Skip to content
Canadian Immigration Dashboard [ CID ]
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

click to expand

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 #}

Comment Explorer

Browse comments with toxicity & constructive scores. Filter by keyword, polarity, toxicity range, or cluster.

Search & Filter

Search comment text, filter by category or toxicity level
Active: "The Sikhs are good people. …" 29 comments · Page 1 of 2
Some people think Sikhs are good law abifjn citizens but they practice arranged marriages...saw a BBC documentary about a girl who was raped and killed by her uncle and cousin because she refused to marry …
Some people think Sikhs are good law abifjn citizens but they practice arranged marriages...saw a BBC documentary about a girl who was raped and killed by her uncle and cousin because she refused to marry an older man that her parents selected for her...very sad shit 😢
Identity Attack0.44690517
Insult0.47630358
Profanity0.541926
Threat0.34913966
Severe Toxicity0.34189755
Moderate 0.6342749 Constructive 0.677
Jan 27, 2026 Inside Canada's Indian Invasion...
I think up until immigration was panjab centered and sikhs were coming in, it was good. Now uncivilized hindu people from other states are influxing in so so much.. they are looting and filthing the …
I think up until immigration was panjab centered and sikhs were coming in, it was good. Now uncivilized hindu people from other states are influxing in so so much.. they are looting and filthing the beautiful country now.
Identity Attack0.55044734
Insult0.4339631
Profanity0.19893537
Threat0.060443077
Severe Toxicity0.08859174
Moderate 0.47886392 Constructive 0.509 Identity Attack Identity_Assertion
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
I’m Punjabi, Indian and my parents came in the 1970s assimilated, and became hard working people and earned a name and reputation! The Indians coming in now are degenerates, entitied to PR and the they …
I’m Punjabi, Indian and my parents came in the 1970s assimilated, and became hard working people and earned a name and reputation! The Indians coming in now are degenerates, entitied to PR and the they don’t act like students they want to drive around in jeep wranglers and chargers in plazas and fight with one another like morons! They have brought the Sikh people name down. Sadly there’s two parts, the good Indians are taken advantage of and their employers take advantage and they have to live in rental properties with tons of people living at once but in the end there’s a lot to uncover!
Identity Attack0.47178617
Insult0.48627716
Profanity0.37052724
Threat0.058826666
Severe Toxicity0.104393706
Moderate 0.45751464 Constructive 0.701
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
For Canadians : 1. Arrest illegal Indians. 2. Respect legal Indians. 3. Differentiate legal Indian immigrants from all other types of immigrants. For Indians living in Canada : 1. Respect Canadians. 2. Respect Canadian law. …
For Canadians : 1. Arrest illegal Indians. 2. Respect legal Indians. 3. Differentiate legal Indian immigrants from all other types of immigrants. For Indians living in Canada : 1. Respect Canadians. 2. Respect Canadian law. 2. Immerse & adapt yourself in Canadian culture. For all : Sikhs are good people. Khalistanis are extremists.
Identity Attack0.55044734
Insult0.3416952
Profanity0.07126612
Threat0.063999176
Severe Toxicity0.023076924
Moderate 0.45243698 Constructive 0.57 Identity Attack Policy_Critique
Jan 29, 2026 Inside Canada's Indian Invasion...
I love the Hindus and Sikhs, they both have very caring communities also caring people,I've lived next to hindus and they would offer us food and the shop on the corner of my street is …
I love the Hindus and Sikhs, they both have very caring communities also caring people,I've lived next to hindus and they would offer us food and the shop on the corner of my street is run by Sikhs and if you're skint they will let me grab the basics and tobacco if needed and will pay them off when i get paid 5:10 he's right about African people, they arent good people they are really like that here in the UK
Identity Attack0.5135796
Insult0.2817503
Profanity0.1811049
Threat0.055270568
Severe Toxicity0.049354076
Moderate 0.43230394 Constructive 0.859 Identity Attack Personal_Narrative
Feb 24, 2026 1 likes Inside Canada's Indian Invasion...
