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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: "So how much are they …" 844 comments · Page 28 of 34
In the US in 2025, ICE has deported half a million who are not in the US legally, and an estimated additional 1.5 million have self-deported, in some cases with government financial incentives. So 50k …
In the US in 2025, ICE has deported half a million who are not in the US legally, and an estimated additional 1.5 million have self-deported, in some cases with government financial incentives. So 50k deportations might represent a comparably active effort for Canada, and 18k might be creditable for a Liberal government. But the effort sounds rather bureaucratic, and focused only on rejected refugee applications. I would want to know how many of these "deportations" are entirely on paper -- "your application has been rejected, please let yourself out at your earliest convenience." They spent roughly $5k per deportee, and that would cover air fare if the deportations were done privately, but adjudication costs money, and governments find many ways to make everything much more expensive. Also, if refugee claims can be judged false or inadequate, where are the efforts to determine whether "students" are really students? By the same token, the world is a dangerous place. I figure all those living in any of the many violent inner-city neighborhoods in the US have reason to fear for their lives. Similar facts are true of many millions around the world, and most of them would be rejected by Canadian immigration because they'd be safe if they simply moved to places they can't afford.
Identity Attack0.015455672
Insult0.022255141
Profanity0.014259194
Threat0.0074565844
Severe Toxicity0.0015640259
Low Tox 0.050078966 Constructive 0.685 Policy_Critique
Dec 30, 2025 1 likes Deportations From Canada at Their …
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 – …
Ya mon!!! Too much is too much
Ya mon!!! Too much is too much
Identity Attack0.0045322375
Insult0.018516673
Profanity0.02836696
Threat0.007857903
Severe Toxicity0.0025558472
Low Tox 0.049584184 Moderate Con 0.366
Sep 11, 2025 1 likes Why Canadians Are Turning Against …
Canada’s government needs to check also about issuing the driver license. because i’ve heard that you can pay now to pass the driving test even all this people doesn’t know the rules or even following …
Canada’s government needs to check also about issuing the driver license. because i’ve heard that you can pay now to pass the driving test even all this people doesn’t know the rules or even following all the signs on the road. I’ve never seen so much car accident and too much car on the road. Why it is easy for them now to get a license. We need to remember driving in other country is not the same here. Also even your credit score is bad, even your salary is not good the car company gives you a car easily with hight interest. Thats also need to be check
Identity Attack0.007806548
Insult0.027218282
Profanity0.013131939
Threat0.0071588317
Severe Toxicity0.0016307831
Low Tox 0.049336795 Constructive 0.614 Policy_Critique
Sep 30, 2025 2 likes IRCC Names India in Study …
I don't get how people can afford to go travel to their countries so much. I met a migrant and she goes to Japan 8 times a year.
I don't get how people can afford to go travel to their countries so much. I met a migrant and she goes to Japan 8 times a year.
Identity Attack0.040745795
Insult0.01306091
Profanity0.014771583
Threat0.0066280556
Severe Toxicity0.0014686584
Low Tox 0.049089402 Constructive 0.573
Aug 27, 2025 2 likes Why Canadians Are Turning Against …
One thing also never discussed: because the point system prioritizes specialized labor, almost all immigrants are men. This has led to a massive demographic distortion with somewhere around 56% of people 35 and under in …
One thing also never discussed: because the point system prioritizes specialized labor, almost all immigrants are men. This has led to a massive demographic distortion with somewhere around 56% of people 35 and under in canada being men. This of course makes the birth rate issue much worse and will have future consequences.
Identity Attack0.036878675
Insult0.015644927
Profanity0.010023449
Threat0.006420923
Severe Toxicity0.001115799
Low Tox 0.048594624 Moderate Con 0.44 Unverified_Claim
Jun 17, 2025 2 likes How Canada broke its immigration …
M. Carney's plan is working as intended. We need to keep these expired temporary foreign workers here in Canada, without them, doctors and police officers would be out of work. So keeping them here creates …
M. Carney's plan is working as intended. We need to keep these expired temporary foreign workers here in Canada, without them, doctors and police officers would be out of work. So keeping them here creates more jobs. I don't care how much it costs, we can always raise taxes. On top of that, Lena Diab has great salad recipes..!
