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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: "We are with you, Canada." 6,088 comments · Page 202 of 244
as someone who lives in India.. I mean Canada, im excited to watch this video
as someone who lives in India.. I mean Canada, im excited to watch this video
Identity Attack0.035074018
Insult0.013288911
Profanity0.024267852
Threat0.009204263
Severe Toxicity0.002861023
Low Tox 0.050573748 Moderate Con 0.483
Jan 27, 2026 1,126 likes Inside Canada's Indian Invasion...
@TylerOliveira Each State in INDIA🇮🇳 has its Own Culture, Language, Heritage, Cuisine, Traditional Dances and Festivals. Don't Flex the Words in your Video. They are from Punjab and in Punjab they Speak Punjabi. Note: 85% …
@TylerOliveira  Each State in INDIA🇮🇳 has its Own Culture, Language, Heritage, Cuisine, Traditional Dances and Festivals. Don't Flex the Words in your Video. They are from Punjab and in Punjab they Speak Punjabi. Note: 85% of Indian Born and Canadian Indian Born are Punjabis Rest are Haryanvi, Gujarati, Tamilan, Teluguits, Malyalis, Bengalis are remaining 14% in Canada 🇨🇦. -------- My Language is Kannada and we are not even 1% of Canadian Indian Population.
Identity Attack0.041003603
Insult0.017485369
Profanity0.012243799
Threat0.0059257476
Severe Toxicity0.0016498566
Low Tox 0.050573748 Constructive 0.628 Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
It's not a tragedy. Stop playing this like we are responsible for the well-being of the third world. If they have no path to permanent residency then they go home. This may be a radical …
It's not a tragedy. Stop playing this like we are responsible for the well-being of the third world. If they have no path to permanent residency then they go home. This may be a radical notion in the present political climate, but just because you want to come to Canada doesn't mean you can. Actual native born Canadian citizens have a say in this and we say No !
Identity Attack0.02238941
Insult0.018710041
Profanity0.0108774295
Threat0.006653947
Severe Toxicity0.0014400482
Low Tox 0.050573748 Constructive 0.542 Identity_Assertion
Nov 22, 2025 97 likes Quebec Ends Economic Immigration Program …
For over a century, hardworking Sikh Punjabi community has been an integral part of Canada’s growth and prosperity. Their contributions span agriculture, industry, public service, and cultural life—strengthening the fabric of Canadian society. In recent …
For over a century, hardworking Sikh Punjabi community has been an integral part of Canada’s growth and prosperity. Their contributions span agriculture, industry, public service, and cultural life—strengthening the fabric of Canadian society. In recent time, concerns have emerged about indian government covert operations linked to foreign non sikh actors. It is important that Canada remains vigilant against any external threats to its sovereignty, especially when such actions undermine public safety or democratic values.
Identity Attack0.038425524
Insult0.020643732
Profanity0.012346277
Threat0.008582866
Severe Toxicity0.0017642975
Low Tox 0.050326355 Constructive 0.606 Solidarity
Sep 30, 2025 IRCC Names India in Study …
Canada loves Indian food so the rest is history
Canada loves Indian food so the rest is history
Identity Attack0.032753747
Insult0.017356457
Profanity0.013063621
Threat0.006382086
Severe Toxicity0.0016403198
Low Tox 0.050326355 Low Con 0.231 Humor_Satire
Feb 28, 2026 Inside Canada's Indian Invasion...
Start speaking up when you hear people peak in their own languages in work spaces. ENGLISH first , Canada first!
Start speaking up when you hear people peak in their own languages in work spaces. ENGLISH first , Canada first!
Identity Attack0.023997234
Insult0.01890341
Profanity0.010689554
Threat0.0073789097
Severe Toxicity0.0017356873
Low Tox 0.050326355 Moderate Con 0.417
Aug 29, 2025 1 likes Why Canadians Are Turning Against …
CANADA. KIG OUT. OF CUNTREY. ALL. FAKE. REFUGE. VISITORS. VISA. VISITORS. STUDENT.
CANADA. KIG OUT. OF CUNTREY. ALL. FAKE. REFUGE. VISITORS. VISA. VISITORS. STUDENT.
Identity Attack0.007890297
Insult0.028259486
Profanity0.00043829472
Threat0.00042819988
Severe Toxicity0.0000046611835
Low Tox 0.050222356 Call_To_Action
Apr 15, 2025
Its always always about attracting "doctors and engineers" whereas the overwhelming majority of Immigrants that I encounter here in AB is from low income groups. Besides of that having a degree from outside of Canada …
Its always always about attracting "doctors and engineers" whereas the overwhelming majority of Immigrants that I encounter here in AB is from low income groups. Besides of that having a degree from outside of Canada might help you to enter the country but has no practical value inside of it. All the engineers that I know here had to re-study in Canada again.
