Skip to content
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

click to expand

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.

Search & Filter

Search comment text, filter by category or toxicity level
Active: "Watched this once and I …" 374 comments · Page 9 of 15
i’m in a taxi in the UK watching this and no joke my punjabi taxi driver just mentioned mid-video how his entire family is in brampton
i’m in a taxi in the UK watching this and no joke my punjabi taxi driver just mentioned mid-video how his entire family is in brampton
Identity Attack0.08583717
Insult0.033680726
Profanity0.075468846
Threat0.012130005
Severe Toxicity0.007972717
Low Tox 0.17025198 Moderate Con 0.485 Personal_Narrative
Jan 27, 2026 709 likes Inside Canada's Indian Invasion...
Watch out Canada or you will end up like the UK 😢
Watch out Canada or you will end up like the UK 😢
Identity Attack0.14661247
Insult0.03827355
Profanity0.015147334
Threat0.020264024
Severe Toxicity0.0059890747
Low Tox 0.17025198 Low Con 0.239 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
I am Canadian and this is so upsetting to me I can’t even watch it. Even the small town I live in is being taken over by them. It’s time for a right wing revolution …
I am Canadian and this is so upsetting to me I can’t even watch it. Even the small town I live in is being taken over by them. It’s time for a right wing revolution in Canada. Our politicians sold us out. There Is one and a half billion people in India. Canada has 35 million. If one Percent of India comes here, Canada is done.
Identity Attack0.13591312
Insult0.053205602
Profanity0.017709278
Threat0.01101667
Severe Toxicity0.0042533875
Low Tox 0.16851899 Constructive 0.567
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
Anyone from the UK caught watching this will be reported to the internet police
Anyone from the UK caught watching this will be reported to the internet police
Identity Attack0.062039822
Insult0.028942931
Profanity0.027273865
Threat0.06863153
Severe Toxicity0.004749298
Low Tox 0.16591948 Low Con 0.245 Humor_Satire
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
I don’t even think I can watch this because it makes me so angry and emotional. Our med will be fighting these guys one day.
I don’t even think I can watch this because it makes me so angry and emotional. Our med will be fighting these guys one day.
Identity Attack0.010581387
Insult0.030485468
Profanity0.028230323
Threat0.12382901
Severe Toxicity0.004463196
Low Tox 0.15932569 Moderate Con 0.49 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
One thing to highlight with not seeing any homeless Indians in that first seen is not that Indians are causing others to be homeless - rather, they are willing to help family out to prevent …
One thing to highlight with not seeing any homeless Indians in that first seen is not that Indians are causing others to be homeless - rather, they are willing to help family out to prevent homelessness! When we first came here (20+ years ago from Ethiopia), we couldn’t find work and faced homelessness. Our extended family came thru and let the 4 of us stay in a small 1 bedroom in the basement until we could get on our feet. By having a room to be safe in, we avoided a lot of the consequences of homelessness that would have made getting back on our feet exponentially difficult. What I have found shocking now to see as a Canadian of 20+ years is my non-immigrant Canadian friends who will watch quietly as their family members fall under the poverty line and towards homelessness, avoiding inviting them in to not “disrupt their peace” at home. I’ve had random family of friends stay with me in hard times to avoid them being on the street while my generally kind friends (at least to others!) did not take them in. This individualistic mindset of the West really means if you have a low point in life, you will plummet to rock bottom…. Ofc homelessness and poverty is multifaceted but a more collective approach to community would also reduce the burden!
Identity Attack0.17614605
Insult0.060927123
Profanity0.021466793
Threat0.008414571
Severe Toxicity0.004787445
Low Tox 0.1587729 Constructive 0.879
Oct 25, 2025 Inside Canada's Indian Metropolis (Brampton)
Well done! So well put. I’m from America, but my mother is from Yorkshire. I’m moving back this spring to be with my family. Hoping to help out the community as gay as that sounds. …
Well done! So well put. I’m from America, but my mother is from Yorkshire. I’m moving back this spring to be with my family. Hoping to help out the community as gay as that sounds. It’s hard to watch my mom seriously in fear of never being able to see her home again. Or how it once was.
