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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

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Active: "WE NEED TO DO WHAT …" 2,035 comments · Page 42 of 82
As an Indian myself, I support an emergency cultural cooldown. Canada needs time to recover from the spice levels.
As an Indian myself, I support an emergency cultural cooldown. Canada needs time to recover from the spice levels.
Identity Attack0.11047905
Insult0.083112895
Profanity0.028913507
Threat0.009877442
Severe Toxicity0.0051879883
Low Tox 0.19694418 Constructive 0.549
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Non will leave we need ice get them all out
Non will leave we need ice get them all out
Identity Attack0.018168874
Insult0.0350029
Profanity0.027000591
Threat0.13815513
Severe Toxicity0.011138916
Low Tox 0.19599396 Low Con 0.288 Call_To_Action
Jan 16, 2026 2.9 million Canadian temporary visas …
Don’t know about Canada, but in US, Indians are the richest ethnic groups. Canada does attract lesser skilled Indians. However, pretty sure Indians contribute more than their share of taxes. You guys can keep on …
Don’t know about Canada, but in US, Indians are the richest ethnic groups. Canada does attract lesser skilled Indians. However, pretty sure Indians contribute more than their share of taxes. You guys can keep on hating but all the western countries need Indians as that’s where the population is. And people work hard. They are invited. >99% Indians immigrate legally. They’re abiding by rules laid by these countries. Up to these countries to decide the rules.
Identity Attack0.25309357
Insult0.054962315
Profanity0.017094411
Threat0.006925808
Severe Toxicity0.0044441223
Low Tox 0.19599396 Constructive 0.615
Oct 3, 2025 3 likes Inside Canada's Indian Metropolis (Brampton)
Tyler's videos gave me ptsd I need a check ✔️
Tyler's videos gave me ptsd I need a check ✔️
Identity Attack0.01666154
Insult0.036325075
Profanity0.09961538
Threat0.016465442
Severe Toxicity0.0104522705
Low Tox 0.19599396 Moderate Con 0.407 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Not unlike the problem in the USA with Illegal Aliens. They simply need to go.
Not unlike the problem in the USA with Illegal Aliens. They simply need to go.
Identity Attack0.10775458
Insult0.036716945
Profanity0.00013964473
Threat0.0013180199
Severe Toxicity0.000008605419
Low Tox 0.19569367 Policy_Critique
Apr 15, 2025
Where's ICE when you need em. Ship them out in the next container ship outta here. Alive or not. Who cares
Where's ICE when you need em. Ship them out in the next container ship outta here. Alive or not. Who cares
Identity Attack0.01274247
Insult0.038566336
Profanity0.025360947
Threat0.13211988
Severe Toxicity0.008850098
Low Tox 0.19504376 Low Con 0.277 Fear_Threat
Feb 18, 2026 Canadian immigration officers investigating hundreds …
lmao people need to learn about immigration process. not like he said, she said thing
lmao people need to learn about immigration process. not like he said, she said thing
Identity Attack0.053399716
Insult0.039151907
Profanity0.12374964
Threat0.008764107
Severe Toxicity0.007858276
Low Tox 0.19504376 Low Con 0.213 Question
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
This needs to stop apparently 224 a day, 80k+ a year for each refugee, with 35000 this year alone thats almost 3 billion on just the ones who came this year, and not the previous, …
This needs to stop apparently 224 a day, 80k+ a year for each refugee, with 35000 this year alone thats almost 3 billion on just the ones who came this year, and not the previous, this country is a joke, elbows up, my tax bill is gonna be expensive on the backs of liberal sympathy
Identity Attack0.060220852
Insult0.08508729
Profanity0.019963788
Threat0.007301235
Severe Toxicity0.0032043457
Low Tox 0.19504376 Moderate Con 0.451 Unverified_Claim
Nov 22, 2025 Thousands of refugees allowed into …
They come here, fly their own flag, as if the country they come from is soooo good, but won't go back. We need 🧊 north of the boarder
They come here, fly their own flag, as if the country they come from is soooo good, but won't go back. We need 🧊 north of the boarder
Identity Attack0.105256535
Insult0.06267534
Profanity0.023789622
Threat0.012647836
Severe Toxicity0.007209778
Low Tox 0.19504376 Moderate Con 0.347 Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
Need asmongold s reaction to this
Need asmongold s reaction to this
Identity Attack0.041261412
Insult0.07365121
Profanity0.11168506
Threat0.017156094
Severe Toxicity0.009346008
Low Tox 0.19409354 Low Con 0.199 Meta_Commentary
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Come to NS. Canada needs to be renamed India
Come to NS. Canada needs to be renamed India
Identity Attack0.19495805
Insult0.05027775
Profanity0.019895468
Threat0.010809537
Severe Toxicity0.009307861
Low Tox 0.19409354 Low Con 0.218 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
As a Canadian we genuinely need to ship them all back 😂 the ones born here and know our ways are set. The ones the come bringing there ways from back home. Nah, we aren’t …
As a Canadian we genuinely need to ship them all back 😂 the ones born here and know our ways are set. The ones the come bringing there ways from back home. Nah, we aren’t a giant dumping ground like back home, there’s bathrooms in homes and businesses, and we mainly speak English. Don’t like it.. well you found your way here, not hard to go HOME 😂😂
Identity Attack0.10221587
Insult0.06921569
Profanity0.022423252
Threat0.011042561
Severe Toxicity0.0062942505
Low Tox 0.19409354 Moderate Con 0.469 Identity_Assertion
Mar 2, 2026 1 likes Inside Canada's Indian Invasion...
