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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: "I was wondering why this …" 266 comments · Page 7 of 11
It takes a few wondering cows in summertime...to be India.
It takes a few wondering cows in summertime...to be India.
Identity Attack0.10815793
Insult0.06984934
Profanity0.053435806
Threat0.009126588
Severe Toxicity0.006904602
Low Tox 0.17111848 Low Con 0.277 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
With all the tax that our people pay thats why can't afford to have kids then bring illegals to have all the kids and pay them for it no wonder we not having kids.
With all the tax that our people pay thats why can't afford to have kids then bring illegals to have all the kids and pay them for it no wonder we not having kids.
Identity Attack0.116281845
Insult0.05027775
Profanity0.014532468
Threat0.008259222
Severe Toxicity0.004749298
Low Tox 0.16765249 Moderate Con 0.306 Economic_Argument
Aug 25, 2025 Why Canadians Are Turning Against …
I wonder if they discussed how when Indian students who unalive themselves in Canada, the deaths are not treated as such. There are many families who have the remains of their kids (usually young males) …
I wonder if they discussed how when Indian students who unalive themselves in Canada, the deaths are not treated as such. There are many families who have the remains of their kids (usually young males) repatriated and the death is left unclear. The gov’t of Canada has been obfuscating many such deaths. Was it the Canadian govt fully at fault for the deaths? Not quite… these students are often met with predatory individuals who take advantage of their vulnerable situations: such as predatory landlords who have sometimes 15 or more students renting one house, or unjust working conditions because the employer knows that the immigrants citizenship hopes are tied to the job, etc etc. Ultimately, it’s the Canadian government turning a blind eye to these realities and trying to make the deaths appear due to things other than unalive attempts. This shouldn’t be surprising considering the way the Canadian government has been pushing dystopian legislation around their medically assisted dying program (MAiD). Canada’s medically assisted dying program has the least guardrails of any program of that type in other countries. Not just this, but the legislation for MAiD comes at a time when Canada’s healthcare and mental healthcare systems are collapsing. Trudeau said he would address this with one his re-election promises in 2021: he promised 5 billion for mental health programs. I’ve worked in the field for almost 20 years with youth and that money never arrived, nor has any serious attempt to fund programs occurred since the brutal Canadian pandemic policies massively exacerbated the youth mental health crisis. Perhaps one day someone will be able to trace how the 5 Billion promised was send off in provincial transfers that did not benefit any programs and likely only helped pay for all the upper management, because Canada’s healthcare, education and mental health care systems are absurdly top-heavy. Canada becomes moral dystopian by the day, with regular folks (working class, blue collar, low-income) bearing the burden. Everyday more people join the rank of the oppressed regular people while a few who work in the government or favored industries are overpaid and the stats around all of this corruption are further obfuscated and buried. And as all this occurs, you see bureaucrats like the on in this video smug in their knowledge that most Canadians will never learn how dark the truth is.
Identity Attack0.10221587
Insult0.06722072
Profanity0.018734055
Threat0.024235269
Severe Toxicity0.004386902
Low Tox 0.165053 Constructive 0.679
Sep 30, 2025 1 likes IRCC Names India in Study …
This is a CBC commercial for Trudeau's Liberals. So, they allow comments here on this story. Other less favorable Liberal stories by the CBC on YouTube, don't allow for a comment section. These migrants come …
This is a CBC commercial for Trudeau's Liberals. So, they allow comments here on this story. Other less favorable Liberal stories by the CBC on YouTube, don't allow for a comment section. These migrants come from the U.S. when the economy there is booming...WHY? It makes me wonder if many of these migrants are the worst ones. America is the first choice of most immigrants, what are these migrants running from in the U.S.???
Identity Attack0.10293542
Insult0.06424874
Profanity0.012722028
Threat0.0066086366
Severe Toxicity0.0028800964
Low Tox 0.1641865 Constructive 0.562
Feb 4, 2019 How much do refugees and …
wonderful channel ! There are several issues at play. Firstly, Canada belongs to the natives. Secondly. ENGLISH testing needs to be administered prior to arrival. Thirdly, every culture/religion can benefit others , this way society …
wonderful channel ! There are several issues at play. Firstly, Canada belongs to the natives. Secondly. ENGLISH testing needs to be administered prior to arrival. Thirdly, every culture/religion can benefit others , this way society ideally can co-exist. The concern is the extreme bullying from new immigrants - INDIANS. I do not see any other nation BULLYING the rest of the population. Lets be honest, the government needs tax paying citizens to support the economy. Canadians stop being polite and speak up.
