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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: "It’s an invasion of all …" 400 comments · Page 5 of 16
He can only speak against Indian Hindus because his views come from there and Indian Hindus do not say anything to him. If you have the courage then go to the place where Muslim invasion …
He can only speak against Indian Hindus because his views come from there and Indian Hindus do not say anything to him. If you have the courage then go to the place where Muslim invasion is taking place. Indian Hindus do not say that you have to made any new rule or is living on the money of USA taxpayers, he will not make a video about these Muslims who will demand Sharia law in USA, joker😂
Identity Attack0.5135796
Insult0.35333878
Profanity0.11168506
Threat0.048481647
Severe Toxicity0.023076924
Moderate 0.44039994 Moderate Con 0.373 Identity Attack Identity_Assertion
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
I'm American, and I have many Canadian friends, they ALL hate the Indian Invasion
I'm American, and I have many Canadian friends, they ALL hate the Indian Invasion
Identity Attack0.49855098
Insult0.24928534
Profanity0.17926037
Threat0.011560392
Severe Toxicity0.023076924
Moderate 0.43965456 Constructive 0.53 Identity_Assertion
Feb 17, 2026 Inside Canada's Indian Invasion...
As a true canadianm im absolutely fed up with indians, pakis, bengladesh. Thos is an invasion, no other words to qualify what is happening for 4 yrs now
As a true canadianm im absolutely fed up with indians, pakis, bengladesh. Thos is an invasion, no other words to qualify what is happening for 4 yrs now
Identity Attack0.5135796
Insult0.3388922
Profanity0.09992486
Threat0.0130621
Severe Toxicity0.023411209
Moderate 0.4394682 Moderate Con 0.359 Identity Attack Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Punjabis take offence when they are called indians and demand a separate country. But they are called Indians as soon as all of their crimes, their illegal immigration scams and their only hiring other punjabi …
Punjabis take offence when they are called indians and demand a separate country. But they are called Indians as soon as all of their crimes, their illegal immigration scams and their only hiring other punjabi students scams or their diploma mill scams are being discussed. then it is "Indian Invasion" even though 95% of them are Punjabis
Identity Attack0.5135796
Insult0.4196762
Profanity0.22602804
Threat0.06939816
Severe Toxicity0.07542343
Moderate 0.4394682 Moderate Con 0.419 Identity Attack Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
From Canada. This is the worst thing to happen to our country. It's been a straight up invasion. And our government let them in with an open door. Awful.
From Canada. This is the worst thing to happen to our country. It's been a straight up invasion. And our government let them in with an open door. Awful.
Identity Attack0.28034934
Insult0.4378843
Profanity0.07482228
Threat0.011249693
Severe Toxicity0.017093835
Moderate 0.42985553 Moderate Con 0.369 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Whites should be last ones to cry about invasion and replacement. That's how Indians, native americans, indigenous people and africans felt when whites did the same thing to them.
Whites should be last ones to cry about invasion and replacement. That's how Indians, native americans, indigenous people and africans felt when whites did the same thing to them.
Identity Attack0.5135796
Insult0.24928534
Profanity0.117874645
Threat0.034422375
Severe Toxicity0.023076924
Moderate 0.4274071 Constructive 0.557 Identity Attack Moral_Argument
Feb 6, 2026 2 likes Inside Canada's Indian Invasion...
why does the government allow this to happen right under their nose lmao. indian invasion of Canada lmao. this guy's joking, right? i mean if he's asking why we can't just send in a masked …
why does the government allow this to happen right under their nose lmao. indian invasion of Canada lmao. this guy's joking, right? i mean if he's asking why we can't just send in a masked paramilitary to gun down unrelated soccer moms and icu nurses dead in the streets to stop the smuggling, we don't do that in Canada. we don't do the fascist thing particularly well here.
Identity Attack0.40255263
Insult0.3486032
Profanity0.16217725
Threat0.42133212
Severe Toxicity0.02514347
Moderate 0.4274071 Moderate Con 0.398 Fear_Threat
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
Canadas european invasion is also crazy
Canadas european invasion is also crazy
Identity Attack0.40713623
Insult0.43296707
Profanity0.11168506
Threat0.008401625
Severe Toxicity0.019224197
Moderate 0.4269174 Low Con 0.209 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
What about muslim invasion ? 🤐Don't speak, it's a racism🤔🤔
What about muslim invasion ? 🤐Don't speak, it's a racism🤔🤔
Identity Attack0.46028158
Insult0.1823172
Profanity0.09961538
Threat0.022163315
Severe Toxicity0.023076924
Moderate 0.4269174 Low Con 0.233 Fear_Threat
Feb 25, 2026 6 likes Inside Canada's Indian Invasion...
