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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: "If they are here illegally …" 638 comments · Page 23 of 26
This isn't just Indian-specific, I have seen many African students do the same. Not all, but many of these international students from developing countries are just enrolling on degrees in western countries with no interest …
This isn't just Indian-specific, I have seen many African students do the same. Not all, but many of these international students from developing countries are just enrolling on degrees in western countries with no interest in studying or completing the degree, just to get entry into the country. They then either drop out after registering or first semester and or work illegally and send money back home. Governments focus too much on capping work and other visas paying little attention to the obvious backdoor routes student visas provide.
Identity Attack0.09162762
Insult0.030926194
Profanity0.023516348
Threat0.008103873
Severe Toxicity0.002784729
Low Tox 0.10956833 Constructive 0.601
Oct 19, 2025 IRCC Names India in Study …
Many would stay here illegally
Many would stay here illegally
Identity Attack0.053399716
Insult0.02012808
Profanity0.017094411
Threat0.008311004
Severe Toxicity0.0023269653
Low Tox 0.10913446 Moderate Con 0.336
Jan 15, 2026 1 likes 2.9 million Canadian temporary visas …
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...
How about Rounding up the 32 thousand unvetted illegals they say they lost. And all the rest... can we get any new laws for that.
How about Rounding up the 32 thousand unvetted illegals they say they lost. And all the rest... can we get any new laws for that.
Identity Attack0.05976611
Insult0.029714199
Profanity0.012346277
Threat0.009385503
Severe Toxicity0.002708435
Low Tox 0.10783285 Low Con 0.299
Jan 13, 2026 Canada’s new rules in 2026
Mark my words, many will stay illegally, and the Liberals will create a program so they can normalize their statuses, and give them permanent residency. Then they'll be voting in Canadian elections when they become …
Mark my words, many will stay illegally, and the Liberals will create a program so they can normalize their statuses, and give them permanent residency. Then they'll be voting in Canadian elections when they become Canadian citizens, they is how they take our country from us. This was always their plan.
Identity Attack0.06249457
Insult0.030044744
Profanity0.011782649
Threat0.007301235
Severe Toxicity0.0024604797
Low Tox 0.10783285 Moderate Con 0.34
Jan 15, 2026 2 likes 2.9 million Canadian temporary visas …
On point! He should be back as Minister of IRCC. He understands that people are gaming the system. Canada’s immigration system is being exploited by many international students, temporary workers, illegal immigrants, and even tourist …
On point! He should be back as Minister of IRCC. He understands that people are gaming the system. Canada’s immigration system is being exploited by many international students, temporary workers, illegal immigrants, and even tourist visa holders. IRCC is now granting repeated extensions on tourist visas. Why are they allowing these extensions? What are these individuals expected to do in Canada for years? Many tourist visa holders have been in Canada for several years — not necessarily because they refuse to leave, but because IRCC keeps extending their status. Some of these individuals end up working illegally, taking jobs from Canadian youth and citizens, and adding pressure to the housing market. The increasing numbers of asylum claimants, international students, temporary work permit holders, tourist visa holders, and undocumented individuals are placing strain on Canada and its citizens. IRCC needs to strictly follow the law and enforce regulations. If not, Canada’s immigration system will continue to be exploited, and abusive individuals or even criminals could find it easier to enter the country.
Identity Attack0.036105253
Insult0.043250903
Profanity0.014327513
Threat0.007340072
Severe Toxicity0.0023555756
Low Tox 0.10696511 Constructive 0.818 Policy_Critique
Feb 17, 2026 9 likes LILLEY UNLEASHED: The fall of …
What a small amount. But its good. In the 🇬🇧 UK if a illegal imigratants marry a local citizen and has a baby. The baby does not get to be a citizen of the UK. …
What a small amount. But its good. In the 🇬🇧 UK if a illegal imigratants marry a local citizen and has a baby. The baby does not get to be a citizen of the UK. Canada should be more strict
Identity Attack0.08252834
Insult0.026315894
Profanity0.012141321
Threat0.0074048014
Severe Toxicity0.0022029877
Low Tox 0.10653123 Constructive 0.518 Policy_Critique
Dec 25, 2025 3 likes Deportations From Canada at Their …
Came here as a student not surprisingly and he’s probably here illegally on a expired student visa 🤦‍♂️
Came here as a student not surprisingly and he’s probably here illegally on a expired student visa 🤦‍♂️
Identity Attack0.034300596
Insult0.031256735
Profanity0.015728042
Threat0.0062137907
Severe Toxicity0.002117157
Low Tox 0.10566349 Low Con 0.232 Unverified_Claim
Oct 14, 2025 Inside Canada's Indian Metropolis (Brampton)
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...
Immigration has skyrocketed the cost of living. Our young canadians cant find jobs because lots of illegal and temporary immigrants work laws have changed and allow them to work.
