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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: "There was not a need …" 2,035 comments · Page 26 of 82
The country needs a clean up, the criminals and those who hate the free world must also be kicked out
The country needs a clean up, the criminals and those who hate the free world must also be kicked out
Identity Attack0.06704199
Insult0.18977246
Profanity0.052183274
Threat0.34804323
Severe Toxicity0.014447021
Moderate 0.32971194 Low Con 0.176 Fear_Threat
Jan 15, 2026 1 likes 2.9 million Canadian temporary visas …
Indian population is about 1/3 in the UAE, but why you don't see these problems there? I would like to see what the UAE government do if these Indian try to push their Indian culture …
Indian population is about 1/3 in the UAE, but why you don't see these problems there? I would like to see what the UAE government do if these Indian try to push their Indian culture there. Lol... jail or sent home. We need real laws.
Identity Attack0.3817989
Insult0.15769513
Profanity0.06395709
Threat0.04686524
Severe Toxicity0.015867263
Moderate 0.32971194 Constructive 0.546
Sep 6, 2025 2 likes Why Canadians Are Turning Against …
I NEED TO THROW UP
I NEED TO THROW UP
Identity Attack0.018872296
Insult0.046178754
Profanity0.13344458
Threat0.43007585
Severe Toxicity0.023076924
Moderate 0.32919475 Moderate Con 0.335
Jan 13, 2026 3 likes Canada’s new rules in 2026
God bless you for making these videos. All white countries are being ethnically replaced. Why are we the only country who needs to have diversity and multiculturalism?!?
God bless you for making these videos. All white countries are being ethnically replaced. Why are we the only country who needs to have diversity and multiculturalism?!?
Identity Attack0.381025
Insult0.07491849
Profanity0.087430455
Threat0.026997874
Severe Toxicity0.018836858
Moderate 0.3286776 Constructive 0.572 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
when u are in rome u, need to act like one, if u go to another country and want to be a citizen be a part of that country or else dont go and destroy …
when u are in rome u, need to act like one, if u go to another country and want to be a citizen be a part of that country or else dont go and destroy their peace by bringing ur baggage and chaos there. really i feel sick how cannada being turned completely into india. indians im not against u but if u go to another country and want to be a part of it dont destroy their own culture and rules for ur own comfort, if not just go to ur hometowns as its not diversification or growth it looks awful how peaceful communities are being turn into something else. india is india dont turn cannada into one
Identity Attack0.29951343
Insult0.27146968
Profanity0.058946952
Threat0.01187109
Severe Toxicity0.012207031
Moderate 0.3286776 Constructive 0.633
Nov 23, 2025 Inside Canada's Indian Metropolis (Brampton)
Canada needs to deport all immigrants of the last 12 years
Canada needs to deport all immigrants of the last 12 years
Identity Attack0.3802808
Insult0.07491849
Profanity0.028640235
Threat0.10236332
Severe Toxicity0.013736901
Moderate 0.3281604 Low Con 0.142 Policy_Critique
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
That guy explained what they think and not respecting our religion, then easier go in the country of your religion and no more need for hating Christian or other religions 🤔😥
That guy explained what they think and not respecting our religion, then easier go in the country of your religion and no more need for hating Christian or other religions 🤔😥
Identity Attack0.3780483
Insult0.09124154
Profanity0.049678206
Threat0.009566744
Severe Toxicity0.011291504
Moderate 0.3281604 Moderate Con 0.405 Moral_Argument
Aug 26, 2025 Why Canadians Are Turning Against …
mass deportations are needed
mass deportations are needed
Identity Attack0.2823795
Insult0.054962315
Profanity0.06796519
Threat0.13700877
Severe Toxicity0.021290002
Moderate 0.3281604 Low Con 0.242 Call_To_Action
Sep 27, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Why were immigrants brought in? Answer that first! Who allowed it?? People go through a legal process, pay legal dues, wait with pride their turn to get entry to Canada to see themselves grouped with …
Why were immigrants brought in? Answer that first! Who allowed it?? People go through a legal process, pay legal dues, wait with pride their turn to get entry to Canada to see themselves grouped with those who were allowed in free and demanding their cultural needs be met! And guess who bent over backwards!! It's painful people looking down upon you as hateful aliens! Stand up to policy makers and ask why that policy! They are busy with their shananigans adding votes to stay at helm while we spit venom!
