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: "The video shows facts, and …" 8 comments
I live in suburban Toronto right next to Brampton, thanks for bringing attention to this matter. Everything you showed in this video is 100% facts. These guys have turned Toronto into a crime-ridden shithole, tons …
I live in suburban Toronto right next to Brampton, thanks for bringing attention to this matter. Everything you showed in this video is 100% facts. These guys have turned Toronto into a crime-ridden shithole, tons of home invasions, auto thefts and robberies are through the roof, taking all of the jobs and opportunities away from young Canadians, etc. Youth unemployment in Canada is 25% all because of these guys. These Indians use these shitty no-name "colleges" to sneak their way into Canada and then don't leave when their visas expire and work illegally under table, not paying taxes on their income like the rest of us do. In Brampton, you'll often find 3-4+ families living in the same house. Pretty much any restaurant or establishment you go to, there will be mostly Indians working there, barely any white people. It's a plague.
Identity Attack0.5135796
Insult0.5177041
Profanity0.50818664
Threat0.03718498
Severe Toxicity0.17926651
Moderate 0.5721988 Constructive 0.719 Identity Attack Insult
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
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...
This video is diverting attention from the real issue. Why does it start by showing Muslims praying? What does that have to do with the problem? Let’s look at facts: how many Muslims live in …
This video is diverting attention from the real issue. Why does it start by showing Muslims praying? What does that have to do with the problem? Let’s look at facts: how many Muslims live in Canada compared to the Indian population? Muslims are not a country and not a single culture. There are European Muslims, North African Muslims, Asian Muslims, Arab Muslims, and Black Muslims. Does it harm anyone if Muslims practice their religion peacefully? This type of framing only fuels unnecessary hate and division
Identity Attack0.3817989
Insult0.12521741
Profanity0.033144772
Threat0.009955117
Severe Toxicity0.009498596
Moderate 0.30502358 Constructive 0.577
Aug 26, 2025 Why Canadians Are Turning Against …
In your video, you are unfairly targeting Indians and even showing Hindu Gods’ idols in a disrespectful way, which is highly inappropriate. What you failed to show is how other communities, including certain refugee groups, …
In your video, you are unfairly targeting Indians and even showing Hindu Gods’ idols in a disrespectful way, which is highly inappropriate. What you failed to show is how other communities, including certain refugee groups, have also influenced Canadian society in ways that often go unquestioned. Indians – especially Hindus – come to Canada by investing huge amounts of money, and they quietly contribute to the economy and culture without creating disturbances. Hindus rarely do anything other than celebrate their festivals peacefully in parks. Yes, the job market is tough – but it’s the same for everyone. I myself served as a Director in a Canadian supermarket chain and have been without a job for 13 years. My kids face the same struggle. But instead of talking about real issues, your video paints Indians in a very negative light. Why? Even leaders like Donald Trump tried this path of targeting communities, and it led only towards division and disaster. Please don’t create mental agony and hatred against Indian Hindus. These are the very people who generate jobs, run businesses, and quietly support society. I rate your video as a disgusting attempt to twist personal frustrations into a community-blaming narrative, even bringing in Indians who, sadly, criticize their own background. Targeting Indians and showing Hindu Gods’ idols is shameful and disrespectful. Hindus come to Canada by investing heavily, live peacefully, and contribute to society without disturbing anyone. The job market is tough for everyone – blaming Indians is nonsense. Your video spreads hate instead of facts and creates unnecessary division. Indians, especially Hindus, are job creators, not destroyers. This video is nothing but a disgusting attempt to twist personal frustration into hate against a community.
Identity Attack0.3072352
Insult0.12883772
Profanity0.029186781
Threat0.009696201
Severe Toxicity0.008850098
Low Tox 0.27975297 Constructive 0.824
Aug 25, 2025 2 likes Why Canadians Are Turning Against …
The video shows facts, and it is sad to see people turning Canada into the country they came from (not just India). But funny how the older immigrants totally calling out the more educated and …
The video shows facts, and it is sad to see people turning Canada into the country they came from (not just India). But funny how the older immigrants totally calling out the more educated and recent immigrants for being free loaders, while not realizing the young are paying for your benefits. You worked a minimum wages job and bought landed properties with lunch money, while being the core reason for the housing crises because you "don't want condos or apartments to be build in our single household areas". Hypocrites!!
Identity Attack0.10221587
Insult0.07365121
Profanity0.020646973
Threat0.0072235605
Severe Toxicity0.0044059753
Low Tox 0.15987846 Constructive 0.643 Personal_Narrative
Jan 20, 2026 2 likes Inside Canada's Indian Metropolis (Brampton)
14:25 The fellow speaking here says the government isn't being honest about how the country is changing. That's simply not true: the goverment has acknowledged the problem, and that immigration has happened too fast. To …
14:25 The fellow speaking here says the government isn't being honest about how the country is changing. That's simply not true: the goverment has acknowledged the problem, and that immigration has happened too fast. To make matters worse, this fellow then makes a dishonest claim himself. The 817,000 arrivals during the first three months of 2025, that he claims is not immigration, but a population bomb. He's not telling you that this figure is not reflective of people seeking to remain in Canada permanently. The figure includes student visas, work permit holders including work permit extensions: many of these people will benefit Canada and then go back to their countries. If you look at the FAR more relevant figures for actual population growth, they show that the population will grow MUCH more slowly in 2025 than it did in 2024. I'm disappointed that the person who made this video did not see fit to provide real context to all this anti-immigrant sentiment. Inflating the problem is dangerous. The economic hurt is real, but throwing into the mix completely misleading figures about how fast the population is growing only serves to weaponize the pain being felt from the economy, against immigrants. We can't have a lucid conversation about the problem and the solutions, if the medium is this non-existent standard for fact-checking. Channel owner, please do better.
Identity Attack0.019274252
Insult0.059061307
Profanity0.017845914
Threat0.0084793
Severe Toxicity0.0024795532
Low Tox 0.11202335 Constructive 0.773 Policy_Critique
Aug 25, 2025 Why Canadians Are Turning Against …
This is quite the contradiction to the other video you have showing that refugees get better healthcare than most canadians, in fact its on the right panel there>>>>> Not to mention no punishment for illegal …
This is quite the contradiction to the other video you have showing that refugees get better healthcare than most canadians, in fact its on the right panel there>>>>> Not to mention no punishment for illegal border jumping.
Identity Attack0.033527173
Insult0.020643732
Profanity0.010330882
Threat0.00746953
Severe Toxicity0.0015068054
Low Tox 0.06184035 Moderate Con 0.439
Oct 25, 2017 126 likes How much do refugees and …
Good propaganda video.. conveniently hiding the facts that you didn’t wanna show...
Good propaganda video.. conveniently hiding the facts that you didn’t wanna show...
Identity Attack0.0030338243
Insult0.021352753
Profanity0.013883443
Threat0.007029374
Severe Toxicity0.0014686584
Low Tox 0.05725329 Low Con 0.139
Mar 4, 2019 How much do refugees and …

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.