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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

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Active: "There was not a need …" 2,035 comments · Page 54 of 82
This is incredible… some flavour needed in Canada. Also don’t blame people or immigrants. It’s like saying Amish folks are doing the same thing or even native First Nations.
This is incredible… some flavour needed in Canada. Also don’t blame people or immigrants. It’s like saying Amish folks are doing the same thing or even native First Nations.
Identity Attack0.099072486
Insult0.027730936
Profanity0.012414595
Threat0.006272047
Severe Toxicity0.00207901
Low Tox 0.11057663 Constructive 0.591
Oct 10, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Canadian immigrant here: are immigration system is broken and needs to be fixed.
Canadian immigrant here: are immigration system is broken and needs to be fixed.
Identity Attack0.08087392
Insult0.02567133
Profanity0.011902207
Threat0.0075083673
Severe Toxicity0.0022506714
Low Tox 0.11057663 Constructive 0.53 Personal_Narrative
Feb 11, 2026 Canada's tighter immigration policy divides …
In Canada, we imported almost 10% of our population is the last five years, the majority of whom came from India. There's no doubt that Indian culture is not the same as Canadian culture, and …
In Canada, we imported almost 10% of our population is the last five years, the majority of whom came from India. There's no doubt that Indian culture is not the same as Canadian culture, and importing such a massive number so quickly means we are far more likely to see those cultures bumping up against each other, rather than giving them a chance to assimilate and blend. Like any good cook, I know if you try to add the eggs too quickly and in too much of a hurry, you get scrambled eggs in weak sauce, not a thick creamy custard. Same principle applies to immigration. We need to give people the time and chance to learn and absorb our culture and values, else we end up with ghettos and a weakened society.
Identity Attack0.07921951
Insult0.034672357
Profanity0.020032106
Threat0.008401625
Severe Toxicity0.0031852722
Low Tox 0.11057663 Constructive 0.775 Policy_Critique
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
We need to speed up the deportation 100,000 per month.
We need to speed up the deportation 100,000 per month.
Identity Attack0.049761772
Insult0.017012933
Profanity0.013131939
Threat0.013528148
Severe Toxicity0.0030899048
Low Tox 0.11057663 Moderate Con 0.35 Call_To_Action
Dec 25, 2025 275 likes Deportations From Canada at Their …
Need to stop Immigration till infrastructure can catch up .Trudeau made a mess with Immigration.
Need to stop Immigration till infrastructure can catch up .Trudeau made a mess with Immigration.
Identity Attack0.038683333
Insult0.033460364
Profanity0.012482914
Threat0.007909686
Severe Toxicity0.0020980835
Low Tox 0.11057663 Low Con 0.251
Jan 5, 2026 1 likes New rules, regulations take effect …
False! Needed to be higher!!!!
False! Needed to be higher!!!!
Identity Attack0.003385304
Insult0.034672357
Profanity0.020851927
Threat0.007883795
Severe Toxicity0.002632141
Low Tox 0.11057663 Moderate Con 0.337 Policy_Critique
Dec 25, 2025 Deportations From Canada at Their …
When you have just one community in one geographic area you have ghettoization. Which brings a fleet of issues good and bad. Most cases in the immigrant experience it’s the next generation that truly settles …
When you have just one community in one geographic area you have ghettoization. Which brings a fleet of issues good and bad. Most cases in the immigrant experience it’s the next generation that truly settles in. I’m a first generation immigrant came when I was 8 years old. Immigrants have it much easier then my parents did when they came. The country needs to grow, in order to grow the economy, you need skilled and unskilled workers, aging population the best way is immigration, it’s simple math.
Identity Attack0.055673428
Insult0.034782536
Profanity0.02167175
Threat0.007909686
Severe Toxicity0.0030326843
Low Tox 0.11057663 Constructive 0.728 Economic_Argument
Oct 4, 2025 Inside Canada's Indian Metropolis (Brampton)
We need English competency tests immigrants (and possibly a French as well). Many immigrants speak broken basic English and have difficulty with even intermediate English skills. If I wanted to move to Italy, I should …
We need English competency tests immigrants (and possibly a French as well). Many immigrants speak broken basic English and have difficulty with even intermediate English skills. If I wanted to move to Italy, I should be able to speak a certain standard of Italian.
