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: "As Sikh, we should not …" 347 comments · Page 11 of 14
You’re not a Indian ones you become a Canadian citizen. These are Sikh Punjabi-Canadians. Nationality changes ones you lose forfeit your citizenship… ethnicity or religion doesn’t change. Stop putting us all in one box!
You’re not a Indian ones you become a Canadian citizen. These are Sikh Punjabi-Canadians. Nationality changes ones you lose forfeit your citizenship… ethnicity or religion doesn’t change. Stop putting us all in one box!
Identity Attack0.1769227
Insult0.05086332
Profanity0.0128245065
Threat0.006861079
Severe Toxicity0.003452301
Low Tox 0.18174082 Constructive 0.506
Oct 3, 2025 Inside Canada's Indian Metropolis (Brampton)
I felt sikh after watching this video
I felt sikh after watching this video
Identity Attack0.06385879
Insult0.032138187
Profanity0.0715894
Threat0.012751401
Severe Toxicity0.007896423
Low Tox 0.17718399 Moderate Con 0.412 Humor_Satire
Jan 28, 2026 Inside Canada's Indian Invasion...
PLEASE 🙏🏻come to Surrey British Columbia my home town is the second biggest Sikh population in the world! I don't even recognize my neighborhood🤬
PLEASE 🙏🏻come to Surrey British Columbia my home town is the second biggest Sikh population in the world! I don't even recognize my neighborhood🤬
Identity Attack0.17459276
Insult0.030816011
Profanity0.04266402
Threat0.010472948
Severe Toxicity0.007858276
Low Tox 0.17545098 Constructive 0.611 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
We Punjabi Sikh first arrived in 1902 and you came 34 years ago and I came 47 years ago so who and what are you talking about Half of you in this documentary didn't even …
We Punjabi Sikh first arrived in 1902 and you came 34 years ago and I came 47 years ago so who and what are you talking about Half of you in this documentary didn't even exist in Canada so grow up and learn to live
Identity Attack0.03249594
Insult0.08410009
Profanity0.015591404
Threat0.0073918556
Severe Toxicity0.0037384033
Low Tox 0.17371799 Constructive 0.528
Aug 27, 2025 Why Canadians Are Turning Against …
Candan sikhs are saying : I am from Punjab Candan Hindus are saying : Iam from India.
Candan sikhs are saying : I am from Punjab Candan Hindus are saying : Iam from India.
Identity Attack0.19495805
Insult0.070482984
Profanity0.07708528
Threat0.011819307
Severe Toxicity0.012207031
Low Tox 0.17371799 Moderate Con 0.383 Identity_Assertion
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
I work with someone Sikh. He happens to live in Brampton. So what? He's a great guy and he works hard. He's probably first generation, and he's as Canadian as anyone else I know. Everything …
I work with someone Sikh. He happens to live in Brampton. So what? He's a great guy and he works hard. He's probably first generation, and he's as Canadian as anyone else I know. Everything I'm reading here is exactly what people once said about Irish and Italians. Give everyone some time to learn what being Canadian is all about. For the record I'm white and I've lived all my life, but I don't live in Barampton. I'm also first generation in this country, but I get a pass because my parents came here from Scotland, not India. That's not fair.
Identity Attack0.16587129
Insult0.054376744
Profanity0.058946952
Threat0.008893564
Severe Toxicity0.0062561035
Low Tox 0.17111848 Constructive 0.847 Moral_Argument
Sep 20, 2025 8 likes Inside Canada's Indian Metropolis (Brampton)
I lived in Malton in the 1980s when the Sikhs arrived. We were naive in our approach to these newcomers. They bought homes and filled them with up to 25 people breaking property standards. They …
I lived in Malton in the 1980s when the Sikhs arrived. We were naive in our approach to these newcomers. They bought homes and filled them with up to 25 people breaking property standards. They bought the local school and filled the classrooms with cots for new arrivals. Nothing was monitored. Local police worked tirelessly dealing with cultural differences. They demanded rights! I was refused service in one of their stores. Crime went up by 27%, and research revealed that 7% of students in Mississauga were psychopaths from exposure to war and violence! Then, an Indian friend told me that after Ghandi's daughter's assassination, they went from one village after another, robbing and killing in order to get out of India. Thus, the $5000 cookie jar reference. His car was stolen. Working at the birth registry office, he observed they changed their identity and falsified documents. My 13 year old daughter was thrown up against a wall, and a ceremonial knife was put to her throat. Rapes were happening at the high school. I should have called the police many times, and I deeply regret not stopping this intrusion into our Canadian culture. Hazel, the mayor the time at least, stopped the construction of monster homes. Their sense of supremacy was tangible. It's well past the time to deal with unregistered apts, finding true identities and turning to the Indians made victims of the ruthless greed to get the truth.