Rip white nation. The invasion 🕉️🇮🇳
Rip white nation. The invasion 🕉️🇮🇳
Identity Attack0.48915586
Insult0.24928534
Profanity0.1811049
Threat0.108496375
Severe Toxicity0.05742428
Moderate 0.4269174 Low Con 0.237 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Invasion?? Whites invaded Northern America, thats the real invasion
Invasion?? Whites invaded Northern America, thats the real invasion
Identity Attack0.4907465
Insult0.21135417
Profanity0.17101645
Threat0.02924249
Severe Toxicity0.023223408
Moderate 0.4269174 Low Con 0.197 Moral_Argument
Feb 15, 2026 2 likes Inside Canada's Indian Invasion...
Now make a video on the islamic invasion. Double dare u
Now make a video on the islamic invasion. Double dare u
Identity Attack0.46028158
Insult0.16802633
Profanity0.1589207
Threat0.12689553
Severe Toxicity0.023458159
Moderate 0.42568782 Low Con 0.106 Call_To_Action
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Aussies have had a gut full, over the past 15 years our useless government has been flooding our country with an invasion of people we don't want, our young people struggle to buy a home …
Aussies have had a gut full, over the past 15 years our useless government has been flooding our country with an invasion of people we don't want, our young people struggle to buy a home and can hardly afford to start a family. Our apathetic "she'll be right attitude" is the cause, push back has now started.
Identity Attack0.18002926
Insult0.46923602
Profanity0.10611444
Threat0.007948523
Severe Toxicity0.012130737
Moderate 0.42349213 Constructive 0.634 Fear_Threat
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
Indians Invasion
Indians Invasion
Identity Attack0.48990932
Insult0.24561718
Profanity0.1765991
Threat0.079364374
Severe Toxicity0.044870634
Moderate 0.42349213 Moderate Con 0.447 Fear_Threat
Sep 21, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Indian invasion. Those invaders do not assimilate
Indian invasion. Those invaders do not assimilate
Identity Attack0.48915586
Insult0.26957804
Profanity0.14049543
Threat0.02855184
Severe Toxicity0.023076924
Moderate 0.41910073 Low Con 0.19
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
PIN THIS. The Indian invasion was a direct response to the trucker protest. Laying off the unvaccinated resulted in a “labor shortage” that justified all the Punjabis scamming their way into Canada. This is ethnic …
PIN THIS. The Indian invasion was a direct response to the trucker protest. Laying off the unvaccinated resulted in a “labor shortage” that justified all the Punjabis scamming their way into Canada. This is ethnic cleansing that all the parties are on. SAVE US AMERICA OR YOU WILL BE NEXT. The Punjabis already created a Brampton in California - Yuba city outside of Sacramento. Thats where the Punjabi truck driver fled to after killing people in Florida with his illegal u turn. SAVE US.
Identity Attack0.46028158
Insult0.34782293
Profanity0.0838743
Threat0.2836219
Severe Toxicity0.023692908
Moderate 0.41910073 Moderate Con 0.491 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
If legally entered then its not invasion, invasion is what Americans did to wipe out native red Indians.
If legally entered then its not invasion, invasion is what Americans did to wipe out native red Indians.
Identity Attack0.5124616
Insult0.24424846
Profanity0.12991914
Threat0.13815513
Severe Toxicity0.023293832
Moderate 0.41910073 Low Con 0.245 Identity Attack Moral_Argument
Jan 28, 2026 Inside Canada's Indian Invasion...
Funny ! How this guy is calling it as a " INVASION " when all of these indian people entered canada legally and assimilated into canadian culture . I reguard this vlog as an disgusting …
Funny ! How this guy is calling it as a " INVASION " when all of these indian people entered canada legally and assimilated into canadian culture . I reguard this vlog as an disgusting attempt to smear and tarnish the reputation of Good honest and hard working south asians .