If you voted liberal- you are the reason this is going on. No right to complain if that is the case. We need to shut it all down at the border
If you voted liberal- you are the reason this is going on. No right to complain if that is the case. We need to shut it all down at the border
Identity Attack0.06613251
Insult0.055547886
Profanity0.019622196
Threat0.05203775
Severe Toxicity0.005493164
Low Tox 0.19219314 Moderate Con 0.343 Call_To_Action
Sep 10, 2025 1 likes Why Canadians Are Turning Against …
What’s up with Canadian immigrants and knowing they need to assimilate to the culture they joined but American immigrants take their whole country with them and refuse to adapt when they come
What’s up with Canadian immigrants and knowing they need to assimilate to the culture they joined but American immigrants take their whole country with them and refuse to adapt when they come
Identity Attack0.2308735
Insult0.05086332
Profanity0.016342908
Threat0.00675104
Severe Toxicity0.0039482117
Low Tox 0.19219314 Low Con 0.273 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
They need god for deodorant and soap
They need god for deodorant and soap
Identity Attack0.06340405
Insult0.053791173
Profanity0.057944927
Threat0.009929225
Severe Toxicity0.007095337
Low Tox 0.19219314 Low Con 0.256 Unverified_Claim
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Buy Canadian???....whats Canadian anymore? Like SING HORTONS???? CANADA STRONG??? FOR WHOM???....IMMIGRANTS????? FOOD PROGRAM PERMANENT???...CANADA DIDNT NEED IT 11 YEARS AGO!!!!.......
Buy Canadian???....whats Canadian anymore? Like SING HORTONS???? CANADA STRONG??? FOR WHOM???....IMMIGRANTS????? FOOD PROGRAM PERMANENT???...CANADA DIDNT NEED IT 11 YEARS AGO!!!!.......
Identity Attack0.14019285
Insult0.045593183
Profanity0.0127561875
Threat0.00713294
Severe Toxicity0.005340576
Low Tox 0.19219314 Low Con 0.204 Policy_Critique
Jan 26, 2026 Canada’s new rules in 2026
It makes you understand why so many Americans voted for Trump and support ICE. The extreme left media like CBC and CNN try to make it out like a bad thing, but Canada needs ICE …
It makes you understand why so many Americans voted for Trump and support ICE. The extreme left media like CBC and CNN try to make it out like a bad thing, but Canada needs ICE as well. We need these people out of our country…NOW!!!❤🇨🇦
Identity Attack0.05976611
Insult0.0816321
Profanity0.014703264
Threat0.012440704
Severe Toxicity0.004119873
Low Tox 0.19124292 Constructive 0.557
Sep 30, 2025 5 likes IRCC Names India in Study …
As an Indian, I admit that we invaded Sikh, Manipur, Kashmir, Ladakh, South Tibet, Northeastern States, Goa... We Indians were colonized by the British Empire for more than 300 years, and we have no territory …
As an Indian, I admit that we invaded Sikh, Manipur, Kashmir, Ladakh, South Tibet, Northeastern States, Goa... We Indians were colonized by the British Empire for more than 300 years, and we have no territory , so Indians regard themselves as the successors of the British Empire, so that we have reason to ask for more territory; our Indians’ greatest contribution to the world Just give birth to children. In order to have a population of 2 billion, we need more territory. Although we Indians have the most beggars in the world and most Indians have no jobs, it doesn’t matter. We will give birth to more children. Son, this way we can occupy Bhutan, Sri Lanka, Nepal, Pakistan,USA, Canada, Australia... until the whole earth
Identity Attack0.19495805
Insult0.061451588
Profanity0.07611542
Threat0.03787563
Severe Toxicity0.013736901
Low Tox 0.19124292 Constructive 0.547
Sep 22, 2025 Inside Canada's Indian Metropolis (Brampton)
Canada needs a Christian, Western European only migration policy....otherwise Canada will no longer be the great nation it once was.
Canada needs a Christian, Western European only migration policy....otherwise Canada will no longer be the great nation it once was.
