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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: "why would you do this …" 1,058 comments · Page 26 of 43
There are still companies who are only hiring LMIA even if a genuine Canadian Citizen or PR can do that job. Its completely insane I would love to see the Govt. To change the rules.
There are still companies who are only hiring LMIA even if a genuine Canadian Citizen or PR can do that job. Its completely insane I would love to see the Govt. To change the rules.
Identity Attack0.009101473
Insult0.08508729
Profanity0.02249157
Threat0.0066668927
Severe Toxicity0.0020694733
Low Tox 0.16043124 Constructive 0.674 Policy_Critique
Jan 19, 2026 3 likes 2.9 million Canadian temporary visas …
I would be terrified of driving on those streets. Pretty sure india has like ZERO driving laws or infastructure. I can't imagine them taking the traffic laws seriously.
I would be terrified of driving on those streets. Pretty sure india has like ZERO driving laws or infastructure. I can't imagine them taking the traffic laws seriously.
Identity Attack0.15303208
Insult0.045593183
Profanity0.023721304
Threat0.00866054
Severe Toxicity0.0042533875
Low Tox 0.16043124 Moderate Con 0.364 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
You know, Brampton even before trudeau was becoming basically little India, and most Canadians just said whatever let them have it, we kinda accepted it. But after trudeau with mass immigration and them taking over …
You know, Brampton even before trudeau was becoming basically little India, and most Canadians just said whatever let them have it, we kinda accepted it. But after trudeau with mass immigration and them taking over other cities its when it became a little too much and started to take over canadian culture. I had a friend visit from the u.s for the very first time, and we did some sight seeing, you know going to places around ontario that tourists would check out, went to niagra falls for the first time in maybe 10 years man it changed. It was 90% Indian people. She noticed it right away but didnt say anything, i said a lot of indians huh? and she said yeah didnt think canada was like this. When you think Canada its always been mulicultural, you just think of all ethnicities and people of different cultures but at the end of the day everyone was Canadian and they assimilated. Now you dont think of a multicultural country you think of an indian country thats changing the canadian culture and way of life and not in a good way. Identity is being taken away and it needs to stop. Canada needs to take notes from Poland before its too late. Poland closed their doors and guess what? economy went up, crime rate went down, people are happier. Canada opened the doors, crime rate shot up, economy crashing, more homelessness then ever and so on. Not saying its specifically Indian people, its the amount coming in and how they adopt canadian culture but instead bring their culture and trye changing the country to fit them rather then fitting in with an already established country and culture.
Identity Attack0.06567776
Insult0.07935401
Profanity0.026590679
Threat0.007353018
Severe Toxicity0.004005432
Low Tox 0.15987846 Constructive 0.758
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
No doubt about it, Canada is for Canadians. If you wanted to, you could deport millions of immigrants, but let's be real about the cost. The Canadian economy, its pensions, its farms, and its health …
No doubt about it, Canada is for Canadians. If you wanted to, you could deport millions of immigrants, but let's be real about the cost. The Canadian economy, its pensions, its farms, and its health sector all rely on immigrants to pay taxes and fill jobs. It's not some big conspiracy about population replacement; it's just about the economy. You can't have one without the other. Canadians aren't the only ones dealing with this. In Asia and Africa, it's a different kind of immigrant, the ones with money who buy up land and property, driving locals out of the market. They're not given an ear either, because money talks. It’s always been about the money and the power, and Canadians should understand that perspective too. The culture or religion of a few bad apples shouldn’t be used to tarnish every immigrant. We do need to do a better job screening people, but it’s not fair to paint everyone with the same brush. In the U.S., Indian immigrants are top earners and incredibly successful, but people still complain that they’re "taking their jobs." So, if an Indian person is a failure, they're a problem. If they're a success, they're still a problem. They can't win. This old colonial mindset is alive and well. It's tough for some people to process that a person of color can outsmart them and rise up by their own bootstrap. But when those same folks go to Asia or Africa, suddenly they feel that old nostalgia and are much more comfortable with the social hierarchy there. It would be ideal if no one had to leave their home country for a better life. When we have more justice in the world for everyone, maybe we won't have to keep having these conversations.
