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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: "As a Indian Sikh that …" 131 comments · Page 3 of 6
Sikhs talked about humanity and helping but they don't help to anyone other than Sikh community even they don't help other Indians forgot about white people.
Sikhs talked about humanity and helping but they don't help to anyone other than Sikh community even they don't help other Indians forgot about white people.
Identity Attack0.44690517
Insult0.16861114
Profanity0.09195647
Threat0.011715741
Severe Toxicity0.017481172
Moderate 0.36867723 Moderate Con 0.395
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
i am an indian who has never left his country and it makes me sad that my countrymen are ruining other countries as well. if you can't speak english, you have no right to stay …
i am an indian who has never left his country and it makes me sad that my countrymen are ruining other countries as well. if you can't speak english, you have no right to stay there, as simple as that, and it is strange how Canada is ruined by Punjabis, sikh terrorists in particular, as you can see all these are Punjabi sikh families, yet the hate is given to Indians and specifically to Hindus. I am not defending HINDUS here; there have been incidents where HINDUS have done things worthy of backlash, and they should be deported as well for their absolute religious stupidity, but why target only a specific religion and not the one that has done much worse, like literally being involved in criminal activities and notorious for it not only in Canada but in India as well? Exploited every policy and turned a Canadian city into its own home state city, and then felt proud of it in Indian podcasts: "yeah, Brampton feels like Punjab only."🤡 says a glorified ignorant Punjabi singer.
Identity Attack0.44690517
Insult0.26957804
Profanity0.0715894
Threat0.02181799
Severe Toxicity0.01986976
Moderate 0.3666224 Constructive 0.64
Nov 1, 2025 Inside Canada's Indian Metropolis (Brampton)
Punjabis are NOT Indians. Sikhs' homeland is Khalistan (Punjab)
Punjabis are NOT Indians. Sikhs' homeland is Khalistan (Punjab)
Identity Attack0.44690517
Insult0.34237885
Profanity0.16450337
Threat0.035458352
Severe Toxicity0.14126498
Moderate 0.3666224 Low Con 0.21 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Indians are cool. If all immigrants to the UK were Sikhs then we wouldn't have the problems we do
Indians are cool. If all immigrants to the UK were Sikhs then we wouldn't have the problems we do
Identity Attack0.42615733
Insult0.1640896
Profanity0.0913099
Threat0.015947454
Severe Toxicity0.022193791
Moderate 0.36095104 Moderate Con 0.486 Solidarity
Feb 16, 2026 Inside Canada's Indian Invasion...
As an American, I am ignorant about Canada and its immigration policy, and so wonder how much stated in this video are lies due to racism, and how much is true? For example, the Indians …
As an American, I am ignorant about Canada and its immigration policy, and so wonder how much stated in this video are lies due to racism, and how much is true? For example, the Indians who come to the US are vetted, are educated, and work hard. Since the 90s, most of the Indians who come to the US are not Punjabi Sikhs, nor are they Muslim. Punjabis came earlier, but since the tech boom, most who come are Hindus usually from Southern India. About 20% are also Christian. These Hindu and Christian Indians from Southern India are model minorities. Think of these kids who do well in the Spelling Bee. No crime, no trash, just educated hard working folks. Especially here where I am in San Jose, CA. So are these Canadians lying, or are the type of Indians who go to Canada worse? Those with fake diploomas or Sikhs claiming refugee status due to their religion and not being safe in Hindu India? Something is amiss bc how can these Indian immigrants be so different? If Canada is not vettung their immigrants why not? I also know that a coworker of mine who is from Southern India, his niece recently secured a visa to Canada and she is a Radiation Oncologist, an occupation Canada is in need of. So assumed lie the US, Canada is letting in needed skilled workers.
Identity Attack0.37361985
Insult0.3126888
Profanity0.06395709
Threat0.0076507707
Severe Toxicity0.0127685545
Moderate 0.36095104 Constructive 0.813
Jan 3, 2026 1 likes Inside Canada's Indian Metropolis (Brampton)
I have more respect for Sikhs in general over Hindu Indians, but as someone who has to stay in hotels frequently for work, I have Indian fatigue. Not all are bad, but it just becomes …
I have more respect for Sikhs in general over Hindu Indians, but as someone who has to stay in hotels frequently for work, I have Indian fatigue. Not all are bad, but it just becomes annoying.
