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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: "Here for the comments about …" 267 comments · Page 10 of 11
Is there any liberals in the comments?? Curious as the content you choose to watch and then align your political views with. My assumptions is there are none, they are on tiktok..
Is there any liberals in the comments?? Curious as the content you choose to watch and then align your political views with. My assumptions is there are none, they are on tiktok..
Identity Attack0.011617327
Insult0.033901088
Profanity0.025634222
Threat0.0068869707
Severe Toxicity0.0017261505
Low Tox 0.09655223 Moderate Con 0.41 Meta_Commentary
Oct 2, 2025 How Canada broke its immigration …
Thank you all for speaking common sense . I miss Laurie’s comments but I get it .he is nearly as old as me I think ! Trouble is the voting liberals aren’t watching this . …
Thank you all for speaking common sense . I miss Laurie’s comments but I get it .he is nearly as old as me I think ! Trouble is the voting liberals aren’t watching this . On that note the current liberal party is not really liberal and the old voters don’t realize the Conservative Party is much closer to center than the liberals and the liberal left are smart enough to keep them voting . IF A LIBERAL FROM 1960 SHOWED UP IN 2025 HE'D BE CONSIDERED A CONSERVATIVE IF A LIBERAL FROM 2025 SHOWED UP IN 1960 HE'D BE CONSIDERED A DANGEROUS LUNATIC
Identity Attack0.016159095
Insult0.045007613
Profanity0.017162729
Threat0.0070552654
Severe Toxicity0.0020313263
Low Tox 0.09611836 Constructive 0.682 Comparative_Framing
Feb 28, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
I read a story about a guy a few years ago who came from India on a student Visa and planned on staying and therefore wanted to change the Canadian flag. He said he was …
I read a story about a guy a few years ago who came from India on a student Visa and planned on staying and therefore wanted to change the Canadian flag. He said he was appalled and felt as a migrant it was offensive because Canada and by extension its flag was part of the Commonwealth and Britain's imperialist history with India made the Canadian flag offensive. 😳 I probably don't have to tell you what kind of comments he got.
Identity Attack0.060675595
Insult0.027347196
Profanity0.013576009
Threat0.007081157
Severe Toxicity0.0020313263
Low Tox 0.09525062 Constructive 0.74
Aug 25, 2025 22 likes Why Canadians Are Turning Against …
In the dim glow of his rented basement apartment, Marc stared at the latest rent increase notice and whispered to himself, “Why is every square foot in Canada worth more than my future?” He scrolled …
In the dim glow of his rented basement apartment, Marc stared at the latest rent increase notice and whispered to himself, “Why is every square foot in Canada worth more than my future?” He scrolled through forums, government reports, and angry comment threads, zoning laws, all pieces of a puzzle that refused to assemble. Each explanation felt true yet insufficient, like a single brick pretending to be a house; the deeper he dug, the more the reasons multiplied without ever adding up to certainty. By dawn he closed the laptop, still ignorant, still paying, and still murmuring the same unanswerable question into the expensive silence.
Identity Attack0.008028535
Insult0.04852104
Profanity0.016889455
Threat0.007094103
Severe Toxicity0.0019454956
Low Tox 0.09438288 Constructive 0.503 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
Judging by the comments Canadians seem desperate to imitate America's sovietized system... I used to be skeptical about "the myth of progress" but here we are
Judging by the comments Canadians seem desperate to imitate America's sovietized system... I used to be skeptical about "the myth of progress" but here we are
Identity Attack0.04667538
Insult0.02567133
Profanity0.011526455
Threat0.0063626673
Severe Toxicity0.0016880035
Low Tox 0.07687678 Moderate Con 0.451 Comparative_Framing
Feb 18, 2026 Canadian immigration officers investigating hundreds …
Buddy this comment is only for Smart people in the world and I know there are enough. They know what you have been upto lately. I will check back on you 10 years from now. …
Buddy this comment is only for Smart people in the world and I know there are enough. They know what you have been upto lately. I will check back on you 10 years from now. If you need help feel free to contact. 😉🙌
Identity Attack0.0034223017
Insult0.028061481
Profanity0.014498309
Threat0.0089712385
Severe Toxicity0.001821518
Low Tox 0.069754265 Moderate Con 0.492 Advertisement_Spam
Jan 28, 2026 Inside Canada's Indian Invasion...
