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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: "We need the guy on …" 109 comments · Page 3 of 5
How many Whites works in tim Hortons..... Um yeah zero 😂😂😂 buddy on the bike is a real one respect bud my kinda guy we need more bike guys like him 😅😅😂😂
How many Whites works in tim Hortons..... Um yeah zero 😂😂😂 buddy on the bike is a real one respect bud my kinda guy we need more bike guys like him 😅😅😂😂
Identity Attack0.3758158
Insult0.1342682
Profanity0.094219476
Threat0.020091362
Severe Toxicity0.018836858
Moderate 0.3389984 Constructive 0.585 Humor_Satire
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Guy on bike said Indians need to go 😂
Guy on bike said Indians need to go 😂
Identity Attack0.3817989
Insult0.110259406
Profanity0.10920923
Threat0.061089642
Severe Toxicity0.021031776
Moderate 0.33836752 Low Con 0.235 Personal_Narrative
Feb 7, 2026 Inside Canada's Indian Invasion...
That guy explained what they think and not respecting our religion, then easier go in the country of your religion and no more need for hating Christian or other religions 🤔😥
That guy explained what they think and not respecting our religion, then easier go in the country of your religion and no more need for hating Christian or other religions 🤔😥
Identity Attack0.3780483
Insult0.09124154
Profanity0.049678206
Threat0.009566744
Severe Toxicity0.011291504
Moderate 0.3281604 Moderate Con 0.405 Moral_Argument
Aug 26, 2025 Why Canadians Are Turning Against …
What the 'polish' guy is saying and the 'redneck' guy is saying is pure bias!! If a 3000 sq ft home has 3 generations living then that would easily be anywhere from 5-12 people depending …
What the 'polish' guy is saying and the 'redneck' guy is saying is pure bias!! If a 3000 sq ft home has 3 generations living then that would easily be anywhere from 5-12 people depending on the number of children or sibling the earning member(s) have. The only problem is when these homes are converted to rooming units. Otherwise it is perfectly legal for extended families to live under one roof as first immigrants to gain foothold and then move on!! The fore fathers of the current white population did this as well !! Also, these immigrants and students are NOT housed in hotels and such, it is the refugees from Syria, Palestine and Ukraine (and other war torn countries) that Liberals brought in that are housed in hotels. So this is misinformation. What I do notice is that these losers are jealous of the hard work that the indian immigrants are capable of doing and feel intimidated. If this is any comfort, many indians are actually choosing to go back to India as opportunities are better and more and they have seen what Canada has to offer. There needs to be responsible reporting happening not just interview any guy on the streets who has 0 knowledge of the current political scenario.
Identity Attack0.36702603
Insult0.21368977
Profanity0.07255927
Threat0.011327368
Severe Toxicity0.013672344
Moderate 0.3266089 Constructive 0.746
Jan 7, 2026 Inside Canada's Indian Metropolis (Brampton)
This is lowkey racist cause what do you mean “why?” Canada is run like USA not the Northern European countries. The population size it’s too small to sustain that so Immigration is needed literally. And …
This is lowkey racist cause what do you mean “why?” Canada is run like USA not the Northern European countries. The population size it’s too small to sustain that so Immigration is needed literally. And Desis just happen to be the people willing to migrate and “create” a city out of nothing as you say. This is not showing both sides of anything. The Polish guy was just racist lol “ they all look the same” We are other-ized by the average Canadian and face bias often, at work or in regular social situations. Then the nice Canadian wonders why we hang out amongst ourselves and prefer employing each other lol
Identity Attack0.28034934
Insult0.24928534
Profanity0.056441884
Threat0.008285114
Severe Toxicity0.011444092
Moderate 0.31963667 Constructive 0.681
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
I a, Pakistani let me tell why won’t assimilate it’s cuz you guys make fun of our accent and culture so we say is they can look down on us even if we assimilate why …
I a, Pakistani let me tell why won’t assimilate it’s cuz you guys make fun of our accent and culture so we say is they can look down on us even if we assimilate why assimilate at all honestly it feels so good no need to speak French or English I only speak English at school even that is interrupted by speaking desi languages like Punjabi Hindi Urdu and others like we can integrate but never assimilate and also not to mention stereotypes you guys do on us so we just say if they gonna treat us negatively why not just take jobs and business we aren’t gonna be treated any better so why not make most out of it and why you guys mad other people have their own communities culture and language you guys were also immigrants not even immigrants but colonizers who literally gcided the natives also why you mad like they are successful and made their own community and support eachother that’s why they aren’t homeless they support eachother and are willing to compromise
Identity Attack0.29951343
Insult0.14150882
Profanity0.17987521
Threat0.045895394
Severe Toxicity0.023076924
Moderate 0.31825066 Constructive 0.747 Personal_Narrative
Oct 11, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
That guy with the bike needs a delicate upper cut.. he'll lie down to think it over
That guy with the bike needs a delicate upper cut.. he'll lie down to think it over
Identity Attack0.015254694
Insult0.12159709
Profanity0.104876526
Threat0.2836219
Severe Toxicity0.01683561
Moderate 0.30716252 Low Con 0.222 Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
Guys this is beyond blaming Indians. You all need to look at the people enabling all this. They have an agenda to digitize IDs. Indians are actually being used, and yes they are gladly coming …
Guys this is beyond blaming Indians. You all need to look at the people enabling all this. They have an agenda to digitize IDs. Indians are actually being used, and yes they are gladly coming to Canada, but this is all a part But this is all on purpose by our very own Liberal governments. Liberal is the key word. The people who defy God.
