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Perspective API

Toxicity Scores & Embeddings

Search and explore comments with their Perspective API toxicity/prosocial scores alongside AI sentiment labels.

Communalytic | Toxicity & prosocial scores, embeddings, and clusters generated via Communalytic (Social Media Lab, Toronto Metropolitan University) using Google's Perspective API.
Toxicity Scored
55,769
9.3% of 596,542 total
Prosocial Scored
54,229
Embeddings
55,418
403 clusters
Avg Tox / Con
0.245 / 0.328

Summary Charts

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All 13 Dimensions

Score Distribution

Scored: 55,769
Unscored: 596,542 remaining
9.3% complete
{# Expects: explorer_rows, explorer_total, explorer_pages, current_page, page_range, filter_opts, f_q, f_polarity, f_tox_min, f_tox_max, f_sort, f_cluster, f_scope, explorer_reset_url #}

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Active: "I am Indian from India. …" 760 comments · Page 16 of 31
Who does the background checks on people immigrating to Canada. Some of the seem like insurrectionists . Almost like India gathered a lot of their criminal population and sent them here. We had an incident …
Who does the background checks on people immigrating to Canada. Some of the seem like insurrectionists . Almost like India gathered a lot of their criminal population and sent them here. We had an incident recently filmed a group of 5 or 6 Indian immigrate men shooting up one of our brand trail bridge and shooting shot guns and other long barreled rifes into the air.. then left their garbage and spent shells behind. I'd like to know how non Canadian Citizens get their hands on weapons? Isn't it against the law?
Identity Attack0.30256465
Insult0.26957804
Profanity0.045419596
Threat0.13464862
Severe Toxicity0.014253352
Moderate 0.33338684 Constructive 0.533
Aug 27, 2025 Why Canadians Are Turning Against …
Awful to see my Canada falling to Indian standards. Go back to India all of you. Canada is shifting and you will be met with resistance. Our generosity is no more.
Awful to see my Canada falling to Indian standards. Go back to India all of you. Canada is shifting and you will be met with resistance. Our generosity is no more.
Identity Attack0.3802808
Insult0.22770336
Profanity0.026590679
Threat0.0091524795
Severe Toxicity0.0118255615
Moderate 0.33255672 Moderate Con 0.346
Oct 3, 2025 Inside Canada's Indian Metropolis (Brampton)
Import Indians, Import India...
Import Indians, Import India...
Identity Attack0.3817989
Insult0.16788013
Profanity0.06796519
Threat0.020436687
Severe Toxicity0.023076924
Moderate 0.33255672 Low Con 0.267 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
I am Indian from India. AND I DONT FIND YOUR VIDEO RACIST. PLEASE USE THIS VIDEO TO EDUCATE FELLOW CANADIANS TO WAKE UP AND TAKE THIER COUNTRY BACK
I am Indian from India. AND I DONT FIND YOUR VIDEO RACIST. PLEASE USE THIS VIDEO TO EDUCATE FELLOW CANADIANS TO WAKE UP AND TAKE THIER COUNTRY BACK
Identity Attack0.28034934
Insult0.15343215
Profanity0.06195303
Threat0.013579931
Severe Toxicity0.017868511
Moderate 0.3317266 Constructive 0.532 Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
You can’t blame Indian leaving India when you have tea maker as prime minister
You can’t blame Indian leaving India when you have tea maker as prime minister
Identity Attack0.31015682
Insult0.24928534
Profanity0.08452088
Threat0.010680079
Severe Toxicity0.012359619
Moderate 0.3302291 Low Con 0.196 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
this video was very unresolved message buddy. i am sorry if my words sound stupid or weird, my apologies. as an indian who live in india, yes the scarcity related to jobs and financial scrutiny …
this video was very unresolved message buddy. i am sorry if my words sound stupid or weird, my apologies. as an indian who live in india, yes the scarcity related to jobs and financial scrutiny is real but i wouldn't dare leave my country. there are ways to live happily here i am sure for some it might not be as such and they chose to live abroad that's their decision i have nothing to say there. but you have to also understand India houses 1.47 billion population. 1 out of 300 people are able to get in canada but since the size pool is bigger that tries for it the number sky rocket as well. i have no remarks against india not against the canadian who have lived there for generations. in my eyes they both are right and it's government that should do something about it. i can totally understand the perspective of white canadians if all they see is a chruch that was turned into a hindu temple.
Identity Attack0.15303208
Insult0.23237456
Profanity0.2453505
Threat0.02181799
Severe Toxicity0.017416617
Moderate 0.3302291 Constructive 0.82
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Exactly as an Indian I'd say these Indian excluding the southern and North Eastern part of the integral India, Pakistani and bangladeshi immigrants although not all but majority are littering abroad and have been truly …
Exactly as an Indian I'd say these Indian excluding the southern and North Eastern part of the integral India, Pakistani and bangladeshi immigrants although not all but majority are littering abroad and have been truly bringing nothing but disgrace back home. They are invading the surreal ambience of The West which is certainly not fair. And This is infact not their fault entirely ; they are shown dreams of a Utopian World brimming with opportunities they are assured they'd only get in the English speaking nations or other Western nations .