The Sikhs are good people. Clean and do a lot of Charity. It’s the Hindus who for India such a bad name
The Sikhs are good people. Clean and do a lot of Charity. It’s the Hindus who for India such a bad name
Identity Attack0.50515443
Insult0.3388922
Profanity0.13873272
Threat0.016638106
Severe Toxicity0.023176458
Moderate 0.4269174 Constructive 0.536 Identity Attack Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
It seems not all Sikhs are good people as their religion praises…
It seems not all Sikhs are good people as their religion praises…
Identity Attack0.5135796
Insult0.30797598
Profanity0.11230402
Threat0.011430934
Severe Toxicity0.023076924
Moderate 0.4269174 Low Con 0.3 Identity Attack Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Pakistan is spreading filth in Canada against its own country India by radicalizing even the very nice and good Sikh community, but we all have faith that Hindu and Sikh people will work only for …
Pakistan is spreading filth in Canada against its own country India by radicalizing even the very nice and good Sikh community, but we all have faith that Hindu and Sikh people will work only for the good of Canada.
Identity Attack0.46050715
Insult0.27558193
Profanity0.08096472
Threat0.011353259
Severe Toxicity0.022322904
Moderate 0.39231625 Constructive 0.568 Fear_Threat
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
You havent seen the nasty parts. Of course walking into temple with a camera you will hear advocation for peace. Growing up there you are taught in school that if you are white you are …
You havent seen the nasty parts. Of course walking into temple with a camera you will hear advocation for peace. Growing up there you are taught in school that if you are white you are evil from the teachers and the brown students of which outnumber you 20/1 take that mileage and run with it. Many employers and landlords will not even give you a chance unless you are of their faith or from their home region in india or pakistan, and if you are black or white than you shouldnt even bother trying… aint gonna happen. There is a massive entitlement from the younger Sikhs who actively want to see the country become more closer to the punjab with Brampton being the new Lahore. Street violence rarely gets brought up anymore because it is so frequent so media only jumps on it if they got nothing else to use. The majority of gangs are in Bramalea south of Kennedy. This isnt just circumstances because “they have it so hard here boohoo”. The Tamel people that live in Brampton come from India and Sri Lanka. Many fled due to the tigers and because India has been trying to destroy their culture for a long while. You wont find Tamel who has lived in Canada more than a year in a gang, or with a thick as lard accent, or speaking their previous language in public. They are good people, very respectful.
Identity Attack0.44690517
Insult0.3388922
Profanity0.17101645
Threat0.025961896
Severe Toxicity0.022710243
Moderate 0.38601747 Constructive 0.663 Personal_Narrative
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
the homeless people who would rather starve at the shelter instead are just too racist to go to the gurdwara for free food, or to realise they immigrants are actually kind and hard working. Not …
the homeless people who would rather starve at the shelter instead are just too racist to go to the gurdwara for free food, or to realise they immigrants are actually kind and hard working. Not everyone is like that in my experience, I'm not from brampton but I'm sikh and I have sikh friends who are white and indigenous as well. One thing people don't realise is a lot of Canadians are actually really racist. You clearly saw that from the interview of the guy and his wife who was an RN, they passed the exam fair and square but I feel like his lack of understanding of the English language didn't get his point across right. The point he missed was the quality of life is higher in Canada, In India it's way easier, the cost of living is way cheaper, there's tons of cheap labour to hire maids for all your house work for example which is common in their culture, but as you've probably seen online, India isn't the cleanest or friendliest place to be, and if he was a nurse in India he would probably be broke without a good job, and having the opportunity to find good high paying jobs in something that Canadians also do when they travel to the US if a position in their field isn't available in whatever local city they grew up in. The main issue stems from international students from like after covid, regardless of country, India is in the spotlight because there's just more indians compared to other countries international students but its all the same stuff, you have kids from all over the world that might not have learned the same cultural practices, fresh 16-18 year olds living alone for the first time that have to do all their own chores and don't even know how to take care of themselves in some cases or do laundry or anything like that and it doesn't mean they were illegal immigrants or anything, just that they never put in the effort to learn because they were too entitled, its the same with entitled kids that go to Korea or Japan from north America as well that don't learn their culture and customs and misbehave because they are too entitled, and once you understand that you can see the bigger picture more clearly instead of just defaulting to racism. Also I'm not saying they can't be frustrated, its frustrating for everyone, even for me but racism isn't the answer.
