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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: "He never did a video …" 50 comments · Page 2 of 2
There is a video on how a Canadian citizen should leave Canada and come back as a refugee new immigrant! It's sickening because the government our tax paying dollars are paying each immigrant $224.00 per …
There is a video on how a Canadian citizen should leave Canada and come back as a refugee new immigrant! It's sickening because the government our tax paying dollars are paying each immigrant $224.00 per day to be housed in hotel room and food etc?! This is wrong as how come ppl like myself awaiting to have my knee replacement surgery I am only getting $1208 per month on disability EIA? I am sorry but I was.born and raised a true Canadian citizen from Wpg Mb Canada, I have never relocated and came back to Canada I have always remained here right from first day I was born! I lived threw our most brutal winters we have ever had and yes I lived it and still and were is my $30000 or should I say $53000, $1000 for each year born and raised here in Canada is what it should be!? These immigrants come here need to learn English language fluently both speak and listen in it as well, they should not become a Canadian citizen legally until they have resided in Canada for a substantial amount of time! A Canadian citizenship status should be earned big time no matter where you came flat out before getting any benefits of any kind and be able to buy and sell homes here too!? I find cab drivers muslems mostly very ignorant and rude talking in their language while on the job behind the wheel must add yes ppl driving you to your destination and not to mention do these.ppl stop to think maybe your clients passengers get annoyed listening to that on their ride to where ever,???? NO NO NO!! YOUR WIFE, MOTHER, FATHER OR CHILDREN WHOMEVER SHOULD NOT BE BOTHERING YOU WHILE YOU ARE ON THE JOB WORKING?! When I go to work as a nurse do you see me talking to my spouse or family members while I am helping my clients eat or bath and get dress, NO WAY YOU WOULD BE FIRED!!? Us Canadian citizens need to stand together and our tax paying money we should have a say in where it should be going not to ppl who are not from our country!?
Identity Attack0.21668483
Insult0.16846494
Profanity0.025360947
Threat0.007883795
Severe Toxicity0.008163452
Low Tox 0.26293078 Constructive 0.8
Aug 29, 2025 Why Canadians Are Turning Against …
The common street interviews of people who have never thought about anything but their own small world. No insight racist intention video.
The common street interviews of people who have never thought about anything but their own small world. No insight racist intention video.
Identity Attack0.10221587
Insult0.16839184
Profanity0.021740068
Threat0.0074436385
Severe Toxicity0.0051116943
Low Tox 0.26104406 Low Con 0.132
Jan 11, 2026 Inside Canada's Indian Metropolis (Brampton)
I watched a video on CBC channel, they have the comments closed so they can massively shill for the invaders who flooded Canada, to stay in Canada. I was never in the large group of …
I watched a video on CBC channel, they have the comments closed so they can massively shill for the invaders who flooded Canada, to stay in Canada. I was never in the large group of people asking for CBC to be defunded, now I'll pray for it everyday. CBC is a highly anti Canadians television.
Identity Attack0.24462871
Insult0.123407245
Profanity0.016889455
Threat0.009540852
Severe Toxicity0.005607605
Low Tox 0.25462922 Constructive 0.516 Fear_Threat
Jan 16, 2026 2.9 million Canadian temporary visas …
Videos like these would be nicer if you did research/fact-checked people's statements. I know the purpose is to get the POV of the general populace, but it sucks hearing at the end of the video …
Videos like these would be nicer if you did research/fact-checked people's statements. I know the purpose is to get the POV of the general populace, but it sucks hearing at the end of the video "Well, idk why" when you could improve the quality of the video by supporting or rejecting claims people make. Also, asking more balanced questions instead of biased ones is another way you can improve. For example, no difficult questions or claims against the anti-immigration Canadians were given - they were basically just asked "why do you think this?" On the other hand, the pro-immigration migrants were given questions regarding claims made by the anti-immigrant Canadians - which again was never fact checked by your team. It's difficult and feels like a waste of time when we're just hearing testimony - as important as each individual's story is - but without any critical thinking or research applied.
Identity Attack0.05612817
Insult0.16883044
Profanity0.21348765
Threat0.007689608
Severe Toxicity0.008735657
Low Tox 0.25462922 Constructive 0.833
Oct 6, 2025 Inside Canada's Indian Metropolis (Brampton)
All the Americans come up to Canada and film these videos and never reach out to me the Resident Indian expert! Ive got the details fellas been covering the scams for a while!
