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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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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: "THE CANADIAN PRIME MINISTER HAS …" 23 comments
I can’t find no damn job. But it’s fine I’m gonna have to go the entrepreneur route. If I don’t then my future children will be doomed. Why tf is there no diversity at Tim …
I can’t find no damn job. But it’s fine I’m gonna have to go the entrepreneur route. If I don’t then my future children will be doomed. Why tf is there no diversity at Tim Hortons and Walmart? Fuck you Trudeau. He only became prime minister bcs of his father’s good reputation, and bcs women were mesmerized by his good looks. I’m a CANADIAN CITIZEN and I can’t find no work in this damn country. Trump should prob come here and fix things. Everyone should have an equal chance of getting a job. Diversity and inclusion is important. I don’t expect immigrants to assimilate to Canadian culture but have some respect. Don’t be acting like you run things bcs NOBODY RUNS THINGS. I get that some immigrants come here and work hard to own a Canadian/american franchise or to become a manager, but don’t be hiring your ethnic group alone. The workplace should display a representation of various groups of people. If you can’t simply do that then please ONLY stick to only owning whatever food restaurants that serves food from whatever country you came from.
Identity Attack0.19693321
Insult0.5588244
Profanity0.70864636
Threat0.05914995
Severe Toxicity0.3498543
Toxic 0.73663366 Constructive 0.626 Insult
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
Rape ? Let’s talk about rape . Just google the worst sex offenders, rapists /murderers like Karla homologation and Paul Bernardo who raped and killed more than a dozen women , they are great looking …
Rape ? Let’s talk about rape . Just google the worst sex offenders, rapists /murderers like Karla homologation and Paul Bernardo who raped and killed more than a dozen women , they are great looking WHITE CANADIAN, isn’t ? or Colonel Russel Williams , the Canadian airforce base commander who raped and murdered women while cross dressing at night and flying the prime minister ….another WHITE GOOD CANADIAN . what about the worst of worst serial pedophiles like the famous EPSTEIN …THAT’S A STEIN , who basically made a living raping , abusing and exploiting underage innocent white women . You see I can go on and on, but the worst of the worst when it comes to rape and sexual violence are the good old white Canadians, Americans ……
Identity Attack0.4911651
Insult0.5332045
Profanity0.32965264
Threat0.43656045
Severe Toxicity0.33047765
Moderate 0.6020386 Moderate Con 0.452 Insult Moral_Argument
Jan 28, 2026 Inside Canada's Indian Invasion...
I'm a white French Canadian. I'm 61 years old. If ever there's a Muslim who wants to be the prime minister he has my vote. I'm tired of white politicians who don't have any back …
I'm a white French Canadian. I'm 61 years old. If ever there's a Muslim who wants to be the prime minister he has my vote. I'm tired of white politicians who don't have any back bone.
Identity Attack0.5135796
Insult0.40243408
Profanity0.13432594
Threat0.01508414
Severe Toxicity0.023076924
Moderate 0.4645176 Constructive 0.566 Identity Attack
Aug 26, 2025 1 likes Why Canadians Are Turning Against …
Lies, lies, and more lies. Look around you. Canadians aren’t the ones working. Vast majority are people who have been here since Trudeau became prime minister. I’m not saying that Justin burned down the ship …
Lies, lies, and more lies. Look around you. Canadians aren’t the ones working. Vast majority are people who have been here since Trudeau became prime minister. I’m not saying that Justin burned down the ship but he definitely set it on fire 🔥 🔥 🔥
Identity Attack0.18468912
Insult0.36798462
Profanity0.02126184
Threat0.06820184
Severe Toxicity0.014898917
Moderate 0.38811707 Moderate Con 0.426 Unverified_Claim
Jan 1, 2026 Deportations From Canada at Their …
Only till last year Canada's duly elected prime minister was waging war with India on behalf of Khalistanis, now they turn around and are "fed up"... Canadians are like women, they hate accountability...
