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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: "Up Canada ❤❤❤❤❤" 6,088 comments · Page 168 of 244
When government leaders focus on population and economic growth that's usually is a sign that they aren't balancing the budget correctly. They're trying to increase tax revenue without increasing taxes. I'd look closer at government …
When government leaders focus on population and economic growth that's usually is a sign that they aren't balancing the budget correctly. They're trying to increase tax revenue without increasing taxes. I'd look closer at government corruption. Overpopulation destroys the environment. Canada is one of the few places on earth that still has an environment. Russia and Australia are the other ones. Russia's strategy is to look sort of like an ogre and it's too cold. Australia's strategy is to look like they harbor too many dangerous animals and the land is too arid. Canada's strategy is to keep higher taxes than the USA and it's too cold. People tend to gravitate toward lower tax and warmer places. Fewer people is better, it doesn't matter what their race is. I did notice the Indians he talked to were patriotic to their adoptive country, that's a good sign. Host nations like when the new people assimilate.
Identity Attack0.022590388
Insult0.06459839
Profanity0.020783609
Threat0.007819066
Severe Toxicity0.0024032593
Low Tox 0.112953395 Constructive 0.711
Oct 10, 2025 Inside Canada's Indian Metropolis (Brampton)
I think the Pakistani Guy nailed it! When the economy cannot siphon people into the workforce you form a nexus to survive. It eventually evolves into a closed group that is then seen as a …
I think the Pakistani Guy nailed it! When the economy cannot siphon people into the workforce you form a nexus to survive. It eventually evolves into a closed group that is then seen as a non-integrated community. This is not unique to Canada. Usually first generation immigrants who came in the 70s, 80s and 90s (and 2000s in case of mainland Europe) were treated quite poorly, not given enough opportunities and looked down upon. But they kept their heads down and worked hard with a resolve that their children would be of equal stature. While doing so they created networks and support systems that will help them survive and eventually thrive. This network worked very well for a while untill new generation immigrants came in and became a part of the network but had no idea what went in creating that safe space to begin with. Thus the clashes!
Identity Attack0.056582913
Insult0.053791173
Profanity0.022354934
Threat0.009644418
Severe Toxicity0.003490448
Low Tox 0.112953395 Constructive 0.81
Sep 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
then explain how we are literally the most successful group in the west especially in the US? Also tell that to Kash Patel, Vivek Ramaswamy and the numerous Indian CEOs all over America. Indians in …
then explain how we are literally the most successful group in the west especially in the US? Also tell that to Kash Patel, Vivek Ramaswamy and the numerous Indian CEOs all over America. Indians in the UK USA Australia according to govt stats themselves have the highest income per capita, tax contribution per capita lowest crime rate and highest education levels (in the USA it is measured by standardized test scores like avg SAT scores and % of population with college degrees). This is a proven fact based on the figures no other community/demographic is as law abidding and successful as Indians in every single western country. Indians are CEOs of major tech firms like microsoft google adobe ibm etc yet you won't mention that cause it goes against your agenda. The most successful demographic in the west (US UK Canada) are Indians. Highest income per capita, highest education levels and lowest cmre rates. When Indians move into a neighborhood property prices rise. This isn't creating chaos as this kid claims as Indians assimilate pay taxes have extremely low crmre rates and also the highest tax and income contribution per capita. Instead of making videos constantly deriding Indians why don't you point out the fact street harrassers across western europe targeting women are almost all Muslims from Afghanistan, Pakistan etc. Most pdfile groomong gongs in the UK are comprised of pakistani abdools. They have been operating in every town and city since the 60s. This youtuber probably doesn't even know who Tommy Robinson is
Identity Attack0.061130337
Insult0.04852104
Profanity0.025907494
Threat0.008712323
Severe Toxicity0.0037956238
Low Tox 0.112850055 Constructive 0.726 Economic_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
Who cares aboot Canada?
Who cares aboot Canada?