Identity Attack0.11860296
Insult0.056133457
Profanity0.027820412
Threat0.01187109
Severe Toxicity0.004310608
Low Tox 0.15987846 Constructive 0.711 Economic_Argument
Aug 26, 2025 Why Canadians Are Turning Against …
Liberals have broke the social contract, we relied on them and they squandered our wealth. Liberals will let the fraud continue, because its cheaper to do nothing then put resources into finding them. They also …
Liberals have broke the social contract, we relied on them and they squandered our wealth. Liberals will let the fraud continue, because its cheaper to do nothing then put resources into finding them. They also don't have the will to tell public sector workers to get to work and find the fraud. Liberals would rather get those asylum claimants towards making voters out of them than do anything to curb the fraud.
Identity Attack0.042292643
Insult0.07808672
Profanity0.015898837
Threat0.007547205
Severe Toxicity0.0023460388
Low Tox 0.15987846 Moderate Con 0.406 Policy_Critique
Feb 23, 2026 1 likes 'We do know that there's …
Tyler, you should do a video about Scarborough/Markham and the Chinese invasion. I would love to show you around!!!
Tyler, you should do a video about Scarborough/Markham and the Chinese invasion. I would love to show you around!!!
Identity Attack0.10815793
Insult0.032138187
Profanity0.024541125
Threat0.017674083
Severe Toxicity0.0059509277
Low Tox 0.15932569 Moderate Con 0.486 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
One thing to highlight with not seeing any homeless Indians in that first seen is not that Indians are causing others to be homeless - rather, they are willing to help family out to prevent …
One thing to highlight with not seeing any homeless Indians in that first seen is not that Indians are causing others to be homeless - rather, they are willing to help family out to prevent homelessness! When we first came here (20+ years ago from Ethiopia), we couldn’t find work and faced homelessness. Our extended family came thru and let the 4 of us stay in a small 1 bedroom in the basement until we could get on our feet. By having a room to be safe in, we avoided a lot of the consequences of homelessness that would have made getting back on our feet exponentially difficult. What I have found shocking now to see as a Canadian of 20+ years is my non-immigrant Canadian friends who will watch quietly as their family members fall under the poverty line and towards homelessness, avoiding inviting them in to not “disrupt their peace” at home. I’ve had random family of friends stay with me in hard times to avoid them being on the street while my generally kind friends (at least to others!) did not take them in. This individualistic mindset of the West really means if you have a low point in life, you will plummet to rock bottom…. Ofc homelessness and poverty is multifaceted but a more collective approach to community would also reduce the burden!
Identity Attack0.17614605
Insult0.060927123
Profanity0.021466793
Threat0.008414571
Severe Toxicity0.004787445
Low Tox 0.1587729 Constructive 0.879
Oct 25, 2025 Inside Canada's Indian Metropolis (Brampton)
All I am saying is poutine + curry fusion restaurant would go hard AF 🔥
All I am saying is poutine + curry fusion restaurant would go hard AF 🔥
Identity Attack0.010063417
Insult0.027730936
Profanity0.13256322
Threat0.011430934
Severe Toxicity0.009536743
Low Tox 0.15766735 Moderate Con 0.366 Humor_Satire
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Remember ~2 years ago when the then Trudeau government wanted to allow PRs to sponsor up to 19 family members each? Image how bad our healthcare system and housing situation would be if that happened. …
Remember ~2 years ago when the then Trudeau government wanted to allow PRs to sponsor up to 19 family members each? Image how bad our healthcare system and housing situation would be if that happened. Bringing in parents and grandparents is not economically sustainable - It was an insane proposal.
