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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

click to expand

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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Search comment text, filter by category or toxicity level
Active: "Have you seen all the …" 241 comments · Page 10 of 10
Alexa spent the night at the border a few months ago and she seen as we all did what went on overnight at the border
Alexa spent the night at the border a few months ago and she seen as we all did what went on overnight at the border
Identity Attack0.00449524
Insult0.010742896
Profanity0.0166845
Threat0.007832011
Severe Toxicity0.0013828278
Low Tox 0.027442247 Constructive 0.588 Personal_Narrative
Nov 20, 2025 16 likes Thousands of refugees allowed into …
They have security at Tim's in Brampton?!?! I've lived in Canada 32 years n I've never seen security guards at a Tim Horton's. I don't think this is a good sign.
They have security at Tim's in Brampton?!?! I've lived in Canada 32 years n I've never seen security guards at a Tim Horton's. I don't think this is a good sign.
Identity Attack0.00569767
Insult0.014504919
Profanity0.010347961
Threat0.0062332097
Severe Toxicity0.00081062317
Low Tox 0.027206551 Constructive 0.656 Fear_Threat
Feb 4, 2026 1 likes Inside Canada's Indian Invasion...
The overwhelming problem that people struggle to realize is Canada with its roughly 40,000,000 people are going to notice an influx from a country that has over 1 billion and is quickly modernizing which is …
The overwhelming problem that people struggle to realize is Canada with its roughly 40,000,000 people are going to notice an influx from a country that has over 1 billion and is quickly modernizing which is allowing families to leave their country and immigrant around the world just like they should. Localization is only prompted by friendly circumstances. It is seen everywhere with cultural neighborhoods
Identity Attack0.014852738
Insult0.011730902
Profanity0.00952814
Threat0.005919275
Severe Toxicity0.0008583069
Low Tox 0.026617315 Constructive 0.573 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
This is the best take I've ever seen. Great job keep them coming.
This is the best take I've ever seen. Great job keep them coming.
Identity Attack0.0042177555
Insult0.011046898
Profanity0.018119188
Threat0.009411395
Severe Toxicity0.0018978119
Low Tox 0.025556687 Moderate Con 0.476
Aug 27, 2025 2 likes Why Canadians Are Turning Against …
People work and spend and bring up economy. All this will eventually catch up and shrink the economy. Seen it happen one example is UK , Japan and USA. In a few years it will …
People work and spend and bring up economy. All this will eventually catch up and shrink the economy. Seen it happen one example is UK , Japan and USA. In a few years it will show
Identity Attack0.006363631
Insult0.010020891
Profanity0.011902207
Threat0.008466354
Severe Toxicity0.0011491776
Low Tox 0.02449606 Moderate Con 0.324 Economic_Argument
Nov 21, 2025 Quebec Ends Economic Immigration Program …
Making Indigenous languages official in Canada faces struggles due to the deep, ongoing impact of colonization (residential schools, assimilation policies), the sheer number of endangered languages (over 70), lack of constitutional protection like English/French have, …
Making Indigenous languages official in Canada faces struggles due to the deep, ongoing impact of colonization (residential schools, assimilation policies), the sheer number of endangered languages (over 70), lack of constitutional protection like English/French have, funding gaps, and challenges implementing legislation like the Indigenous Languages Act effectively, despite strong community efforts for revitalization. The core issue is moving beyond mere documentation to ensuring effective support for daily use, education, and government services, a goal hindered by historical trauma and systemic neglect.  Key Struggles & Challenges: Colonial Legacy: Policies like the Indian Act and residential schools suppressed languages, causing massive loss, with trauma still affecting intergenerational transmission. Constitutional Gap: Unlike English and French, Indigenous languages lack explicit, strong constitutional rights (e.g., in the Charter) for government services, as noted in this article from indigenouswatchdog.org. Urgency & Scarcity: Most of Canada's 70+ Indigenous languages are endangered, with many facing imminent extinction, requiring immediate action from the last fluent elders. Implementation of Legislation: The Indigenous Languages Act (2019) aims to support revitalization, but it's criticized for being non-binding and not creating effective rights, meaning legal recognition doesn't always translate to real-world resources or services. Funding & Resource Gaps: While funding exists, it's often insufficient, limited in scope, or not reaching grassroots efforts effectively, making comprehensive revitalization difficult. Integration Challenges: Integrating Indigenous languages into education (K-12, higher ed) and public services (health, justice) remains a significant hurdle, even where there's political will, as seen in territories with official Indigenous languages.
Identity Attack0.009471451
Insult0.013668913
Profanity0.010621235
Threat0.006550381
Severe Toxicity0.00091552734
Low Tox 0.023906821 Constructive 0.629 Policy_Critique
Feb 11, 2026 1 likes Canada's tighter immigration policy divides …
I waited over 15 hours to be seen in the hospital
I waited over 15 hours to be seen in the hospital
Identity Attack0.003884775