Identity Attack0.035331827
Insult0.019161236
Profanity0.010296722
Threat0.0059775305
Severe Toxicity0.0011777878
Low Tox 0.050078966 Constructive 0.719
Nov 26, 2025 Quebec Ends Economic Immigration Program …
The problem is NOT just CANADA.... Europe is also feeling the overpopulation 🇨🇦🇨🇦🇨🇦
The problem is NOT just CANADA.... Europe is also feeling the overpopulation 🇨🇦🇨🇦🇨🇦
Identity Attack0.027614836
Insult0.017163089
Profanity0.010365041
Threat0.006641001
Severe Toxicity0.0014972687
Low Tox 0.050078966 Low Con 0.287 Comparative_Framing
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Canada is full
Canada is full
Identity Attack0.02037963
Insult0.018001022
Profanity0.022218296
Threat0.007922632
Severe Toxicity0.002632141
Low Tox 0.050078966 Moderate Con 0.341 Fear_Threat
Feb 11, 2026 1 likes Canada's tighter immigration policy divides …
Totally agreed. If you want to maintain your culture then do not migrate. But whose fault is this? Canada and some other western countries give too much freedom to immigrants to do whatever they want. …
Totally agreed. If you want to maintain your culture then do not migrate. But whose fault is this? Canada and some other western countries give too much freedom to immigrants to do whatever they want. So people started keep practicing their own culture instead of adopting the Canadian culture. It's not their fault. That's human nature. Government should have controlled the immigration not letting large ethnic groups created within Canada.
Identity Attack0.0376521
Insult0.01625293
Profanity0.009801413
Threat0.006479179
Severe Toxicity0.0013923645
Low Tox 0.050078966 Constructive 0.677 Policy_Critique
Sep 7, 2025 1 likes Why Canadians Are Turning Against …
Another MP of the Liberal party being put in a position that they have NO business being in. What did she do to get the Ministry ? CBC do your job goodness knows you have …
Another MP of the Liberal party being put in a position that they have NO business being in. What did she do to get the Ministry ? CBC do your job goodness knows you have been GIVEN enough money from the people of Canada.
Identity Attack0.007288578
Insult0.02657372
Profanity0.011219022
Threat0.005906329
Severe Toxicity0.0011205673
Low Tox 0.050078966 Moderate Con 0.391 Policy_Critique
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
In the US in 2025, ICE has deported half a million who are not in the US legally, and an estimated additional 1.5 million have self-deported, in some cases with government financial incentives. So 50k …
In the US in 2025, ICE has deported half a million who are not in the US legally, and an estimated additional 1.5 million have self-deported, in some cases with government financial incentives. So 50k deportations might represent a comparably active effort for Canada, and 18k might be creditable for a Liberal government. But the effort sounds rather bureaucratic, and focused only on rejected refugee applications. I would want to know how many of these "deportations" are entirely on paper -- "your application has been rejected, please let yourself out at your earliest convenience." They spent roughly $5k per deportee, and that would cover air fare if the deportations were done privately, but adjudication costs money, and governments find many ways to make everything much more expensive. Also, if refugee claims can be judged false or inadequate, where are the efforts to determine whether "students" are really students? By the same token, the world is a dangerous place. I figure all those living in any of the many violent inner-city neighborhoods in the US have reason to fear for their lives. Similar facts are true of many millions around the world, and most of them would be rejected by Canadian immigration because they'd be safe if they simply moved to places they can't afford.
Identity Attack0.015455672
Insult0.022255141
Profanity0.014259194
Threat0.0074565844
Severe Toxicity0.0015640259
Low Tox 0.050078966 Constructive 0.685 Policy_Critique
Dec 30, 2025 1 likes Deportations From Canada at Their …
29% Catholics in Canada.Most vote Liberal.Catholics I believe are behind Canadas changing life here.
29% Catholics in Canada.Most vote Liberal.Catholics I believe are behind Canadas changing life here.
Identity Attack0.04822223
Insult0.015188923
Profanity0.011082385
Threat0.006220264
Severe Toxicity0.0014019012
Low Tox 0.049831573 Constructive 0.615 Unverified_Claim
Sep 9, 2025 1 likes Why Canadians Are Turning Against …
sabia que era brampton, y no vivo en canada
sabia que era brampton, y no vivo en canada
Identity Attack0.01857083
Insult0.027605021
Profanity0.016821137
Threat0.005867492
Severe Toxicity0.0014781952
Low Tox 0.049584184 Low Con 0.29 Meta_Commentary
Oct 10, 2025 Inside Canada's Indian Metropolis (Brampton)
*One day soon Canada will be little Bharat ...*
*One day soon Canada will be little Bharat ...*
Identity Attack0.036878675
Insult0.01819439
Profanity0.011406898
Threat0.007353018
Severe Toxicity0.0022220612
Low Tox 0.049584184 Low Con 0.204
Nov 14, 2025 Inside Canada's Indian Metropolis (Brampton)
Over 118,000 emigrated, 18,000 deported, lots of students and visa holders left. Over 300,000 deaths in Canada last year.
