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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: "Problem here in Canada is …" 312 comments · Page 10 of 13
You should also make a video on the Italian invastion of the Ontario government in Canada. They've captured the goverment and are given tens of billions in government contracts and grants, back-door deals, and heads …
You should also make a video on the Italian invastion of the Ontario government in Canada. They've captured the goverment and are given tens of billions in government contracts and grants, back-door deals, and heads up on projects (413 highway) before the public knows so Italians can buy up all the land. Check out the companies that received funding from the Skills and Development fund. Mostly Italian companies and donors to his government. It's also ironic, because this government lobbied for more and more immigrants and opened up scam colleges to bring immigrants in and exploit them for low wages. But na, let's ignore all that and blame immigrants for everyone's problems.
Identity Attack0.057492398
Insult0.05203446
Profanity0.017709278
Threat0.007832011
Severe Toxicity0.0030517578
Low Tox 0.11202335 Constructive 0.582 Unverified_Claim
Mar 1, 2026 Inside Canada's Indian Invasion...
14:25 The fellow speaking here says the government isn't being honest about how the country is changing. That's simply not true: the goverment has acknowledged the problem, and that immigration has happened too fast. To …
14:25 The fellow speaking here says the government isn't being honest about how the country is changing. That's simply not true: the goverment has acknowledged the problem, and that immigration has happened too fast. To make matters worse, this fellow then makes a dishonest claim himself. The 817,000 arrivals during the first three months of 2025, that he claims is not immigration, but a population bomb. He's not telling you that this figure is not reflective of people seeking to remain in Canada permanently. The figure includes student visas, work permit holders including work permit extensions: many of these people will benefit Canada and then go back to their countries. If you look at the FAR more relevant figures for actual population growth, they show that the population will grow MUCH more slowly in 2025 than it did in 2024. I'm disappointed that the person who made this video did not see fit to provide real context to all this anti-immigrant sentiment. Inflating the problem is dangerous. The economic hurt is real, but throwing into the mix completely misleading figures about how fast the population is growing only serves to weaponize the pain being felt from the economy, against immigrants. We can't have a lucid conversation about the problem and the solutions, if the medium is this non-existent standard for fact-checking. Channel owner, please do better.
Identity Attack0.019274252
Insult0.059061307
Profanity0.017845914
Threat0.0084793
Severe Toxicity0.0024795532
Low Tox 0.11202335 Constructive 0.773 Policy_Critique
Aug 25, 2025 Why Canadians Are Turning Against …
Trudeau and Jagmeet had a deal. What wad it? Since then this has become a huge problem. Don't expect the feds to fix this overnight. Stop immigration for 5-10yrs and hire a dept to verify …
Trudeau and Jagmeet had a deal. What wad it? Since then this has become a huge problem. Don't expect the feds to fix this overnight. Stop immigration for 5-10yrs and hire a dept to verify ALL student visa, biometrics, overstays, etc. Start a dept to do surprise visits to all work establishments for documentation of all employees. Stop giving money away to refugees unless 100% verified to be actual refugee. Don't bring your culture to another country if you left your country. When you leave you adapt to the countries way of life. Canada is not for you of you cannot respect Canadians way of life.. We don't want your cultures, we already have our own Canadian way of life.
Identity Attack0.047448806
Insult0.046764325
Profanity0.01893901
Threat0.007922632
Severe Toxicity0.0032234192
Low Tox 0.11202335 Constructive 0.63
Aug 25, 2025 Why Canadians Are Turning Against …
This guy had pastors arrested and a church taken over by police. Why are we listening to any opinions he has? He's part of the political problem in Canada. Let's go Alberta independence!!!
This guy had pastors arrested and a church taken over by police. Why are we listening to any opinions he has? He's part of the political problem in Canada. Let's go Alberta independence!!!
Identity Attack0.028886627
Insult0.04032305
Profanity0.010604155
Threat0.008582866
Severe Toxicity0.0023460388
Low Tox 0.11129999 Moderate Con 0.499 Meta_Commentary
Feb 17, 2026 2 likes LILLEY UNLEASHED: The fall of …
I don't think people in general have issues with people coming, it's the rate in which the government is allowing it to happen. When you think about it, this is treasonous to the people of …
I don't think people in general have issues with people coming, it's the rate in which the government is allowing it to happen. When you think about it, this is treasonous to the people of Canada. You need to assimulate different cultures over time, not all at once. It's delusional and will lead to major problems.
