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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: "I am cheering!" 17 comments
IM CONVINCED THIS DUDE IS NOW AGAINEST IMMIGRANTS AND ITS SAD I WAS A FAN AND HOW HES MAKING EVERY VIDEO THAT IMMIGRANTS ARE THIS VIOLATE PEOPLE WHICH IMMIGRANTS ARE LEGAL AND HES RAGE BAITING …
IM CONVINCED THIS DUDE IS NOW AGAINEST IMMIGRANTS AND ITS SAD I WAS A FAN AND HOW HES MAKING EVERY VIDEO THAT IMMIGRANTS ARE THIS VIOLATE PEOPLE WHICH IMMIGRANTS ARE LEGAL AND HES RAGE BAITING THEM ITS SAD WE CHEERED YOU ABOUT THE SCAM ARTIST BUT THIS IMMIGRANT BIAS YOU HAVE NOW IS SAD AND DISAPPOINTING.
Identity Attack0.37507164
Insult0.4125297
Profanity0.22105443
Threat0.049451493
Severe Toxicity0.14126498
Moderate 0.5566829 Moderate Con 0.445 Meta_Commentary
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Canadians have to realize that we will need much stronger Government which will say NO to all of these new migrants (not immigrants) who are taking jobs, culture, raising their idols, praying in the street …
Canadians have to realize that we will need much stronger Government which will say NO to all of these new migrants (not immigrants) who are taking jobs, culture, raising their idols, praying in the street and making havoc to other people. They are acting like that are entitled to do that just because they are allowed to ! I am immigrant too and I didn't came here to watch all these people how change and make it dirty more and more every day. They just bringing same shit where they are running from ? You see how stupid that is ? We have to change Government as fast as possible otherwise Canada is done ! People wake up don't be scared to say NO ! I would love to see how this beautiful country goes down the drain. Cheers ❤❤❤
Identity Attack0.39677486
Insult0.46625584
Profanity0.45706853
Threat0.014566151
Severe Toxicity0.024725812
Moderate 0.4826145 Constructive 0.616 Policy_Critique
Aug 25, 2025 Why Canadians Are Turning Against …
Islam is the truth cheers muslim is not a race but what do u expect from a christian who calls IQ intelligence level ahhahaha all love from the muslim country of Northern Cyprus im a …
Islam is the truth cheers muslim is not a race but what do u expect from a christian who calls IQ intelligence level ahhahaha all love from the muslim country of Northern Cyprus im a white muslim btw
Identity Attack0.48915586
Insult0.24928534
Profanity0.14842765
Threat0.02181799
Severe Toxicity0.024725812
Moderate 0.4269174 Moderate Con 0.456 Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
O…M…G…! I did not realize, until I read these comments, how many nincompoops we also have in Canada! 1) we are ALL IMMIGRANTS with the First Nations being here first.* * since "time immemorial," a …
O…M…G…! I did not realize, until I read these comments, how many nincompoops we also have in Canada! 1) we are ALL IMMIGRANTS with the First Nations being here first.* * since "time immemorial," a concept referring to First Nations presence on the land long before recorded history. Archeological and genetic evidence suggests migration from northeastern Asia, likely via the Bering Strait, with research pointing to human arrival 30,000 years ago or even earlier. 2) we have welcomed immigrants to settle our lands since more inhabitants equals more revenues for infrastructure. Yes, restructuring of the process is a good idea. 3) Poilievre is a thin skinned man of the pointy finger and blame game with little to offer in actual plans or programs. He plays to people’s gripes, whining, and general b*tch*ness. He IS very similar to the blow-hart down south although more literate. 4) There is no possible way he, especially being of like behaviour, could deal with The Felon. He is NOT a negotiator. He is not calm; he’s bombastic. He’s waaaaaaaay to the right, and will trample equal rights for women, and other valued communities. He has no interest in listening to other positions, views, or suggestions. His way or the highway. Again like the Fascist down south. 4) Our provincial leaders (except a few traitors to Canada’s sovereignty) are behind the extremely difficult work Carney is doing for our country. 67% of Canadians are cheering him on, including the Conservative playground scrapper, Doug Ford, plus Stephen Harper. So, put your bile on hold and support the positive. We’re in a really difficult, daily changing, coming at us from all sides, battle with the POS south of us. Carney is giving it his all. Can’t imagine he gets much sleep. How ‘bout break with the party-love, and have some respect for someone working so hard. Fighting for YOU! ❤️🇨🇦❤️
Identity Attack0.18903255
Insult0.3388922
Profanity0.10425757
Threat0.00746953
Severe Toxicity0.014253352
Moderate 0.33338684 Constructive 0.737
Aug 26, 2025 Why Canadians Are Turning Against …
Hindus and Sikhs indulged in violence against each other and saw communal riots in Canada in 2023. Indian govt infact has started assassinating naturalised Canadian citizens from India, who are deemed to be "threat" (tick …
