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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 #}

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Active: "what a speech" 48 comments · Page 2 of 2
Is it the same Kenny who ran brutal fascist dictatorship in Alberta during "pandemia"? Strange to hear such none-woke speeches
Is it the same Kenny who ran brutal fascist dictatorship in Alberta during "pandemia"? Strange to hear such none-woke speeches
Identity Attack0.059311368
Insult0.25998658
Profanity0.020373698
Threat0.00951496
Severe Toxicity0.0061035156
Low Tox 0.295883 Low Con 0.257 Policy_Critique
Feb 17, 2026 3 likes LILLEY UNLEASHED: The fall of …
The reason khalistan referendums happen in Western countries it's because if you try voicing your opinion in india, you will be murdered or jailed. Cow dung is treated better than freedom of speech there. No …
The reason khalistan referendums happen in Western countries it's because if you try voicing your opinion in india, you will be murdered or jailed. Cow dung is treated better than freedom of speech there. No different from the free tibet protests. Largley peacefull, and non-binding referendums.
Identity Attack0.11860296
Insult0.07365121
Profanity0.040910475
Threat0.30463433
Severe Toxicity0.013543231
Low Tox 0.2648175 Moderate Con 0.406 Comparative_Framing
Jan 28, 2026 Inside Canada's Indian Invasion...
Bro please come to Australia and do the same thing. Same problem, just as bad. Our new hate speech laws won't apply to you King 🙏🙏
Bro please come to Australia and do the same thing. Same problem, just as bad. Our new hate speech laws won't apply to you King 🙏🙏
Identity Attack0.10221587
Insult0.089778624
Profanity0.027410502
Threat0.013476364
Severe Toxicity0.007247925
Low Tox 0.25727063 Moderate Con 0.448
Jan 27, 2026 2 likes 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...
Its not that we don't care, if we speak out about the unchecked immigration, we risk getting arrested and thrown in prison for hate speech.
Its not that we don't care, if we speak out about the unchecked immigration, we risk getting arrested and thrown in prison for hate speech.
Identity Attack0.14875233
Insult0.0811385
Profanity0.038154904
Threat0.11769595
Severe Toxicity0.008583069
Low Tox 0.25462922 Constructive 0.583 Fear_Threat
Aug 25, 2025 Why Canadians Are Turning Against …
Canadian culture used to be the best culture but liberal government and recent migrants have ruined Canadian culture. Liberal policies have ruined jobs /justice system and freedom of speech and cost of living. Its so …
Canadian culture used to be the best culture but liberal government and recent migrants have ruined Canadian culture. Liberal policies have ruined jobs /justice system and freedom of speech and cost of living. Its so sad
Identity Attack0.21470967
Insult0.089778624
Profanity0.013405213
Threat0.008440462
Severe Toxicity0.0045394897
Low Tox 0.23739935 Moderate Con 0.471
Sep 11, 2025 2 likes Why Canadians Are Turning Against …
I'll break down the ending for those who didn't get it: -they took him and drove him miles and miles without getting any of the cash. big red flag, they have 0 reason to trust …
I'll break down the ending for those who didn't get it: -they took him and drove him miles and miles without getting any of the cash. big red flag, they have 0 reason to trust Olivera. these kinda migrants are poor -there was disagreement b/w grunt and boss about fleecing him for a few extra bucks; boss SHOULD NOT care if his cargo has a few more or less dollars if he's getting a flat rate. Massive red flag, as this indicates he plans to receive more/different than agreed and/or that this has been an issue before -Told him that American !ce is patrolling Canada's territory, some hour from the US (lol), and that's why they need to go to some random rathole, when they haven't even committed a crime yet -blatantly lying to him again to take his weapons n phone. They aren't broadcasting xrays thru the entire northern forest. IDK what they have if anything, but definitely not metal detectors lol Yeah, Olivera got out in the nick of time. He was 100% going to get cooked when bossman showed up at the dumping ground. The blade was a small price to pay even though it looked pretty nice lol. Appreciate what you do but maybe this one was a little too risky eh. PS: W bikeman and RIP (Canada does NOT have free speech)
Identity Attack0.094936445
Insult0.12521741
Profanity0.03615085
Threat0.010032792
Severe Toxicity0.005531311
Low Tox 0.20265625 Constructive 0.715 Meta_Commentary
Jan 28, 2026 Inside Canada's Indian Invasion...
