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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: "Why didn’t you do this …" 360 comments · Page 12 of 15
OMG that lady's story scares me. My father had Cancer. They told him 9 months. He had to cross the border and pay out of pocket. We didn't want to take a chance with his …
OMG that lady's story scares me. My father had Cancer. They told him 9 months. He had to cross the border and pay out of pocket. We didn't want to take a chance with his life🙏
Identity Attack0.007473567
Insult0.017227544
Profanity0.024267852
Threat0.008556974
Severe Toxicity0.0023460388
Low Tox 0.06065326 Constructive 0.71 Personal_Narrative
Aug 25, 2025 3 likes Why Canadians Are Turning Against …
When I came to Canada, I paid my fees, didn’t worked until my paperwork came out, paid my taxes, no support from the government. Now the get everything for free, support from the government and …
When I came to Canada, I paid my fees, didn’t worked until my paperwork came out, paid my taxes, no support from the government. Now the get everything for free, support from the government and still try to trick the system in their advantage.
Identity Attack0.017465452
Insult0.025929155
Profanity0.012482914
Threat0.0065050707
Severe Toxicity0.0014305115
Low Tox 0.059232414 Constructive 0.54
Jan 9, 2026 2 likes Inside Canada's Indian Metropolis (Brampton)
Poilievre has been screaming about this and all MSM did was deny, deny, deny. It didn’t go unnoticed. It was ignored for far too long.
Poilievre has been screaming about this and all MSM did was deny, deny, deny. It didn’t go unnoticed. It was ignored for far too long.
Identity Attack0.003089321
Insult0.028171662
Profanity0.014088398
Threat0.006925808
Severe Toxicity0.001115799
Low Tox 0.059232414 Moderate Con 0.38 Policy_Critique
Feb 20, 2026 Canadian immigration officers investigating hundreds …
The British shouldn't have violated the Treaty of Amritsar and attacked the Sikhs in the first Anglo-Sikh War and then upon leaving the subcontinent didn't return governance to the Sikhs and for this reason Sikhs …
The British shouldn't have violated the Treaty of Amritsar and attacked the Sikhs in the first Anglo-Sikh War and then upon leaving the subcontinent didn't return governance to the Sikhs and for this reason Sikhs were forced to immigrate to the UK and Canada.
Identity Attack0.057037655
Insult0.015416925
Profanity0.014327513
Threat0.010602405
Severe Toxicity0.0021648407
Low Tox 0.05898502 Constructive 0.52
Sep 19, 2025 9 likes Inside Canada's Indian Metropolis (Brampton)
Also, Sharia law didn't work in your home country... so how will it work in Canada?
Also, Sharia law didn't work in your home country... so how will it work in Canada?
Identity Attack0.04641757
Insult0.01617693
Profanity0.011099464
Threat0.006220264
Severe Toxicity0.001707077
Low Tox 0.058737632 Low Con 0.224
Sep 10, 2025 1 likes Why Canadians Are Turning Against …
Didn't Europeans colonize Canada
Didn't Europeans colonize Canada
Identity Attack0.0376521
Insult0.015416925
Profanity0.016479544
Threat0.007793174
Severe Toxicity0.00207901
Low Tox 0.057748068 Low Con 0.229 Comparative_Framing
Sep 27, 2025 Inside Canada's Indian Metropolis (Brampton)
My Granparents, parents, settled the homestead in 1896 near Rossland BC. How it used to work, how things are supposed to work, is the Government serves the needs and demands of the people. The people …
My Granparents, parents, settled the homestead in 1896 near Rossland BC. How it used to work, how things are supposed to work, is the Government serves the needs and demands of the people. The people don't serve the Government nor any Corporation or Public/Private Partnership. This means that the Government doesn't prevent people from doing what they do and they don't use force to extort the fruit of everyone's labor to the point of enslavement. In 1896 and throughout my Grandfather's life from 1902 to 1976, one would do for themselves if they weren't working for someone else. In other words, you found something needed be done, something the community around you required or was lacking, you opened shop and got after it. You can't work today because you require licensing for everything, you require permission for everything, everything is regulated. People have it in their minds that it's so much better today then it was then, that it's "safer". But it's not, that's a lie. My family, although never wealthy, ate good food, always had a roof over their heads, plenty of family around and always had something to do or at least could always find something to work at. Most importantly, they always had hope because they had freedom. No one has any hope anymore and the people coming here aren't just bringing their culture to overtake our culture, they