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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: "Canadian here, you guys have …" 158 comments · Page 5 of 7
As a Canadian it is hilarious to see how hunched over Tyler is in the cold that I am so used to lol. I want to know what job the racist guy on the bike …
As a Canadian it is hilarious to see how hunched over Tyler is in the cold that I am so used to lol. I want to know what job the racist guy on the bike has that allows him so much freedom of speech. As far as I know most places will fire you if they find out you said that stuff on the internet. We have no real freedom of speech in Canada, less so after Trudy. He must be self employed or unemployed or doing something shady under the table that allows him more freedom than other Canadians.
Identity Attack0.105256535
Insult0.20434737
Profanity0.019690514
Threat0.00933372
Severe Toxicity0.005836487
Low Tox 0.2553839 Constructive 0.567 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
I love Punjabi people, they are high class and they surprise me when they tell me they were farmers before coming to canada because I don't get that rugged vibe from them. That guy at …
I love Punjabi people, they are high class and they surprise me when they tell me they were farmers before coming to canada because I don't get that rugged vibe from them. That guy at 2:50 was purhaps the most honest 'white' guy you will meet. The fact is Indians didn't take over, the upper class just decided to move north to Bolton or more west to the Halton area. Over time enough Indians replaced them to basically take over important roles like police officers and political positions. Eventually just like East Asians have Markham and parts of Scarborough, the south Asians had a high enough population for Brampton to be considered their home turf. Eventually though it was the student visas that drove Canadians crazy. Millions of students in record time and I believe there was an additional 4 million who came on temporary work visas during covid, eventually Canadians got annoyed. Personally I don't see any problem with it as long as we keep building apartments and homes for the new immigrants to rent and live it doesn't bother me. I would like to see three times more immigration especially from Europe as this country is super underpopulated and we need people to open factories and build companies that will strengthen Canada as a whole and employ our own not just send money back to their countries. So its not an invasion we just need come to a place of understanding and learn to work together. I will finish with the one negative; there truly is a massive lack of assimilation and this may prove to be more of a problem than we realize but I won't go into it. Stay strong my Punjabi friends 👳🏿
Identity Attack0.293411
Insult0.123407245
Profanity0.06596114
Threat0.012285355
Severe Toxicity0.009613037
Low Tox 0.25462922 Constructive 0.875 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
Most have become a burden on the average Canadian tax payers. The 1 guy India was better but yet they come here lmfao
Most have become a burden on the average Canadian tax payers. The 1 guy India was better but yet they come here lmfao
Identity Attack0.18546575
Insult0.12702756
Profanity0.07191269
Threat0.008893564
Severe Toxicity0.008125305
Low Tox 0.25462922 Low Con 0.265 Economic_Argument
Sep 28, 2025 Inside Canada's Indian Metropolis (Brampton)
Canadian that spent 16 years in Japan. I went as an individual. I stayed as an individual. Married a Japanese. Came back to Canada for a pension and can't wait to leave. I were in …
Canadian that spent 16 years in Japan. I went as an individual. I stayed as an individual. Married a Japanese. Came back to Canada for a pension and can't wait to leave. I were in Japan and if I saw a group of Canadians arrive expecting Japan to change for them, I would have been severely pissed off with them. Every other country and normal immigrant that came as an individual or individual family probably thinks the same way I do. No one in any country likes to see "Mass Immigration" and even Japan these days are looking at an influx of half a million Indians and who knows how many more Africans. This will change Japan and they'll turn a good culture into their shitty culture and I'm not happy with that. I liked being one of few. Yes I had American, Canadian, Australian, Kiwi and British friends as well as Japanese friends. But we were all individuals that adopted the way of living in Japan into our everyday lives. If I go back, I don't want to be in india. It'd be like living in Brampton. What pisses me most is the attitude of that muslim guy. Yes you are out breeding us but not all majorities rule. In Malaysia, Malays rule despite being the smaller population. They have more Chinese and Indians there but they have to live under the rule of the native Malays. So you will have to do the same in Canada despite if your population is larger. You adapt to this country. The country doesn't convert to accomodate you. Individuals are key. Groups are the bane of all countries.
Identity Attack0.1769227
Insult0.16766082
Profanity0.16403814
Threat0.009048914
Severe Toxicity0.010528564
Low Tox 0.25462922 Constructive 0.767 Personal_Narrative
Sep 27, 2025 1 likes Why Canadians Are Turning Against …
0:36 That guy is saying that ....they sell and buy among themselves..... The fact is that they eat rice and lentils with spices kind of food ...so obviously they will buy that stuff from those …
0:36 That guy is saying that ....they sell and buy among themselves..... The fact is that they eat rice and lentils with spices kind of food ...so obviously they will buy that stuff from those people who sell it. The Canadian white people should focus on doing South Asian business and stuff rather than complaining.
