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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

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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 #}

Comment Explorer

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

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Active: "They are not indian they …" 4,309 comments · Page 105 of 173
If you had a choice to immigrate one race what would you pick Africans Mexicans Indians Muslim ??
If you had a choice to immigrate one race what would you pick Africans Mexicans Indians Muslim ??
Identity Attack0.3817989
Insult0.070482984
Profanity0.051431753
Threat0.0089712385
Severe Toxicity0.012207031
Moderate 0.3057765 Low Con 0.206 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
why you only talking with people who don't speak English properly, stop showing all bad stuff and eating the views on Indians.
why you only talking with people who don't speak English properly, stop showing all bad stuff and eating the views on Indians.
Identity Attack0.28034934
Insult0.16195811
Profanity0.06345607
Threat0.010395273
Severe Toxicity0.00869751
Moderate 0.3057765 Low Con 0.3 Meta_Commentary
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
how canadian not talking about this how they sold their culture for some indians
how canadian not talking about this how they sold their culture for some indians
Identity Attack0.381025
Insult0.12159709
Profanity0.032142747
Threat0.008401625
Severe Toxicity0.010070801
Moderate 0.3057765 Low Con 0.249 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
I am an indian, genuinely speaking, when I came here back in 2023, I didn’t know there are so many people from one of the indian state called punjab. They have ruined this place as …
I am an indian, genuinely speaking, when I came here back in 2023, I didn’t know there are so many people from one of the indian state called punjab. They have ruined this place as well as image of all Indians. Also, If you want khalistan, why they are not protesting in where their land belongs(so called), why in Canada or Usa? There are 70% of the people are living in canada is punjabi. They have ruined the image of our whole country. We are peace loving people and follow rules but just because of these people, we fell into the same group. Fun fact: why brampton and surrey have bad reputation and increased crime rates because punjabi people live there. Thats heart wrenching. The other aspect is the Canadian government doing nothing to curb thia types of people instead of that these people do crime, get arrested, claim asylum, get free food for 1 year and become the resident of the Canada. I am really frustated and both the goverment and these khalistan entity. Go to hell man.
Identity Attack0.36702603
Insult0.20668297
Profanity0.07870171
Threat0.018364733
Severe Toxicity0.017158391
Moderate 0.3057765 Constructive 0.635 Personal_Narrative
Feb 25, 2026 Inside Canada's Indian Invasion...
Even as an Indian, i wouldn't want to live there.
Even as an Indian, i wouldn't want to live there.
Identity Attack0.37361985
Insult0.060927123
Profanity0.0715894
Threat0.02371728
Severe Toxicity0.012703998
Moderate 0.3057765 Moderate Con 0.413 Comparative_Framing
Feb 4, 2026 1 likes Inside Canada's Indian Invasion...
Brampton has 52% indian people, and there are a lot of other cities where white people are the minority, makes canaduh the largest 3rd world country on the planet
Brampton has 52% indian people, and there are a lot of other cities where white people are the minority, makes canaduh the largest 3rd world country on the planet
Identity Attack0.38176915
Insult0.086852804
Profanity0.038906425
Threat0.0076507707
Severe Toxicity0.00957489
Moderate 0.30539915 Moderate Con 0.305
Sep 27, 2025 2 likes Why Canadians Are Turning Against …
Indian immigration should be taken a serious consideration all over the world. These frauds can go upto any limit.
Indian immigration should be taken a serious consideration all over the world. These frauds can go upto any limit.
Identity Attack0.3072352
Insult0.16839184
Profanity0.0741757
Threat0.01086132
Severe Toxicity0.011138916
Moderate 0.30539915 Low Con 0.252
Oct 4, 2025 1 likes IRCC Names India in Study …
I'm an Indian not from Punjab, this looks bad. To any Indian and Punjab Gov officials seeing this please take action, these people are ruining India's reputation. And to Canadians, Khalistani's are considered terrorists in …
I'm an Indian not from Punjab, this looks bad. To any Indian and Punjab Gov officials seeing this please take action, these people are ruining India's reputation. And to Canadians, Khalistani's are considered terrorists in my country most of them fled the country and I can see where they are now. Indian Gov officials have warned the Canadian Officials about this, they don't seem to care. I won't be surprised if they want Brampton to be declared a separate Khalistani country in the future.