Identity Attack0.41975367
Insult0.24767025
Profanity0.13961408
Threat0.0104988385
Severe Toxicity0.017868511
Moderate 0.36095104 Constructive 0.653
Jan 27, 2026 Inside Canada's Indian Invasion...
I'm so glad you did this video. Racist will be the first response. Yet, as Canadians we know that our Race is the minority and young white people refuse to work. It is also very …
I'm so glad you did this video. Racist will be the first response. Yet, as Canadians we know that our Race is the minority and young white people refuse to work. It is also very hard when every single store; walmart; Fast food is all India. Other races will not be hired, so all we see are India taking over every taxi and every single job. They can tolerate having all their family live in one house, as they buy multiple homes. These homes are left empty, until enough house are bought to take over a lane or an entire neighbourhood. They are not hostile; extremely friendly, yet not as concerned about wearing hair net or beard net or gloves when preparing food. (We are told most are friendly but to be mindful of those that wear their head wrap. (Timmins Ontario has been taken over) ... According to 2021 Census data from Statistics Canada, there were approximately 765 people of South Asian descent living in the Timmins census agglomeration. Recent estimates and community reports suggest this number has continued to grow through 2026, primarily driven by international students and economic immigration. Population Estimates and Demographics Indian Immigrants: As of the 2021 Census, 115 residents in Timmins were specifically listed as having India as their place of birth, a significant increase from 55 in 2016. South Asian Population: The broader "South Asian" visible minority group—which predominantly includes people of Indian heritage—numbered 765 in 2021, representing 1.9% of the total population. This was a sharp rise from only 165 people in 2016. International Students: A significant portion of the Indian community consists of students at Northern College. Reports indicate that since 2017, the college has enrolled nearly 2,000 international students, with approximately 96% originating from India. Recent Growth Trends (2022–2026) While the official 2026 Census data is not yet available, current local indicators point to a sustained increase in the Indian community: Rebounding Population: Mayor Michelle Boileau noted in 2024 that Timmins' population has reached its highest levels in over a decade due to immigration and industry opportunities. Newcomers: Since 2021, over 700 newcomers have arrived in Timmins through programs like the Rural and Northern Immigration Pilot (RNIP). Cultural Infrastructure: The growth of the community led to the establishment of the city's first Sikh temple to serve the expanding Sikh and Indian resident base. Note that "North American Indian" refers specifically to Indigenous First Nations people, of which there were approximately 2,640 in Timmins as of 2021. This is distinct from the population of people with origins in the country of India.
Identity Attack0.3817989
Insult0.19967617
Profanity0.048425674
Threat0.013321015
Severe Toxicity0.014705247
Moderate 0.3389984 Constructive 0.844
Jan 27, 2026 Inside Canada's Indian Invasion...
Why is it that 90% of these people are Punjabi Sikhs? Canada has been supporting Sikh seperatists to fund the cause back in India. Even other Indians dont like this. Youre letting the wrong people …
Why is it that 90% of these people are Punjabi Sikhs? Canada has been supporting Sikh seperatists to fund the cause back in India. Even other Indians dont like this. Youre letting the wrong people in who want Khalistan. Theyre the ones who did the air india bombings, theyre the ones who assassinated an Indian female prime minister. Instead of having other Indian ethnicities, youre choosing a more extreme one who wont integrate fully. Most dont even know English., unlike other Indians.
Identity Attack0.4139151
Insult0.19225755
Profanity0.031391226
Threat0.060119797
Severe Toxicity0.016125489
Moderate 0.3389984 Constructive 0.516 Identity_Assertion
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
It’s not about people’s race, it’s usually the religion that is the problem as long as their Sikh Indians it’s fine x
It’s not about people’s race, it’s usually the religion that is the problem as long as their Sikh Indians it’s fine x
Identity Attack0.40447855
Insult0.113185234
Profanity0.119731516
Threat0.01238892
Severe Toxicity0.020257099
Moderate 0.33587718 Moderate Con 0.318 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Punjabi Sikhs are actually nicer Indians than regular Indians
Punjabi Sikhs are actually nicer Indians than regular Indians
Identity Attack0.39677486
Insult0.16853803
Profanity0.096482486
Threat0.009799767
Severe Toxicity0.018707745
Moderate 0.3302291 Low Con 0.27
Jan 27, 2026 Inside Canada's Indian Invasion...
The majority are Sikh. Almost no problem with them. Sikh are not like your average rural Indian and have been fighting against aggressive Muslims for centuries.
