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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: "In India, there is no …" 2,270 comments · Page 77 of 91
Cast system still rules India https://youtu.be/oCjYa1sT-d4?si=iMOU_Z-66ULbFXnU
Cast system still rules India https://youtu.be/oCjYa1sT-d4?si=iMOU_Z-66ULbFXnU
Identity Attack0.08831879
Insult0.02708937
Profanity0.02932342
Threat0.01119791
Severe Toxicity0.0049591064
Low Tox 0.11129999 Low Con 0.208
Sep 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
There’s no divide. 100% of everybody I talk to in Canada thinks immigration levels are too high. And it doesn’t matter if the Canadians I talk to are Irish Canadians or if they are immigrants …
There’s no divide. 100% of everybody I talk to in Canada thinks immigration levels are too high. And it doesn’t matter if the Canadians I talk to are Irish Canadians or if they are immigrants from India. Every single person wants lower immigration.
Identity Attack0.10221587
Insult0.024768941
Profanity0.01309778
Threat0.0062008454
Severe Toxicity0.0021266937
Low Tox 0.11119666 Constructive 0.549
Feb 11, 2026 6 likes Canada's tighter immigration policy divides …
Most people in canada are from Sikh community , they contribute around 2.x% of population in India , and its very shocking to see there are more sikh out of india than india itself
Most people in canada are from Sikh community , they contribute around 2.x% of population in India , and its very shocking to see there are more sikh out of india than india itself
Identity Attack0.11396073
Insult0.026960457
Profanity0.0166845
Threat0.006420923
Severe Toxicity0.0027275085
Low Tox 0.11109332 Moderate Con 0.393
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
India 2.0.. soon to be updated to real India 1.0😂
India 2.0.. soon to be updated to real India 1.0😂
Identity Attack0.08666438
Insult0.03489272
Profanity0.037904397
Threat0.026479885
Severe Toxicity0.009307861
Low Tox 0.11098998 Low Con 0.159 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
I've lived in Brampton all my life. I've seen it transform from a quiet, suburban farm town into "Little India" Legit, this was hard to watch...
I've lived in Brampton all my life. I've seen it transform from a quiet, suburban farm town into "Little India" Legit, this was hard to watch...
Identity Attack0.06522302
Insult0.03489272
Profanity0.017982552
Threat0.007521313
Severe Toxicity0.0028038025
Low Tox 0.11098998 Constructive 0.62 Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
It saddens me for what this country has become. When I first came here, I saw the potential of what I could do in this country but that is not the case anymore. I, amongst …
It saddens me for what this country has become. When I first came here, I saw the potential of what I could do in this country but that is not the case anymore. I, amongst many immigrants from India, try every bit possible to assimilate in the society and believe me we have, almost at par with Canadian values. However, post-covid, everyone seems to judge every east Indian on the same grounds as outlined by the speakers in this video. My opinion is, people who do not respect the laws and traditions of this country should go back to their countries (regardless of who they are) and do all your propaganda there especially all the international ones. Like I came here for a better future and I feel I am getting a worsened experience due to all this toxicity for colored people and their behaviour of course.
Identity Attack0.089973204
Insult0.033790905
Profanity0.019690514
Threat0.007094103
Severe Toxicity0.0028419495
Low Tox 0.11088664 Constructive 0.767
Oct 1, 2025 Inside Canada's Indian Metropolis (Brampton)
Sikhs are great warriors who protected India from the Moh@mmedan invasions in history and they get put in the same basket with other types of immigrants these days, but they contribute greatly to the economy …
Sikhs are great warriors who protected India from the Moh@mmedan invasions in history and they get put in the same basket with other types of immigrants these days, but they contribute greatly to the economy and do not sit around on benefits. They are hard working people with principles and family values. They are also peaceful, and anyone can go and have a feed at the temple at lunch time.
Identity Attack0.099072486
Insult0.030154925
Profanity0.019758832
Threat0.008764107
Severe Toxicity0.0039863586
Low Tox 0.11088664 Constructive 0.756 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
This immediate and massive influx of "immigrants" from India and China into North America is deliberate and done with the permission of all governments involved. It is a great reset great replacement of the European …
This immediate and massive influx of "immigrants" from India and China into North America is deliberate and done with the permission of all governments involved. It is a great reset great replacement of the European populations of North America, done to run the bio-tech great reset. None of these people belong here. They have completely different histories and assumptions and narrative mythologies. I am now a foreigner in my family's. hometown of three generations.
