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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: "This is just sad. Every …" 15 comments
IM CONVINCED THIS DUDE IS NOW AGAINEST IMMIGRANTS AND ITS SAD I WAS A FAN AND HOW HES MAKING EVERY VIDEO THAT IMMIGRANTS ARE THIS VIOLATE PEOPLE WHICH IMMIGRANTS ARE LEGAL AND HES RAGE BAITING …
IM CONVINCED THIS DUDE IS NOW AGAINEST IMMIGRANTS AND ITS SAD I WAS A FAN AND HOW HES MAKING EVERY VIDEO THAT IMMIGRANTS ARE THIS VIOLATE PEOPLE WHICH IMMIGRANTS ARE LEGAL AND HES RAGE BAITING THEM ITS SAD WE CHEERED YOU ABOUT THE SCAM ARTIST BUT THIS IMMIGRANT BIAS YOU HAVE NOW IS SAD AND DISAPPOINTING.
Identity Attack0.37507164
Insult0.4125297
Profanity0.22105443
Threat0.049451493
Severe Toxicity0.14126498
Moderate 0.5566829 Moderate Con 0.445 Meta_Commentary
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
This is just sad. Every single country with a White majority is just "magically" racially replacing the White population. We're told it's not happening, as if we're all just completely retarded leftists and believe everything …
This is just sad. Every single country with a White majority is just "magically" racially replacing the White population. We're told it's not happening, as if we're all just completely retarded leftists and believe everything they tell us.
Identity Attack0.5135796
Insult0.4747285
Profanity0.33258784
Threat0.015429466
Severe Toxicity0.02373986
Moderate 0.4850187 Moderate Con 0.359 Identity Attack Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
6:00 DRIVING IS BAD EVERY WHERE COME TO ORLANDO THE i4 HIGHWAY IS KNOW FOR BAD DRIVERS ITS NOT ABOUT RACE. ITS SAD YOU MAKING THIS RACE RAGE BAIT YOU ARE PART OF THE PROBLEM …
6:00 DRIVING IS BAD EVERY WHERE COME TO ORLANDO THE i4 HIGHWAY IS KNOW FOR BAD DRIVERS ITS NOT ABOUT RACE. ITS SAD YOU MAKING THIS RACE RAGE BAIT YOU ARE PART OF THE PROBLEM SMH. YOU ARE THE REASON WHY THEIRS RACE TENSION.
Identity Attack0.2764353
Insult0.36798462
Profanity0.13697
Threat0.020436687
Severe Toxicity0.023270357
Moderate 0.47119883 Moderate Con 0.304
Jan 27, 2026 Inside Canada's Indian Invasion...
0 white people in almost every tim hortons, our government has made me hate my own country. Foreigners are above Canadians in the governments eyes. But I guarantee you I'd be called racist for even …
0 white people in almost every tim hortons, our government has made me hate my own country. Foreigners are above Canadians in the governments eyes. But I guarantee you I'd be called racist for even saying this. It's so sad, I'm okay with equality but it's quite obvious that we are being neglected. The amount of people that joke saying it's the new India is unbelievable, I'm ashamed of our country
Identity Attack0.44690517
Insult0.25800487
Profanity0.077731855
Threat0.010472948
Severe Toxicity0.017674843
Moderate 0.3969567 Constructive 0.656 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
i am an indian who has never left his country and it makes me sad that my countrymen are ruining other countries as well. if you can't speak english, you have no right to stay …
i am an indian who has never left his country and it makes me sad that my countrymen are ruining other countries as well. if you can't speak english, you have no right to stay there, as simple as that, and it is strange how Canada is ruined by Punjabis, sikh terrorists in particular, as you can see all these are Punjabi sikh families, yet the hate is given to Indians and specifically to Hindus. I am not defending HINDUS here; there have been incidents where HINDUS have done things worthy of backlash, and they should be deported as well for their absolute religious stupidity, but why target only a specific religion and not the one that has done much worse, like literally being involved in criminal activities and notorious for it not only in Canada but in India as well? Exploited every policy and turned a Canadian city into its own home state city, and then felt proud of it in Indian podcasts: "yeah, Brampton feels like Punjab only."🤡 says a glorified ignorant Punjabi singer.
