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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: "Can this guy be OUR …" 1,684 comments · Page 37 of 68
I grew up in Surrey in the 90’s and I understand the history between Sikh’s and Muslims. I’ll take these guys all day over the muzzies.
I grew up in Surrey in the 90’s and I understand the history between Sikh’s and Muslims. I’ll take these guys all day over the muzzies.
Identity Attack0.3072352
Insult0.08508729
Profanity0.10549548
Threat0.05721026
Severe Toxicity0.014511578
Low Tox 0.26859093 Constructive 0.67 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
No one is supppressed in india, these guys lie to get in canada.
No one is supppressed in india, these guys lie to get in canada.
Identity Attack0.18391247
Insult0.17734702
Profanity0.023652986
Threat0.0076766624
Severe Toxicity0.0048828125
Low Tox 0.2667042 Low Con 0.245 Unverified_Claim
Feb 16, 2026 2 likes Inside Canada's Indian Invasion...
@4:10 this guy is right. Now I understand all the anti-indian memes about Canada
@4:10 this guy is right. Now I understand all the anti-indian memes about Canada
Identity Attack0.34649673
Insult0.07808672
Profanity0.026863953
Threat0.008220384
Severe Toxicity0.0065231323
Low Tox 0.2648175 Moderate Con 0.412 Humor_Satire
Jan 29, 2026 Inside Canada's Indian Invasion...
100k views in 1 hour is insane for a guy who isnt in the social media limelight
100k views in 1 hour is insane for a guy who isnt in the social media limelight
Identity Attack0.014149316
Insult0.083359696
Profanity0.110447146
Threat0.009540852
Severe Toxicity0.0065994263
Low Tox 0.2648175 Low Con 0.212
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
When the guy with no shirt on said they dont cover their windows and walk naked 😂. Then said they all look same ! Thats Racism at its best. Would love to know contribution his …
When the guy with no shirt on said they dont cover their windows and walk naked 😂. Then said they all look same ! Thats Racism at its best. Would love to know contribution his kids are making in economy. Guess what
Identity Attack0.10221587
Insult0.1469393
Profanity0.035399333
Threat0.009903334
Severe Toxicity0.008544922
Low Tox 0.26293078 Moderate Con 0.431
Oct 6, 2025 Inside Canada's Indian Metropolis (Brampton)
I honestly feel bad for Canadians. What the Indians are doing to Canada is basically what the British did to India decades, maybe even centuries ago. I hope you guys get through this. I know …
I honestly feel bad for Canadians. What the Indians are doing to Canada is basically what the British did to India decades, maybe even centuries ago. I hope you guys get through this. I know you didn't ask for it.
Identity Attack0.316
Insult0.07523532
Profanity0.023994578
Threat0.010628296
Severe Toxicity0.0075912476
Low Tox 0.26293078 Constructive 0.598 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
I've never seen a guy so over it yet so accepting of his racism and being alright with it on camera 😂 what an aura
I've never seen a guy so over it yet so accepting of his racism and being alright with it on camera 😂 what an aura
Identity Attack0.14875233
Insult0.14512913
Profanity0.06145202
Threat0.008686432
Severe Toxicity0.00793457
Low Tox 0.26104406 Moderate Con 0.302 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
i am surprised Sidhu never asked why is a white guy trying to smuggle himself into the USA? I hope you thanked Krishna for keeping you safe! :)
i am surprised Sidhu never asked why is a white guy trying to smuggle himself into the USA? I hope you thanked Krishna for keeping you safe! :)
Identity Attack0.2808415
Insult0.0817555
Profanity0.030890211
Threat0.012803185
Severe Toxicity0.00919342
Low Tox 0.26104406 Constructive 0.614 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Looks like the Polish guy who is bare chested is biased against Indian immigrants from Brampton
Looks like the Polish guy who is bare chested is biased against Indian immigrants from Brampton
Identity Attack0.2846865
Insult0.082866095
Profanity0.039657943
Threat0.009799767
Severe Toxicity0.007133484
Low Tox 0.26104406 Low Con 0.262
Oct 6, 2025 Inside Canada's Indian Metropolis (Brampton)
How you gonna say this with your last name my guy lmao
How you gonna say this with your last name my guy lmao
Identity Attack0.012641981
Insult0.06794841
Profanity0.13873272
Threat0.021472665
Severe Toxicity0.015415368
Low Tox 0.25915736 Low Con 0.296 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Guy on the bike is every Canadian born white man under age 50.