Identity Attack0.28034934
Insult0.07491849
Profanity0.025907494
Threat0.0074306927
Severe Toxicity0.0051879883
Low Tox 0.25462922 Constructive 0.533 Identity_Assertion
Oct 21, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Canada has lost itself allowing all this mass immigration to happen. I can assure you that there are millions of expired visas and fraudulent visas that the government claims to be checking on...but canadians know …
Canada has lost itself allowing all this mass immigration to happen. I can assure you that there are millions of expired visas and fraudulent visas that the government claims to be checking on...but canadians know that's a lie. So many don't want to learn english, assimilate to Canadian cultures and their entitlement is next level. They think they are above the law. If they love their culture so much and don't want to change...don't come to a better country like Canada just to make our country shit. The first guy speaking truth, even knows it's too much and out of control. And I can assure you all these so called doctors and engineers and so forth aren't the majority of immigrants coming in - being an amazon driver, working at Tim's or a gas station isn't a special skill set. And the smuggler guy - yeah those are exactly the type of people we want in our countries...they are shady, dangerous and break law as like it's a proper day job.
Identity Attack0.1808059
Insult0.1469393
Profanity0.02030538
Threat0.008013252
Severe Toxicity0.0063323975
Low Tox 0.2412222 Constructive 0.593 Policy_Critique
Jan 28, 2026 Inside Canada's Indian Invasion...
As an Indian living in India with no plans to leave my motherland , let me tell you these guys from Punjab claiming they were suppressed in India are running an immigration scam . Claiming …
As an Indian living in India with no plans to leave my motherland , let me tell you these guys from Punjab claiming they were suppressed in India are running an immigration scam . Claiming asylum on the grounds of political persecution as soon as their boat lands on Canadian shores .
Identity Attack0.22783615
Insult0.08831572
Profanity0.01893901
Threat0.00951496
Severe Toxicity0.0050735474
Low Tox 0.23523538 Constructive 0.534 Personal_Narrative
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Cross country strike until they step down . Don't be confused Sheer., you guys need to be way more conservative, we've had enough. You all voted for destructive policies. Why aren't you filing court challenges? …
Cross country strike until they step down . Don't be confused Sheer., you guys need to be way more conservative, we've had enough. You all voted for destructive policies. Why aren't you filing court challenges? Why aren't you talking about the bioweapon injections?? Did you make money on pcr's? PPs wifey too? Both sides have been compromised for decades. CSIS Report. China, India. Canadians never wanted immigration from any of these 3rd world countries. This is treason.
Identity Attack0.089973204
Insult0.1342682
Profanity0.017777596
Threat0.012751401
Severe Toxicity0.0051116943
Low Tox 0.2330714 Moderate Con 0.346 Call_To_Action
Feb 18, 2026 2 likes LILLEY UNLEASHED: The fall of …
Bruh it's so bad here you don't have to worry about losing your job for being called racist, the Indians have all the jobs. Young Canadians are applying for 500+ jobs to not get a …
Bruh it's so bad here you don't have to worry about losing your job for being called racist, the Indians have all the jobs. Young Canadians are applying for 500+ jobs to not get a call back or an interview. Also that lady who didn't want to be interviewed and the guy on the bike were based. Our Goverment has been pumping them into the country for 10 years without requiring them to speak English or french. Lastly before anyone attacks the man on the bike, check science...
Identity Attack0.16373143
Insult0.07967083
Profanity0.018392462
Threat0.009385503
Severe Toxicity0.0048446655
Low Tox 0.2028889 Constructive 0.68 Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Bro I'm Punjabi and I'm born in Brampton. Many people in my generation are integrated and we do more "Canadian" things that "Punjabi" things. People scapegoat Brampton and immigrants for the government failing to build …
Bro I'm Punjabi and I'm born in Brampton. Many people in my generation are integrated and we do more "Canadian" things that "Punjabi" things. People scapegoat Brampton and immigrants for the government failing to build and honour housing or infrastructure for the last 30 years. Of course there needs to be reforms on immigration but for the everyday person It’s way easier to blame a random brown guy for high rent than to admit the system is, and has been, broken by design. People have been moving, trading, and mixing for thousands of years.
Identity Attack0.21668483
Insult0.076819435
Profanity0.036401358
Threat0.009074804
Severe Toxicity0.005569458
Low Tox 0.2028889 Constructive 0.804
Jan 27, 2026 Inside Canada's Indian Invasion...
Im from Quebec and I don't know what makes the white guy Canadian? how is he different from an American?