Identity Attack0.36942887
Insult0.16875735
Profanity0.02303812
Threat0.013269233
Severe Toxicity0.011520386
Moderate 0.30539915 Constructive 0.704 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
indian LOL
indian LOL
Identity Attack0.31307843
Insult0.15840563
Profanity0.1631077
Threat0.009592636
Severe Toxicity0.020515325
Moderate 0.30539915 Moderate Con 0.47
Feb 3, 2026 Inside Canada's Indian Invasion...
Every Canadian student in Michigan is either Asian, Pakistani, Arab or Indian. If they are white= Italian. The jersey shore, Goodfellas, fogetaboutit, gabagoul, kind.
Every Canadian student in Michigan is either Asian, Pakistani, Arab or Indian. If they are white= Italian. The jersey shore, Goodfellas, fogetaboutit, gabagoul, kind.
Identity Attack0.3780483
Insult0.10294484
Profanity0.044417568
Threat0.007637825
Severe Toxicity0.012130737
Moderate 0.30539915 Low Con 0.205 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
Justin Trudeau sold Canada. Trudeau counts money, and we count Indians
Justin Trudeau sold Canada. Trudeau counts money, and we count Indians
Identity Attack0.34649673
Insult0.15911613
Profanity0.027000591
Threat0.010913103
Severe Toxicity0.01322045
Moderate 0.30539915 Low Con 0.244 Identity_Assertion
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
the problem is , its mostly single indian men too..
the problem is , its mostly single indian men too..
Identity Attack0.3817989
Insult0.082619295
Profanity0.07643871
Threat0.009307829
Severe Toxicity0.011367798
Moderate 0.30527395 Low Con 0.233 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
This has been going on for years. Indian students are a big culprit, but they still make significant contribution to canada's gdp. Hence gvt does not take drastic action.
This has been going on for years. Indian students are a big culprit, but they still make significant contribution to canada's gdp. Hence gvt does not take drastic action.
Identity Attack0.36702603
Insult0.18852992
Profanity0.028776871
Threat0.0089712385
Severe Toxicity0.0090789795
Moderate 0.30527395 Constructive 0.569
Sep 29, 2025 IRCC Names India in Study …
I feel bad for the Indians who came over in the 70's 80s and 90s, the ones coming over now are giving them such a bad name.
I feel bad for the Indians who came over in the 70's 80s and 90s, the ones coming over now are giving them such a bad name.
Identity Attack0.36702603
Insult0.15414265
Profanity0.07708528
Threat0.014738814
Severe Toxicity0.01121521
Moderate 0.30527395 Constructive 0.555 Identity_Assertion
Oct 28, 2025 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...
You took the land from the Indians Now the Indians are taking the land from you
You took the land from the Indians Now the Indians are taking the land from you
Identity Attack0.32768643
Insult0.08558089
Profanity0.07320584
Threat0.023544617
Severe Toxicity0.015286255
Moderate 0.30527395 Low Con 0.231
Sep 19, 2025 4 likes Inside Canada's Indian Metropolis (Brampton)
2:01 THE INDIAN GUY IS SPEAKING FACTS ITS NOT HARD TO UNDERSTAND <3 people act like they do not understand but really they just don't like it. People don't like it because it is unfamiliar, …
2:01 THE INDIAN GUY IS SPEAKING FACTS ITS NOT HARD TO UNDERSTAND <3 people act like they do not understand but really they just don't like it. People don't like it because it is unfamiliar, which is uncomfortable but it doesn't last long.
Identity Attack0.22063516
Insult0.082619295
Profanity0.10549548
Threat0.012026439
Severe Toxicity0.017029278
Moderate 0.30527395 Moderate Con 0.492
Jan 27, 2026 Inside Canada's Indian Invasion...
Those who say Punjab, are not Indians, and their father belongs to Pakistan.
