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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: "You know you messed up …" 18 comments
Dont have balls to cover muslim grooming gangs....in uk or child abuse in Afghanistan.... you are pro islamic...... u are covering a story about legal immigration... i know its over immigration... but lets be honest …
Dont have balls to cover muslim grooming gangs....in uk or child abuse in Afghanistan.... you are pro islamic...... u are covering a story about legal immigration... i know its over immigration... but lets be honest its trudeau who messed it up
Identity Attack0.57150364
Insult0.4962726
Profanity0.33954415
Threat0.05171447
Severe Toxicity0.09649272
Moderate 0.5885171 Low Con 0.279 Identity Attack Policy_Critique
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Its just the uneducated Indians and immigrants who come to Canada that are messing things up, my parents immigrated to Canada from Pakistan, both my parents are from well educated families. When they came to …
Its just the uneducated Indians and immigrants who come to Canada that are messing things up, my parents immigrated to Canada from Pakistan, both my parents are from well educated families. When they came to Canada my dad got a job as a engineer and my moms a house wife, they are well assimilated to the culture of Canada and speak good English, they still practice there religion but don't force it down peoples throats. These are the types of immigrants that Canada needs not uneducated rats who don't know how to respect the people and country that welcomed them in the first place.
Identity Attack0.55044734
Insult0.5678696
Profanity0.2268346
Threat0.015429466
Severe Toxicity0.067522444
Moderate 0.5532103 Constructive 0.657 Identity Attack Insult Personal_Narrative
Feb 3, 2026 2 likes Inside Canada's Indian Invasion...
Wow, we have no idea where these people are, if these students are even in Canada, we don't know who left the country. What the he'll is happening . Who decided it was India that …
Wow, we have no idea where these people are, if these students are even in Canada, we don't know who left the country. What the he'll is happening . Who decided it was India that can send us millions of people and we are going to be ok. Who asked us the citizens, the taxpayers if this os ok with us that they steal our money and take away from our kids the privilege of living in their own houses, when they moved from the parents. The stupid government, mess up too much, is there anyway we can keep them accountable? I want jail time for them. I'm sure I'm not the only one .
Identity Attack0.16159154
Insult0.5739874
Profanity0.24910301
Threat0.011120236
Severe Toxicity0.023076924
Moderate 0.52139956 Constructive 0.522 Insult Fear_Threat
Oct 2, 2025 IRCC Names India in Study …
Ummmm anyone who lives in the GTA knows damn well that these people infest far beyond just Brampton. Travel in the Toronto subway any day in the evening and it's easily 85-90% Indian. Mississauga? A …
Ummmm anyone who lives in the GTA knows damn well that these people infest far beyond just Brampton. Travel in the Toronto subway any day in the evening and it's easily 85-90% Indian. Mississauga? A hot Indian mess. Milton? Same thing. Pickering is getting there quick. Even Oakville is being rapidly invaded by them. It's a literal plague.
Identity Attack0.46028158
Insult0.46173862
Profanity0.35597226
Threat0.016120117
Severe Toxicity0.02491361
Moderate 0.47119883 Constructive 0.547
Sep 24, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
They left their country because they were promised a better life….once they arrive I am wondering if they are told differently. Are they told what to do what to say. Are the well connected immigrants …
They left their country because they were promised a better life….once they arrive I am wondering if they are told differently. Are they told what to do what to say. Are the well connected immigrants getting the jobs? Not all immigrants have jobs. I am sure the ones who don’t have jobs are worried wondering if they should go back to their country even if it means being shamed. Darn if they do darn if they don’t. The Liberal made this mess and they should fix it! If they can’t then they should step aside and let the Conservatives try fixing what’s wrong with our Country! There needs to be a revival in Canada. We need things reformed, re-established. We need new standards in place and bring alignment back to where things have gone off. To the Liberal voters… ”I hope you have realized by now what you have done by voting for the Liberals. It’s up to you now to step out of your safe zone, your cocoon and protest and demand that Mark Carney put aside his stupid idea of net zero policy before he goes further in destroying Canada as we know it.
Identity Attack0.33060804
Insult0.40243408
Profanity0.41081807
Threat0.016292779
Severe Toxicity0.02373986
Moderate 0.43230394 Constructive 0.671
Sep 10, 2025 1 likes Why Canadians Are Turning Against …
The government really messed up. Before Canadians were so accepting of others. Now the majority of people I know hate Indians now. Just had an Indian driver run a red this morning and almost hit …
The government really messed up. Before Canadians were so accepting of others. Now the majority of people I know hate Indians now. Just had an Indian driver run a red this morning and almost hit a mother and child... how do you not get mad and fed up with that?!
