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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: "That's just what we want …" 1,718 comments · Page 55 of 69
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 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 …
A lot of Immigrants move to Canada because a lot of them want to be around YT people 👱🏼👱🏻‍♀️👩🏻‍🦰👩🏼
A lot of Immigrants move to Canada because a lot of them want to be around YT people 👱🏼👱🏻‍♀️👩🏻‍🦰👩🏼
Identity Attack0.07425626
Insult0.025413504
Profanity0.020920247
Threat0.0068028234
Severe Toxicity0.0030326843
Low Tox 0.11036996 Moderate Con 0.304
Jan 15, 2026 2.9 million Canadian temporary visas …
I immigrated to Canada in 2015. I didn't want to work, why?? I didn't want to take a job away from a Canadian who was born here.
I immigrated to Canada in 2015. I didn't want to work, why?? I didn't want to take a job away from a Canadian who was born here.
Identity Attack0.09576365
Insult0.022706337
Profanity0.0138151245
Threat0.006479179
Severe Toxicity0.0025558472
Low Tox 0.11036996 Constructive 0.559 Personal_Narrative
Aug 29, 2025 Why Canadians Are Turning Against …
I want to hear conservatives speak their mind instead of immigration lawyers
I want to hear conservatives speak their mind instead of immigration lawyers
Identity Attack0.053854458
Insult0.027605021
Profanity0.015181494
Threat0.0091524795
Severe Toxicity0.0020599365
Low Tox 0.1100022 Low Con 0.269
Dec 24, 2025 1 likes Deportations From Canada at Their …
If you want Sharia Law go back your home countries. Why did you leave then is a question I would pose to them. Where I live in Canada its not immigrant families, its mostly males …
If you want Sharia Law go back your home countries. Why did you leave then is a question I would pose to them. Where I live in Canada its not immigrant families, its mostly males in the age range of 20-35. Why?
Identity Attack0.09328204
Insult0.024124376
Profanity0.011782649
Threat0.0063238298
Severe Toxicity0.0022220612
Low Tox 0.1100022 Constructive 0.532 Identity_Assertion
Aug 27, 2025 Why Canadians Are Turning Against …
People who said we are from punjab instead of india, are not someone you want in canada.
People who said we are from punjab instead of india, are not someone you want in canada.
Identity Attack0.09245483
Insult0.028171662
Profanity0.013917602
Threat0.006530962
Severe Toxicity0.0024414062
Low Tox 0.10956833 Moderate Con 0.386 Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
Unfortunately, these problems will never end as the voting populous wants liberals in power. The old Canada will never return
Unfortunately, these problems will never end as the voting populous wants liberals in power. The old Canada will never return
Identity Attack0.051580742
Insult0.0350029
Profanity0.011782649
Threat0.007935578
Severe Toxicity0.002040863
Low Tox 0.10913446 Low Con 0.243 Fear_Threat
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
Why did childbirth plummet. My opinion two reasons one online dating / other websites. 2 Casa living is too high and people don't want to bring a child into this Earth
Why did childbirth plummet. My opinion two reasons one online dating / other websites. 2 Casa living is too high and people don't want to bring a child into this Earth
Identity Attack0.012340514
Insult0.021481665
Profanity0.027547138
Threat0.0101363575
Severe Toxicity0.003376007
Low Tox 0.10913446 Moderate Con 0.479
Aug 27, 2025 1 likes Why Canadians Are Turning Against …
I explained this a while ago technically he’s not trafficking people across the boarder it’s a loop hole. He drives you as if a uber would and you illegally cross yourself it’s just a punjab …
I explained this a while ago technically he’s not trafficking people across the boarder it’s a loop hole. He drives you as if a uber would and you illegally cross yourself it’s just a punjab scheme. This is how this has been operating at a large scale for so long. If you want more info feel free to get in touch. They essentially give you guidance on how to do so, orchestrate most of it by setting up a temporary air b&b “the safe house” etc. everything has reasoning behind it where it falls in that grey area. In the end you cross the boarder by yourself they don’t help you cross and all the risk is on you. They delete the chats and point the finger saying “this guy just needed a ride and a place to stay”
Identity Attack0.020882076
Insult0.04383647
Profanity0.03915693
Threat0.009230154
Severe Toxicity0.0036811829
Low Tox 0.10826672 Constructive 0.711
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Early immigrants does not want new immigrants. Canadian population are decreasing so Canada needs more people.
Early immigrants does not want new immigrants. Canadian population are decreasing so Canada needs more people.
Identity Attack0.08087392
Insult0.027476108
Profanity0.010945748
Threat0.0068416605
Severe Toxicity0.0023460388
Low Tox 0.10783285 Low Con 0.214
Oct 3, 2025 Inside Canada's Indian Metropolis (Brampton)
The Liberal Laurentian Elite wants a cast system in Canada and would even prefer to be oligarchs. I think it is time to force Quebec out of Canada.