Cant wait to see the stories of Tyler getting threatened for freedom of speech
Cant wait to see the stories of Tyler getting threatened for freedom of speech
Identity Attack0.009545447
Insult0.026831545
Profanity0.019485557
Threat0.13751452
Severe Toxicity0.005340576
Low Tox 0.17371799 Low Con 0.283 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Canada has hate speech laws so Im sure some were too afraid to say the truth on camera
Canada has hate speech laws so Im sure some were too afraid to say the truth on camera
Identity Attack0.09245483
Insult0.06477321
Profanity0.019075647
Threat0.0068999166
Severe Toxicity0.0026893616
Low Tox 0.1641865 Moderate Con 0.35
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Elon Musk speech at Tommy Robinson rally againts mass immigration : the REAL reason why democrats/lefties/ liberals BRING IN MASSIVE amount of immigrants so they can alter vote decision. They can't win with the average …
Elon Musk speech at Tommy Robinson rally againts mass immigration : the REAL reason why democrats/lefties/ liberals BRING IN MASSIVE amount of immigrants so they can alter vote decision. They can't win with the average people of the country so they need to buy in VOTES. The people of the country wont vote for them so they rig the votes with fake accounts and they need a lot of mass immigrants.
Identity Attack0.084182754
Insult0.061451588
Profanity0.01490822
Threat0.008013252
Severe Toxicity0.0031661987
Low Tox 0.15600902 Moderate Con 0.368
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Bike guy was spitting FACTS! It’s not racist to want to preserve your culture. Free speech is still alive in canada. UK needs to take note
Bike guy was spitting FACTS! It’s not racist to want to preserve your culture. Free speech is still alive in canada. UK needs to take note
Identity Attack0.054763943
Insult0.06372428
Profanity0.021466793
Threat0.008246276
Severe Toxicity0.0037574768
Low Tox 0.15545623 Moderate Con 0.464 Identity_Assertion
Feb 15, 2026 1 likes Inside Canada's Indian Invasion...
I KNOW. Its hard. Our host, trying, trying, straining to comprehend the big picture. This was a decent logical interview. Kenney called out 'post nationalist' the death of history insane ideology. And the two of …
I KNOW. Its hard. Our host, trying, trying, straining to comprehend the big picture. This was a decent logical interview. Kenney called out 'post nationalist' the death of history insane ideology. And the two of you showed how it has been rejigged, a lot of the details. Good job. Honestly, excellent interview. I saved it to my PC. Here is the hard part. Excepting the US, the entire west, UK, Germany, France, Spain, Canada, Australia etc, is engaging the same precise nation wrecking migration policies. Ponder the concept - its a global plan. THAT is the hard part. Stretch your mind Lilley, you can do it. You would start to wonder whether its one arm of an overall decline of the west actual plan. Wreck energy, agriculture, public finances, flood the place with unvetted migrants to swamp the place, deride the history, promote shame, wreck the very concept of a family, de-industralize. Make us all poor, dependent, minorities in our own homeland. Keep gnawing away at free speech, arrest grandmas for posting why is the local hotel full of migrants who dont speak english? Just how it is man. I know, its hard to comprehend. Facts are facts however.
Identity Attack0.045901958
Insult0.06984934
Profanity0.02433617
Threat0.009074804
Severe Toxicity0.0031661987
Low Tox 0.15213956 Constructive 0.797 Unverified_Claim
Feb 17, 2026 LILLEY UNLEASHED: The fall of …
This is done deliberately. The government does not support freedom, free speech, decency, Christian values, live and let live. They allowed the radicals, every country that does not respect the people. The global elites of …
This is done deliberately. The government does not support freedom, free speech, decency, Christian values, live and let live. They allowed the radicals, every country that does not respect the people. The global elites of which Trudeau and Carney and every politician follows along. End goal depopulation, and slavery for those who are left breathing.
Identity Attack0.05794714
Insult0.045007613
Profanity0.012004685
Threat0.010239923
Severe Toxicity0.0028800964
Low Tox 0.1373533 Low Con 0.273 Unverified_Claim
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
I have a sociology background and I'm from the Ottawa area in Canada. I'm legitimately surprised to actually had some people actually speaking so openly against the Indian invasion. Many Canadians could lose their jobs …
I have a sociology background and I'm from the Ottawa area in Canada. I'm legitimately surprised to actually had some people actually speaking so openly against the Indian invasion. Many Canadians could lose their jobs over having an opinion that goes against the current state of immigration. Canadians don't actually have the Freedom of Speech many Americans enjoy.