Guy on the bike is every Canadian born white man under age 50.
Identity Attack0.28883415
Insult0.07745308
Profanity0.02522431
Threat0.009178371
Severe Toxicity0.008049011
Low Tox 0.25727063 Low Con 0.195 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
😂 man, the honesty of the white guy in the bike is refreshing, it'll be soo nice if we all can give a honest opinion without anybody getting offended
😂 man, the honesty of the white guy in the bike is refreshing, it'll be soo nice if we all can give a honest opinion without anybody getting offended
Identity Attack0.2774022
Insult0.06858205
Profanity0.07708528
Threat0.012285355
Severe Toxicity0.009422302
Low Tox 0.2553839 Constructive 0.521 Identity_Assertion
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
The polish guy has assimilated quite well - he now looks down upon (other) immigrants , probably just like his parents treated the jews back in poland.
The polish guy has assimilated quite well - he now looks down upon (other) immigrants , probably just like his parents treated the jews back in poland.
Identity Attack0.29798782
Insult0.0777699
Profanity0.0741757
Threat0.009825659
Severe Toxicity0.009841919
Low Tox 0.2553839 Moderate Con 0.444 Humor_Satire
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
This guy brags about having permanent residence, which is essentially Canadian citizenship, but can't speak English lmao. Brutal policy from the Canadian government.
This guy brags about having permanent residence, which is essentially Canadian citizenship, but can't speak English lmao. Brutal policy from the Canadian government.
Identity Attack0.11976352
Insult0.16480011
Profanity0.035900343
Threat0.010472948
Severe Toxicity0.006980896
Low Tox 0.2553839 Moderate Con 0.345 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
As a Canadian it is hilarious to see how hunched over Tyler is in the cold that I am so used to lol. I want to know what job the racist guy on the bike …
As a Canadian it is hilarious to see how hunched over Tyler is in the cold that I am so used to lol. I want to know what job the racist guy on the bike has that allows him so much freedom of speech. As far as I know most places will fire you if they find out you said that stuff on the internet. We have no real freedom of speech in Canada, less so after Trudy. He must be self employed or unemployed or doing something shady under the table that allows him more freedom than other Canadians.
Identity Attack0.105256535
Insult0.20434737
Profanity0.019690514
Threat0.00933372
Severe Toxicity0.005836487
Low Tox 0.2553839 Constructive 0.567 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
The guy with the bike 🚲 has a good head over his shoulders
The guy with the bike 🚲 has a good head over his shoulders
Identity Attack0.011173353
Insult0.15627414
Profanity0.08290444
Threat0.036149003
Severe Toxicity0.010757446
Low Tox 0.2553839 Moderate Con 0.316 Meta_Commentary
Feb 9, 2026 Inside Canada's Indian Invasion...
Bike guy is gonna get arrested for sure
Bike guy is gonna get arrested for sure
Identity Attack0.029402243
Insult0.06250052
Profanity0.050680235
Threat0.22120713
Severe Toxicity0.008506775
Low Tox 0.25462922 Low Con 0.213 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Shirtless poland guy teaching ethics good
Shirtless poland guy teaching ethics good
Identity Attack0.17925262
Insult0.14150882
Profanity0.08452088
Threat0.010395273
Severe Toxicity0.009918213
Low Tox 0.25462922 Low Con 0.217 Humor_Satire
Sep 21, 2025 Inside Canada's Indian Metropolis (Brampton)
In the late 70s, when i was in high school, there was only one black guy in the whole school. He was a funny cool kid but how things have changed in such a short …
In the late 70s, when i was in high school, there was only one black guy in the whole school. He was a funny cool kid but how things have changed in such a short time eh ?.
Identity Attack0.316
Insult0.07301756
Profanity0.058946952
Threat0.008323951
Severe Toxicity0.008163452
Low Tox 0.25462922 Constructive 0.593 Personal_Narrative
Feb 26, 2026 2 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
12:45 so why you guys don't like when the women married different coulter? a fried of mine got married to a Indian woman and her day do not talk to her 11yrs now.
