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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 66 of 82
It’s a start keep doing it. We need millions gone from Canada.
It’s a start keep doing it. We need millions gone from Canada.
Identity Attack0.018972786
Insult0.0154929245
Profanity0.010996987
Threat0.009437286
Severe Toxicity0.0020313263
Low Tox 0.045873325 Low Con 0.285 Call_To_Action
Dec 28, 2025 2 likes Deportations From Canada at Their …
America has nothing I need
America has nothing I need
Identity Attack0.021750905
Insult0.01128061
Profanity0.00014840186
Threat0.0005432405
Severe Toxicity0.0000048918796
Low Tox 0.045715578 Comparative_Framing
Jan 29, 2026
A drop in the bucket. Canada needs to increase deportations by a factor of 100. So instead of deporting 18,000, they need to deport 1.8 million. And even that isn't enough.
A drop in the bucket. Canada needs to increase deportations by a factor of 100. So instead of deporting 18,000, they need to deport 1.8 million. And even that isn't enough.
Identity Attack0.016159095
Insult0.014086916
Profanity0.010535837
Threat0.008789998
Severe Toxicity0.0013160706
Low Tox 0.045625936 Moderate Con 0.385
Dec 26, 2025 Deportations From Canada at Their …
it's a issue with bribes false documents and fake passports starting in the counties they come from more checking need
it's a issue with bribes false documents and fake passports starting in the counties they come from more checking need
Identity Attack0.004236255
Insult0.02212623
Profanity0.011543535
Threat0.0064468146
Severe Toxicity0.0010824203
Low Tox 0.045625936 Moderate Con 0.373
Dec 28, 2025 Deportations From Canada at Their …
Nothing is going to change as long as the public sit on their couch and become keyboard warrior. To bring change sacrifice is needed otherwise it will keep going on.
Nothing is going to change as long as the public sit on their couch and become keyboard warrior. To bring change sacrifice is needed otherwise it will keep going on.
Identity Attack0.0037182847
Insult0.017743196
Profanity0.013576009
Threat0.010343489
Severe Toxicity0.0012159348
Low Tox 0.045378547 Low Con 0.25 Call_To_Action
Feb 17, 2026 LILLEY UNLEASHED: The fall of …
Bro @TylerOliveira you need to come to Frisco Texas is another place you need to visit
Bro @TylerOliveira you need to come to Frisco Texas is another place you need to visit
Identity Attack0.01087737
Insult0.01648093
Profanity0.017914234
Threat0.008867673
Severe Toxicity0.0023937225
Low Tox 0.045378547 Moderate Con 0.418 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
This is why I desperately wish there was an actual Libertarian party to vote for in elections! There is a party, but they have not gotten enough signatures to be able to run yet, I …
This is why I desperately wish there was an actual Libertarian party to vote for in elections! There is a party, but they have not gotten enough signatures to be able to run yet, I don't even know if there is an office or representative in Ontario right now! I wish! Their policies (on paper) seem great, and geared more towards a 'Canada first'/'Canadians First' approach. They touch on a lot of topics and there seem to be a lot of things they want to change! But a government is still a government, they will be motivated by money regardless of any good intentions they may have. So if and when things change, WE NEED TO HOLD THEM ACCOUNTABLE! We as the citizens have the power to change things for the better! It's just unfortunate that I see so many people getting pushed down or ignored or hated because they are speaking their mind. Remember, Canada dosen't have laws like the US, our freedoms aren't as protected nor do we have the same freedoms they do (like owning and protecting your own property, or self defense!) We as people need to start being honest and expressing things instead of being terrified of the backlash (of which there will be in these times). The only way we can make progress is by deciding to get out of our comfort zones and standing for what is right! For the freedoms and protections we deserve! To make a future worth living for us and our children! It will not be easy, but when is change ever easy? I hope that one day I won't be terrified of the thought of bringing a life into this world and country. I hope I can be stable enough to be able to give my future children a decent life. But right now? I would never want to have children, things are too unstable and I don't want to bring a child into this country and force them to live a terrible life they never asked for! I desperately want to be able to keep hoping for a better future, a better country, and people who can enjoy their lives instead of constantly worrying and stressing about everything. I hope some can consider looking into the Libertarian party as well! They may be small right now, but they seem to be wanting to right the wrongs that have occured.