Identity Attack0.10221587
Insult0.030595649
Profanity0.01261955
Threat0.006925808
Severe Toxicity0.0024795532
Low Tox 0.11429678 Constructive 0.777 Personal_Narrative
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Wow..that speech..that the lovely Canadian lady, said was priceless…my family and I feel..the same way! And ..because of our upbringing.. and teaching our children..that racism is wrong..! I feel like.. we are being played….
Wow..that speech..that the lovely Canadian lady, said was priceless…my family and I feel..the same way! And ..because of our upbringing.. and teaching our children..that racism is wrong..! I feel like.. we are being played….
Identity Attack0.05976611
Insult0.04090862
Profanity0.013029462
Threat0.006537435
Severe Toxicity0.002298355
Low Tox 0.11398677 Constructive 0.658 Personal_Narrative
Aug 28, 2025 1 likes Why Canadians Are Turning Against …
The guy on the bike is free speech incarnite.
The guy on the bike is free speech incarnite.
Identity Attack0.0050687063
Insult0.034451995
Profanity0.018255826
Threat0.0073789097
Severe Toxicity0.0017356873
Low Tox 0.0926474 Moderate Con 0.324
Jan 27, 2026 Inside Canada's Indian Invasion...
the immigration Minister couldn't even show up for question period today because it was so bad yesterday she's hiding hopefully for Canadian she's preparing her resignation speech
the immigration Minister couldn't even show up for question period today because it was so bad yesterday she's hiding hopefully for Canadian she's preparing her resignation speech
Identity Attack0.01465176
Insult0.028722567
Profanity0.0113385795
Threat0.0068287146
Severe Toxicity0.0014400482
Low Tox 0.06896287 Moderate Con 0.318 Policy_Critique
Feb 26, 2026 17 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
Good video though, freedom of speech
Good video though, freedom of speech
Identity Attack0.012943448
Insult0.012870909
Profanity0.025634222
Threat0.012026439
Severe Toxicity0.0031661987
Low Tox 0.04711028 Moderate Con 0.386 Meta_Commentary
Jan 28, 2026 Inside Canada's Indian Invasion...
5:30 I love this guy😂 He isn’t wrong I just love his way of speech.
5:30 I love this guy😂 He isn’t wrong I just love his way of speech.
Identity Attack0.00984143
Insult0.0140109155
Profanity0.030389199
Threat0.010188141
Severe Toxicity0.003376007
Low Tox 0.04290464 Moderate Con 0.414 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
No one in Canada listened to Trump state of the union speech 🙄.
No one in Canada listened to Trump state of the union speech 🙄.
Identity Attack0.0069185994
Insult0.018129934
Profanity0.010587076
Threat0.0059937127
Severe Toxicity0.0009441376
Low Tox 0.035220183 Low Con 0.212 Comparative_Framing
Feb 26, 2026 LILLEY UNLEASHED: The fall of …
FREE SPEECH
FREE SPEECH
Identity Attack0.004994711
Insult0.007930879
Profanity0.014942379
Threat0.007922632
Severe Toxicity0.001373291
Low Tox 0.017969469 Low Con 0.241 Meta_Commentary
Feb 3, 2026 Inside Canada's Indian Invasion...
Win for free speech!
Win for free speech!
Identity Attack0.0026638457
Insult0.008899884
Profanity0.012004685
Threat0.007793174
Severe Toxicity0.0010347366
Low Tox 0.017089844 Moderate Con 0.309 Call_To_Action
Feb 3, 2026 Inside Canada's Indian Invasion...
Saskatchewan Strong what a nice speech bro is right let them know Alberta
Saskatchewan Strong what a nice speech bro is right let them know Alberta
Identity Attack0.0036627878
Insult0.00817788
Profanity0.010484599
Threat0.0065956907
Severe Toxicity0.0008010864
Low Tox 0.011937759 Moderate Con 0.468 Meta_Commentary
Feb 5, 2026 2.9 million Canadian temporary visas …

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.