Identity Attack0.4482637
Insult0.39743927
Profanity0.07708528
Threat0.00933372
Severe Toxicity0.018449519
Moderate 0.41910073 Constructive 0.573 Moral_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
They're living here now,after few years they claim Canada is theirs and even say they founded canada and all indigenous people were indians like they say here in the USA such a 💩jeet history manipulators. …
They're living here now,after few years they claim Canada is theirs and even say they founded canada and all indigenous people were indians like they say here in the USA such a 💩jeet history manipulators. Don't underestimate them save your lands from these punjabi invasion will they tolerate if we do the same there?
Identity Attack0.46028158
Insult0.40243408
Profanity0.19893537
Threat0.012647836
Severe Toxicity0.023076924
Moderate 0.41910073 Moderate Con 0.481 Fear_Threat
Feb 8, 2026 Inside Canada's Indian Invasion...
Libreals & conservatives will never speak up against this Indian invasion of room temperature IQ'd gimme grints! Importing the 3rd world & gotta get them votes!!!
Libreals & conservatives will never speak up against this Indian invasion of room temperature IQ'd gimme grints! Importing the 3rd world & gotta get them votes!!!
Identity Attack0.45610145
Insult0.36939126
Profanity0.11725569
Threat0.03373172
Severe Toxicity0.023152983
Moderate 0.41690505 Low Con 0.177 Fear_Threat
Aug 26, 2025 1 likes Why Canadians Are Turning Against …
As far as foreign invasions go, bring Indians in over almost any other group. THEY ARE MOSTLY HINDU, WHICH TREATS WOMEN MUCH BETTER THAN ISLAM! Its the Islam invasion that is scary because they advocate …
As far as foreign invasions go, bring Indians in over almost any other group. THEY ARE MOSTLY HINDU, WHICH TREATS WOMEN MUCH BETTER THAN ISLAM! Its the Islam invasion that is scary because they advocate violence against women. Indians are fine. I used to hang out with the Hare Krishnas and they were very nice people. Bonus: most Indians are vegetarian. 🙂
Identity Attack0.49855098
Insult0.24928534
Profanity0.08840031
Threat0.043955702
Severe Toxicity0.023223408
Moderate 0.41168427 Constructive 0.709 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Thank you for documenting this bro… seeing Brampton turn to the hellhole “Bramladesh” (nickname we call it) has been incredibly sad, I use to go to Bramladesh to watch Brampton Battalion (OHL Hockey) games and …
Thank you for documenting this bro… seeing Brampton turn to the hellhole “Bramladesh” (nickname we call it) has been incredibly sad, I use to go to Bramladesh to watch Brampton Battalion (OHL Hockey) games and the city was a great blue collar town to spend time in… ever since the Indian invasion I almost never go, seeing people defaecate and urinate frequently in public, the abhorrent driving, the dirtiness, & the incredible rudeness of the Indian population has made me not visit in yrs now. It’s getting worse in other areas like Niagara as well, where the same problem is occurring. What kills me is that if anyone who’s white speaks up about this the pathetic liberals instantly call you a “bigot” or a “Racist” for simply stating facts and expressing how MANY of us are feeling. A vast majority of Canadians had NO problem with the initial influx of Indians moving here in the early 2000’s they came over we’re very respectful, assimilated, became Canadians, & respected Canada and Canadians… this last 15 yrs has been the exact opposite.
Identity Attack0.4453683
Insult0.40243408
Profanity0.26735115
Threat0.030623792
Severe Toxicity0.023927659
Moderate 0.41168427 Constructive 0.738 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Invasion is the perfect terminology. Totally political, playing the empowered victim. Whichever brings more benefits. Somewhere between Italian or black gangster, they're not sure.
Invasion is the perfect terminology. Totally political, playing the empowered victim. Whichever brings more benefits. Somewhere between Italian or black gangster, they're not sure.
Identity Attack0.48915586
Insult0.3388922
Profanity0.1654338
Threat0.032005094
Severe Toxicity0.023076924
Moderate 0.40891263 Low Con 0.253 Fear_Threat
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
Dude went from the P**p Festival to the Invasion Army...
Dude went from the P**p Festival to the Invasion Army...
Identity Attack0.04822223
Insult0.3126888
Profanity0.4163752
Threat0.01940071
Severe Toxicity0.023199933
Moderate 0.40614098 Low Con 0.194 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
australias indian invasion next...
australias indian invasion next...
Identity Attack0.48915586
Insult0.17361937
Profanity0.11725569
Threat0.13717735
Severe Toxicity0.03321367
Moderate 0.40614098 Low Con 0.287
Jan 27, 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.