Those who say Punjab, are not Indians, and their father belongs to Pakistan.
Identity Attack0.36803186
Insult0.16551061
Profanity0.06145202
Threat0.010110466
Severe Toxicity0.014769804
Moderate 0.30527395 Low Con 0.249 Identity_Assertion
Feb 23, 2026 Inside Canada's Indian Invasion...
I love how Tyler interviews EVERYONE, even Indian-Canadians. And even THEY agree this whole thing upsets them. They don't WANT India's BS there.
I love how Tyler interviews EVERYONE, even Indian-Canadians. And even THEY agree this whole thing upsets them. They don't WANT India's BS there.
Identity Attack0.33060804
Insult0.16883044
Profanity0.1612468
Threat0.008362788
Severe Toxicity0.011749268
Moderate 0.30527395 Constructive 0.664 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Mortgage fraud has also increased DRASTICALLY since the influx of new immigrants coming to Canada within the last 10 years. And who is doing the fraud? 95% of the fraud cases are new immigrants from …
Mortgage fraud has also increased DRASTICALLY since the influx of new immigrants coming to Canada within the last 10 years. And who is doing the fraud? 95% of the fraud cases are new immigrants from India. There are many good people that come from india, but there are FAR more than don't assimilate, have no interest in ever assimilating, and they abuse our social systems, stealing from every Canadian as well as cause our quality of life to drastically drop. Our healthcare systems are beyond overloaded and bursting at the seams, our housing prices have skyrocketed, our house and auto insurance rates have also gone through the roof. And speaking of going through the roof, numerous houses were lit on fire late last year from new immigrants irresponsibly lighting off MASSIVE amounts of fireworks during Diwali, then you have the crowds of Indian families going to our previously pristine beaches and digging pits, which they then proceeded to use as their bathroom. People were actually selling "Beach $hitter" t-shirts because the problem was getting so common. Immigration is ok, but the amount of people the Canadian government has allowed into Canada, ALL from totally different cultural origins, in such a short amount of time was never, and will never be sustainable. In my opinion, Canada needs to full stop close its borders to anyone immigrating for at minimum 5-10 years, to allow the countries infostructure time to catch up with the masses of people who have already come into the country. But that will never happen with the liberals at the helm, they would literally get rid of the whole concept of a "border" if they could. Elbows up ya dorks!
Identity Attack0.36702603
Insult0.18852992
Profanity0.031140719
Threat0.009644418
Severe Toxicity0.014188796
Moderate 0.30527395 Constructive 0.676 Unverified_Claim
Jan 27, 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)
Interview Jeremy Mackenzie of Second Sons Canada.They just had an "Indian Trucks Kill Canucks rally"
Interview Jeremy Mackenzie of Second Sons Canada.They just had an "Indian Trucks Kill Canucks rally"
Identity Attack0.22261032
Insult0.06739554
Profanity0.04065997
Threat0.37858796
Severe Toxicity0.016964722
Moderate 0.30514878 Low Con 0.255 Call_To_Action
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I think in comments every Indian is trying to justifying the illegal immigrants. So every indian, should also accept the illegal immigrants from bangladesh and Pakistan which are coming to India
I think in comments every Indian is trying to justifying the illegal immigrants. So every indian, should also accept the illegal immigrants from bangladesh and Pakistan which are coming to India
Identity Attack0.38176915
Insult0.15343215
Profanity0.06345607
Threat0.011353259
Severe Toxicity0.013478675
Moderate 0.30514878 Moderate Con 0.483
Oct 29, 2025 Inside Canada's Indian Metropolis (Brampton)
Canada must limit the number of Immigration consultants shops. They're the real force behind indian Immigration fraud.
Canada must limit the number of Immigration consultants shops. They're the real force behind indian Immigration fraud.
Identity Attack0.37012735
Insult0.16831873
Profanity0.022559889
Threat0.007948523
Severe Toxicity0.008163452
Moderate 0.30514878 Moderate Con 0.335
Oct 1, 2025 1 likes IRCC Names India in Study …
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.