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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 #}

Comment Explorer

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Active: "The quality of immigrants have …" 59 comments · Page 3 of 3
It's was never about the ethnicity of the people coming into the country but the quantity and quality of those immigrants. We all see it everyday, you see the majority of these new immigrants as …
It's was never about the ethnicity of the people coming into the country but the quantity and quality of those immigrants. We all see it everyday, you see the majority of these new immigrants as uber drivers and/or food delivery or some minimum wage job. I have a lot of 1st gen indo-canadian friends and even they admit that this uncontrolled immigration is hurting their image
Identity Attack0.07921951
Insult0.026315894
Profanity0.0117997285
Threat0.0063432488
Severe Toxicity0.0017356873
Low Tox 0.09915545 Constructive 0.707 Policy_Critique
Sep 23, 2025 Inside Canada's Indian Metropolis (Brampton)
It's the quality of immigration now. We seem to be bringing in the bottom of the bottom.
It's the quality of immigration now. We seem to be bringing in the bottom of the bottom.
Identity Attack0.047190998
Insult0.022899706
Profanity0.014088398
Threat0.0071588317
Severe Toxicity0.001964569
Low Tox 0.09611836 Moderate Con 0.315
Jan 20, 2026 28 likes Why Canada’s immigration system has …
We need to be asylum seekers in are our own Country from our own Hostel Government and Collect 7000 a month to live that's how expensive living is in Canada and what Canada give to …
We need to be asylum seekers in are our own Country from our own Hostel Government and Collect 7000 a month to live that's how expensive living is in Canada and what Canada give to the immigrants while the Government cuts our program to pay for the immigrants only giving us 1/3 the immigrants get Also when Quality of life is so low we cant afford to have children
Identity Attack0.056582913
Insult0.02373764
Profanity0.010074687
Threat0.006550381
Severe Toxicity0.002002716
Low Tox 0.09394901 Constructive 0.558 Economic_Argument
Sep 7, 2025 1 likes Why Canadians Are Turning Against …
The key on good immigration is CONTROL on the quantity and quality of migrants. 😢
The key on good immigration is CONTROL on the quantity and quality of migrants. 😢
Identity Attack0.051808115
Insult0.015948927
Profanity0.013302735
Threat0.008492245
Severe Toxicity0.0024223328
Low Tox 0.08874765 Moderate Con 0.306
Nov 23, 2025 5 likes Quebec Ends Economic Immigration Program …
Instead of relying on immigration, Canada should focus on innovation — create robots, invest in R&D, and encourage its own population to have more children. Solving the labour shortage domestically is a long-term solution. Bringing …
Instead of relying on immigration, Canada should focus on innovation — create robots, invest in R&D, and encourage its own population to have more children. Solving the labour shortage domestically is a long-term solution. Bringing in large numbers of people from 3rd world countries won’t fix the real issues — it may even harm the system over time. Speaking as an Indian, I can say that many of our people don’t adapt to the host country’s culture or values; instead, they often bring the same mindset that created problems back home. Look at India — poor infrastructure, declining quality of life, and a government more focused on propaganda than progress. Importing that mentality, even among the so-called “educated,” won’t benefit Canada. Core values and a willingness to evolve matter far more than degrees. Your govt should also stop permit or spending public money on building temples, mosques, or any religious structures. Why do we even need them? Faith is a personal matter — keep your beliefs and celebrations at home. Things starts with these things only.
Identity Attack0.050443888
Insult0.027841117
Profanity0.013302735
Threat0.007365964
Severe Toxicity0.0021076202
Low Tox 0.081625134 Constructive 0.682
Oct 10, 2025 IRCC Names India in Study …
Hey! Im a sikh that was born in canada, with my parents, grand father, great grand father also being in this beutiful country. I wanted to start of by saying a couple of things. My …
Hey! Im a sikh that was born in canada, with my parents, grand father, great grand father also being in this beutiful country. I wanted to start of by saying a couple of things. My home was in brampton for a long time and I have personally seen the safety gone down, my family used to come back from trips with our garage open and everything would be completely fine. The long term sikhs and indians came and actually contributing positively and that can be seen with how good canada was pre 2020. Immigration too an extent was good, but mass immigration was never a good idea. In 2018-2019 the old time punjabi community was heavily against so many students coming in, so much so people that were indian had "no students" signs when renting their basements. It's sad to see people that came here running things so badly and ruining the effort and contributions made by many(I even face the consqeunces of things I have never done). Remeber don't be afraid to call out people for their bullshit, but also dont bash innocent people. Now many ppl came to canada and have done good like sikhs having the highest donors of blood, plasma, and platelets. We also giveway a lot in charity and food. A good news is Canada is cracking down on these bad people and quickly, and many good people who came are returning back home. I have seen a lot of videos online, but please remember algorithms and pushed media make things seem worse than they actually are. My message is I'm sorry for how these people are acting, my recent trip to Canada(brampton) I saw better quality service and more white folk too. Stay safe and god bless!
Identity Attack0.039456755
Insult0.022448512
Profanity0.027000591
Threat0.008181547
Severe Toxicity0.0032043457
Low Tox 0.06421452 Constructive 0.862 Personal_Narrative
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
Doesn't matter if a person is an immigrant, what matters is the quality of immigrants Canada permits to come. I am proud most Filipinos immigrate and work and blend in with the society. We try …
Doesn't matter if a person is an immigrant, what matters is the quality of immigrants Canada permits to come. I am proud most Filipinos immigrate and work and blend in with the society. We try not to be a burden to the government. True too with other nationalities that come over but unfortunately not all.
Identity Attack0.035847444
Insult0.01632893
Profanity0.011065305
Threat0.0059095654
Severe Toxicity0.0009870529
Low Tox 0.049089402 Constructive 0.815 Policy_Critique
Aug 30, 2025 5 likes Why Canadians Are Turning Against …
I am an immigrant, and I have never been in favor of open borders. It puts people at risk and degrades life quality. I approve Quebec's message.
I am an immigrant, and I have never been in favor of open borders. It puts people at risk and degrades life quality. I approve Quebec's message.
Identity Attack0.026408968
Insult0.015872927
Profanity0.010928668
Threat0.0074048014
Severe Toxicity0.0012111664
Low Tox 0.048594624 Constructive 0.761
Nov 21, 2025 24 likes Quebec Ends Economic Immigration Program …
Education is a Migration Pathway that is why education has increasingly become a gateway for migration, especially in countries like Canada, the UK, Australia, and New Zealand. These countries benefit in multiple ways: Economic gains …
Education is a Migration Pathway that is why education has increasingly become a gateway for migration, especially in countries like Canada, the UK, Australia, and New Zealand. These countries benefit in multiple ways: Economic gains from international tuition fees. Young labor to support aging populations. Potential future immigrants who are already educated and adapted to the country. Governments often design these systems intentionally — international students are part of their immigration and economic growth strategies, not just passive victims or actors. India has a massive, educated, English-speaking population. India has the largest pool of college graduates who are English-proficient, making them eligible and attractive for global mobility. Canadian colleges and universities actively recruit in India because it's a guaranteed market. Some Canadians have prioritized volume over quality, which has led to systemic issues. You are not alone England, Australia and New Zealand are milking Indians too
Identity Attack0.011321344
Insult0.013592913
Profanity0.011765569
Threat0.0063885585
Severe Toxicity0.0011014938
Low Tox 0.02779579 Constructive 0.646
Oct 2, 2025 IRCC Names India in Study …

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.