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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: "but how else can we …" 274 comments · Page 10 of 11
This is terrible, we must grow our population at all costs, or else our economy will collapse.
This is terrible, we must grow our population at all costs, or else our economy will collapse.
Identity Attack0.0050687063
Insult0.018710041
Profanity0.020851927
Threat0.009644418
Severe Toxicity0.0020122528
Low Tox 0.07687678 Low Con 0.244 Economic_Argument
Dec 24, 2025 1 likes Deportations From Canada at Their …
Housing crisis is all that comes to mind. We don't have the infrastructure to welcome anyone else, period. Let alone the people who are here illegally under false pretenses.
Housing crisis is all that comes to mind. We don't have the infrastructure to welcome anyone else, period. Let alone the people who are here illegally under false pretenses.
Identity Attack0.0233943
Insult0.023866551
Profanity0.0113727385
Threat0.007068211
Severe Toxicity0.0012397766
Low Tox 0.069754265 Constructive 0.517 Economic_Argument
Oct 1, 2025 IRCC Names India in Study …
Everyone is contradicting every one else... it's a boom, it's a recession, they work for cash, they don't ... it's easier in Canada, it's easier in India... 😊
Everyone is contradicting every one else... it's a boom, it's a recession, they work for cash, they don't ... it's easier in Canada, it's easier in India... 😊
Identity Attack0.031980325
Insult0.025929155
Profanity0.012107162
Threat0.0059937127
Severe Toxicity0.0014400482
Low Tox 0.06817148 Moderate Con 0.407 Humor_Satire
Oct 9, 2025 Inside Canada's Indian Metropolis (Brampton)
8:11 how does it affect him whats going on in someone else's house (???)
8:11 how does it affect him whats going on in someone else's house (???)
Identity Attack0.00569767
Insult0.014238917
Profanity0.023652986
Threat0.00948907
Severe Toxicity0.0029945374
Low Tox 0.067380086 Low Con 0.244
Jan 9, 2026 6 likes Inside Canada's Indian Metropolis (Brampton)
I was going through college in southern Ontario about half a decade ago. The faculty was alright but the one that always stuck with me was an elderly Indian man who had a PHd (what …
I was going through college in southern Ontario about half a decade ago. The faculty was alright but the one that always stuck with me was an elderly Indian man who had a PHd (what he was doing teaching at a community college, I'm not sure). He immigrated from India sometime in the 70's, I think, and sometimes told us stories about how he'd never seen electricity until he was well into adulthood. This was at the early stages of Indian mass immigration to the province, but the international students were already becoming a known problem in the school. They never spoke to anyone else, hung out in big groups together on campus, I swear most of them couldn't even speak English. They constantly cheated on everything and shared answers, I heard like 7 of them got failed for submitting identical lab reports one time. Most people knew they were a problem, but no one was comfortable saying anything. Except the Indian professor. He would publicly call them out for shit in class, berate them, shit talk them openly to other students. I've literally never seen anyone more angry about those Indian students than that Indian professor. It's not hard to see why, he busted his ass to immigrate to Canada, get work and get into a good university. He completed a doctorate, for Christ's sake. He didn't see a street light until he was 25, and worked his way to the bleeding edge of digital science. Now there's a bunch of lazy assholes invited in by the government brazenly trying to cheat their way to a degree in his goddamn class. I'd crash out too.
Identity Attack0.04796442
Insult0.025800243
Profanity0.018597418
Threat0.007793174
Severe Toxicity0.002193451
Low Tox 0.06579731 Constructive 0.707 Personal_Narrative
Feb 3, 2026 Inside Canada's Indian Invasion...
Is Canada still supplying IDF with weapons and ammo from GDC ... ? I wonder what else they are up to....
Is Canada still supplying IDF with weapons and ammo from GDC ... ? I wonder what else they are up to....
Identity Attack0.007880543
Insult0.014086916
Profanity0.011594773
Threat0.035113025
Severe Toxicity0.002784729
Low Tox 0.063027434 Low Con 0.209
Aug 26, 2025 Why Canadians Are Turning Against …
but how else can we boost GDP and claim we lead the G7 talking points that liberals love to boast about so much, country is doing just fine, isnt it?
but how else can we boost GDP and claim we lead the G7 talking points that liberals love to boast about so much, country is doing just fine, isnt it?