Only till last year Canada's duly elected prime minister was waging war with India on behalf of Khalistanis, now they turn around and are "fed up"... Canadians are like women, they hate accountability...
Identity Attack0.38246045
Insult0.2817503
Profanity0.026727317
Threat0.00948907
Severe Toxicity0.010910034
Moderate 0.37073207 Low Con 0.297
Aug 25, 2025 Why Canadians Are Turning Against …
Fat helmet guy for Canadian Prime Minister NOW!!
Fat helmet guy for Canadian Prime Minister NOW!!
Identity Attack0.048995655
Insult0.36798462
Profanity0.036651865
Threat0.010214032
Severe Toxicity0.009002686
Moderate 0.3389984 Low Con 0.192 Humor_Satire
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Thanks Trudeau for destroying Canada. I hope everyone remembers your legacy of destroying Canadian culture, Canadian kindness all while stealing more money than any other prime minister combined to date. .
Thanks Trudeau for destroying Canada. I hope everyone remembers your legacy of destroying Canadian culture, Canadian kindness all while stealing more money than any other prime minister combined to date. .
Identity Attack0.06704199
Insult0.24928534
Profanity0.015454767
Threat0.046218675
Severe Toxicity0.008049011
Moderate 0.31963667 Moderate Con 0.367
Oct 2, 2025 1 likes Why Canadians Are Turning Against …
The biggest problem is they come to our home to escape a hell in their own country. But then they try to turn our country into the one they ran from. They try to change …
The biggest problem is they come to our home to escape a hell in their own country. But then they try to turn our country into the one they ran from. They try to change the ways we who were born and raised here are aloud to live our lives as we always have. My first job ever was tim hortons. Now im watching teens unable to gain independence unless their parents i Know someoneone who can hire them meanwhile no one can understand the person taking their order at tim hortons...Canada is to expensive now and we dont have the means to support these people anymore. Its costing us more with what they have done to our economy . Some of these people have zero care for human life ether they drive like A holes and cause accidents that cost lives. Canada is no longer a welcoming happy country. We are exhausted from busting our ass to keep a roof over our head leaving us unable to afford other things even food. Its not that they are all awful people (some are) but we CANT support them anymore we need to be able to support ourselves again !! The last 2 prime ministers are also to blame in reality. As an albertan i dont even care about anyone east of manitoba because they chose to vote this reality to life. I wanna see western canadas money stay on the west end of this country. There is a canadian divide and its time to seperate so not every canadian has to suffer for the stupidity out that way
Identity Attack0.25647953
Insult0.24928534
Profanity0.16264248
Threat0.011508608
Severe Toxicity0.015221698
Moderate 0.31825066 Constructive 0.665 Economic_Argument
Aug 30, 2025 1 likes Why Canadians Are Turning Against …
Just a small word here. Khalistan sikh are not Indian Sikh. They are people who are wanted for various crimes even in India. They have criminal records and India has been requesting Canadian government to …
Just a small word here. Khalistan sikh are not Indian Sikh. They are people who are wanted for various crimes even in India. They have criminal records and India has been requesting Canadian government to deport some of these people to undergo trial in India but Trudeau govt under jagmeet Singh did not agree and so you have crimes happening in Canada but the bad name goes to India. As far as this oppression against minority is concerned all sikhs in India are free to do as they wish in their own land. They have a democratically elected leader and sikhs in India are very happy. Others in India love them and respect them a lot so much so that manmohan Singh became the prime minister of India with zero opposition to his leadership. Abdul kalam who is also a muslim became the president of India. This oppression story is fake. That is one of the ways for this khalistan punjabi apply for refugee status inside Canada. It’s a Canadian loophole they misuse and the worst part is even the govt knows that. They just won’t do anything about it.
