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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: "You got this" 584 comments · Page 19 of 24
Bro almost committed an Andrew Callaghan. Glad he got out of there.
Bro almost committed an Andrew Callaghan. Glad he got out of there.
Identity Attack0.0029228306
Insult0.022512967
Profanity0.012517073
Threat0.0100069
Severe Toxicity0.001335144
Low Tox 0.057748068 Moderate Con 0.336 Meta_Commentary
Jan 28, 2026 Inside Canada's Indian Invasion...
I’ve got the maple syrup in my blood and I speak on 95.69% Canadians we are ok with immigrantion to a point, not mass immigration. Let our teens have a chance at getting a job …
I’ve got the maple syrup in my blood and I speak on 95.69% Canadians we are ok with immigrantion to a point, not mass immigration. Let our teens have a chance at getting a job in the fast food(companies have to pay full price per hour)
Identity Attack0.028628819
Insult0.019547975
Profanity0.010911589
Threat0.0067769317
Severe Toxicity0.0016212463
Low Tox 0.057748068 Constructive 0.658 Identity_Assertion
Jan 27, 2026 1 likes 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 …
I love the guy on the bike, he’s got 0 filters 😭
I love the guy on the bike, he’s got 0 filters 😭
Identity Attack0.0062526376
Insult0.017012933
Profanity0.025360947
Threat0.009747985
Severe Toxicity0.0033569336
Low Tox 0.056758508 Moderate Con 0.401
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
How about the Emigration problem? Immigration from another country is one thing; Losing a worker to Emigration is another. This is what happened in the Netherlands: After the war, there was massive unemployment. (since not …
How about the Emigration problem? Immigration from another country is one thing; Losing a worker to Emigration is another. This is what happened in the Netherlands: After the war, there was massive unemployment. (since not everyone is fit to work in construction) So we sent 5% of the country away, mostly to Canada. Most everyone who emigrated was fit and of working age. A lot of them where farmers. Twenty years later there was a massive labour shortage. Our country needed fit men of working age. So we got immigrants.
Identity Attack0.02048012
Insult0.022964163
Profanity0.01309778
Threat0.0069905366
Severe Toxicity0.0016498566
Low Tox 0.056758508 Constructive 0.628 Comparative_Framing
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Guy that ran the gasking the past 30 years in my hometown got laidoff for ppl fresh off the boat
Guy that ran the gasking the past 30 years in my hometown got laidoff for ppl fresh off the boat
Identity Attack0.0032188136
Insult0.01838776
Profanity0.016821137
Threat0.010343489
Severe Toxicity0.0020313263
Low Tox 0.055521555 Moderate Con 0.42 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
love watching your videos, I am Canadian and live in the suburbs of Toronto. I was born in 1962. My first Indian experience came in a small high school 1976-1980 the school had a small …
love watching your videos, I am Canadian and live in the suburbs of Toronto. I was born in 1962. My first Indian experience came in a small high school 1976-1980 the school had a small Punjabi student population, the students for the most part were not hassled nor did they hassel back. My next and biggest Indian experience was a job from 1984-1991 I worked for an Indian family and got to see a portion of Toronto's Indian population. Culturally there were big differences however I enjoyed my experience working with them. My point being you say in your video 'sudden indian.' this is 2026 and I have been experiencing as have Canadians, the Punjabi culture for over 46 years so this is not a sudden or new occurance. And lastly as far as cultures from other countries go, having Hindu's or even Sihk's as neighbors is far better than other ethnic possibilities, so I do not have any issue with Punjabi Canadians! Anyhow continue your video just wanted to add my comment as I am living in Canada with Indians and want to express my opinion.
Identity Attack0.042292643
Insult0.020063626
Profanity0.021603432
Threat0.008311004
Severe Toxicity0.002632141
Low Tox 0.05378982 Constructive 0.888 Personal_Narrative
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
🎉🎉 watching this video when I get time no other sources got 19/20 just yesterday .
🎉🎉 watching this video when I get time no other sources got 19/20 just yesterday .
