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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: "Now this is a real …" 506 comments · Page 15 of 21
As an Indian myself who has lived for a total of 12 years in the United Arab Emirates (Dubai) and given that almost 80% of the population is made up of expatriates, I have never …
As an Indian myself who has lived for a total of 12 years in the United Arab Emirates (Dubai) and given that almost 80% of the population is made up of expatriates, I have never truly faced such problems. I think the real reason why most are unhappy is because of a lack of discipline amongst the immigrants. Dubai may be more libertarian and tolerant toward other faiths than rest of the GCC nations but they don't tolerate any form of disrespect or indiscipline as they have very strict rules. I believe the locals and the immigrants can get along with each other if they respected each others' way of life.
Identity Attack0.10221587
Insult0.04032305
Profanity0.027547138
Threat0.008414571
Severe Toxicity0.003566742
Low Tox 0.112333365 Constructive 0.842
Oct 13, 2025 Inside Canada's Indian Metropolis (Brampton)
Is she real? She sounds and look AI
Is she real? She sounds and look AI
Identity Attack0.012061302
Insult0.047349896
Profanity0.029596692
Threat0.0074954215
Severe Toxicity0.0032615662
Low Tox 0.112333365 Moderate Con 0.331 Meta_Commentary
Jan 26, 2026 Canada’s new rules in 2026
“Canada was built by immigrants. Unless you are Indigenous, every Canadian’s family came here from somewhere else. Instead of blaming immigrants, we should be addressing the real issues: wages that don’t keep up with the …
“Canada was built by immigrants. Unless you are Indigenous, every Canadian’s family came here from somewhere else. Instead of blaming immigrants, we should be addressing the real issues: wages that don’t keep up with the cost of living, lack of affordable housing, and job exploitation. Many immigrants work hard in low-wage jobs that others don’t want to take. Pointing fingers at each other doesn’t solve the problem—working together for fairness and equality does. We need unity, not division.”
Identity Attack0.08583717
Insult0.04149419
Profanity0.015386449
Threat0.007081157
Severe Toxicity0.0029754639
Low Tox 0.11212669 Constructive 0.72
Aug 26, 2025 2 likes Why Canadians Are Turning Against …
“Canada was built by immigrants. Unless you are Indigenous, every Canadian’s family came here from somewhere else. Instead of blaming immigrants, we should be addressing the real issues: wages that don’t keep up with the …
“Canada was built by immigrants. Unless you are Indigenous, every Canadian’s family came here from somewhere else. Instead of blaming immigrants, we should be addressing the real issues: wages that don’t keep up with the cost of living, lack of affordable housing, and job exploitation. Many immigrants work hard in low-wage jobs that others don’t want to take. Pointing fingers at each other doesn’t solve the problem—working together for fairness and equality does. We need unity, not division.”
Identity Attack0.08583717
Insult0.04149419
Profanity0.015386449
Threat0.007081157
Severe Toxicity0.0029754639
Low Tox 0.11212669 Constructive 0.727
Aug 26, 2025 Why Canadians Are Turning Against …
14:25 The fellow speaking here says the government isn't being honest about how the country is changing. That's simply not true: the goverment has acknowledged the problem, and that immigration has happened too fast. To …
14:25 The fellow speaking here says the government isn't being honest about how the country is changing. That's simply not true: the goverment has acknowledged the problem, and that immigration has happened too fast. To make matters worse, this fellow then makes a dishonest claim himself. The 817,000 arrivals during the first three months of 2025, that he claims is not immigration, but a population bomb. He's not telling you that this figure is not reflective of people seeking to remain in Canada permanently. The figure includes student visas, work permit holders including work permit extensions: many of these people will benefit Canada and then go back to their countries. If you look at the FAR more relevant figures for actual population growth, they show that the population will grow MUCH more slowly in 2025 than it did in 2024. I'm disappointed that the person who made this video did not see fit to provide real context to all this anti-immigrant sentiment. Inflating the problem is dangerous. The economic hurt is real, but throwing into the mix completely misleading figures about how fast the population is growing only serves to weaponize the pain being felt from the economy, against immigrants. We can't have a lucid conversation about the problem and the solutions, if the medium is this non-existent standard for fact-checking. Channel owner, please do better.
Identity Attack0.019274252
Insult0.059061307
Profanity0.017845914
Threat0.0084793
Severe Toxicity0.0024795532
Low Tox 0.11202335 Constructive 0.773 Policy_Critique
Aug 25, 2025 Why Canadians Are Turning Against …
I miss when you did real journalism.
I miss when you did real journalism.
Identity Attack0.0027008436
Insult0.056719027
Profanity0.013166099
Threat0.006479179
Severe Toxicity0.0012302399
Low Tox 0.11202335 Moderate Con 0.441 Meta_Commentary
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
The good news is Justine Trudeau and his liberal politician friends only ate one lobster today in those mansions, the struggle is real.
The good news is Justine Trudeau and his liberal politician friends only ate one lobster today in those mansions, the struggle is real.