Identity Attack0.46028158
Insult0.26957804
Profanity0.075792134
Threat0.26849106
Severe Toxicity0.023076924
Moderate 0.40891263 Constructive 0.609
Sep 23, 2025 Inside Canada's Indian Metropolis (Brampton)
People can say what they want.. but 99% canadians that aren’t activist.. know this is becoming a problem.. and its most unfair to indian canadians and indians that want to make canada their home and …
People can say what they want.. but 99% canadians that aren’t activist.. know this is becoming a problem.. and its most unfair to indian canadians and indians that want to make canada their home and become canadian.. It’s why there is 1000% a massive divide in the mentality.. you can tell indian canadians from those using canada .. and tis really fustrating and its becoming a problem because they are making life for those Canadians to separate themeslves from the leeches and those messing up the area.. You could say the same issues are in the asian diaspora.. but not as much.. so you have to really ask.. why is this being allowed..
Identity Attack0.31307843
Insult0.2817503
Profanity0.072882555
Threat0.008466354
Severe Toxicity0.01159668
Moderate 0.3260917 Constructive 0.616 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Canadians themselves are responsible because a good few of them are running illegal education rackets blessed by their respected governments. Why Indians because Indians want to get out their messy country where jobs are scarce, …
Canadians themselves are responsible because a good few of them are running illegal education rackets blessed by their respected governments. Why Indians because Indians want to get out their messy country where jobs are scarce, lawlessness corruption is extreme on top countries like UK Canada Australia and NZ are making billions out of these so-called students. On top they are getting 19-year-old to 30-year educated healthy young ones to work for them for pittance. Your government knows it very well and they should be blamed for the mess. Wait a few years more
Identity Attack0.34974504
Insult0.24928534
Profanity0.051181246
Threat0.0089712385
Severe Toxicity0.012054443
Moderate 0.32128486 Moderate Con 0.482 Policy_Critique
Oct 2, 2025 1 likes IRCC Names India in Study …
Its almost like the countries they come from are a mess for a reason... if i didnt know better of course.
Its almost like the countries they come from are a mess for a reason... if i didnt know better of course.
Identity Attack0.2816105
Insult0.15911613
Profanity0.075792134
Threat0.007922632
Severe Toxicity0.009422302
Low Tox 0.2854835 Low Con 0.24
Sep 16, 2025 2 likes Why Canadians Are Turning Against …
As a Brampton raised kid, I lived there from 97' till about 2023, I'm caribbean and we have a large indian/muslim/hindu population too on our island. (Trinidad) and the issue with Brampton is: Indian people …
As a Brampton raised kid, I lived there from 97' till about 2023, I'm caribbean and we have a large indian/muslim/hindu population too on our island. (Trinidad) and the issue with Brampton is: Indian people will gladly intergrade, but Canadian borns won't welcome it. Walk with me- I'll use food for an example. Every other grocery store is middle eastern/asian/african in Brampton and its becomes harder finding more western style food. I love international food, I cook it often but if you're used to burgers and pizza and only know how to make spaghetti it feels like a 'take over' These people want what they want and even though all these places are free for you to also enjoy they don't like it cause it's too 'foreign' to them. It doesn't mean there isnt still a No Frills or a Walmart or Metro, but because the african and halal store are closer and more frequent it seems like more of a convenience to others and not to you. When people say we're multi-cultural, they mean 'yeah he's brown or black but he keeps it to himself' They aren't going to go to that Sikh temple giving free food, and only go to the church at the beginning even though they're welcome to both. It's the same for Diwali and other things, white people dont care to be interested in those things, and just wonder why they get to have it at all. I do agree with that indian lady at the beginning though, with lax immigration you come in feeling like you don't need to do anything to assimilate. They're doing themselves a disservice by only helping themselves. I hate stereotypes being perpetuated onto people but like that Pakistani guy said too, you live in a bubble and you don't pay attention to that. You can go days without speaking english to someone. You can't immigrate somewhere and shut out everyone already there. I get you may not feel welcome by the white people like the ones in the beginning and so you dont mess with them, and its easy not to. But there needs to be openness with helping everyone benefit from multi-culturalism and not just some of us. There are issues with immigrants not wanting to go outside their bubble and for canadians not to want to either, It'll be hard to (with the current issues we're facing as a country) to actually blend together more.