The majority are Sikh. Almost no problem with them. Sikh are not like your average rural Indian and have been fighting against aggressive Muslims for centuries.
Identity Attack0.4139151
Insult0.16337912
Profanity0.0569429
Threat0.019746035
Severe Toxicity0.013995127
Moderate 0.3302291 Moderate Con 0.44 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
It just looks like the Canadian homeless are just shooting themselves in the foot by not utilising these, communities and their free food and stuff. Ofc these all might just be for the cam and …
It just looks like the Canadian homeless are just shooting themselves in the foot by not utilising these, communities and their free food and stuff. Ofc these all might just be for the cam and they discriminate non Indians who try to enter Hindu or Sikh temples, Idk .
Identity Attack0.38223284
Insult0.097093195
Profanity0.04291453
Threat0.2330281
Severe Toxicity0.017610285
Moderate 0.32919475 Constructive 0.513
Oct 10, 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...
Sikhs are actually nice people. Every single person has some or other compulsions. Nobody moves to another country for fun, they migrate for better lifestyle, healthcare, benefits, income etc. Stop demonizing these people just because …
Sikhs are actually nice people. Every single person has some or other compulsions. Nobody moves to another country for fun, they migrate for better lifestyle, healthcare, benefits, income etc. Stop demonizing these people just because they're in Canada and not being white. Perhaps, ask yourself what your ancestors as whites did in the past to Indians, sidelined with Britishers & looted our wealth for 200 years and made us a 3rd world country.
Identity Attack0.3857254
Insult0.16337912
Profanity0.032142747
Threat0.009048914
Severe Toxicity0.011291504
Moderate 0.32712606 Constructive 0.734 Moral_Argument
Mar 1, 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...
I will prefer Sikhs and Indians all day and everyday over Somalian’s. In my opinion they have better culture and are more friendly.
I will prefer Sikhs and Indians all day and everyday over Somalian’s. In my opinion they have better culture and are more friendly.
Identity Attack0.39870077
Insult0.08484049
Profanity0.06546012
Threat0.013372798
Severe Toxicity0.018707745
Moderate 0.3266089 Constructive 0.515 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
ask them and they say they are sikh not indian but if something bad happen they become suddenly indian
ask them and they say they are sikh not indian but if something bad happen they become suddenly indian
Identity Attack0.38238457
Insult0.13607834
Profanity0.11601777
Threat0.047835086
Severe Toxicity0.01986976
Moderate 0.32557452 Low Con 0.265 Identity_Assertion
Nov 21, 2025 Inside Canada's Indian Metropolis (Brampton)
I live here , no mention of the violence between the Sikh and Hindu groups (even parking lot riots) and the religious stuff put in the creeks and the Credit river and rooming houses generally …
I live here , no mention of the violence between the Sikh and Hindu groups (even parking lot riots) and the religious stuff put in the creeks and the Credit river and rooming houses generally do not allow cooking so trash from takeout every where they eat while walking home and throw it beside the sidewalks and in 30 minutes I could drive you by dozens of food trucks near bus stops and now the highest car insurance in Canada I have Indian friends and neighbors who complain about it
Identity Attack0.36702603
Insult0.23237456
Profanity0.032894265
Threat0.012803185
Severe Toxicity0.012435913
Moderate 0.32182294 Constructive 0.687 Personal_Narrative
Dec 7, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Canadians im coming there too, i am a British Sikh man. But i have no intentions on living in Brampton or any other densely populated city with Indians and Muslims. Canada is going to soon …
Canadians im coming there too, i am a British Sikh man. But i have no intentions on living in Brampton or any other densely populated city with Indians and Muslims. Canada is going to soon get a large influx of British Indian's, because the Muslim's are taking over the government. I plan to get out before we are prevented from leaving. BC, middle of knowhere 😍
Identity Attack0.4006267
Insult0.11616662
Profanity0.04516909
Threat0.011974656
Severe Toxicity0.014511578
Moderate 0.32128486 Constructive 0.539
Nov 18, 2025 Inside Canada's Indian Metropolis (Brampton)
Is it problem with Indians in Canada or the Canadian politicians empowering this. Trudeau along with the his Sikh partner 😂
Is it problem with Indians in Canada or the Canadian politicians empowering this. Trudeau along with the his Sikh partner 😂
Identity Attack0.3758158
Insult0.1640896
Profanity0.026590679
Threat0.007624879
Severe Toxicity0.00919342
Moderate 0.31963667 Low Con 0.202 Policy_Critique
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
As a Sikh, born and raised in the US, this is an opinion I've had since this KHALISTAN stuff began. We go to Canada if we miss India, because it's basically become MINI PUNJAB LOL. …
As a Sikh, born and raised in the US, this is an opinion I've had since this KHALISTAN stuff began. We go to Canada if we miss India, because it's basically become MINI PUNJAB LOL. Another note. The Khalistan topic is all nonsense. I don't know why SO MANY CANADIAN BORN and AMERICAN BORN SIKHS support or push for this. IF YOU PLAN TO MOVE BACK TO KHALISTAN, for sure support it. Don't push an issue you would not commit to. Plus, no foreign born would comfortably move to KHALISTAN, if it existed, due to the lack of opportunities. My parents left India for the lack of opportunities (legally). They knew Punjab has no future, since the Indian nation shrunk it's state borders, and we become a LAND LOCKED state. If this LAND LOCKED COUNTRY were to be established, everything would be ridiculously expensive, and Khalistan would be lucky to become as "successful" as EXPENSIVE Switzerland. It's illogical to support Khalistan on an economic standpoint.