According to the latest statistics, Between March and October 2017, around 15,000 refugee cases has been claimed on the Canada-US borders, over half of them have been rejected and found not eligible to be referred …
According to the latest statistics, Between March and October 2017, around 15,000 refugee cases has been claimed on the Canada-US borders, over half of them have been rejected and found not eligible to be referred to the Immigration and Refugee Board of Canada (IRB), which is the one to determine whether one is in need of Canada's protection or not. In this period, around 600 Cases were processed by the IRB, and close to 500 were officially accepted. People in the comments are freaking out over these numbers when Canada's economy needs no less than 250K immigrants per year to sustain itself. The system is working fine. Relax.
Identity Attack0.014752249
Insult0.028392024
Profanity0.02973333
Threat0.007094103
Severe Toxicity0.0020503998
Low Tox 0.06500591 Constructive 0.681
Dec 19, 2017 How much do refugees and …
I am concerned about the comments here! Right now we need to welcome people from the US escaping ICE! We need to be humane! I agree that we need to be discerning to risky people, …
I am concerned about the comments here! Right now we need to welcome people from the US escaping ICE! We need to be humane! I agree that we need to be discerning to risky people, and there needs to be limits. But this is an emergency situation! We need to help good people who are at risk and just wanting a better life! How would you like to be in their shoes?? It would be scary! Lets be the safe place to land for these good people!! Even though I am tenth generation Canadian, we are all immigrants except for the First Nations People.
Identity Attack0.024600167
Insult0.024640027
Profanity0.01627459
Threat0.0077025536
Severe Toxicity0.0018310547
Low Tox 0.06104896 Constructive 0.859
Dec 29, 2025 Deportations From Canada at Their …
Please tell me we are getting part 2, it was getting juicy. I commented Tyler for his bravery though,
Please tell me we are getting part 2, it was getting juicy. I commented Tyler for his bravery though,
Identity Attack0.0037552824
Insult0.023608726
Profanity0.027547138
Threat0.007741391
Severe Toxicity0.0018024445
Low Tox 0.058737632 Constructive 0.506 Meta_Commentary
Feb 4, 2026 Inside Canada's Indian Invasion...
I was the lawyer invited to this interview, and after reading some comments celebrating the end of the PEQ, I feel the need to clarify a few things. The people affected by this are not …
I was the lawyer invited to this interview, and after reading some comments celebrating the end of the PEQ, I feel the need to clarify a few things. The people affected by this are not “abusing the system.” this was the program for people that came here legally and are working. To qualify for the PEQ, they had to be working full time, they pay taxes, they speak the language. They’re fixing our roads, keeping hospitals running, welding, machining, doing the jobs most of us take for granted every single day. The hard truth is that Canadians have stopped having enough children, and we simply don’t have enough young people with the skills to fill these roles. Yes, we absolutely should invest more in education and trade programs for our youth — my employer clients are begging young people to become mechanics, welders, skilled workers, often in the regions. Most don’t take those jobs, and even when they do, training takes two to three years. Our industries need people now, or parts of the economy will stall, and that affects all of us as Quebecers and Canadians. These workers are not asking for charity. They are already on the front lines keeping key sectors alive. Ending programs like the PEQ doesn’t punish “illegals” or “free riders”; it punishes people who are already integrated, working, and contributing to the society we all share. Also, all they are asking is for the new rules to not be applied to them retroactively, only for those coming new into the country, otherwise it is rug pulling those already here that played by the rules, and when the government does it to us we don't like, on principle of fairness, whatever you think of the numbers, too high too low, doesn't matters, it is the least we can all get behind as humans.
Identity Attack0.008583503
Insult0.028281843
Profanity0.01893901
Threat0.007197669
Severe Toxicity0.0017166138
Low Tox 0.058737632 Constructive 0.841 Personal_Narrative
Nov 22, 2025 Quebec Ends Economic Immigration Program …
200 comments in 3 mins lol
200 comments in 3 mins lol
Identity Attack0.0045507364
Insult0.018129934
Profanity0.033144772
Threat0.008453408
Severe Toxicity0.003604889
Low Tox 0.054284602 Moderate Con 0.301
Jan 27, 2026 Inside Canada's Indian Invasion...
I’m just here for the comments lol
I’m just here for the comments lol
Identity Attack0.005364689
Insult0.018129934
Profanity0.03189224
Threat0.007793174
Severe Toxicity0.002632141
Low Tox 0.054037213 Moderate Con 0.392 Meta_Commentary
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...
