.008506775
Low Tox 0.28425202 Constructive 0.564 Fear_Threat
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
I am disgusted by what Canada has become. The government has allowed a free for all to take place without checks and balances for their own profit…whether it’s votes for political mileage, money that is …
I am disgusted by what Canada has become. The government has allowed a free for all to take place without checks and balances for their own profit…whether it’s votes for political mileage, money that is being invested by certain people groups that will help enrich the pockets of government or whatever the reason - has caused this country to descend to the dumps st a rate faster than it takes to say ‘Oh Canada’. As an immigrant, I have seen the degeneration within the country (particularly Toronto & GTA) in 10 years. Sometimes it feels like you’re in a different country, with a different language other than English or French, individuals who refuse to adopt the traditional Canadian lifestyle, who are allowed in with little value for system and order, allowed to procreate and ‘raise’ children who don’t appreciate the Canadian values, both born and immigrants using crime as their currency to their warped perception of wealth and an whole history of issues that impact the lives of the average law and culturally abiding citizen. Oh there’s so much more that can be said about the state of this nation, but if there are bold-faced chants about who will be ruling Canada by 2060, those that have the power to do something need to pay VERY CLOSE ATTENTION. That is not just wishful thinking. That is a threat that will come to pass if a blind eye and a deaf ear is turned which, the government seems bent on doing. A word to the wise is sufficient.
Identity Attack0.116281845
Insult0.1823172
Profanity0.041160982
Threat0.007948523
Severe Toxicity0.0059127808
Low Tox 0.25462922 Constructive 0.677 Policy_Critique
Sep 9, 2025 1 likes Why Canadians Are Turning Against …
Yeah as a Canadian who lives in the Greater Toronto Area, I can appreciate how immigration as a concept is good. But Canada is at a point now where a large influx of immigrants are …
Yeah as a Canadian who lives in the Greater Toronto Area, I can appreciate how immigration as a concept is good. But Canada is at a point now where a large influx of immigrants are shocking our economy and dropping our quality of life. And the majority of these immigrants come from one country. No hate to India, as a half Indian myself, but when you bring these people over in droves, they feel it unnecessary to assimilate as they all coalesce with each other - where they feel comfortable. So you have the majority of them who don't speak our language, who don't carry our values, and don't feel that any of it is required. And it makes you feel, as a Canadian like you're being taken over. We want a lower immigration rate, and we want a greater spread of people from across the world. I don't want Canada to become India.
Identity Attack0.24970764
Insult0.08582769
Profanity0.029050145
Threat0.008686432
Severe Toxicity0.00705719
Low Tox 0.22579013 Constructive 0.843
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I heard why the government did the immigrants wrong. I was talking to an uber driver and my pharmacist. They told me the promises of luxury in Canada has and offered for them to live …
I heard why the government did the immigrants wrong. I was talking to an uber driver and my pharmacist. They told me the promises of luxury in Canada has and offered for them to live a better lives. They didn't know after they came here for work and or college/university they become in major debt. They said that they're in a luxury debt and never getting out of debt knowing that they're stuck in Canada and can't be allowed to leave unless they pay off the debts. That's 100 % wrong to do that to people when they know they don't feel welcomed and want to go home. I'm a metis Canadian and I had to leave Ontario to find affordability and miss my home. GOVERNMENT THIS IS YOUR FAULT AND YOU KNOW IT! Let them go home in debt. You made this mess. FIX IT! Including the baby boomers that made the problem started 8 % rate interests to buy houses. That was a mistake that should be bought 1 house and nothing else. I forgot to add something. The uber driver told me that india doesn't know that it's a debt luxury trap that you can't leave unless you pay your debt. He felt alone and found some people and the internet to make himself feel better temporary. TEMPORARY! He hates it here, but he respects Canadians. He feels sorry for the new ones that are coming to become debt trap. It's the same for the pharmacy. She got into college to be a pharmacy and bought the store. She is on low income but doesn't qualify for any supports like benefits to pay off her medical things. The reason she can't because they'll see the pharmacy store is income. Wait what? So she doesn't quilify for benefits because she's making income to pay off her massive loan to do her job. It's not enough to live by as what she told me. She also does misses home, but also traped in luxury debt. This is what I have learned so far. I went through a car accident and coudln't get out of the car. I thought in Brampton, Ontario was the rudest people on the planet, but was saved by the angels of indian people saved me out of the vehicle from the smoke. I still thank you! There is still good people out there and some are stupid people out there. Keep it up because being kind gets you to be positive to others and make things better when the world is fcked right now.