Im from Quebec and I don't know what makes the white guy Canadian? how is he different from an American?
Identity Attack0.26325142
Insult0.04969218
Profanity0.023789622
Threat0.0069646453
Severe Toxicity0.0050354004
Low Tox 0.20219094 Moderate Con 0.453 Question
Feb 24, 2026 Inside Canada's Indian Invasion...
Canadian secret service are no joke (CSIS) why are they allowing this to go down? They could easily track down these guys ruining our country.
Canadian secret service are no joke (CSIS) why are they allowing this to go down? They could easily track down these guys ruining our country.
Identity Attack0.033784978
Insult0.11797678
Profanity0.017162729
Threat0.012803185
Severe Toxicity0.0034332275
Low Tox 0.20172562 Low Con 0.224
Jan 27, 2026 Inside Canada's Indian Invasion...
As an Indian who's living in india never went to Canada even once this should be the responsibility of the government don't promote mass immigration govt should take a stand against these people if they …
As an Indian who's living in india never went to Canada even once this should be the responsibility of the government don't promote mass immigration govt should take a stand against these people if they are not paying taxes not working properly not following rules etc it's your govt and Canadian people's responsibility but in the recent Times I've never seen the worst canadian govt till date its really bad you guys should do something about your govt they are not in good trade relations with anyone around the world recent example usa
Identity Attack0.10221587
Insult0.107333586
Profanity0.029460056
Threat0.008686432
Severe Toxicity0.005493164
Low Tox 0.20102765 Constructive 0.595 Policy_Critique
Oct 25, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Seeing these videos as a Canadian is always very weird. "Guys, I went to Brampton and everyone was Indian!" guys, I went to the Apple store and all they had was Apple products
Seeing these videos as a Canadian is always very weird. "Guys, I went to Brampton and everyone was Indian!" guys, I went to the Apple store and all they had was Apple products
Identity Attack0.22261032
Insult0.05027775
Profanity0.034146797
Threat0.006576272
Severe Toxicity0.005455017
Low Tox 0.19694418 Moderate Con 0.43
Oct 30, 2025 3 likes Inside Canada's Indian Metropolis (Brampton)
The guy that has a proper Canadian accent but is Asian knows what he’s talking about, proper informed
The guy that has a proper Canadian accent but is Asian knows what he’s talking about, proper informed
Identity Attack0.21866
Insult0.05964688
Profanity0.02167175
Threat0.0064597605
Severe Toxicity0.0042533875
Low Tox 0.19219314 Moderate Con 0.364 Identity_Assertion
Feb 7, 2026 Inside Canada's Indian Invasion...
Canadians are too nice to tell the truth... you're wasting your time asking them LOL Bike guy kept it real though! A rarity
Canadians are too nice to tell the truth... you're wasting your time asking them LOL Bike guy kept it real though! A rarity
Identity Attack0.10221587
Insult0.0808917
Profanity0.020100424
Threat0.0065827454
Severe Toxicity0.0038146973
Low Tox 0.1893425 Moderate Con 0.433 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
5:27 The bike guy is going after everybody, the Canadian Trump
5:27 The bike guy is going after everybody, the Canadian Trump
Identity Attack0.060675595
Insult0.07460167
Profanity0.023652986
Threat0.012751401
Severe Toxicity0.0049591064
Low Tox 0.1893425 Low Con 0.184 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
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)
This is the most biased Canadian propaganda I've ever heard. I was standing in line at city hall in Calgary (paying my past due power bill which I can barely afford, even though I make …
This is the most biased Canadian propaganda I've ever heard. I was standing in line at city hall in Calgary (paying my past due power bill which I can barely afford, even though I make 40k a year.) and watched a flood of immigrants in front of me claiming their 100% free bus passes. Apparently, you need an authorisation letter from welfare to claim your free bus pass, yet, none of them seemed to have documentation that matched their id. One guy picked up six free bus passes with a stack of letters that didn't match his name, or, even surname, at all. The cashiers seemed like they had just given up and handed over the bus passes saying, "next time make sure the person named in the letter is here to pick it up in their free pass person." <sigh>
Identity Attack0.10221587
Insult0.07998765
Profanity0.019280603
Threat0.00756015
Severe Toxicity0.004043579
Low Tox 0.18269104 Constructive 0.613
Oct 13, 2018 How much do refugees and …
As someone who comes from latin-america and has been travelling and touristing in Canada for the last 10 + years, and finally decided to take the step to immigrate to Canada through the front door, …
As someone who comes from latin-america and has been travelling and touristing in Canada for the last 10 + years, and finally decided to take the step to immigrate to Canada through the front door, I can safely say you guys are losing your amazing country. My permit was not approved and you know what, I am not even mad. I see a lot of these people leeching off your government and for some reason they get preferential treatment over people like me who come to do things honestly, work, study, and adding to the country instead leeching from it. Like I said, I first came to Canada a little over 10 years ago, and I am telling you this country is changing for the worse. One thing I also noticed is how back then I always used to hear the memes of Canadians being nice and always saying "sorry". Those memes no longer exist. I know it doesn't say much, but what I am trying to say here is: The quality of the Canadian citizen is 100% decreasing.