Identity Attack0.19298288
Insult0.033790905
Profanity0.053435806
Threat0.0076637166
Severe Toxicity0.004196167
Low Tox 0.15711457 Constructive 0.744 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Shout down the money taps. And watch them all leave.
Shout down the money taps. And watch them all leave.
Identity Attack0.0059936526
Insult0.029934563
Profanity0.020988565
Threat0.108496375
Severe Toxicity0.0048065186
Low Tox 0.15269235 Low Con 0.145 Call_To_Action
Feb 18, 2026 2 likes LILLEY UNLEASHED: The fall of …
3:58 To foreigners watching, this might seem like an isolated scenario because he filmed one location but it is like this 90-95% of Tim Hortons in the big cities and even some places in the …
3:58 To foreigners watching, this might seem like an isolated scenario because he filmed one location but it is like this 90-95% of Tim Hortons in the big cities and even some places in the boonies. These are all family owned as well, they are usually cousins and siblings and uncles working these places which is why so many canadians complain about the service, because these people are literally unfireable, they sometimes dont even speak english (common) and french (very common for obvs reasons).
Identity Attack0.07012023
Insult0.06757036
Profanity0.034146797
Threat0.007793174
Severe Toxicity0.0038909912
Low Tox 0.15158679 Constructive 0.681 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
Who’s here before 1 million Indians watch this?
Who’s here before 1 million Indians watch this?
Identity Attack0.11280017
Insult0.028722567
Profanity0.024541125
Threat0.011612174
Severe Toxicity0.0047683716
Low Tox 0.15103401 Low Con 0.266 Humor_Satire
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
fire vid man i was so excited to watch this bro. keep up the good work I love liking small creators videos. 😆
fire vid man i was so excited to watch this bro. keep up the good work I love liking small creators videos. 😆
Identity Attack0.015254694
Insult0.024511116
Profanity0.072882555
Threat0.04233929
Severe Toxicity0.008163452
Low Tox 0.13561769 Constructive 0.511 Meta_Commentary
Feb 25, 2026 Inside Canada's Indian Invasion...
It's right across Canada. 100% negligence on this Liberal government who allowed it to happen under their watch.
It's right across Canada. 100% negligence on this Liberal government who allowed it to happen under their watch.
Identity Attack0.027614836
Insult0.07396803
Profanity0.012858666
Threat0.006712203
Severe Toxicity0.0021266937
Low Tox 0.13388206 Moderate Con 0.317 Policy_Critique
Feb 22, 2026 Canadian immigration officers investigating hundreds …
You should come and see the Canadian dream being sold to Punjabis here. Also watch the movie "Dunkee" and you'll all know how bad the desperation to move to the west, is. Btw i live …
You should come and see the Canadian dream being sold to Punjabis here. Also watch the movie "Dunkee" and you'll all know how bad the desperation to move to the west, is. Btw i live in India and have no plans on migrating anywhere. It ain't great here but if we all keep leaving for greener pastures, it won't ever get better. We literally have a Visa temple in South India where people go to pray for their Visas to get approved. It's extremely sad honestly.
Identity Attack0.10221587
Insult0.04090862
Profanity0.015420608
Threat0.006861079
Severe Toxicity0.002937317
Low Tox 0.12867521 Constructive 0.673 Personal_Narrative
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
It’s getting harder and harder for people to watch what happens in the House of Commons without feeling downright furious. Every day, Canadians work long hours, pay crushing taxes, and deal with rising costs — …
It’s getting harder and harder for people to watch what happens in the House of Commons without feeling downright furious. Every day, Canadians work long hours, pay crushing taxes, and deal with rising costs — and for what? To watch elected officials sit in Parliament and turn Canadian issues into a circus. It feels like half the time they’re more interested in scoring cheap political points than actually solving anything. The constant bickering, yelling, and rehearsed “outrage” looks less like leadership and more like a never‑ending performance meant to distract us from how little actually gets done. How much do you think each of them makes just sitting there doing nothing all day, and calling it a job. THE REAL CROOKS OF CANADA Politicians. Blame the Indians who come to work in Canada when send billions to Ukraine. WAKE UP CANADA TO REAL PROBLEM
Identity Attack0.026609946
Insult0.07016616
Profanity0.020168742