Identity Attack0.3825363
Insult0.24928534
Profanity0.11663672
Threat0.025961896
Severe Toxicity0.022710243
Moderate 0.3302291 Constructive 0.643 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Personally as an Indian, I really feel bad about it. Unfortunately, we DO go to other countries for a chance at better life and dignity, but a lot us Indians then start to feel privileged …
Personally as an Indian, I really feel bad about it. Unfortunately, we DO go to other countries for a chance at better life and dignity, but a lot us Indians then start to feel privileged and entitled and do not adapt to the culture of the country they are in, and force their own cultures and individual beliefs. This sucks, especially as a young guy who dreams of living in other countries, while respecting their cultures and planning to adapt to them. Even in India too, we don't really pay much taxes since we know its gonna go into corruption anyway, so the Immigrant residents in Brampton may have carried forward that practice as their habit. This gets a lot of us good folks, generalized for no reason too, Although, I do understand the anti-Indian sentiments foreigners have towards us, but again.. not every Indian are like that, since it has also been pointed out by few others. Although, I AM genuinely sorry for the problems Canadians might be facing in Brampton right now
Identity Attack0.2846865
Insult0.19225755
Profanity0.33023968
Threat0.01187109
Severe Toxicity0.019998873
Moderate 0.32919475 Constructive 0.851
Dec 9, 2025 Inside Canada's Indian Metropolis (Brampton)
The thing about India is they only focus on white collar work and this is enforced in their culture and education system. This country of ~1.45 BILLION people (India) vs a population of ~41.3 million …
The thing about India is they only focus on white collar work and this is enforced in their culture and education system. This country of ~1.45 BILLION people (India) vs a population of ~41.3 million people (Canada) looks at white collar work as the only respectable work, sometimes because of their caste system. That's why a lot of poor Indians bathe in contaminated waste water and you see garbage all over the streets. Yet India has some remarkable engineers and mathematicians out of the human species and their billionaires living ~100 meters from the poorest. Second, Indians worship bartering or negotiating for everything even with a set price. saw a group of Indians upset with the price of entry in apple orchard and start arguing with the cashier trying to negotiate the price (my most recent experience). It's just a very different culture that only wants their own from education to even marriage. It's not gonna work with Western values
Identity Attack0.36733335
Insult0.25602314
Profanity0.0741757
Threat0.007832011
Severe Toxicity0.012574885
Moderate 0.3286776 Constructive 0.741
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
when u are in rome u, need to act like one, if u go to another country and want to be a citizen be a part of that country or else dont go and destroy …
when u are in rome u, need to act like one, if u go to another country and want to be a citizen be a part of that country or else dont go and destroy their peace by bringing ur baggage and chaos there. really i feel sick how cannada being turned completely into india. indians im not against u but if u go to another country and want to be a part of it dont destroy their own culture and rules for ur own comfort, if not just go to ur hometowns as its not diversification or growth it looks awful how peaceful communities are being turn into something else. india is india dont turn cannada into one
Identity Attack0.29951343
Insult0.27146968
Profanity0.058946952
Threat0.01187109
Severe Toxicity0.012207031
Moderate 0.3286776 Constructive 0.633
Nov 23, 2025 Inside Canada's Indian Metropolis (Brampton)
Hindus and Sikhs indulged in violence against each other and saw communal riots in Canada in 2023. Indian govt infact has started assassinating naturalised Canadian citizens from India, who are deemed to be "threat" (tick …
Hindus and Sikhs indulged in violence against each other and saw communal riots in Canada in 2023. Indian govt infact has started assassinating naturalised Canadian citizens from India, who are deemed to be "threat" (tick off the hindu nationalidt govt in power). I know some folks, including my neighbour, who immigrated to Canada right after high School — they take services of immigration agents who have contacts with diploma mills there, get a student visa citing enrollment in a sham educational degree, join a minimum wage job and rig the whole process to attain PR & then citizenship — essentially giving low skilled, poorly assimilated labour the citizenship in Canada under guise of skilled or educated immigration. Even as an Indian, the whole situation is insane and astounding to say the least. Hindu Nationalism has spread its roots & conducts marches in Canada within the Indian Hindu areas like they do here in India and people have started performing river aartis as well (communal prayers to worship rivers) — all kinds of