Identity Attack0.37292135
Insult0.19967617
Profanity0.031641733
Threat0.017156094
Severe Toxicity0.01302678
Moderate 0.3048984 Constructive 0.674 Unverified_Claim
Feb 19, 2026 1 likes Inside Canada's Indian Invasion...
I hope anyone in the comments outraged about this arent liberal voters. If you are a liberal voter this is the cause of your actions, Trudeau welcomed known terrorists into this country, youre on youtube, …
I hope anyone in the comments outraged about this arent liberal voters. If you are a liberal voter this is the cause of your actions, Trudeau welcomed known terrorists into this country, youre on youtube, look up the prime minister of india calling out the canadian government for welcoming all their criminals into our country. This wont stop when you vote for this to happen🤦🏼‍♂️
Identity Attack0.17769934
Insult0.24767025
Profanity0.015420608
Threat0.011146127
Severe Toxicity0.007095337
Low Tox 0.2922276 Moderate Con 0.406 Unverified_Claim
Feb 18, 2026 Canadian immigration officers investigating hundreds …
Richmond Hill and Scarborough in Ontario and Richmond in BC are largely Asian Woodstock ON is largely Italian So, when the Canadian government (particularly a drama teacher turned prime minister) allowed and gave LEGAL VISA's …
Richmond Hill and Scarborough in Ontario and Richmond in BC are largely Asian Woodstock ON is largely Italian So, when the Canadian government (particularly a drama teacher turned prime minister) allowed and gave LEGAL VISA's to thousands of economic migrants from India with no questions asked, what responsibility and accountability do Canadian voters demand from their own governments - both federal and provincial? While it's easy to videotape borderline racism and bigotry directed at immigrants from any one background or national origin (which is understandable btw), why not go interview videotape Sean Fraser and others like him who allowed (and signed off) this to occur in the first place? See what nuggets of wisdom you get from your own government perhaps.
Identity Attack0.2331515
Insult0.23237456
Profanity0.025087673
Threat0.009126588
Severe Toxicity0.0077438354
Low Tox 0.2854835 Constructive 0.621 Policy_Critique
Dec 2, 2025 Inside Canada's Indian Metropolis (Brampton)
New Zealand is under attack due to Chris Luxton, the prime minister. A few is ok, but now it’s getting out of control. Americans are the next problem, running from what they asked and voted …
New Zealand is under attack due to Chris Luxton, the prime minister. A few is ok, but now it’s getting out of control. Americans are the next problem, running from what they asked and voted for. Just stay home we don’t want you. Canadians are welcome.
Identity Attack0.28034934
Insult0.13969865
Profanity0.0157622
Threat0.013528148
Severe Toxicity0.009002686
Low Tox 0.28547668 Moderate Con 0.361 Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
I am a born and raised Canadian. I have 3 boys that are 30, 25, 21, my 30 yr old recently went blind and is dealing with that in another province. My other 2 live …
I am a born and raised Canadian. I have 3 boys that are 30, 25, 21, my 30 yr old recently went blind and is dealing with that in another province. My other 2 live at home with me, because none of us can afford to live on our own as we rent, and they can't find work anywhere. The government needs to fix the problems they have before bringing in new people. If your own people can't survive, why the hell are you bringing in more people. Up goes the crime rate, up goes homelessness. The worst part is most homeless people are born and bred Canadians, while the immigrants get jobs and housing pretty much handed to them. I don't think the prime minister should have been able to make the decision to bring more and more immigrants here with out asking the people.