Identity Attack0.25140062
Insult0.061101943
Profanity0.02392626
Threat0.008181547
Severe Toxicity0.0060272217
Low Tox 0.1883923 Constructive 0.849
Oct 4, 2025 6 likes Inside Canada's Indian Metropolis (Brampton)
1) Canadian politicians are running a Ponzi scheme - just keep bringing in more foreigners to pay for everybody else they already brought in 2) This immigration game was started after DeGaulle sparked Quebec separatism, …
1) Canadian politicians are running a Ponzi scheme - just keep bringing in more foreigners to pay for everybody else they already brought in 2) This immigration game was started after DeGaulle sparked Quebec separatism, and neither Ottawa nor Washington knew how to deal with this, other than to mass-import lots of foreigners in order to dilute the Anglo-French divide that was quickly turning toxic. Washington was not going to allow a new country to form on its northern frontier, potentially creating a new geopolitical fault line which could be exploited by the Soviet bloc. Therefore all the stops would be pulled out to rearrange the demographics of the suddenly fragile Canada. 3) This immigration game is just a human trafficking operation. Canada itself has been reduced to a human trafficking operation, originally to counter Quebec separatism, and then later the politicians just plain got addicted to importing new voters, rather than solving the problems of existing voters through good governance. 4) We're all up the creek without a paddle. Neither do I have any solutions to the current mess, nor do the people who made this video have any solutions. It's now like the weather - we can complain about it, but can't change it. Maybe Trump can solve it by breaking up Canada and turning pieces of it into new American states. I know - it's blasphemy - but... 5) *_I too am of Indian heritage,_* and have been a Canadian for over half a century.
Identity Attack0.105836816
Insult0.075868964
Profanity0.024062896
Threat0.009644418
Severe Toxicity0.004119873
Low Tox 0.18079062 Constructive 0.573 Unverified_Claim
Oct 2, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
How dare you bring up healthcare, you know how messed up our system already is. As a nurse, and I’m not saying that people do not deserve to come to this country, that is absolutely …
How dare you bring up healthcare, you know how messed up our system already is. As a nurse, and I’m not saying that people do not deserve to come to this country, that is absolutely not what I’m saying. I’m saying that our healthcare system is burdened, how can we take care of other people when we can’t afford to even take care of anybody here at this point. Do you know how many patients I have who have immigrated to Canada and their elite 60s and 70s, can’t speak a word of English and didn’t contribute anything to our economy yet their family members leave them in the hospital because they can’t walk and talk the way they used to, and refuse to take them home.
Identity Attack0.03894114
Insult0.07872037
Profanity0.07385241
Threat0.0074824756
Severe Toxicity0.005340576
Low Tox 0.17631748 Constructive 0.726
Jan 9, 2026 Deportations From Canada at Their …
So glad you did this video. Dude lowkey they are everywhere in canada now. Its like if you are applying for a job and you see the place as indian people your chances of getting …
So glad you did this video. Dude lowkey they are everywhere in canada now. Its like if you are applying for a job and you see the place as indian people your chances of getting a job is almost no chance because they will only hire their own people. Kinda messed up, and definitely think something needs to be done.... Still winter, wouldnt mind seeing some more ice... if you know what i mean eh.
Identity Attack0.11047905
Insult0.04090862
Profanity0.02522431
Threat0.0074436385
Severe Toxicity0.0041770935
Low Tox 0.14950264 Constructive 0.648
Jan 27, 2026 Inside Canada's Indian Invasion...