Identity Attack0.011247349
Insult0.022448512
Profanity0.015932998
Threat0.00704232
Severe Toxicity0.0015640259
Low Tox 0.045378547 Constructive 0.875 Call_To_Action
Sep 10, 2025 1 likes Why Canadians Are Turning Against …
The federal government needs to be investigated for allowing this into our country !
The federal government needs to be investigated for allowing this into our country !
Identity Attack0.008620501
Insult0.01632893
Profanity0.011441057
Threat0.008634649
Severe Toxicity0.0013828278
Low Tox 0.045131154 Low Con 0.251 Policy_Critique
Feb 19, 2026 Canadian immigration officers investigating hundreds …
We don't need more Walmarts and fastfood/Uber drivers.
We don't need more Walmarts and fastfood/Uber drivers.
Identity Attack0.00880549
Insult0.022577424
Profanity0.010313802
Threat0.006194372
Severe Toxicity0.0011348724
Low Tox 0.044883765 Low Con 0.252 Economic_Argument
Dec 27, 2025 1 likes Deportations From Canada at Their …
They are not wanted, needed or liked....
They are not wanted, needed or liked....
Identity Attack0.005364689
Insult0.017012933
Profanity0.01220964
Threat0.007327127
Severe Toxicity0.0012683868
Low Tox 0.044883765 Low Con 0.272 Identity_Assertion
Feb 8, 2026 1 likes Inside Canada's Indian Invasion...
Tyler you need to look into Fremont California in the Bay Area. Fremont to San Jose then even out to Brentwood/oakley. Same exact thing happening here! I also want to see if there’s university scams …
Tyler you need to look into Fremont California in the Bay Area. Fremont to San Jose then even out to Brentwood/oakley. Same exact thing happening here! I also want to see if there’s university scams as well and possibly day care centers too! Something is going on and no one has done any investigating yet. Please help!!! Thank you for all you do!
Identity Attack0.0035147965
Insult0.02373764
Profanity0.012995303
Threat0.0064597605
Severe Toxicity0.0010967255
Low Tox 0.044883765 Constructive 0.758 Call_To_Action
Jan 28, 2026 Inside Canada's Indian Invasion...
We need the break this incumbency in Ottawa.
We need the break this incumbency in Ottawa.
Identity Attack0.0061046463
Insult0.017872108
Profanity0.010996987
Threat0.0116639575
Severe Toxicity0.0016975403
Low Tox 0.044636376 Low Con 0.281 Call_To_Action
Feb 26, 2026 6 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
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 am an immigrant in Canada and these students assume their permanent residency is guaranteed after their studies but nobody was given 100% "assurance" but these students "assumed." The country does not need any more …
I am an immigrant in Canada and these students assume their permanent residency is guaranteed after their studies but nobody was given 100% "assurance" but these students "assumed." The country does not need any more uber/skip the dishes drivers or salespersons. There is no need any more Temporary Foreign Workers until the economy improves. At the moment, the Canadian economy is in limbo.
Identity Attack0.020982565
Insult0.017807651
Profanity0.011014067
Threat0.006058442
Severe Toxicity0.0010538101
Low Tox 0.044141594 Constructive 0.705 Personal_Narrative
Feb 25, 2026 Canada's tighter immigration policy divides …
There was not a need to import workers in mass there was a need to raise wages. Mass Immigration is causing massive wage stagnation.
There was not a need to import workers in mass there was a need to raise wages. Mass Immigration is causing massive wage stagnation.
Identity Attack0.020882076
Insult0.013858915
Profanity0.010091767
Threat0.006317357
Severe Toxicity0.0012588501
Low Tox 0.044141594 Moderate Con 0.334 Economic_Argument
Feb 12, 2026 6 likes Canada's tighter immigration policy divides …
bad news started again - popultaion needs to be controlled by the government
bad news started again - popultaion needs to be controlled by the government
Identity Attack0.005919657
Insult0.015568925
Profanity0.013200258
Threat0.008867673
Severe Toxicity0.0013637543
Low Tox 0.0438942 Low Con 0.189
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
You need to contact Donald Trump 😂
You need to contact Donald Trump 😂
Identity Attack0.0042732526
Insult0.015872927
Profanity0.02023706
Threat0.0089712385
Severe Toxicity0.0020694733
Low Tox 0.0438942 Low Con 0.14 Humor_Satire
Jan 28, 2026 Inside Canada's Indian Invasion...