Identity Attack0.0029783275
Insult0.086852804
Profanity0.017026093
Threat0.0063367756
Severe Toxicity0.0013923645
Low Tox 0.15711457 Constructive 0.558
Jan 20, 2026 Why Canada’s immigration system has …
I mean if we were smart we would all be nationalists and support our own
I mean if we were smart we would all be nationalists and support our own
Identity Attack0.072601855
Insult0.031697463
Profanity0.043165036
Threat0.012803185
Severe Toxicity0.005874634
Low Tox 0.15656179 Low Con 0.241
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
I would be happy to pay for a Canadian version of ICE round them all up. They voted for elbows up they pay the price but yet they will vote elbows up again. 😂
I would be happy to pay for a Canadian version of ICE round them all up. They voted for elbows up they pay the price but yet they will vote elbows up again. 😂
Identity Attack0.028886627
Insult0.07428485
Profanity0.018529098
Threat0.01187109
Severe Toxicity0.0042915344
Low Tox 0.15600902 Moderate Con 0.313
Aug 25, 2025 Why Canadians Are Turning Against …
I totally agree with you. You are an immigrant and now Canadian and you I would not have a problem with staying, but these ones that are trying to change everything to their belief can …
I totally agree with you. You are an immigrant and now Canadian and you I would not have a problem with staying, but these ones that are trying to change everything to their belief can go back to their country. Couldn’t have said it better than what you’re doing
Identity Attack0.10221587
Insult0.05262003
Profanity0.0128245065
Threat0.0069516995
Severe Toxicity0.003643036
Low Tox 0.15545623 Constructive 0.673
Sep 2, 2025 Why Canadians Are Turning Against …
I'm an immigrant. I came to Canada 55 years ago. Legally and I couldn't speak english that well. I couldn't get a job as I was used to always work and with the public. And …
I'm an immigrant. I came to Canada 55 years ago. Legally and I couldn't speak english that well. I couldn't get a job as I was used to always work and with the public. And I couldn't get a job. The only place I could get a job. Was at the factory because I couldn't speak english. Good enough. Nobody would give me a job and it makes me very angry that this immigrants come in here now and take a job without speaking any english. That is not fair.
Identity Attack0.1232452
Insult0.042665333
Profanity0.013951761
Threat0.0064144502
Severe Toxicity0.002937317
Low Tox 0.15490346 Constructive 0.713
Aug 25, 2025 Why Canadians Are Turning Against …
Tom petty would have to rewrite his song to "you dont get to live like a refugee"
Tom petty would have to rewrite his song to "you dont get to live like a refugee"
Identity Attack0.068465814
Insult0.055547886
Profanity0.018255826
Threat0.008531082
Severe Toxicity0.0032234192
Low Tox 0.15490346 Low Con 0.29 Humor_Satire
Nov 21, 2025 Thousands of refugees allowed into …
Recruiting foreign military is a bad idea....war i would assume is a very demanding and depressing time which means troops has to be highly motivated, loyal and patriotic. I fail to see a foreign "mercenary" …
Recruiting foreign military is a bad idea....war i would assume is a very demanding and depressing time which means troops has to be highly motivated, loyal and patriotic. I fail to see a foreign "mercenary" having these traits to defend the honour of Canada.
Identity Attack0.06158508
Insult0.07428485
Profanity0.016821137
Threat0.00789674
Severe Toxicity0.0022411346
Low Tox 0.1537979 Constructive 0.54 Policy_Critique
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
People would be fired in any entry-level job. Why not the government? They are incapable of doing their job.
People would be fired in any entry-level job. Why not the government? They are incapable of doing their job.