Over 118,000 emigrated, 18,000 deported, lots of students and visa holders left. Over 300,000 deaths in Canada last year.
Identity Attack0.023595277
Insult0.012300906
Profanity0.010979908
Threat0.013113883
Severe Toxicity0.0020885468
Low Tox 0.049336795 Moderate Con 0.461
Dec 24, 2025 9 likes Deportations From Canada at Their …
Less than 20k? That's not enough. Canada has to bump those deportation numbers way up.
Less than 20k? That's not enough. Canada has to bump those deportation numbers way up.
Identity Attack0.019274252
Insult0.014884921
Profanity0.010740792
Threat0.010705971
Severe Toxicity0.0013542175
Low Tox 0.049336795 Moderate Con 0.348
Dec 28, 2025 Deportations From Canada at Their …
As a Canadian, I believe that we should reduce immigration while not completely removing it like America has. Especially because crime rate has increased a little since canada became so international
As a Canadian, I believe that we should reduce immigration while not completely removing it like America has. Especially because crime rate has increased a little since canada became so international
Identity Attack0.036105253
Insult0.013326911
Profanity0.010689554
Threat0.009307829
Severe Toxicity0.0018310547
Low Tox 0.049336795 Constructive 0.521 Policy_Critique
Feb 18, 2026 Inside Canada's Indian Invasion...
Canada’s government needs to check also about issuing the driver license. because i’ve heard that you can pay now to pass the driving test even all this people doesn’t know the rules or even following …
Canada’s government needs to check also about issuing the driver license. because i’ve heard that you can pay now to pass the driving test even all this people doesn’t know the rules or even following all the signs on the road. I’ve never seen so much car accident and too much car on the road. Why it is easy for them now to get a license. We need to remember driving in other country is not the same here. Also even your credit score is bad, even your salary is not good the car company gives you a car easily with hight interest. Thats also need to be check
Identity Attack0.007806548
Insult0.027218282
Profanity0.013131939
Threat0.0071588317
Severe Toxicity0.0016307831
Low Tox 0.049336795 Constructive 0.614 Policy_Critique
Sep 30, 2025 2 likes IRCC Names India in Study …
Bro I LOVE indians and i’m from canada😢
Bro I LOVE indians and i’m from canada😢
Identity Attack0.028886627
Insult0.013782915
Profanity0.023789622
Threat0.008492245
Severe Toxicity0.0034332275
Low Tox 0.049336795 Constructive 0.53 Solidarity
Feb 5, 2026 Inside Canada's Indian Invasion...
So by 2027 throughout Canada there is a potential for 50,000 immmigrants seeing their citizenship potential removed and deportation proceedings starting. All this just to reduce the flood of immigrants which has increased crime rate, …
So by 2027 throughout Canada there is a potential for 50,000 immmigrants seeing their citizenship potential removed and deportation proceedings starting. All this just to reduce the flood of immigrants which has increased crime rate, homelessness, and health care crises across the nation.
Identity Attack0.033269364
Insult0.01465692
Profanity0.009519599
Threat0.007857903
Severe Toxicity0.0014781952
Low Tox 0.049089402 Constructive 0.52 Fear_Threat
Jan 20, 2026 Why Canada’s immigration system has …
Fun fact: most Punjabis in Canada are permanent citizens
Fun fact: most Punjabis in Canada are permanent citizens
Identity Attack0.042550452
Insult0.018258847
Profanity0.014600786
Threat0.006272047
Severe Toxicity0.0016212463
Low Tox 0.049089402 Moderate Con 0.331 Question
Feb 9, 2026 Inside Canada's Indian Invasion...
Liberals did this to canada
Liberals did this to canada
Identity Attack0.025002124
Insult0.017872108
Profanity0.014976538
Threat0.008077981
Severe Toxicity0.0018405914
Low Tox 0.049089402 Low Con 0.297 Policy_Critique
Oct 4, 2025 Inside Canada's Indian Metropolis (Brampton)
Doesn't matter if a person is an immigrant, what matters is the quality of immigrants Canada permits to come. I am proud most Filipinos immigrate and work and blend in with the society. We try …
Doesn't matter if a person is an immigrant, what matters is the quality of immigrants Canada permits to come. I am proud most Filipinos immigrate and work and blend in with the society. We try not to be a burden to the government. True too with other nationalities that come over but unfortunately not all.
Identity Attack0.035847444
Insult0.01632893
Profanity0.011065305
Threat0.0059095654
Severe Toxicity0.0009870529
Low Tox 0.049089402 Constructive 0.815 Policy_Critique
Aug 30, 2025 5 likes 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.