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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: "What is this one sided, …" 42 comments · Page 2 of 2
I don't think most Canadians have a problem with Indians. I think we have a problem with our government who is not able to enforce a policy that puts the country first. Immigration built Canada …
I don't think most Canadians have a problem with Indians. I think we have a problem with our government who is not able to enforce a policy that puts the country first. Immigration built Canada and good immigration creates jobs and opportunities. What we're seeing is the government exploiting everyone who built his country. A lot of Indians work here for cheap labour because the government and other regulatory bodies turn a blind eye if it means they can gain the trust and votes of the people they are essentially lying to. It's a shame to see because no one In this situation on either side is really happy.
Identity Attack0.18391247
Insult0.06494803
Profanity0.022354934
Threat0.008103873
Severe Toxicity0.0047683716
Low Tox 0.18079062 Constructive 0.741
Oct 13, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
One side accepts all as one and builds community, and the other side hates everyone who is different and isolates in their homes
One side accepts all as one and builds community, and the other side hates everyone who is different and isolates in their homes
Identity Attack0.10221587
Insult0.034341812
Profanity0.02836696
Threat0.009903334
Severe Toxicity0.0038337708
Low Tox 0.17545098 Moderate Con 0.334 Moral_Argument
Sep 20, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
A dark side of India is unfolding...Pandora's box that no one can now close ☹
A dark side of India is unfolding...Pandora's box that no one can now close ☹
Identity Attack0.10221587
Insult0.046764325
Profanity0.025907494
Threat0.011715741
Severe Toxicity0.005760193
Low Tox 0.15656179 Low Con 0.254 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Appluses for hearing one side of the story. Care to hear the perspective of an Indian Immigrant in Canada? Then read on. I believe most people are barking up the wrong tree. As a legal …
Appluses for hearing one side of the story. Care to hear the perspective of an Indian Immigrant in Canada? Then read on. I believe most people are barking up the wrong tree. As a legal immigrant who migrated here with a nuclear family only on merit, I believe I earn the privilege to voice my thoughts here. First of all, rather than blaming the hoards of Indian immigrants, why don't anyone ask questions to the people who allowed it? Why not ask the politicians who vetoed it? Why not ask the police who is not able to stop reckless drivers? Why not ask the minister's who allow hospitals to run under staffed? USA has a massive Indian diaspora. But they are mostly IT workers and CEOs and Doctors. So who was at mistake of bringing illiterate, uncouth Indians to Canada? After earning all the required merit, and paying as much taxes from my family that is equivalent to minimum wages of at least 4 people, it hurts me to see undeserving people taking benefits of the system, while we get the short end. No one seemed too concerned when Indian students brought in so much money and revived some dead economies. No one blamed thousands of Punjabi businesses bringing in dollars into the economy. India, with its 150 billion people has s#!to eaters and people who can buy out Canada. You only see the bad. Press the government to bring in good people. Doctors, engineers, lawyers, scientists, business people, who will add value to the country and generate you jobs and salaries and grow this country. Not cooks and drivers only. Khalistan and Pro-BJP factions are both bad outside India. They all should go back and let the peace loving Indians and Canadians live here in peace. I don't hate anyone, but just the people who make my home country and me look bad. We ain't that bad after all.