Identity Attack0.08004672
Insult0.081508696
Profanity0.054437835
Threat0.007909686
Severe Toxicity0.0048446655
Low Tox 0.1798404 Constructive 0.756
Sep 29, 2025 10 likes IRCC Names India in Study …
I had this Ethiopian guy on my bus not paying the bus fare, when ia sked him to pay it he kept on saying i am a canadian citizen i dont pay
I had this Ethiopian guy on my bus not paying the bus fare, when ia sked him to pay it he kept on saying i am a canadian citizen i dont pay
Identity Attack0.18546575
Insult0.036809623
Profanity0.023106437
Threat0.007624879
Severe Toxicity0.0044059753
Low Tox 0.17805049 Moderate Con 0.482
Nov 24, 2025 1 likes Quebec Ends Economic Immigration Program …
For a while I lived in a basement room in Brampton as I worked at the airport. Big beautiful house. I had small room with a toilet, neighbours down the hall, no fire exit, no …
For a while I lived in a basement room in Brampton as I worked at the airport. Big beautiful house. I had small room with a toilet, neighbours down the hall, no fire exit, no windows... I ran into a deputy fire chief at a library and he said totally illegal but he had to look the other way .... Canadian government policy... There were about 20 people in that single family house... I was the only white guy in the neighbourhood ... They treated my well... Liberal Government brought large numbers to help facilitate the creation of the Klaus Schwab/WEF vision of the NWO... as they will support the team that brought them in unvettted. The Liberal thought is Canada is not a nation state... but part of that Globalists vision/agneda. I guess I might go to jail for saying that eh ????
Identity Attack0.13163337
Insult0.06319981
Profanity0.029050145
Threat0.009566744
Severe Toxicity0.0052261353
Low Tox 0.17198499 Constructive 0.719 Personal_Narrative
Oct 1, 2025 Inside Canada's Indian Metropolis (Brampton)
I work with someone Sikh. He happens to live in Brampton. So what? He's a great guy and he works hard. He's probably first generation, and he's as Canadian as anyone else I know. Everything …
I work with someone Sikh. He happens to live in Brampton. So what? He's a great guy and he works hard. He's probably first generation, and he's as Canadian as anyone else I know. Everything I'm reading here is exactly what people once said about Irish and Italians. Give everyone some time to learn what being Canadian is all about. For the record I'm white and I've lived all my life, but I don't live in Barampton. I'm also first generation in this country, but I get a pass because my parents came here from Scotland, not India. That's not fair.
Identity Attack0.16587129
Insult0.054376744
Profanity0.058946952
Threat0.008893564
Severe Toxicity0.0062561035
Low Tox 0.17111848 Constructive 0.847 Moral_Argument
Sep 20, 2025 8 likes Inside Canada's Indian Metropolis (Brampton)
Being Canadian means nothing anymore. Compliments of a guy who once said “Canada will be the first post national country with no core identity or culture”
Being Canadian means nothing anymore. Compliments of a guy who once said “Canada will be the first post national country with no core identity or culture”
Identity Attack0.1508922
Insult0.056133457
Profanity0.013473531
Threat0.0069646453
Severe Toxicity0.003929138
Low Tox 0.16591948 Low Con 0.219 Identity_Assertion
Feb 18, 2026 7 likes LILLEY UNLEASHED: The fall of …
8:57 let these guy know most of these are students paying 3 times higher fees on which ur universities run and local students have to pay less fees just look at the numbers how many …
8:57 let these guy know most of these are students paying 3 times higher fees on which ur universities run and local students have to pay less fees just look at the numbers how many universities shut down when students stopped to come secondly students pays 3 times higher fees and 20000$ to gic with stays with Canadian bank for two years and secondly which money u are talking do u have any document that government gives free money? There is difference between refugees and students, this polish guy him self is on road half naked and talking about others are dirty firstly go and fcng take shower
Identity Attack0.025404079
Insult0.07967083
Profanity0.028093686
Threat0.007586042
Severe Toxicity0.004272461
Low Tox 0.16331999 Constructive 0.606
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)

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.