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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: "All trash punjabis are in …" 5 comments
this is awesome we need more indians in canada! Hindu and punjabi will take over! YESSS YESS! more trash and a buch of fuck head people..
this is awesome we need more indians in canada! Hindu and punjabi will take over! YESSS YESS! more trash and a buch of fuck head people..
Identity Attack0.6458014
Insult0.6991143
Profanity0.7654259
Threat0.12996206
Severe Toxicity0.45895407
Toxic 0.85850734 Low Con 0.289 Identity Attack Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
All trash punjabis are in Canada , as an Indian I can easily see that
All trash punjabis are in Canada , as an Indian I can easily see that
Identity Attack0.6220118
Insult0.56997263
Profanity0.33453682
Threat0.010705971
Severe Toxicity0.1762085
Moderate 0.6289369 Moderate Con 0.301 Identity Attack Insult Identity_Assertion
Feb 6, 2026 Inside Canada's Indian Invasion...
India is not full of Trash Punjabis . We have 29 states of which Punjab is a small one
India is not full of Trash Punjabis . We have 29 states of which Punjab is a small one
Identity Attack0.46028158
Insult0.4378843
Profanity0.2813443
Threat0.010395273
Severe Toxicity0.024960563
Moderate 0.45090583 Low Con 0.276 Comparative_Framing
Feb 6, 2026 Inside Canada's Indian Invasion...
When I went to Niagara college it was 90% Indian exchange students. I saw punjabis pimping out girls in the school bar and constantly selling hard drugs in the open. I saw Indians drag women …
When I went to Niagara college it was 90% Indian exchange students. I saw punjabis pimping out girls in the school bar and constantly selling hard drugs in the open. I saw Indians drag women bye their hair through the hallways and force themselves onto them in private study rooms, while their friends guarded the exit to the room. Multiple times i had to stand up for women and almost get physical with them. One pulled a knife out on my in the hallway when I told him to get off a girl that obviously didn't want it. Me and my friend rented a house beside the college and we would have occasional partys. They would show up the party and push hard drugs onto my friends. One was flashing around a hand gun and acting like a wanna be gangster. They would steal things and leave their trash everywhere. I finally had enough and said no more Indians at my house.
Identity Attack0.46028158
Insult0.33998606
Profanity0.2661772
Threat0.2836219
Severe Toxicity0.035007052
Moderate 0.39842087 Constructive 0.648
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
As an American, I am ignorant about Canada and its immigration policy, and so wonder how much stated in this video are lies due to racism, and how much is true? For example, the Indians …
As an American, I am ignorant about Canada and its immigration policy, and so wonder how much stated in this video are lies due to racism, and how much is true? For example, the Indians who come to the US are vetted, are educated, and work hard. Since the 90s, most of the Indians who come to the US are not Punjabi Sikhs, nor are they Muslim. Punjabis came earlier, but since the tech boom, most who come are Hindus usually from Southern India. About 20% are also Christian. These Hindu and Christian Indians from Southern India are model minorities. Think of these kids who do well in the Spelling Bee. No crime, no trash, just educated hard working folks. Especially here where I am in San Jose, CA. So are these Canadians lying, or are the type of Indians who go to Canada worse? Those with fake diploomas or Sikhs claiming refugee status due to their religion and not being safe in Hindu India? Something is amiss bc how can these Indian immigrants be so different? If Canada is not vettung their immigrants why not? I also know that a coworker of mine who is from Southern India, his niece recently secured a visa to Canada and she is a Radiation Oncologist, an occupation Canada is in need of. So assumed lie the US, Canada is letting in needed skilled workers.
Identity Attack0.37361985
Insult0.3126888
Profanity0.06395709
Threat0.0076507707
Severe Toxicity0.0127685545
Moderate 0.36095104 Constructive 0.813
Jan 3, 2026 1 likes Inside Canada's Indian Metropolis (Brampton)

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.