FOLKS We need to pause/reverse immigration so that Canada can catch up on integrating the people that are here already.
FOLKS We need to pause/reverse immigration so that Canada can catch up on integrating the people that are here already.
Identity Attack0.025002124
Insult0.012528907
Profanity0.010655395
Threat0.007094103
Severe Toxicity0.0015258789
Low Tox 0.0438942 Moderate Con 0.412 Call_To_Action
Feb 18, 2026 1 likes LILLEY UNLEASHED: The fall of …
I understand needing a cap on overwhelming immigration numbers. However, this was very badly handled.
I understand needing a cap on overwhelming immigration numbers. However, this was very badly handled.
Identity Attack0.01656105
Insult0.01465692
Profanity0.011594773
Threat0.006861079
Severe Toxicity0.0010919571
Low Tox 0.0438942 Moderate Con 0.495
Nov 24, 2025 Quebec Ends Economic Immigration Program …
Canada has a huge problem with its policy on skilled programs. Any other developed country including Australia honour the preceding policy if the applicant arrived in the country before the program is closed or the …
Canada has a huge problem with its policy on skilled programs. Any other developed country including Australia honour the preceding policy if the applicant arrived in the country before the program is closed or the policy is reversed. Canada does not. This is not just unethical but has a very negative impact on future immigration when levels do subside where our economy needs more immigrants.
Identity Attack0.019274252
Insult0.019741343
Profanity0.010450439
Threat0.0061166976
Severe Toxicity0.0010681152
Low Tox 0.043646812 Constructive 0.586 Policy_Critique
Feb 11, 2026 1 likes Canada's tighter immigration policy divides …
this should be Canadian CITIZEN employees. not new Canadian employees looking for PR. and the temporary foreign worker program needs to be abolished.
this should be Canadian CITIZEN employees. not new Canadian employees looking for PR. and the temporary foreign worker program needs to be abolished.
Identity Attack0.027614836
Insult0.014732921
Profanity0.010228404
Threat0.007301235
Severe Toxicity0.001411438
Low Tox 0.043646812 Moderate Con 0.334 Policy_Critique
Jan 4, 2026 New rules, regulations take effect …
we need canada to countrol pepole so thatwe dont Have problem like UK We need our children future to make is first people
we need canada to countrol pepole so thatwe dont Have problem like UK We need our children future to make is first people
Identity Attack0.022188433
Insult0.019161236
Profanity0.011475217
Threat0.0073918556
Severe Toxicity0.0017261505
Low Tox 0.043399423 Moderate Con 0.322
Nov 20, 2025 26 likes Quebec Ends Economic Immigration Program …
It's not right or tight yet. Lot of work needs to be done. Lot of people need to be sent back home. Unfortunately last 10 years immigration was done without any proper plans or objectives. …
It's not right or tight yet. Lot of work needs to be done. Lot of people need to be sent back home. Unfortunately last 10 years immigration was done without any proper plans or objectives. We all agree to that.
Identity Attack0.020580608
Insult0.014390918
Profanity0.010587076
Threat0.006925808
Severe Toxicity0.0011873245
Low Tox 0.043399423 Constructive 0.67 Policy_Critique
Feb 11, 2026 Canada's tighter immigration policy divides …
You now need two jobs to survive in Canada ! Many are still out of work , and going homeless !
You now need two jobs to survive in Canada ! Many are still out of work , and going homeless !
Identity Attack0.015958117
Insult0.018323302
Profanity0.009323184
Threat0.0069646453
Severe Toxicity0.0013637543
Low Tox 0.04315203 Moderate Con 0.463
Dec 28, 2025 Deportations From Canada at Their …
We need ICE 😂😂😂
We need ICE 😂😂😂
Identity Attack0.0047357255
Insult0.012262905
Profanity0.022764845
Threat0.011120236
Severe Toxicity0.0036621094
Low Tox 0.04290464 Low Con 0.239 Humor_Satire
Feb 19, 2026 1 likes Canadian immigration officers investigating hundreds …

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.