Identity Attack0.10221587
Insult0.029273475
Profanity0.014566627
Threat0.0069905366
Severe Toxicity0.0025177002
Low Tox 0.1104733 Constructive 0.582
Aug 27, 2025 1 likes Why Canadians Are Turning Against …
As Canadians we must mobilize . our enemy has many faces, the 1st face of our enemy is known as democracy especially our democracy in Canada, if we remove the people in power we can …
As Canadians we must mobilize . our enemy has many faces, the 1st face of our enemy is known as democracy especially our democracy in Canada, if we remove the people in power we can then fight our 2nd enemy called law enforcement then those of us who are lucky to still be alive can then fight the 3rd face called immigration. This isnt easy and many of us will die but we must do things for the greater good and this war will be long. As European descendants we must always remember the fact that our forefathers never left home soil voluntarily they were kicked out and sent here as so called criminals. They built the country to what it was up until the 1980s then the soft Canadians who only survived thanks to the strong and brave decided wokeness needed to happen and thus here we are today
Identity Attack0.04512853
Insult0.0350029
Profanity0.015386449
Threat0.020782012
Severe Toxicity0.0030899048
Low Tox 0.1104733 Constructive 0.612 Call_To_Action
Jan 27, 2026 Inside Canada's Indian Invasion...
The real problem is not just people, it’s the Canadian immigration system and the loopholes IRCC has left wide open. In Punjab and other parts of India, wealthy families are arranging marriages where a girl …
The real problem is not just people, it’s the Canadian immigration system and the loopholes IRCC has left wide open. In Punjab and other parts of India, wealthy families are arranging marriages where a girl with IELTS comes to Canada, then calls her husband here. Many of these are nothing more than contract marriages, where once the boy arrives, they go their separate ways. This is blatant abuse of the system and has created a wave of people entering Canada without even basic English skills. IRCC needs to wake up and fix this. Students on study or work visas must not be allowed to bring their spouses. If someone wants to come, let them take an English test themselves and prove they’re qualified. Study permits should only be issued for genuine university students, not random private colleges being used as back doors into the country. On top of that, no work permits should be given while on a study visa. Employers who hire students illegally on cash as cheap labour should face strict penalties, heavy fines, and blacklisting. Until these loopholes are closed, Canada’s immigration system will continue to be exploited and lose credibility. IRCC, this is not immigration — this is fraud facilitated by weak laws.
Identity Attack0.05089863
Insult0.045007613
Profanity0.015147334
Threat0.0071070488
Severe Toxicity0.0025558472
Low Tox 0.1104733 Constructive 0.664 Policy_Critique
Oct 4, 2025 IRCC Names India in Study …
We seriously need immigrants coming to Canada. Its great to see that we can be effective getting out the fraudulent claims. Dont complain about the process working.
We seriously need immigrants coming to Canada. Its great to see that we can be effective getting out the fraudulent claims. Dont complain about the process working.
Identity Attack0.06294931
Insult0.029714199
Profanity0.013200258
Threat0.006977591
Severe Toxicity0.0018119812
Low Tox 0.11036996 Constructive 0.612
Dec 28, 2025 Deportations From Canada at Their …
Do not redeem. We need a new crusade
Do not redeem. We need a new crusade
Identity Attack0.01465176
Insult0.018967867
Profanity0.02030538
Threat0.044278983
Severe Toxicity0.004711151
Low Tox 0.11036996 Low Con 0.245 Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Break down from a Canadian who moved to the US. Basically, Indians moved to Brampton because it was a cheaper area, yet close enough to Toronto. Immigrants drove taxi or drove truck usually were paid …
Break down from a Canadian who moved to the US. Basically, Indians moved to Brampton because it was a cheaper area, yet close enough to Toronto. Immigrants drove taxi or drove truck usually were paid in cash, leading to tax evaluation. So they were able to save more... They were able to buy a bigger house for cheaper basically. New immigrants move to Brampton probably cause it easier. They don't need to assimilate as much as they sued to. They can speak their own language, not have to learn another, etc. You can actually see certain immigrant groups take to certain cities for the reasons above. Vaughn is Italian, Etobicoke was multi cultural, now Somalian(last I visited), sauga is Arab, etc The universities are a big scam, and the govt is part of it. They don't care cause they get money.... People create these fake colleges and bring in students. Students have "online" classes and so they don't actually go in . In Canada ur allowed to work 20 hours as a student, but all work more under the table. And yes. As a Punjabi, there is too many Indians. It was too many when I left. Worse now.. don't even like visiting Canada anymore unless I go to Barrie or something.
Identity Attack0.08500996
Insult0.033239998
Profanity0.016342908
Threat0.0069516995
Severe Toxicity0.0026893616
Low Tox 0.11036996 Constructive 0.761 Personal_Narrative
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Booo to Carney. We need the conservatives in
Booo to Carney. We need the conservatives in
Identity Attack0.009693438
Insult0.032799274
Profanity0.070942834
Threat0.013217449
Severe Toxicity0.0042533875
Low Tox 0.1100022 Moderate Con 0.309
Jan 2, 2026 17 likes New rules, regulations take effect …
We need the guy on the bike as our prime minister
We need the guy on the bike as our prime minister
Identity Attack0.005956655
Insult0.04090862
Profanity0.017572641
Threat0.01187109
Severe Toxicity0.0024414062
Low Tox 0.1100022 Low Con 0.251 Call_To_Action
Jan 27, 2026 Inside Canada's Indian Invasion...