All the Americans come up to Canada and film these videos and never reach out to me the Resident Indian expert! Ive got the details fellas been covering the scams for a while!
Identity Attack0.2028587
Insult0.14331897
Profanity0.031140719
Threat0.00814271
Severe Toxicity0.005264282
Low Tox 0.25462922 Moderate Con 0.477 Call_To_Action
Jan 27, 2026 Inside Canada's Indian Invasion...
It's worse than this video shows. I don't live in Brampton and my town is entirely * after 10 years. Everywhere I go is * people. It doesn't matter what store or business or service …
It's worse than this video shows. I don't live in Brampton and my town is entirely * after 10 years. Everywhere I go is * people. It doesn't matter what store or business or service I contact it's just * people now. When I went to college everyone was from there. This was a regular local college that Canadian kids aspire to go to. They made up 90% of the classmates, they never showed up to class, they refused to participate in team projects, nobody failed. They did so poorly but the school charges 3x. My final year they cancelled final exams because they decided too many international students would fail. They are from the same country but they have different religions and from different cities that hate each other so they would refuse to communicate with each other. Imagine you meet someone from another province and you hate them and aren't afraid to crashout in public over it. My next door neighbors there is so many people living in the house that they live there on a schedule one group in and one group out. You would think they would be going to work NO they literally hang out all day long like a bad 90s comedy movie. In the last 10 years all of the house in my town skyrocketed in price. The people around me all bought around 2010 - 2015 for $150k - $260k and sold for around $1m 2023 - 2026. Average house price in my town has stayed at 3x what it was 10 - 15 years ago. They don't rake their leaves, they don't clean up their trash, they don't clear their snow from their driveways. Both my parents are immigrants, they came here poor had to work, had to respect the country and its laws and culture because that's what allowed Canada to be successful so they could come here. All I hear about or see now is immigrants from the one country? When I was a kid I grew up with every nationality where did everybody go?
Identity Attack0.036105253
Insult0.089778624
Profanity0.094542764
Threat0.008505191
Severe Toxicity0.00831604
Low Tox 0.23415339 Constructive 0.684 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
I really appreciate that you did this video to try and shine some light on what's happening in Canada. However, this was such a missed opportunity. There was never any questions about why millions of …
I really appreciate that you did this video to try and shine some light on what's happening in Canada. However, this was such a missed opportunity. There was never any questions about why millions of indians have been allowed in the country in record numbers. There is so much fraud in the government with their diploma mills, drug trafficking and employment scams. This video could have been so much bigger and exposed the corruption in the Canadian government. This is not what Canadians want
Identity Attack0.16373143
Insult0.09563028
Profanity0.017436003
Threat0.007301235
Severe Toxicity0.004425049
Low Tox 0.2028889 Constructive 0.698 Policy_Critique
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
He never did a video on islamists did he. He can’t go against that community
He never did a video on islamists did he. He can’t go against that community
Identity Attack0.1769227
Insult0.032689095
Profanity0.029460056
Threat0.009722093
Severe Toxicity0.0048828125
Low Tox 0.1798404 Low Con 0.22 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Even though people watching this video here have vegetative mindset have to say canada is land of immigrants and this problem is never gonna end it will just shape a new country be ready fir …
Even though people watching this video here have vegetative mindset have to say canada is land of immigrants and this problem is never gonna end it will just shape a new country be ready fir it
Identity Attack0.12735364
Insult0.061626412
Profanity0.014805742
Threat0.007301235
Severe Toxicity0.003643036
Low Tox 0.17111848 Low Con 0.206 Comparative_Framing
Feb 27, 2026 Inside Canada's Indian Invasion...
Wow. So many problems with this video. Never come to my city again trying to spin this narrative.
Wow. So many problems with this video. Never come to my city again trying to spin this narrative.
Identity Attack0.007991537
Insult0.032689095
Profanity0.023243073
Threat0.010188141
Severe Toxicity0.0038146973
Low Tox 0.16678599 Low Con 0.199 Meta_Commentary
Jan 28, 2026 4 likes Inside Canada's Indian Invasion...