Identity Attack0.12208464
Insult0.0623257
Profanity0.01887069
Threat0.008531082
Severe Toxicity0.0040626526
Low Tox 0.1641865 Constructive 0.719 Identity_Assertion
Aug 26, 2025 1 likes Why Canadians Are Turning Against …
By far the biggest thing is accountability. Whether an Immigrant, Illegal Alien or Citizen, all must be held accountable for THEIR choices. When you dismiss a certain segment just for the fact that they are …
By far the biggest thing is accountability. Whether an Immigrant, Illegal Alien or Citizen, all must be held accountable for THEIR choices. When you dismiss a certain segment just for the fact that they are this segment, it's no wonder you have a huge population grown tired of all the Woke, pandering, PC nonsense. Just hold all accountable and ensure consistent following of the laws on the books-and make new laws when necessary and appropriate. It's really that simple.
Identity Attack0.08087392
Insult0.07396803
Profanity0.021466793
Threat0.0062396824
Severe Toxicity0.002861023
Low Tox 0.16331999 Constructive 0.684
Jan 27, 2026 Inside Canada's Indian Invasion...
Wonder how Tyler is doing after videoing himself going over the border and showing some of the faces
Wonder how Tyler is doing after videoing himself going over the border and showing some of the faces
Identity Attack0.009545447
Insult0.036214896
Profanity0.040158957
Threat0.044602267
Severe Toxicity0.005683899
Low Tox 0.15987846 Low Con 0.268 Meta_Commentary
Jan 29, 2026 Inside Canada's Indian Invasion...
We have their 75 IQ children in our schools no wonder the teachers are learing?
We have their 75 IQ children in our schools no wonder the teachers are learing?
Identity Attack0.01857083
Insult0.07365121
Profanity0.01893901
Threat0.006835188
Severe Toxicity0.0032234192
Low Tox 0.15656179 Low Con 0.187 Unverified_Claim
Jan 29, 2026 Inside Canada's Indian Invasion...
As a Canadian, thank you for making this. I hope it’s clear to everyone how, while good people, the majority of interviewees in this video are taking advantage of our country because we’re “nice” and …
As a Canadian, thank you for making this. I hope it’s clear to everyone how, while good people, the majority of interviewees in this video are taking advantage of our country because we’re “nice” and they aren’t able to sort things out in their own. The majority of these people aren’t highly educated and came in on student visas and you’ve got to wonder why our government allowed this. It’s made a lot of things worse for people who lived here already, including immigrants. No racism just frustration.
Identity Attack0.09824528
Insult0.06984934
Profanity0.017504321
Threat0.0075083673
Severe Toxicity0.0035858154
Low Tox 0.15545623 Constructive 0.786 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
the bike guy is the definition of google-search-education. I wonder how high his IQ is.
the bike guy is the definition of google-search-education. I wonder how high his IQ is.
Identity Attack0.005771666
Insult0.082619295
Profanity0.019758832
Threat0.006653947
Severe Toxicity0.0020217896
Low Tox 0.15490346 Low Con 0.185 Humor_Satire
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
I’m pretty sure we all miss the friendly Smiles people know you they waved you. They make sure you’re OK as they talk to you but now it’s rudeness everybody looking at their phones or …
I’m pretty sure we all miss the friendly Smiles people know you they waved you. They make sure you’re OK as they talk to you but now it’s rudeness everybody looking at their phones or texting nobody uses manners is very rare. I gotta thank you just for opening the door. We miss the true values of being happy technologies ruining us all this other stuff going on especially in mass migrations oh my God, you try to be nice. Sometimes you can’t hold it inside. We don’t feel like this ever but now we’re getting overrun by immigrants and the US president’s crazy trying to do tariffs well tell you Canadians are fed up now you just made us mad and you wonder why World War I in World War II were so effective with the Canadiens now you’re gonna find out how we fight back we’re gonna double tactics this time
Identity Attack0.053854458
Insult0.06407392
Profanity0.08355101
Threat0.009281937
Severe Toxicity0.006752014
Low Tox 0.15435068 Constructive 0.71 Fear_Threat
Aug 28, 2025 1 likes Why Canadians Are Turning Against …
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 …
Wow, they get $ 50.000 tax free dollars the first year…must be nice, I wish I made that much money. And the also get 25,000 tax free dollars to set up their house …I never …
Wow, they get $ 50.000 tax free dollars the first year…must be nice, I wish I made that much money. And the also get 25,000 tax free dollars to set up their house …I never got that! and they also get the child tax free benefit too…..if they have 8-10kids wow ..they are making over six figures tax free ..free dental, free RX….I have to work hard for that! No freebies for the hard working Canadian tax payers! No wonder they all want to come to Canada …the land of milk and honey and easy money…why work? She forgot to mention that a lot of refugees never pay back the money for their air fare costs to come here ..ever! A lot of them complained when they had to go on welfare after a year…a drop on income…..oh no …maybe they have to go out in the cold to work everyday…..no , just have another kid or two…why work right. No wonder we pay high taxes in Canada!
