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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: "Finally a video on the …" 21 comments
Finally someone notable makes a video about this bullshit. Canada has basically become India in its entirety.
Finally someone notable makes a video about this bullshit. Canada has basically become India in its entirety.
Identity Attack0.3817989
Insult0.48484445
Profanity0.71218073
Threat0.008893564
Severe Toxicity0.16960317
Toxic 0.7570315 Low Con 0.196 Identity_Assertion
Jan 27, 2026 6,023 likes Inside Canada's Indian Invasion...
0:12 Nepal just forced a change in government. So are they Indian or Nepali? But I do hope it's televised when they try this man and arrest him or we finally get to watch his …
0:12 Nepal just forced a change in government. So are they Indian or Nepali? But I do hope it's televised when they try this man and arrest him or we finally get to watch his get the ahh whooping he deserves. Bro does 3 videos on real journalism exposes real issues but runs back to his roots. RACISM 😂😂😂😂😂😂. I couldn't imagine flying around the world can't possibly be enjoying yourself cause he is too busy doing rat shit. And bothering people trying to assimilate into the country. But because a few are causing issues we have to make it look 👀👀 like it's bigger so the big guy can do some more of that negotiating he been doing. Everywhere he goes bullshit follows 😡😡😡
Identity Attack0.50515443
Insult0.5130944
Profanity0.46460027
Threat0.3203622
Severe Toxicity0.35368225
Moderate 0.6744087 Moderate Con 0.438 Identity Attack Insult
Jan 27, 2026 Inside Canada's Indian Invasion...
Aint no way we're finally getting a deep dive olivera video on this. Made my damn day
Aint no way we're finally getting a deep dive olivera video on this. Made my damn day
Identity Attack0.026007013
Insult0.24493282
Profanity0.6069483
Threat0.022163315
Severe Toxicity0.055630904
Moderate 0.57271194 Moderate Con 0.361 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Oh the IRONY! If you aren't First Nations, you ARE an immigrant. Why don't you actually all make an effort to learn at least a few words in our languages; the ACTUAL languages of Our …
Oh the IRONY! If you aren't First Nations, you ARE an immigrant. Why don't you actually all make an effort to learn at least a few words in our languages; the ACTUAL languages of Our country 🙄. You can't be that dumb. I'm not trying to be harsh, but most of us speak our language and 1 or 2 languages from the European settlers here. It really suits everyone here to never bring Indigenous people into your conversations while you call it "Your country, your 'Canada', you culture". Everyone who's ancestors aren't from need to do better. It blows my mind how you come here and fight against each other while being immigrants yourselves. You demand assimilation from others while you yourselves aren't Indigenous, and don't make the slightest effort to assimilation to OUR culture. Complete hypocrites.🤣🤣🤣 If I were you, I'd be ashamed. I can't see myself ever going to someone else's country, living in it, let alone being born in it, and have the audacity to act and speak with that amount of utter continuous ignorance and disrespect the way most of the European settlers and other settlers/"Canadians" do. Do better before complaining about each other cause, you're no better and immigrants yourselves. Oh ya, and film Native Child in the background at 7:06, the place not First Nations operated known for stealing our children and getting tons of funding to line their pockets while almost all reserves have no clean drinking water, houses breaking down, unable to get work outside due to racist from all types of immigrants (yes, including European 'Canadians'), but putting a video of a European 'Canadian' talking about not being able to afford cable and her bills. Because these things are happening to European settlers/ 'Canadians', now it's finally a problem. The IRONY.
Identity Attack0.36702603
Insult0.5130944
Profanity0.18909787
Threat0.008867673
Severe Toxicity0.023076924
Moderate 0.47886392 Constructive 0.592 Insult
Aug 28, 2025 Why Canadians Are Turning Against …
Finally someone makes a video on Brampton! 🇮🇳 You’ve been killing it lately with these videos
Finally someone makes a video on Brampton! 🇮🇳 You’ve been killing it lately with these videos
Identity Attack0.058401883
Insult0.097093195
Profanity0.17987521
Threat0.42643023
Severe Toxicity0.023076924
Moderate 0.42129645 Moderate Con 0.466 Meta_Commentary
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Finally covering the invasion of illegal indians who come here on "student visas" and never leave. ( saying this before i see the video lets see if you noticed )
Finally covering the invasion of illegal indians who come here on "student visas" and never leave. ( saying this before i see the video lets see if you noticed )
Identity Attack0.44690517
Insult0.1823172
Profanity0.07126612
Threat0.012958534
Severe Toxicity0.017287504
Moderate 0.3722269 Moderate Con 0.312 Fear_Threat
Jan 27, 2026 1 likes 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...
As a Canadian, one that lives in GTA at that. Thank you for this video! We have two first languages (French & English)..yet speaking Punjabi is now an asset. Tim Hortons & McDonald’s used to …
As a Canadian, one that lives in GTA at that. Thank you for this video! We have two first languages (French & English)..yet speaking Punjabi is now an asset. Tim Hortons & McDonald’s used to be for our youth…now they can’t get jobs. The one thing we all loved growing up is the fact that our country was so diverse/multicultural. So many people actually born here either move further or have been leaving the country because theres damn near no more Canada. I’m just glad someone finally made an actual video talking about this 🙏🏽Not everyone is a problem, it’s really the past 3-4years that have been awful
Identity Attack0.057492398
Insult0.0654725
Profanity0.25458565
Threat0.0074048014
Severe Toxicity0.008277893
Low Tox 0.18174082 Constructive 0.805 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Finally a video on Ontario. DEPORT!