I wonder if they discussed how when Indian students who unalive themselves in Canada, the deaths are not treated as such. There are many families who have the remains of their kids (usually young males) …
I wonder if they discussed how when Indian students who unalive themselves in Canada, the deaths are not treated as such. There are many families who have the remains of their kids (usually young males) repatriated and the death is left unclear. The gov’t of Canada has been obfuscating many such deaths. Was it the Canadian govt fully at fault for the deaths? Not quite… these students are often met with predatory individuals who take advantage of their vulnerable situations: such as predatory landlords who have sometimes 15 or more students renting one house, or unjust working conditions because the employer knows that the immigrants citizenship hopes are tied to the job, etc etc. Ultimately, it’s the Canadian government turning a blind eye to these realities and trying to make the deaths appear due to things other than unalive attempts. This shouldn’t be surprising considering the way the Canadian government has been pushing dystopian legislation around their medically assisted dying program (MAiD). Canada’s medically assisted dying program has the least guardrails of any program of that type in other countries. Not just this, but the legislation for MAiD comes at a time when Canada’s healthcare and mental healthcare systems are collapsing. Trudeau said he would address this with one his re-election promises in 2021: he promised 5 billion for mental health programs. I’ve worked in the field for almost 20 years with youth and that money never arrived, nor has any serious attempt to fund programs occurred since the brutal Canadian pandemic policies massively exacerbated the youth mental health crisis. Perhaps one day someone will be able to trace how the 5 Billion promised was send off in provincial transfers that did not benefit any programs and likely only helped pay for all the upper management, because Canada’s healthcare, education and mental health care systems are absurdly top-heavy. Canada becomes moral dystopian by the day, with regular folks (working class, blue collar, low-income) bearing the burden. Everyday more people join the rank of the oppressed regular people while a few who work in the government or favored industries are overpaid and the stats around all of this corruption are further obfuscated and buried. And as all this occurs, you see bureaucrats like the on in this video smug in their knowledge that most Canadians will never learn how dark the truth is.
Identity Attack0.10221587
Insult0.06722072
Profanity0.018734055
Threat0.024235269
Severe Toxicity0.004386902
Low Tox 0.165053 Constructive 0.679
Sep 30, 2025 1 likes IRCC Names India in Study …
I grew up with integration that I LOVED, met people from all over the world. I've been working since I was 14 I've worked for people from all over the world , rented from different …
I grew up with integration that I LOVED, met people from all over the world. I've been working since I was 14 I've worked for people from all over the world , rented from different people since I was 18 and learned great things I can add to my construction or cooking repertoire that you could possibly couldn't learn in the West without diversity. BUT now we have a group of people coming here buying up businesses while only hiring people from their country buying up single homes putting up crammy 8 plexus, and only renting to people from their home country. If these were French people like my heritage is, I would be even more pissed because I could say something without being called a racist. These immigrants are coming here with one goal retribution against the English Empire for the past or some shit, I dont know, and they're taking it out on us Canadians. over 5 years I've collected proof so I feel very safe coming out now and talking about this because I have everything to back it up. Those single homes I was talking about half of them burned down and they use insurance fraud money add multiple loopholes to use government money along the way as well, that's damn taxpayer money building parts of these homes... I'm a concrete worker they do not let these walls set properly, they don't seal the windows and doors properly, everything's going to leak but because they only rent to people from their home country after 3 years they can take their name off the property and nobody and I mean nobody is going to report leaks because they have a tyrannical control over who they rent to.... I dont even need to name the group because its OBVIOUS, living in the same city most ky life I've seen a drastic change, and this isnt intregation like my family did as they we're the members of french part of the metis tribe long ago. 5 years in a row they have added an average of 70,000 people legally to the city I live in I live in of 1.4 million people that is absolutely absurd the train system is packed all the way until 1:00 a.m.... it's just simple economics you can't add that many people and have a sustainable City.... these idiots never played sim city or some shit Also there are millions that came pretending to get spots in our universities and didn't show up, and these are the same people that are buying up all the businesses and houses and only letting the people from their own country be involved that is not integration....... There's also a huge problem with people faking Refugee status from this very place and there's even a few videos circulating online on just how to do it people from this country bragging how their making double of the average income of a Canadian a year PLUS free food and board from this fake Refugee status, HOLY FUCK! We are radicalizing here in Alberta and it's about to get real. Not only do these immigrants only want their own people involved in anything they are rude as hell when confronted about any of this even in a kind way.  