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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

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.

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Active: "i like the guy on …" 257 comments · Page 10 of 11
Like the guy on the bike no filter 😂😂😂
Like the guy on the bike no filter 😂😂😂
Identity Attack0.006289636
Insult0.024511116
Profanity0.026180768
Threat0.009851551
Severe Toxicity0.0042533875
Low Tox 0.10522962 Low Con 0.285
Jan 27, 2026 44 likes Inside Canada's Indian Invasion...
I found it telling that Michelle confidently quoted the wrong number (79,000) and, when Aiesha corrected her with the accurate figure (47,000), she immediately switched gears to “Where are they?” rather than owning the mistake. …
I found it telling that Michelle confidently quoted the wrong number (79,000) and, when Aiesha corrected her with the accurate figure (47,000), she immediately switched gears to “Where are they?” rather than owning the mistake. That dodge makes me question her judgment. It feels like she’s leaning into fear‑mongering language that easily panics people who aren’t paying attention to nuance — which, sadly, describes most of this comment section. Also, did you see the reply to the Filipino student who voiced frustration? “You guys make up some of the most cleanest restaurants I’ve ever been to.” That kind of response speaks to a lack of respect for international students. To many in the Canadian workforce, international students and migrants are treated as disposable labor — steered toward low‑ and middle‑income jobs. Yes, fraud should be dealt with, but it’s lazy and unfair to claim that all Indians or international students come here through fraud. If that logic ruled, we’d have to start deporting every non‑Indigenous person — which ignores the whole reality of colonization.
Identity Attack0.0052166977
Insult0.0573046
Profanity0.016035475
Threat0.0066798385
Severe Toxicity0.0014972687
Low Tox 0.104361884 Constructive 0.804 Policy_Critique
Oct 9, 2025 IRCC Names India in Study …
Based bike guy holy moly we need more like him
Based bike guy holy moly we need more like him
Identity Attack0.0071775843
Insult0.04149419
Profanity0.03339528
Threat0.008323951
Severe Toxicity0.0032615662
Low Tox 0.1013248 Moderate Con 0.343 Solidarity
Jan 27, 2026 6 likes Inside Canada's Indian Invasion...
Dude the guy with the helmet on 05:30 is Hilarious, Telling it like it is!
Dude the guy with the helmet on 05:30 is Hilarious, Telling it like it is!
Identity Attack0.006992595
Insult0.03257891
Profanity0.02071529
Threat0.008116818
Severe Toxicity0.002632141
Low Tox 0.09741997 Moderate Con 0.342 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Bike guy seems like a regular dude
Bike guy seems like a regular dude
Identity Attack0.013546381
Insult0.034341812
Profanity0.029050145
Threat0.0077025536
Severe Toxicity0.002822876
Low Tox 0.0969861 Moderate Con 0.346 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
I Just realized that this guy has the same exact Watch as me like full 1 to 1 this might be tuff
I Just realized that this guy has the same exact Watch as me like full 1 to 1 this might be tuff
Identity Attack0.009693438
Insult0.022190686
Profanity0.053435806
Threat0.012130005
Severe Toxicity0.0048065186
Low Tox 0.09351514 Moderate Con 0.396 Meta_Commentary
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
I understand. Cause you guys were living in an authentic cultures since young schools work everything. But now. And Trump said like he bought Canada 51 States. Maybe it's a solution. I have no idea. …
I understand. Cause you guys were living in an authentic cultures since young schools work everything. But now. And Trump said like he bought Canada 51 States. Maybe it's a solution. I have no idea. Unless there's a leader in your country exactly expertised capitalism and figures that way a new economic model which determines a soul of New Canada? And that extremely justice a fair communication English profiles in Canadian community which everyone loves and accepts in conditions every races old residents new immigrants feel that comfortable no one argues about.
Identity Attack0.020781586
Insult0.035443626
Profanity0.016821137
Threat0.006757513
Severe Toxicity0.0021839142
Low Tox 0.09033044 Constructive 0.712 Comparative_Framing
Oct 13, 2025 Inside Canada's Indian Metropolis (Brampton)
Guy that looks like he pays no taxes, is claiming that others pay no taxes... lol!
Guy that looks like he pays no taxes, is claiming that others pay no taxes... lol!