Identity Attack0.38699543
Insult0.2817503
Profanity0.06646215
Threat0.015256803
Severe Toxicity0.016771052
Moderate 0.36867723 Constructive 0.855 Moral_Argument
Sep 20, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
I don't know what these khalistani people want first they have came into Canada illegally for their better life and when they manage to live a good life they claimed that they want khalistan .what …
I don't know what these khalistani people want first they have came into Canada illegally for their better life and when they manage to live a good life they claimed that they want khalistan .what Do they think a piece of game . Punjabis have separate state , their own chief minister, own parlament and they have everything of there own . Why do not any punjabi in India ask for khalistani bcz no one want it . Sikhs in canada are doing illegal things and operating via terrorist organisations called khalistan who spread hate against India .
Identity Attack0.39207554
Insult0.24928534
Profanity0.06044999
Threat0.016120117
Severe Toxicity0.016900165
Moderate 0.3389984 Constructive 0.53 Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
The last generation of Sikhs were good. Worked hard. Assimilated into the Canadian culture. The new ones were a bum rush by Trudeau to keep the GDP numbers up while he robbed the country. I …
The last generation of Sikhs were good. Worked hard. Assimilated into the Canadian culture. The new ones were a bum rush by Trudeau to keep the GDP numbers up while he robbed the country. I have Sikh friends who feel the same way. They feel like the new “students” and business subsidy abusers are ruining everything the old immigrants built. The new ones are ruining the reputation of the ones who have slowly integrated into the Canadian way of life. My Sikh friends are embarrassed by the actions of the wave of people coming in now… they even want them out
Identity Attack0.27875587
Insult0.24928534
Profanity0.08096472
Threat0.009825659
Severe Toxicity0.0104522705
Low Tox 0.29771072 Constructive 0.669 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
As a Indian Sikh that was BORN in Australia with parents that have been in Australia for over 17 years, these new Indians coming here are the problem I’m not trying to be rude or …
As a Indian Sikh that was BORN in Australia with parents that have been in Australia for over 17 years, these new Indians coming here are the problem I’m not trying to be rude or racist but I’ve gone to India many times and there everyone is in Canada or something but when they get there they treat it like India, like if ur gonna go to a different country at least respect them . India is a beautiful country with good food it’s just that some (keyword some) people are disrespectful most Indians are like this because of stereotypes so they sometimes feel angry so then they try to get revenge. I’m not saying everyone is like this but I had to get it out because I’m starting to feel annoyed with Indians and other people, Indians also say that the uk stole from them so they are stealing back but that was only uk and only the government not the people. What u see on screens is not actually what India looks like on behalf of the Indian community I would like to say I’m sorry to everyone and every country we have taken over just know not everyone is like this only the Indians who have a ego and think they are better , sorry Canada, America, Australia and any other country
Identity Attack0.33352965
Insult0.17486192
Profanity0.12639372
Threat0.011741633
Severe Toxicity0.017029278
Low Tox 0.295883 Constructive 0.774 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Beautiful thing about we Hindus or Sikhs is that we don't enforce our culture to anyone. If it was Islam, Brampton would have become a no go zone or a mini Islamic country. You might …
Beautiful thing about we Hindus or Sikhs is that we don't enforce our culture to anyone. If it was Islam, Brampton would have become a no go zone or a mini Islamic country. You might ask me, why don't they assimilate with locals? Well, we are culturally different and our skin colours are different. Assimilation at large scale requires common ground. In work places, people assimilate but Race Mixing at large scale is also not good for the society. It's very sad to see white people being homeless, Build a community of your own, look after one another. To be honest, you guys have destroyed your family structure in the name of individualism, feminism etc...
