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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: "Pakistan ❤🇵🇰" 129 comments · Page 5 of 6
Right we’re turning into Pakistan
Right we’re turning into Pakistan
Identity Attack0.14233272
Insult0.034782536
Profanity0.028913507
Threat0.010913103
Severe Toxicity0.0074768066
Low Tox 0.17025198 Low Con 0.236
Oct 10, 2025 Inside Canada's Indian Metropolis (Brampton)
I went to Brampton last week and whole city seems like it's Punjab of India or Pakistan 😂
I went to Brampton last week and whole city seems like it's Punjab of India or Pakistan 😂
Identity Attack0.18158256
Insult0.03511308
Profanity0.066963166
Threat0.010680079
Severe Toxicity0.006828308
Low Tox 0.1693855 Moderate Con 0.469
Dec 28, 2025 Inside Canada's Indian Metropolis (Brampton)
What's the border of India and Pakistan? Bovaird & Hwy 10 That was a joke.... from the 2000s!
What's the border of India and Pakistan? Bovaird & Hwy 10 That was a joke.... from the 2000s!
Identity Attack0.1015541
Insult0.061101943
Profanity0.023721304
Threat0.008789998
Severe Toxicity0.004310608
Low Tox 0.16765249 Moderate Con 0.365 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
There are two punjabs the real punjab is in india and one punjab is in pakistan so ask them because indian punjabi will never say tey come from punjab they say they come from india
There are two punjabs the real punjab is in india and one punjab is in pakistan so ask them because indian punjabi will never say tey come from punjab they say they come from india
Identity Attack0.20680901
Insult0.0623257
Profanity0.06295506
Threat0.011560392
Severe Toxicity0.009651184
Low Tox 0.1641865 Moderate Con 0.349 Identity_Assertion
Feb 12, 2026 Inside Canada's Indian Invasion...
STOP ISSUING VISITOR VISA AND STUDENT FOR INDIAN BANGLADESH AND PAKISTAN. STUDENT VISA ASK THEM TO TRANSFER ALL THE TUTION FEES INCLUDING LUVING EXOENSE IN ADVANCE IN CANADA AND LOCK THE FUND. ALSO STUDENT SHOULD …
STOP ISSUING VISITOR VISA AND STUDENT FOR INDIAN BANGLADESH AND PAKISTAN. STUDENT VISA ASK THEM TO TRANSFER ALL THE TUTION FEES INCLUDING LUVING EXOENSE IN ADVANCE IN CANADA AND LOCK THE FUND. ALSO STUDENT SHOULD ONLY ONLY WORK IN CAMPUS. PERIOD. TRUST ME YOU WILL SEE 99 PERCENT OF THESE PROBLEM WILL GO AWAY. CANADIANS WILL GET JOB. THINGS WILL BE NORMAL.
Identity Attack0.1444726
Insult0.04442204
Profanity0.015318131
Threat0.0078449575
Severe Toxicity0.0052261353
Low Tox 0.16158698 Moderate Con 0.413
Sep 28, 2025 IRCC Names India in Study …
I have ti give some context here especaly w the Punjab's and sheiks- they are a heavily persecuted community in Both india and Pakistan, there state of Punjab was split into 2 during the partition, …
I have ti give some context here especaly w the Punjab's and sheiks- they are a heavily persecuted community in Both india and Pakistan, there state of Punjab was split into 2 during the partition, and they often end up getting in the crossfire between the Muslims and Hindus sadly hence why they are eager to leave
Identity Attack0.18313584
Insult0.058475737
Profanity0.043916557
Threat0.012906751
Severe Toxicity0.0065612793
Low Tox 0.1587729 Constructive 0.734 Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
70 % of them never worked and never paid tax...in Canada we have big part of India, Bangladesh, Syria, Somalia, Pakistan, Afghanistan, Ghana, Egypt, Palestine, Libya BUT WHERE IS CANADA FOR CANADIANS..
70 % of them never worked and never paid tax...in Canada we have big part of India, Bangladesh, Syria, Somalia, Pakistan, Afghanistan, Ghana, Egypt, Palestine, Libya BUT WHERE IS CANADA FOR CANADIANS..
Identity Attack0.120924085
Insult0.053791173
Profanity0.011406898
Threat0.006912862
Severe Toxicity0.004005432
Low Tox 0.15822013 Constructive 0.511 Unverified_Claim
Dec 29, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
I work in the secondhand clothing business, and I will say that some things are quite shocking. I’ve met people who are from India and Pakistan who have been in the country for 40 years …
I work in the secondhand clothing business, and I will say that some things are quite shocking. I’ve met people who are from India and Pakistan who have been in the country for 40 years and do not know any English whatsoever. It worries me and that worries me because it means that woman, especially within that culture have no idea what the human rights are and have seen many abuses because of that.