Identity Attack0.32184324
Insult0.10148193
Profanity0.027410502
Threat0.008634649
Severe Toxicity0.006942749
Low Tox 0.2853768 Moderate Con 0.48
Oct 17, 2025 Inside Canada's Indian Metropolis (Brampton)
Guy on the bike was a straight shooter. we need to bring him back
Guy on the bike was a straight shooter. we need to bring him back
Identity Attack0.023193322
Insult0.07555214
Profanity0.059447967
Threat0.2836219
Severe Toxicity0.013349563
Low Tox 0.28087774 Moderate Con 0.45 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
I actually worked at Tim Hortons(I'm a white guy), and there were literally so many Indians that they'd order each other around in Hindi. They'd only speak English to me and the customers. I had …
I actually worked at Tim Hortons(I'm a white guy), and there were literally so many Indians that they'd order each other around in Hindi. They'd only speak English to me and the customers. I had a shift coordinator in fact who would reflexively give me orders in Hindi, and would get a little ticked off and repeat it in Hindi, and then when it clicked that I'm the only non-Hindi speaker there, he'd give 1 word orders like "Garbage" or "Sinks". The owner of the Tim Hortons also said that if I was a little slow or needed extra training, they wouldn't fire me because they don't like to keep rotating workers around, and instead would rather just retrain them. I was a tad bit slow(only because I was precise and not violating health and safety standards), and they fired me in like 10 seconds. Like my second monthly review, I was fired. I have a feeling it largely had to do with the fact that I was not Indian and didn't speak Hindi, so therefore the shift coordinators had less tolerance for me.
Identity Attack0.27914262
Insult0.16831873
Profanity0.20483992
Threat0.015429466
Severe Toxicity0.014059683
Low Tox 0.2763787 Constructive 0.757 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
that guy on the bike needs to go back to school 😖
that guy on the bike needs to go back to school 😖
Identity Attack0.009249465
Insult0.19734058
Profanity0.031641733
Threat0.010343489
Severe Toxicity0.0059509277
Low Tox 0.27047762 Low Con 0.201 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Obviously we need the guy with bicycle to go to prison.
Obviously we need the guy with bicycle to go to prison.
Identity Attack0.012139536
Insult0.071433455
Profanity0.021330157
Threat0.13815513
Severe Toxicity0.008430481
Low Tox 0.25462922 Low Con 0.171
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...
I have loved your channel for a while now, but i really do not like how you allowed the racist man in the safety vest to be in this video. I recognize Canada has huge …
I have loved your channel for a while now, but i really do not like how you allowed the racist man in the safety vest to be in this video. I recognize Canada has huge problems with excess immigration and we can't meet the demands we are insinuating we can meet to potential immigrants. I also recognize that there is a a huge problem with Indian students being lured here under false pretences and this issue needs to be exposed. However, I don't think you should have given an openly racist person a platform to share their views and you laughed when they said obviously racist things. He said "I'm as racist as the next person" and you laughed. Sorry but what?! He is normalizing his racism and you are playing along. Just pick a different person to interview. He said "better indians than muslims, africans, etc....." Canada hasn't been around that long relative to other places. This guy came from immigrants like 1-2 generations ago. You probably got a lot of footage to choose from. Why him?
