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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 TO DO WHAT …" 2,035 comments · Page 31 of 82
Very well done video & Thank YOU for showcasing the point of view from "real Canadians". As an immigrant who came to this country & fell in love with its culture 40 years ago, it's …
Very well done video & Thank YOU for showcasing the point of view from "real Canadians". As an immigrant who came to this country & fell in love with its culture 40 years ago, it's appalling to see how our beautiful first world country is quickly becoming a gutter. The newcomers these days are the privileged ones. All of us need to speak up, especially those of us immigrants who retain our original accents &/ non-white because our white fellow Canadians are accused of being racist whenever they do (though many could learn to be more eloquent. ie. go back to your country does NOT help)! I see it as my Canadian duty to remind "misbehaving" newcomers the reason they left their country in the first place. ie. You chose Canada for a better life, so why try to change it into the one you left? ie. Help me understand your logic? Why not leave your hate & war at the border; just like normal folks won't bring stinky garbage into their new homes. Life is challenging enough when you uprooted to a new country (especially our unforgiving cold Winter). So, just focus on the positive things in your new country & leave all your miseries behind... ie. Learn to adapt & enjoy your new country. Canada is a great country because of the love & effort of those before you, so now you are the beneficiary. Join the legacy by enhancing this beautiful country & its culture, so you can pass on this century old legacy for later newcomers to enjoy, like you do now. What dignity do you have & what kind of life lessons to your children by bullying your culture & religion into Canada at the expense of other Canadians? This will fracture Canada if everyone does that. Do you want this country to become so fractured & terrible that your descendants have to leave for a better country, like you did? Is that what your religion teaches you? Does it state it's perfectly fine to satisfy all your whims & wishes at the expense of others? Are you striving for Canadians to think badly of your race/culture? Are you being a good ambassador to your race/community/culture/religion? Canadians are so friendly & helpful, if you need help, just ask, please don't demand. Learn the language & it's ok to speak broken/pigeon English with gestures to communicate. No one expects you to be an English scholar; you gain respect for trying. Apply some basic Canadians manners, which goes a long way... Please & Thank You, Smile doesn't cost you anything, besides it's good exercise for your facial muscles. I worked my entire career with the public, I very seldom encounter negative feedback when I do the above. If they get nasty, I tell them that's definitely not the Canadian way to make friends & wish them Good Luck! I also make a point in telling the wealthy ones "Tax Avoidance is legal (I'm more than happy to show them), but Tax Evasion is not! Then reminding them....Canada will be bankrupt eventually if everyone don't pay their fair share of taxes. ie. You may not suffer, but your children/grandchildren will. Worst Case scenario, you didn't get the necessary medical care when you most needed it!!! We should lobby for a mandatory course that all newcomers have to take & PASS a test about Canadian culture & expectations. If they fail, no citizenship for sure! But that would be another hornets nest because our parliament will debate over definition of "Canadian Culture" for decades. Welcome to Canada!😂
Identity Attack0.29798782
Insult0.1669316
Profanity0.028776871
Threat0.008039144
Severe Toxicity0.008392334
Low Tox 0.28547668 Constructive 0.831
Sep 12, 2025 Why Canadians Are Turning Against …
Canadians just need to work with the indigenous to force mass deportation because it’s causing the indigenous to go culturally extinct within just two generations. Mass immigration is not part of the treaties and if …
Canadians just need to work with the indigenous to force mass deportation because it’s causing the indigenous to go culturally extinct within just two generations. Mass immigration is not part of the treaties and if we just worked together we could send them all home. But kkkanadians hate natives more than punjabs.
Identity Attack0.33675182
Insult0.10440776
Profanity0.027000591
Threat0.012803185
Severe Toxicity0.008811951
Low Tox 0.28547668 Moderate Con 0.416 Call_To_Action
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Thank you for this. As a single mom of 3 kids in their 20’s I am shocked with the seeming hypocrisy in our country right now. Those who have deflect and blame trump for all …
Thank you for this. As a single mom of 3 kids in their 20’s I am shocked with the seeming hypocrisy in our country right now. Those who have deflect and blame trump for all our problems. We need to stop blaming and start paying attention to what really matters - our own citizens who are suffering.