Identity Attack0.2823795
Insult0.24903896
Profanity0.08807703
Threat0.013269233
Severe Toxicity0.017933069
Moderate 0.3127066 Constructive 0.763 Personal_Narrative
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
To Canadian people, the community that most interested in coming to Canada is Punjabi Sikh, why?-> ISI of Pakistan with CIA radicalized most of them back in 1970 against GOI. They rebels( khalistani ) disguised …
To Canadian people, the community that most interested in coming to Canada is Punjabi Sikh, why?-> ISI of Pakistan with CIA radicalized most of them back in 1970 against GOI. They rebels( khalistani ) disguised themselves as Holy warriors ironically their actions were against Sikh Principles. Long story short Indian Republic went to war with them, smashed their butts . Most of them started taking refuge in UK and Canada. Your Govt tried to fish in troubled waters in India. Back to present, these guys got rich due to better job opportunities. This attracted their relatives to shift as well. This started to take a form of movement in Punjab, India to go settle in Canada. Canadian govt supported this, I don't why they wanted that. Now these guys rally your streets, don't obey rules. Guess what, Canadian Govt is protecting them from Indian Govt. Destroying relationship with Indian Govt just for them.
Identity Attack0.26325142
Insult0.24903896
Profanity0.22612886
Threat0.051067904
Severe Toxicity0.017610285
Moderate 0.31132057 Constructive 0.645 Unverified_Claim
Sep 28, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
8:26 Khalistanis are not Indian sikhs.. they mostly consists of pakistanis disguised as indian sikhs.
8:26 Khalistanis are not Indian sikhs.. they mostly consists of pakistanis disguised as indian sikhs.
Identity Attack0.3817989
Insult0.11797678
Profanity0.11168506
Threat0.014393489
Severe Toxicity0.017416617
Moderate 0.30527395 Low Con 0.272 Unverified_Claim
Jan 28, 2026 Inside Canada's Indian Invasion...
Aspects like religion, race, language are big factors that shape a culture. No country wants mass immigration but you can not blame Indians for this mess. Though Brampton might be an exception (Sikh and Pakistani …
Aspects like religion, race, language are big factors that shape a culture. No country wants mass immigration but you can not blame Indians for this mess. Though Brampton might be an exception (Sikh and Pakistani illegals coming as hardcore radicals) Most Indians (non-Sikh) come legally, are law abiding, pay taxes and work hard just like immigrant forefathers of the whiteys. If the current whiteys have issues, they should elect good politicians but stop being r@cist towards Indians just due to skin color
Identity Attack0.3817989
Insult0.1640896
Profanity0.10982819
Threat0.014048163
Severe Toxicity0.015544481
Moderate 0.30527395 Constructive 0.693
Oct 4, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
You are giving Canada to Indians, Sikhs need a country so their making there way to brampton.
You are giving Canada to Indians, Sikhs need a country so their making there way to brampton.
Identity Attack0.38176915
Insult0.1342682
Profanity0.038655918
Threat0.009722093
Severe Toxicity0.012207031
Moderate 0.30514878 Low Con 0.264 Fear_Threat
Feb 23, 2026 1 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.