Identity Attack0.10221587
Insult0.07365121
Profanity0.035649836
Threat0.01052473
Severe Toxicity0.005836487
Low Tox 0.16678599 Constructive 0.737 Personal_Narrative
Oct 4, 2025 Inside Canada's Indian Metropolis (Brampton)
they are sikh canadian not indian. haryanvis and hindus live in canada and support india
they are sikh canadian not indian. haryanvis and hindus live in canada and support india
Identity Attack0.23239216
Insult0.04149419
Profanity0.021535112
Threat0.006686311
Severe Toxicity0.0041770935
Low Tox 0.165053 Low Con 0.299 Identity_Assertion
Sep 19, 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)
Ask that Sikh how would he feel if his city back in India was Muslim Indian majority .,,
Ask that Sikh how would he feel if his city back in India was Muslim Indian majority .,,
Identity Attack0.18705739
Insult0.061451588
Profanity0.025770858
Threat0.010654188
Severe Toxicity0.0064468384
Low Tox 0.16245349 Moderate Con 0.311
Sep 20, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
That upper class is Sikh. 😊
That upper class is Sikh. 😊
Identity Attack0.11396073
Insult0.06477321
Profanity0.039407436
Threat0.009307829
Severe Toxicity0.008659363
Low Tox 0.16043124 Moderate Con 0.316 Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
Sikh religion is feeds everybody with donation , no do not support game gambling
Sikh religion is feeds everybody with donation , no do not support game gambling
Identity Attack0.13591312
Insult0.034341812
Profanity0.025087673
Threat0.007832011
Severe Toxicity0.0052261353
Low Tox 0.15932569 Low Con 0.185 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Canada & the US are the best places to be a Sikh or a Hindu or any Indian. My neighborhood proves it
Canada & the US are the best places to be a Sikh or a Hindu or any Indian. My neighborhood proves it
Identity Attack0.18903255
Insult0.031256735
Profanity0.023174755
Threat0.007624879
Severe Toxicity0.005302429
Low Tox 0.1587729 Constructive 0.544 Solidarity
Feb 26, 2026 1 likes Inside Canada's Indian Invasion...
I'm no expert, but it's obvious that mass immigration is detrimental to any country. Years ago, Canada seemed like a dream country, but in the last few years, it looks like the homelessness, crime etc. …
I'm no expert, but it's obvious that mass immigration is detrimental to any country. Years ago, Canada seemed like a dream country, but in the last few years, it looks like the homelessness, crime etc. has increased and the housing prices are insane. I have a Sikh friend who lived there for about 5 years but moved back to India due to the high cost of living and quality of life there going downhill. He has a much better, low stress life back home. I think there should be stricter measures to immigration. For example: Let doctors, nurses, engineers, lawyers in more easily, but those that are coming as students and going to work as cashiers, should be limited.
Identity Attack0.10221587
Insult0.06921569
Profanity0.028913507
Threat0.007974415
Severe Toxicity0.0043296814
Low Tox 0.1587729 Constructive 0.826 Policy_Critique
Oct 17, 2025 Inside Canada's Indian Metropolis (Brampton)
Lot of Sikhs in Yuba City, California. Decades long student of Sanskrit, including the Ramayana and I still don't get the Religion? And not sure I want to. Indians are very thrifty and adaptable in …
Lot of Sikhs in Yuba City, California. Decades long student of Sanskrit, including the Ramayana and I still don't get the Religion? And not sure I want to. Indians are very thrifty and adaptable in the diaspora. A romanticized, mythologically exaggerated view of the homeland can lead to problems.
Identity Attack0.15731181
Insult0.045007613
Profanity0.017845914
Threat0.0071070488
Severe Toxicity0.0031089783
Low Tox 0.15545623 Constructive 0.775 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Sikhs are the most kindhearted people ever, honestly this video doesn’t do them justice.
Sikhs are the most kindhearted people ever, honestly this video doesn’t do them justice.
Identity Attack0.084182754
Insult0.03070583
Profanity0.03840541
Threat0.011715741
Severe Toxicity0.0052261353
Low Tox 0.15490346 Constructive 0.508 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
Good video but just have to say something. The Yellow Flags outside of the Sikh Temple are not Khalistani Flags. They are just a more traditional flag of the Sikhs from the 17th and 18th …
Good video but just have to say something. The Yellow Flags outside of the Sikh Temple are not Khalistani Flags. They are just a more traditional flag of the Sikhs from the 17th and 18th Century. They do have a striking resemblance to the Khalistan Flag, but are not the same. A Sword/Punch Dagger to uphold righteousness, and a cauldron to feed the hungry. Unfortunately, many Sikhs you talk to whose families have not been here for more than two generations will not be very versed in anything other than Khalistan, yet alone what their religion, or symbols means.