Identity Attack0.008398513
Insult0.054962315
Profanity0.014532468
Threat0.008919456
Severe Toxicity0.0021839142
Low Tox 0.11140333 Moderate Con 0.333 Humor_Satire
Aug 26, 2025 Why Canadians Are Turning Against …
India 2.0.. soon to be updated to real India 1.0😂
India 2.0.. soon to be updated to real India 1.0😂
Identity Attack0.08666438
Insult0.03489272
Profanity0.037904397
Threat0.026479885
Severe Toxicity0.009307861
Low Tox 0.11098998 Low Con 0.159 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Now all of Canada knows how all of us Americans who have been screaming this in our country for years feel.. And ya'll were calling us names lol.. Welcome to the real world Canada 😂
Now all of Canada knows how all of us Americans who have been screaming this in our country for years feel.. And ya'll were calling us names lol.. Welcome to the real world Canada 😂
Identity Attack0.03894114
Insult0.039444692
Profanity0.019007329
Threat0.0066668927
Severe Toxicity0.0025939941
Low Tox 0.11088664 Moderate Con 0.444 Comparative_Framing
Aug 29, 2025 1 likes Why Canadians Are Turning Against …
Real dandy but what about: - Lowering cost of housing/rent - Lowering cost of food - Lowering cost of general living lmao
Real dandy but what about: - Lowering cost of housing/rent - Lowering cost of food - Lowering cost of general living lmao
Identity Attack0.0061046463
Insult0.028392024
Profanity0.07514556
Threat0.0074565844
Severe Toxicity0.004501343
Low Tox 0.11088664 Low Con 0.263
Jan 12, 2026 148 likes Canada’s new rules in 2026
I find this quite funny and ironic. Welcome to the real world where nations overlap nations were wars or fight by by immigration where culture is getting shocked like lightning. I have no mercy and …
I find this quite funny and ironic. Welcome to the real world where nations overlap nations were wars or fight by by immigration where culture is getting shocked like lightning. I have no mercy and I don’t feel any remorse for your privilege people they were that were once on the high table now you are on the bottom and this is what happens when the real world comes alive.
Identity Attack0.031464707
Insult0.0350029
Profanity0.014839902
Threat0.007586042
Severe Toxicity0.0020217896
Low Tox 0.11067997 Moderate Con 0.443
Aug 25, 2025 Why Canadians Are Turning Against …
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 …
Why are you all up in Canadas drawers when you could be in Minneapolis doing some real journalism. Bro this was unwatchable.
Why are you all up in Canadas drawers when you could be in Minneapolis doing some real journalism. Bro this was unwatchable.
Identity Attack0.019274252
Insult0.04207976
Profanity0.013302735
Threat0.006757513
Severe Toxicity0.0019741058
Low Tox 0.10566349 Low Con 0.246 Meta_Commentary
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Gotta be careful defending yourself in Canada Tyler. Canadians aren’t allowed to carry weapons of any kind for defence be it mace, knives, batons, brass knuckles and definitely not guns. It’s even illegally to wear …
Gotta be careful defending yourself in Canada Tyler. Canadians aren’t allowed to carry weapons of any kind for defence be it mace, knives, batons, brass knuckles and definitely not guns. It’s even illegally to wear stab proof or bullet proof vests without being law enforcement or security guards while working only. A real shame considering the crime rates in major cities and isolated towns.
Identity Attack0.029660052
Insult0.026702631
Profanity0.013029462
Threat0.030623792
Severe Toxicity0.0032424927
Low Tox 0.10566349 Constructive 0.646 Policy_Critique
Jan 28, 2026 Inside Canada's Indian Invasion...
Canadians need to be trained. Where are the jobs for Canadians. There are no real higher paying jobs available now
Canadians need to be trained. Where are the jobs for Canadians. There are no real higher paying jobs available now
Identity Attack0.0775651
Insult0.026831545
Profanity0.0113385795
Threat0.006770459
Severe Toxicity0.0022125244
Low Tox 0.10522962 Low Con 0.223 Economic_Argument
Jan 20, 2026 Why Canada’s immigration system has …
Yes, they can go back home and 24 Billions Canadian tax payers given to Ukrainians must come back for Canadians to benefit their interests.if not liberals have to return it from their pockets .this is …
Yes, they can go back home and 24 Billions Canadian tax payers given to Ukrainians must come back for Canadians to benefit their interests.if not liberals have to return it from their pockets .this is the real control!