The Liberal Laurentian Elite wants a cast system in Canada and would even prefer to be oligarchs. I think it is time to force Quebec out of Canada.
Identity Attack0.036620867
Insult0.034672357
Profanity0.012585391
Threat0.01086132
Severe Toxicity0.0024032593
Low Tox 0.10783285 Low Con 0.21 Identity_Assertion
Sep 8, 2025 2 likes Why Canadians Are Turning Against …
TBF most of them are good people, and want a better life. I have no quarrels against that but I think maybe 5 figures a year is lots, not this 800k+. That being said, most …
TBF most of them are good people, and want a better life. I have no quarrels against that but I think maybe 5 figures a year is lots, not this 800k+. That being said, most of them here are relatively upper middle class since its not cheap to emigrate from India.
Identity Attack0.09659086
Insult0.025413504
Profanity0.02973333
Threat0.007598988
Severe Toxicity0.00333786
Low Tox 0.10783285 Constructive 0.668 Economic_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
Very unfortunate. Hearing now that the Canadian government offers PR papers in different languages. Everywhere you go, you hear every language except for English & French. I want to be living in Canada. And not …
Very unfortunate. Hearing now that the Canadian government offers PR papers in different languages. Everywhere you go, you hear every language except for English & French. I want to be living in Canada. And not China, Japan, India, or the Philippines.
Identity Attack0.10221587
Insult0.025800243
Profanity0.011663092
Threat0.0061749537
Severe Toxicity0.002231598
Low Tox 0.10739898 Constructive 0.575
Oct 1, 2025 Inside Canada's Indian Metropolis (Brampton)
Without immigration Canada would fall... Canadians on their own do not have enough children to sustain the numbers to keep our economy stable. That's why the process is supposed to take awhile, have checks and …
Without immigration Canada would fall... Canadians on their own do not have enough children to sustain the numbers to keep our economy stable. That's why the process is supposed to take awhile, have checks and applications, so we are not just bringing in people, we are bringing in a sustainable number of people that will embrace being Canadian. We need to continue that. What we don't need is an influx of people who have not gone through the process, who do not understand they are being giving an opportunity to join us, and who are willing to be Canadian. No one wants to strip people of their history, but if you are leaving your country, you are doing it because you want something better, something different... the only way you get that is if you embrace where you are, not try and change it to what you left.
Identity Attack0.053854458
Insult0.03511308
Profanity0.014088398
Threat0.0079873605
Severe Toxicity0.0030517578
Low Tox 0.10739898 Constructive 0.669
Aug 26, 2025 Why Canadians Are Turning Against …
I want to date a indian woman 😉
I want to date a indian woman 😉
Identity Attack0.073429056
Insult0.02122384
Profanity0.06044999
Threat0.016292779
Severe Toxicity0.005340576
Low Tox 0.10739898 Moderate Con 0.44
Oct 13, 2025 Inside Canada's Indian Metropolis (Brampton)
I feel very sad because, in the end, all immigrants end up paying the price for the bad attitudes of a few. I speak especially from the perspective of Latin American immigrants: we are not …
I feel very sad because, in the end, all immigrants end up paying the price for the bad attitudes of a few. I speak especially from the perspective of Latin American immigrants: we are not the majority in Canada, but we come with the intention of adapting, of including ourselves in the local culture, and of contributing the best we can. Our culture is not so distant — we share religion, family values, and lifestyle — and we arrive with the willingness to integrate, not to impose. Even so, for us the path is extremely difficult: getting permanent residency and, eventually, citizenship is a long, expensive, and complicated process. And we do it, we comply with the rules, we respect, we pay everything. What hurts is seeing that some other groups arrive with a different attitude: instead of integrating, they want to impose their culture, their religion, even their body odors, and if you make a face or express discomfort, they immediately take it as “discrimination.” It is not fair that, for example, my child should stop bringing meat in his lunch just because another child bullies him saying he is “a filthy sinner.” Inclusion should be mutual, an effort on both sides, not a one-sided demand.
Identity Attack0.07425626
Insult0.031917825
Profanity0.015659723
Threat0.007145886
Severe Toxicity0.002155304
Low Tox 0.10696511 Constructive 0.79
Aug 28, 2025 8 likes Why Canadians Are Turning Against …
They dont want to stop the grabe train. I xant prove it but I got the incling that some are financially benefiting from the immigrants, asylum seekers, and refugees.
They dont want to stop the grabe train. I xant prove it but I got the incling that some are financially benefiting from the immigrants, asylum seekers, and refugees.