Hindus and Sikhs indulged in violence against each other and saw communal riots in Canada in 2023. Indian govt infact has started assassinating naturalised Canadian citizens from India, who are deemed to be "threat" (tick off the hindu nationalidt govt in power). I know some folks, including my neighbour, who immigrated to Canada right after high School — they take services of immigration agents who have contacts with diploma mills there, get a student visa citing enrollment in a sham educational degree, join a minimum wage job and rig the whole process to attain PR & then citizenship — essentially giving low skilled, poorly assimilated labour the citizenship in Canada under guise of skilled or educated immigration. Even as an Indian, the whole situation is insane and astounding to say the least. Hindu Nationalism has spread its roots & conducts marches in Canada within the Indian Hindu areas like they do here in India and people have started performing river aartis as well (communal prayers to worship rivers) — all kinds of pernicious identitarianism is festering there. A ton of Indian immigrants now see Canada merely as a source to better life & resources, but relate to, & are patriotic towards India or assert their rawer religious Sikh or Hindu identity due to lack of any assimilatory pressure & absence of a well defined Canadian identity. Funniest part is Indians, esp Hindus, who vote for hindu nationalists ushering majoritarian policies in India, cheer for persecution of minorities and justify caste system, suddenly co-opt liberalism & decietfully use its talking points to defend their position as a minority in places they migrate to (they do not believe in so, and don't apply the same standards to themselves). If you wish to blame someone, blame the govt of Canada and its elites. At the end of the day, they wanted cheap manual labour, and opened the gates without much consideration.
Identity Attack0.3817989
Insult0.1935001
Profanity0.04141149
Threat0.12536226
Severe Toxicity0.01644827
Moderate 0.32764325 Constructive 0.694 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
So for all the racists cheering about this, most of the people I personally know that are being deported are from places like New Zealand and the UK. A few have weird specialized jobs that …
So for all the racists cheering about this, most of the people I personally know that are being deported are from places like New Zealand and the UK. A few have weird specialized jobs that are not going to be filled by some random college graduate. So. Good job, i guess.
Identity Attack0.18705739
Insult0.16551061
Profanity0.029460056
Threat0.007301235
Severe Toxicity0.005874634
Low Tox 0.25462922 Moderate Con 0.481 Personal_Narrative
Jan 15, 2026 2.9 million Canadian temporary visas …
Trudumb's Plandemic may have deterred young people from having kids. Mine included. Get out the horses. Teach them a lesson. Cheers
Trudumb's Plandemic may have deterred young people from having kids. Mine included. Get out the horses. Teach them a lesson. Cheers
Identity Attack0.007732552
Insult0.075868964
Profanity0.016411226
Threat0.008285114
Severe Toxicity0.00289917
Low Tox 0.15213956 Moderate Con 0.425
Aug 25, 2025 2 likes Why Canadians Are Turning Against …
There is a clear lie in that video. Nobody is in Limbo. Mind you there is normal Federal Express entry program still happening. Meaning, that if you get selected through that program, you can immigrate …
There is a clear lie in that video. Nobody is in Limbo. Mind you there is normal Federal Express entry program still happening. Meaning, that if you get selected through that program, you can immigrate to any province of your choice - including Quebec. You can also still get bonus points for Canadian education (Quebec education does count) and Canadian work experience (if it qualifies). So the only thing that happened was, that one provincial nomination program was ended, that is all that happened. The practical problem is, that provincial nomination does give so many points, that it is a guarantee of normal express entry pull as long as you just meet criteria to enter Express entry. So provincial nominations are suitable for people that might be otherwise struggling with points (older age, less language perfection, les bonus points from education or work experience). For a disclaimer, provincial programs are based on a specific province needs and just because one was opened when you planned to go and study or work in Canada, it does not mean it will be like that forever. If an agent made you such promise, then he was misleading you. Again for those people demonstrating, nothing has changed for them other than one future option was gone. They still have their student or work permit until it expires. They also can apply into Express entry program as normal. On a side note for Canadian trying to cheer about this, be aware, such change can also mean that economy projection for next few years is not the best. so take it a warning sign. Or if we are lucky, it was found that this program was not bringing intended type of skilled worker or was heavily abused.