Identity Attack0.27701542
Insult0.27146968
Profanity0.038154904
Threat0.009722093
Severe Toxicity0.010986328
Moderate 0.32712606 Constructive 0.593 Policy_Critique
Aug 28, 2025 Why Canadians Are Turning Against …
What the 'polish' guy is saying and the 'redneck' guy is saying is pure bias!! If a 3000 sq ft home has 3 generations living then that would easily be anywhere from 5-12 people depending …
What the 'polish' guy is saying and the 'redneck' guy is saying is pure bias!! If a 3000 sq ft home has 3 generations living then that would easily be anywhere from 5-12 people depending on the number of children or sibling the earning member(s) have. The only problem is when these homes are converted to rooming units. Otherwise it is perfectly legal for extended families to live under one roof as first immigrants to gain foothold and then move on!! The fore fathers of the current white population did this as well !! Also, these immigrants and students are NOT housed in hotels and such, it is the refugees from Syria, Palestine and Ukraine (and other war torn countries) that Liberals brought in that are housed in hotels. So this is misinformation. What I do notice is that these losers are jealous of the hard work that the indian immigrants are capable of doing and feel intimidated. If this is any comfort, many indians are actually choosing to go back to India as opportunities are better and more and they have seen what Canada has to offer. There needs to be responsible reporting happening not just interview any guy on the streets who has 0 knowledge of the current political scenario.
Identity Attack0.36702603
Insult0.21368977
Profanity0.07255927
Threat0.011327368
Severe Toxicity0.013672344
Moderate 0.3266089 Constructive 0.746
Jan 7, 2026 Inside Canada's Indian Metropolis (Brampton)
The immigration minister lies , today he would not answer any questions on ILLEGAL IMMIGRANTS and kept yodeling on how the system was better for immigration now than under the Conservatives. Why are we having …
The immigration minister lies , today he would not answer any questions on ILLEGAL IMMIGRANTS and kept yodeling on how the system was better for immigration now than under the Conservatives. Why are we having the RCMP play baggage boys and why are we paying for Illegals in Canada when Junior knows this is happening...the Liberals need to be eradicated in 2019.
Identity Attack0.23770751
Insult0.24767025
Profanity0.024131214
Threat0.16699752
Severe Toxicity0.014769804
Moderate 0.3260917 Moderate Con 0.427
Jun 5, 2018 1 likes How much do refugees and …
They are trying to take over we need them taken out ALL OF THEM
They are trying to take over we need them taken out ALL OF THEM
Identity Attack0.058401883
Insult0.0820023
Profanity0.08096472
Threat0.37858796
Severe Toxicity0.020257099
Moderate 0.3260917 Low Con 0.188 Fear_Threat
Jan 29, 2026 Inside Canada's Indian Invasion...
Just say you want Canada to stay white. No need to beat around the bush and act like this middle ground journalist.
Just say you want Canada to stay white. No need to beat around the bush and act like this middle ground journalist.
Identity Attack0.36273825
Insult0.16773392
Profanity0.02932342
Threat0.024753258
Severe Toxicity0.010375977
Moderate 0.32557452 Low Con 0.181 Moral_Argument
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
We need a Canadian version of I.C.E to remove illegal immigrants. Plus it we'll give Canadians that are trusted a job.
We need a Canadian version of I.C.E to remove illegal immigrants. Plus it we'll give Canadians that are trusted a job.
Identity Attack0.3817989
Insult0.09855611
Profanity0.02023706
Threat0.13815513
Severe Toxicity0.019095084
Moderate 0.32557452 Constructive 0.542
Nov 26, 2025 1 likes IRCC Names India in Study …
immigrents need to be vetted, if they can't read and write and speak fulid english, they need to leave Canada for fake documents
immigrents need to be vetted, if they can't read and write and speak fulid english, they need to leave Canada for fake documents
Identity Attack0.37292135
Insult0.16795322
Profanity0.02433617
Threat0.010835429
Severe Toxicity0.009117126
Moderate 0.32557452 Low Con 0.147
Aug 25, 2025 Why Canadians Are Turning Against …
There's more illegal immigrants that need to go back to their countries but we will if that will happen
There's more illegal immigrants that need to go back to their countries but we will if that will happen
Identity Attack0.37507164
Insult0.110259406
Profanity0.03915693
Threat0.015429466
Severe Toxicity0.013285006
Moderate 0.3250515 Moderate Con 0.311 Policy_Critique
Feb 18, 2026 Canadian immigration officers investigating hundreds …
TRUDEAU AND CARNY NEED TO BE DRAGGED ON THE 401 BEHIND A SEMI AT 75 MPH TODAY ALONG WITH DOUG FORD
TRUDEAU AND CARNY NEED TO BE DRAGGED ON THE 401 BEHIND A SEMI AT 75 MPH TODAY ALONG WITH DOUG FORD
Identity Attack0.011691323
Insult0.082866095
Profanity0.030389199
Threat0.44942492
Severe Toxicity0.023076924
Moderate 0.3250515 Low Con 0.141 Call_To_Action
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
The fact anyone can celebrate their nationality, but not white. like they just rolled over. You should be proud your forefathers made this country what it is, that you are what yyou are, and more …
The fact anyone can celebrate their nationality, but not white. like they just rolled over. You should be proud your forefathers made this country what it is, that you are what yyou are, and more effort needs to be so whites can celebrate and feel pride in the nation we created.