12:45 so why you guys don't like when the women married different coulter? a fried of mine got married to a Indian woman and her day do not talk to her 11yrs now.
Identity Attack0.27340925
Insult0.06023245
Profanity0.08064143
Threat0.010214032
Severe Toxicity0.009422302
Low Tox 0.25462922 Constructive 0.632
Sep 28, 2025 Inside Canada's Indian Metropolis (Brampton)
Obviously we need the guy with bicycle to go to prison.
Obviously we need the guy with bicycle to go to prison.
Identity Attack0.012139536
Insult0.071433455
Profanity0.021330157
Threat0.13815513
Severe Toxicity0.008430481
Low Tox 0.25462922 Low Con 0.171
Jan 27, 2026 Inside Canada's Indian Invasion...
Canadian that spent 16 years in Japan. I went as an individual. I stayed as an individual. Married a Japanese. Came back to Canada for a pension and can't wait to leave. I were in …
Canadian that spent 16 years in Japan. I went as an individual. I stayed as an individual. Married a Japanese. Came back to Canada for a pension and can't wait to leave. I were in Japan and if I saw a group of Canadians arrive expecting Japan to change for them, I would have been severely pissed off with them. Every other country and normal immigrant that came as an individual or individual family probably thinks the same way I do. No one in any country likes to see "Mass Immigration" and even Japan these days are looking at an influx of half a million Indians and who knows how many more Africans. This will change Japan and they'll turn a good culture into their shitty culture and I'm not happy with that. I liked being one of few. Yes I had American, Canadian, Australian, Kiwi and British friends as well as Japanese friends. But we were all individuals that adopted the way of living in Japan into our everyday lives. If I go back, I don't want to be in india. It'd be like living in Brampton. What pisses me most is the attitude of that muslim guy. Yes you are out breeding us but not all majorities rule. In Malaysia, Malays rule despite being the smaller population. They have more Chinese and Indians there but they have to live under the rule of the native Malays. So you will have to do the same in Canada despite if your population is larger. You adapt to this country. The country doesn't convert to accomodate you. Individuals are key. Groups are the bane of all countries.
Identity Attack0.1769227
Insult0.16766082
Profanity0.16403814
Threat0.009048914
Severe Toxicity0.010528564
Low Tox 0.25462922 Constructive 0.767 Personal_Narrative
Sep 27, 2025 1 likes Why Canadians Are Turning Against …
On the Khalistan poster, the guy on the right was the one that got killed in Surrey BC, by the Indian government. In the parking lot of a Sikh temple.
On the Khalistan poster, the guy on the right was the one that got killed in Surrey BC, by the Indian government. In the parking lot of a Sikh temple.
Identity Attack0.22063516
Insult0.053791173
Profanity0.02932342
Threat0.2836219
Severe Toxicity0.012435913
Low Tox 0.25462922 Moderate Con 0.459 Personal_Narrative
Feb 11, 2026 Inside Canada's Indian Invasion...
"In India, life is easier for us. In India, if one person works and earns, the whole family can eat. Here, everyone has to work". Well said, Indian guy. But, if you don't like Canada, …
"In India, life is easier for us. In India, if one person works and earns, the whole family can eat. Here, everyone has to work". Well said, Indian guy. But, if you don't like Canada, because they force you to work, why don't you go back to India?
Identity Attack0.29798782
Insult0.06826523
Profanity0.016479544
Threat0.0078449575
Severe Toxicity0.0065231323
Low Tox 0.25462922 Constructive 0.66
Oct 6, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
0:36 That guy is saying that ....they sell and buy among themselves..... The fact is that they eat rice and lentils with spices kind of food ...so obviously they will buy that stuff from those …
0:36 That guy is saying that ....they sell and buy among themselves..... The fact is that they eat rice and lentils with spices kind of food ...so obviously they will buy that stuff from those people who sell it. The Canadian white people should focus on doing South Asian business and stuff rather than complaining.
Identity Attack0.28034934
Insult0.07491849
Profanity0.025907494
Threat0.0074306927
Severe Toxicity0.0051879883
Low Tox 0.25462922 Constructive 0.533 Identity_Assertion
Oct 21, 2025 1 likes 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.