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: "This isn't funny." 10 comments
this isn’t funny it’s racist. calling out issues doesn’t mean insulting all indians. canada isn’t a white country so asking only checking for white employees is wild. i’m african and that biker pissed me off. …
this isn’t funny it’s racist. calling out issues doesn’t mean insulting all indians. canada isn’t a white country so asking only checking for white employees is wild. i’m african and that biker pissed me off. I'm probably smarter than him. some africans being illiterate doesn't make them stupid and indians don't eat poop. leaving what he said in the video without calling it out looks like you agree. every group has bad drivers. every group has bad people- like the biker guy. stop the stereotype. imagine judging all white people off the biker guy. that’s what you’re doing. it’s not fair.
Identity Attack0.4911651
Insult0.5130944
Profanity0.40878695
Threat0.049451493
Severe Toxicity0.16960317
Moderate 0.57271194 Constructive 0.661 Insult Moral_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
The Truth is: "PEOPLE ARE HYPOCRITE". People have double standards. People live in cognitive dissonance. "I came from Portugal or Poland but I don't like the new immigrants" isn't this funny. Canada has a short …
The Truth is: "PEOPLE ARE HYPOCRITE". People have double standards. People live in cognitive dissonance. "I came from Portugal or Poland but I don't like the new immigrants" isn't this funny. Canada has a short history, it was founded a couple of centuries ago, in that sense, every Canadian was an immigrant at some point. For them, the white people, the problem is not immigration, but the brown people. "We hindus don't say Christianity or islam is bad" liar......here in india majority of hindus hate muslims to their core, hindus don't like sikhs, they dont like Christians, hindus don't even like fellow hindus, that are so-called lower caste. And here in punjab some portion of punjabis are furious about the migration of workers, labourers that come from UP & Bihar provinces. In their mind, the migration is an existential threat to the punjabi identity and community. But those hypocrites don't think like that when they move to abroad.
Identity Attack0.46028158
Insult0.56997263
Profanity0.1067334
Threat0.00899713
Severe Toxicity0.023076924
Moderate 0.53579444 Constructive 0.545 Insult
Oct 10, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
2:30 typical rage bait content creator troll who calls himself a "journalist" showing some obscure street in a slum with trash on the side of the street isn't representative of Punjab or India kid. It's …
2:30 typical rage bait content creator troll who calls himself a "journalist" showing some obscure street in a slum with trash on the side of the street isn't representative of Punjab or India kid. It's funny how foreigners mostly w8tes will travel to India and purposely go to the worst places to travel (old delhi, varanasi, Calcutta) which is common knowledge not only amongst Indians themselves but amongst travelers globally, just so they can make negative videos for sensation and views and then assume the entire country looks like that. When the fact of the matter is India has beautiful beaches, resorts in the south (kerela goa etc ie tourist areas) beautiful mountains and snowy areas in the north like Shimla, Risikesh in states like himachal pradesh and uttarkhand, theres ther north east which has arunachal pradesh etc. Yet despite common knowledge amongst those who travel to India these vloggers choose to avoid such places for the former just for content and to make videos such as this. Channels like Chris Lewis, Alfonso and Jessica, Daily Max, Van Boys, GallivanterDom, Dunney Travels are much more honest and unbiased with their vlogs on India showing both the good and bad side of the country. Both the beautiful luxurious sides as well as the slums and poverty. Unlike vloggers like this who only show the negative sides of India for the sake of views, content and engagement farming. Positive videos on India never go as viral as the negative ones. The algorithm always pushes negativity over positivity
Identity Attack0.37655997
Insult0.44126466
Profanity0.29209393
Threat0.0347677
Severe Toxicity0.052940834
Moderate 0.47473195 Constructive 0.728 Policy_Critique
Jan 27, 2026 4 likes Inside Canada's Indian Invasion...
Most uneducated journalist 💔💔 Isn't it funny how majority of the screen time is given to the whites? He could've asked any Indian that looks like they've grown up here so they could actually communicate …
Most uneducated journalist 💔💔 Isn't it funny how majority of the screen time is given to the whites? He could've asked any Indian that looks like they've grown up here so they could actually communicate clearly and give a voice for their community but no, he goes for the fresh immigrants that barely know english to interview. Just look at the picture he's trying to paint 😂 Oh and that border hopping scheme? There's malicious people in EVERY culture/religion, acting like whites and blacks don't do the same shit. You can't show this negative narrative on this community by focusing on the worst. No one likes to talk about the Sikhs that feed SO MANY homeless people in downtown toronto every year. I bet you didn't know every gurdwara feeds anyone anytime. I can speak for the Sikhs i've seen first hand how they are for the community. wtvr pays the bills ig 🥀🥀
Identity Attack0.45610145
Insult0.4339631
Profanity0.16775991
Threat0.013113883
Severe Toxicity0.023076924
Moderate 0.45243698 Constructive 0.747 Policy_Critique
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
One person Person complaining other person served me first at the butcher shop isn’t that funny that is like when some narrow minded people they put the sign in the restaurant and casino. No Dog …
One person Person complaining other person served me first at the butcher shop isn’t that funny that is like when some narrow minded people they put the sign in the restaurant and casino. No Dog and Indian are not allowed that is the racist is and when the people come from China and India, they charge tax And the other people coming from Europe they can come anytime why thats racist
Identity Attack0.293411
Insult0.25998658
Profanity0.0913099
Threat0.0097738765
Severe Toxicity0.015802706
Moderate 0.3375374 Constructive 0.559 Moral_Argument
Jan 28, 2026 Inside Canada's Indian Invasion...