Identity Attack0.060675595
Insult0.028722567
Profanity0.018734055
Threat0.007353018
Severe Toxicity0.0031852722
Low Tox 0.112850055 Low Con 0.29 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
I’m 60 years old and am now seriously looking to leave Canada. Canada will become a failed country in the next 10 years (or sooner) and I don’t see anything changing. You can’t keep on …
I’m 60 years old and am now seriously looking to leave Canada. Canada will become a failed country in the next 10 years (or sooner) and I don’t see anything changing. You can’t keep on borrowing endlessly without consequences, most Canadians don’t understand how economics work.
Identity Attack0.05794714
Insult0.04852104
Profanity0.01173141
Threat0.0072235605
Severe Toxicity0.0025367737
Low Tox 0.112850055 Moderate Con 0.446 Fear_Threat
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
America is not the greatest country on earth. Trust me. In a dual citizen. Canada is much better.
America is not the greatest country on earth. Trust me. In a dual citizen. Canada is much better.
Identity Attack0.07673789
Insult0.031256735
Profanity0.016479544
Threat0.0069905366
Severe Toxicity0.0030517578
Low Tox 0.112850055 Moderate Con 0.477 Comparative_Framing
Feb 18, 2026 Inside Canada's Indian Invasion...
then explain how we are literally the most successful group in the west especially in the US? Also tell that to Kash Patel, Vivek Ramaswamy and the numerous Indian CEOs all over America. Indians in …
then explain how we are literally the most successful group in the west especially in the US? Also tell that to Kash Patel, Vivek Ramaswamy and the numerous Indian CEOs all over America. Indians in the UK USA Australia according to govt stats themselves have the highest income per capita, tax contribution per capita lowest crime rate and highest education levels (in the USA it is measured by standardized test scores like avg SAT scores and % of population with college degrees). This is a proven fact based on the figures no other community/demographic is as law abidding and successful as Indians in every single western country. Indians are CEOs of major tech firms like microsoft google adobe ibm etc yet you won't mention that cause it goes against your agenda. The most successful demographic in the west (US UK Canada) are Indians. Highest income per capita, highest education levels and lowest cmre rates. When Indians move into a neighborhood property prices rise. This isn't creating chaos as this kid claims as Indians assimilate pay taxes have extremely low crmre rates and also the highest tax and income contribution per capita. Instead of making videos constantly deriding Indians why don't you point out the fact street harrassers across western europe targeting women are almost all Muslims from Afghanistan, Pakistan etc. Most pdfile groomong gongs in the UK are comprised of pakistani abdools. They have been operating in every town and city since the 60s. This youtuber probably doesn't even know who Tommy Robinson is
Identity Attack0.061130337
Insult0.04852104
Profanity0.025907494
Threat0.008712323
Severe Toxicity0.0037956238
Low Tox 0.112850055 Constructive 0.726 Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
I've never seen so much disdain for immigration in Canada in my 42yrs here. Now seeing our standard of living tank while we are giving benefits, food and housing for migrants for years. We pay …
I've never seen so much disdain for immigration in Canada in my 42yrs here. Now seeing our standard of living tank while we are giving benefits, food and housing for migrants for years. We pay taxes, and suffer and try not to starve.
Identity Attack0.061130337
Insult0.02982438
Profanity0.013849284
Threat0.014048163
Severe Toxicity0.0033950806
Low Tox 0.112850055 Constructive 0.702 Personal_Narrative
Feb 18, 2026 1 likes LILLEY UNLEASHED: The fall of …
Honestly we shouldn't even consider any part of Canada becoming the 51st State... They're all a bunch of specialists
Honestly we shouldn't even consider any part of Canada becoming the 51st State... They're all a bunch of specialists
Identity Attack0.039972372
Insult0.060927123
Profanity0.015830519
Threat0.006848133
Severe Toxicity0.0024032593
Low Tox 0.112746716 Low Con 0.185 Humor_Satire
Jan 29, 2026 Inside Canada's Indian Invasion...
I’m so glad someone made a video about this. I left Canada because of this problem over my Middle East country. It’s literally better here. Canada is a big bubble. It ain’t worth to live …
I’m so glad someone made a video about this. I left Canada because of this problem over my Middle East country. It’s literally better here. Canada is a big bubble. It ain’t worth to live in there.