Identity Attack0.028418748
Insult0.13607834
Profanity0.2687007
Threat0.00933372
Severe Toxicity0.010604858
Low Tox 0.25462922 Constructive 0.778 Personal_Narrative
Sep 12, 2025 1 likes Why Canadians Are Turning Against …
Why blame India for this issue? An entire ecosystem lures students with false promises of a better life in Canada, charging them exorbitant fees, often around $60,000. Upon arrival, these students find themselves stranded, unable …
Why blame India for this issue? An entire ecosystem lures students with false promises of a better life in Canada, charging them exorbitant fees, often around $60,000. Upon arrival, these students find themselves stranded, unable to afford returning home, and forced into low-wage labor. This system begins with the overstaffed Canadian embassy in India, which issues visas, enabling those who profit from this cheap labor in canada. India itself is not responsible. In fact, when Indian authorities raised concerns about criminals exploiting this system to flee to Canada, Prime Minister Justin Trudeau deflected by accusing India in the Nijjar case. White Canadians also share responsibility, as they have not taken the time to understand this issue. Indians who migrated to Canada before 2021 are likely to suffer due to this situation.
Identity Attack0.20878418
Insult0.0836065
Profanity0.029888187
Threat0.010032792
Severe Toxicity0.00459671
Low Tox 0.20973456 Constructive 0.624 Policy_Critique
Sep 29, 2025 IRCC Names India in Study …
Just a note on the Khalistanis in Canada. After the Khalistani insurgency in India in the 80s, many Khalistani terrorists moved to Canada after they assassinated the Indian Prime Minister Indira Gandhi. The Canadian government …
Just a note on the Khalistanis in Canada. After the Khalistani insurgency in India in the 80s, many Khalistani terrorists moved to Canada after they assassinated the Indian Prime Minister Indira Gandhi. The Canadian government has been keeping the movement alive in order to mobilize their community for votes. This has caused many diplomatic fallouts with India lately since terrorists from Canada have been causing a resurgence in the movement in India and no one in India wants to deal with this. So essentially, you can't put the Indians and Khalistanis in the same bucket for this video.
Identity Attack0.13591312
Insult0.076819435
Profanity0.017026093
Threat0.046541955
Severe Toxicity0.0061798096
Low Tox 0.18554166 Constructive 0.717 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
Canada and Canadians first stop are enemies and send them packing now com on prime minister
Canada and Canadians first stop are enemies and send them packing now com on prime minister
Identity Attack0.06522302
Insult0.05144889
Profanity0.015249812
Threat0.061736204
Severe Toxicity0.0050735474
Low Tox 0.16043124 Low Con 0.161 Call_To_Action
Sep 4, 2025 1 likes Why Canadians Are Turning Against …
More BS from a supposedly neutral balanced media outlet. At least when the CBC have a panel they have one from each party. Here are the facts. The Honourable Lena Metlege Diab is the current …
More BS from a supposedly neutral balanced media outlet. At least when the CBC have a panel they have one from each party. Here are the facts. The Honourable Lena Metlege Diab is the current Minister of Immigration, Refugees and Citizenship. She was appointed to the role in May 2025 by Prime Minister Mark Carney following the April 2025 federal election. Her current activity is defined by a shift toward more restrictive and "talent-focused" policies. Here is the technical breakdown of her recent initiatives: 1. 2026 Express Entry Overhaul On February 18, 2026, Diab announced significant adjustments to the Express Entry system. The primary objective is to transition from broad intake to "sustainable levels" while addressing specific labor gaps. * New Categories: Streams were added for researchers, senior managers, transport occupations (pilots/mechanics), and foreign military personnel recruited by the Canadian Armed Forces. * Medical Priority: A specific category was introduced for foreign medical doctors already possessing Canadian work experience. * Tightened Requirements: She doubled the category-specific work experience requirement from 6 months to 12 months. This move is designed to narrow the candidate pool and prioritize those with deeper integration into the Canadian labor market. 2. Legislative Reform (Bill C-12) Diab is currently championing a major immigration and border security bill (C-12), which is moving through its third reading in the Senate as of February 26, 2026. * Executive Power: The bill grants the Governor in Council (acting on cabinet advice) broad authority to vary, cancel, or suspend immigration documents and applications in the "public interest." * Asylum Restrictions: Diab has been vocal about curbing what she terms "fraudulent" claims. The legislation proposes making anyone who has been in Canada for over a year ineligible to claim asylum, and it restricts claims from those entering via land borders outside official ports of entry. 3. Shift in Strategy The Minister’s rhetoric marks a pivot from previous Liberal administrations. Her current messaging focuses on "taking back control" of immigration levels. While she continues to promote the recruitment of "the best and brightest," she has explicitly stated the government's goal is to reduce the total annual number of both permanent and temporary residents. Summary Table | Focus Area | Recent Action | |---|---| | Express Entry | Increased experience threshold to 12 months; added military/researcher streams. | | Asylum Policy | Supporting Bill C-12 to restrict claims made after 1 year of residency. | | Staffing | Recently appointed Isaac MacDonald (former P.E.I. Liberal executive) as Director of Parliamentary Affairs.
