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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

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: "i doesn't understand why these …" 29 comments · Page 2 of 2
I’m a proud Indian who is now a Canadian citizen, and I’ve made a conscious effort to assimilate into Canadian culture and values. What bothers me is how this conversation has been reduced to blaming …
I’m a proud Indian who is now a Canadian citizen, and I’ve made a conscious effort to assimilate into Canadian culture and values. What bothers me is how this conversation has been reduced to blaming one group. The reality is that the Canadian government failed first by not properly managing immigration volumes, not enforcing document verification, and not honestly assessing whether the country could support such rapid population growth. That policy failure created pressure on housing, jobs, and social systems long before resentment followed. We also need honesty within the Indian community. Some Indians struggle to adapt being overly loud, culturally rigid, and sometimes lacking empathy for Canadian norms and shared public spaces. I studied Canadian and Indigenous history in school, and respecting that history matters. Assimilation doesn’t mean abandoning your culture, but it does mean understanding and respecting the society you chose to join. Cultural education should be expected, not optional. That said, one Indian doing something wrong does not make all Indians bad. Most Indian students and workers I know are hardworking, punctual, and serious about contributing. I’ve personally worked minimum-wage jobs for years, and what I noticed was not jobs being “taken,” but fewer Canadian youth willing to stay in or commit to these roles long-term. Indians didn’t replace Canadians, they filled vacancies that already existed. I also briefly volunteered helping the homeless, and what I saw was honestly shocking. It’s not that the government isn’t trying to help there are rehabilitation programs and support systems in place. The difficult truth is that a significant portion of the homeless population struggles with substance abuse and refuses treatment because it requires giving up drugs. Over time, homelessness itself starts to function like a culture, where benefits and assistance unintentionally enable continued substance use rather than recovery. This is an uncomfortable reality people don’t like to talk about. None of this is simple. Immigration didn’t break Canada, and neither did one community. Poor policy, weak enforcement, lack of accountability, and refusal from governments and individuals to adapt responsibly is what brought us here. Blame is easy. Honest solutions are not.
Identity Attack0.023193322
Insult0.028832749
Profanity0.015010698
Threat0.0068869707
Severe Toxicity0.0016117096
Low Tox 0.06817148 Constructive 0.823 Personal_Narrative
Jan 27, 2026 22 likes Inside Canada's Indian Invasion...
Tyler you know that speaking in a foreign accent doesn’t make your English easier to understand, right?
Tyler you know that speaking in a foreign accent doesn’t make your English easier to understand, right?
Identity Attack0.010951365
Insult0.022577424
Profanity0.011611853
Threat0.006155535
Severe Toxicity0.0011062622
Low Tox 0.055768944 Low Con 0.296 Meta_Commentary
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
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...
There are lots of programs across Canada, if Quebec doesn't many French and English speakers can move to another province easily. I don't understand the protest. As a migrant, I believe we don't need to …
There are lots of programs across Canada, if Quebec doesn't many French and English speakers can move to another province easily. I don't understand the protest. As a migrant, I believe we don't need to protest the host country of their migration
Identity Attack0.025404079
Insult0.013212911
Profanity0.010160086
Threat0.006207318
Severe Toxicity0.00096797943
Low Tox 0.038048524 Constructive 0.791 Policy_Critique
Nov 21, 2025 20 likes Quebec Ends Economic Immigration Program …

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.