Identity Attack0.00880549
Insult0.06634661
Profanity0.016342908
Threat0.012337137
Severe Toxicity0.0023174286
Low Tox 0.1537979 Low Con 0.123 Policy_Critique
Jan 12, 2026 IRCC Names India in Study …
Part of the blame should also go to the corporations that were greedy and wanted to have cheap labor and then they got paid by the government.So both the government and that would be the …
Part of the blame should also go to the corporations that were greedy and wanted to have cheap labor and then they got paid by the government.So both the government and that would be the liberals and mark carney and the corporations that didn't want to pay the wages.They're to blame
Identity Attack0.010951365
Insult0.08508729
Profanity0.017914234
Threat0.0068028234
Severe Toxicity0.001745224
Low Tox 0.15324512 Constructive 0.509 Policy_Critique
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
I worked since I was 14, (A lot of times evenings and weekends, several times, two jobs)! I am now 63, I got hurt at work! First I had to fight compensation for a year, …
I worked since I was 14, (A lot of times evenings and weekends, several times, two jobs)! I am now 63, I got hurt at work! First I had to fight compensation for a year, ZERO $$$! Then I had to apply to get Disability Canada Pension because I can't physically work anymore.. (damaged back, head injury, I have to use a cane and knee braces to walk)! I spent my savings just surviving while being forced to fight for MY money from my own government for 5 years just to get a measly $300. a month! THAT'S IT! Luckily my spouse works , we paid off our house ten years ago! But, we still barely get by! Every person I speak to about my case with the government on the phone, can barely speak English and yell at me or are VERY impatient with me, because I can't understand THEM, they usually hang up! When I ask to please speak to someone IN Canada, they hang up, then I have to wait another hour to talk to someone else! (I went to 4 government funded agencies to see if I could possibly get a job working from home, because I have trouble getting out! All sent me somewhere else! One agency who is supposed to help disabled people in WPG, REES, the agent refused to talk to me or look me in the eye, * he got a supervisor to talk to me! Because he's Muslim and I'm Gay! They were continuously hostile/aggressive towards me without reason??? I volunteer at 2 different food banks , I've met TONS of people who have never worked a day in their lives, their family, parents, grandparents have never worked... EVER! Yet they have brand new trucks??? Still go to food banks? AND, several new Canadians who I've met, have never worked a day in Canada... Some with new cars??? Yet everyone else receives 10 times what I receive to live on??? I PAID TAXES ALL OF MY LIFE! We can't afford a car! Yet... I don't blame them! I would take it they offered! I blame our government (NDP, Libs, AND CONservatives) who don't give a crap about disabled and seniors in Canada! Or if you paid taxes all of your life , into a system that's supposed to help when you need it! ALL politicians in Canada just whore out their votes! I've volunteered for almost 40 years, also holding down jobs, helping others, I've never seen so may seniors and disabled people forced to access food banks and soup kitchens than the last few years! EVER! Disabled people have to constantly prove they are disabled enough to get kitchen scraps from sociopathic politicians who are over paid and under worked! Fees go up, taxes go up, housing goes up, property taxes go up, bus fairs go up, etc.. Services go WAY down! We can afford trillion$ in corporate welfare, but not help our own? Seniors can't afford to live in their homes anymore! YOU'RE WELCOME for paying for YOUR golden pensions pig politicians, and NOT helping us when we need it! POS!
Identity Attack0.018168874
Insult0.06858205
Profanity0.040158957
Threat0.009463178
Severe Toxicity0.005302429
Low Tox 0.15324512 Constructive 0.763 Personal_Narrative
Sep 3, 2025 1 likes Why Canadians Are Turning Against …
There have always been a few questionable people that are immigrants and refugees but it was in the early 2000s when you first started to see the foreign students and immigrants/refugees start to me more …
There have always been a few questionable people that are immigrants and refugees but it was in the early 2000s when you first started to see the foreign students and immigrants/refugees start to me more the "gimmegrant" type. They wanted sponsorship, benefits, housing, etc but didn't want to put in the work or participate and some were very dim also. It just got worse every year from 2006 I would say but with Trudeau in 2015 letting more in and telling them we have no culture spelled our doom but then you have ministers like Rempel who also like to play according to the wind. She was all about Islamophobia and supporting Muslims when convenient but now seems to want to close doors.