Identity Attack0.44690517
Insult0.26957804
Profanity0.0715894
Threat0.02181799
Severe Toxicity0.01986976
Moderate 0.3666224 Constructive 0.64
Nov 1, 2025 Inside Canada's Indian Metropolis (Brampton)
Thats my home town and most people move away. Its honestly abusive and sad, its happening in every city surrounding brampton. Within a decade growing up i was the only non indian or middle eastern …
Thats my home town and most people move away. Its honestly abusive and sad, its happening in every city surrounding brampton. Within a decade growing up i was the only non indian or middle eastern in my classes in school. To the point where u cant get a job cant rent a place because they cater to their own race. Allot are decent people but when your told u have to speak hindi to get a job. Its discriminatory and biased. They're racist towards anyone from a diffrent race period, i watched the city fall into an ethnoburb and i refuse to feel like a minority in my own home town.
Identity Attack0.33060804
Insult0.17486192
Profanity0.1184936
Threat0.01254427
Severe Toxicity0.014640691
Moderate 0.30716252 Constructive 0.702 Personal_Narrative
Mar 1, 2026 Inside Canada's Indian Invasion...
Trudeau ruined Canada….drugs, crime, now shootings in schools, lack of mental health care. NDP taxing the working class in BC….where did BC money go?? Crime at its worst….Pollution on hwy, back roads, speeding out of …
Trudeau ruined Canada….drugs, crime, now shootings in schools, lack of mental health care. NDP taxing the working class in BC….where did BC money go?? Crime at its worst….Pollution on hwy, back roads, speeding out of hand, dirty outhouses for tourists to gag at…..damaged trails not repaired…..BC housing to expensive for younger generations, lack of good paying jobs. NDP re elected….our budget received a “D”….funny how we ignore people living on streets or in tents “full of garbage”….theft issues with businesses even broken windows, fire issues. …..sad how BC is….born in BC 65 soon and this is not the BC I grew up in. Last 11 years deaths from drugs, has been excepted as a society…..no jail time for hard core criminals…..this is the reality behind the areas that are kept nice or had money invested into…..small towns were ignored…..little growth…or expansion ….list goes on ….so keep it real BC…why do we accept this as the “new normal”….? Where did our money go to…if you make over 50k…you’re being taxed more!! Yet food , and being taxed on every move we make down to water…..now more off working class people.
Identity Attack0.04538634
Insult0.26957804
Profanity0.026863953
Threat0.035458352
Severe Toxicity0.011444092
Moderate 0.3057765 Constructive 0.642
Feb 18, 2026 Canadian immigration officers investigating hundreds …
Finally someone has covered this! This is the sad reality as to what's happening to Canada. The UK is the exact same. We are being outbred, our jobs are being taken away, and we are …
Finally someone has covered this! This is the sad reality as to what's happening to Canada. The UK is the exact same. We are being outbred, our jobs are being taken away, and we are being overrun with them. Look at the Canadian government, that's how bad it has become. The Canadian government has become so corrupt because of this! Once they infiltrated the government, all kinds of corruption occured, their extended families were getting automatic citizenship, free healthcare, and draining the Canadian job market and healthcare benefits. One common scam they pull is that they will find a job, immediately apply for social welfare, and take time off and still get paid for months without even working. They completely abuse the system which results in actual Canadians who need social welfare benefits to not be able to gain any benefits, because of the amount of scammers that have infiltrated and colonized the country. Canada is screwed completely unless we speak up about this! There are many of us who don't like this and don't want it, but there are many Canadians who are bleeding hearts and weak who just accept it. They're going to outbreed us and eventually completely takeover and completely ruin the country. Canada is not the same place that I remember from my childhood. It has become the capitol of woke ideology, weakness, and completely overrun by Indians. Not to mention that we used to be a Christian country. We used to say Merry Christmas every year, Christian values were upheld and encouraged, now there are Mosques everywhere! There are more Mosques in Canada than Churches these days. Canada has become ruined. The worst part is, that those who come to our country don't even respect our values, traditions, or even attempt to assimilate. They expect us to conform to their ways. We can no longer be Christians because they are Anti-Christian, we can no longer speak English or French, because they hate our language. I have literally been to Toronto and Vancouver and seen the madness unfold, not an ounce of English is spoken or understood in those areas. It's either Chinese or Indian that is spoken. Usually, when you come to another country, you are supposed to conform to that country's values and traditions, not the other way around. Canada has done the complete opposite because of the bleeding hearts in charge of the country. I say screw that and no more! Make Canada Canadian Again! Keep Canada Christian!
