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: "Zombies!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!" 15 comments
what the fuck is this title? i mean dude, their immigrants not fucking zombies
what the fuck is this title? i mean dude, their immigrants not fucking zombies
Identity Attack0.55044734
Insult0.57566804
Profanity0.90862066
Threat0.018192071
Severe Toxicity0.45895407
Toxic 0.9391453 Low Con 0.18 Identity Attack Insult Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
I am Immigrant Myself . When I go Shopping for food or anything There is this new comer's They walk around like a ZOMBI cut you off or just stand and Block you like a …
I am Immigrant Myself . When I go Shopping for food or anything There is this new comer's They walk around like a ZOMBI cut you off or just stand and Block you like a Fucken Cow. or chat on cell phone Not pay attention to the people and Traffic around them .STOP BRINGING MORONS WITH NO MANNERS .
Identity Attack0.4054415
Insult0.64537907
Profanity0.64460015
Threat0.13815513
Severe Toxicity0.35368225
Toxic 0.7570315 Moderate Con 0.443 Insult
Aug 25, 2025 Why Canadians Are Turning Against …
"Brought to you by the corporate scum brainwashing your nation at this very moment" Stop listening to zombies that hate you
"Brought to you by the corporate scum brainwashing your nation at this very moment" Stop listening to zombies that hate you
Identity Attack0.099072486
Insult0.6308392
Profanity0.3051381
Threat0.012699619
Severe Toxicity0.023152983
Moderate 0.60152835 Low Con 0.191 Insult Fear_Threat
Jun 21, 2025 How Canada broke its immigration …
Those are dropheads they are like Zombies to me so I think Immigrants has better culture than Canadians.
Those are dropheads they are like Zombies to me so I think Immigrants has better culture than Canadians.
Identity Attack0.57150364
Insult0.5723624
Profanity0.25001678
Threat0.010990778
Severe Toxicity0.1465323
Moderate 0.5972042 Low Con 0.246 Identity Attack Insult Identity_Assertion
Dec 3, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Ils sont tous entassés au Québec Ils prient dans les rues de Montréal. Ils ont tout les priorités. Mais toi qui est née ici tu passe en deuxième. Priorité a l intégrations pour qu ils …
Ils sont tous entassés au Québec Ils prient dans les rues de Montréal. Ils ont tout les priorités. Mais toi qui est née ici tu passe en deuxième. Priorité a l intégrations pour qu ils puissent être bien dans leurs peaux!!!!! Déportation Criss! On ouvre des piquerie pour qu’il puisse se piquer. Résultats plein de zombies qui se chie dans leur pantalon et qui jette leur caleçon plein de marde partout. Dans les bosquets , les parc public, dans les stationnements, dans les escaliers résidentiels Y a pas un endroit où te fait pas demander de l argent! Et avec agressivité. Déportation
Identity Attack0.44690517
Insult0.5739874
Profanity0.58072567
Threat0.07323132
Severe Toxicity0.45895407
Moderate 0.5716857 Moderate Con 0.339 Insult
Sep 9, 2025 Why Canadians Are Turning Against …
Deport pajeeet to pajeeet zombie land
Deport pajeeet to pajeeet zombie land
Identity Attack0.46050715
Insult0.5072643
Profanity0.43900812
Threat0.13363713
Severe Toxicity0.45895407
Moderate 0.509388 Low Con 0.17 Insult Call_To_Action
Feb 23, 2026 2 likes Inside Canada's Indian Invasion...
American President aata hai ek physically unstable present President mentally unstable president hai , mujhe lagta hai pura america mentally aur physically unstable hai 😂😂😂😂😂😂😂😂 kon sa mal fukte zombie ban jate ho zombie guy😂😂😂😂😂😂
American President aata hai ek physically unstable present President mentally unstable president hai , mujhe lagta hai pura america mentally aur physically unstable hai 😂😂😂😂😂😂😂😂 kon sa mal fukte zombie ban jate ho zombie guy😂😂😂😂😂😂
Identity Attack0.44690517
Insult0.5678696
Profanity0.38413823
Threat0.18913531
Severe Toxicity0.3532795
Moderate 0.47622904 Low Con 0.139 Insult Humor_Satire
Feb 4, 2026 1 likes Inside Canada's Indian Invasion...
Without the Indians, Brampton would probably be like London, Ontario a drug ridden and zombie city Proof is in your other video. https://www.youtube.com/watch?v=Bh7no3OVjWY Be thankful.
Without the Indians, Brampton would probably be like London, Ontario a drug ridden and zombie city Proof is in your other video. https://www.youtube.com/watch?v=Bh7no3OVjWY Be thankful.
Identity Attack0.50515765
Insult0.4339631
Profanity0.09775851
Threat0.013702838
Severe Toxicity0.023076924
Moderate 0.47119883 Low Con 0.246 Identity Attack Solidarity
Dec 2, 2025 Inside Canada's Indian Metropolis (Brampton)
Queue up that meme where a massive hoard of zombies is running towards a point.. that’s all the Indians watching and commenting on this video right now.😂🤣
Queue up that meme where a massive hoard of zombies is running towards a point.. that’s all the Indians watching and commenting on this video right now.😂🤣
Identity Attack0.41222036
Insult0.26957804
Profanity0.1811049
Threat0.046218675
Severe Toxicity0.023076924
Moderate 0.42129645 Low Con 0.201 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Reality will kick in very hard for these racist when they have to pay tution fee, because currently they'll are enjoying free eduction due to hefty fee paid by poor Indians in canada's colleges. Go …
Reality will kick in very hard for these racist when they have to pay tution fee, because currently they'll are enjoying free eduction due to hefty fee paid by poor Indians in canada's colleges. Go to CRA and ask which community contributes financially through taxes. Go to CSIS and ask about involvement of Indian community involved in crimes. Go and check the streets of your metropolitans, which community is involved in selling and consuming drugs. You won't find Indians selling drugs, but you'll certainly find canadian zombies in the streets. You know why you always target Indians for earning revenue from youtube, because Indians are calm and peace loving. They keep cool when they saw fools and goons, who're frustrated from their own. Grow up and start raising questions against trump, who wants to occupy your whole country! But i'm sure, you won't show the darkside of your racist communities who only cares of themselves(Individual, not the community), you won't show how trump is threatening to canada's sovereignty, you wont show the behaviours of canadians and americans, because you won't get views and if you won't get views, then how would earn and pay the emi. Wake up, smell the coffee and focus on real threat. And for canada future, do something to neutralize the threat or surrender and become the hypocrite 51st state!!