Identity Attack0.01766643
Insult0.020321451
Profanity0.012312118
Threat0.0067186756
Severe Toxicity0.0013446808
Low Tox 0.04760506 Constructive 0.837 Unverified_Claim
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
This'll never make it to articles in main papers it's hilarious how much they cover this up instead of covering it🎉
This'll never make it to articles in main papers it's hilarious how much they cover this up instead of covering it🎉
Identity Attack0.004088263
Insult0.017614283
Profanity0.016957775
Threat0.007637825
Severe Toxicity0.0014877319
Low Tox 0.04686289 Low Con 0.197 Unverified_Claim
Sep 30, 2025 IRCC Names India in Study …
The question is, what is being done now to solve this Liberal made crisis? How much lasting damage will it do to Canada? Is it fixable?
The question is, what is being done now to solve this Liberal made crisis? How much lasting damage will it do to Canada? Is it fixable?
Identity Attack0.014249804
Insult0.01961243
Profanity0.010740792
Threat0.008362788
Severe Toxicity0.0014877319
Low Tox 0.04686289 Low Con 0.218 Policy_Critique
Jun 17, 2025 52 likes How Canada broke its immigration …
The problem is, if the immigrants keep coming in, it would change canada so much that it ceases to be a liberal democratic country that values people's rights; it's easy enough for immigrants to "roll …
The problem is, if the immigrants keep coming in, it would change canada so much that it ceases to be a liberal democratic country that values people's rights; it's easy enough for immigrants to "roll back" their beliefs to a previous version, if even one or two charismatic new immigrants start fomenting those beliefs. The very thing could undermine itself, so there should be tighter bordres. The people who've been there since 1979 don't have to leave.
Identity Attack0.028886627
Insult0.016860934
Profanity0.010245483
Threat0.0067186756
Severe Toxicity0.0012588501
Low Tox 0.044636376 Constructive 0.551 Fear_Threat
Sep 27, 2025 Inside Canada's Indian Metropolis (Brampton)
this vedio is so much helpful to prepare the citizenship test I clear my test today
this vedio is so much helpful to prepare the citizenship test I clear my test today
Identity Attack0.011025362
Insult0.012224905
Profanity0.021056883
Threat0.0100069
Severe Toxicity0.0027656555
Low Tox 0.044636376 Constructive 0.527
Sep 19, 2025 4 likes Canadian Citizenship Test 2025 – …
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 – …
So much for secure Borders, Trump, time to do better, always suspect the North!
So much for secure Borders, Trump, time to do better, always suspect the North!
Identity Attack0.01374736
Insult0.01648093
Profanity0.010689554
Threat0.0072106146
Severe Toxicity0.0012874603
Low Tox 0.044141594 Low Con 0.199 Fear_Threat
Feb 7, 2026 Inside Canada's Indian Invasion...
Tyler!!! Come to Thunder Bay!!!! Come and drive hwy 11 and 17 and 11/17. There's so much content and Interviews to do in Canada with everything that's going on!
Tyler!!! Come to Thunder Bay!!!! Come and drive hwy 11 and 17 and 11/17. There's so much content and Interviews to do in Canada with everything that's going on!
Identity Attack0.008953481
Insult0.01465692
Profanity0.012004685
Threat0.01052473
Severe Toxicity0.0022602081
Low Tox 0.044141594 Constructive 0.57 Call_To_Action
Jan 27, 2026 5 likes 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...
I live in Calgary and the north east areas like Saddletowne and Martindale is also pretty much like India.
I live in Calgary and the north east areas like Saddletowne and Martindale is also pretty much like India.
Identity Attack0.03223813
Insult0.015568925
Profanity0.015864678
Threat0.0072753434
Severe Toxicity0.0019454956
Low Tox 0.043646812 Constructive 0.515 Personal_Narrative
Feb 17, 2026 1 likes Inside Canada's Indian Invasion...