Identity Attack0.09328204
Insult0.032468732
Profanity0.017914234
Threat0.007417747
Severe Toxicity0.0030899048
Low Tox 0.112746716 Constructive 0.548 Personal_Narrative
Feb 28, 2026 Inside Canada's Indian Invasion...
Only nice thing i can say about Canada is that its not the UK...................yet
Only nice thing i can say about Canada is that its not the UK...................yet
Identity Attack0.10221587
Insult0.028612386
Profanity0.01490822
Threat0.00746953
Severe Toxicity0.0038719177
Low Tox 0.112746716 Moderate Con 0.32 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
Canadians made the informed adult choice to destroy Canada for no apparent reason. They chose their fate by passively accepting it in the utterly submissive manner standardized by centuries of British monarchy. It's too late …
Canadians made the informed adult choice to destroy Canada for no apparent reason. They chose their fate by passively accepting it in the utterly submissive manner standardized by centuries of British monarchy. It's too late to fix and the will to do so does not exist at any scale. Nothing will be done to mitigate this. The voters did this to themselves at the ballot box by action or inaction which I find hilarious.
Identity Attack0.06294931
Insult0.03566399
Profanity0.01265371
Threat0.01238892
Severe Toxicity0.0032615662
Low Tox 0.112746716 Moderate Con 0.338 Fear_Threat
Nov 20, 2025 Inside Canada's Indian Metropolis (Brampton)
Let me use this opportunity to bring awareness to the oppression of Tibetans. No, I am not talking about the Tibetans in China. I am talking about Tibetans in occupied South Tibet, which was annexed …
Let me use this opportunity to bring awareness to the oppression of Tibetans. No, I am not talking about the Tibetans in China. I am talking about Tibetans in occupied South Tibet, which was annexed by India in 1951 and made a state by India in 1987 to become the so-called Arunachal Pradesh. South Tibet includes Tawang, birthplace of the Sixth Dalai Lama and home to a four-hundred-year-old Tibetan Monastery. The Tibetans in occupied South Tibet are fast becoming strangers in their own native homeland because the Indian government is settling Indians in the region to change the demographic structure of the area and trashing the place just like the Indians did in India or in Canada. The Indians like to mock them, calling them Chinese as a form of insult (sometimes using slurs such as the C* word or the M* word). Rape by Indians in occupied South Tibet is a major source of anger among the locals toward the thuggish Indian occupiers. Another thing is that India doesn't trust the locals and likes to accuse them of being Chinese spies if they don't display enough loyalty to the Indian occupier. This area is tightly controlled by India, with limited access to the outside world. In 2014, a Tibetan Chinese called Nido Tania went to Delhi and was beaten to death because he looked 'Chinese'. His case was hardly an isolated one. Northeasterners in India have for years endured racial hatred by the Indian people. They have held demonstrations in New Delhi, but not much has changed. On December 9, 2025, a Chinese-looking youth from the north-east Indian state was murdered by racist Indian thugs. The thugs mocked him with racist taunts like "CHINKI, MOMO, CHINESE," etc., and then the youth was mercilessly beaten to death. This is not the first nor will it be the last case of racism against the north eastern people living under New Delhi's oppression. No killer or rapist of the northeastern people has ever been brought to justice. The Indian political leadership does nothing more than produce hollow words of sympathy: "I AM VARY VARY SAARY!" There was not even a single word of support or remorse from the high priest of the Bar-Rat hindu empire: Modi. The greatest irony and shameless hypocrisy of India and Indians is that the murdered youth's father is serving in the Indian Border Security Force and deployed along the border with China. He is fighting against China for a country that is ready to kill him and his family for looking Chinese. Some years back, yet another rape case by Indian soldiers occurred in Bomdila, South Tibet. The local police detained the two suspects, and the Indian military, fearing that the two suspects would be lynched, stormed the police station, vandalized it, and rescued the two suspects. This leads to massive protests by the local people. Eventually, the unrest caught the attention of New Delhi, and India flew in the defense minister to Bomdila to make a show of force to suppress the protests. Today, South Tibet is restless, and India knows it. This is the reason a law called the AFSPA (Armed Forces Special Power Act) is imposed on South Tibet. AFSPA gives the state the power to detain or kill anyone with impunity. No due process is needed. AFSPA is imposed on areas India deems restless, such as South Tibet and Kashmir. It is a law meant to suppress dissent and instill fear among the populace. The Tibetans in occupied South Tibet are voiceless people because they are not the right kind of Tibetans, so their plight is ignored by the Western world. I have yet to hear from the Western media any concern for the human rights abuses of the Tibetans in occupied South Tibet by India. P.S. I am using the word Tibetan as an umbrella term to include the various Sino-Tibetan Burmese people (Monpa, Abotani (called Lhotba on the Chinese side),..etc. The Sixth Dalai Lama was a Monpa) in South Tibet. The Sixth Dalai Lama is known for his many love poems and romantic escapades outside the Potola Palace. Sadly, his hometown, Tawang, is now under India's occupation since 1951. The Tawang Monastery is the last major frontier monastery before the area merged into the tribal region. It historically enjoyed a close relation with the Beijing central government. Free South Tibet (so-called Arunachal Pradesh) from India.