Identity Attack0.06294931
Insult0.06652143
Profanity0.020783609
Threat0.0068287146
Severe Toxicity0.0048065186
Low Tox 0.15103401 Constructive 0.651
Aug 23, 2023 2 likes How much do refugees and …
I wonder if that guy with the bike is going to get a knock on his door soon?
I wonder if that guy with the bike is going to get a knock on his door soon?
Identity Attack0.005364689
Insult0.025929155
Profanity0.02030538
Threat0.13313138
Severe Toxicity0.005607605
Low Tox 0.14950264 Moderate Con 0.317 Meta_Commentary
Jan 27, 2026 30 likes Inside Canada's Indian Invasion...
I wonder what honorable country they come from😏
I wonder what honorable country they come from😏
Identity Attack0.0775651
Insult0.032248367
Profanity0.026863953
Threat0.008103873
Severe Toxicity0.004787445
Low Tox 0.14256015 Low Con 0.282 Identity_Assertion
Feb 24, 2026 IRCC Names India in Study …
Respect to the indian man who came as an RN and understood the problems with not working hard. He may have a rose-tinted view on Canada being no different than India, which is aproblem in …
Respect to the indian man who came as an RN and understood the problems with not working hard. He may have a rose-tinted view on Canada being no different than India, which is aproblem in itself, but the mindset is inherently what we want from our newcomers, and not just importing everyone from a hyper-specific area of another country in i.e. India. This is why selective immigration that has been done for years before Trudeau did wonders for this country. Very insightful. The race doesn't matter, the diversity we value is actually lost when you only import anything and don't vet anyone at all, it then becomes simply and factually non-diverse.
Identity Attack0.10221587
Insult0.057890166
Profanity0.016411226
Threat0.007068211
Severe Toxicity0.0031852722
Low Tox 0.14256015 Constructive 0.852 Policy_Critique
Jan 1, 2026 Inside Canada's Indian Metropolis (Brampton)
I wonder if it’s really like in the US? Ya know blame immigrants for the strain on resources when actually it’s corporations making billions whilst not paying a living wage and whatnot. Cause billionaires need …
I wonder if it’s really like in the US? Ya know blame immigrants for the strain on resources when actually it’s corporations making billions whilst not paying a living wage and whatnot. Cause billionaires need more mansions and yachts?
Identity Attack0.10221587
Insult0.034672357
Profanity0.016821137
Threat0.0067898775
Severe Toxicity0.0028419495
Low Tox 0.1373533 Moderate Con 0.412 Economic_Argument
Feb 11, 2026 5 likes Canada's tighter immigration policy divides …
I wonder how many of the people mourning what this country has become, voted trudeau in 2015, 2019, and 2021. People were warned, but no, they wanted legal weed, feelings, and juvenile gimmicks like themed …
I wonder how many of the people mourning what this country has become, voted trudeau in 2015, 2019, and 2021. People were warned, but no, they wanted legal weed, feelings, and juvenile gimmicks like themed socks.
Identity Attack0.010507392
Insult0.0623257
Profanity0.015079016
Threat0.00756015
Severe Toxicity0.0022125244
Low Tox 0.11739369 Moderate Con 0.432
Aug 25, 2025 Why Canadians Are Turning Against …
A lot of migrants come to the US to work, in any kind of job,,,from cutting the grass to selling fruits and corn in the corners. VS .... a lot of Americans doesn’t want to …
A lot of migrants come to the US to work, in any kind of job,,,from cutting the grass to selling fruits and corn in the corners. VS .... a lot of Americans doesn’t want to work in anything ...I wonder why....???
Identity Attack0.10221587
Insult0.026702631
Profanity0.012414595
Threat0.0064468146
Severe Toxicity0.0024223328
Low Tox 0.11479026 Moderate Con 0.473
May 3, 2019 How much do refugees and …
I was wondering why this video was shadowbanned from me and 5 minutes in I now understand
I was wondering why this video was shadowbanned from me and 5 minutes in I now understand
Identity Attack0.011691323
Insult0.021481665
Profanity0.04216301
Threat0.011793415
Severe Toxicity0.004463196
Low Tox 0.11429678 Moderate Con 0.484 Meta_Commentary
Feb 3, 2026 Inside Canada's Indian Invasion...