Identity Attack0.008213525
Insult0.014086916
Profanity0.027273865
Threat0.012699619
Severe Toxicity0.0036239624
Low Tox 0.05354243 Moderate Con 0.391 Meta_Commentary
Feb 13, 2026 3 likes Canadian Citizenship Test 2025 – …
Well life in every country is the same. Big picture is change is here. Adept!!!. I learned some Punjabi to buy a used car from a Punjabi guy. Got a better deal just for that …
Well life in every country is the same. Big picture is change is here. Adept!!!. I learned some Punjabi to buy a used car from a Punjabi guy. Got a better deal just for that little thing. Just saying😁
Identity Attack0.035331827
Insult0.018581128
Profanity0.019553876
Threat0.0078449575
Severe Toxicity0.0024414062
Low Tox 0.05354243 Constructive 0.669
Sep 29, 2025 Why Canadians Are Turning Against …
0:18 got me laughing 😆
0:18 got me laughing 😆
Identity Attack0.00725158
Insult0.014276917
Profanity0.031140719
Threat0.010472948
Severe Toxicity0.0038528442
Low Tox 0.05304765 Moderate Con 0.391 Meta_Commentary
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Carneys got bigger things on his mind today 01/03
Carneys got bigger things on his mind today 01/03
Identity Attack0.0025713511
Insult0.02708937
Profanity0.01490822
Threat0.0072106146
Severe Toxicity0.0013828278
Low Tox 0.05280026 Low Con 0.282 Meta_Commentary
Jan 4, 2026 New rules, regulations take effect …
And who do they all vote for , you got it Liberals . Another reason for the West to separate .
And who do they all vote for , you got it Liberals . Another reason for the West to separate .
Identity Attack0.020681098
Insult0.021352753
Profanity0.012175481
Threat0.006763986
Severe Toxicity0.0013160706
Low Tox 0.05280026 Low Con 0.223 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
wasn't it harper that opened the door by subsidizing immigrant workers wages? I still remember a woman on the news who got let go from a basic restaurant job in weyburn and replaced by an …
wasn't it harper that opened the door by subsidizing immigrant workers wages? I still remember a woman on the news who got let go from a basic restaurant job in weyburn and replaced by an immigrant with a federally subsidized wage.
Identity Attack0.036105253
Insult0.017743196
Profanity0.010689554
Threat0.0063626673
Severe Toxicity0.0012159348
Low Tox 0.051563308 Constructive 0.702 Economic_Argument
Feb 20, 2026 3 likes LILLEY UNLEASHED: The fall of …
The government has turned us against each other imagine a country where the Prime Minister and the minister of finance quit. They got paid and left the country in shambles. Then they put this proxy. …
The government has turned us against each other imagine a country where the Prime Minister and the minister of finance quit. They got paid and left the country in shambles. Then they put this proxy. Prime Minister in place had an election and somehow he was still the Prime Minister so much for voting.
Identity Attack0.0047357255
Insult0.023221988
Profanity0.015557245
Threat0.006757513
Severe Toxicity0.0010728836
Low Tox 0.051068526 Moderate Con 0.436
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
Thanks to this video I got 20/20 on my Citizenship Test.
Thanks to this video I got 20/20 on my Citizenship Test.
Identity Attack0.011321344
Insult0.013288911
Profanity0.023311393
Threat0.009592636
Severe Toxicity0.0030136108
Low Tox 0.051068526 Moderate Con 0.442
Aug 21, 2025 15 likes Canadian Citizenship Test 2025 – …
I’m not shocked. One of my friends was dating a couple different men from India until they asked for her to marry them, they’d pay her money and divorce after they got their green card. …
I’m not shocked. One of my friends was dating a couple different men from India until they asked for her to marry them, they’d pay her money and divorce after they got their green card. Then said their plan was to go home, get married and bring their actual wife back to Canada.