Identity Attack0.0029598286
Insult0.037980765
Profanity0.017026093
Threat0.0061296434
Severe Toxicity0.0015926361
Low Tox 0.08795626 Low Con 0.16 Humor_Satire
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
i like the guy on the bike lol
i like the guy on the bike lol
Identity Attack0.0076955543
Insult0.021803947
Profanity0.03990845
Threat0.010964886
Severe Toxicity0.0039482117
Low Tox 0.08716487 Moderate Con 0.394 Humor_Satire
Jan 28, 2026 4 likes Inside Canada's Indian Invasion...
To be honest this is something all political party’s from across the spectrum agree with in Canada at the moment, we literally have no housing . We the Canadian Tax payer have been footing rbe …
To be honest this is something all political party’s from across the spectrum agree with in Canada at the moment, we literally have no housing . We the Canadian Tax payer have been footing rbe bill to keeo these immigrants/ refugees in rather nice 3/4 Hotles for the last few years . I’m a farmer who lives in the county but the closest city to where I live is Windsor and for the last 4 ish year the Government was hosting them in Five Hotel's across the city . It got to the point where it was cheaper for the government to BUY the hotels then rent all the rooms , so that’s what they did … No I’m all for helping people but that is kinda pushing it don’t you think ? There are no jobs for them , no homes for them , etc . We have been in a trade war for the last 2 years with the two largest economies in the world and we need to focus our economic power on thous conflicts at the moment and if the world like it or not fighting that is out top priority and everything else comes second .Even with out that fact Our former government overloaded what our ability’s where capable of handling . We have a pretty advanced social care network but these new folks who have never payed a dime into it and are living off of it for years with the government having no real plan on how to deal with it is just to much , with our with out the economic conflict we are currently in . The facts are the facts and we live in reality, anyways you guys all have a good one , cheers .
Identity Attack0.031206898
Insult0.030926194
Profanity0.019348921
Threat0.006977591
Severe Toxicity0.0024318695
Low Tox 0.08479069 Constructive 0.816 Policy_Critique
Feb 11, 2026 5 likes Canada's tighter immigration policy divides …
I am from India came to Canada legally (gone through 7 months of processing and waiting , submitted countless documents , photos , chat history to prove relation status and professional experience, literally submitted all …
I am from India came to Canada legally (gone through 7 months of processing and waiting , submitted countless documents , photos , chat history to prove relation status and professional experience, literally submitted all my life story) to obtain PR and come to Canada just to realize that people without any of these come from different parts of the world especially India bypassing the system and living better life working cash jobs and doing random stuff. When i went to take driving license first time, An Indian origin guy rejected my application saying that my Indian License wasn't looking original enough , where I have seen people who couldn't even speak basic English were applying to get license to drive trucks. It is sad to see how many of our people are bringing a lot of 'Indianness' to this country and live like it is their own turf. I have met many young and middle aged individuals who call themselves students who doesn't even have a clue of what they are studying. It is unbelievable how people of certain status live their life partying and enjoying breaking all sort of rules , dropping out of college etc. when people who are here legally and many Canadians struggling to pay rent / mortgages / insurances etc. Don't even want to talk about job security , its a joke. Finally happy to see someone raising voice.
Identity Attack0.034300596
Insult0.02982438
Profanity0.02208166
Threat0.007197669
Severe Toxicity0.0025367737
Low Tox 0.08241652 Constructive 0.741
Oct 22, 2025 IRCC Names India in Study …
1:55 This guy seems like the perfect immigrant he comes i assimilates with the culture and understands the importance of other people also assimilating to canadian culture
1:55 This guy seems like the perfect immigrant he comes i assimilates with the culture and understands the importance of other people also assimilating to canadian culture
Identity Attack0.047190998
Insult0.020708188
Profanity0.017572641
Threat0.0071717775
Severe Toxicity0.002670288
Low Tox 0.08083374 Constructive 0.603 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
The guy at 3:15 is looking at things with a bit of romantic hindsight. He has no idea what it was like back in the thirties and I'm sure they were taking a lot of …
The guy at 3:15 is looking at things with a bit of romantic hindsight. He has no idea what it was like back in the thirties and I'm sure they were taking a lot of welfare and engaging in crime back then. He just never saw it.