Identity Attack0.037394293
Insult0.03588435
Profanity0.012551232
Threat0.007197669
Severe Toxicity0.0020313263
Low Tox 0.104795754 Moderate Con 0.377 Economic_Argument
Jan 17, 2026 2.9 million Canadian temporary visas …
Venezualian oil will start Flowing soon, Canadian oil can NOT compete. Expect a COLAPSE of econmy as only real source of exports will cloapse . GET OUT now
Venezualian oil will start Flowing soon, Canadian oil can NOT compete. Expect a COLAPSE of econmy as only real source of exports will cloapse . GET OUT now
Identity Attack0.01565665
Insult0.030044744
Profanity0.013576009
Threat0.009877442
Severe Toxicity0.0025558472
Low Tox 0.104795754 Low Con 0.248
Jan 13, 2026 2 likes Canada’s new rules in 2026
Those jobs were viable for years but Canadians didn't want them because their min wage and lousy hours and conditions. Theses people have a real work ethic and they want to succeed . The average …
Those jobs were viable for years but Canadians didn't want them because their min wage and lousy hours and conditions. Theses people have a real work ethic and they want to succeed . The average age in Canada is fifty seven. Who's going to pay for the Canada Pension when weir to old to work? Hope ya don't think the rich is going to help you with no pensions and medical.
Identity Attack0.024600167
Insult0.053791173
Profanity0.012687869
Threat0.0059322207
Severe Toxicity0.0014209747
Low Tox 0.103928015 Constructive 0.602
Aug 25, 2025 Why Canadians Are Turning Against …
He should collect their tears in a jar and sell them online. Real Canadians will pay top dollar for the tears of people who rightfully got the boot from this country.
He should collect their tears in a jar and sell them online. Real Canadians will pay top dollar for the tears of people who rightfully got the boot from this country.
Identity Attack0.039456755
Insult0.029604018
Profanity0.015557245
Threat0.00951496
Severe Toxicity0.0025749207
Low Tox 0.103928015 Low Con 0.281 Humor_Satire
Jan 18, 2026 2.9 million Canadian temporary visas …
Don't worry, guys. The great replacement isn't real. Wikipedia told me so.
Don't worry, guys. The great replacement isn't real. Wikipedia told me so.
Identity Attack0.01374736
Insult0.028281843
Profanity0.03189224
Threat0.009126588
Severe Toxicity0.002155304
Low Tox 0.103928015 Low Con 0.236 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Let's be real, about this nation called Canada where real native canadians were "First Nations, Metis & Inuit" they were the ones as Indigenious people who inhabited canada for thousand of years ago & later …
Let's be real, about this nation called Canada where real native canadians were "First Nations, Metis & Inuit" they were the ones as Indigenious people who inhabited canada for thousand of years ago & later demographic shift could later be seen during 16th century from European colonization where majority of french and british invaded with consistent colonization & took control of the land, these settlers, along with later European immigrants, seized indigenous land, displaced indigenous communities, and brought diseases that decimated native populations. Long story short now, based on 2021 census data shows native canadian population make up to only 5% of total Canadian population whereas the rest remaining are non-indigenous people of Canada at above 90% are foreign invaders from 16th century who came as an opportunist and occupied everything; same as Indian they came took the opportunity by working hard, contributing to the nation yet, you people here crying, complaining & bragging abt these & that abt Indian's bt let's not forget "Europeans" are the ones who did the dirtiest things characterized by forced assimilation, abusive residential school system, and loss of land. Please explain this from a liberal perspective, how was it fair for Indigenous people of Canada?? compared to Indian Standards.
Identity Attack0.0543092
Insult0.03522326
Profanity0.016069634
Threat0.007417747
Severe Toxicity0.0031089783
Low Tox 0.103494145 Constructive 0.683 Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
No for real, this is so hectic & too accurate... It hurts how accurate it is no lie 🥲
No for real, this is so hectic & too accurate... It hurts how accurate it is no lie 🥲
Identity Attack0.0034962974
Insult0.031917825
Profanity0.025907494
Threat0.006699257
Severe Toxicity0.0020503998
Low Tox 0.103060275 Constructive 0.514 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
I was NOT expecting Tyler to come to Canada, I'M ACTUALLY IMPRESSED THEY LET YOU IN!!! The fatigue is BEYOND real.
I was NOT expecting Tyler to come to Canada, I'M ACTUALLY IMPRESSED THEY LET YOU IN!!! The fatigue is BEYOND real.
Identity Attack0.023997234
Insult0.0350029
Profanity0.01442999
Threat0.006822242
Severe Toxicity0.0026130676
Low Tox 0.102626406 Constructive 0.562 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
This is not about immigration itself immigrants have long been a strength for Canada. The real issue is when individuals with criminal backgrounds are allowed to enter and obtain citizenship. Such individuals often fail to …
This is not about immigration itself immigrants have long been a strength for Canada. The real issue is when individuals with criminal backgrounds are allowed to enter and obtain citizenship. Such individuals often fail to integrate into society, instead engaging in criminal activities and exploiting the leniency of local laws.
Identity Attack0.055218685
Insult0.03312982
Profanity0.010604155
Threat0.00713294
Severe Toxicity0.0018024445
Low Tox 0.102626406 Constructive 0.584
Aug 25, 2025 Why Canadians Are Turning Against …
People in the west better wake up real fast.
People in the west better wake up real fast.
Identity Attack0.05794714
Insult0.025929155
Profanity0.021535112
Threat0.008893564
Severe Toxicity0.0031280518
Low Tox 0.102192536 Low Con 0.145 Fear_Threat
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.