Identity Attack0.10221587
Insult0.027218282
Profanity0.012175481
Threat0.0065827454
Severe Toxicity0.002746582
Low Tox 0.11088664 Constructive 0.578 Unverified_Claim
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
India Sherlock!! They are hiding in Brampton and Toronto
India Sherlock!! They are hiding in Brampton and Toronto
Identity Attack0.06476828
Insult0.033680726
Profanity0.021740068
Threat0.008414571
Severe Toxicity0.0031280518
Low Tox 0.11088664 Low Con 0.181
Oct 12, 2025 IRCC Names India in Study …
Why they don’t stay in India
Why they don’t stay in India
Identity Attack0.08252834
Insult0.022770792
Profanity0.020988565
Threat0.0086087575
Severe Toxicity0.0035858154
Low Tox 0.11078331 Low Con 0.283 Identity_Assertion
Aug 26, 2025 1 likes Why Canadians Are Turning Against …
"I don't feel any difference between Canada and India" that sentence says it all.
"I don't feel any difference between Canada and India" that sentence says it all.
Identity Attack0.10221587
Insult0.025026767
Profanity0.012312118
Threat0.0062332097
Severe Toxicity0.0026893616
Low Tox 0.11067997 Moderate Con 0.335 Fear_Threat
Oct 13, 2025 1,043 likes Inside Canada's Indian Metropolis (Brampton)
Investigate India and the embassy. If, in Hardeep Singh Nijjar’s case, the Canadian government is willing to withhold “sensitive” information from the trial, then it is not being transparent, and this will lead to misinformation …
Investigate India and the embassy. If, in Hardeep Singh Nijjar’s case, the Canadian government is willing to withhold “sensitive” information from the trial, then it is not being transparent, and this will lead to misinformation and injustice. Sikhs know for a fact that the Indian government is fully involved, as the RCMP found in their investigation on transnational repression and extortion cases. But the biggest piece of evidence is just south of the border with Nikhil Gupta’s case. Mr. Gupta pleaded guilty to trying to hire a US undercover cop to assassinate Gurpatwant Singh Pannu, who is a human rights activist and lawyer who is spearheading the Khalistan movement. He showed the undercover cop photos of Hardeep Singh Nijjar’s body and said we just finished this job, and when you complete your job, we have a long list of others we need dead. Nikhil Gupta had placed a call with Indian RAW agents, who are named as C1 and C2, who said they will pay $100,000 for each hit. We have Sikh activists who have repeatedly told the media they have been hit on their heads, including Jagmeet Singh, the former leader of the NDP. If Canada refuses to take this seriously, the government officials are being traitors to their own country. Canada is now doing a disservice by withholding information from Canadians, and did so before, during the inquiry into the Air India incident, when the government asked the courts not to include it in their investigation of any Indian involvement. A Canadian- Norwegian spy who said India tried to hire him to place explosives in one of the planes. He warned our government, and they knew about this and still covered it up! Now, the government is doing the same to secure business deals with India. Like India has nothing to offer Canada except labour (with their billion population), and we Canadians cannot find jobs and don't need unskilled workers from India when we can educate our citizens and give them jobs here. There must be a full, transparent investigation into India and its embassy and agents.
Identity Attack0.06795148
Insult0.038566336
Profanity0.016616182
Threat0.010343489
Severe Toxicity0.0028038025
Low Tox 0.11067997 Constructive 0.743 Policy_Critique
Feb 21, 2026 Canadian immigration officers investigating hundreds …
In Canada, we imported almost 10% of our population is the last five years, the majority of whom came from India. There's no doubt that Indian culture is not the same as Canadian culture, and …
In Canada, we imported almost 10% of our population is the last five years, the majority of whom came from India. There's no doubt that Indian culture is not the same as Canadian culture, and importing such a massive number so quickly means we are far more likely to see those cultures bumping up against each other, rather than giving them a chance to assimilate and blend. Like any good cook, I know if you try to add the eggs too quickly and in too much of a hurry, you get scrambled eggs in weak sauce, not a thick creamy custard. Same principle applies to immigration. We need to give people the time and chance to learn and absorb our culture and values, else we end up with ghettos and a weakened society.
Identity Attack0.07921951
Insult0.034672357
Profanity0.020032106
Threat0.008401625
Severe Toxicity0.0031852722
Low Tox 0.11057663 Constructive 0.775 Policy_Critique
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
The real problem is not just people, it’s the Canadian immigration system and the loopholes IRCC has left wide open. In Punjab and other parts of India, wealthy families are arranging marriages where a girl …
The real problem is not just people, it’s the Canadian immigration system and the loopholes IRCC has left wide open. In Punjab and other parts of India, wealthy families are arranging marriages where a girl with IELTS comes to Canada, then calls her husband here. Many of these are nothing more than contract marriages, where once the boy arrives, they go their separate ways. This is blatant abuse of the system and has created a wave of people entering Canada without even basic English skills. IRCC needs to wake up and fix this. Students on study or work visas must not be allowed to bring their spouses. If someone wants to come, let them take an English test themselves and prove they’re qualified. Study permits should only be issued for genuine university students, not random private colleges being used as back doors into the country. On top of that, no work permits should be given while on a study visa. Employers who hire students illegally on cash as cheap labour should face strict penalties, heavy fines, and blacklisting. Until these loopholes are closed, Canada’s immigration system will continue to be exploited and lose credibility. IRCC, this is not immigration — this is fraud facilitated by weak laws.