Identity Attack0.17226285
Insult0.03885912
Profanity0.027683776
Threat0.00899713
Severe Toxicity0.0037002563
Low Tox 0.15711457 Constructive 0.743
Oct 3, 2025 Inside Canada's Indian Metropolis (Brampton)
Many Punjabis are from Pakistan n people who migrated before independence n those who not willing to connect themselves with Indians that's why they make a strong community abroad...this applies to srilankan refugees as well.... …
Many Punjabis are from Pakistan n people who migrated before independence n those who not willing to connect themselves with Indians that's why they make a strong community abroad...this applies to srilankan refugees as well.... India pakistan division is the major reason for such migration Indians from other states move only if they get job n bring only their wife n move back to India later....
Identity Attack0.18235919
Insult0.06250052
Profanity0.025087673
Threat0.008867673
Severe Toxicity0.0062561035
Low Tox 0.15656179 Constructive 0.672 Comparative_Framing
Feb 6, 2026 Inside Canada's Indian Invasion...
Friend please come to Pakistan we welcome you in Islamabad the capital of Pakistan
Friend please come to Pakistan we welcome you in Islamabad the capital of Pakistan
Identity Attack0.10221587
Insult0.028502205
Profanity0.03189224
Threat0.019573374
Severe Toxicity0.009994507
Low Tox 0.15213956 Moderate Con 0.353 Advertisement_Spam
Feb 13, 2026 Inside Canada's Indian Invasion...
Translation Punjab = Pakistan Punjab.
Translation Punjab = Pakistan Punjab.
Identity Attack0.16159154
Insult0.07903719
Profanity0.066963166
Threat0.011974656
Severe Toxicity0.017674843
Low Tox 0.15158679 Low Con 0.257 Meta_Commentary
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
In a matriarchy country known as Canada, tall women rule eastern Canada especially Ontario. They hold many team lead to middle and even upper management positions. In this part of Canada, India and Pakistan have …
In a matriarchy country known as Canada, tall women rule eastern Canada especially Ontario. They hold many team lead to middle and even upper management positions. In this part of Canada, India and Pakistan have taken over. Thanks brother
Identity Attack0.11976352
Insult0.04207976
Profanity0.014225035
Threat0.007029374
Severe Toxicity0.00333786
Low Tox 0.14950264 Constructive 0.542
Aug 24, 2025 8 likes Why Canadians Are Turning Against …
Reply by Pakistan origin is self explanatory
Reply by Pakistan origin is self explanatory
Identity Attack0.09824528
Insult0.06337463
Profanity0.03389629
Threat0.010705971
Severe Toxicity0.0077056885
Low Tox 0.1269396 Low Con 0.2 Identity_Assertion
Sep 29, 2025 IRCC Names India in Study …
Syracuse NY. We have Burmese, Somalis, Bosnians, Vietnamese,..since the 90s tons of refugees and immigrants from Pakistan and Egypt and syria
Syracuse NY. We have Burmese, Somalis, Bosnians, Vietnamese,..since the 90s tons of refugees and immigrants from Pakistan and Egypt and syria
Identity Attack0.11860296
Insult0.027218282
Profanity0.017436003
Threat0.0074436385
Severe Toxicity0.0035858154
Low Tox 0.11912931 Constructive 0.575
Jan 27, 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 Economic_Argument
Jan 27, 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...
Canada tried to siphon off the best talents from India, Pakistan, Ghana and Nigeria. What are they complaining about?
Canada tried to siphon off the best talents from India, Pakistan, Ghana and Nigeria. What are they complaining about?
Identity Attack0.09162762
Insult0.033790905
Profanity0.01490822
Threat0.007197669
Severe Toxicity0.0026130676
Low Tox 0.11212669 Low Con 0.183
Oct 6, 2025 Inside Canada's Indian Metropolis (Brampton)
How many of them are actually from India and not Pakistan or Bangladesh? 🙄
How many of them are actually from India and not Pakistan or Bangladesh? 🙄
Identity Attack0.10699738
Insult0.033680726
Profanity0.029596692
Threat0.008738215
Severe Toxicity0.005378723
Low Tox 0.11192002 Low Con 0.185 Unverified_Claim
Jan 28, 2026 Inside Canada's Indian Invasion...
To be fair the Indians are not bad people. Thats Pakistan, Bangladesh. Other side. We 🇬🇧 fought alongside the Indians. There cool. Most of them. Smart too.