Identity Attack0.116281845
Insult0.04442204
Profanity0.042413518
Threat0.03235042
Severe Toxicity0.0077056885
Low Tox 0.15435068 Constructive 0.754 Meta_Commentary
Feb 6, 2026 Inside Canada's Indian Invasion...
I am sikh and tired of them.
I am sikh and tired of them.
Identity Attack0.07673789
Insult0.03423163
Profanity0.04667213
Threat0.029933142
Severe Toxicity0.0059127808
Low Tox 0.15269235 Moderate Con 0.383 Personal_Narrative
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Sikh give free food u know
Sikh give free food u know
Identity Attack0.10221587
Insult0.06774519
Profanity0.07255927
Threat0.012647836
Severe Toxicity0.013801457
Low Tox 0.15158679 Moderate Con 0.321
Sep 23, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
There is no coercion, no forcing of Sharia like muslims do. Also Hindus and Sikhs offer community service. food and shelter too in times of India, irrespective of skin colour or status or religion.
There is no coercion, no forcing of Sharia like muslims do. Also Hindus and Sikhs offer community service. food and shelter too in times of India, irrespective of skin colour or status or religion.
Identity Attack0.19298288
Insult0.028832749
Profanity0.01846078
Threat0.007301235
Severe Toxicity0.0036239624
Low Tox 0.15103401 Constructive 0.522 Comparative_Framing
Sep 27, 2025 Inside Canada's Indian Metropolis (Brampton)
Probably be hated for this but Sikhs are genuinely lovely people, they go out of their way to help others.
Probably be hated for this but Sikhs are genuinely lovely people, they go out of their way to help others.
Identity Attack0.10221587
Insult0.03511308
Profanity0.040910475
Threat0.008220384
Severe Toxicity0.004196167
Low Tox 0.15103401 Constructive 0.575 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
8:38 Did they move out from India to Canada because of their demand of Khalistan . Simply answer is —- A big NO . They were taken there by British in world war as a …
8:38 Did they move out from India to Canada because of their demand of Khalistan . Simply answer is —- A big NO . They were taken there by British in world war as a worker and some sort of soldier , but they were not the only indian, but some others not from Punjab also went there . Yeah, punjabi sikh are more in number , they have organised groups and institutions there . Some are anti India and some are not , but normal Indians go there seeking more opportunities and income .
Identity Attack0.14233272
Insult0.035333443
Profanity0.017914234
Threat0.007961469
Severe Toxicity0.003604889
Low Tox 0.14429577 Constructive 0.601 Comparative_Framing
Feb 4, 2026 2 likes Inside Canada's Indian Invasion...
11:10 omg 😳 how sweet, hospitable & kind those Hindu immigrants are as always ❤ 11:42 Kind gesture from the Sikh people as well ❤
11:10 omg 😳 how sweet, hospitable & kind those Hindu immigrants are as always ❤ 11:42 Kind gesture from the Sikh people as well ❤
Identity Attack0.12208464
Insult0.03070583
Profanity0.04642162
Threat0.011741633
Severe Toxicity0.008621216
Low Tox 0.14429577 Constructive 0.599
Oct 27, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
Though I disagree with the immigration, the old guy in the Sikh temple is actually right about what he's preaching. Not to mention the Sikhs are known to be what Indians should be like. These …
Though I disagree with the immigration, the old guy in the Sikh temple is actually right about what he's preaching. Not to mention the Sikhs are known to be what Indians should be like. These people feed the homeless out of their own expense, actually help their communities and improve the quality of life because they are progressive with their views regardless what your race is. If only every Indians are like the SIkhs.
Identity Attack0.17536941
Insult0.030816011
Profanity0.019553876
Threat0.008065036
Severe Toxicity0.00459671
Low Tox 0.14082454 Constructive 0.805
Nov 17, 2025 5 likes Inside Canada's Indian Metropolis (Brampton)
I rather Sikhs they’re nice people
I rather Sikhs they’re nice people
Identity Attack0.10221587
Insult0.02657372
Profanity0.039657943
Threat0.009903334
Severe Toxicity0.007209778
Low Tox 0.14082454 Moderate Con 0.416 Solidarity
Jan 28, 2026 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.