Identity Attack0.06704199
Insult0.07491849
Profanity0.023789622
Threat0.0071199946
Severe Toxicity0.0036811829
Low Tox 0.15213956 Constructive 0.65 Personal_Narrative
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
I KNOW. Its hard. Our host, trying, trying, straining to comprehend the big picture. This was a decent logical interview. Kenney called out 'post nationalist' the death of history insane ideology. And the two of …
I KNOW. Its hard. Our host, trying, trying, straining to comprehend the big picture. This was a decent logical interview. Kenney called out 'post nationalist' the death of history insane ideology. And the two of you showed how it has been rejigged, a lot of the details. Good job. Honestly, excellent interview. I saved it to my PC. Here is the hard part. Excepting the US, the entire west, UK, Germany, France, Spain, Canada, Australia etc, is engaging the same precise nation wrecking migration policies. Ponder the concept - its a global plan. THAT is the hard part. Stretch your mind Lilley, you can do it. You would start to wonder whether its one arm of an overall decline of the west actual plan. Wreck energy, agriculture, public finances, flood the place with unvetted migrants to swamp the place, deride the history, promote shame, wreck the very concept of a family, de-industralize. Make us all poor, dependent, minorities in our own homeland. Keep gnawing away at free speech, arrest grandmas for posting why is the local hotel full of migrants who dont speak english? Just how it is man. I know, its hard to comprehend. Facts are facts however.
Identity Attack0.045901958
Insult0.06984934
Profanity0.02433617
Threat0.009074804
Severe Toxicity0.0031661987
Low Tox 0.15213956 Constructive 0.797 Unverified_Claim
Feb 17, 2026 LILLEY UNLEASHED: The fall of …
i would argue immigrants are more intelligent for seeking a better life (when a lot of people don’t) and often times only the rich or super smart are the only immigrants afforded the opportunity to …
i would argue immigrants are more intelligent for seeking a better life (when a lot of people don’t) and often times only the rich or super smart are the only immigrants afforded the opportunity to immigrate to the US
Identity Attack0.12440576
Insult0.039151907
Profanity0.018734055
Threat0.006874025
Severe Toxicity0.0032234192
Low Tox 0.15213956 Moderate Con 0.357 Moral_Argument
Feb 4, 2026 3 likes Inside Canada's Indian Invasion...
A good scheister would inflate immigration, send untrackable monies through Ukraine on the way to their own pockets, stifle Canada's economy and buy up assets when everything crashes, like taking candy from a baby!
A good scheister would inflate immigration, send untrackable monies through Ukraine on the way to their own pockets, stifle Canada's economy and buy up assets when everything crashes, like taking candy from a baby!
Identity Attack0.033527173
Insult0.061801232
Profanity0.015147334
Threat0.009566744
Severe Toxicity0.0029563904
Low Tox 0.15103401 Low Con 0.228 Unverified_Claim
Feb 17, 2026 1 likes LILLEY UNLEASHED: The fall of …
Cutting immigration to 100000 perm residents each year would solve a lot
Cutting immigration to 100000 perm residents each year would solve a lot
Identity Attack0.10221587
Insult0.021417208
Profanity0.0157622
Threat0.025098583
Severe Toxicity0.005569458
Low Tox 0.15103401 Low Con 0.256
Jan 13, 2026 Canada’s new rules in 2026
We absolutely do have an immigration problem, I’d say time to turn the tap off, and get on the ones here about status, BUT we cannot allow what has been happening in the states, anyone …
We absolutely do have an immigration problem, I’d say time to turn the tap off, and get on the ones here about status, BUT we cannot allow what has been happening in the states, anyone with a brain can see what the USA has become these days (government wise) But a controlled program without liberals and conservatives talking it into the ground. Or going the human rights violations route. We would see a noticeable decrease in this very evident problem, and yes it’s problem. I’m not liberal or conservative at all and you should not need to be either to see the problem.
Identity Attack0.058401883
Insult0.06617179
Profanity0.025497584
Threat0.010369381
Severe Toxicity0.003566742
Low Tox 0.15103401 Constructive 0.665
Sep 25, 2025 Inside Canada's Indian Metropolis (Brampton)
would love any town or city with 800k Indians, the Food would be amazing................................
would love any town or city with 800k Indians, the Food would be amazing................................
Identity Attack0.11744241
Insult0.028281843
Profanity0.019758832
Threat0.009411395
Severe Toxicity0.005302429
Low Tox 0.15103401 Moderate Con 0.304 Solidarity
Sep 20, 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.