Immigration has skyrocketed the cost of living. Our young canadians cant find jobs because lots of illegal and temporary immigrants work laws have changed and allow them to work.
Identity Attack0.06658725
Insult0.028171662
Profanity0.011492296
Threat0.006194372
Severe Toxicity0.0019931793
Low Tox 0.10522962 Constructive 0.513
Aug 25, 2025 Why Canadians Are Turning Against …
I remember the Boat people in the late 70's and 80s and how they were grateful and how they blended with us. This kind of immigration, illegal or not, is different and causing trouble.
I remember the Boat people in the late 70's and 80s and how they were grateful and how they blended with us. This kind of immigration, illegal or not, is different and causing trouble.
Identity Attack0.06294931
Insult0.029493837
Profanity0.011236101
Threat0.00666042
Severe Toxicity0.0018882751
Low Tox 0.103928015 Constructive 0.779 Personal_Narrative
Aug 26, 2025 1 likes Why Canadians Are Turning Against …
I welcome diversity in Canada but people here illegally and breaking laws (usually against their own community) should be removed from Canada in an expedited fashion. Special courts and changes to the law may be …
I welcome diversity in Canada but people here illegally and breaking laws (usually against their own community) should be removed from Canada in an expedited fashion. Special courts and changes to the law may be necessary to expedite removals.
Identity Attack0.048480038
Insult0.02618698
Profanity0.011099464
Threat0.025271246
Severe Toxicity0.0031280518
Low Tox 0.103494145 Constructive 0.656 Policy_Critique
Feb 20, 2026 Canadian immigration officers investigating hundreds …
Bro go all the way and actually try crossing illegally n document it if possible. That would be awesome
Bro go all the way and actually try crossing illegally n document it if possible. That would be awesome
Identity Attack0.022791367
Insult0.021610579
Profanity0.014156717
Threat0.00951496
Severe Toxicity0.00289917
Low Tox 0.102626406 Moderate Con 0.414 Call_To_Action
Jan 27, 2026 Inside Canada's Indian Invasion...
This isnt about getting more votes. Follow the money. Someone is paying themselves huge $$$ overseeing billions that are handed out to illegals. Seems illegals have more rights than our vets or ave citizen. If …
This isnt about getting more votes. Follow the money. Someone is paying themselves huge $$$ overseeing billions that are handed out to illegals. Seems illegals have more rights than our vets or ave citizen. If your middle class and loose your job the govt wants to cut you off, but can give free medical, housing, food, clothing, schooling, training. As a citizen you cant get that. Your taxes will be raised and raised to pay for more of this.
Identity Attack0.06613251
Insult0.028061481
Profanity0.011594773
Threat0.0077672824
Severe Toxicity0.0024986267
Low Tox 0.102192536 Constructive 0.515
Jul 12, 2019 How much do refugees and …
Canada should be the last country to be experiencing a migrant crisis considering its next to impossible to illegally immigrate there and most people are aiming to get to the USA instead. They were very …
Canada should be the last country to be experiencing a migrant crisis considering its next to impossible to illegally immigrate there and most people are aiming to get to the USA instead. They were very selective in taking in Syrian refugees in 2015 and they were the only country in the Americas to not be impacted by The Venezuelan crisis. The govt brought this on themselves lol
Identity Attack0.053854458
Insult0.028612386
Profanity0.016889455
Threat0.007624879
Severe Toxicity0.0020885468
Low Tox 0.10175867 Moderate Con 0.438 Policy_Critique
Feb 5, 2026 Inside Canada's Indian Invasion...
Some of the street cops don't take the initiative but some of them take the extra step to bring it up the chain when they find criminals living here illegally. I know from experience as …
Some of the street cops don't take the initiative but some of them take the extra step to bring it up the chain when they find criminals living here illegally. I know from experience as my ex was abusive and a cop took the time to start the process and my ex got deported
Identity Attack0.025806036
Insult0.032138187
Profanity0.01764096
Threat0.01086132
Severe Toxicity0.0020885468
Low Tox 0.10175867 Constructive 0.833 Personal_Narrative
Feb 19, 2026 Canadian immigration officers investigating hundreds …
The strategy of corporations exploiting illegal labour practices are never going to go away since it encourages cheap labour without any benefits is a huge leverage for the companies and the government and of course …
The strategy of corporations exploiting illegal labour practices are never going to go away since it encourages cheap labour without any benefits is a huge leverage for the companies and the government and of course the last but not the least steps like these are not solutions for the unemployed local workers but a huge excuse for the so called organisations to open a huge black market for the illegals even more with higher rates of shipping the possible jobs abroad
Identity Attack0.06294931
Insult0.029163294
Profanity0.013985921
Threat0.0071070488
Severe Toxicity0.0021076202
Low Tox 0.10089093 Moderate Con 0.433 Economic_Argument
Feb 12, 2026 2 likes Canada's tighter immigration policy divides …
Canada needs to start enforcing on a mass scale. They’re complaining how much it cost to deport illegals but it’s way cheaper than all the social and welfare services they get if they remain here
Canada needs to start enforcing on a mass scale. They’re complaining how much it cost to deport illegals but it’s way cheaper than all the social and welfare services they get if they remain here
Identity Attack0.06613251
Insult0.024897853
Profanity0.010979908
Threat0.009437286
Severe Toxicity0.0025749207
Low Tox 0.10045706 Moderate Con 0.306 Economic_Argument
Dec 24, 2025 4 likes Deportations From Canada at Their …
Cut off all their uses of resources in the country and them from jobs ban them from housing ban them from resources make it illegal for everything that they do and make any jobs. They …
Cut off all their uses of resources in the country and them from jobs ban them from housing ban them from resources make it illegal for everything that they do and make any jobs. They seek illegal to hire them and make the owners of the business responsible.