Identity Attack0.10221587
Insult0.26957804
Profanity0.029888187
Threat0.00948907
Severe Toxicity0.006866455
Low Tox 0.295883 Constructive 0.677 Fear_Threat
Feb 6, 2026 2 likes Inside Canada's Indian Invasion...
Sad but true. i am an immigrant myself but I am sad to say these people who manipulate the system to be here and abuse every law are a disgrace to the immigrants who came …
Sad but true. i am an immigrant myself but I am sad to say these people who manipulate the system to be here and abuse every law are a disgrace to the immigrants who came the right way, follow the law, and assimilate and live Canadian values.
Identity Attack0.17847598
Insult0.19225755
Profanity0.02385794
Threat0.0071847234
Severe Toxicity0.004749298
Low Tox 0.25462922 Constructive 0.682 Personal_Narrative
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
As an Indian, that's really sad and I'm sorry on behalf of everyone Every country needs to protect it's identity If you're proud of your country, stay there. If you wish to move out from …
As an Indian, that's really sad and I'm sorry on behalf of everyone Every country needs to protect it's identity If you're proud of your country, stay there. If you wish to move out from your country just assimilate, learn their language , learn their rules, follow their traditions and be nice Idk why it's so difficult for them to understand such basic things Government needs to thoroughly scrutinise immigrants. Tbh it's bad for both countries There are good, kind and respectful Indians but because of these idiots who don't assimilate and behave stupidly, the actual good ones get hate and face racism For canada or any country, immigrants should only be legitimately skilled. Before entering the country they need to be taught the rules and asked straightforward questions by the officers I support immediate deportation of all those idiots who don't assimilate and create ruccus in other countries
Identity Attack0.15517195
Insult0.06599696
Profanity0.07934829
Threat0.009540852
Severe Toxicity0.008430481
Low Tox 0.17805049 Constructive 0.805 Moral_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
The sad reality is that if our government wasn't taxing our young Canadians to death from the moment they get started at attempting to build a future for themselves, the young Canadians would actually be …
The sad reality is that if our government wasn't taxing our young Canadians to death from the moment they get started at attempting to build a future for themselves, the young Canadians would actually be putting thought into having children and starting families. But the reality is they can't afford it and everyone knows that our young Canadians don't make the list of government handouts. As a child immigrant to Canada, I am absolutely disgusted with what we've turned into and how easy it is for today's immigrants to come here, it's like spitting in the faces of immigrants like my parents and many others who had to work their asses off to be here and make a life for themselves and their kids. Every older generation immigrant I have spoken with says they feel like all of their sacrifice was for nothing. When we immigrated here, we kept our traditions, but we also embraced Canadian traditions and I passed our traditions onto my child, but she was raised Canadian and she embraces both. Our whole family has been proudly Canadian since the day we came here and it breaks our hearts to see what our Canada has become. Love that you put this out on YouTube so more people can wake up to the realities of the state of Canada. Great work!! 🙌
Identity Attack0.042550452
Insult0.05086332
Profanity0.025770858
Threat0.01119791
Severe Toxicity0.0037765503
Low Tox 0.11419344 Constructive 0.837 Personal_Narrative
Aug 25, 2025 18 likes Why Canadians Are Turning Against …
