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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

Browse comments with toxicity & constructive scores. Filter by keyword, polarity, toxicity range, or cluster.

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Active: "Brampton needs to have a …" 66 comments · Page 3 of 3
Immigration has increased because the government needs more people for the economy. The population 25+ years ago was enough to keep with the costs and demand. Now, Canada probably has a lot of demand and …
Immigration has increased because the government needs more people for the economy. The population 25+ years ago was enough to keep with the costs and demand. Now, Canada probably has a lot of demand and needs an influx of people both for education and jobs. Indians are enticed to come because they hear about towns that cater towards Indians like Brampton. Chinese people used to be the majority of immigrants and that was because Chinatowns would cater to them. Not to mention, these immigrants likely have temporary worker or student visas. These an whole thing with the student visas but I don't want to get into it. So Amazon and other large companies need a lot of workers for their demand and look outside of Canada to fill the job numbers. Meanwhile, Canadians that have been here for awhile are on the streets and jobless. So basically, Canada needs immigration for its demand but I think when too many people come all at once and from usually one country, Canadians will notice the change and feel the tensions that come with it.
Identity Attack0.08004672
Insult0.027476108
Profanity0.015625564
Threat0.0069516995
Severe Toxicity0.0024032593
Low Tox 0.09958932 Constructive 0.716
Sep 21, 2025 Inside Canada's Indian Metropolis (Brampton)
Brampton needs DEI lol
Brampton needs DEI lol
Identity Attack0.00725158
Insult0.030265106
Profanity0.035649836
Threat0.0097738765
Severe Toxicity0.0037956238
Low Tox 0.09481675 Low Con 0.188
Sep 30, 2025 Inside Canada's Indian Metropolis (Brampton)
The points system is why Canadians have a good impression of immigrants. When you let in english or french speaking well or over-educated new citizens, people will have a good impression of these hardworking people. …
The points system is why Canadians have a good impression of immigrants. When you let in english or french speaking well or over-educated new citizens, people will have a good impression of these hardworking people. When you let in gobs of just anyone.. you end up with Brampton, Ontario, or Sweden, where foreign nationals have brought their own opinion of how life should be to a previously high trust/well functioning area. Like the opposite of gentrification. Basically slumification, a reduction in trust, an increase in crime, an increase in corruption.. Who would have thought there would one day be new Canadian citizens calling for Sharia Law in Canada? That is when immigration "jumped the shark", and the system needs fixing. And Canada already has the fix: Limit immigration to economically well off migrants who meet the points quota: ie, they are educated and speak english or french. And greatly restrict refugees... we have enough homeless and economically useless people, we do not need more.
Identity Attack0.04203484
Insult0.033019636
Profanity0.015693882
Threat0.0069905366
Severe Toxicity0.0021743774
Low Tox 0.091913216 Constructive 0.614
Jun 19, 2025 2 likes How Canada broke its immigration …
I grew up in Brampton and we left in 2009. Canada is and has been cooked for years. We need saving desperately. A country of 30 million cannot sustain an influx from a country with …
I grew up in Brampton and we left in 2009. Canada is and has been cooked for years. We need saving desperately. A country of 30 million cannot sustain an influx from a country with a billion people.
Identity Attack0.026408968
Insult0.030485468
Profanity0.015079016
Threat0.0071070488
Severe Toxicity0.002231598
Low Tox 0.09033044 Constructive 0.585 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
We need the Brampton vs. Kiryas Joel demolition derby 🔥😂
We need the Brampton vs. Kiryas Joel demolition derby 🔥😂
Identity Attack0.0073995716
Insult0.015948927
Profanity0.025360947
Threat0.022853967
Severe Toxicity0.00333786
Low Tox 0.06817148 Low Con 0.189 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
I'm a Brampton resident. My family immigrated in the late 90s. I grew up on YTV, TVO kids, Fox Kids, Treehouse TV. I also still grew up knowing my own native culture and religion. I …
I'm a Brampton resident. My family immigrated in the late 90s. I grew up on YTV, TVO kids, Fox Kids, Treehouse TV. I also still grew up knowing my own native culture and religion. I attend one of these temples of worship. Despite this, I still made friends with different races of people. I think my community needs to branch out a little more and learn about other cultures that live amongst us. Maybe we need to have a little less pride on where we come from? I don't know what the exact answer is. One thing I know is we can definitely get along. Just need the community to adapt more and actually learn Canadian culture. Maybe go see a Blue Jays game at the Skydom? Maybe know who Wayne Gretzky is?? LOL.
Identity Attack0.042292643
Insult0.020385906
Profanity0.025360947
Threat0.0075083673
Severe Toxicity0.0024414062
Low Tox 0.06579731 Constructive 0.864 Personal_Narrative
Oct 8, 2025 Inside Canada's Indian Metropolis (Brampton)
Brampton city government is not doing enough to integrate Indians into Canadian society. And by that I simply mean building closer relationships with the locals. More community events like festivals need to be held. Not …
Brampton city government is not doing enough to integrate Indians into Canadian society. And by that I simply mean building closer relationships with the locals. More community events like festivals need to be held. Not purely Indian festivals, but mixed culture festivals. That would build more understanding and friendlier relations. The earlier generations of Indian immigrants in this video look like they have integrated well identifying as both Indian and Canadian. That's the ideal, I feel.
