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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

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

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Active: "I don't understand those people …" 138 comments · Page 6 of 6
I still don't understand why we brought them here. Why did we need to make it impossible for our young people to find jobs? It only benefits corporations not the Canadian citizens.
I still don't understand why we brought them here. Why did we need to make it impossible for our young people to find jobs? It only benefits corporations not the Canadian citizens.
Identity Attack0.026609946
Insult0.016784932
Profanity0.009784333
Threat0.006272047
Severe Toxicity0.0013065338
Low Tox 0.044388983 Constructive 0.567 Economic_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
Cultural clustering is a natural phenomenon. Even within India, if someone moves from the North to the South (or vice versa), they often seek out people from their own region/religion/community to feel a sense of …
Cultural clustering is a natural phenomenon. Even within India, if someone moves from the North to the South (or vice versa), they often seek out people from their own region/religion/community to feel a sense of familiarity and comfort. Brampton’s story reflects this same human instinct to find community and preserve traditions in a new place without disturbing the territorial harmony(but that didn't go well). At the same time, Indian culture and values are inherently inclusive, with a long history of adapting and coexisting with diverse communities. The real challenge lies not in immigrants forming close-knit groups, but in how well both newcomers and longtime residents accept and integrate with each other. When mutual respect and openness exist, diversity becomes a strength rather than a division. That said, the scale and pace of Brampton’s demographic change raise important policy questions. The Canadian government should have anticipated and planned for this transformation much earlier. Whether they did not act, or could not act, is a question only they can answer but it is central to understanding today’s challenges.
Identity Attack0.031464707
Insult0.018323302
Profanity0.016172111
Threat0.0072882893
Severe Toxicity0.0016307831
Low Tox 0.042657252 Constructive 0.725 Policy_Critique
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Sometimes I don’t understand why people create content online that highlights specific communities or cultures in ways that can reinforce stereotypes. Just because someone belongs to a certain background doesn’t mean they represent everything shown …
Sometimes I don’t understand why people create content online that highlights specific communities or cultures in ways that can reinforce stereotypes. Just because someone belongs to a certain background doesn’t mean they represent everything shown on social media. Content like this can make others form generalized opinions, which can feel unfair and frustrating for individuals who don’t relate to those portrayals. The internet gives everyone a platform, but with that comes responsibility. Before creating content about communities, it’s important to remember that cultures are diverse and complex, and no single video can define them. At the end of the day, being respectful and human should come first. Which ethnicity you belong to , I can find 1000 flaws in your ethnicity. Just be humans . YouTube gives you leverage to talk shit. @TylerOliveira
Identity Attack0.008509507
Insult0.018710041
Profanity0.023106437
Threat0.0076507707
Severe Toxicity0.0015544891
Low Tox 0.04166769 Constructive 0.815 Moral_Argument
Feb 21, 2026 Inside Canada's Indian Invasion...
THANK YOU people need to see this. Trying to get people around the world to understand this has been so exhausting.
THANK YOU people need to see this. Trying to get people around the world to understand this has been so exhausting.
Identity Attack0.0036997858
Insult0.017743196
Profanity0.01354185
Threat0.0068999166
Severe Toxicity0.0010728836
Low Tox 0.03875561 Constructive 0.538
Jan 27, 2026 52 likes Inside Canada's Indian Invasion...
The problem is that we don't have enough homes and jobs. If anything, as a Canadian, my dad coming from Ireland as an imagrant; everyone deserves an opportunity. Working in insurance, just wanna mention so …
The problem is that we don't have enough homes and jobs. If anything, as a Canadian, my dad coming from Ireland as an imagrant; everyone deserves an opportunity. Working in insurance, just wanna mention so some of these judgemental people who have spoken understand that Canadian hospitals bill patients who are not citizens.
Identity Attack0.018369852
Insult0.015948927
Profanity0.009852652
Threat0.006168481
Severe Toxicity0.0008916855
Low Tox 0.03781283 Constructive 0.825 Personal_Narrative
Dec 18, 2025 Inside Canada's Indian Metropolis (Brampton)
Now i understand why the canadian immigration has the requirements they do in place. It is to protect their Canadian people
Now i understand why the canadian immigration has the requirements they do in place. It is to protect their Canadian people
Identity Attack0.026609946
Insult0.012490907
Profanity0.011201942
Threat0.0064468146