Insult0.007930879
Profanity0.014805742
Threat0.009281937
Severe Toxicity0.0013542175
Low Tox 0.021785567 Moderate Con 0.415
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
Agree with everything you said but TBH you were safe there. That was a nice hostel. Nicer than 75% that I’ve seen. Great video, as always!
Agree with everything you said but TBH you were safe there. That was a nice hostel. Nicer than 75% that I’ve seen. Great video, as always!
Identity Attack0.0035517942
Insult0.009108886
Profanity0.015864678
Threat0.0072365063
Severe Toxicity0.0013065338
Low Tox 0.016210219 Constructive 0.673 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Wish I could have seen you, I watch all your videos, so cool you came to Canada! From Orangeville,Ontario
Wish I could have seen you, I watch all your videos, so cool you came to Canada! From Orangeville,Ontario
Identity Attack0.004384246
Insult0.0076838774
Profanity0.013405213
Threat0.0077284453
Severe Toxicity0.0012111664
Low Tox 0.012566062 Constructive 0.635
Jan 27, 2026 Inside Canada's Indian Invasion...
GOOD! Money spent is Money saved!!!! This is the best news ive seen in months.
GOOD! Money spent is Money saved!!!! This is the best news ive seen in months.
Identity Attack0.0012301788
Insult0.008272881
Profanity0.0103992
Threat0.006110225
Severe Toxicity0.000667572
Low Tox 0.011749268 Moderate Con 0.5
Dec 28, 2025 Deportations From Canada at Their …
Canada has been seen as multicultural ONLY BY THE GOVERNMENT not by Canadians
Canada has been seen as multicultural ONLY BY THE GOVERNMENT not by Canadians
Identity Attack0.0020929498
Insult0.00058655854
Profanity0.000024226221
Threat0.000040483275
Severe Toxicity0.0000024816304
Low Tox 0.0029421959
Apr 15, 2025
Why is Pierre bringing Immigration law that’s why I’m not voting for him are no goverment Canada always follow the American he’s bringing tuf immigrating laws Canada is going to become like America like what …
Why is Pierre bringing Immigration law that’s why I’m not voting for him are no goverment Canada always follow the American he’s bringing tuf immigrating laws Canada is going to become like America like what trump is doing that’s why America treated Canadian the way they does Canadian always follow the American I have seen trump in Pierre look what trum put Canada through and he brieng in that immigration law it’s Just going to make Canada like america
Identity Attack0.00010044
Insult0.00032364624
Profanity0.000028711169
Threat0.00003159364
Severe Toxicity0.0000019860133
Low Tox 0.0007863873
Apr 14, 2025 1 likes
Why is Pierre bringing Immigration law that’s why I’m not voting for him are no goverment Canada always follow the American he’s bringing tuf immigrating laws Canada is going to become like America like what …
Why is Pierre bringing Immigration law that’s why I’m not voting for him are no goverment Canada always follow the American he’s bringing tuf immigrating laws Canada is going to become like America like what trump is doing that’s why America treated Canadian the way they does Canadian always follow the American I have seen trump in Pierre look what trum put Canada through and he brieng in that immigration law it’s Just going to make Canada like america
Identity Attack0.00010044
Insult0.00032364624
Profanity0.000028711169
Threat0.00003159364
Severe Toxicity0.0000019860133
Low Tox 0.0007863873
Apr 14, 2025
Good, there are too many from India and China here. Recently, I have seen some Chinese leaving from my own neighbour. This is a good thing, they come over here, don't speak English, don't work …
Good, there are too many from India and China here. Recently, I have seen some Chinese leaving from my own neighbour. This is a good thing, they come over here, don't speak English, don't work and use our resources that we have paid for all of our working lives. Our local college which used to pay for English lessons for Newcomers to Canada has now cancelled the program.
Identity Attack0.0010168551
Insult0.00017304033
Profanity0.00003081157
Threat0.00005803413
Severe Toxicity0.0000042457577
Low Tox 0.0007665064
Apr 17, 2025 2 likes
Haven’t seen
Haven’t seen
Identity Attack0.00009539617
Insult0.00019551654
Profanity0.000017864466
Threat0.000027314562
Severe Toxicity0.000002201824
Low Tox 0.0005152544 Meta_Commentary
Jul 14, 2025
Heightened scrutiny undermines Canada's reputation as a welcoming destination? Isn't this the point? Meanwhile, lax policies allow too much abuse of our "wecoming" system. Finally, with the US tightening their borders, Canada will be the …
Heightened scrutiny undermines Canada's reputation as a welcoming destination? Isn't this the point? Meanwhile, lax policies allow too much abuse of our "wecoming" system. Finally, with the US tightening their borders, Canada will be the desired destination for North America, and our policies must prepare for this likely outcome. One last point is this: i would rather this country take care of the first nations peoples, the dispossessed, those marginalized within our society and our elderly who've contributed to this country's growth and prosperity but, due to one or another reason, dont have workplace pensions for retirement. Once we've sorted out our own peoples, seen properly to the needs of those who were actually born here, ensured our hospitals and schools are well funded, then we can look to service the needs of a migrant population.
Identity Attack0.000051619318
Insult0.000120263016
Profanity0.000018316585
Threat0.000020267227
Severe Toxicity0.000003076367
Low Tox 0.00027410034
Apr 23, 2025

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.