Threat0.008077981
Severe Toxicity0.0027656555
Low Tox 0.12867521 Moderate Con 0.49 Policy_Critique
Feb 5, 2026 Inside Canada's Indian Invasion...
That guy talking about Islam video, is at least 10 years old. I watched that when I immigrated to another country. So this report is far behind of times. Just like Canada my country is …
That guy talking about Islam video, is at least 10 years old. I watched that when I immigrated to another country. So this report is far behind of times. Just like Canada my country is getting bashed for non action, questioning or awareness. Canadian govt had been informed time and again about the criminals they are importing but they did not care. Unfortunately the media covered up and independent sources like this forum did not exist at the time.
Identity Attack0.099899694
Insult0.047349896
Profanity0.013780965
Threat0.007262398
Severe Toxicity0.0027656555
Low Tox 0.1269396 Constructive 0.699
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
watching this before the Indian Canadian population try to take this video down ❤
watching this before the Indian Canadian population try to take this video down ❤
Identity Attack0.10221587
Insult0.028502205
Profanity0.02023706
Threat0.01119791
Severe Toxicity0.004234314
Low Tox 0.12520397 Moderate Con 0.332
Jan 27, 2026 Inside Canada's Indian Invasion...
The only reason you can use the term Immigrant is because the govt issued visas. But that being said the govt fast tracked the usual immigrant process which takes months to years. So in actuality …
The only reason you can use the term Immigrant is because the govt issued visas. But that being said the govt fast tracked the usual immigrant process which takes months to years. So in actuality this is not legitimate immigrants. It's unlawful what the govt has done and therefore these people are immigrants under cover of law. Or color of law. It's defacto. I call them illegal migrants. Most are not doctors or engineers or trades people even. Most are young men from 19 to their 30's. According to Investigative Journalist Joshua Philipp of the Epoch Times, Through visiting Darian gap, he found UN tents helping illegal migrants to get to the US. But they had to pass through cartel territory. They had to pay the cartels a fee or die or be raped or both. Yes it's brutal some things but apparently before Obama left office he signed an international agreement to import people globally from mostly Islamic countries and create open borders. We see Chinese, and many people from different parts of South America and even Africa crossing to the US. A lot of whom end up in Canada. So before they cross into the US they toss their IDs Especially if they are from countries that are flagged by the US as questionable or terrorist possibilities. So this leads to a lot coming to Canada. I'm sure you heard of Roxham Rd crossing? It's officially closed but people still cross into Canada from the US going through there. There's also piles of IDs at that border crossing also. Anyways these open border policies has cut out in depth screening so we really don't know who is in Canada as true asylum seekers or immigrants. To add to this complexity, over 300,000 Canadian travel documents have been stolen from CBSA Canadian Border Services Agency. 280,000 of those were blank Canadian passports. SO we really don't know who's walking on Canadian soil. This was confirmed by Luc Sabourin a former CBSA agent. He got forced out because he was asking the right questions and giving the right evidence. Here's the interview with Joshua and the interview with Luc. Have a watch n listen. https://www.youtube.com/watch?v=obgZ-Oh6Es0&t=4s https://www.youtube.com/watch?v=QdIjTSAzUXE&t=91s JamCan I'm with you 100% you are right on the money ! Great work.
Identity Attack0.09162762
Insult0.05027775
Profanity0.023516348
Threat0.0077284453
Severe Toxicity0.0034332275
Low Tox 0.123468354 Constructive 0.797
Aug 26, 2025 Why Canadians Are Turning Against …
I watch every video and I was pumped when I saw this. I live 30 mins from Brampton and it isn’t just there, it’s our entire country
I watch every video and I was pumped when I saw this. I live 30 mins from Brampton and it isn’t just there, it’s our entire country
Identity Attack0.011839314
Insult0.024640027
Profanity0.10240069
Threat0.011560392
Severe Toxicity0.005760193
Low Tox 0.11912931 Constructive 0.556 Fear_Threat
Jan 27, 2026 116 likes Inside Canada's Indian Invasion...
4:29 too advocate for this man. Went to a KFC with all "immigrant workers, and we did a mobile order and went in shortly after only to wait 30 minutes whilst watching over 5 seperate …
