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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 #}

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Active: "This guy is biased. You …" 11 comments
I am so sick of this shit... you guys act like white people didn't do this exact same thing years ago but because they aren't white and have a different culture then "most" Canadians it …
I am so sick of this shit... you guys act like white people didn't do this exact same thing years ago but because they aren't white and have a different culture then "most" Canadians it becomes a problem. Canada accepts a lot of immigrants more then the US but if the US had a less strict immigration policy it would probably look very similar. Canada is super under populate comparing it to other countries of the same exact size. Hey Canadians can we not be as racist as the flipping Americas. Saying that they're is an invasion of people who have proper documentation and are allowed to live in Canada is racist. To say you want people of a different race or culture is flipping racist no matter what way you spin it. It makes me so angry that fucking youtuber with no fucking degree gets to shit on others people lives and profit off of it. And the sad part is Tyler is not the only one doing this but many other youtubers are straight up doing bad journalism and taking random peoples word for it...with zero degrees in the matter they are speaking about. Yes sometime he gets people who actually know what they are talking about but most the time they are super bias or have something to gain from talking about it. Anyways, I just tired of "Scary" propaganda most the time it's not an actually issue. What we as Canadians should be focused on why you need 10+ years of experience to work a minimum wage job (And it isn't Indian immigrants fault but greedy corporations)
Identity Attack0.55044734
Insult0.57787937
Profanity0.70384485
Threat0.03304107
Severe Toxicity0.3529199
Toxic 0.78711975 Constructive 0.734 Identity Attack Insult Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
This video is aimed and targeted to profile and promote racial hatred. Canada is an immigrant country with diverse ethnic cultures. There are more than 500 mosques and a lot of synagogues, ukrainian churches as …
This video is aimed and targeted to profile and promote racial hatred. Canada is an immigrant country with diverse ethnic cultures. There are more than 500 mosques and a lot of synagogues, ukrainian churches as well. I cannot believe people are choosing to ignore the fact that a guy spews hatred towards black and brown people. It’s the governments job to take care of the mess they made, you don’t go calling a country’s citizens “they eat poop” white dude. Yes there can be shady people, just like some white shady dudes in LA and NYC. Let’s not forget Peter’s videos on the appalachians of the white lowlifes. A sikh cultural centre is NOT a temple. punjabis are not hindus. If you are taking documentaries atleast take it right, not biased.
Identity Attack0.44690517
Insult0.42367843
Profanity0.29209393
Threat0.020609349
Severe Toxicity0.023317307
Moderate 0.44002727 Constructive 0.534
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
You guys love interviewing racists. You claim to not be biased.
You guys love interviewing racists. You claim to not be biased.
Identity Attack0.24074486
Insult0.34135336
Profanity0.047173142
Threat0.008686432
Severe Toxicity0.010986328
Moderate 0.37751234 Low Con 0.2 Meta_Commentary
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
The Bike guy is spewing objectively false things about Africans using Richard Lynn IQ data which is disproven: Why "National IQ" Data is Fraudulent 1. The Data is Factually Fraudulent (Sample Bias) Richard Lynn did …
The Bike guy is spewing objectively false things about Africans using Richard Lynn IQ data which is disproven: Why "National IQ" Data is Fraudulent 1. The Data is Factually Fraudulent (Sample Bias) Richard Lynn did not use representative samples. For example, he famously assigned Equatorial Guinea an average IQ of 59 based on a group of children in a Spanish home for the developmentally disabled, then claimed that score represented the entire country. Peer-reviewed studies by researchers like Jelte Wicherts proved that Lynn systematically ignored higher-scoring African studies (some in the 80s and 90s) to keep his "averages" artificially low. If you judge a country’s intelligence by testing its hospitals and orphanages, you aren't a scientist—you're a fraud. 2. Nutrition is the "Hardware" of the Brain Intelligence cannot develop without biological fuel. As of 2026, roughly 30% of children in Sub-Saharan Africa suffer from stunting due to chronic malnutrition. Science proves that iodine and iron deficiencies alone can drop a population's IQ by 10–15 points. You aren't measuring "race"; you are measuring starvation. 3. The Education Gap (Abstract Reasoning) IQ tests do not measure "raw brain power." They measure Western-style schooling. Studies show that for every single year of formal education, a person’s IQ score increases by 1 to 5 points. Comparing the scores of people in countries with 30% literacy rates to people with PhDs in the West is like comparing the "athletic ability" of a runner to someone who has never been given shoes. 4. The "Age and War" Factor The median age in many African nations is under 20, compared to over 40 in Europe. These tests are often administered to children and adolescents in areas plagued by toxic stress from war and displacement. Peer-reviewed research confirms that trauma and PTSD physically impair the parts of the brain responsible for the logic puzzles found on IQ tests. 5. The Flynn Effect (The Death of the Racial Argument) If IQ were "innate" and "racial," it would never change. However, as nutrition and education improved in the West over the last 100 years, average IQ scores jumped by nearly 30 points. This is called the Flynn Effect. African scores are currently rising at the same rate as they develop. The "gap" is a development gap, not a genetic one. Conclusion: Using Richard Lynn’s data doesn't make you a "truth-teller"; it means you fell for a man so biased that his own university revoked his emeritus status for scientific or incompetence and racism. You are confusing privilege—access to food, safety, and a classroom—with innate ability.
Identity Attack0.27914262
Insult0.25404143
Profanity0.16357292
Threat0.025098583
Severe Toxicity0.018836858
Moderate 0.33836752 Constructive 0.527 Unverified_Claim
Jan 28, 2026 3 likes Inside Canada's Indian Invasion...
