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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: "it is so impossible to …" 34 comments · Page 2 of 2
You should come to Portland OR and Vancouver WA, Seattle area too - compare and contrast these communities to the Russians that moved here in the 90s. Still only one generation, but very assimilated, just …
You should come to Portland OR and Vancouver WA, Seattle area too - compare and contrast these communities to the Russians that moved here in the 90s. Still only one generation, but very assimilated, just with old foods and some customs of the old land. Like Germans, Scandinavians, English, Scottish, Polish, Italians, French immigrants. 2nd gen is already thoroughly Americanized. By 3rd generation, impossible to tell the difference. We do tend to be much more conservative, very Protestant actually in the PNW. Ilya Malinin, a memeber of our US figure skating team, is ethnically Russian. Looks like a Russian, but Russians look very American generally. Many such cases. And then the Mexis, Somalis, Indians... Even the fresh Ukrainians are a little uh... but I think at least the Ukies will adapt quickly
Identity Attack0.06249457
Insult0.030044744
Profanity0.016616182
Threat0.0069646453
Severe Toxicity0.0025177002
Low Tox 0.09872158 Constructive 0.79 Comparative_Framing
Feb 25, 2026 Inside Canada's Indian Invasion...
Grew up in Brampton from age 5-10, half a decade of being a kid in such an open suburb area. Many neighbourhoods now we're farmlands and empty lots. The Indian population was just starting to …
Grew up in Brampton from age 5-10, half a decade of being a kid in such an open suburb area. Many neighbourhoods now we're farmlands and empty lots. The Indian population was just starting to boom, as I thought would all other ethnicities. Regardless of the changes of demographics, Brampton is still such a beautiful city, just taken over by overpopulation at a fast pace. We do not complain, but as a Country we should consider the rate of growth as a positive but also has many negatives. Finding jobs in Brampton is nearly impossible as a young adult - and also looking for new homes with landlords that aren't of Indian descent is becoming a rare occurrence. Changes can be made to benefit both Canadians and Indians as we are known for accepting all cultures, that is what I love about Canada. It is a sight to see when you witness the Indian culture in Brampton, lets not take that away!
Identity Attack0.060220852
Insult0.03070583
Profanity0.021876704
Threat0.008867673
Severe Toxicity0.0033569336
Low Tox 0.09785384 Constructive 0.869 Personal_Narrative
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
it is so impossible to live in Canada now! We need the country back! I don't even know why there are so many of them! spreading population in Canada
it is so impossible to live in Canada now! We need the country back! I don't even know why there are so many of them! spreading population in Canada
Identity Attack0.04822223
Insult0.024897853
Profanity0.01402008
Threat0.007262398
Severe Toxicity0.002670288
Low Tox 0.09438288 Moderate Con 0.495 Fear_Threat
Nov 3, 2025 IRCC Names India in Study …
IMO the big thing is that more housing and infrastructure need to be built to keep pace with people in an area - as housing standards are being violated - like 8 people living in …
IMO the big thing is that more housing and infrastructure need to be built to keep pace with people in an area - as housing standards are being violated - like 8 people living in an apartment is just extreme even for student housing. The crime rate dropped off massively we need to be careful about it increasing however more people equals more crime but equal or lower per capita crime rate. Poverty is always going to be poverty. The poverty issue is made worse because chornically unemployed pepole have seen their supports not keep up with inflation to the point its basically impossible to get housing on social safety net payments. This means that unemployed people basically end up homeless now. 7 m² per person for rooms with four or more occupants aged 18 or older. People should not just be packed into buildings that violate legal space and housing standards. The whole community IS government not a religious organization. This really frustrates me because the government should be insuring those standards are met not privatization of humanitarianism. Government should be humanitarian.
Identity Attack0.00984143
Insult0.033901088
Profanity0.021876704
Threat0.007935578
Severe Toxicity0.002336502
Low Tox 0.08716487 Constructive 0.802
Sep 29, 2025 Inside Canada's Indian Metropolis (Brampton)
Of course they invaded Ontario they keep all jobs for their community . They stay 10 in a two bedroom appt and they work for a salary thats impossible for a decent family to survive
Of course they invaded Ontario they keep all jobs for their community . They stay 10 in a two bedroom appt and they work for a salary thats impossible for a decent family to survive
Identity Attack0.029660052
Insult0.024768941
Profanity0.011253181
Threat0.0065180166
Severe Toxicity0.0019836426
Low Tox 0.07608539 Moderate Con 0.382 Economic_Argument
Aug 26, 2025 Why Canadians Are Turning Against …
I don’t disagree that people on a student visa should go back once the visa expires. a lot of responsibility falls on IRCC and immigration/ government to actually have everything regulated and documented. IRCC is …
I don’t disagree that people on a student visa should go back once the visa expires. a lot of responsibility falls on IRCC and immigration/ government to actually have everything regulated and documented. IRCC is impossible to get a hold of. Applications open people apply.. they get in and then the government forgets about them… the students and work permit people once they land have no idea what is going on. No place to live.. mental health.. tons or restrictions. Don’t invite guest for a sleep over if there is not extra bed in your house. Say the guest then decides they can just sleep on floor or sofa and you keep letting it happen over and over with no boundaries but also just say that they are not welcome. So again it’s the person who invites the guest who is responsible for clear cut communication, deadlines etc
Identity Attack0.010433395
Insult0.026444806
Profanity0.017162729
Threat0.0071199946
Severe Toxicity0.0015640259
Low Tox 0.056016337 Constructive 0.766 Policy_Critique
Oct 1, 2025 IRCC Names India in Study …
I still don't understand why we brought them here. Why did we need to make it impossible for our young people to find jobs? It only benefits corporations not the Canadian citizens.
I still don't understand why we brought them here. Why did we need to make it impossible for our young people to find jobs? It only benefits corporations not the Canadian citizens.
Identity Attack0.026609946
Insult0.016784932
Profanity0.009784333
Threat0.006272047
Severe Toxicity0.0013065338
Low Tox 0.044388983 Constructive 0.567 Economic_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
I’m a Canadian citizen sleeping in my Car, got exhausted of this situation 😔sending resumes days/nights no call back, became impossible to find a job/affordable housing it’s chaos
I’m a Canadian citizen sleeping in my Car, got exhausted of this situation 😔sending resumes days/nights no call back, became impossible to find a job/affordable housing it’s chaos
Identity Attack0.010655383
Insult0.01819439
Profanity0.011236101
Threat0.006641001
Severe Toxicity0.0012397766
Low Tox 0.04240986 Constructive 0.572
Sep 28, 2025 272 likes IRCC Names India in Study …
There are way more than 800,000 people actually living in Brampton. Even local politicians acknowledge this. The censuses obviously don't count people here living illegally in lofts above their workplaces, nor do they count the …
There are way more than 800,000 people actually living in Brampton. Even local politicians acknowledge this. The censuses obviously don't count people here living illegally in lofts above their workplaces, nor do they count the thousands upon thousands of people living packed into illegal basement apartments and officially empty "investment properties." Why do you think covid lasted longer in Brampton than anywhere else in Canada and commuting in this city is impossible
Identity Attack0.008435511
Insult0.012414906
Profanity0.009681856
Threat0.006058442
Severe Toxicity0.0008392334
Low Tox 0.023906821 Constructive 0.715 Unverified_Claim
Dec 16, 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.