Identity Attack0.36273825
Insult0.08459369
Profanity0.07223598
Threat0.011586283
Severe Toxicity0.010986328
Low Tox 0.2820025 Constructive 0.753 Identity_Assertion
Dec 24, 2025 Inside Canada's Indian Metropolis (Brampton)
The indians are good people . The ones that we should fear the ones that follow extreme ideas .Hindus ,Sikhs nothing to worry.
The indians are good people . The ones that we should fear the ones that follow extreme ideas .Hindus ,Sikhs nothing to worry.
Identity Attack0.31307843
Insult0.09124154
Profanity0.058445938
Threat0.04132889
Severe Toxicity0.015931819
Low Tox 0.28087774 Moderate Con 0.424
Dec 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Immigrants are a good thing and Sikhs are especially kind people, but there needs to be checks and balances which Canada has failed miserably at.
Immigrants are a good thing and Sikhs are especially kind people, but there needs to be checks and balances which Canada has failed miserably at.
Identity Attack0.1808059
Insult0.19734058
Profanity0.05543986
Threat0.0071847234
Severe Toxicity0.004863739
Low Tox 0.27047762 Constructive 0.584 Moral_Argument
Oct 9, 2025 Inside Canada's Indian Metropolis (Brampton)
Sikhs are good people and fierce warriors. I have much respect for Sikhs. They are persecuted in India. The Indian govt even assasinated some like a CIA operation in Canada.
Sikhs are good people and fierce warriors. I have much respect for Sikhs. They are persecuted in India. The Indian govt even assasinated some like a CIA operation in Canada.
Identity Attack0.2869935
Insult0.082372494
Profanity0.03239325
Threat0.13262562
Severe Toxicity0.011749268
Low Tox 0.25727063 Constructive 0.681 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
See the thing is cultural shock... First of all the sikhs come from a very conservatives cultural and so in cannada the britishers and french settler earlier so their will be a cultural shock... And …
See the thing is cultural shock... First of all the sikhs come from a very conservatives cultural and so in cannada the britishers and french settler earlier so their will be a cultural shock... And , The main point is the Sikh genocide , so particuarally in 1980's their was a fight between Indian government and radical sikh group to make another own country. So in the civil war our government launched Operation Blue Star in this the holyiest place the Golden temple for sikhs was attacked by Indian army and killed the main terrosist and somehow the main part of Golden Templen was burn.. So then the Sikhs were very government. Then, our prime minister Indhira Ghandhi was assisinate by their sikh body guard and then bcz she was very influencial person, people started riots and revoluting again the Sikhs , like in the main cities like the capital New Delhi people throw stones and boycott the Sikhs and the goverment stop funding their state PUNJAB so their was low job oppurnities and they economically.. So a mass migeration movement happen that every sikh families were moving in Cannada for good quality of Life....
Identity Attack0.20878418
Insult0.06477321
Profanity0.023584666
Threat0.02924249
Severe Toxicity0.0064468384
Low Tox 0.1883923 Constructive 0.686
Oct 27, 2025 Inside Canada's Indian Metropolis (Brampton)
I grew up in Brampton and I immigrated from India in the early 2000s, one thing that's not mentioned is the recent (2024) riots between Sikhs and Hindus. When I was growing up in Brampton, …
I grew up in Brampton and I immigrated from India in the early 2000s, one thing that's not mentioned is the recent (2024) riots between Sikhs and Hindus. When I was growing up in Brampton, I had friends who were Sikhs, Pakistani Muslims, Chinese Christians, Hindus, Black, and White. The Sikh seniors used to say good morning to us on the morning walks to school and everyone got along because we accepted that bringing the racial/ethnic conflict from India to Canada was wrong. Recently, there have been tensions, fights, riots, and clashes between Hindu and Sikh Nationalists because the government is not actively filtering for quality immigrants anymore and the people being lured to this country are the ones who can't understand that this is wrong. This would have been unheard of 10 years ago.