Identity Attack0.105836816
Insult0.05262003
Profanity0.016172111
Threat0.007909686
Severe Toxicity0.0029945374
Low Tox 0.15158679 Constructive 0.821 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
There is a clear lie in that video. Nobody is in Limbo. Mind you there is normal Federal Express entry program still happening. Meaning, that if you get selected through that program, you can immigrate …
There is a clear lie in that video. Nobody is in Limbo. Mind you there is normal Federal Express entry program still happening. Meaning, that if you get selected through that program, you can immigrate to any province of your choice - including Quebec. You can also still get bonus points for Canadian education (Quebec education does count) and Canadian work experience (if it qualifies). So the only thing that happened was, that one provincial nomination program was ended, that is all that happened. The practical problem is, that provincial nomination does give so many points, that it is a guarantee of normal express entry pull as long as you just meet criteria to enter Express entry. So provincial nominations are suitable for people that might be otherwise struggling with points (older age, less language perfection, les bonus points from education or work experience). For a disclaimer, provincial programs are based on a specific province needs and just because one was opened when you planned to go and study or work in Canada, it does not mean it will be like that forever. If an agent made you such promise, then he was misleading you. Again for those people demonstrating, nothing has changed for them other than one future option was gone. They still have their student or work permit until it expires. They also can apply into Express entry program as normal. On a side note for Canadian trying to cheer about this, be aware, such change can also mean that economy projection for next few years is not the best. so take it a warning sign. Or if we are lucky, it was found that this program was not bringing intended type of skilled worker or was heavily abused.
Identity Attack0.011691323
Insult0.07333439
Profanity0.021056883
Threat0.0068028234
Severe Toxicity0.0028800964
Low Tox 0.14950264 Constructive 0.707
Nov 23, 2025 Quebec Ends Economic Immigration Program …
I’m the son of Indian immigrants who came into Melbourne, Australia 34 years ago, my mom came with her family of 8 and my father came here by himself. The exact same thing is happening …
I’m the son of Indian immigrants who came into Melbourne, Australia 34 years ago, my mom came with her family of 8 and my father came here by himself. The exact same thing is happening over here. We have suburbs in our eastern side which have turned into pockets of Punjab and Haryana. We have been in the restaurant industry for 30 years now, these students are taking our cash in what is a ‘cashless economy’. We’ve had one particular instance where a former employee faked her marriage certificates in order to get her permanent residency, now she’s in trouble with the authorities and may face some years in jail. The problem is they like taking ‘shortcuts’ and then they get stuck and expect us as employers to save them. The systems put into place have been exhausted to the point where is it useless.
Identity Attack0.083355546
Insult0.06023245
Profanity0.04867618
Threat0.009825659
Severe Toxicity0.0048065186
Low Tox 0.13388206 Constructive 0.795 Personal_Narrative
Oct 9, 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...
Why do they say we have one of the largest populations in the world. When their own country can't help the population with jobs, affordable housing, medical care, transportation system, over crowding due to population …
Why do they say we have one of the largest populations in the world. When their own country can't help the population with jobs, affordable housing, medical care, transportation system, over crowding due to population spike, overall provide better living back home. Yet every one of them tries to leave for other countries in the world for a better life. Then why grow the population so rapidly fast! Never understood that part. On the flip side sure grow your population if your country provides better life in terms of all those necessities. But pretty much other countries are baby sitting and raising them yet they brag were the second largest population. Doesn't make sense to brag about that!
Identity Attack0.04177703
Insult0.04090862
Profanity0.023721304
Threat0.007340072
Severe Toxicity0.0032806396
Low Tox 0.11202335 Constructive 0.731 Economic_Argument
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Decades ago I remember the argument "you're not allowing the parents of immigrants to come to Canada" and the response of "that will destroy the CPP"' being discussed in the news and Parliament for quite …
Decades ago I remember the argument "you're not allowing the parents of immigrants to come to Canada" and the response of "that will destroy the CPP"' being discussed in the news and Parliament for quite some time. Seems we've gone from one small ditch on one side straight over the cliff's edge on the other now.
Identity Attack0.0775651
Insult0.027605021
Profanity0.012687869
Threat0.013372798
Severe Toxicity0.0029563904
Low Tox 0.11129999 Constructive 0.685 Policy_Critique
Feb 17, 2026 13 likes LILLEY UNLEASHED: The fall of …
I feel very sad because, in the end, all immigrants end up paying the price for the bad attitudes of a few. I speak especially from the perspective of Latin American immigrants: we are not …
I feel very sad because, in the end, all immigrants end up paying the price for the bad attitudes of a few. I speak especially from the perspective of Latin American immigrants: we are not the majority in Canada, but we come with the intention of adapting, of including ourselves in the local culture, and of contributing the best we can. Our culture is not so distant — we share religion, family values, and lifestyle — and we arrive with the willingness to integrate, not to impose. Even so, for us the path is extremely difficult: getting permanent residency and, eventually, citizenship is a long, expensive, and complicated process. And we do it, we comply with the rules, we respect, we pay everything. What hurts is seeing that some other groups arrive with a different attitude: instead of integrating, they want to impose their culture, their religion, even their body odors, and if you make a face or express discomfort, they immediately take it as “discrimination.” It is not fair that, for example, my child should stop bringing meat in his lunch just because another child bullies him saying he is “a filthy sinner.” Inclusion should be mutual, an effort on both sides, not a one-sided demand.