Identity Attack0.011691323
Insult0.07333439
Profanity0.021056883
Threat0.0068028234
Severe Toxicity0.0028800964
Low Tox 0.14950264 Constructive 0.707
Nov 23, 2025 Quebec Ends Economic Immigration Program …
I wouldn't love this beautiful country goes down the drain ! Cheers
I wouldn't love this beautiful country goes down the drain ! Cheers
Identity Attack0.043581683
Insult0.025542418
Profanity0.021056883
Threat0.009877442
Severe Toxicity0.0037765503
Low Tox 0.11652588 Moderate Con 0.426 Fear_Threat
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
At the end immigration will be STOPPED. I have no doubt. But the 3rd world countries will grow up. There will be no tendency to go abroad or money laundering. I am hopeful that GOOD …
At the end immigration will be STOPPED. I have no doubt. But the 3rd world countries will grow up. There will be no tendency to go abroad or money laundering. I am hopeful that GOOD DAYS ARE COMING . Cheers!
Identity Attack0.057492398
Insult0.023995465
Profanity0.013439372
Threat0.00967031
Severe Toxicity0.0037384033
Low Tox 0.11057663 Constructive 0.567 Policy_Critique
Oct 26, 2025 Inside Canada's Indian Metropolis (Brampton)
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 …
This video was highlighted on The Pleb’s channel. I’m subscribed now looking forward to more of your work. Cheers!… and be safe.
This video was highlighted on The Pleb’s channel. I’m subscribed now looking forward to more of your work. Cheers!… and be safe.
Identity Attack0.006881601
Insult0.013668913
Profanity0.023721304
Threat0.010472948
Severe Toxicity0.0022697449
Low Tox 0.037577134 Constructive 0.548 Meta_Commentary
Jan 30, 2026 1 likes Inside Canada's Indian Invasion...
Did not voted for Carnie but they cheered
Did not voted for Carnie but they cheered
Identity Attack0.005253696
Insult0.016708933
Profanity0.015523086
Threat0.006912862
Severe Toxicity0.001411438
Low Tox 0.035691574 Moderate Con 0.361 Meta_Commentary
Aug 28, 2025 1 likes Why Canadians Are Turning Against …
brother ur in Brampton that's pretty awesome wish i could meet you buddy cheers!!
brother ur in Brampton that's pretty awesome wish i could meet you buddy cheers!!
Identity Attack0.0076215584
Insult0.0116169015
Profanity0.02030538
Threat0.009799767
Severe Toxicity0.00207901
Low Tox 0.027913637 Constructive 0.658 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
Good evening! I just want to say thank you to the person who made and uploaded this video. I only listened to this video twice and passed my citizenship examination today. All the questions and …
Good evening! I just want to say thank you to the person who made and uploaded this video. I only listened to this video twice and passed my citizenship examination today. All the questions and answers in this video are very helpful. I highly recommend this video to those who are planning to take their citizenship exam. I wish you all the best. Cheers!
Identity Attack0.007029593
Insult0.009089886
Profanity0.01805087
Threat0.009385503
Severe Toxicity0.0018119812
Low Tox 0.02107848 Constructive 0.711 Personal_Narrative
Jun 2, 2025 5 likes Canadian Citizenship Test 2025 – …
Thank you so much. I have passed my citizenship test and this video was very helpful. Cheers
Thank you so much. I have passed my citizenship test and this video was very helpful. Cheers
Identity Attack0.007214582
Insult0.009013886
Profanity0.016616182
Threat0.008582866
Severe Toxicity0.0016784668
Low Tox 0.020842785 Constructive 0.566 Personal_Narrative
Jan 5, 2026 1 likes Canadian Citizenship Test 2025 – …
If any one wants to understand the reasons of all that is going on in the world this is a great book to read or listen to .The prince by Niccolò Machiavelli: it will explain …
If any one wants to understand the reasons of all that is going on in the world this is a great book to read or listen to .The prince by Niccolò Machiavelli: it will explain alot to what is and has been going on. Cheers
Identity Attack0.0034038029
Insult0.008348881
Profanity0.012312118
Threat0.007197669
Severe Toxicity0.0008678436
Low Tox 0.015644746 Moderate Con 0.494
Aug 25, 2025 Why Canadians Are Turning Against …

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.