Identity Attack0.20680901
Insult0.16758773
Profanity0.027410502
Threat0.008815889
Severe Toxicity0.0059127808
Low Tox 0.2524482 Constructive 0.805 Moral_Argument
Feb 28, 2026 1 likes Inside Canada's Indian Invasion...
Coolies can't drive. Even the other chilli pips realize this. Bike Guy needs to run for office. 👌🏻🤣
Coolies can't drive. Even the other chilli pips realize this. Bike Guy needs to run for office. 👌🏻🤣
Identity Attack0.023796257
Insult0.21836096
Profanity0.073529124
Threat0.008427517
Severe Toxicity0.0062561035
Low Tox 0.25084448 Low Con 0.257 Humor_Satire
Jan 28, 2026 Inside Canada's Indian Invasion...
Bike guy is based af!! Lol. He needs a youtube channel!!
Bike guy is based af!! Lol. He needs a youtube channel!!
Identity Attack0.014149316
Insult0.08212569
Profanity0.094542764
Threat0.011042561
Severe Toxicity0.008888245
Low Tox 0.2359567 Moderate Con 0.351 Humor_Satire
Jan 27, 2026 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 …
Canada you guys and Gals need to rise up and take your country back
Canada you guys and Gals need to rise up and take your country back
Identity Attack0.17925262
Insult0.06826523
Profanity0.017777596
Threat0.012233571
Severe Toxicity0.007209778
Low Tox 0.23090743 Moderate Con 0.345
Nov 21, 2018 9 likes How much do refugees and …
It's a shame that you guys will not talk about the real reason behind this massive increase in low skill immigration....It's a clear DIRECTIVE from the WEF and globalists to increase division, break the economy …
It's a shame that you guys will not talk about the real reason behind this massive increase in low skill immigration....It's a clear DIRECTIVE from the WEF and globalists to increase division, break the economy and provide quick citizenship to increase the voter pool... When the same playbook is happening in all the other western countries, it is not a coincidence but a serious and coordinated global plan. FIND SOME COURAGE to say what really is taking place....but you won't. If you need a quick reminder, take a look at what just happened in Spain - 500,000 new immigrants that will be given quick landed immigrant status allowing them to vote!!!!!
Identity Attack0.040745795
Insult0.15698463
Profanity0.028913507
Threat0.008556974
Severe Toxicity0.005264282
Low Tox 0.23090743 Constructive 0.522 Unverified_Claim
Feb 17, 2026 8 likes LILLEY UNLEASHED: The fall of …
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...
Canada needs to get rid of their politicians and put the bike guy in charge for a few years.
Canada needs to get rid of their politicians and put the bike guy in charge for a few years.
Identity Attack0.028418748
Insult0.08434689
Profanity0.01535229
Threat0.07476458
Severe Toxicity0.004863739
Low Tox 0.20056234 Low Con 0.16 Call_To_Action
Jan 27, 2026 Inside Canada's Indian Invasion...
Don’t know about Canada, but in US, Indians are the richest ethnic groups. Canada does attract lesser skilled Indians. However, pretty sure Indians contribute more than their share of taxes. You guys can keep on …
Don’t know about Canada, but in US, Indians are the richest ethnic groups. Canada does attract lesser skilled Indians. However, pretty sure Indians contribute more than their share of taxes. You guys can keep on hating but all the western countries need Indians as that’s where the population is. And people work hard. They are invited. >99% Indians immigrate legally. They’re abiding by rules laid by these countries. Up to these countries to decide the rules.
Identity Attack0.25309357
Insult0.054962315
Profanity0.017094411
Threat0.006925808
Severe Toxicity0.0044441223
Low Tox 0.19599396 Constructive 0.615
Oct 3, 2025 3 likes Inside Canada's Indian Metropolis (Brampton)
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 …
449 guy needs his own sit com 😂
449 guy needs his own sit com 😂
Identity Attack0.013646871
Insult0.045593183
Profanity0.0935729
Threat0.012854968
Severe Toxicity0.008888245
Low Tox 0.18079062 Low Con 0.217 Humor_Satire
Jan 29, 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.