What the 'polish' guy is saying and the 'redneck' guy is saying is pure bias!! If a 3000 sq ft home has 3 generations living then that would easily be anywhere from 5-12 people depending …
What the 'polish' guy is saying and the 'redneck' guy is saying is pure bias!! If a 3000 sq ft home has 3 generations living then that would easily be anywhere from 5-12 people depending on the number of children or sibling the earning member(s) have. The only problem is when these homes are converted to rooming units. Otherwise it is perfectly legal for extended families to live under one roof as first immigrants to gain foothold and then move on!! The fore fathers of the current white population did this as well !! Also, these immigrants and students are NOT housed in hotels and such, it is the refugees from Syria, Palestine and Ukraine (and other war torn countries) that Liberals brought in that are housed in hotels. So this is misinformation. What I do notice is that these losers are jealous of the hard work that the indian immigrants are capable of doing and feel intimidated. If this is any comfort, many indians are actually choosing to go back to India as opportunities are better and more and they have seen what Canada has to offer. There needs to be responsible reporting happening not just interview any guy on the streets who has 0 knowledge of the current political scenario.
Identity Attack0.36702603
Insult0.21368977
Profanity0.07255927
Threat0.011327368
Severe Toxicity0.013672344
Moderate 0.3266089 Constructive 0.746
Jan 7, 2026 Inside Canada's Indian Metropolis (Brampton)
This is lowkey racist cause what do you mean “why?” Canada is run like USA not the Northern European countries. The population size it’s too small to sustain that so Immigration is needed literally. And …
This is lowkey racist cause what do you mean “why?” Canada is run like USA not the Northern European countries. The population size it’s too small to sustain that so Immigration is needed literally. And Desis just happen to be the people willing to migrate and “create” a city out of nothing as you say. This is not showing both sides of anything. The Polish guy was just racist lol “ they all look the same” We are other-ized by the average Canadian and face bias often, at work or in regular social situations. Then the nice Canadian wonders why we hang out amongst ourselves and prefer employing each other lol
Identity Attack0.28034934
Insult0.24928534
Profanity0.056441884
Threat0.008285114
Severe Toxicity0.011444092
Moderate 0.31963667 Constructive 0.681
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
Looks like the Polish guy who is bare chested is biased against Indian immigrants from Brampton
Looks like the Polish guy who is bare chested is biased against Indian immigrants from Brampton
Identity Attack0.2846865
Insult0.082866095
Profanity0.039657943
Threat0.009799767
Severe Toxicity0.007133484
Low Tox 0.26104406 Low Con 0.262
Oct 6, 2025 Inside Canada's Indian Metropolis (Brampton)
Lol. Me sitting here as an African thinking that I can’t even keep a job at McDonalds due to my low intelligence 😂😂😂. I like the guy in the bike. I feel like it’s good …
Lol. Me sitting here as an African thinking that I can’t even keep a job at McDonalds due to my low intelligence 😂😂😂. I like the guy in the bike. I feel like it’s good when someone is open and honest about their biases towards a certain group of people. You just learn to avoid them and keep it moving. Instead of people pretending not to be racist. He reminds me of the guy who shaved Aladeens beard in the movie “The Dictator”
Identity Attack0.17459276
Insult0.086852804
Profanity0.06596114
Threat0.008841781
Severe Toxicity0.007171631
Low Tox 0.23812068 Constructive 0.56 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
This is the most biased Canadian propaganda I've ever heard. I was standing in line at city hall in Calgary (paying my past due power bill which I can barely afford, even though I make …
This is the most biased Canadian propaganda I've ever heard. I was standing in line at city hall in Calgary (paying my past due power bill which I can barely afford, even though I make 40k a year.) and watched a flood of immigrants in front of me claiming their 100% free bus passes. Apparently, you need an authorisation letter from welfare to claim your free bus pass, yet, none of them seemed to have documentation that matched their id. One guy picked up six free bus passes with a stack of letters that didn't match his name, or, even surname, at all. The cashiers seemed like they had just given up and handed over the bus passes saying, "next time make sure the person named in the letter is here to pick it up in their free pass person." <sigh>
Identity Attack0.10221587
Insult0.07998765
Profanity0.019280603
Threat0.00756015
Severe Toxicity0.004043579
Low Tox 0.18269104 Constructive 0.613
Oct 13, 2018 How much do refugees and …
Going back to their countries is a tragedy? Why? It is their countries! Can Canadians go to their countries & get scholarships & benefits & citizenships? No? Why’s that not a tragedy? The only opinion …
Going back to their countries is a tragedy? Why? It is their countries! Can Canadians go to their countries & get scholarships & benefits & citizenships? No? Why’s that not a tragedy? The only opinion voiced on that tv is on the beneficiaries & the immigration lawyers that make bank off of trading in humans, why are u guys so biased against & isolated from this country’s ppl?
Identity Attack0.06249457
Insult0.034341812
Profanity0.0118680475
Threat0.0064985976
Severe Toxicity0.002155304
Low Tox 0.11161 Moderate Con 0.424 Policy_Critique
Nov 21, 2025 Quebec Ends Economic Immigration Program …
This guy is biased. You can’t assume everyone is coming in fairly with honest intentions. It’s far from that.
This guy is biased. You can’t assume everyone is coming in fairly with honest intentions. It’s far from that.
Identity Attack0.0040327664
Insult0.061101943
Profanity0.013712646
Threat0.0063432488
Severe Toxicity0.0012969971
Low Tox 0.11067997 Low Con 0.275 Policy_Critique
Jan 19, 2026 14 likes Why Canada’s immigration system has …

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.