To be fair the Indians are not bad people. Thats Pakistan, Bangladesh. Other side. We 🇬🇧 fought alongside the Indians. There cool. Most of them. Smart too.
Identity Attack0.08583717
Insult0.026702631
Profanity0.02932342
Threat0.01119791
Severe Toxicity0.0041389465
Low Tox 0.11057663 Constructive 0.632 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
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)
Around the world all the health systems is free for human being ,like India,Pakistan,Tajikistan,Afghanistan,turkey,Tajikistan, many more for all human being live in thier countries health systems is free for them only drugs is not free …
Around the world all the health systems is free for human being ,like India,Pakistan,Tajikistan,Afghanistan,turkey,Tajikistan, many more for all human being live in thier countries health systems is free for them only drugs is not free they can buy ,this is respect human right not money
Identity Attack0.0543092
Insult0.030485468
Profanity0.017162729
Threat0.007624879
Severe Toxicity0.0032806396
Low Tox 0.09958932 Moderate Con 0.47 Comparative_Framing
Feb 24, 2026 'We do know that there's …
Indian spirituality penetrated western thinking in the 1960s and that was followed by cuisine from India, Pakistan, Bangladesh, Nepal etc. So generally people in the US, Canada, UK, Australia, etc have welcomed people from the …
Indian spirituality penetrated western thinking in the 1960s and that was followed by cuisine from India, Pakistan, Bangladesh, Nepal etc. So generally people in the US, Canada, UK, Australia, etc have welcomed people from the Indian sub-continent. Obviously immigration whether from India or another country needs to be moderated in order to give the immigrants time to adapt to the Canadian way of life
Identity Attack0.09162762
Insult0.02193286
Profanity0.013951761
Threat0.006479179
Severe Toxicity0.0021266937
Low Tox 0.091913216 Constructive 0.623 Comparative_Framing
Oct 3, 2025 Inside Canada's Indian Metropolis (Brampton)
Can thank Trudeau for the immigration mess we are in. Between 2015 to 2024, Canada took in just over 3 million immigrants. This does not include temporary foreign workers and international students both of which …
Can thank Trudeau for the immigration mess we are in. Between 2015 to 2024, Canada took in just over 3 million immigrants. This does not include temporary foreign workers and international students both of which saw a significant increase especially after mid-2022. About over one quarter of the new immigrants are from India and Pakistan. This likely explains how Brampton became the fastest growing city in Canada (ninth most populous municipality in Canada) and the third largest city in Ontario surpassing Mississauga at the start of 2025 behind Toronto and Ottawa. Trudeau preached immigration diversity but this is not diversity when over a quarter came from 2 countries.
Identity Attack0.04177703
Insult0.030926194
Profanity0.01220964
Threat0.0066280556
Severe Toxicity0.0019359589
Low Tox 0.09112182 Constructive 0.635 Policy_Critique
Aug 26, 2025 1 likes Why Canadians Are Turning Against …
22years ago a family of four newcomers - mom, dad and two kids, from Pakistan, moved in next door to us in a small south west Ontario city. Beautiful neighbourhood with lovely homes. Within 18 …
22years ago a family of four newcomers - mom, dad and two kids, from Pakistan, moved in next door to us in a small south west Ontario city. Beautiful neighbourhood with lovely homes. Within 18 months there were 21 family members - parents, aunts, uncles, cousins, etc - packed in there and the government cheques were pouring in; surprise, surprise; suddenly they were able to start buying businesses and investment properties. Don’t get me wrong, they were nice and only took advantage of everything the government was offering but they certainly flaunted rules and what I’d call Canadian conventions. Their house and property was turning into a complete shithole and we did the “white flight” shortly afterwards. Make no mistake, whether it’s India or Pakistan, we are slowly, or maybe not so slowly, be colonized by those countries…and those are not nice countries.
Identity Attack0.018972786
Insult0.023221988
Profanity0.01982715
Threat0.0071717775
Severe Toxicity0.0020885468
Low Tox 0.049831573 Constructive 0.676 Personal_Narrative
Sep 19, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
As an immigrant, I came to this country many years ago because I share the Canadian values. If I would like to live in India, Syria, Pakistan (no offense), I would immigrate there.
As an immigrant, I came to this country many years ago because I share the Canadian values. If I would like to live in India, Syria, Pakistan (no offense), I would immigrate there.
Identity Attack0.038425524
Insult0.013402912
Profanity0.013029462
Threat0.0071199946
Severe Toxicity0.0016307831
Low Tox 0.045873325 Constructive 0.651
Sep 10, 2025 1 likes Why Canadians Are Turning Against …

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.