Identity Attack0.3817989
Insult0.32682732
Profanity0.03915693
Threat0.03235042
Severe Toxicity0.01412424
Moderate 0.37458646 Moderate Con 0.455 Policy_Critique
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
they should've deported all these visa student immigrants...over 5million of them and 0 went to school!!! then on top of it people are making the same money from 10 years ago while the cost of …
they should've deported all these visa student immigrants...over 5million of them and 0 went to school!!! then on top of it people are making the same money from 10 years ago while the cost of living goes up and up and up they mock us because we don't want to have children because we simply cannot afford 2-3k childcare while making 3.5k/month after taxes and rent at 3k/month while they come here have a free house, free money, pop out kids like crazy because the government will pay for the extra kids shit...highschool kids cant even get a job these days...the jobs that used to be for kids like tim hortons mcdonalds etc...are literally taken by immigrants as full blown jobs then there's not even enough jobs for the people here and employers are paying less and less and if you don't like it move along there's 100 illegal immigrants on student visas behind you waiting for that job when they should've been out of this country already!! Vancouver full of crackheads on fentanyl...Toronto full of heroin addicts walking around like zombies truck drivers buying cdl's from vending machines... icing on the cake was a crackhead doing heroin on a bench in broad daylight right on king st w. we're talking about a main street not a slow street or a side street where nobody sees shit...its fucking KING AND PETER!! I got so pissed off I tried to confront the dude but he was so out of it he couldn't even function... now we're talking about a crackhead that if he opens his eyes and he's flipping out and sees you as the cookie monster he'll fucking stab you with a needle what if it has hiv? or some other messed up disease? what if its a kid? WHAT IF IT'S YOU? what will it take for people to finally care about the issues in the community?!? crackhead immigrant? deported... cdl's? 10mil government trust fund to either run your own truck or to open a company...this would end all of these bankruptcy runaways whenever shit happens... student WORK visas? revoke them all...if they can't afford to pay for their international studies they have no business being an international student... first you study...get your degree once COMPLETED if you want to come back because you liked Canada apply from OUTSIDE Canada for a visa/pr. we don't need people working 10 years saving up to study living in a condo bedroom like 6 people in there driving up the cost of living for everyone else then fucking off when shit gets tough...
Identity Attack0.28622448
Insult0.344702
Profanity0.09486605
Threat0.032695748
Severe Toxicity0.01825585
Moderate 0.3722269 Constructive 0.628 Economic_Argument
Aug 25, 2025 Why Canadians Are Turning Against …
"pay no taxes" classic zombie
"pay no taxes" classic zombie
Identity Attack0.006622616
Insult0.25800487
Profanity0.030890211
Threat0.0072882893
Severe Toxicity0.0042152405
Low Tox 0.28312725 Low Con 0.186
Nov 17, 2025 Inside Canada's Indian Metropolis (Brampton)
it's definitely clear stop going to zombies country.😂😂😂👍
it's definitely clear stop going to zombies country.😂😂😂👍
Identity Attack0.019067906
Insult0.0984642
Profanity0.0005381192
Threat0.007447471
Severe Toxicity0.000015435178
Low Tox 0.28159934
Dec 8, 2025
Zombies!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!
Zombies!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!
Identity Attack0.0103594
Insult0.08434689
Profanity0.07320584
Threat0.010602405
Severe Toxicity0.011367798
Low Tox 0.21776234 Moderate Con 0.37 Humor_Satire
Nov 21, 2025 2 likes Thousands of refugees allowed into …
If you are Real Canadian ❤🇨🇦 Canada loves humanity whoever comments mean & biased can read below 👇 ❤️😢 Sending love to all who are suffering. ❤️😢 Hate-filled "zombies" are spreading across the world, fueling …
If you are Real Canadian ❤🇨🇦 Canada loves humanity whoever comments mean & biased can read below 👇 ❤️😢 Sending love to all who are suffering. ❤️😢 Hate-filled "zombies" are spreading across the world, fueling division through race, gender, culture, religion, countries and language - things that were meant to unite us, not divide us. They were created to build common ground, foster belonging, and promote love and peace - not hate. Anything that creates an "us versus them" narrative is harmful. Humanity must rise above borders and differences. Love is the only cure for this global virus of hate. ❤️😢 Sending love to all hate zombies who are suffering this virus and hugs I hope prayers and love might change their actions. ❤️😢 Is there hope? Reply with hearts if you are cured or agree with this message love all humans unconditionally for humanity? 🙏
Identity Attack0.058401883
Insult0.076185785
Profanity0.029050145
Threat0.008362788
Severe Toxicity0.004348755
Low Tox 0.15435068 Constructive 0.602
Jan 27, 2026 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.