Identity Attack0.020580608
Insult0.053791173
Profanity0.016069634
Threat0.007870848
Severe Toxicity0.0018310547
Low Tox 0.11129999 Constructive 0.62
Nov 8, 2025 Inside Canada's Indian Metropolis (Brampton)
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 …
My family immigrated during the war, my grandmother came here after escaping a concentration camp when she was a little girl, her and my mother taught me to appreciate what we have, because it was …
My family immigrated during the war, my grandmother came here after escaping a concentration camp when she was a little girl, her and my mother taught me to appreciate what we have, because it was worked hard for, they worked hard to make a living and a future for their families, they were given money by family that was here and paid back every, single, cent, it wasn't just given to them for free by the government while the rest of the people here suffer, so many of the people are brought here and given everything, it's like people have never heard the phrase "Give a man to fish, he eats for a day. Teach a man to fish, he eats for life." the problem is that they keep giving them fish, so now they expect it so much they damn near demand it... it sickens me. I'm a student right now, 15 years ago it felt like I lived in my home, proudly in Canada, with all kinds of people... now, I go to class, and I feel like I live on a different planet, everyone looks the same, with a hint of variety... American complain that they don't see White people much anymore, I complain because I only see ONE type of person now... nobody else...
Identity Attack0.049989145
Insult0.029383656
Profanity0.06195303
Threat0.010990778
Severe Toxicity0.00541687
Low Tox 0.11088664 Constructive 0.768 Personal_Narrative
Sep 13, 2025 1 likes Why Canadians Are Turning Against …
isn't it wonderful when you can't afford a car and the government doesn't put enough public transit on the road so everyone is crammed on the bus like sardines so pickpockets can get right next …
isn't it wonderful when you can't afford a car and the government doesn't put enough public transit on the road so everyone is crammed on the bus like sardines so pickpockets can get right next to you to steal from you and no way you can get a seat which is really convenient when the bus brakes in an emergency and it's especially convenient when people have health problems standing for long periods of time on top of the time they spend standing at work ... packing people on buses is a human rights violation in some places around the world ... the government in Canada is mostly irresponsible and I'm not getting any happier myself for what the government is doing to everyone
Identity Attack0.0053276913
Insult0.0573046
Profanity0.021808386
Threat0.008738215
Severe Toxicity0.0026130676
Low Tox 0.11057663 Constructive 0.654
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
The real problem is not just people, it’s the Canadian immigration system and the loopholes IRCC has left wide open. In Punjab and other parts of India, wealthy families are arranging marriages where a girl …
The real problem is not just people, it’s the Canadian immigration system and the loopholes IRCC has left wide open. In Punjab and other parts of India, wealthy families are arranging marriages where a girl with IELTS comes to Canada, then calls her husband here. Many of these are nothing more than contract marriages, where once the boy arrives, they go their separate ways. This is blatant abuse of the system and has created a wave of people entering Canada without even basic English skills. IRCC needs to wake up and fix this. Students on study or work visas must not be allowed to bring their spouses. If someone wants to come, let them take an English test themselves and prove they’re qualified. Study permits should only be issued for genuine university students, not random private colleges being used as back doors into the country. On top of that, no work permits should be given while on a study visa. Employers who hire students illegally on cash as cheap labour should face strict penalties, heavy fines, and blacklisting. Until these loopholes are closed, Canada’s immigration system will continue to be exploited and lose credibility. IRCC, this is not immigration — this is fraud facilitated by weak laws.