Identity Attack0.037394293
Insult0.0154929245
Profanity0.0128245065
Threat0.006861079
Severe Toxicity0.0014209747
Low Tox 0.050573748 Moderate Con 0.482
Oct 2, 2025 IRCC Names India in Study …
This video helped me. I got 19 over 20. Thank you so much
This video helped me. I got 19 over 20. Thank you so much
Identity Attack0.011543332
Insult0.013820915
Profanity0.029050145
Threat0.01508414
Severe Toxicity0.004310608
Low Tox 0.049831573 Constructive 0.546
Dec 4, 2025 3 likes Canadian Citizenship Test 2025 – …
girl took her Fathers car DROVE to the bar where the pickers drink beer. GOT MARRIED.
girl took her Fathers car DROVE to the bar where the pickers drink beer. GOT MARRIED.
Identity Attack0.0065486208
Insult0.017292
Profanity0.015386449
Threat0.0075083673
Severe Toxicity0.0018310547
Low Tox 0.049584184 Moderate Con 0.344 Personal_Narrative
Feb 22, 2026 1 likes LILLEY UNLEASHED: The fall of …
Dwi got a different meaning in Brampton (driving well Indian)
Dwi got a different meaning in Brampton (driving well Indian)
Identity Attack0.028886627
Insult0.019225692
Profanity0.018255826
Threat0.0071717775
Severe Toxicity0.0018405914
Low Tox 0.049089402 Moderate Con 0.384 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Why would.. anyone want to go to the US if they've got citizenship or any kind of life in Canada?
Why would.. anyone want to go to the US if they've got citizenship or any kind of life in Canada?
Identity Attack0.03249594
Insult0.014884921
Profanity0.012243799
Threat0.006272047
Severe Toxicity0.0016784668
Low Tox 0.048842013 Low Con 0.23 Question
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
150 days, over 300 applications, I got extra licensing and background checks available, not even a call in 5 months. Our country is actually getting shafted by a 1.4b country sending people to a 33m …
150 days, over 300 applications, I got extra licensing and background checks available, not even a call in 5 months. Our country is actually getting shafted by a 1.4b country sending people to a 33m pop country. We will be India in 20 years.
Identity Attack0.02439919
Insult0.018065477
Profanity0.0128245065
Threat0.008349842
Severe Toxicity0.0015258789
Low Tox 0.04785245 Constructive 0.562
Sep 9, 2025 1 likes Why Canadians Are Turning Against …
I came to Canada legally as refugee in early 90's. At 16, speaking almost no English, I was enrolled in High School and got a job in McDonald's. But even then my clear understanding was …
I came to Canada legally as refugee in early 90's. At 16, speaking almost no English, I was enrolled in High School and got a job in McDonald's. But even then my clear understanding was that the job was temporary. My managers told me the same thing. I went to university and immediately switched up. It is infuriating to see that fast food jobs are careers for middle aged people, gaming the system and my kids won't have the opportunity to experience the very natural and normal experience of getting into the job market
Identity Attack0.01274247
Insult0.023608726
Profanity0.01627459
Threat0.0064727063
Severe Toxicity0.0014781952
Low Tox 0.04760506 Constructive 0.725 Personal_Narrative
Dec 27, 2025 IRCC Names India in Study …
I'm Canadian born and raised. I've been driving since I was 18 years old that's 27 years of driving i got to say the driving is really bad. Some people shouldn't even have their license …
I'm Canadian born and raised. I've been driving since I was 18 years old that's 27 years of driving i got to say the driving is really bad. Some people shouldn't even have their license but yet they do. People don't even know how to share the road. You put your signal on to change lanes and some drivers actually speed up. That's how scary it is to drive.
Identity Attack0.009545447
Insult0.022512967
Profanity0.011816809
Threat0.006485652
Severe Toxicity0.0011777878
Low Tox 0.04735767 Constructive 0.685 Personal_Narrative
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
Thanks a lot for this video, I watched only this video 3 times and took my exam today, Got 20/20 🫶
Thanks a lot for this video, I watched only this video 3 times and took my exam today, Got 20/20 🫶
Identity Attack0.006955597
Insult0.012642908
Profanity0.03239325
Threat0.010913103
Severe Toxicity0.003414154
Low Tox 0.0466155 Constructive 0.565 Meta_Commentary
Jan 6, 2026 2 likes Canadian Citizenship Test 2025 – …
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 …

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.