Identity Attack0.018269362
Insult0.026831545
Profanity0.012585391
Threat0.013424582
Severe Toxicity0.0026893616
Low Tox 0.09915545 Low Con 0.283
Sep 29, 2025 IRCC Names India in Study …
As an Indian I am shocked too! Unchecked immigration? How is the mass immigration helping Canada? These illegal colleges created just for immigration, these are open secrets, why these are not tackled? Being in the …
As an Indian I am shocked too! Unchecked immigration? How is the mass immigration helping Canada? These illegal colleges created just for immigration, these are open secrets, why these are not tackled? Being in the tech industry I thought I could get PR relatively easily. But everyday I am seeing stories about people moving to western countries, beating the system, not paying taxes - how does that even work?
Identity Attack0.05976611
Insult0.02567133
Profanity0.01579636
Threat0.0069387536
Severe Toxicity0.002002716
Low Tox 0.09655223 Constructive 0.658 Policy_Critique
Oct 14, 2025 Inside Canada's Indian Metropolis (Brampton)
Why isn't CBC and CTV covering the uprising in Europe over illegal immigration. Liberal propaganda machine doesn't want liberal voters seeing what We Europe has become. Coming to Canada soon enough.
Why isn't CBC and CTV covering the uprising in Europe over illegal immigration. Liberal propaganda machine doesn't want liberal voters seeing what We Europe has become. Coming to Canada soon enough.
Identity Attack0.039714564
Insult0.026960457
Profanity0.011543535
Threat0.0077284453
Severe Toxicity0.0019359589
Low Tox 0.09112182 Low Con 0.261
Sep 8, 2025 1 likes Why Canadians Are Turning Against …
If you over stay your visit or here illegally then you need to leave no matter the country you are currently in
If you over stay your visit or here illegally then you need to leave no matter the country you are currently in
Identity Attack0.03249594
Insult0.01929015
Profanity0.014225035
Threat0.00823333
Severe Toxicity0.0019836426
Low Tox 0.08953904 Moderate Con 0.309 Moral_Argument
Jan 1, 2026 Deportations From Canada at Their …
Just an FYI here, lived worked my entire adult life in Canada, 62 now and don't have a doctor, can't retire anytime soon, but my illegal immigrant neighbours get 80 thousand dollars per year and …
Just an FYI here, lived worked my entire adult life in Canada, 62 now and don't have a doctor, can't retire anytime soon, but my illegal immigrant neighbours get 80 thousand dollars per year and free EVERYTHING! I made 30 thousand working and paying for them...GAWD help us all that have put our entire lives into paying for other people and countries well being, maybe one day Canada will put me first and make sure I can afford to eat in this country
Identity Attack0.058401883
Insult0.024640027
Profanity0.012004685
Threat0.0060066585
Severe Toxicity0.0021076202
Low Tox 0.08953904 Constructive 0.716 Personal_Narrative
Feb 27, 2026 20 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
If you are here illegally or have expired paperwork, then you need to leave. The authorities need to find and deport those who are here illegally.
If you are here illegally or have expired paperwork, then you need to leave. The authorities need to find and deport those who are here illegally.
Identity Attack0.038683333
Insult0.0198058
Profanity0.012380436
Threat0.011767523
Severe Toxicity0.0019073486
Low Tox 0.08874765 Moderate Con 0.376 Policy_Critique
Sep 28, 2025 371 likes IRCC Names India in Study …
Careful admitting you have a knife for self defence in Canada, it's illegal.
Careful admitting you have a knife for self defence in Canada, it's illegal.
Identity Attack0.019073274
Insult0.018967867
Profanity0.011577694
Threat0.042985857
Severe Toxicity0.0031089783
Low Tox 0.08874765 Low Con 0.229 Policy_Critique
Jan 28, 2026 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.