Identity Attack0.05089863
Insult0.045007613
Profanity0.015147334
Threat0.0071070488
Severe Toxicity0.0025558472
Low Tox 0.1104733 Constructive 0.664 Policy_Critique
Oct 4, 2025 IRCC Names India in Study …
Unfortunately, these problems will never end as the voting populous wants liberals in power. The old Canada will never return
Unfortunately, these problems will never end as the voting populous wants liberals in power. The old Canada will never return
Identity Attack0.051580742
Insult0.0350029
Profanity0.011782649
Threat0.007935578
Severe Toxicity0.002040863
Low Tox 0.10913446 Low Con 0.243 Fear_Threat
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
Canada presents itself as a multicultural society, but the reality for many immigrants—especially South Asians—is different. Brampton and other cities have seen large Indian and Pakistani immigration waves due to Canada’s labor and education opportunities. …
Canada presents itself as a multicultural society, but the reality for many immigrants—especially South Asians—is different. Brampton and other cities have seen large Indian and Pakistani immigration waves due to Canada’s labor and education opportunities. But despite being invited under official immigration programs, these communities face systemic racism and unequal treatment. 📊 Employment Discrimination: • A 2021 Statistics Canada report found that racialized Canadians earned 20% less on average than their white counterparts, even when education and experience were controlled. • South Asian immigrants specifically face higher rates of credential discounting, where their foreign education and experience are undervalued. 📊 Hiring Bias: • A University of Toronto study revealed that applicants with “ethnic” names were 40% less likely to receive a callback compared to those with Anglo-sounding names, even with identical résumés. • Another survey showed that unemployment rates for racialized Canadians are consistently 1.5–2x higher than for white Canadians. 📊 Perceptions vs. Reality: • While white Europeans continue to integrate without much resistance, South Asians are often stereotyped as “taking over” neighborhoods. • Immigrants from India and Pakistan have one of the highest workforce participation rates in Canada, working in everything from Uber and trucking to tech and medicine—contributing directly to the economy. Meanwhile, many first-generation South Asian immigrants don’t qualify for the refugee-style supports that others receive. Instead, they work long hours, often in precarious jobs, just to cover bills. The frustration often mistaken as an “attitude problem” comes from facing daily systemic barriers—being seen as “less than” despite contributing equally, if not more, to society. The underlying issue is that the old colonial mindset persists: brown immigrants are not granted the same social standing as white Canadians. Equality on paper is not equality in practice.
Identity Attack0.10221587
Insult0.030816011
Profanity0.01982715
Threat0.008103873
Severe Toxicity0.0030708313
Low Tox 0.10870059 Constructive 0.699 Moral_Argument
Sep 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
To be honest the problem with Canada is that they are not having strict immigration checks like the USA which has in turn resulted in non-qualified people coming from India to name sake colleges over …
To be honest the problem with Canada is that they are not having strict immigration checks like the USA which has in turn resulted in non-qualified people coming from India to name sake colleges over there . A lot of people just used to drive trucks or do odd jobs over here in India . I really think Canada's welcoming nature has been misused in the wrong way.
Identity Attack0.07921951
Insult0.033570543
Profanity0.011970525
Threat0.0061296434
Severe Toxicity0.0019550323
Low Tox 0.10870059 Constructive 0.67 Policy_Critique
Oct 3, 2025 Inside Canada's Indian Metropolis (Brampton)
I am a newly arriving immigrant Indian. Been a year now and I have a good job and I am really loving what Canada has to offer. I agree with the frustration - I find …
I am a newly arriving immigrant Indian. Been a year now and I have a good job and I am really loving what Canada has to offer. I agree with the frustration - I find myself cringing at the videos of people violating public norms of decency, and the job market is really bad now for services as companies are employing a lot of migrants for a cheaper price. Immigration control, regulation of companies so they cant go below a %age of Canadian citizen/residents along with effective government stimuli to boost the economy by targetting certain industries will tackle a lot of the problems. As for people discarding garbage anywhere and other unwanted behavior - name and shame. These videos are also going public at least in India as a source of great shame and the more eyes on it, the less people will repeat things of this nature.