There's a great deal of them that are at the top of the fenthinal distribution. mind you a lot of that's being shipped from other places but the distribution hails differently....roughly 70% of the major fenthinal arrests and seizures have those paticular heritage backgrounds to prove it. They are destroying the country in SO MANY WAYS, im DONE trying to be civil or nice about this debate,  5 years is my limit bitches, fuck you, fuck off or we'll fucking make you -Alberta proud , and fuck you again bitches
Identity Attack0.06749674
Insult0.0720671
Profanity0.06145202
Threat0.007534259
Severe Toxicity0.005493164
Low Tox 0.16043124 Constructive 0.775 Personal_Narrative
Sep 10, 2025 Why Canadians Are Turning Against …
Albertabs proud canadians.. Never want stay with USA agents like ukeaine president. This video spreads only hatread. The only issue is asylum seekers, int students bring millions to canadian e onomy. Stop asylum... Ukraine mainly …
Albertabs proud canadians.. Never want stay with USA agents like ukeaine president. This video spreads only hatread. The only issue is asylum seekers, int students bring millions to canadian e onomy. Stop asylum... Ukraine mainly using asylum...
Identity Attack0.08087392
Insult0.047349896
Profanity0.013268576
Threat0.007832011
Severe Toxicity0.0028419495
Low Tox 0.1460314 Moderate Con 0.42 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
This will be your most popular video because we’re all tired of them being here. Never thought you’d do a video here 😭
This will be your most popular video because we’re all tired of them being here. Never thought you’d do a video here 😭
Identity Attack0.01565665
Insult0.0279513
Profanity0.057443913
Threat0.012699619
Severe Toxicity0.006752014
Low Tox 0.14256015 Low Con 0.286 Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
no way you're in brampton rn omg. i love your videos but i truly never expected you to be here. ty for covering this
no way you're in brampton rn omg. i love your videos but i truly never expected you to be here. ty for covering this
Identity Attack0.023193322
Insult0.028171662
Profanity0.047173142
Threat0.009877442
Severe Toxicity0.005378723
Low Tox 0.11347008 Moderate Con 0.491 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Hey! Im a sikh that was born in canada, with my parents, grand father, great grand father also being in this beutiful country. I wanted to start of by saying a couple of things. My …
Hey! Im a sikh that was born in canada, with my parents, grand father, great grand father also being in this beutiful country. I wanted to start of by saying a couple of things. My home was in brampton for a long time and I have personally seen the safety gone down, my family used to come back from trips with our garage open and everything would be completely fine. The long term sikhs and indians came and actually contributing positively and that can be seen with how good canada was pre 2020. Immigration too an extent was good, but mass immigration was never a good idea. In 2018-2019 the old time punjabi community was heavily against so many students coming in, so much so people that were indian had "no students" signs when renting their basements. It's sad to see people that came here running things so badly and ruining the effort and contributions made by many(I even face the consqeunces of things I have never done). Remeber don't be afraid to call out people for their bullshit, but also dont bash innocent people. Now many ppl came to canada and have done good like sikhs having the highest donors of blood, plasma, and platelets. We also giveway a lot in charity and food. A good news is Canada is cracking down on these bad people and quickly, and many good people who came are returning back home. I have seen a lot of videos online, but please remember algorithms and pushed media make things seem worse than they actually are. My message is I'm sorry for how these people are acting, my recent trip to Canada(brampton) I saw better quality service and more white folk too. Stay safe and god bless!
Identity Attack0.039456755
Insult0.022448512
Profanity0.027000591
Threat0.008181547
Severe Toxicity0.0032043457
Low Tox 0.06421452 Constructive 0.862 Personal_Narrative
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
Never thought I Would be seeing a video of Tyler in my city 😭
Never thought I Would be seeing a video of Tyler in my city 😭
Identity Attack0.008509507
Insult0.019354604
Profanity0.022628209
Threat0.008764107
Severe Toxicity0.0029563904
Low Tox 0.06065326 Moderate Con 0.398
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I prepared for exam by watching this video only and i never read the book. I scored 19/20. Thank you so much whoever created this video.