If This Comment Gets 10K Likes, Tyler Should Visit Brampton For A Part 2 (So He Can Investigate The Safety
If This Comment Gets 10K Likes, Tyler Should Visit Brampton For A Part 2 (So He Can Investigate The Safety
Identity Attack0.004402745
Insult0.017485369
Profanity0.017436003
Threat0.009696201
Severe Toxicity0.0021076202
Low Tox 0.049089402 Low Con 0.178 Question
Feb 12, 2026 Inside Canada's Indian Invasion...
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 – …
just one point i’d like to make is the comment you made asking “native canadians” but you spoke to just non-immigrants. there are indigenous people in canada that are actually native to the land. those …
just one point i’d like to make is the comment you made asking “native canadians” but you spoke to just non-immigrants. there are indigenous people in canada that are actually native to the land. those are the native americans.
Identity Attack0.034816213
Insult0.016100928
Profanity0.010638315
Threat0.0058157085
Severe Toxicity0.0011110306
Low Tox 0.044141594 Moderate Con 0.441 Policy_Critique
Jan 29, 2026 Inside Canada's Indian Invasion...
How much did you pay for 7k+ comments?
How much did you pay for 7k+ comments?
Identity Attack0.0019423875
Insult0.018065477
Profanity0.011902207
Threat0.0064727063
Severe Toxicity0.0010681152
Low Tox 0.044141594 Low Con 0.227 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
As you can see in the comments, Canadians are not crying.
As you can see in the comments, Canadians are not crying.
Identity Attack0.019475231
Insult0.015948927
Profanity0.011526455
Threat0.0063432488
Severe Toxicity0.0010681152
Low Tox 0.03734144 Moderate Con 0.303 Meta_Commentary
Jan 1, 2026 Deportations From Canada at Their …
Random, but a comment I saw on a video about Tradeau and Katy Perry being official was: "They are perfect for each, because she thinks she went to space and he thinks he saved Canada." …
Random, but a comment I saw on a video about Tradeau and Katy Perry being official was: "They are perfect for each, because she thinks she went to space and he thinks he saved Canada." 🤣😂
Identity Attack0.003921773
Insult0.018581128
Profanity0.013302735
Threat0.0061814263
Severe Toxicity0.0009918213
Low Tox 0.036634352 Moderate Con 0.5 Humor_Satire
Oct 17, 2025 77 likes Inside Canada's Indian Metropolis (Brampton)
I think my comment could have been deleted so back at it again - great video per usual!
I think my comment could have been deleted so back at it again - great video per usual!
Identity Attack0.004236255
Insult0.012946909
Profanity0.018187506
Threat0.009618527
Severe Toxicity0.0021648407
Low Tox 0.034984488 Constructive 0.514 Meta_Commentary
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
All the comments prove, canada deserves and needs more Bramptons and surreys.
All the comments prove, canada deserves and needs more Bramptons and surreys.
Identity Attack0.009915425
Insult0.01640493
Profanity0.011902207
Threat0.008440462
Severe Toxicity0.0018596649
Low Tox 0.034748793 Moderate Con 0.421 Fear_Threat
Oct 21, 2025 Inside Canada's Indian Metropolis (Brampton)
I have to keep my comments to myself unfortunately
I have to keep my comments to myself unfortunately
Identity Attack0.003884775
Insult0.012414906
Profanity0.017982552
Threat0.007521313
Severe Toxicity0.0012207031
Low Tox 0.034513097 Moderate Con 0.397 Meta_Commentary
Jan 28, 2026 Inside Canada's Indian Invasion...
From the comments it seems that no one actually watched the whole video...
From the comments it seems that no one actually watched the whole video...
Identity Attack0.0030708222
Insult0.011578901
Profanity0.014088398
Threat0.007029374
Severe Toxicity0.00096321106
Low Tox 0.028031485 Low Con 0.218 Meta_Commentary
Sep 21, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Liking and commenting 4 seconds in as a Ontario citizen
Liking and commenting 4 seconds in as a Ontario citizen
Identity Attack0.004994711
Insult0.012832909
Profanity0.010604155
Threat0.0063367756
Severe Toxicity0.0009870529
Low Tox 0.027206551 Moderate Con 0.394 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
I’m here for the comments and they are not disappointing!
I’m here for the comments and they are not disappointing!
Identity Attack0.0032558115
Insult0.011578901
Profanity0.0157622
Threat0.007340072
Severe Toxicity0.0010490417
Low Tox 0.027206551 Moderate Con 0.422 Meta_Commentary
Jan 29, 2026 11 likes 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.