are coming with anger. With envy, resentment and malice. My family didn't come here with those things, they came to Canada with hope and determination to integrate and prosper with freedom. The other side of my family fled Bolshevism when they left Russia and came here and that side had the exact same hope in freedom to work hard and prosper. Now all generational wealth, freedom, prosperity and hope is all but completely stolen. We don't need more regulations. We don't need more benefits. We don't need more Government. We need less, we need it all to go away because I know for a fact, you give people the freedom to go about their lives, the society or community they form, always tends towards peaceful, prosperous organization. You give people the freedom to build and produce and they'll get after it immediately and that opens the door for all other manner of trades and skills that just fill any hole in a community or society. And that's a fact about the organizational tendencies of human beings. There's nothing stopping us from providing for ourselves but a cartel Government in the business of extortion and human enslavement. They foment chaos and division in order to justify the revoking of more freedoms to enslave more people. People themselves, they look to get along, get to work, raise families and, as best they can, enjoy life. Once we start expecting a Government to take care of us we've institutionalized prisoners who have lost all human dignity. When you "buy in" to all the rhetoric of so called autonomy, ask yourself, how autonomous are you without a family? Just because you're alone in a box in a city, stacked one on top of the other, weighted down by a landslide of rules, collecting benefits from the Government, doesn't make you autonomous. People say, "no one can afford a family". Yet those coming in have large families and they seem to be making out just fine. It's the brainwashing of our culture that set us up. Over time we've convinced the proper way to do things is everyone to grow up and go their own way, leaving each other relying on benefits from the government in old age or illness or whatever calamity might strike in life. There's always something that comes along. With family you have human resource, a plethora of skills and you have your "insurance", free of extortion. Everything that comes from a government is conditional and sooner or later their conditions rule over our condition, even though it's our labor that provides for them. The answer isn't more benefits, as I've said. The answer is simply less government, so we can all get to the business of providing for ourselves and helping our communities prosper. We need to do this with family because alone, we are all isolated and powerless. No one stands alone and a house divided cannot stand.
Identity Attack0.008768492
Insult0.027841117
Profanity0.016821137
Threat0.007249452
Severe Toxicity0.0016498566
Low Tox 0.057748068 Constructive 0.801
Aug 25, 2025 6 likes Why Canadians Are Turning Against …
Good propaganda video.. conveniently hiding the facts that you didn’t wanna show...
Good propaganda video.. conveniently hiding the facts that you didn’t wanna show...
Identity Attack0.0030338243
Insult0.021352753
Profanity0.013883443
Threat0.007029374
Severe Toxicity0.0014686584
Low Tox 0.05725329 Low Con 0.139
Mar 4, 2019 How much do refugees and …
Who's responsible for this mess? Do we even have number of people living here without status? Asking to Canadian over 50 years old who didn't vote for change!
Who's responsible for this mess? Do we even have number of people living here without status? Asking to Canadian over 50 years old who didn't vote for change!
Identity Attack0.023796257
Insult0.022706337
Profanity0.01128734
Threat0.006433869
Severe Toxicity0.0013542175
Low Tox 0.057005897 Constructive 0.505
Jan 15, 2026 2.9 million Canadian temporary visas …
Omg you came here! Thanks so much for covering this. I was shoveling snow all day and didn’t see a single punjab with a shovel in their hand
Omg you came here! Thanks so much for covering this. I was shoveling snow all day and didn’t see a single punjab with a shovel in their hand
Identity Attack0.023796257
Insult0.019934712
Profanity0.028913507
Threat0.009696201
Severe Toxicity0.0031471252
Low Tox 0.055521555 Constructive 0.532 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
🇨🇦 My theory is Canadian debt, deficit, aging population are so high Canada is hoping mass Immigration will pay the debt off, a debt the immigrants didn't incur.😮
🇨🇦 My theory is Canadian debt, deficit, aging population are so high Canada is hoping mass Immigration will pay the debt off, a debt the immigrants didn't incur.😮
Identity Attack0.03894114
Insult0.016860934
Profanity0.010518758
Threat0.0063367756