Severe Toxicity0.0012397766
Low Tox 0.03781283 Moderate Con 0.421 Moral_Argument
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
I love Punjabis. They are the most humble and kind people to be around. Chardi Kala high spirits all around. I feel very good around them and don't feel judged. Being myself feels ok around …
I love Punjabis. They are the most humble and kind people to be around. Chardi Kala high spirits all around. I feel very good around them and don't feel judged. Being myself feels ok around them. They like to to take care of others. They will commonly ask you if you are OK and need water, food, anything. Langar/ community kichen is inbedded in culture and makes sure everyone eats in the same humble setting. They think communally and make sure to ask all parties how they feel about a particular topic, especially before making a decision. They appreciate when you try to understand them. They love when you speak their language. These people are blessed and I love them. I really hope that people bridge the gap between each other and love thy neighbour. God Bless Chardi Kala rahin.
Identity Attack0.020279141
Insult0.017614283
Profanity0.027547138
Threat0.00933372
Severe Toxicity0.0030708313
Low Tox 0.036870047 Constructive 0.817
Sep 22, 2025 Inside Canada's Indian Metropolis (Brampton)
People have migrated from their homelands to other countries in different centuries—some in the 16th, 17th, 18th, 19th, 20th, and 21st centuries. I don’t understand why people claim that “we have lost our identity.” The …
People have migrated from their homelands to other countries in different centuries—some in the 16th, 17th, 18th, 19th, 20th, and 21st centuries. I don’t understand why people claim that “we have lost our identity.” The shift from being a majority to a minority is largely about timing—some people’s ancestors arrived earlier than others, usually in search of better opportunities they couldn’t find at home. Most people don’t want to leave their motherland, but they move out of necessity, not preference. Throughout history, Western and Middle Eastern powers destroyed economies, accumulated global wealth for themselves, and caused immense suffering through violence, forced conversions, and plundering. This exploitation is a major reason why some countries today struggle to reach the living standards seen in the West. The long-term effects of colonialism, conflict, and migration continue to shape societies and opportunities for many people.
Identity Attack0.014048826
Insult0.016784932
Profanity0.013917602
Threat0.0068287146
Severe Toxicity0.0011873245
Low Tox 0.03639866 Constructive 0.702 Moral_Argument
Oct 15, 2025 4 likes Inside Canada's Indian Metropolis (Brampton)
there is one way to solve this problem and that is financial punishment for rule breaking. it's the only thing these people understand. and i think whoever opened the flood gates understands this very well …
there is one way to solve this problem and that is financial punishment for rule breaking. it's the only thing these people understand. and i think whoever opened the flood gates understands this very well also
Identity Attack0.0026453468
Insult0.011730902
Profanity0.011628932
Threat0.011715741
Severe Toxicity0.0013923645
Low Tox 0.034748793 Moderate Con 0.302 Policy_Critique
Feb 7, 2026 Inside Canada's Indian Invasion...
remigration is a word people need to learn and understand
remigration is a word people need to learn and understand
Identity Attack0.006622616
Insult0.012870909
Profanity0.01490822
Threat0.008427517
Severe Toxicity0.0012779236
Low Tox 0.03357032 Low Con 0.224 Call_To_Action
Nov 20, 2025 Inside Canada's Indian Metropolis (Brampton)
But we gotta understand who doing it trying to play 1 people off against another
But we gotta understand who doing it trying to play 1 people off against another
Identity Attack0.004920715
Insult0.011046898
Profanity0.017299367
Threat0.010887212
Severe Toxicity0.0014400482
Low Tox 0.032863233 Low Con 0.252
Jan 27, 2026 Inside Canada's Indian Invasion...
The level of entitlement is staggering. Quebec has the right to give or not to give the status, not obligation. I came to Canada legally and did all the paperwork and interviews back home. I …
The level of entitlement is staggering. Quebec has the right to give or not to give the status, not obligation. I came to Canada legally and did all the paperwork and interviews back home. I don’t understand how people come here and simply demand the PR status.
Identity Attack0.003644289
Insult0.009431887
Profanity0.009297565
Threat0.005883674
Severe Toxicity0.0004911423
Low Tox 0.0143253105 Constructive 0.641
Nov 24, 2025 Quebec Ends Economic Immigration Program …
$21 an hour was a decent living until minimum wage jumped from $6.85 to $17 in ten years. People don’t understand that pushing minimum wage up pushes all other wages down.
$21 an hour was a decent living until minimum wage jumped from $6.85 to $17 in ten years. People don’t understand that pushing minimum wage up pushes all other wages down.
Identity Attack0.0014984132
Insult0.0077598775
Profanity0.009784333
Threat0.006051969
Severe Toxicity0.00041246414
Low Tox 0.010681152 Moderate Con 0.39
Sep 10, 2025 1 likes Why Canadians Are Turning Against …

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.