Identity Attack0.10221587
Insult0.032028005
Profanity0.024951037
Threat0.015947454
Severe Toxicity0.00415802
Low Tox 0.112643376 Constructive 0.594 Comparative_Framing
Jan 28, 2026 Inside Canada's Indian Invasion...
It's not a right to remain in Canada unless you are a citizen of Canada you do not.have the right to remain here and it can be taken away
It's not a right to remain in Canada unless you are a citizen of Canada you do not.have the right to remain here and it can be taken away
Identity Attack0.09245483
Insult0.022770792
Profanity0.011970525
Threat0.009178371
Severe Toxicity0.0032615662
Low Tox 0.112643376 Moderate Con 0.369 Moral_Argument
Feb 11, 2026 Canada's tighter immigration policy divides …
Rise up Canada🇨🇦. Become beautiful again. End all wicked ways of thinking in your Country. Remove all evil.
Rise up Canada🇨🇦. Become beautiful again. End all wicked ways of thinking in your Country. Remove all evil.
Identity Attack0.03223813
Insult0.036325075
Profanity0.016342908
Threat0.018364733
Severe Toxicity0.002861023
Low Tox 0.112540044 Moderate Con 0.303 Call_To_Action
Aug 26, 2025 1 likes Why Canadians Are Turning Against …
Canada is lost, unless this is an infection point in its history
Canada is lost, unless this is an infection point in its history
Identity Attack0.04538634
Insult0.037395194
Profanity0.01579636
Threat0.0084793
Severe Toxicity0.0025939941
Low Tox 0.112540044 Low Con 0.218
Jan 20, 2026 1 likes Why Canadians Are Turning Against …
Canadians can't afford to have babies. I don't know what makes the government or the immigrants they bring in think that, after the free government stipends and support ends, theyll be able to afford to …
Canadians can't afford to have babies. I don't know what makes the government or the immigrants they bring in think that, after the free government stipends and support ends, theyll be able to afford to have babies. They won't. They'll be in the same position most Canadians are in: working their life away to pay their bills, and having the government take half their income in the form of taxes in order to pay for all the NEW immigrants who arrive. I'm guessing that's partly why a lot of new immigrants are leaving Canada shortly after they arrive: they were sold a fairy tale that no longer exists, and probably won't exist again until Canadians wake up and vote out the Liberal party.
Identity Attack0.08087392
Insult0.035333443
Profanity0.015010698
Threat0.007353018
Severe Toxicity0.0032043457
Low Tox 0.112540044 Constructive 0.594
Aug 28, 2025 1 likes Why Canadians Are Turning Against …
I am afraid you are not asking the crucial question -- why did the government allow such massive immigration to Canada? Do you think the calculation of the government was to help immigrants by bringing …
I am afraid you are not asking the crucial question -- why did the government allow such massive immigration to Canada? Do you think the calculation of the government was to help immigrants by bringing in so many to Canada? Is the Canadian government truly that humane? Clearly one impetus for this mass immigration was Canadians cannot by themselves support all of the social systems -- healthcare, welfare, retirement, etc., so Canada needed immigrants who would work like drones to financially support the country. There is also the business interest. Everywhere you turn there is new high-rise being built with hundreds of apartment who do you think is going to pay the $3000 rent for those apartments? Canadians banks also love the deposits of hardworking immigrants. Don't get it twisted, immigrants have been allowed into Canada out of necessity not humanity.