Identity Attack0.008916483
Insult0.07365121
Profanity0.10054382
Threat0.007353018
Severe Toxicity0.00459671
Low Tox 0.15490346 Constructive 0.655 Unverified_Claim
Feb 26, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
4:56 BASED CANADIAN MAKE HIM PRIME MINISTER
4:56 BASED CANADIAN MAKE HIM PRIME MINISTER
Identity Attack0.040745795
Insult0.025413504
Profanity0.017572641
Threat0.009437286
Severe Toxicity0.0037193298
Low Tox 0.102626406 Low Con 0.169
Jan 27, 2026 Inside Canada's Indian Invasion...
May I say as a Metis. My family were and are the first people to be described as Canadian and are still acknowledged as the original Canadians. My great Uncles and Aunts fought the British …
May I say as a Metis. My family were and are the first people to be described as Canadian and are still acknowledged as the original Canadians. My great Uncles and Aunts fought the British North West Mounted Police at Batoche because the British Colonizers after outlawing fur trade except through the HBC company were further insulted by having their ancestral land sectioned off and given to immigrants. My uncles also were part of the first battle at Seven Oaks when surveyors were surveying and measuring my ancestral cousins land. The British Immigrants were described as the preferred immigrants. TheNorth American Indians, the Metis were described as undesirables and in a memo written to the Indian Affairs Minister during John A MacDonald asking him how best to remove the undesirables Metis from their land. The Metis were not placed on reservations because we never stopped fighting for our homeland rights. What is happening now is a continuation of what happened back when John A MacDonald was Prime Minister. May I also say if these migrates think their customs and regions are so great then stay in your homeland. But unlike the brave Metis who continues to oppose the government and finally 100 years later some our birthrights as the original Canadians have been recognized. My great grandfather and his father were both named Antoine and Charles Henault dit Canada, and to this day from the 1700s some of my cousin’s last name has been Canada since the 1700s. People with Canadian passports don’t make them Canadian. Indians from Indian don’t integrate or intermarry. They impose their culture on the rest of the country. Get rid of them all.
Identity Attack0.0376521
Insult0.032799274
Profanity0.017162729
Threat0.008323951
Severe Toxicity0.002412796
Low Tox 0.09112182 Constructive 0.772 Identity_Assertion
Sep 12, 2025 Why Canadians Are Turning Against …
Bike guy for Canadian Prime Minister.
Bike guy for Canadian Prime Minister.
Identity Attack0.005401687
Insult0.024768941
Profanity0.013405213
Threat0.0071717775
Severe Toxicity0.0013923645
Low Tox 0.046120718 Moderate Con 0.385 Humor_Satire
Mar 3, 2026 Inside Canada's Indian Invasion...