Identity Attack0.06340405
Insult0.034451995
Profanity0.019007329
Threat0.007521313
Severe Toxicity0.0027656555
Low Tox 0.10696511 Constructive 0.865
Aug 26, 2025 Why Canadians Are Turning Against …
It’s a problem here in Canada. They aren’t heading to the USA basically all of them stay cause it’s just easy. Nobody would have a problem if they made an effort to assimilate and some …
It’s a problem here in Canada. They aren’t heading to the USA basically all of them stay cause it’s just easy. Nobody would have a problem if they made an effort to assimilate and some do but the ones who don’t ruin the image for the rest of them. Other obvious problem is we’ve let in too many people in in general like more people have come than living units have been built making many problems just right there and then and it’s not really the people who immigrates fault it’s the government. I know restricting imagination and making the test to get in harder so they actually have to know something about Canadas history and our culture and realistically we need to apply more pressure on the expectation that immigrants eventually assimilate.
Identity Attack0.055673428
Insult0.03588435
Profanity0.020578653
Threat0.0075083673
Severe Toxicity0.0030326843
Low Tox 0.10696511 Constructive 0.619 Policy_Critique
Jan 28, 2026 Inside Canada's Indian Invasion...
This is Trump's fault and our Liberal government is doing their best to fix this mess. Do not worry, everything will be ok. Elbows up everyone, work hard and always trust the liberal government. They …
This is Trump's fault and our Liberal government is doing their best to fix this mess. Do not worry, everything will be ok. Elbows up everyone, work hard and always trust the liberal government. They will solve this problem. All should boycott the USA! Do not buy their products, cars, etc. Do not go there! There industry and healthcare will collapse soon. Canada will win this battle at the end of the day. Trust in Liberal!
Identity Attack0.023193322
Insult0.04149419
Profanity0.012380436
Threat0.008285114
Severe Toxicity0.002298355
Low Tox 0.10566349 Moderate Con 0.461 Call_To_Action
Nov 22, 2025 Quebec Ends Economic Immigration Program …
That’s exactly why Carney picked her.. to cause further failure and create problems that he can blame on someone else. .. all the while over populate Canada with rejected immigrants causing further failure to legal, …
That’s exactly why Carney picked her.. to cause further failure and create problems that he can blame on someone else. .. all the while over populate Canada with rejected immigrants causing further failure to legal, medical, housing , food and employment problems.. he fixes it by giving more of our billions to the Ukraine.. meanwhile 6 million people dont have doctors and tens of thousands of Canadians are dying waiting for surgery.. and 2 million people a month go to food banks.
Identity Attack0.039456755
Insult0.034672357
Profanity0.010945748
Threat0.007365964
Severe Toxicity0.0021362305
Low Tox 0.104361884 Moderate Con 0.421 Policy_Critique
Feb 26, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
You think. Hahahah. This has been going on for decades. People know globally where to go to hide and cause problems in Canada.
You think. Hahahah. This has been going on for decades. People know globally where to go to hide and cause problems in Canada.
Identity Attack0.026408968
Insult0.033239998
Profanity0.012961143
Threat0.00967031
Severe Toxicity0.0025367737
Low Tox 0.102626406 Low Con 0.227 Fear_Threat
Feb 18, 2026 Canadian immigration officers investigating hundreds …
STOP SPREADING HATE — CANADA IS FOR EVERYONE!” So what if the Indian population is growing? We’re all immigrants or descendants of immigrants — that’s the truth! People come here to study, to work hard, …
STOP SPREADING HATE — CANADA IS FOR EVERYONE!” So what if the Indian population is growing? We’re all immigrants or descendants of immigrants — that’s the truth! People come here to study, to work hard, to build businesses, to pay taxes, and to make this country stronger, just like every generation before them. So stop pointing fingers. This is our Canada, built by all of us, together. Diversity isn’t the problem — it’s our power. 💪
Identity Attack0.053399716
Insult0.026831545
Profanity0.012722028
Threat0.0066733654
Severe Toxicity0.0020694733
Low Tox 0.10175867 Constructive 0.653 Solidarity
Oct 26, 2025 Inside Canada's Indian Metropolis (Brampton)
Indian households in Canada make more on average than native Canadians. To be absolutely clear.. this is not an Indian problem its a government problem. They let in anyone who could spell their name. But …
Indian households in Canada make more on average than native Canadians. To be absolutely clear.. this is not an Indian problem its a government problem. They let in anyone who could spell their name. But before that they let in extremely intelligent and hard working folks from India who are currently upholding this country's tech industry. I know this for a fact as I am in tech and have eyes.