Identity Attack0.06613251
Insult0.025542418
Profanity0.016103793
Threat0.007145886
Severe Toxicity0.0021362305
Low Tox 0.10653123 Constructive 0.572
Jan 20, 2026 Why Canada’s immigration system has …
I want to say thank you for doing this video and being honest...as a Canadian I'm feeling quite sick know that my daughter probably won't even be able to get a part time job to …
I want to say thank you for doing this video and being honest...as a Canadian I'm feeling quite sick know that my daughter probably won't even be able to get a part time job to save money for school since I can't afford it on my own. So if it's hard to get a job now why keep bringing people here. Obviously we would have enough jobs since there are so many people looking for jobs...sorry it's all boggling my mind.
Identity Attack0.030175667
Insult0.039444692
Profanity0.015557245
Threat0.0063367756
Severe Toxicity0.0018119812
Low Tox 0.10653123 Constructive 0.813 Personal_Narrative
Aug 25, 2025 Why Canadians Are Turning Against …
Please go to Epstein Island again and enter that temple, we really want to!
Please go to Epstein Island again and enter that temple, we really want to!
Identity Attack0.021987455
Insult0.021997316
Profanity0.021535112
Threat0.013702838
Severe Toxicity0.0044822693
Low Tox 0.10653123 Moderate Con 0.424 Unverified_Claim
Feb 9, 2026 Inside Canada's Indian Invasion...
thank you for this video. if you want to come to canada and be a part of canada you are welcome. but if you want to come and turn it into the country you came …
thank you for this video. if you want to come to canada and be a part of canada you are welcome. but if you want to come and turn it into the country you came from you need to go back to that country.
Identity Attack0.056582913
Insult0.026058068
Profanity0.012722028
Threat0.007262398
Severe Toxicity0.002298355
Low Tox 0.10653123 Moderate Con 0.494 Identity_Assertion
Nov 25, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
Corporations wanted cheap labour and the Liberal government gave it to them. This essentially is killing off the middle class, not to mention are own unique Canadian culture and putting heavy strain on the housing/renting …
Corporations wanted cheap labour and the Liberal government gave it to them. This essentially is killing off the middle class, not to mention are own unique Canadian culture and putting heavy strain on the housing/renting markets and social services.
Identity Attack0.029144434
Insult0.027218282
Profanity0.013985921
Threat0.031314444
Severe Toxicity0.0028419495
Low Tox 0.10609736 Moderate Con 0.488
Sep 23, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
When I was a small child, I had planned to go to European and American countries based on my knowledge and good values and not for money because I thought that people with good education …
When I was a small child, I had planned to go to European and American countries based on my knowledge and good values and not for money because I thought that people with good education and rules followed lived there. Now I am 18 and it is very sad to see that people who lack basic manners are going there in exchange of money, yes it is true that you cannot bring knowledge and good values in yourself with money, European people and American people should also think about this and should ask questions to their government that why are they bringing these people to get profit in the vote bank or are they very educated people, but looking at the condition it is not true that Their parents may have also taught them basic manners, many Indians do not have the flexibility to change their habits after seeing the country, but they would have had problems with people coming to their country from outside who did not live in the Indian culture, but if they did not live with outsiders and were forbidden to do that, then that would be racism! One should follow whatever religion one wants but see again it should change with the new environment, even in nature when a species migrates to a new place it follows the rules and practices it uses, it does not mean that its genetics change completely.
Identity Attack0.037136484
Insult0.03511308
Profanity0.027683776
Threat0.007598988
Severe Toxicity0.0028038025
Low Tox 0.10609736 Constructive 0.759 Identity_Assertion
Feb 11, 2026 3 likes Inside Canada's Indian Invasion...
The immigration "system" is functioning EXACTLY the way the Liberals want it to. Start there. END Multiculturalism and Bilingual as official Canadian policies. Quebec is unilingual.
The immigration "system" is functioning EXACTLY the way the Liberals want it to. Start there. END Multiculturalism and Bilingual as official Canadian policies. Quebec is unilingual.
Identity Attack0.06658725
Insult0.028281843
Profanity0.011526455
Threat0.0061037517
Severe Toxicity0.0018596649
Low Tox 0.10566349 Moderate Con 0.309 Policy_Critique
Aug 25, 2025 2 likes Why Canadians Are Turning Against …
I'm not against migrants, I'm against criminals. If a person has come to a country and adheres to the laws and traditions of that country. And if you came to commit a crime, then deportation …
I'm not against migrants, I'm against criminals. If a person has come to a country and adheres to the laws and traditions of that country. And if you came to commit a crime, then deportation is the right decision. That's why I want to say that we are all human beings.
Identity Attack0.06613251
Insult0.022964163
Profanity0.017026093
Threat0.0091524795
Severe Toxicity0.0025558472
Low Tox 0.10522962 Constructive 0.767
Jan 27, 2026 2 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.