Bike guy needs his own YouTube channel! 😂 God Bless 🇨🇦
Bike guy needs his own YouTube channel! 😂 God Bless 🇨🇦
Identity Attack0.023193322
Insult0.032468732
Profanity0.04216301
Threat0.010731863
Severe Toxicity0.004711151
Low Tox 0.1100022 Moderate Con 0.336 Humor_Satire
Jan 28, 2026 Inside Canada's Indian Invasion...
Trump needs to do the same to carney. Canada has fallen.
Trump needs to do the same to carney. Canada has fallen.
Identity Attack0.023193322
Insult0.046764325
Profanity0.0137468055
Threat0.00789674
Severe Toxicity0.0019931793
Low Tox 0.1100022 Low Con 0.139
Jan 5, 2026 New rules, regulations take effect …
I don’t think it’s tight enough, we need to reverse the mass immigration effects by the liberals
I don’t think it’s tight enough, we need to reverse the mass immigration effects by the liberals
Identity Attack0.06158508
Insult0.024124376
Profanity0.01627459
Threat0.009411395
Severe Toxicity0.0027656555
Low Tox 0.10956833 Moderate Con 0.357 Policy_Critique
Feb 13, 2026 1 likes Canada's tighter immigration policy divides …
I can tell you that there is something significant that this country is not addressing: "fake degrees" coming out of India, especially in the field of Health Sciences and Engineering. I'm a recruiter at one …
I can tell you that there is something significant that this country is not addressing: "fake degrees" coming out of India, especially in the field of Health Sciences and Engineering. I'm a recruiter at one of the largest recruiting agencies in Ontario (Toronto), but I've been noticing something unusual about the degrees coming out of India. This is something that the government needs to address. I guarantee you, if they can do a thorough investigation, something may come out, "something not good".
Identity Attack0.061130337
Insult0.039151907
Profanity0.019212283
Threat0.007598988
Severe Toxicity0.0026512146
Low Tox 0.10956833 Constructive 0.743
Nov 7, 2025 IRCC Names India in Study …
Go Michelle. Sad how nobody in the Liberal government is trying to solve this massive problem in advance. Why is it the Conservatives need to hound them? Clearly the Liberals need a babysitter to get …
Go Michelle. Sad how nobody in the Liberal government is trying to solve this massive problem in advance. Why is it the Conservatives need to hound them? Clearly the Liberals need a babysitter to get them to do their jobs
Identity Attack0.018269362
Insult0.04207976
Profanity0.014054239
Threat0.007857903
Severe Toxicity0.0017929077
Low Tox 0.10913446 Low Con 0.205
Sep 30, 2025 IRCC Names India in Study …
And they hate Trump ? He’s cleaning up ….Carney should follow suit….look at what’s happening….need I say it’s not only in BC ?
And they hate Trump ? He’s cleaning up ….Carney should follow suit….look at what’s happening….need I say it’s not only in BC ?
Identity Attack0.008583503
Insult0.03827355
Profanity0.0147374235
Threat0.008013252
Severe Toxicity0.0022220612
Low Tox 0.10913446 Moderate Con 0.382 Comparative_Framing
Feb 19, 2026 Canadian immigration officers investigating hundreds …
Next video, Brits retiring in Spain. Need to see that doc
Next video, Brits retiring in Spain. Need to see that doc
Identity Attack0.060675595
Insult0.023608726
Profanity0.025634222
Threat0.012751401
Severe Toxicity0.0041007996
Low Tox 0.10913446 Low Con 0.269 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Tell those expired visa holders there's no need to worry. Our liberal government has no way of tracking them to remove them. Canada will continue to suffer until the Liberals are out.
Tell those expired visa holders there's no need to worry. Our liberal government has no way of tracking them to remove them. Canada will continue to suffer until the Liberals are out.
Identity Attack0.03223813
Insult0.033019636
Profanity0.012277958
Threat0.017328756
Severe Toxicity0.0025749207
Low Tox 0.10870059 Moderate Con 0.317 Policy_Critique
Feb 9, 2026 3 likes 2.9 million Canadian temporary visas …
Everyone that has come in the last decade needs to get packing.
Everyone that has come in the last decade needs to get packing.
Identity Attack0.026408968
Insult0.026702631
Profanity0.017982552
Threat0.030278467
Severe Toxicity0.0034332275
Low Tox 0.10870059 Low Con 0.204
Dec 23, 2025 21 likes Deportations From Canada at Their …
I love how they tax half our income then act like heroes when they give back a max $420 per person. And I’m sure you need to be near poor line to get that.
I love how they tax half our income then act like heroes when they give back a max $420 per person. And I’m sure you need to be near poor line to get that.
Identity Attack0.0050687063
Insult0.060752302
Profanity0.015454767
Threat0.006375613
Severe Toxicity0.0014209747
Low Tox 0.10870059 Moderate Con 0.406 Policy_Critique
Jan 18, 2026 Canada’s new rules in 2026

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.