Identity Attack0.012943448
Insult0.27558193
Profanity0.015557245
Threat0.00713294
Severe Toxicity0.0025177002
Low Tox 0.28547668 Constructive 0.713 Personal_Narrative
Feb 17, 2026 52 likes LILLEY UNLEASHED: The fall of …
Immigration is a scam. There's very little, if any, economic benefit from immigration, and what benefit there is has been shown to almost always be captured by those who hired immigrants and the immigrants themselves, …
Immigration is a scam. There's very little, if any, economic benefit from immigration, and what benefit there is has been shown to almost always be captured by those who hired immigrants and the immigrants themselves, while passing on all the economic, social, and environmental burdens to our poor communities. Let's face it, immigration is a transfer of money from labor to capital it's about 3 things: profit, power, and punishment. We need to have an immigration moratorium. We also need to focus on re-migration for those who do not assimilate. Of course, none of this will happen until immigration becomes a problem for those at the top who have been pushing it down our throats for decades.
Identity Attack0.24462871
Insult0.16795322
Profanity0.04366605
Threat0.00899713
Severe Toxicity0.00831604
Low Tox 0.28547668 Constructive 0.591 Economic_Argument
Oct 9, 2025 Inside Canada's Indian Metropolis (Brampton)
I've met some wonderful, polite, hard working, immigrants that have come recently, but there's also far too many committing the most and worst crimes like grape, human trafficking, drugs, murder and more. And the migrant …
I've met some wonderful, polite, hard working, immigrants that have come recently, but there's also far too many committing the most and worst crimes like grape, human trafficking, drugs, murder and more. And the migrant truckers, jesus. Almost lost both of my parents to one of them!!!! We've got a serious problem and need to weed out the bad ones, send them packing. Fantastic video.
Identity Attack0.27778897
Insult0.1342682
Profanity0.059948977
Threat0.063999176
Severe Toxicity0.013736901
Low Tox 0.28547668 Constructive 0.759
Aug 27, 2025 1 likes Why Canadians Are Turning Against …
I am an Indian. Many of the new comers from the North of India , whether students or immigrants, do not speak English fluently. Some, especially the Punjabis, cannot even read and speak even a …
I am an Indian. Many of the new comers from the North of India , whether students or immigrants, do not speak English fluently. Some, especially the Punjabis, cannot even read and speak even a single sentence in English. They bribe the immigration officials and get the IELTS certificate for whichever score/band they need. Some of them have a criminal background. When the inquiry for background check comes up, they bribe the police to get a clean certificate... and they all immigrate to Canada, Australia, New Zealand and other Western countries. Every other brown skinned people gets hated and embarrassed because of these people. I have a strong feeling that many in IRCC are of Indian decent and they help these people. These people are racists, arrogant, selfish, greedy, rude, disrespectful, uncivilized and mostly unintellectual. They don't even respect people from other parts of India.
Identity Attack0.31892163
Insult0.16824563
Profanity0.048175167
Threat0.0113014765
Severe Toxicity0.01121521
Low Tox 0.2854733 Constructive 0.58
Sep 28, 2025 1 likes IRCC Names India in Study …
Immigration needs to swoop down on Brampton send them home.
Immigration needs to swoop down on Brampton send them home.
Identity Attack0.27914262
Insult0.07491849
Profanity0.026727317
Threat0.085497424
Severe Toxicity0.01083374
Low Tox 0.2854733 Low Con 0.197
Dec 31, 2025 4 likes Inside Canada's Indian Metropolis (Brampton)
Get them out! If they were rejected, they dont belong here, and we don't need to pay for them. No more hotels, no more free services, NO MORE! Do it!
Get them out! If they were rejected, they dont belong here, and we don't need to pay for them. No more hotels, no more free services, NO MORE! Do it!
Identity Attack0.16159154
Insult0.08212569
Profanity0.022354934
Threat0.058503386
Severe Toxicity0.0118255615
Low Tox 0.2854699 Low Con 0.292 Call_To_Action
Feb 23, 2026 1 likes 'We do know that there's …
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)
she is tied of being colonizer funny she should say that theindigneousppl of canada are tired of the deniers who have ived here longer then you have by tens of thousands of yrs ...and it …
she is tied of being colonizer funny she should say that theindigneousppl of canada are tired of the deniers who have ived here longer then you have by tens of thousands of yrs ...and it weird she us making statments that mirrored the indognrous ppl yrs ago ...whwen they was purposefulyl genocided .she needs to remember they are the onl true natives to this land ... henc why they are called native american ...so if she is offended they say such thing..its not them being offensie it them bring factual awareness that others dontlike
Identity Attack0.17614605
Insult0.23704576
Profanity0.040910475
Threat0.01508414
Severe Toxicity0.010528564
Low Tox 0.2853768 Constructive 0.655
Aug 28, 2025 Why Canadians Are Turning Against …
😂😂😂 I never thought you’d actually do a video on Brampton. The “Doctors and Engineers” offer nothing good to us. Everyone used to live there, used to be a good prominent neighbourhood. Thankfully I got …
😂😂😂 I never thought you’d actually do a video on Brampton. The “Doctors and Engineers” offer nothing good to us. Everyone used to live there, used to be a good prominent neighbourhood. Thankfully I got out in 2002. Since the influx of Jeets, our insurance rates have sky rocketed, it’s impossible to get a decent job anywhere because they lie on their resume and scam the system, all while the government is giving them money. They also infect any place/city you want to go to. In 2017 it was a bad time to be in college/university, fast forward to now and how much more our government has imported, all of Ontario is doomed. Hope you went to Singh Hortons while you were here, it used to be good, now you’re lucky if you don’t get sick because of their hygienic standards. The only thing they’re good for is delivering us food when we don’t want to leave our house. The worst part is these people think they’re needed here and think they’re better than us Canadians because the government pushed them here. Useless people that infected and ruined everything we had, the jeet fatigue is real.
