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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 Indian population is so …" 209 comments · Page 9 of 9
@TylerOliveira Each State in INDIA🇮🇳 has its Own Culture, Language, Heritage, Cuisine, Traditional Dances and Festivals. Don't Flex the Words in your Video. They are from Punjab and in Punjab they Speak Punjabi. Note: 85% …
@TylerOliveira  Each State in INDIA🇮🇳 has its Own Culture, Language, Heritage, Cuisine, Traditional Dances and Festivals. Don't Flex the Words in your Video. They are from Punjab and in Punjab they Speak Punjabi. Note: 85% of Indian Born and Canadian Indian Born are Punjabis Rest are Haryanvi, Gujarati, Tamilan, Teluguits, Malyalis, Bengalis are remaining 14% in Canada 🇨🇦. -------- My Language is Kannada and we are not even 1% of Canadian Indian Population.
Identity Attack0.041003603
Insult0.017485369
Profanity0.012243799
Threat0.0059257476
Severe Toxicity0.0016498566
Low Tox 0.050573748 Constructive 0.628 Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
The dynamics in this video are playing out in many places, however, we've never come across a city that has seen as much drastic change as Brampton: Its population has doubled from 400,000 to 800,000 …
The dynamics in this video are playing out in many places, however, we've never come across a city that has seen as much drastic change as Brampton: Its population has doubled from 400,000 to 800,000 in just the last 20 years. We tried to cover this topic, respecting both the long-time Brampton residents, many of whom are angry about the changes to their city, and the Indian community, which was extremely welcoming of us. Thank you all for watching. Also, we're on our way to the UK and are looking for story recs in England and Scotland.
Identity Attack0.024600167
Insult0.018258847
Profanity0.024951037
Threat0.010887212
Severe Toxicity0.0028800964
Low Tox 0.050326355 Constructive 0.796
Sep 18, 2025 774 likes Inside Canada's Indian Metropolis (Brampton)
I lived in Dallas for years. Our Indian neighbors were the nicest people. I had a Seik mailman he was a hard-working great guy. My neighbor grew melons. if any grew on my side, I …
I lived in Dallas for years. Our Indian neighbors were the nicest people. I had a Seik mailman he was a hard-working great guy. My neighbor grew melons. if any grew on my side, I would text her and say ok its mine now. She was so funny. There is a class system, but I must have lived with amazing people. If you make a friend of them. You have a friend for life. Again, this is Dallas millions of populations!
Identity Attack0.029402243
Insult0.017743196
Profanity0.023379711
Threat0.0082074385
Severe Toxicity0.0025558472
Low Tox 0.04834723 Constructive 0.827 Personal_Narrative
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
Once South Africa 🇿🇦 had the largest Indian population outside of India. Now it's Canada 🇨🇦
Once South Africa 🇿🇦 had the largest Indian population outside of India. Now it's Canada 🇨🇦
Identity Attack0.042292643
Insult0.014732921
Profanity0.012687869
Threat0.0064727063
Severe Toxicity0.001745224
Low Tox 0.045625936 Low Con 0.293 Comparative_Framing
Feb 27, 2026 Inside Canada's Indian Invasion...
India: 1.4 billion people Combined population of USA, UK, Australia, Canada and NZ: 500 million That means you could double the populations of the Anglosphere countries with Indians and still have close to another billion …
India: 1.4 billion people Combined population of USA, UK, Australia, Canada and NZ: 500 million That means you could double the populations of the Anglosphere countries with Indians and still have close to another billion Indians. Or stated another way, you could quadruple the populations of the Anglophone countries with Indians
Identity Attack0.038683333
Insult0.011882903
Profanity0.013678487
Threat0.0072882893
Severe Toxicity0.0016212463
Low Tox 0.04290464 Moderate Con 0.318 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
This is a multifaceted problem for us. Firstly we keep emigrating people in, to deal with a declining population, instead of addressing the issues directly resulting in declining population, like the housing problem, cost of …
This is a multifaceted problem for us. Firstly we keep emigrating people in, to deal with a declining population, instead of addressing the issues directly resulting in declining population, like the housing problem, cost of living, under paying jobs, and astronomical Post secondary prices to get basic diplomas I know for a fact that 90's babies will be the last generation to have more then one child. Another issue is the recruitment centers in India, funded by Canadian corporations looking for cheap labor, promising the world to struggling Indians only to back out of every promise they made, and put the burden on the government and Canadians. This plus a lack of population control in India, is set that to have Indians to be over 25% of the global population in the next 50 years.
Identity Attack0.012061302
Insult0.016784932
Profanity0.0128245065
Threat0.0067186756
Severe Toxicity0.0013065338
Low Tox 0.03357032 Constructive 0.641 Policy_Critique
Jan 28, 2026 Inside Canada's Indian Invasion...
It’s time for Indian 🇮🇳 !!! Thank you for sharing!! Brampton is a little India-town in Canada 🇨🇦!! India has many population the first country in the world with too much people!!! Time for India …
It’s time for Indian 🇮🇳 !!! Thank you for sharing!! Brampton is a little India-town in Canada 🇨🇦!! India has many population the first country in the world with too much people!!! Time for India 🇮🇳😁😁👍🏽
Identity Attack0.021585498
Insult0.010476895
Profanity0.013849284
Threat0.008531082
Severe Toxicity0.0022602081
Low Tox 0.030859824 Constructive 0.626
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
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 …
I live about 30 minutes from Brampton. Brampton is the Braman capital of Canada but there are some who would argue Surrey, BC. My cities population is about 110-130k and we have 36-40 Indian food …
I live about 30 minutes from Brampton. Brampton is the Braman capital of Canada but there are some who would argue Surrey, BC. My cities population is about 110-130k and we have 36-40 Indian food shops. That's not including grocery stores or food trucks.
Identity Attack0.014551271
Insult0.010932897
Profanity0.011526455
Threat0.006530962
Severe Toxicity0.0010156631
Low Tox 0.024260364 Constructive 0.741 Comparative_Framing
Feb 20, 2026 Inside Canada's Indian Invasion...

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.