Identity Attack0.0073995716
Insult0.029163294
Profanity0.015591404
Threat0.006530962
Severe Toxicity0.0012588501
Low Tox 0.061444655 Low Con 0.267 Policy_Critique
Jan 22, 2026 Why Canada’s immigration system has …
Anyone else think the use of “ai slop visualization” during the car ride into USA counts as yellow journalism? I think that’s a textbook example.
Anyone else think the use of “ai slop visualization” during the car ride into USA counts as yellow journalism? I think that’s a textbook example.
Identity Attack0.025404079
Insult0.021417208
Profanity0.013200258
Threat0.0079873605
Severe Toxicity0.0021266937
Low Tox 0.06025757 Low Con 0.248 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
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 …
Great discussion ! This is a big issue and should be resolved quickly ( it wont) but would be nice to and thank you for not attributing Michelle Ruempel Garner as being Trump like , …
Great discussion ! This is a big issue and should be resolved quickly ( it wont) but would be nice to and thank you for not attributing Michelle Ruempel Garner as being Trump like , we need to stop looking south and start cleaning up our own mess , or someone else is going to do it for us and it wont be pretty.
Identity Attack0.008546505
Insult0.025155678
Profanity0.013849284
Threat0.007417747
Severe Toxicity0.0012588501
Low Tox 0.056758508 Constructive 0.653 Meta_Commentary
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
Using a thumbnail and title that exaggerates hardship or selectively shows problems just to attract Indian audiences doesn’t feel honest. Every country — India, Canada, or anywhere else — has positives and negatives. Respect the …
Using a thumbnail and title that exaggerates hardship or selectively shows problems just to attract Indian audiences doesn’t feel honest. Every country — India, Canada, or anywhere else — has positives and negatives. Respect the viewers enough to show reality, not just negativity for clicks.
Identity Attack0.040745795
Insult0.019934712
Profanity0.011902207
Threat0.0064144502
Severe Toxicity0.0011634827
Low Tox 0.056263726 Constructive 0.548 Meta_Commentary
Feb 22, 2026 1 likes Inside Canada's Indian Invasion...
Just so you know, it's illegal own a weapon for the purpose of self defense, you have to pretend it's for something else
Just so you know, it's illegal own a weapon for the purpose of self defense, you have to pretend it's for something else
Identity Attack0.0035147965
Insult0.014238917
Profanity0.014122557
Threat0.015947454
Severe Toxicity0.0020217896
Low Tox 0.055768944 Low Con 0.264 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
When did Canadians become the free healthcare system to everyone else but Canadians
When did Canadians become the free healthcare system to everyone else but Canadians
Identity Attack0.03919895
Insult0.017807651
Profanity0.0108774295
Threat0.0062267366
Severe Toxicity0.0016593933
Low Tox 0.054531995 Low Con 0.286
Dec 28, 2025 Deportations From Canada at Their …
We shouldn't offer Healthcare of any kind to non citizens or non permanent residents. Let's say that again another way. Healthcare should only go to citizens and permanent residents, and temporary foriegn workers. Nobody else …
We shouldn't offer Healthcare of any kind to non citizens or non permanent residents. Let's say that again another way. Healthcare should only go to citizens and permanent residents, and temporary foriegn workers. Nobody else should get anything unless they pay up front out of pocket.
Identity Attack0.02037963
Insult0.020385906
Profanity0.010945748
Threat0.0069646453
Severe Toxicity0.0013542175
Low Tox 0.054037213 Moderate Con 0.412 Policy_Critique
Feb 24, 2026 18 likes 'We do know that there's …
Im ready to cross the point of no return and do whatever it takes to get rid of this problem once and for all if everyone else is. Say the word 🫡
Im ready to cross the point of no return and do whatever it takes to get rid of this problem once and for all if everyone else is. Say the word 🫡
Identity Attack0.00449524
Insult0.012110904
Profanity0.018255826
Threat0.030969119
Severe Toxicity0.0026512146
Low Tox 0.053295042 Moderate Con 0.408 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Nah, they would just be all hiding in someone else's basement
Nah, they would just be all hiding in someone else's basement
Identity Attack0.005105704
Insult0.01632893
Profanity0.016479544
Threat0.012647836
Severe Toxicity0.0019073486
Low Tox 0.05304765 Low Con 0.162
Jan 15, 2026 2.9 million Canadian temporary visas …
I'm saying this as a Canadian in Alberta, I honestly have no idea what anyone is talking about, I see way more Chinese and Japanese people than anything else, but they've been here longer than …
I'm saying this as a Canadian in Alberta, I honestly have no idea what anyone is talking about, I see way more Chinese and Japanese people than anything else, but they've been here longer than my family by like 50 years 😂
Identity Attack0.041261412
Insult0.01625293
Profanity0.018255826
Threat0.006382086
Severe Toxicity0.0016975403
Low Tox 0.05131592 Constructive 0.592 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
What else would you expect in "post-national" Canada with the gates thrown open to 1 million every year?