Identity Attack0.052490227
Insult0.055547886
Profanity0.015967157
Threat0.0074436385
Severe Toxicity0.00289917
Low Tox 0.112540044 Constructive 0.685
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
Where do Canadians go. Born and raised here. It’s not Canada anymore. Where else am I supposed to go? It’s only going to get worse. The damage Trudeau did we will never recover from, and …
Where do Canadians go. Born and raised here. It’s not Canada anymore. Where else am I supposed to go? It’s only going to get worse. The damage Trudeau did we will never recover from, and if we do it won’t be in my lifetime.
Identity Attack0.052490227
Insult0.034341812
Profanity0.011577694
Threat0.009747985
Severe Toxicity0.0028419495
Low Tox 0.112540044 Moderate Con 0.463
Oct 4, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
This investigation will take years……meanwhile extortionists will claim asylum in Canada
This investigation will take years……meanwhile extortionists will claim asylum in Canada
Identity Attack0.03894114
Insult0.035774168
Profanity0.012448754
Threat0.009230154
Severe Toxicity0.0021743774
Low Tox 0.112436704 Low Con 0.133 Fear_Threat
Feb 18, 2026 Canadian immigration officers investigating hundreds …
On Canada day my family and I did our own celebration but very small. Why? because we are disappointed with Canada. the Government is allowing such things in the country. Limit immigration that's all we …
On Canada day my family and I did our own celebration but very small. Why? because we are disappointed with Canada. the Government is allowing such things in the country. Limit immigration that's all we ask.
Identity Attack0.07094744
Insult0.032248367
Profanity0.011936366
Threat0.0074954215
Severe Toxicity0.0025749207
Low Tox 0.112436704 Constructive 0.634
Sep 11, 2025 1 likes Why Canadians Are Turning Against …
Spot on One of the rare few BEST casts I have watched. Every word is correct said. I am Canadian, I've been to Jamaica and fell in love with the beautiful country and people. I …
Spot on One of the rare few BEST casts I have watched. Every word is correct said. I am Canadian, I've been to Jamaica and fell in love with the beautiful country and people. I was hoping to live out my final years in Jamaica, but Canada's Liberal government has drained and taken that dream from me and made that move unaffordable now because of their destructive policies. 😢
Identity Attack0.023595277
Insult0.0638991
Profanity0.012517073
Threat0.00636914
Severe Toxicity0.0016593933
Low Tox 0.112436704 Constructive 0.796
Sep 1, 2025 1 likes Why Canadians Are Turning Against …
those illegally crossing to Canada are sponsored by no one, that's why they're not immigrant
those illegally crossing to Canada are sponsored by no one, that's why they're not immigrant
Identity Attack0.099899694
Insult0.027730936
Profanity0.012687869
Threat0.006084333
Severe Toxicity0.0022602081
Low Tox 0.112436704 Low Con 0.275
Jan 1, 2018 2 likes How much do refugees and …
The almost complete Indianization of Canada.
The almost complete Indianization of Canada.
Identity Attack0.08004672
Insult0.033680726
Profanity0.015318131
Threat0.0065956907
Severe Toxicity0.0031852722
Low Tox 0.112436704 Low Con 0.172
Nov 10, 2025 Inside Canada's Indian Metropolis (Brampton)
Integration ya not. It’s about money to be removed from Canada back to India, China, etc….
Integration ya not. It’s about money to be removed from Canada back to India, China, etc….
Identity Attack0.10221587
Insult0.024640027
Profanity0.011577694
Threat0.008712323
Severe Toxicity0.0032043457
Low Tox 0.112436704 Low Con 0.135 Economic_Argument
Jan 28, 2026 Inside Canada's Indian Invasion...

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.