Identity Attack0.3819294
Insult0.08582769
Profanity0.057944927
Threat0.009437286
Severe Toxicity0.01502803
Moderate 0.3250515 Constructive 0.628
Sep 24, 2025 Inside Canada's Indian Metropolis (Brampton)
Seems like most people like them, tbh I have no issue with indians but I would much rather have them in India and develop India, they need them badly
Seems like most people like them, tbh I have no issue with indians but I would much rather have them in India and develop India, they need them badly
Identity Attack0.3758158
Insult0.16053712
Profanity0.15107171
Threat0.030623792
Severe Toxicity0.018449519
Moderate 0.3245134 Moderate Con 0.462 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
Ya sorry, bye! We need to get back our Christian values and I’d like to go into a store, bank, restaurant and not be the white minority thank you very much! I’d like to understand …
Ya sorry, bye! We need to get back our Christian values and I’d like to go into a store, bank, restaurant and not be the white minority thank you very much! I’d like to understand the person on the other end of the phone once in awhile when I call for help! No more “pro Palestinian “ protests etc etc . Enough is enough. If I wanted to live in the Middle East…I’d go there!
Identity Attack0.3817989
Insult0.08459369
Profanity0.05017922
Threat0.012026439
Severe Toxicity0.014317908
Moderate 0.3234372 Constructive 0.608 Identity_Assertion
Jan 16, 2026 2.9 million Canadian temporary visas …
The Liberals and their woke ideology are ruining Canada. Canada's aging population means we need immigration, but not when things like housing, jobs, and healthcare etc are already beyond maxed out. They've been bringing in …
The Liberals and their woke ideology are ruining Canada. Canada's aging population means we need immigration, but not when things like housing, jobs, and healthcare etc are already beyond maxed out. They've been bringing in too many 'refugees'-unvetted and likely a large portion of which may not actually be refugees, and then there's the ridiculously high number of 'temporary foreign workers' - the majority of these are people with values, hygiene and morals that are not acceptable or cohesive in our country. Unfortunately many are muslim and have beliefs in sharia law which dates back to the 1400's and is primitive and contrary to our Western values and morals. I am hoping Canada is not too far gone to save (although I have my doubts).
Identity Attack0.18705739
Insult0.3388922
Profanity0.051181246
Threat0.008531082
Severe Toxicity0.008201599
Moderate 0.32289913 Constructive 0.572
Aug 25, 2025 Why Canadians Are Turning Against …
Up yours Carney and Canada destroyed our country. WE NEED ICE!!!!
Up yours Carney and Canada destroyed our country. WE NEED ICE!!!!
Identity Attack0.26155844
Insult0.20201176
Profanity0.02023706
Threat0.06690872
Severe Toxicity0.01412424
Moderate 0.32289913 Low Con 0.274
Sep 21, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
New migrants need to be deported. At least 75% need to go. Earlier immigrants respected our culture and customs. These new migrants don’t
New migrants need to be deported. At least 75% need to go. Earlier immigrants respected our culture and customs. These new migrants don’t
Identity Attack0.36702603
Insult0.11797678
Profanity0.02474608
Threat0.045572113
Severe Toxicity0.015092585
Moderate 0.32289913 Moderate Con 0.383
Oct 4, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
We dont need a single international student or study permit type of fellow. Get them all out and close the doors to new entries. The indians who have done this process illegaly , you have …
We dont need a single international student or study permit type of fellow. Get them all out and close the doors to new entries. The indians who have done this process illegaly , you have ruined the reputation of all south asians all around canada with your behaviour and lack of care for this country. You used to need to be fully educated and have money in hand to be CONsIDERED for immigration in the past. Its a joke now
Identity Attack0.36702603
Insult0.17361937
Profanity0.022901481
Threat0.010447056
Severe Toxicity0.011444092
Moderate 0.32182294 Moderate Con 0.433
Oct 6, 2025 IRCC Names India in Study …
Mass Deportation needed yesterday!!!
Mass Deportation needed yesterday!!!
Identity Attack0.25986546
Insult0.06794841
Profanity0.02344803
Threat0.13363713
Severe Toxicity0.01683561
Moderate 0.32182294 Low Con 0.243 Call_To_Action
Sep 14, 2025 Why Canadians Are Turning Against …

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.