Identity Attack0.22261032
Insult0.05086332
Profanity0.02433617
Threat0.011327368
Severe Toxicity0.005531311
Low Tox 0.165053 Constructive 0.829
Sep 18, 2025 2,355 likes Inside Canada's Indian Metropolis (Brampton)
Sikhs are good people tho it's just too many so from now on too many
Sikhs are good people tho it's just too many so from now on too many
Identity Attack0.10221587
Insult0.029604018
Profanity0.040910475
Threat0.012233571
Severe Toxicity0.007019043
Low Tox 0.12867521 Moderate Con 0.422 Identity_Assertion
Jan 26, 2026 1 likes Inside Canada's Indian Metropolis (Brampton)
Keep the Sikhs, they're actually good people
Keep the Sikhs, they're actually good people
Identity Attack0.09328204
Insult0.024124376
Profanity0.031140719
Threat0.011974656
Severe Toxicity0.00579834
Low Tox 0.11078331 Moderate Con 0.386
Sep 20, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Overall good video. But balanced journalism shouldn't just be pitting people against each other. You're lucky the Indian and sikh community is so welcoming and ethical
Overall good video. But balanced journalism shouldn't just be pitting people against each other. You're lucky the Indian and sikh community is so welcoming and ethical
Identity Attack0.04512853
Insult0.02012808
Profanity0.022013342
Threat0.010783645
Severe Toxicity0.0026512146
Low Tox 0.07845957 Constructive 0.673 Meta_Commentary
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
Sikhs are generally good people. I think you focused on the wrong demographic here.
Sikhs are generally good people. I think you focused on the wrong demographic here.
Identity Attack0.04177703
Insult0.019870255
Profanity0.018734055
Threat0.007534259
Severe Toxicity0.0022411346
Low Tox 0.06817148 Constructive 0.603 Solidarity
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Hey! Im a sikh that was born in canada, with my parents, grand father, great grand father also being in this beutiful country. I wanted to start of by saying a couple of things. My …
Hey! Im a sikh that was born in canada, with my parents, grand father, great grand father also being in this beutiful country. I wanted to start of by saying a couple of things. My home was in brampton for a long time and I have personally seen the safety gone down, my family used to come back from trips with our garage open and everything would be completely fine. The long term sikhs and indians came and actually contributing positively and that can be seen with how good canada was pre 2020. Immigration too an extent was good, but mass immigration was never a good idea. In 2018-2019 the old time punjabi community was heavily against so many students coming in, so much so people that were indian had "no students" signs when renting their basements. It's sad to see people that came here running things so badly and ruining the effort and contributions made by many(I even face the consqeunces of things I have never done). Remeber don't be afraid to call out people for their bullshit, but also dont bash innocent people. Now many ppl came to canada and have done good like sikhs having the highest donors of blood, plasma, and platelets. We also giveway a lot in charity and food. A good news is Canada is cracking down on these bad people and quickly, and many good people who came are returning back home. I have seen a lot of videos online, but please remember algorithms and pushed media make things seem worse than they actually are. My message is I'm sorry for how these people are acting, my recent trip to Canada(brampton) I saw better quality service and more white folk too. Stay safe and god bless!
Identity Attack0.039456755
Insult0.022448512
Profanity0.027000591
Threat0.008181547
Severe Toxicity0.0032043457
Low Tox 0.06421452 Constructive 0.862 Personal_Narrative
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
Sikhs are in general really peaceful and good people though.
Sikhs are in general really peaceful and good people though.
Identity Attack0.057492398
Insult0.017743196
Profanity0.026180768
Threat0.00789674
Severe Toxicity0.0029182434
Low Tox 0.061444655 Moderate Con 0.426
Sep 29, 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.