Severe Toxicity0.0013923645
Low Tox 0.054531995 Moderate Con 0.336 Economic_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
If you Canadians do nothing for that I’m telling you from experience you done the next years. I’m from Greece I move to Canada 2012 I didn’t speak English I go to college to learn …
If you Canadians do nothing for that I’m telling you from experience you done the next years. I’m from Greece I move to Canada 2012 I didn’t speak English I go to college to learn English I follow the rules pay tax respect. in greece same thing happened, and rest of ther Europe (do something or you done)
Identity Attack0.0376521
Insult0.018774498
Profanity0.0118680475
Threat0.0065697995
Severe Toxicity0.0015640259
Low Tox 0.054284602 Constructive 0.601
Aug 27, 2025 2 likes Why Canadians Are Turning Against …
------> everyone that didn't vote liberal
------> everyone that didn't vote liberal
Identity Attack0.019676208
Insult0.018065477
Profanity0.011936366
Threat0.0067186756
Severe Toxicity0.0016021729
Low Tox 0.05354243 Low Con 0.234 Call_To_Action
Sep 10, 2025 1 likes Why Canadians Are Turning Against …
No "Canada" didn't "open the doors, the government did and DID NOT HAVE THE PEOPLES PERMISSION!!!!!!!!!!¡
No "Canada" didn't "open the doors, the government did and DID NOT HAVE THE PEOPLES PERMISSION!!!!!!!!!!¡
Identity Attack0.014350293
Insult0.019934712
Profanity0.010911589
Threat0.006168481
Severe Toxicity0.0014877319
Low Tox 0.050573748 Low Con 0.179 Policy_Critique
Dec 17, 2025 2 likes Why Canadians Are Turning Against …
Bro didn't visit east coast. That would be a wholesome video.
Bro didn't visit east coast. That would be a wholesome video.
Identity Attack0.013345404
Insult0.013782915
Profanity0.024677763
Threat0.010576514
Severe Toxicity0.0030136108
Low Tox 0.04834723 Moderate Con 0.321 Question
Jan 27, 2026 Inside Canada's Indian Invasion...
It’s back!!!! The j33t mass report didn’t work!!!!
It’s back!!!! The j33t mass report didn’t work!!!!
Identity Attack0.003921773
Insult0.020708188
Profanity0.013917602
Threat0.00675104
Severe Toxicity0.0014686584
Low Tox 0.04735767 Low Con 0.256 Meta_Commentary
Feb 3, 2026 5 likes Inside Canada's Indian Invasion...
The questioner is just proving her own questions? What is non-compliance as a student? Not going to the college? How many colleges shut down their courses within the said period? Do you expect students to …
The questioner is just proving her own questions? What is non-compliance as a student? Not going to the college? How many colleges shut down their courses within the said period? Do you expect students to be firever students? What if they get work permit while still being student? This is very possible for the IT engineers from India, they are student here but get a job in USA or any other country and they leave. Where are the statistics of students who got married to Canadian nationals and decided to stop studying because of family expenses? It will be easy to track down the fees transfer and return of these said 8% non-compliant students. Did they get their money back? If not, then why didn't colleges paid the remaining fees back and report that non-obligatory to the study visa rules? Or, was the past govt quite about this because Canada needed cheap labor and money in other colleges accounts?
Identity Attack0.014551271
Insult0.021546122
Profanity0.013780965
Threat0.006763986
Severe Toxicity0.0014305115
Low Tox 0.0466155 Constructive 0.511 Question
Sep 29, 2025 IRCC Names India in Study …
just passed the test right now, and the very first thing I wanted to do—before even telling my family—was to leave this comment. I watched the video only once, from the beginning up to question …
just passed the test right now, and the very first thing I wanted to do—before even telling my family—was to leave this comment. I watched the video only once, from the beginning up to question 215. One time only—yes, one time only. Then I took the test, and on my first attempt I passed with 15 correct answers out of 20. I honestly can’t believe it. I didn’t realize how much I knew until I was sitting there answering the questions. About 50% of them came directly from the first 215 questions in the video. I am truly, deeply grateful to everyone who worked on this video. It’s not just good—it’s amazing. After nine years of struggle with this citizenship journey, I finally feel like I can breathe… like I can fly a little. Thank you all, from the bottom of my heart. 🤍
Identity Attack0.0037922803
Insult0.020256994
Profanity0.021603432
Threat0.007573096
Severe Toxicity0.0016975403
Low Tox 0.044636376 Constructive 0.713 Personal_Narrative
Jan 25, 2026 4 likes Canadian Citizenship Test 2025 – …
By voting for a liberal party for the last 10 years.By the way I didn’t vote for the Liberals.