I heard why the government did the immigrants wrong. I was talking to an uber driver and my pharmacist. They told me the promises of luxury in Canada has and offered for them to live …
I heard why the government did the immigrants wrong. I was talking to an uber driver and my pharmacist. They told me the promises of luxury in Canada has and offered for them to live a better lives. They didn't know after they came here for work and or college/university they become in major debt. They said that they're in a luxury debt and never getting out of debt knowing that they're stuck in Canada and can't be allowed to leave unless they pay off the debts. That's 100 % wrong to do that to people when they know they don't feel welcomed and want to go home. I'm a metis Canadian and I had to leave Ontario to find affordability and miss my home. GOVERNMENT THIS IS YOUR FAULT AND YOU KNOW IT! Let them go home in debt. You made this mess. FIX IT! Including the baby boomers that made the problem started 8 % rate interests to buy houses. That was a mistake that should be bought 1 house and nothing else. I forgot to add something. The uber driver told me that india doesn't know that it's a debt luxury trap that you can't leave unless you pay your debt. He felt alone and found some people and the internet to make himself feel better temporary. TEMPORARY! He hates it here, but he respects Canadians. He feels sorry for the new ones that are coming to become debt trap. It's the same for the pharmacy. She got into college to be a pharmacy and bought the store. She is on low income but doesn't qualify for any supports like benefits to pay off her medical things. The reason she can't because they'll see the pharmacy store is income. Wait what? So she doesn't quilify for benefits because she's making income to pay off her massive loan to do her job. It's not enough to live by as what she told me. She also does misses home, but also traped in luxury debt. This is what I have learned so far. I went through a car accident and coudln't get out of the car. I thought in Brampton, Ontario was the rudest people on the planet, but was saved by the angels of indian people saved me out of the vehicle from the smoke. I still thank you! There is still good people out there and some are stupid people out there. Keep it up because being kind gets you to be positive to others and make things better when the world is fcked right now.
Identity Attack0.060675595
Insult0.03566399
Profanity0.019348921
Threat0.0074824756
Severe Toxicity0.002822876
Low Tox 0.11129999 Constructive 0.816
Sep 10, 2025 2 likes Why Canadians Are Turning Against …
If elections were honest if they were we canadians rooted ones at that queen put my family here in canada after the wars grandfather fought and won both wars to give me what I had …
If elections were honest if they were we canadians rooted ones at that queen put my family here in canada after the wars grandfather fought and won both wars to give me what I had and now immigrants have taken that over government and people today wouldn't exist with out my grandfather . Politions dont know what war is... or how it reflects all candians still today . A lession to all politions get back to work . And have some respect . For people who got uou to where you are today . Far to much time off running with a counrty and a hammer as yhe leader makes me puke every day . Say thank you carney for life u have be ayse of my grandfather. Thanks for staying and being humble and rooted . Your not . Stop giving Canadian money away this is the out come carney and trudeau twisted brothers. made this mess .
Identity Attack0.03636306
Insult0.054962315
Profanity0.017162729
Threat0.0076766624
Severe Toxicity0.0024795532
Low Tox 0.11098998 Constructive 0.639 Identity_Assertion
Aug 27, 2025 Why Canadians Are Turning Against …
The Liberals are pulling the same play book that the UK did, and look at what they are currently experiencing. They know full well that their open door system has caused this mess, and public …
The Liberals are pulling the same play book that the UK did, and look at what they are currently experiencing. They know full well that their open door system has caused this mess, and public safety has to be prioritized over ideology.
Identity Attack0.015958117
Insult0.030265106
Profanity0.012858666
Threat0.006874025
Severe Toxicity0.0013828278
Low Tox 0.07212844 Moderate Con 0.37 Comparative_Framing
Feb 24, 2026 18 likes 'We do know that there's …
I don't know how every day Canadians are expected to fix this mess when our wealthy, well connected ppl can't. Based on the last two elections - voting isn’t going to fix it either when …
I don't know how every day Canadians are expected to fix this mess when our wealthy, well connected ppl can't. Based on the last two elections - voting isn’t going to fix it either when elections are being rigged and infringed upon. I love my Country but I would welcome being the 51 st state right now because I am so discouraged and see no hope or change on the horizon.
Identity Attack0.014551271
Insult0.02567133
Profanity0.01309778
Threat0.0067445673
Severe Toxicity0.0012683868
Low Tox 0.054531995 Constructive 0.658 Policy_Critique
Feb 24, 2026 LILLEY UNLEASHED: The fall of …
I know it’s messed up but hilarious at the same time. History has pattens but we don’t seem to learn from the past and how to get along and share. And I mean globally not …
I know it’s messed up but hilarious at the same time. History has pattens but we don’t seem to learn from the past and how to get along and share. And I mean globally not just here in Canada. Let the fun times continue until we change the system.
Identity Attack0.0040142676
Insult0.012566907
Profanity0.011492296
Threat0.006479179
Severe Toxicity0.0007867813
Low Tox 0.021314176 Constructive 0.511
Aug 25, 2025 2 likes Why Canadians Are Turning Against …

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.