Good the more immigrants that leave the better it will be for Canada they come here for a better life for safety for this for that they're all set up by the government giving houses …
Good the more immigrants that leave the better it will be for Canada they come here for a better life for safety for this for that they're all set up by the government giving houses cars don't have to worry about nothing it's all provided for them through the taxpayers money well the real Canadians are living out on the streets and eating out of garbage bins I don't have a bed or a roof over their heads due to the immigrants coming into our country then they come into our country in protest terrorist actions destroy our buildings are statues our churches block our streets hospitals shopping malls an etcetera they disrespect our rules and regulations and think they can voice their opinion on everything and get away with it they come here most of them with a green card as a visitor from another land overseas and yes they think they're a real Canadian but never contribute never done nothing for the country but just take from the real Canadians that made the country to what it is today and it's all government doing before they give a house or car or anything that they get the immigrants get if you're standing alongside of one peppermint will give it to the immigrant faster than what they'll give to a real Canadian they're more or less told to sleep on the streets and eat out of garbage bins because he's immigrants deserve nothing but the best in our country we have to show them that they are welcomed no they're not welcome anymore Canadian should come first not somebody that came in on a boat or an airplane from another country and overseas it's a government can't look after their own then they shouldn't be in the government because our prime minister is supposed to be protecting the real Canadians not the ones that are coming in over our borders I wonder if that's ever going to change probably not because they still need these foreigners votes just stay in the position where they're at Canada has become a very undeveloped country now in Canada has been put into a lot of danger due to the terrorism that's in our country from the people that they bought in our country from overseas I mean just look at all the protesting from the palestines and Hamas people what they've done so far to Canada we see it on the news just about every day ask for their rights anyways I can keep going on but it's not worth my time tomorrow is never promised it's just that I know Canada is sinking and sinking fast due to our government and their policies but when it sinks do you think the government's going to stand on board and go down with the ship nope I'll be in another country safe and sound
Identity Attack0.014712535
Insult0.008164782
Profanity0.00007872977
Threat0.0002559232
Severe Toxicity0.0000045725806
Low Tox 0.034101393 Fear_Threat
May 6, 2025 1 likes
I came here 25 years ago from India. While growing up, I would go to the terrace of my home and turn the antenna to get Cbc at night. I watched Air Farce One, the …
I came here 25 years ago from India. While growing up, I would go to the terrace of my home and turn the antenna to get Cbc at night. I watched Air Farce One, the green show, NFB and Cbc and was always fascinated with Canada. I knew then when I was 20 that I will make Canada home. I wrote my IELTS ENGLISH test, studied here with good grades. And I did. I have an amazing career and young kids. And I have loved everyday of it. I have watched rerun of trailer park boys about 10 or so times already, watched Corner gas, watch hockey, I have embraced the weather, the people and the values this nation stands for. I have travelled coast to coast and to the great north. Heck I have been to more places in Canada with my job than other Canadians who are born and raised here. Now all I see there these ignorant, entitled effs thinking they can come and change the way of life. Like how Don Cherry said, they want the milk and honey but won't respect the values. I am effing done with this immigration and the government. Steven Harper was the prime minister when I got my citizenship and it was the proudest moment of my life. I really hope Canadians wake up. I know exactly why the racism has gone up and I don't blame the Canadians at all. These clowns bought it on to themselves. I just had enough and wish things would back to how it was 20 or so years ago.
Identity Attack0.011321344
Insult0.016556932
Profanity0.019348921
Threat0.007534259
Severe Toxicity0.0019073486
Low Tox 0.032156147 Constructive 0.658
Sep 20, 2025 26 likes Inside Canada's Indian Metropolis (Brampton)
Unfortunately, collateral damage is expected. The country is not divided. Some may not admit it but this is the direction most of the Canadians want the government to take. I stand with my prime minister.
Unfortunately, collateral damage is expected. The country is not divided. Some may not admit it but this is the direction most of the Canadians want the government to take. I stand with my prime minister.
Identity Attack0.007029593
Insult0.013516913
Profanity0.009630617
Threat0.008738215
Severe Toxicity0.0010681152
Low Tox 0.030859824 Constructive 0.662 Policy_Critique
Feb 13, 2026 1 likes Canada's tighter immigration policy divides …

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.