Finally a video on Ontario. DEPORT!
Identity Attack0.056582913
Insult0.0638991
Profanity0.013951761
Threat0.0138755
Severe Toxicity0.007133484
Low Tox 0.17111848 Low Con 0.23
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Tyler. read "EASY MEAT" book by Peter McLoughlin then do the final boss video... the rp gangs in UK. 1M victims.
Tyler. read "EASY MEAT" book by Peter McLoughlin then do the final boss video... the rp gangs in UK. 1M victims.
Identity Attack0.012842959
Insult0.030816011
Profanity0.020783609
Threat0.022163315
Severe Toxicity0.0035858154
Low Tox 0.11161 Moderate Con 0.458 Call_To_Action
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Finally this guy makes a video in my home
Finally this guy makes a video in my home
Identity Attack0.014249804
Insult0.017549826
Profanity0.041912504
Threat0.020609349
Severe Toxicity0.00579834
Low Tox 0.07371122 Moderate Con 0.326 Meta_Commentary
Jan 28, 2026 Inside Canada's Indian Invasion...
Finally a video about a real crisis
Finally a video about a real crisis
Identity Attack0.009619443
Insult0.014314918
Profanity0.025497584
Threat0.01086132
Severe Toxicity0.0032997131
Low Tox 0.059974585 Moderate Con 0.313 Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
Finally someone speaking and making a video about this issue
Finally someone speaking and making a video about this issue
Identity Attack0.010655383
Insult0.013592913
Profanity0.027137227
Threat0.014738814
Severe Toxicity0.0038909912
Low Tox 0.05354243 Moderate Con 0.392 Solidarity
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Finally a video on the famous Brampton 😂
Finally a video on the famous Brampton 😂
Identity Attack0.008657498
Insult0.015036922
Profanity0.025497584
Threat0.010809537
Severe Toxicity0.0032806396
Low Tox 0.046368107 Low Con 0.276 Humor_Satire
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
just passed the test right now, and the very first thing I wanted to do—before even telling my family—was to leave this comment. I watched the video only once, from the beginning up to question …
just passed the test right now, and the very first thing I wanted to do—before even telling my family—was to leave this comment. I watched the video only once, from the beginning up to question 215. One time only—yes, one time only. Then I took the test, and on my first attempt I passed with 15 correct answers out of 20. I honestly can’t believe it. I didn’t realize how much I knew until I was sitting there answering the questions. About 50% of them came directly from the first 215 questions in the video. I am truly, deeply grateful to everyone who worked on this video. It’s not just good—it’s amazing. After nine years of struggle with this citizenship journey, I finally feel like I can breathe… like I can fly a little. Thank you all, from the bottom of my heart. 🤍
Identity Attack0.0037922803
Insult0.020256994
Profanity0.021603432
Threat0.007573096
Severe Toxicity0.0016975403
Low Tox 0.044636376 Constructive 0.713 Personal_Narrative
Jan 25, 2026 4 likes Canadian Citizenship Test 2025 – …
I’m glad u finally made a video about this
I’m glad u finally made a video about this
Identity Attack0.009989422
Insult0.013782915
Profanity0.02932342
Threat0.013010317
Severe Toxicity0.004043579
Low Tox 0.044141594 Moderate Con 0.459 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Finally we getting a good video on this topic
Finally we getting a good video on this topic
Identity Attack0.009693438
Insult0.011160898
Profanity0.025360947
Threat0.011922873
Severe Toxicity0.0030899048
Low Tox 0.036162965 Low Con 0.237 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
This video is really helpful. I finally pass my test today after watching it for twice and thank you so much 😍
This video is really helpful. I finally pass my test today after watching it for twice and thank you so much 😍
Identity Attack0.007843546
Insult0.010248893
Profanity0.027000591
Threat0.010783645
Severe Toxicity0.0027656555
Low Tox 0.026970858 Constructive 0.541 Meta_Commentary
Jul 17, 2025 3 likes Canadian Citizenship Test 2025 – …
Grew up there. If anything this video understates things. Finally people outside of Canada are talking about it more.
Grew up there. If anything this video understates things. Finally people outside of Canada are talking about it more.
Identity Attack0.008657498
Insult0.0129089095
Profanity0.011253181
Threat0.006492125
Severe Toxicity0.0010585785
Low Tox 0.02685301 Moderate Con 0.485 Personal_Narrative
Jan 27, 2026 6 likes Inside Canada's Indian Invasion...
I live two hours away from Brampton and I’m so happy. He finally made a video about Canada.
I live two hours away from Brampton and I’m so happy. He finally made a video about Canada.
Identity Attack0.008583503
Insult0.009640889
Profanity0.015044857
Threat0.008349842
Severe Toxicity0.00166893
Low Tox 0.021903414 Constructive 0.517 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
from Canada finally a video on this.
from Canada finally a video on this.
Identity Attack0.0059936526
Insult0.008386881
Profanity0.013405213
Threat0.008582866
Severe Toxicity0.0015735626
Low Tox 0.01847211 Moderate Con 0.392
Jan 27, 2026 1 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.