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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.

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Active: "First it was the european …" 33 comments · Page 2 of 2
Canada was populated by First Nations & mostly Europeans. We were all under the umbrella of Christianity for our religions & we all got along and were happy. But those days are gone people.
Canada was populated by First Nations & mostly Europeans. We were all under the umbrella of Christianity for our religions & we all got along and were happy. But those days are gone people.
Identity Attack0.09410924
Insult0.027605021
Profanity0.012243799
Threat0.006330303
Severe Toxicity0.0020980835
Low Tox 0.1100022 Constructive 0.652 Identity_Assertion
Aug 25, 2025 22 likes Why Canadians Are Turning Against …
Canada presents itself as a multicultural society, but the reality for many immigrants—especially South Asians—is different. Brampton and other cities have seen large Indian and Pakistani immigration waves due to Canada’s labor and education opportunities. …
Canada presents itself as a multicultural society, but the reality for many immigrants—especially South Asians—is different. Brampton and other cities have seen large Indian and Pakistani immigration waves due to Canada’s labor and education opportunities. But despite being invited under official immigration programs, these communities face systemic racism and unequal treatment. 📊 Employment Discrimination: • A 2021 Statistics Canada report found that racialized Canadians earned 20% less on average than their white counterparts, even when education and experience were controlled. • South Asian immigrants specifically face higher rates of credential discounting, where their foreign education and experience are undervalued. 📊 Hiring Bias: • A University of Toronto study revealed that applicants with “ethnic” names were 40% less likely to receive a callback compared to those with Anglo-sounding names, even with identical résumés. • Another survey showed that unemployment rates for racialized Canadians are consistently 1.5–2x higher than for white Canadians. 📊 Perceptions vs. Reality: • While white Europeans continue to integrate without much resistance, South Asians are often stereotyped as “taking over” neighborhoods. • Immigrants from India and Pakistan have one of the highest workforce participation rates in Canada, working in everything from Uber and trucking to tech and medicine—contributing directly to the economy. Meanwhile, many first-generation South Asian immigrants don’t qualify for the refugee-style supports that others receive. Instead, they work long hours, often in precarious jobs, just to cover bills. The frustration often mistaken as an “attitude problem” comes from facing daily systemic barriers—being seen as “less than” despite contributing equally, if not more, to society. The underlying issue is that the old colonial mindset persists: brown immigrants are not granted the same social standing as white Canadians. Equality on paper is not equality in practice.
Identity Attack0.10221587
Insult0.030816011
Profanity0.01982715
Threat0.008103873
Severe Toxicity0.0030708313
Low Tox 0.10870059 Constructive 0.699 Moral_Argument
Sep 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Let's be real, about this nation called Canada where real native canadians were "First Nations, Metis & Inuit" they were the ones as Indigenious people who inhabited canada for thousand of years ago & later …
Let's be real, about this nation called Canada where real native canadians were "First Nations, Metis & Inuit" they were the ones as Indigenious people who inhabited canada for thousand of years ago & later demographic shift could later be seen during 16th century from European colonization where majority of french and british invaded with consistent colonization & took control of the land, these settlers, along with later European immigrants, seized indigenous land, displaced indigenous communities, and brought diseases that decimated native populations. Long story short now, based on 2021 census data shows native canadian population make up to only 5% of total Canadian population whereas the rest remaining are non-indigenous people of Canada at above 90% are foreign invaders from 16th century who came as an opportunist and occupied everything; same as Indian they came took the opportunity by working hard, contributing to the nation yet, you people here crying, complaining & bragging abt these & that abt Indian's bt let's not forget "Europeans" are the ones who did the dirtiest things characterized by forced assimilation, abusive residential school system, and loss of land. Please explain this from a liberal perspective, how was it fair for Indigenous people of Canada?? compared to Indian Standards.
Identity Attack0.0543092
Insult0.03522326
Profanity0.016069634
Threat0.007417747
Severe Toxicity0.0031089783
Low Tox 0.103494145 Constructive 0.683 Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
Europeans came first now everyone else what's the difference?
Europeans came first now everyone else what's the difference?
Identity Attack0.038425524
Insult0.017227544
Profanity0.017709278
Threat0.007624879
Severe Toxicity0.0025558472
Low Tox 0.07687678 Low Con 0.216 Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
At 16:00 This man is talks about new immigrants still keeping their culture and religion.Europeans first arrived in Canada around the early 11th century,berfore they arrived native people were living in Canada did European left …
At 16:00 This man is talks about new immigrants still keeping their culture and religion.Europeans first arrived in Canada around the early 11th century,berfore they arrived native people were living in Canada did European left their culture,language and religion and took the native culture and religion?.lets all take native Canadian language religion and culture.
Identity Attack0.04512853
Insult0.01632893
Profanity0.009681856
Threat0.006375613
Severe Toxicity0.0014686584
Low Tox 0.055521555 Constructive 0.537
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
I have no answer.🤔 asked First Nation people of this Country how they felt when Europeans migrated 🤔
I have no answer.🤔 asked First Nation people of this Country how they felt when Europeans migrated 🤔
Identity Attack0.02238941
Insult0.012566907
Profanity0.013405213
Threat0.006530962
Severe Toxicity0.00166893
Low Tox 0.04315203 Moderate Con 0.446 Moral_Argument
Sep 27, 2025 Inside Canada's Indian Metropolis (Brampton)
I am slightly confused. Where did the first European settlers came from? I thought I was Iceland but the question says France.
I am slightly confused. Where did the first European settlers came from? I thought I was Iceland but the question says France.
Identity Attack0.020580608
Insult0.0115029
Profanity0.016957775
Threat0.007547205
Severe Toxicity0.0015735626
Low Tox 0.03639866 Moderate Con 0.411 Question
Dec 5, 2025 Canadian Citizenship Test 2025 – …
Answer to question number 88 is wrong. It should be Iceland not France. The first European settlers were the Vikings from Iceland reached Labrador and the island of Newfoundland. It is mentioned on page 14.
Answer to question number 88 is wrong. It should be Iceland not France. The first European settlers were the Vikings from Iceland reached Labrador and the island of Newfoundland. It is mentioned on page 14.
Identity Attack0.014551271
Insult0.0116169015
Profanity0.014156717
Threat0.007365964
Severe Toxicity0.0012493134
Low Tox 0.032627538 Constructive 0.515 Meta_Commentary
Jul 31, 2025 19 likes Canadian Citizenship Test 2025 – …

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.