Isn't it funny how every little keyboard warrior here bashes indians, without pointing out the guy at 2:00 also speaking out against this. I've been saying this for ages, its simply indians from a couple …
Isn't it funny how every little keyboard warrior here bashes indians, without pointing out the guy at 2:00 also speaking out against this. I've been saying this for ages, its simply indians from a couple states in india flooding the place - yet you aren't willing to talk about the actual issue. You're full of it Tyler.
Identity Attack0.29035977
Insult0.16773392
Profanity0.03389629
Threat0.024753258
Severe Toxicity0.008888245
Moderate 0.30136615 Moderate Con 0.492 Meta_Commentary
Jan 28, 2026 4 likes Inside Canada's Indian Invasion...
Funny how everyone screams about immigrants and Indians ‘ruining Brampton,’ but no one bats an eye when billions of OUR tax dollars are shipped to Ukraine. The real issue isn’t people trying to make a …
Funny how everyone screams about immigrants and Indians ‘ruining Brampton,’ but no one bats an eye when billions of OUR tax dollars are shipped to Ukraine. The real issue isn’t people trying to make a living — it’s governments that failed to plan for housing, infrastructure, and affordability. Stop blaming immigrants for problems created by bad leadership. we get all the hate while working the jobs many young Canadians don’t even want to show up for. Not all immigrants work on cash and not all of us are the same — we’re out here paying taxes, grinding hard
Identity Attack0.31015682
Insult0.16824563
Profanity0.024472807
Threat0.009230154
Severe Toxicity0.008659363
Low Tox 0.295883 Constructive 0.629
Sep 25, 2025 Inside Canada's Indian Metropolis (Brampton)
Poor countries are unfree and have higher malnutrition. That causes lower IQs. It’s why North Korea has lower IQs than South Korea. IQs are not fixed in stone. North Korean IQs improve when they escape …
Poor countries are unfree and have higher malnutrition. That causes lower IQs. It’s why North Korea has lower IQs than South Korea. IQs are not fixed in stone. North Korean IQs improve when they escape to South Korea. And Canada’s immigration program is selective. Funny how racists like to pretend that immigration isn’t selective. It’s to prevent immigrants from being on welfare more than the citizen population, which is how it should be. Higher-skilled workers are mostly chosen to immigrate. They make good money through their skills, and are giving back to the country through paying taxes. This includes Africans, especially Christian ones. This guy isn’t fully using his head, ironically.
Identity Attack0.24293575
Insult0.191015
Profanity0.020510335
Threat0.0073918556
Severe Toxicity0.0062179565
Low Tox 0.27525392 Constructive 0.545 Economic_Argument
Feb 18, 2026 1 likes Inside Canada's Indian Invasion...
This isn't funny.
This isn't funny.
Identity Attack0.002192123
Insult0.018323302
Profanity0.018324144
Threat0.0068869707
Severe Toxicity0.0010967255
Low Tox 0.049584184 Low Con 0.243 Meta_Commentary
Dec 30, 2025 Deportations From Canada at Their …
My neighbour is a high skilled import for a Canadian job. Now he still lives in Canada but works remote for a US organization and he still isn’t a citizen. Something smells fishy, huh. I’m …
My neighbour is a high skilled import for a Canadian job. Now he still lives in Canada but works remote for a US organization and he still isn’t a citizen. Something smells fishy, huh. I’m a high skilled Canadian but couldn’t find permanent work after a layoff in 2015. Funny how in my contract roles I constantly work alongside so many new arrivals that find work 2 months after they get here. I’m sure $$ in wages and subsidies were involved.
Identity Attack0.014350293
Insult0.020063626
Profanity0.011509376
Threat0.0059516393
Severe Toxicity0.0011491776
Low Tox 0.0438942 Constructive 0.647 Personal_Narrative
Jun 20, 2025 2 likes How Canada broke its immigration …

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.