Identity Attack0.07425626
Insult0.031917825
Profanity0.015659723
Threat0.007145886
Severe Toxicity0.002155304
Low Tox 0.10696511 Constructive 0.79
Aug 28, 2025 8 likes Why Canadians Are Turning Against …
There are alot of churches in Canada that have a food bank as well. I got frustrated at your narrative on this vid. It seemed very one sided. Is all about money and power. And …
There are alot of churches in Canada that have a food bank as well. I got frustrated at your narrative on this vid. It seemed very one sided. Is all about money and power. And what is going on behind closed govt doors. How do you live in a broken system. We all need to stand as one and say and do no more. But you only know what you know till you learn more. Stay strong and groovy.
Identity Attack0.014048826
Insult0.035333443
Profanity0.012038844
Threat0.00636914
Severe Toxicity0.0012969971
Low Tox 0.0926474 Constructive 0.762 Policy_Critique
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
At one point here in toronto you would get up at 6am leave your home at 6:30 to commute to work and the streets would be almost empty. Fast forward today. That same intersection that …
At one point here in toronto you would get up at 6am leave your home at 6:30 to commute to work and the streets would be almost empty. Fast forward today. That same intersection that use to be quiet and empty now is packed with mostly if not all indians. They are getting dropped off by public transit in groups of 10+ on all four sides of the street.
Identity Attack0.06476828
Insult0.022899706
Profanity0.01442999
Threat0.00866054
Severe Toxicity0.0023555756
Low Tox 0.09033044 Constructive 0.571 Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
My Granparents, parents, settled the homestead in 1896 near Rossland BC. How it used to work, how things are supposed to work, is the Government serves the needs and demands of the people. The people …
My Granparents, parents, settled the homestead in 1896 near Rossland BC. How it used to work, how things are supposed to work, is the Government serves the needs and demands of the people. The people don't serve the Government nor any Corporation or Public/Private Partnership. This means that the Government doesn't prevent people from doing what they do and they don't use force to extort the fruit of everyone's labor to the point of enslavement. In 1896 and throughout my Grandfather's life from 1902 to 1976, one would do for themselves if they weren't working for someone else. In other words, you found something needed be done, something the community around you required or was lacking, you opened shop and got after it. You can't work today because you require licensing for everything, you require permission for everything, everything is regulated. People have it in their minds that it's so much better today then it was then, that it's "safer". But it's not, that's a lie. My family, although never wealthy, ate good food, always had a roof over their heads, plenty of family around and always had something to do or at least could always find something to work at. Most importantly, they always had hope because they had freedom. No one has any hope anymore and the people coming here aren't just bringing their culture to overtake our culture, they are coming with anger. With envy, resentment and malice. My family didn't come here with those things, they came to Canada with hope and determination to integrate and prosper with freedom. The other side of my family fled Bolshevism when they left Russia and came here and that side had the exact same hope in freedom to work hard and prosper. Now all generational wealth, freedom, prosperity and hope is all but completely stolen. We don't need more regulations. We don't need more benefits. We don't need more Government. We need less, we need it all to go away because I know for a fact, you give people the freedom to go about their lives, the society or community they form, always tends towards peaceful, prosperous organization. You give people the freedom to build and produce and they'll get after it immediately and that opens the door for all other manner of trades and skills that just fill any hole in a community or society. And that's a fact about the organizational tendencies of human beings. There's nothing stopping us from providing for ourselves but a cartel Government in the business of extortion and human enslavement. They foment chaos and division in order to justify