Identity Attack0.05089863
Insult0.045007613
Profanity0.015147334
Threat0.0071070488
Severe Toxicity0.0025558472
Low Tox 0.1104733 Constructive 0.664 Policy_Critique
Oct 4, 2025 IRCC Names India in Study …
It is about time we take care of this issue. Our city is flooded by these students to be exact from India.
It is about time we take care of this issue. Our city is flooded by these students to be exact from India.
Identity Attack0.09080041
Insult0.029714199
Profanity0.01893901
Threat0.008259222
Severe Toxicity0.0032043457
Low Tox 0.11036996 Moderate Con 0.497 Fear_Threat
Oct 2, 2025 IRCC Names India in Study …
Why can Quebec make decisions about their immigration but the rest of the country is slowly turning into India?
Why can Quebec make decisions about their immigration but the rest of the country is slowly turning into India?
Identity Attack0.09245483
Insult0.027730936
Profanity0.01265371
Threat0.00636914
Severe Toxicity0.0022125244
Low Tox 0.11036996 Low Con 0.266
Nov 21, 2025 2 likes Quebec Ends Economic Immigration Program …
People who said we are from punjab instead of india, are not someone you want in canada.
People who said we are from punjab instead of india, are not someone you want in canada.
Identity Attack0.09245483
Insult0.028171662
Profanity0.013917602
Threat0.006530962
Severe Toxicity0.0024414062
Low Tox 0.10956833 Moderate Con 0.386 Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
It's not race that makes countries great or bad. Since there is just one human race. Its the culture that makes places great. Culture or shared ideas among the populace. Specially ideas of being open …
It's not race that makes countries great or bad. Since there is just one human race. Its the culture that makes places great. Culture or shared ideas among the populace. Specially ideas of being open minded, living and letting live, freedom, being tolerant etc. These are the best ideas or culture that if held long enough by the majority of the people will turn that place into a great civilization indeed. Every great civilization of history was built through this culture in history. persian empire, macedonian empire, roman empire, british empire and now the united states etc... were/are all very diverse and very tolerant of indians and their ideas... cultural exchange of ideas through indians and receiving diverse viewpoints which helped them become great. However great empires, great places and civilizations never last. They fall down. They fall down once the culture changes. which is natural since culture is not static but dynamic, since it exists only in the minds of people, it can change in the same generation, or in the next - all it takes is replacing existing ideas with other ideas in the minds of people large enough. This is what we are seeing happening in canada and India... a shift of culture. The same culture of responsible for turning India into a terrible country is being adopted by canadians. Meanwhile for the past few decades.. india on the other hand has been adopting the better culture and growing slowly and steadily with many mistakes and hurdles along the way towards a brighter future... slowly because its huge... steadily because it knows where to go.... mistakes and hurdles because its an open democracy... If this cultural shift keeps continuing this way... There will come a time where canada would look more like afghanistan and India will look like the us or scandinavia... However i hope thats not the case. and its just a phase that does not lead to some significant revolution in terms of peoples thinking.
Identity Attack0.07425626
Insult0.025413504
Profanity0.027273865
Threat0.00780612
Severe Toxicity0.0037574768
Low Tox 0.10956833 Constructive 0.639 Moral_Argument
Feb 26, 2026 Inside Canada's Indian Invasion...
I can tell you that there is something significant that this country is not addressing: "fake degrees" coming out of India, especially in the field of Health Sciences and Engineering. I'm a recruiter at one …
I can tell you that there is something significant that this country is not addressing: "fake degrees" coming out of India, especially in the field of Health Sciences and Engineering. I'm a recruiter at one of the largest recruiting agencies in Ontario (Toronto), but I've been noticing something unusual about the degrees coming out of India. This is something that the government needs to address. I guarantee you, if they can do a thorough investigation, something may come out, "something not good".
Identity Attack0.061130337
Insult0.039151907
Profanity0.019212283
Threat0.007598988
Severe Toxicity0.0026512146
Low Tox 0.10956833 Constructive 0.743
Nov 7, 2025 IRCC Names India in Study …
Am a christian from India, who had a PR back in 2013 and had traveled there for the paperwork. I traveled around Toronto for around 15 days and it was a lovely experience back then. …
Am a christian from India, who had a PR back in 2013 and had traveled there for the paperwork. I traveled around Toronto for around 15 days and it was a lovely experience back then. All but the Indians I encountered treated me well, to the indians I was another competition for their piece of land (so as to say). I unfortunately didn't settle in Canada due to some family emergency and had to come back to India for good, but on hind sight I think it was for the best, considering how bad the situation is in Canada. If one migrates to another country they should assimilate in the existing culture so that they can keep alive the very soul of the land they moved to, not try to make it another India...
