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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 #}

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Active: "British immigrant here in Brampton, …" 5 comments
Remember the British stole $44 Trillion from Indians during colonial era. India controlled over a quarter of the world trade before they arrived. India was a bigger economy than US adjusting for inflation. The Industrial …
Remember the British stole $44 Trillion from Indians during colonial era. India controlled over a quarter of the world trade before they arrived. India was a bigger economy than US adjusting for inflation. The Industrial revolution was built on back of Indian slaves paying 70 percent taxes to the crown. Canada, UK and Australia were built on this stolen money. They stole money from the Indians and they stole land from the indigenous. This video shows nothing but prejudice. People only have a problem with brown immigrants. I remember 35,000 European immigrants arrived in the city in 2021 even before the Ukraine war and no one cared. Brampton has 27% Indian people so they're clearly not a majority but they are a majorly targeted group because of this prejudice. I don't have the Canadian numbers but in the US 6% of tax comes from Indians and they're 1% of the population. You don't have to trust me you can look it up. The motives of this look racist because when you try hiring white folks the retention rate is extremely low, these past 6 months I have seen 8 employees in managerial positions who quit less than 2 weeks and it's impossible to retain them no matter what salary you offer and then when you go hire an Indian they just don't quit and work harder. But again that's an anecdote, that doesn't mean white folks don't work hard. Everyone has different experiences so stop, putting half baked stuff out on the internet and stop embarrassing yourself. You got a problem, go back to your country. Why don't you go back to jolly old England and serve the queen.
Identity Attack0.27510223
Insult0.21135417
Profanity0.028776871
Threat0.011146127
Severe Toxicity0.008888245
Low Tox 0.28674445 Constructive 0.657
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
These comments are jokes … I’m a born and raised Canadian who’s parents came here in the 1960 to British Columbia , Brampton is beautiful city a lot of this hate towards it is just …
These comments are jokes … I’m a born and raised Canadian who’s parents came here in the 1960 to British Columbia , Brampton is beautiful city a lot of this hate towards it is just racism .. go to Markham filled with Chinese’s who’s stores names are written in their language they even had police station setup , go to Mississauga area filled with Arabs, go to parkdale filled with Philippines and Tibetan … every city in this country has sub section of communities and if people have issue with immigration go and complain to the government that’s allowing it to happen by selling false dreams … immigration is open to anyone as long as you have the money to support your stay here along with the necessary paperwork… plus half of the people complaining about jobs go and ask manager why they hire international kids .. cause they actually show up to work since they gotta work had to pay for high cost of living.. unlike most of the Canadian born kids that will call in sick cause they stayed up until 3 playing video games , it has nothing to do with skin color but work ethics
Identity Attack0.26325142
Insult0.16989174
Profanity0.03715288
Threat0.008841781
Severe Toxicity0.009727478
Low Tox 0.28547668 Constructive 0.686
Oct 6, 2025 Inside Canada's Indian Metropolis (Brampton)
Canadian that spent 16 years in Japan. I went as an individual. I stayed as an individual. Married a Japanese. Came back to Canada for a pension and can't wait to leave. I were in …
Canadian that spent 16 years in Japan. I went as an individual. I stayed as an individual. Married a Japanese. Came back to Canada for a pension and can't wait to leave. I were in Japan and if I saw a group of Canadians arrive expecting Japan to change for them, I would have been severely pissed off with them. Every other country and normal immigrant that came as an individual or individual family probably thinks the same way I do. No one in any country likes to see "Mass Immigration" and even Japan these days are looking at an influx of half a million Indians and who knows how many more Africans. This will change Japan and they'll turn a good culture into their shitty culture and I'm not happy with that. I liked being one of few. Yes I had American, Canadian, Australian, Kiwi and British friends as well as Japanese friends. But we were all individuals that adopted the way of living in Japan into our everyday lives. If I go back, I don't want to be in india. It'd be like living in Brampton. What pisses me most is the attitude of that muslim guy. Yes you are out breeding us but not all majorities rule. In Malaysia, Malays rule despite being the smaller population. They have more Chinese and Indians there but they have to live under the rule of the native Malays. So you will have to do the same in Canada despite if your population is larger. You adapt to this country. The country doesn't convert to accomodate you. Individuals are key. Groups are the bane of all countries.
Identity Attack0.1769227
Insult0.16766082
Profanity0.16403814
Threat0.009048914
Severe Toxicity0.010528564
Low Tox 0.25462922 Constructive 0.767 Personal_Narrative
Sep 27, 2025 1 likes Why Canadians Are Turning Against …
So much ragebait. British colonization destabilized our country, cultures, and unity, leaving a power vaccum for corruption. Search up the 1947 Partition. Decades of conflict led individuals to immigrate for better opportunities. We don’t need …
So much ragebait. British colonization destabilized our country, cultures, and unity, leaving a power vaccum for corruption. Search up the 1947 Partition. Decades of conflict led individuals to immigrate for better opportunities. We don’t need someone outside from Brampton coming in to provoke our community. Especially when ya’ll will never comment on the strengths of these immigrants—some of the most hardworking people you’ll meet. E.g. how the Punjabi Sikh community raised over $2.3 million for the first hospital in Brampton. Let’s emphasize the love, brother. 🙏🏽
Identity Attack0.116281845
Insult0.10148193
Profanity0.027547138
Threat0.00933372
Severe Toxicity0.005760193
Low Tox 0.2191003 Constructive 0.756 Solidarity
Jan 29, 2026 3 likes Inside Canada's Indian Invasion...
British immigrant here in Brampton, I wish I could find a doctor who speaks English first, regardless of the colour of their skin. I imagine the satisfaction of immigrants hearing their own language in a …
British immigrant here in Brampton, I wish I could find a doctor who speaks English first, regardless of the colour of their skin. I imagine the satisfaction of immigrants hearing their own language in a doctor's office but I am unable to articulate the loss of understanding what I'm hearing through a thick accent
Identity Attack0.10221587
Insult0.024511116
Profanity0.019690514
Threat0.0073918556
Severe Toxicity0.0026893616
Low Tox 0.11150667 Constructive 0.751 Personal_Narrative
Sep 20, 2025 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.