Identity Attack0.10221587
Insult0.024897853
Profanity0.012243799
Threat0.0063108844
Severe Toxicity0.0023078918
Low Tox 0.10175867 Constructive 0.705 Policy_Critique
Jan 29, 2026 2 likes Inside Canada's Indian Invasion...
If I remember right canada first house crises was in the 19’s something and back then they started making more houses to resolved this problem………………..,… And I am thinking that getting immigrants from only 1 …
If I remember right canada first house crises was in the 19’s something and back then they started making more houses to resolved this problem………………..,… And I am thinking that getting immigrants from only 1 country might not be good, because of countries, society mentality…………. One Example ; a-lot people in the USA are strong guns advocate, if Canada only get people from the US and because the majority of Americans love their guns, they may advocate to have more guns freedom in Canada and teach their children guns loving mentality. So it is probably best to mix individual from various country to minimize this outcome. ………………. In any case immigration are very important for countries whom don’t make a lot of babies, to survive and stay strong in today’s world where weak countries are getting crushed by strong countries……………… what make countries strong is their population, where government take taxes to pay and buy defensive guns to defend a country without the need to go into dept and sell its soul to powerful countries. I did not go to any university and yet I was able to understand this …
Identity Attack0.04151922
Insult0.030595649
Profanity0.016342908
Threat0.013372798
Severe Toxicity0.0030517578
Low Tox 0.1013248 Constructive 0.579
Jul 20, 2025 How Canada broke its immigration …
The problem job info directly to India, there is no chance to Canadian generations, Canadian right now only 2 mio India just wait until.10 years it's gonna be 20 millions so canada is finish
The problem job info directly to India, there is no chance to Canadian generations, Canadian right now only 2 mio India just wait until.10 years it's gonna be 20 millions so canada is finish
Identity Attack0.06795148
Insult0.021094928
Profanity0.013985921
Threat0.011042561
Severe Toxicity0.002822876
Low Tox 0.10045706 Low Con 0.243 Fear_Threat
Feb 14, 2026 Inside Canada's Indian Invasion...
When you can be born in Canada, and grow up with a foreign accent, you know we've got a problem. The woman in green said, "When i go home" - as in India..... she's been …
When you can be born in Canada, and grow up with a foreign accent, you know we've got a problem. The woman in green said, "When i go home" - as in India..... she's been living in Canada for decades, but doesn't consider Canada her home. says it all.
Identity Attack0.07012023
Insult0.026058068
Profanity0.011082385
Threat0.0061166976
Severe Toxicity0.00207901
Low Tox 0.09958932 Constructive 0.562
Oct 28, 2025 Inside Canada's Indian Metropolis (Brampton)
I can feel the problem between these groups and the best answer I can ever give to Canada is to make schools how to stop racism and put them everywhere
I can feel the problem between these groups and the best answer I can ever give to Canada is to make schools how to stop racism and put them everywhere
Identity Attack0.057037655
Insult0.026702631
Profanity0.0147374235
Threat0.008259222
Severe Toxicity0.0025558472
Low Tox 0.09785384 Constructive 0.522 Call_To_Action
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
Problem in Canada is open borders and socialist spending
Problem in Canada is open borders and socialist spending
Identity Attack0.052944973
Insult0.027730936
Profanity0.010928668
Threat0.0062267366
Severe Toxicity0.0016117096
Low Tox 0.09655223 Low Con 0.174 Policy_Critique
Nov 25, 2025 Quebec Ends Economic Immigration Program …
I think it’s a rush decision. Canada needs skilled worker to fill labor shortage and should welcome people truly threatened by political persecution. The problem in Canada is treating large amount unskilled economical migrants as …
I think it’s a rush decision. Canada needs skilled worker to fill labor shortage and should welcome people truly threatened by political persecution. The problem in Canada is treating large amount unskilled economical migrants as political asylum seekers.
Identity Attack0.03894114
Insult0.03070583
Profanity0.011970525
Threat0.008362788
Severe Toxicity0.0017356873
Low Tox 0.091913216 Constructive 0.572 Policy_Critique
Nov 22, 2025 Quebec Ends Economic Immigration Program …

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.