Im a Canadian and honestly I've NEVER had a problem finding a job, I don't even have my highschool... I think it has to do with *which* jobs they are applying for. I get that …
Im a Canadian and honestly I've NEVER had a problem finding a job, I don't even have my highschool... I think it has to do with *which* jobs they are applying for. I get that theres an "immigration" problem, the refusal to adapt and assimilate feels like a slap in the face especially when the same few will talk I'll of the same system they benefit from. HOWEVER I don't think it's good to lump all of these problems together and dump collective blame on immigrants. For 1, all this immigration and policies have happened under a liberal government and y'all voted then in, AGAIN. - clearly you're not THAT desperate for change. 2nd. Are the ones saying they can't find work willing to work in trades? General laborers making $25-$30+++ No experience required. Tradespeople are glad to teach people willing to work hard and learn.. What about warehouse work? Apply to your 5 closest warehouses, I guarantee youll get in 1.. ALSO the government IS willing to help Canadians get little certifications like forklift, smartserve, CPR.. Career colleges can help with training (e.g - computer) as well as soft skills. So yeah, I wonder if it's people being just as picky as they were when Canada wasn't in the economical shitter it is in rn? Maybe Im far luckier or fortunate than most? Maybe expectations are too high? Maybe some stubbornly refuse assistance they are entitled to? Im not sure, but I do sympathize/empathize with you guys, I hope you all can "get through". I pray we can find solutions to this insane cost of living / broken housing market / price gouging / tiny group of business owners having a complete market control and a monopoly on everything thing we need to survive - without competition, limitations or government regulation🫩. Stay strong Canada! 💙Don't let the hate consume you!❤️ 🇨🇦We will overcome🇨🇦
Identity Attack0.09410924
Insult0.04383647
Profanity0.04867618
Threat0.009799767
Severe Toxicity0.004501343
Low Tox 0.11429678 Constructive 0.869 Personal_Narrative
Sep 10, 2025 1 likes Why Canadians Are Turning Against …
People are hating unfairly on immigrants when it is the government is at fault for not managing immigration better. Let's not forget that Canada was built on immigration and collectively most immigrants do contribute to …
People are hating unfairly on immigrants when it is the government is at fault for not managing immigration better. Let's not forget that Canada was built on immigration and collectively most immigrants do contribute to the good of Canadian society. I am an immigrant, I have never felt that any one group is forcing anything on me. I live my life, pay taxes, do my civic duties , mind my business , don't bother anyone and try to get along with everyone regardless . Yet I have been verbally attacked several times because I am non white. So I often wonder who is truly Canadian and if you are of "colour" will you forever be a hyphenated Canadian even if you are 3, 4 , 5 th or multigenerational born and bred in Canada. The high cost of living and unaffordabilty of housing is one thing, declining national fertility rates another and immigration is another. To me, It looks like Canada's immigration policy needs urgent reform and yes, immigrants should leave their baggage at the door.
Identity Attack0.07094744
Insult0.05027775
Profanity0.020168742
Threat0.008375733
Severe Toxicity0.0029754639
Low Tox 0.1140901 Constructive 0.824
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
I am Canadian.... WAIT!!!! I am FROSTBACKASTANI... I am a native to this land, my family and ancestors have wonder this land for Tens of thousands of years, we are the real minority in our …
I am Canadian.... WAIT!!!! I am FROSTBACKASTANI... I am a native to this land, my family and ancestors have wonder this land for Tens of thousands of years, we are the real minority in our own land!!
Identity Attack0.08087392
Insult0.02657372
Profanity0.017299367
Threat0.0065115434
Severe Toxicity0.0035858154
Low Tox 0.11398677 Constructive 0.559 Identity_Assertion
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
A couple of years ago as I was in the Olympic Stadium in Montréal for an event I went to the washrooms and they were quite a few Indians males in there just walking around. …
A couple of years ago as I was in the Olympic Stadium in Montréal for an event I went to the washrooms and they were quite a few Indians males in there just walking around. Maybe you should check all the Arenas stadiums indoor housing around Canada find more students from India that are just wondering around collecting welfare checks in their accounts. How about freezing foreign students back accounts
Identity Attack0.11512129
Insult0.029053112
Profanity0.014054239
Threat0.006912862
Severe Toxicity0.002632141
Low Tox 0.11347008 Constructive 0.573 Unverified_Claim
Sep 28, 2025 IRCC Names India in Study …
I wonder what these people think of Canadian men enjoying the beach in just shorts. Oh the humanity!!! Yep. Canada has changed. No longer can people do what they do. IN CANADA!
I wonder what these people think of Canadian men enjoying the beach in just shorts. Oh the humanity!!! Yep. Canada has changed. No longer can people do what they do. IN CANADA!
Identity Attack0.07921951
Insult0.033239998
Profanity0.012277958
Threat0.007145886
Severe Toxicity0.0032234192
Low Tox 0.11305673 Moderate Con 0.327
Dec 31, 2025 1 likes 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.