pernicious identitarianism is festering there. A ton of Indian immigrants now see Canada merely as a source to better life & resources, but relate to, & are patriotic towards India or assert their rawer religious Sikh or Hindu identity due to lack of any assimilatory pressure & absence of a well defined Canadian identity. Funniest part is Indians, esp Hindus, who vote for hindu nationalists ushering majoritarian policies in India, cheer for persecution of minorities and justify caste system, suddenly co-opt liberalism & decietfully use its talking points to defend their position as a minority in places they migrate to (they do not believe in so, and don't apply the same standards to themselves). If you wish to blame someone, blame the govt of Canada and its elites. At the end of the day, they wanted cheap manual labour, and opened the gates without much consideration.
Identity Attack0.3817989
Insult0.1935001
Profanity0.04141149
Threat0.12536226
Severe Toxicity0.01644827
Moderate 0.32764325 Constructive 0.694 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
You're taking in the shyte of India...cuz of this unfortunately the skilled Indians (who really contribute to society and engage to integrate with Canadian culture) are getting kicked out
You're taking in the shyte of India...cuz of this unfortunately the skilled Indians (who really contribute to society and engage to integrate with Canadian culture) are getting kicked out
Identity Attack0.37222284
Insult0.22303216
Profanity0.22542313
Threat0.03718498
Severe Toxicity0.016771052
Moderate 0.32764325 Moderate Con 0.436 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
World population is 8.2 BILLION. indian subcontinent is 2 BILLION (india, Pakistan, Bangladesh - all are the same nation, just divided by artificiai borders ). Plus Indian disapora around the world over 50 million. Fertility …
World population is 8.2 BILLION. indian subcontinent is 2 BILLION (india, Pakistan, Bangladesh - all are the same nation, just divided by artificiai borders ). Plus Indian disapora around the world over 50 million. Fertility rate is 1.95 (in 2025), one of the highest in the world. Every fourth person in the world is Indian. They cannot assimilate anywhere because they stubbornly stick to their traditions, religions and gods (in that they are fanatics) and style of clothing to deliberately underscore theit difference.
Identity Attack0.3817989
Insult0.24561718
Profanity0.12220735
Threat0.020091362
Severe Toxicity0.023076924
Moderate 0.32764325 Moderate Con 0.357
Nov 21, 2025 Why Canadians Are Turning Against …
Indian love India but they do not want to live there and always try to go another country to turn that country into India 😂
Indian love India but they do not want to live there and always try to go another country to turn that country into India 😂
Identity Attack0.3817989
Insult0.11172232
Profanity0.09001675
Threat0.01187109
Severe Toxicity0.019095084
Moderate 0.32764325 Low Con 0.202 Identity_Assertion
Feb 4, 2026 Inside Canada's Indian Invasion...
tbh if much of the indian diaspora in canada are just indian muslims and indian christians then the canadians would be more happy as even just the indian christians alone are ppl that the native …
tbh if much of the indian diaspora in canada are just indian muslims and indian christians then the canadians would be more happy as even just the indian christians alone are ppl that the native canadians themselves can easily connect with due to canada's long term history as a christian majority country and canada once condemned india for killing sikhs in its own territory and idk how will the native canadians react if much of indian diaspora are the country's minorites such as muslims, christians, sikhs and etc rather than majority hindus and this is already something that kinda exists in canada although much of the indian diaspora unfortunately are just hindus rather than the country's minorities but ofc not telling im from india or not cuz im not willing to reveal what country im from ;-;
Identity Attack0.42615733
Insult0.16195811
Profanity0.072882555
Threat0.08856395
Severe Toxicity0.015996376
Moderate 0.32712606 Moderate Con 0.491 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Let's cut the BS and say what's really happening. A massive amount of scammers from India were making bogus refugee claims, and they're getting rejected. Mark Carney should be sending a massive bill to the …
Let's cut the BS and say what's really happening. A massive amount of scammers from India were making bogus refugee claims, and they're getting rejected. Mark Carney should be sending a massive bill to the Indian government for being forced to deal with all these fraudulent claims.
Identity Attack0.2854555
Insult0.26957804
Profanity0.14930901
Threat0.013476364
Severe Toxicity0.012207031
Moderate 0.32712606 Moderate Con 0.455
Dec 24, 2025 Deportations From Canada at Their …
India could dump 2.5 million people on every country on earth and still have a billion Indians in their country.
India could dump 2.5 million people on every country on earth and still have a billion Indians in their country.
Identity Attack0.37953663
Insult0.08508729
Profanity0.07805514
Threat0.13815513
Severe Toxicity0.02077355
Moderate 0.3266089 Low Con 0.128 Unverified_Claim
Oct 6, 2025 Inside Canada's Indian Metropolis (Brampton)