Identity Attack0.05976611
Insult0.017743196
Profanity0.012551232
Threat0.006427396
Severe Toxicity0.001745224
Low Tox 0.059974585 Constructive 0.769
Oct 3, 2025 Inside Canada's Indian Metropolis (Brampton)
i was born and raised just south of Brampton, you've hit the nail on the head here.. beyond its core it just exists to feed itself, more grocery stores and timmies because the more houses …
i was born and raised just south of Brampton, you've hit the nail on the head here.. beyond its core it just exists to feed itself, more grocery stores and timmies because the more houses they build, the more grocery stores and timmies they'll need. the town exists as a bedroom city to Toronto/Mississauga and beyond.
Identity Attack0.005956655
Insult0.025800243
Profanity0.014395831
Threat0.006874025
Severe Toxicity0.0015258789
Low Tox 0.05304765 Constructive 0.741 Personal_Narrative
Sep 20, 2025 45 likes Inside Canada's Indian Metropolis (Brampton)
Brampton needs ice
Brampton needs ice
Identity Attack0.008879486
Insult0.016100928
Profanity0.01764096
Threat0.012596053
Severe Toxicity0.002861023
Low Tox 0.048099842 Low Con 0.219 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Its very telling that all these people from a Commonwealth country with English comprehension to different levels feel safer and less discrimated against in Brampton than in the Anglo Utopias of Toronto, Vancouver or Edmonton. …
Its very telling that all these people from a Commonwealth country with English comprehension to different levels feel safer and less discrimated against in Brampton than in the Anglo Utopias of Toronto, Vancouver or Edmonton. Also look at the ecnomics - they all work, they all take care of each other, and they all have strong communities who back them in times of need! The Anglos call this "lack of assimilation" but to them it is about surviving and then thriving.
Identity Attack0.026609946
Insult0.017936565
Profanity0.011577694
Threat0.0061878995
Severe Toxicity0.0012493134
Low Tox 0.04290464 Constructive 0.708
Sep 21, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
All the comments prove, canada deserves and needs more Bramptons and surreys.
All the comments prove, canada deserves and needs more Bramptons and surreys.
Identity Attack0.009915425
Insult0.01640493
Profanity0.011902207
Threat0.008440462
Severe Toxicity0.0018596649
Low Tox 0.034748793 Moderate Con 0.421 Fear_Threat
Oct 21, 2025 Inside Canada's Indian Metropolis (Brampton)
I feel sorry for the Mayor of Brampton he needs to clean up the reputation of his city.
I feel sorry for the Mayor of Brampton he needs to clean up the reputation of his city.
Identity Attack0.0032558115
Insult0.017356457
Profanity0.009622077
Threat0.0069646453
Severe Toxicity0.0007915497
Low Tox 0.031449065 Moderate Con 0.474 Fear_Threat
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
We need I.C.E in Brampton A.S.A.P.
We need I.C.E in Brampton A.S.A.P.
Identity Attack0.0053276913
Insult0.0107048955
Profanity0.021125201
Threat0.009437286
Severe Toxicity0.0024986267
Low Tox 0.029563503 Moderate Con 0.351 Fear_Threat
Jan 11, 2026 Deportations From Canada at Their …
Why because you don't have money and source of increasing GDP except immigration,Look how everybody was complaining about students influx now all the colleges are crying for funding,More student bring more funds and more taxes …
Why because you don't have money and source of increasing GDP except immigration,Look how everybody was complaining about students influx now all the colleges are crying for funding,More student bring more funds and more taxes to the government for developing cities like Brampton ,Only problem is vetting that need to done properly,can't expect higher low wage worker to build silicon cities in Canada.High skill professionals are the need of the hour.
Identity Attack0.007214582
Insult0.015036922
Profanity0.010296722
Threat0.005906329
Severe Toxicity0.000834465
Low Tox 0.028149333 Constructive 0.598
Jan 5, 2026 Inside Canada's Indian Metropolis (Brampton)
Why do they call it Brampton? Needs a new name and change all street names please?
Why do they call it Brampton? Needs a new name and change all street names please?
Identity Attack0.005660672
Insult0.0105148945
Profanity0.011423977
Threat0.007249452
Severe Toxicity0.0010061264
Low Tox 0.02308189 Low Con 0.277 Identity_Assertion
Dec 15, 2025 Inside Canada's Indian Metropolis (Brampton)
I moved to Brampton in 1974 with my family from Montreal. Population was 40k. I moved an hour east in 2005 where I see the same thing happening. Might need to move again.
I moved to Brampton in 1974 with my family from Montreal. Population was 40k. I moved an hour east in 2005 where I see the same thing happening. Might need to move again.
Identity Attack0.0024233595
Insult0.0065818704
Profanity0.009784333
Threat0.0065956907
Severe Toxicity0.0006008148
Low Tox 0.0079480335 Constructive 0.642
Oct 22, 2025 5 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.