the revoking of more freedoms to enslave more people. People themselves, they look to get along, get to work, raise families and, as best they can, enjoy life. Once we start expecting a Government to take care of us we've institutionalized prisoners who have lost all human dignity. When you "buy in" to all the rhetoric of so called autonomy, ask yourself, how autonomous are you without a family? Just because you're alone in a box in a city, stacked one on top of the other, weighted down by a landslide of rules, collecting benefits from the Government, doesn't make you autonomous. People say, "no one can afford a family". Yet those coming in have large families and they seem to be making out just fine. It's the brainwashing of our culture that set us up. Over time we've convinced the proper way to do things is everyone to grow up and go their own way, leaving each other relying on benefits from the government in old age or illness or whatever calamity might strike in life. There's always something that comes along. With family you have human resource, a plethora of skills and you have your "insurance", free of extortion. Everything that comes from a government is conditional and sooner or later their conditions rule over our condition, even though it's our labor that provides for them. The answer isn't more benefits, as I've said. The answer is simply less government, so we can all get to the business of providing for ourselves and helping our communities prosper. We need to do this with family because alone, we are all isolated and powerless. No one stands alone and a house divided cannot stand.
Identity Attack0.008768492
Insult0.027841117
Profanity0.016821137
Threat0.007249452
Severe Toxicity0.0016498566
Low Tox 0.057748068 Constructive 0.801
Aug 25, 2025 6 likes Why Canadians Are Turning Against …
dude, in british columbia, you can literally cross the street and youre in the usa. one side of the street is canada the other is washington
dude, in british columbia, you can literally cross the street and youre in the usa. one side of the street is canada the other is washington
Identity Attack0.018168874
Insult0.014884921
Profanity0.015044857
Threat0.0071199946
Severe Toxicity0.0015640259
Low Tox 0.03639866 Low Con 0.261 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
Just wanna say, cause I don't think its said enough, I commend the journalistic integrity that you started out with and maintain throughout your work. Thank you for your commitment to hearing many sides of …
Just wanna say, cause I don't think its said enough, I commend the journalistic integrity that you started out with and maintain throughout your work. Thank you for your commitment to hearing many sides of the story. My brother is a journalist in NYC and he also amplifies voices that are so often drowned out by louder, flashier ones. As a Canadian, who was born in South Africa, but have grown up in BC since elementary school, I feel incredibly grateful for the opportunity this country has given my family. We all work hard to build on the values shared in this nation. I love learning about aspects of Canada that I am unfamiliar with, but ultimately help shape its identity. 🙏
Identity Attack0.0076585566
Insult0.01819439
Profanity0.014771583
Threat0.006686311
Severe Toxicity0.0011396408
Low Tox 0.03109552 Constructive 0.882 Solidarity
Oct 8, 2025 21 likes Inside Canada's Indian Metropolis (Brampton)
Now, that's what I call one-sided reporting. Not a single voice supporting a tighter immigration policy
Now, that's what I call one-sided reporting. Not a single voice supporting a tighter immigration policy
Identity Attack0.012541492
Insult0.010742896
Profanity0.010365041
Threat0.0063497215
Severe Toxicity0.0008773804
Low Tox 0.028620722 Moderate Con 0.469 Meta_Commentary
Feb 11, 2026 Canada's tighter immigration policy divides …
Dude could have just walked either way over the border and not spent a dime doing it. The entire canadian border is open and not monitored. In some areas one side of the road is …
Dude could have just walked either way over the border and not spent a dime doing it. The entire canadian border is open and not monitored. In some areas one side of the road is canada and the other side in America.
Identity Attack0.0048837173
Insult0.009868891
Profanity0.010279642
Threat0.00636914
Severe Toxicity0.0007390976
Low Tox 0.016587202 Low Con 0.297 Unverified_Claim
Jan 27, 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.