I found it telling that Michelle confidently quoted the wrong number (79,000) and, when Aiesha corrected her with the accurate figure (47,000), she immediately switched gears to “Where are they?” rather than owning the mistake. …
I found it telling that Michelle confidently quoted the wrong number (79,000) and, when Aiesha corrected her with the accurate figure (47,000), she immediately switched gears to “Where are they?” rather than owning the mistake. That dodge makes me question her judgment. It feels like she’s leaning into fear‑mongering language that easily panics people who aren’t paying attention to nuance — which, sadly, describes most of this comment section. Also, did you see the reply to the Filipino student who voiced frustration? “You guys make up some of the most cleanest restaurants I’ve ever been to.” That kind of response speaks to a lack of respect for international students. To many in the Canadian workforce, international students and migrants are treated as disposable labor — steered toward low‑ and middle‑income jobs. Yes, fraud should be dealt with, but it’s lazy and unfair to claim that all Indians or international students come here through fraud. If that logic ruled, we’d have to start deporting every non‑Indigenous person — which ignores the whole reality of colonization.
Identity Attack0.0052166977
Insult0.0573046
Profanity0.016035475
Threat0.0066798385
Severe Toxicity0.0014972687
Low Tox 0.104361884 Constructive 0.804 Policy_Critique
Oct 9, 2025 IRCC Names India in Study …
As someone from Brampton, it's really sad to see Brampton being flooded by more of them every year.
As someone from Brampton, it's really sad to see Brampton being flooded by more of them every year.
Identity Attack0.016862517
Insult0.033570543
Profanity0.014122557
Threat0.008466354
Severe Toxicity0.002040863
Low Tox 0.10089093 Constructive 0.558 Identity_Assertion
Feb 7, 2026 Inside Canada's Indian Invasion...
My mother came to Canada in 1965 with her family. She learned how to speak english by watching kids shows on TV. She had 4 girls by 1979. She could speak fluent English by that …
My mother came to Canada in 1965 with her family. She learned how to speak english by watching kids shows on TV. She had 4 girls by 1979. She could speak fluent English by that time. We lived in low rentals with other immigrants. It was all about one another. The many different cultures came together and shared. We were all dirt poor, but we all accepted one another for who we are. No one was better than another. Every kid I grew up with was a tried and true Canadian. Every single one became a citizen if they weren't born here. We all learned from one another. This Canada? It's not the Canada I know. I was born in Ontario. Many of my family members are still there. They're looked down upon. What? They're Canadians but they're looked down upon for being in that same small town. It's Sad. We need another peaceful protest in Ottawa. Save our Canada.
Identity Attack0.027011903
Insult0.031256735
Profanity0.026454043
Threat0.0071199946
Severe Toxicity0.0022220612
Low Tox 0.075294 Constructive 0.844 Personal_Narrative
Aug 27, 2025 Why Canadians Are Turning Against …
It is WIIILLLLDDD how accurate this is.. it’s sad. Every province is like this. I’m from Saskatchewan 🇨🇦 every Tim Hortons is like that, and sadly a lot of people have boycotted there now.
It is WIIILLLLDDD how accurate this is.. it’s sad. Every province is like this. I’m from Saskatchewan 🇨🇦 every Tim Hortons is like that, and sadly a lot of people have boycotted there now.
Identity Attack0.011173353
Insult0.024768941
Profanity0.015932998
Threat0.0069516995
Severe Toxicity0.0017356873
Low Tox 0.069754265 Constructive 0.65 Personal_Narrative
Jan 28, 2026 2 likes 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.