What else would you expect in "post-national" Canada with the gates thrown open to 1 million every year?
Identity Attack0.01857083
Insult0.02193286
Profanity0.01084327
Threat0.0067445673
Severe Toxicity0.0016880035
Low Tox 0.048842013 Low Con 0.198
Jan 20, 2026 1 likes Why Canada’s immigration system has …
Whom will be the FIRST politician to Take my Money and Donate it to somebody ELSE-- cause he is feeling VIRTUOUS ?
Whom will be the FIRST politician to Take my Money and Donate it to somebody ELSE-- cause he is feeling VIRTUOUS ?
Identity Attack0.0037182847
Insult0.023479814
Profanity0.012448754
Threat0.0061749537
Severe Toxicity0.0011825562
Low Tox 0.04834723 Low Con 0.183 Humor_Satire
Feb 26, 2026 1 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
The most dangerous thing about this is... These guys love love love to go into politics and into management in companies. Once they get those leadership footholds they make policies favorable to their people and …
The most dangerous thing about this is... These guys love love love to go into politics and into management in companies. Once they get those leadership footholds they make policies favorable to their people and they have the population to out vote everyone else.
Identity Attack0.004069764
Insult0.019870255
Profanity0.013849284
Threat0.0070552654
Severe Toxicity0.0010299683
Low Tox 0.043399423 Moderate Con 0.479 Fear_Threat
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
Tyler makes the else content
Tyler makes the else content
Identity Attack0.0055496786
Insult0.017485369
Profanity0.021808386
Threat0.0074565844
Severe Toxicity0.0018119812
Low Tox 0.03969839 Low Con 0.276 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
I used to work in the international admission department in colleges. What frustrated me was, there's no system to report applicants when they submitted fradulent documents for admissions. Once they get an admisson letter, they …
I used to work in the international admission department in colleges. What frustrated me was, there's no system to report applicants when they submitted fradulent documents for admissions. Once they get an admisson letter, they can apply for a study permit. I rejected quite a few applicants with fake docs while I was working, but they might have been accepted somewhere else.
Identity Attack0.0034777985
Insult0.018129934
Profanity0.0128245065
Threat0.0066086366
Severe Toxicity0.0008249283
Low Tox 0.03639866 Constructive 0.698 Personal_Narrative
Oct 3, 2025 12 likes IRCC Names India in Study …
Canadians need to understand we have a huge immigration problem. We need to close temporatly our borders. stable our immigration, Health and assitenace programs. We need to fix our problems before we coulld help someone …
Canadians need to understand we have a huge immigration problem. We need to close temporatly our borders. stable our immigration, Health and assitenace programs. We need to fix our problems before we coulld help someone else. We are a sinking ship at the momment. lets not bring everyone down with it.
Identity Attack0.017264472
Insult0.013478912
Profanity0.010313802
Threat0.007870848
Severe Toxicity0.0011587143
Low Tox 0.036162965 Constructive 0.604 Fear_Threat
Nov 24, 2025 1 likes Quebec Ends Economic Immigration Program …
Being proud of one’s country is good, but discarding another nation’s (especially the one you immigrate to) culture and customs and continuing to follow your own, even considering them better, that’s when the problem begins. …
Being proud of one’s country is good, but discarding another nation’s (especially the one you immigrate to) culture and customs and continuing to follow your own, even considering them better, that’s when the problem begins. When you leave a country for the purpose of immigration, only its memories should stay with you, nothing else
Identity Attack0.019374741
Insult0.012186904
Profanity0.010723713
Threat0.0063432488
Severe Toxicity0.00089645386
Low Tox 0.035691574 Moderate Con 0.499 Moral_Argument
Feb 10, 2026 11 likes Inside Canada's Indian Invasion...
Do it! We don’t need to support anyone else. Let’s get this country in order and take care of our own first!
Do it! We don’t need to support anyone else. Let’s get this country in order and take care of our own first!
Identity Attack0.006696612
Insult0.0129089095
Profanity0.010723713
Threat0.007301235
Severe Toxicity0.001001358
Low Tox 0.032156147 Moderate Con 0.36
Jan 17, 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.