I prepared for exam by watching this video only and i never read the book. I scored 19/20. Thank you so much whoever created this video.
Identity Attack0.0071035884
Insult0.01617693
Profanity0.023106437
Threat0.009955117
Severe Toxicity0.0030136108
Low Tox 0.059232414 Constructive 0.539
Jul 6, 2025 3 likes Canadian Citizenship Test 2025 – …
Great Video Tyler! I’m glad you made a full video on this issue while being neutral. I never thought I see you do a video on Brampton Ontario Canada. And I’ve boycotted Tim Horton’s.
Great Video Tyler! I’m glad you made a full video on this issue while being neutral. I never thought I see you do a video on Brampton Ontario Canada. And I’ve boycotted Tim Horton’s.
Identity Attack0.006881601
Insult0.020772645
Profanity0.011219022
Threat0.008116818
Severe Toxicity0.0011301041
Low Tox 0.051068526 Constructive 0.714 Solidarity
Jan 29, 2026 Inside Canada's Indian Invasion...
The dynamics in this video are playing out in many places, however, we've never come across a city that has seen as much drastic change as Brampton: Its population has doubled from 400,000 to 800,000 …
The dynamics in this video are playing out in many places, however, we've never come across a city that has seen as much drastic change as Brampton: Its population has doubled from 400,000 to 800,000 in just the last 20 years. We tried to cover this topic, respecting both the long-time Brampton residents, many of whom are angry about the changes to their city, and the Indian community, which was extremely welcoming of us. Thank you all for watching. Also, we're on our way to the UK and are looking for story recs in England and Scotland.
Identity Attack0.024600167
Insult0.018258847
Profanity0.024951037
Threat0.010887212
Severe Toxicity0.0028800964
Low Tox 0.050326355 Constructive 0.796
Sep 18, 2025 774 likes Inside Canada's Indian Metropolis (Brampton)
Never in my life I thought Tyler would post a video about Brampton Canada 😂. What a surprise
Never in my life I thought Tyler would post a video about Brampton Canada 😂. What a surprise
Identity Attack0.006030651
Insult0.013288911
Profanity0.01402008
Threat0.0066280556
Severe Toxicity0.0012588501
Low Tox 0.026499467 Moderate Con 0.349 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
As a Canadian, what do we do? Every entry to mid level job has been taken by the fine folks in the video, never mind what has happened to the housing market.
As a Canadian, what do we do? Every entry to mid level job has been taken by the fine folks in the video, never mind what has happened to the housing market.
Identity Attack0.004587734
Insult0.0113509
Profanity0.010809111
Threat0.0059678215
Severe Toxicity0.000705719
Low Tox 0.021196328 Constructive 0.503 Economic_Argument
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
Thank you so much to the person who made this video! I just took my test today and passed on my first attemp, I got 19 out of 20. I’ve watched this video 6 times …
Thank you so much to the person who made this video! I just took my test today and passed on my first attemp, I got 19 out of 20. I’ve watched this video 6 times and never read the book. This video is good enough to help me with the test.
Identity Attack0.0058086636
Insult0.008994885
Profanity0.019280603
Threat0.009359611
Severe Toxicity0.0017261505
Low Tox 0.019100413 Constructive 0.643
Jul 22, 2025 38 likes Canadian Citizenship Test 2025 – …
Thank you so much this is a super helpful video I passed my test for second time on November 20, 2025 I just watched this video and never study discover Canada all my questions were …
Thank you so much this is a super helpful video I passed my test for second time on November 20, 2025 I just watched this video and never study discover Canada all my questions were from this video much recommended 😊🎉
Identity Attack0.0035147965
Insult0.006657871
Profanity0.010928668
Threat0.006641001
Severe Toxicity0.0007343292
Low Tox 0.008733413 Constructive 0.642
Dec 1, 2025 4 likes Canadian Citizenship Test 2025 – …
THIS VIDEO IS TOTAL BS BS BS BS BS. WILL NEVER EVER HAPPEN!!
THIS VIDEO IS TOTAL BS BS BS BS BS. WILL NEVER EVER HAPPEN!!
Identity Attack0.0007285265
Insult0.0011505154
Profanity0.00027704213
Threat0.00010078087
Severe Toxicity0.0000031482725
Low Tox 0.005631424
Apr 20, 2025

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.