Identity Attack0.053399716
Insult0.24171697
Profanity0.07934829
Threat0.009307829
Severe Toxicity0.008506775
Low Tox 0.28425202 Constructive 0.564 Fear_Threat
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
I personally know ppl who got into Canada on fake docs as a student, signed up for some bogus, dumbed down course and after getting his work permit and PR, his GF has gotten into …
I personally know ppl who got into Canada on fake docs as a student, signed up for some bogus, dumbed down course and after getting his work permit and PR, his GF has gotten into Canada the same way, taking advantage of Canada's corrupt immigration system that is full of loopholes to exploit. Colleges are crying after their "lost revenue, Don't feel sorry for any of them! They are already rich from the international students whom paid triple tuition, while your daughter can't get into a college. The IRCC needs to STOP issuing work permits and residency to international students. Once graduated, needs to go back home..
Identity Attack0.08004672
Insult0.24928534
Profanity0.04742365
Threat0.0072882893
Severe Toxicity0.0066375732
Low Tox 0.28425202 Constructive 0.615 Personal_Narrative
Sep 29, 2025 51 likes IRCC Names India in Study …
We desperately need deports
We desperately need deports
Identity Attack0.22935481
Insult0.054376744
Profanity0.05393682
Threat0.058826666
Severe Toxicity0.011444092
Low Tox 0.28425202 Low Con 0.283
Sep 28, 2025 IRCC Names India in Study …
My Parents immigrated here in 1960 and both worked hard and built two houses.. The people who come into this country these days are mostly Moochers and they milk the Country Over 5 MILLION people …
My Parents immigrated here in 1960 and both worked hard and built two houses.. The people who come into this country these days are mostly Moochers and they milk the Country Over 5 MILLION people whos visas have expired here right now Need to find them and say bye bye
Identity Attack0.18468912
Insult0.17734702
Profanity0.048175167
Threat0.009799767
Severe Toxicity0.009651184
Low Tox 0.28425202 Constructive 0.592 Personal_Narrative
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
we need to stop accepting people in the country
we need to stop accepting people in the country
Identity Attack0.27662867
Insult0.06267534
Profanity0.037403382
Threat0.02181799
Severe Toxicity0.009689331
Low Tox 0.28425202 Low Con 0.209 Policy_Critique
Dec 29, 2025 2 likes Deportations From Canada at Their …
we need to assimilate them and if they refuse we deport.
we need to assimilate them and if they refuse we deport.
Identity Attack0.2028587
Insult0.060927123
Profanity0.04216301
Threat0.13717735
Severe Toxicity0.011978149
Low Tox 0.28425202 Low Con 0.16
Sep 23, 2025 Inside Canada's Indian Metropolis (Brampton)
I was born here in Canada in 1969 and since Justin Trudeau took over as our government, everything just went downhill. I also very upset with our government bringing in millions of Immigrants and giving …
I was born here in Canada in 1969 and since Justin Trudeau took over as our government, everything just went downhill. I also very upset with our government bringing in millions of Immigrants and giving large handouts of of our Canadian tax dollars to support the new immigrants that our coming into Canada. Why is the government giving large hand outs to these Indian immigrants instead of helping us true Canadians who helped built this Country. It is a dam shame to see what the Liberal Government our doing to this country of ours were many are homeless, high cost of living and the high crimes that happens every day in Canada and what does the government do is let these criminals back into our streets where us true Canadians do not feel safe any more. The one thing that pisses me off is seeing is all these new immigrants coming into Canada by the thousands that are taking away our Canadian entry jobs like Walmart, McDonalds and A & W fast food restaurant where as our young born Canadian students and others can not find a job to help them pay for there school loans and get a good education degree. We need to put a stop to this. For enough is enough before our Liberal Government destroys our country.