4:29 too advocate for this man. Went to a KFC with all "immigrant workers, and we did a mobile order and went in shortly after only to wait 30 minutes whilst watching over 5 seperate "immigrant friends" come in talk, WHILE they do their orders, and then get served immediately.
Identity Attack0.10221587
Insult0.031256735
Profanity0.014054239
Threat0.007793174
Severe Toxicity0.0026512146
Low Tox 0.11479026 Constructive 0.752 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
We all know that we will NOT see those 2.9 Million leaving Canada.... Just like the 'student visas' and all the other visas these people get - its just to get IN - once in …
We all know that we will NOT see those 2.9 Million leaving Canada.... Just like the 'student visas' and all the other visas these people get - its just to get IN - once in then they NEVER plan to leave. Watch your crime levels go the Moon folks!
Identity Attack0.02238941
Insult0.061451588
Profanity0.013371054
Threat0.007547205
Severe Toxicity0.0023651123
Low Tox 0.11419344 Moderate Con 0.336
Jan 16, 2026 2.9 million Canadian temporary visas …
Buddy got trafficked through my town Its boustan Lachine i laughed so hard while watching with my girlfriend
Buddy got trafficked through my town Its boustan Lachine i laughed so hard while watching with my girlfriend
Identity Attack0.01565665
Insult0.024511116
Profanity0.07191269
Threat0.019746035
Severe Toxicity0.007133484
Low Tox 0.11378009 Moderate Con 0.438 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
I know a non Indian guy, he speaks and acts like an Indian when he interacts with them. He's not mocking them, he's just got an ability to mirror them. It's fascinating to watch.
I know a non Indian guy, he speaks and acts like an Indian when he interacts with them. He's not mocking them, he's just got an ability to mirror them. It's fascinating to watch.
Identity Attack0.1035157
Insult0.032028005
Profanity0.05243378
Threat0.008945347
Severe Toxicity0.0036811829
Low Tox 0.11316007 Constructive 0.667 Personal_Narrative
Oct 24, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Watching this from Toronto Aka little India
Watching this from Toronto Aka little India
Identity Attack0.09080041
Insult0.035774168
Profanity0.020442016
Threat0.00866054
Severe Toxicity0.004043579
Low Tox 0.112850055 Moderate Con 0.39 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Spot on One of the rare few BEST casts I have watched. Every word is correct said. I am Canadian, I've been to Jamaica and fell in love with the beautiful country and people. I …
Spot on One of the rare few BEST casts I have watched. Every word is correct said. I am Canadian, I've been to Jamaica and fell in love with the beautiful country and people. I was hoping to live out my final years in Jamaica, but Canada's Liberal government has drained and taken that dream from me and made that move unaffordable now because of their destructive policies. 😢
Identity Attack0.023595277
Insult0.0638991
Profanity0.012517073
Threat0.00636914
Severe Toxicity0.0016593933
Low Tox 0.112436704 Constructive 0.796
Sep 1, 2025 1 likes Why Canadians Are Turning Against …
If a community feels like they are the minority among the people they live with, they wouldn't dare themselves to go against the majority. Now, could you guys do the same interview in the UK …
If a community feels like they are the minority among the people they live with, they wouldn't dare themselves to go against the majority. Now, could you guys do the same interview in the UK as well?. Just watch the film "Slumdog Millionaire".
Identity Attack0.026609946
Insult0.055547886
Profanity0.022013342
Threat0.007068211
Severe Toxicity0.0019836426
Low Tox 0.112436704 Moderate Con 0.473
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)

Perspective API Dimensions Reference

13 dimensions explained

Toxic (6)

Toxicity
— Rude, disrespectful, or unreasonable
Severe Toxicity
— Very hateful or aggressive
Identity Attack
— Targeting race, religion, gender, etc.
Insult
— Inflammatory or provocative language
Profanity
— Swear words or obscene language
Threat
— Intention to inflict pain or violence

Prosocial (7)

Affinity
— Agreement or shared understanding
Compassion
— Concern for others' wellbeing
Curiosity
— Desire to learn or understand more
Nuance
— Acknowledges complexity or multiple perspectives
Personal Story
— Shares personal experience
Reasoning
— Evidence-based or logical argumentation
Respect
— Politeness and consideration for others
Data sources: comment_perspective_scores, comment_embeddings, and view_comment_sentiment · Scores are probability values (0–1) from Google's Perspective API via Communalytic.