Identity Attack0.10221587
Insult0.033570543
Profanity0.026044132
Threat0.0086087575
Severe Toxicity0.0037574768
Low Tox 0.10913446 Constructive 0.818 Personal_Narrative
Dec 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Why India 🇮🇳 people going in western countries and why they brings their stuff. Why they don't value western ? That my biggest question
Why India 🇮🇳 people going in western countries and why they brings their stuff. Why they don't value western ? That my biggest question
Identity Attack0.10221587
Insult0.029604018
Profanity0.022218296
Threat0.007883795
Severe Toxicity0.0037765503
Low Tox 0.10913446 Moderate Con 0.332 Question
Feb 16, 2026 2 likes Inside Canada's Indian Invasion...
Hi, I'm from India. People you are talking about is from Punjab state of India. Punjabis were loyal to Britishers that is why these people going to canada etc. Whole India is not going there.
Hi, I'm from India. People you are talking about is from Punjab state of India. Punjabis were loyal to Britishers that is why these people going to canada etc. Whole India is not going there.
Identity Attack0.10221587
Insult0.02373764
Profanity0.019758832
Threat0.0068999166
Severe Toxicity0.0024795532
Low Tox 0.10913446 Constructive 0.648
Jan 14, 2026 Inside Canada's Indian Metropolis (Brampton)
India 2.0 and Canadians voted for this (Liberals).
India 2.0 and Canadians voted for this (Liberals).
Identity Attack0.057037655
Insult0.032909457
Profanity0.014498309
Threat0.006874025
Severe Toxicity0.0030517578
Low Tox 0.10870059 Low Con 0.29 Fear_Threat
Oct 3, 2025 Inside Canada's Indian Metropolis (Brampton)
Canada presents itself as a multicultural society, but the reality for many immigrants—especially South Asians—is different. Brampton and other cities have seen large Indian and Pakistani immigration waves due to Canada’s labor and education opportunities. …
Canada presents itself as a multicultural society, but the reality for many immigrants—especially South Asians—is different. Brampton and other cities have seen large Indian and Pakistani immigration waves due to Canada’s labor and education opportunities. But despite being invited under official immigration programs, these communities face systemic racism and unequal treatment. 📊 Employment Discrimination: • A 2021 Statistics Canada report found that racialized Canadians earned 20% less on average than their white counterparts, even when education and experience were controlled. • South Asian immigrants specifically face higher rates of credential discounting, where their foreign education and experience are undervalued. 📊 Hiring Bias: • A University of Toronto study revealed that applicants with “ethnic” names were 40% less likely to receive a callback compared to those with Anglo-sounding names, even with identical résumés. • Another survey showed that unemployment rates for racialized Canadians are consistently 1.5–2x higher than for white Canadians. 📊 Perceptions vs. Reality: • While white Europeans continue to integrate without much resistance, South Asians are often stereotyped as “taking over” neighborhoods. • Immigrants from India and Pakistan have one of the highest workforce participation rates in Canada, working in everything from Uber and trucking to tech and medicine—contributing directly to the economy. Meanwhile, many first-generation South Asian immigrants don’t qualify for the refugee-style supports that others receive. Instead, they work long hours, often in precarious jobs, just to cover bills. The frustration often mistaken as an “attitude problem” comes from facing daily systemic barriers—being seen as “less than” despite contributing equally, if not more, to society. The underlying issue is that the old colonial mindset persists: brown immigrants are not granted the same social standing as white Canadians. Equality on paper is not equality in practice.
Identity Attack0.10221587
Insult0.030816011
Profanity0.01982715
Threat0.008103873
Severe Toxicity0.0030708313
Low Tox 0.10870059 Constructive 0.699 Moral_Argument
Sep 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
To be honest the problem with Canada is that they are not having strict immigration checks like the USA which has in turn resulted in non-qualified people coming from India to name sake colleges over …
To be honest the problem with Canada is that they are not having strict immigration checks like the USA which has in turn resulted in non-qualified people coming from India to name sake colleges over there . A lot of people just used to drive trucks or do odd jobs over here in India . I really think Canada's welcoming nature has been misused in the wrong way.
Identity Attack0.07921951
Insult0.033570543
Profanity0.011970525
Threat0.0061296434
Severe Toxicity0.0019550323
Low Tox 0.10870059 Constructive 0.67 Policy_Critique
Oct 3, 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.