By voting for a liberal party for the last 10 years.By the way I didn’t vote for the Liberals.
Identity Attack0.019073274
Insult0.017485369
Profanity0.011355659
Threat0.0066798385
Severe Toxicity0.0011062622
Low Tox 0.044388983 Moderate Con 0.462
Dec 14, 2025 How Canada broke its immigration …
Canadians didn’t stop having babies in the last few years… people stopped having babies since 2015, because they can’t afford to raise them. Bottom line!!
Canadians didn’t stop having babies in the last few years… people stopped having babies since 2015, because they can’t afford to raise them. Bottom line!!
Identity Attack0.018771807
Insult0.01767874
Profanity0.010347961
Threat0.006537435
Severe Toxicity0.001411438
Low Tox 0.044388983 Low Con 0.255
Aug 28, 2025 1 likes Why Canadians Are Turning Against …
Cultural clustering is a natural phenomenon. Even within India, if someone moves from the North to the South (or vice versa), they often seek out people from their own region/religion/community to feel a sense of …
Cultural clustering is a natural phenomenon. Even within India, if someone moves from the North to the South (or vice versa), they often seek out people from their own region/religion/community to feel a sense of familiarity and comfort. Brampton’s story reflects this same human instinct to find community and preserve traditions in a new place without disturbing the territorial harmony(but that didn't go well). At the same time, Indian culture and values are inherently inclusive, with a long history of adapting and coexisting with diverse communities. The real challenge lies not in immigrants forming close-knit groups, but in how well both newcomers and longtime residents accept and integrate with each other. When mutual respect and openness exist, diversity becomes a strength rather than a division. That said, the scale and pace of Brampton’s demographic change raise important policy questions. The Canadian government should have anticipated and planned for this transformation much earlier. Whether they did not act, or could not act, is a question only they can answer but it is central to understanding today’s challenges.
Identity Attack0.031464707
Insult0.018323302
Profanity0.016172111
Threat0.0072882893
Severe Toxicity0.0016307831
Low Tox 0.042657252 Constructive 0.725 Policy_Critique
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Niagara falls 25 years ago was the same way, I didn't realize driving my car into Canada was the equivalent to a flight to India. I was very surprised and never went back to Canada …
Niagara falls 25 years ago was the same way, I didn't realize driving my car into Canada was the equivalent to a flight to India. I was very surprised and never went back to Canada since then
Identity Attack0.031464707
Insult0.014884921
Profanity0.011184863
Threat0.0062526283
Severe Toxicity0.0013446808
Low Tox 0.04240986 Constructive 0.51 Personal_Narrative
Jan 28, 2026 3 likes Inside Canada's Indian Invasion...
I didn't vote for them
I didn't vote for them
Identity Attack0.007954539
Insult0.0140109155
Profanity0.016752819
Threat0.008116818
Severe Toxicity0.0013542175
Low Tox 0.04216247 Moderate Con 0.346
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
Great start. 64% decrease in foreign students is a huge cut and definitely needed. Middle class tax cut is a step in the right direction and the $10 NSF fee is actually a huge underrated …
Great start. 64% decrease in foreign students is a huge cut and definitely needed. Middle class tax cut is a step in the right direction and the $10 NSF fee is actually a huge underrated change. I’ll admit I’ve been in the situation where I forgot which day my bill is coming out and didn’t have my bank account prepared accordingly. Getting slapped with $50+ NSF fees just made it even worse. Nice to see a cap on that now as I felt like companies were abusing it.
Identity Attack0.007214582
Insult0.018129934
Profanity0.014464149
Threat0.0077025536
Severe Toxicity0.0011014938
Low Tox 0.04067813 Constructive 0.76 Policy_Critique
Jan 21, 2026 Canada’s new rules in 2026
"We aren't America - everyone gets healthcare!" Everyone but Canadians, he didn't say that part.
"We aren't America - everyone gets healthcare!" Everyone but Canadians, he didn't say that part.
Identity Attack0.023796257
Insult0.014808921
Profanity0.0113727385
Threat0.006097279
Severe Toxicity0.0012016296
Low Tox 0.040430736 Moderate Con 0.421 Policy_Critique
Feb 26, 2026 2 likes BATRA’S BURNING QUESTIONS: Canada’s absent …

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.