Identity Attack0.19298288
Insult0.034451995
Profanity0.014566627
Threat0.008789998
Severe Toxicity0.0051498413
Low Tox 0.19029272 Low Con 0.171 Identity_Assertion
Sep 19, 2025 9 likes Inside Canada's Indian Metropolis (Brampton)
the Indians i know in canada have been very hard working and honest people. there was one who had to go back home though they wouldn’t renew his worker permit. I know plenty more on …
the Indians i know in canada have been very hard working and honest people. there was one who had to go back home though they wouldn’t renew his worker permit. I know plenty more on these permits. It’s not just indians though there’s also Brazilians, Chileans, and Venezuelans. One thing I hate is my job prioritizing their work hours over mine because they “need the hours” to stay in this country. where as this is my own country and I’m getting cut hours during slow season. smh
Identity Attack0.18235919
Insult0.055547886
Profanity0.036651865
Threat0.006576272
Severe Toxicity0.0040626526
Low Tox 0.1893425 Constructive 0.718 Economic_Argument
Jan 29, 2026 Inside Canada's Indian Invasion...
the lie needs to end, quit spreading it, talk to real people, get out of your bubble in the media/politics/Toronto
the lie needs to end, quit spreading it, talk to real people, get out of your bubble in the media/politics/Toronto
Identity Attack0.008509507
Insult0.11978693
Profanity0.016957775
Threat0.00704232
Severe Toxicity0.00207901
Low Tox 0.1883923 Low Con 0.187 Call_To_Action
Feb 17, 2026 LILLEY UNLEASHED: The fall of …
As a Brampton raised kid, I lived there from 97' till about 2023, I'm caribbean and we have a large indian/muslim/hindu population too on our island. (Trinidad) and the issue with Brampton is: Indian people …
As a Brampton raised kid, I lived there from 97' till about 2023, I'm caribbean and we have a large indian/muslim/hindu population too on our island. (Trinidad) and the issue with Brampton is: Indian people will gladly intergrade, but Canadian borns won't welcome it. Walk with me- I'll use food for an example. Every other grocery store is middle eastern/asian/african in Brampton and its becomes harder finding more western style food. I love international food, I cook it often but if you're used to burgers and pizza and only know how to make spaghetti it feels like a 'take over' These people want what they want and even though all these places are free for you to also enjoy they don't like it cause it's too 'foreign' to them. It doesn't mean there isnt still a No Frills or a Walmart or Metro, but because the african and halal store are closer and more frequent it seems like more of a convenience to others and not to you. When people say we're multi-cultural, they mean 'yeah he's brown or black but he keeps it to himself' They aren't going to go to that Sikh temple giving free food, and only go to the church at the beginning even though they're welcome to both. It's the same for Diwali and other things, white people dont care to be interested in those things, and just wonder why they get to have it at all. I do agree with that indian lady at the beginning though, with lax immigration you come in feeling like you don't need to do anything to assimilate. They're doing themselves a disservice by only helping themselves. I hate stereotypes being perpetuated onto people but like that Pakistani guy said too, you live in a bubble and you don't pay attention to that. You can go days without speaking english to someone. You can't immigrate somewhere and shut out everyone already there. I get you may not feel welcome by the white people like the ones in the beginning and so you dont mess with them, and its easy not to. But there needs to be openness with helping everyone benefit from multi-culturalism and not just some of us. There are issues with immigrants not wanting to go outside their bubble and for canadians not to want to either, It'll be hard to (with the current issues we're facing as a country) to actually blend together more.
Identity Attack0.25140062
Insult0.061101943
Profanity0.02392626
Threat0.008181547
Severe Toxicity0.0060272217
Low Tox 0.1883923 Constructive 0.849
Oct 4, 2025 6 likes Inside Canada's Indian Metropolis (Brampton)
Thank God. As an American in Québec who is fluent in French, these kind of policies were turning this unique province into another boring and culture-less Ontario. Adios and au revoir. Québec needs to entirely …
Thank God. As an American in Québec who is fluent in French, these kind of policies were turning this unique province into another boring and culture-less Ontario. Adios and au revoir. Québec needs to entirely focus on francophone immigration. MOST of these « English speakers » in the « important » industries he is talking about are NOT native English speakers. Go somewhere else where French has not existed for the past 400 years if you do not speak French. Not just immigration fatigue but globalization fatigue.
Identity Attack0.10221587
Insult0.09270445
Profanity0.020646973
Threat0.006815769
Severe Toxicity0.0044059753
Low Tox 0.1883923 Constructive 0.616
Nov 23, 2025 29 likes Quebec Ends Economic Immigration Program …
We need to warn the world there’s like 1.4 billion Indians just in India , not counting paki , Sri Lanka, Bangladesh Then the millions in the uk … We need real biodiversity on this …
We need to warn the world there’s like 1.4 billion Indians just in India , not counting paki , Sri Lanka, Bangladesh Then the millions in the uk … We need real biodiversity on this planet. If India can’t support its own population does other sovereign nations have to be replaced by Indians ???
Identity Attack0.22631748
Insult0.035553806
Profanity0.017982552
Threat0.011094344
Severe Toxicity0.0059509277
Low Tox 0.18554166 Moderate Con 0.407 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Too little too late. Need more enforcement to remove the existing illegal ones.
Too little too late. Need more enforcement to remove the existing illegal ones.
Identity Attack0.11047905
Insult0.04207976
Profanity0.015147334
Threat0.13144556
Severe Toxicity0.007133484
Low Tox 0.18554166 Low Con 0.244
Nov 21, 2025 Quebec Ends Economic Immigration Program …

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.