Thank you so much for this video I got 19/20 first attempt
Thank you so much for this video I got 19/20 first attempt
Identity Attack0.009471451
Insult0.012832909
Profanity0.028230323
Threat0.012233571
Severe Toxicity0.0038146973
Low Tox 0.043399423 Constructive 0.502
Dec 9, 2025 5 likes Canadian Citizenship Test 2025 – …
The fatigue is too much now. It's going to be brace time soon.
The fatigue is too much now. It's going to be brace time soon.
Identity Attack0.0032188136
Insult0.01625293
Profanity0.014156717
Threat0.00948907
Severe Toxicity0.0013542175
Low Tox 0.04315203 Moderate Con 0.391 Fear_Threat
Aug 25, 2025 20 likes Why Canadians Are Turning Against …
I believe the statements regarding how immigration has changed in Canada. Born in 90s and raised in this country I’ve noticed a change in the type of immigrants. There used to be a much lower …
I believe the statements regarding how immigration has changed in Canada. Born in 90s and raised in this country I’ve noticed a change in the type of immigrants. There used to be a much lower limit and priority for skilled workers, whereas now our liberal policies admitted many unskilled immigrants for low level labour jobs.
Identity Attack0.022590388
Insult0.019096779
Profanity0.009681856
Threat0.0059613483
Severe Toxicity0.00096321106
Low Tox 0.04315203 Constructive 0.71
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
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)
Why the goverment think is illegal immigrant is doing crime in Canada theirs Also citizen doing crime too a lots of illegal immigrant they goes to school Worked o help their family in their country …
Why the goverment think is illegal immigrant is doing crime in Canada theirs Also citizen doing crime too a lots of illegal immigrant they goes to school Worked o help their family in their country They have no time to commit crime they brought in so much refugees in Canada some of them lied just to come Canadian goverment. Dosen looks after their citizen they take from the citizens and give to the refugees that worked here for many years the citizen suffer that’s wrong
Identity Attack0.026105914
Insult0.0055637187
Profanity0.000032565335
Threat0.00047479253
Severe Toxicity0.0000051477014
Low Tox 0.042401526
Apr 14, 2025
Why the goverment think is illegal immigrant is doing crime in Canada theirs Also citizen doing crime too a lots of illegal immigrant they goes to school Worked o help their family in their country …
Why the goverment think is illegal immigrant is doing crime in Canada theirs Also citizen doing crime too a lots of illegal immigrant they goes to school Worked o help their family in their country They have no time to commit crime they brought in so much refugees in Canada some of them lied just to come Canadian goverment. Dosen looks after their citizen they take from the citizens and give to the refugees that worked here for many years the citizen suffer that’s wrong
Identity Attack0.026105914
Insult0.0055637187
Profanity0.000032565335
Threat0.00047479253
Severe Toxicity0.0000051477014
Low Tox 0.042401526
Apr 14, 2025
I just wanna say how much of a legend the guy on the bike is for saying what we are all thinking. 😂😂
I just wanna say how much of a legend the guy on the bike is for saying what we are all thinking. 😂😂
Identity Attack0.0048097214
Insult0.017012933
Profanity0.019485557
Threat0.008272167
Severe Toxicity0.001821518
Low Tox 0.0414203 Constructive 0.522 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Thank you very much for the video I get 17/20 for my test
Thank you very much for the video I get 17/20 for my test
Identity Attack0.008583503
Insult0.012490907
Profanity0.026044132
Threat0.012026439
Severe Toxicity0.0037193298
Low Tox 0.04067813 Moderate Con 0.475 Meta_Commentary
Feb 12, 2026 1 likes Canadian Citizenship Test 2025 – …
It’s sad that they give visas to these people instead of people who deserve them. I think visa regulations and conditions should be much stricter, so only deserving people get them.😢
It’s sad that they give visas to these people instead of people who deserve them. I think visa regulations and conditions should be much stricter, so only deserving people get them.😢
Identity Attack0.011691323
Insult0.01648093
Profanity0.010604155
Threat0.0069905366
Severe Toxicity0.0009965897
Low Tox 0.040430736 Moderate Con 0.446 Policy_Critique
Jan 27, 2026 1 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.