What the 'polish' guy is saying and the 'redneck' guy is saying is pure bias!! If a 3000 sq ft home has 3 generations living then that would easily be anywhere from 5-12 people depending …
What the 'polish' guy is saying and the 'redneck' guy is saying is pure bias!! If a 3000 sq ft home has 3 generations living then that would easily be anywhere from 5-12 people depending on the number of children or sibling the earning member(s) have. The only problem is when these homes are converted to rooming units. Otherwise it is perfectly legal for extended families to live under one roof as first immigrants to gain foothold and then move on!! The fore fathers of the current white population did this as well !! Also, these immigrants and students are NOT housed in hotels and such, it is the refugees from Syria, Palestine and Ukraine (and other war torn countries) that Liberals brought in that are housed in hotels. So this is misinformation. What I do notice is that these losers are jealous of the hard work that the indian immigrants are capable of doing and feel intimidated. If this is any comfort, many indians are actually choosing to go back to India as opportunities are better and more and they have seen what Canada has to offer. There needs to be responsible reporting happening not just interview any guy on the streets who has 0 knowledge of the current political scenario.
Identity Attack0.36702603
Insult0.21368977
Profanity0.07255927
Threat0.011327368
Severe Toxicity0.013672344
Moderate 0.3266089 Constructive 0.746
Jan 7, 2026 Inside Canada's Indian Metropolis (Brampton)
It feels awesome that Canada and Europe are getting conquered by Indians. A few hundred years ago, your ancestors stole trillion $ worth of resources from India.
It feels awesome that Canada and Europe are getting conquered by Indians. A few hundred years ago, your ancestors stole trillion $ worth of resources from India.
Identity Attack0.38176915
Insult0.1823172
Profanity0.02474608
Threat0.009877442
Severe Toxicity0.010681152
Moderate 0.3266089 Low Con 0.241 Identity_Assertion
Oct 11, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
These are basically North Indians. North India is a SH.
These are basically North Indians. North India is a SH.
Identity Attack0.36702603
Insult0.24287975
Profanity0.2317999
Threat0.011275585
Severe Toxicity0.023076924
Moderate 0.3260917 Low Con 0.278 Identity_Assertion
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
If it goes like this then evry Indian have a right to track and hunt every british which flourished on loot money from India . . . and made the europe and america the what …
If it goes like this then evry Indian have a right to track and hunt every british which flourished on loot money from India . . . and made the europe and america the what it is .
Identity Attack0.36942887
Insult0.16861114
Profanity0.08096472
Threat0.10696311
Severe Toxicity0.01683561
Moderate 0.32557452 Low Con 0.27
Oct 6, 2025 Inside Canada's Indian Metropolis (Brampton)
You first went there as European colonizers you colonized India and half the world performed extreme brutalites for money and now you are having problem with immigrants. So, ironic and if you don’t like them …
You first went there as European colonizers you colonized India and half the world performed extreme brutalites for money and now you are having problem with immigrants. So, ironic and if you don’t like them so why you shield khalistani activist from Indian government.
Identity Attack0.36702603
Insult0.18480228
Profanity0.034397304
Threat0.014738814
Severe Toxicity0.01322045
Moderate 0.3250515 Moderate Con 0.376
Oct 6, 2025 Inside Canada's Indian Metropolis (Brampton)
Seems like most people like them, tbh I have no issue with indians but I would much rather have them in India and develop India, they need them badly
Seems like most people like them, tbh I have no issue with indians but I would much rather have them in India and develop India, they need them badly
Identity Attack0.3758158
Insult0.16053712
Profanity0.15107171
Threat0.030623792
Severe Toxicity0.018449519
Moderate 0.3245134 Moderate Con 0.462 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
just saying i don't support hindu stuff as an Indian in canada jesus is king ✝. ( i am not a convert i was born in india moved to canada at 7 i am part …
just saying i don't support hindu stuff as an Indian in canada jesus is king ✝. ( i am not a convert i was born in india moved to canada at 7 i am part of syro-malabar church ifykyk
Identity Attack0.39773783
Insult0.083359696
Profanity0.064458095
Threat0.010757755
Severe Toxicity0.016125489
Moderate 0.3245134 Constructive 0.507 Personal_Narrative
Feb 11, 2026 1 likes Inside Canada's Indian Invasion...
There are so many Indians in Ireland now that Ireland would have to send 30 million Irish to India to affect their demographics to the same extent. Thats 8 times the entire native Irish population! …
There are so many Indians in Ireland now that Ireland would have to send 30 million Irish to India to affect their demographics to the same extent. Thats 8 times the entire native Irish population! Its complete madness.
Identity Attack0.36598656
Insult0.16831873
Profanity0.108590275
Threat0.011275585
Severe Toxicity0.011444092
Moderate 0.3245134 Low Con 0.278 Fear_Threat
Jan 29, 2026 2 likes 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.