Identity Attack0.2331515
Insult0.18604483
Profanity0.1719469
Threat0.008738215
Severe Toxicity0.012054443
Low Tox 0.28425202 Constructive 0.688 Policy_Critique
Aug 25, 2025 Why Canadians Are Turning Against …
Vasey how’s your scammers thing is going for you Keeps pushing my fellow teams I need more update on all of these scammers I’m very glad to have you all my fellow teams Loyalty love …
Vasey how’s your scammers thing is going for you Keeps pushing my fellow teams I need more update on all of these scammers I’m very glad to have you all my fellow teams Loyalty love respect 🫡
Identity Attack0.01191331
Insult0.24630153
Profanity0.08613731
Threat0.009074804
Severe Toxicity0.0074386597
Low Tox 0.28312725 Constructive 0.638 Meta_Commentary
Feb 24, 2026 'We do know that there's …
The bazaar woman needs to be given a sentence . Even president of France sarkozy received a sentence
The bazaar woman needs to be given a sentence . Even president of France sarkozy received a sentence
Identity Attack0.23922618
Insult0.14331897
Profanity0.04516909
Threat0.108496375
Severe Toxicity0.01159668
Low Tox 0.28312725 Low Con 0.252
Oct 2, 2025 1 likes IRCC Names India in Study …
Omg. White dude on the bike is hilarious. He tells it like it is. I love it. Not fake at all. He's keeping it real. As for the accidents. You cannot just give an Indian …
Omg. White dude on the bike is hilarious. He tells it like it is. I love it. Not fake at all. He's keeping it real. As for the accidents. You cannot just give an Indian or a Vietnamese person a driver's licence. They drive a car like they drive a motorcycle. Canada has rules and stuff. Red lights means stop. Signalling. Lanes. Passenger right of way. They need to learn this before the DMV gives them a pass
Identity Attack0.316
Insult0.0808917
Profanity0.033645786
Threat0.009825659
Severe Toxicity0.009536743
Low Tox 0.28312725 Constructive 0.658 Identity_Assertion
Feb 24, 2026 1 likes Inside Canada's Indian Invasion...
As an Indian, I agree with my fellow Canadians. If you are coming to a foreign country, you need to follow its rules. But let's also not forget the brits massacred natives in America and …
As an Indian, I agree with my fellow Canadians. If you are coming to a foreign country, you need to follow its rules. But let's also not forget the brits massacred natives in America and Australia xd
Identity Attack0.33352965
Insult0.071433455
Profanity0.050680235
Threat0.1329628
Severe Toxicity0.0118255615
Low Tox 0.28312725 Constructive 0.683 Identity_Assertion
Oct 23, 2025 Inside Canada's Indian Metropolis (Brampton)
Deport. We need ice.
Deport. We need ice.
Identity Attack0.11512129
Insult0.07016616
Profanity0.025907494
Threat0.13178273
Severe Toxicity0.016964722
Low Tox 0.28312725 Low Con 0.232 Call_To_Action
Feb 18, 2026 Canadian immigration officers investigating hundreds …
We All Need To Unite As One Work Together And Go Back At Trump trudope carney singh arrest them and world gets better 😅😅
We All Need To Unite As One Work Together And Go Back At Trump trudope carney singh arrest them and world gets better 😅😅
Identity Attack0.02128403
Insult0.11464815
Profanity0.035399333
Threat0.1954604
Severe Toxicity0.010986328
Low Tox 0.2820025 Low Con 0.283 Call_To_Action
Feb 20, 2026 Canadian immigration officers investigating hundreds …
Next thing you’ll know, the Libs will say we need a digital ID to combat this nonsense and force it upon us. And the elbows up crowd with name and shame us like they did …
Next thing you’ll know, the Libs will say we need a digital ID to combat this nonsense and force it upon us. And the elbows up crowd with name and shame us like they did during Covid with the vaccine pass.
Identity Attack0.018972786
Insult0.25800487
Profanity0.035649836
Threat0.010214032
Severe Toxicity0.004043579
Low Tox 0.2820025 Moderate Con 0.351
Sep 30, 2025 IRCC Names India in Study …
I'm an Indian American, and what Canada is doing is terrible. There's nothing wrong with immigrants, but you need to let in people with the right skills and who are willing to assimilate. The Indians …
I'm an Indian American, and what Canada is doing is terrible. There's nothing wrong with immigrants, but you need to let in people with the right skills and who are willing to assimilate. The Indians who are in Brampton say they're Canadian but only live within their communities and try to change the Canadian culture, and it's not right.
Identity Attack0.33352965
Insult0.1087965
Profanity0.026317406
Threat0.008285114
Severe Toxicity0.00869751
Low Tox 0.2820025 Constructive 0.701 Policy_Critique
Nov 6, 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.