Identity Attack0.0065486208
Insult0.028061481
Profanity0.017504321
Threat0.008362788
Severe Toxicity0.0017166138
Low Tox 0.079250954 Constructive 0.64 Moral_Argument
Dec 11, 2025 Inside Canada's Indian Metropolis (Brampton)
14:52 as a Catholic in Toronto, I greatly appreciate what this man says about faith. I have strong reservations about immigration, but it's guys like him who make me think twice
14:52 as a Catholic in Toronto, I greatly appreciate what this man says about faith. I have strong reservations about immigration, but it's guys like him who make me think twice
Identity Attack0.038167715
Insult0.02425329
Profanity0.011543535
Threat0.006149062
Severe Toxicity0.0012397766
Low Tox 0.06500591 Constructive 0.788
Sep 19, 2025 3 likes Inside Canada's Indian Metropolis (Brampton)
I like that guy on the bike ❤. He has some "cajones" got to love it!
I like that guy on the bike ❤. He has some "cajones" got to love it!
Identity Attack0.0064006294
Insult0.019483518
Profanity0.026454043
Threat0.010369381
Severe Toxicity0.0029754639
Low Tox 0.059479803 Constructive 0.542 Solidarity
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
i like bike guy
i like bike guy
Identity Attack0.009619443
Insult0.021288296
Profanity0.028093686
Threat0.010421164
Severe Toxicity0.003452301
Low Tox 0.05824285 Moderate Con 0.447 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
The guy on the bike is my hero. Like looking in a mirror
The guy on the bike is my hero. Like looking in a mirror
Identity Attack0.0052166977
Insult0.017614283
Profanity0.019143965
Threat0.012026439
Severe Toxicity0.002632141
Low Tox 0.05230548 Moderate Con 0.426 Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
I like the guy on the bike
I like the guy on the bike
Identity Attack0.007806548
Insult0.017227544
Profanity0.02433617
Threat0.011974656
Severe Toxicity0.0033569336
Low Tox 0.050078966 Moderate Con 0.414 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
I like that bike guy
I like that bike guy
Identity Attack0.008583503
Insult0.019741343
Profanity0.027000591
Threat0.010188141
Severe Toxicity0.0032615662
Low Tox 0.048842013 Moderate Con 0.421 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Not to be that guy, but every day, i feel more and more like we need another austrailian painter, or nothing will change.
Not to be that guy, but every day, i feel more and more like we need another austrailian painter, or nothing will change.
Identity Attack0.022791367
Insult0.017292
Profanity0.019212283
Threat0.009566744
Severe Toxicity0.001964569
Low Tox 0.048842013 Moderate Con 0.355 Humor_Satire
Jan 28, 2026 Inside Canada's Indian Invasion...
Min 7:40. The guy working in bakery, i like those types of immagrants. Follow the law. Intergrate with canada.....its that simple!!!
Min 7:40. The guy working in bakery, i like those types of immagrants. Follow the law. Intergrate with canada.....its that simple!!!
Identity Attack0.025002124
Insult0.01617693
Profanity0.010962827
Threat0.0066215824
Severe Toxicity0.0013160706
Low Tox 0.048594624 Constructive 0.52 Policy_Critique
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I like the guy on the bike.
I like the guy on the bike.
Identity Attack0.0064006294
Insult0.015948927
Profanity0.021125201
Threat0.011767523
Severe Toxicity0.0029182434
Low Tox 0.044883765 Moderate Con 0.426 Solidarity
Jan 28, 2026 Inside Canada's Indian Invasion...
The guy on his bike talk like he just have one week to live.
The guy on his bike talk like he just have one week to live.
Identity Attack0.0039772694
Insult0.018129934
Profanity0.013780965
Threat0.008466354
Severe Toxicity0.0014305115
Low Tox 0.04240986 Low Con 0.255 Humor_Satire
Jan 28, 2026 Inside Canada's Indian Invasion...
2:00 I like this guy
2:00 I like this guy
Identity Attack0.011025362
Insult0.014504919
Profanity0.027547138
Threat0.011689849
Severe Toxicity0.003490448
Low Tox 0.038519915 Moderate Con 0.367 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
As a Canadian, I like that you came and it seemed like you were actually investigating Canada and the thing you said in the title, but half way in it turns into ‘BUT WHAT ABOUT …
As a Canadian, I like that you came and it seemed like you were actually investigating Canada and the thing you said in the title, but half way in it turns into ‘BUT WHAT ABOUT U.S.A?! HOW DOES IT AFFECT US!?’ Because everything is about you guys. Bro gave us 12 minutes before it turned into ‘BUT AMERICA!’
Identity Attack0.010803374
Insult0.016556932
Profanity0.014874061
Threat0.0065115434
Severe Toxicity0.001411438
Low Tox 0.038519915 Moderate Con 0.461 Meta_Commentary
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.