Identity Attack0.060675595
Insult0.03566399
Profanity0.019348921
Threat0.0074824756
Severe Toxicity0.002822876
Low Tox 0.11129999 Constructive 0.816
Sep 10, 2025 2 likes Why Canadians Are Turning Against …
Grew up in Brampton from age 5-10, half a decade of being a kid in such an open suburb area. Many neighbourhoods now we're farmlands and empty lots. The Indian population was just starting to …
Grew up in Brampton from age 5-10, half a decade of being a kid in such an open suburb area. Many neighbourhoods now we're farmlands and empty lots. The Indian population was just starting to boom, as I thought would all other ethnicities. Regardless of the changes of demographics, Brampton is still such a beautiful city, just taken over by overpopulation at a fast pace. We do not complain, but as a Country we should consider the rate of growth as a positive but also has many negatives. Finding jobs in Brampton is nearly impossible as a young adult - and also looking for new homes with landlords that aren't of Indian descent is becoming a rare occurrence. Changes can be made to benefit both Canadians and Indians as we are known for accepting all cultures, that is what I love about Canada. It is a sight to see when you witness the Indian culture in Brampton, lets not take that away!
Identity Attack0.060220852
Insult0.03070583
Profanity0.021876704
Threat0.008867673
Severe Toxicity0.0033569336
Low Tox 0.09785384 Constructive 0.869 Personal_Narrative
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Thank you Tyler for covering this issue. A lot of Canadians who were born here feel the same way about this country turning into South Asia 2.0, but very few are vocal about it, and …
Thank you Tyler for covering this issue. A lot of Canadians who were born here feel the same way about this country turning into South Asia 2.0, but very few are vocal about it, and some are willfully blind to the consequences. This may be an immigrant country, but it's certainly not sustainable at the rate we're going....
Identity Attack0.033527173
Insult0.022706337
Profanity0.00995513
Threat0.006246155
Severe Toxicity0.001168251
Low Tox 0.058737632 Constructive 0.728 Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
"How corporate media betrayed the principles of journalism for ratings that massage the political ego of their owner." Is a much more compelling story that has waaay bigger ramifications then the slop you're discussing.
"How corporate media betrayed the principles of journalism for ratings that massage the political ego of their owner." Is a much more compelling story that has waaay bigger ramifications then the slop you're discussing.
Identity Attack0.0027378413
Insult0.028502205
Profanity0.012073003
Threat0.0061296434
Severe Toxicity0.0007534027
Low Tox 0.054037213 Low Con 0.299
Jun 25, 2025 1 likes How Canada broke its immigration …
At this rate, we're only a couple decades away from 'hiring bilingual' meaning 'Hindi and English', not French.
At this rate, we're only a couple decades away from 'hiring bilingual' meaning 'Hindi and English', not French.
Identity Attack0.021083053
Insult0.012224905
Profanity0.013234417
Threat0.0066345283
Severe Toxicity0.0012111664
Low Tox 0.031684756 Low Con 0.204 Fear_Threat
Oct 24, 2025 Inside Canada's Indian Metropolis (Brampton)

Perspective API Dimensions Reference

13 dimensions explained

Toxic (6)

Toxicity
— Rude, disrespectful, or unreasonable
Severe Toxicity
— Very hateful or aggressive
Identity Attack
— Targeting race, religion, gender, etc.
Insult
— Inflammatory or provocative language
Profanity
— Swear words or obscene language
Threat
— Intention to inflict pain or violence

Prosocial (7)

Affinity
— Agreement or shared understanding
Compassion
— Concern for others' wellbeing
Curiosity
— Desire to learn or understand more
Nuance
— Acknowledges complexity or multiple perspectives
Personal Story
— Shares personal experience
Reasoning
— Evidence-based or logical argumentation
Respect
— Politeness and consideration for others
Data sources: comment_perspective_scores, comment_embeddings, and view_comment_sentiment · Scores are probability values (0–1) from Google's Perspective API via Communalytic.