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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: "No it doesn't. This is …" 419 comments · Page 16 of 17
I have friends and colleagues I care deeply about that will be negatively affected by this... and I still support it! Canada needs to prioritize its citizens and it continues to fail to do this …
I have friends and colleagues I care deeply about that will be negatively affected by this... and I still support it! Canada needs to prioritize its citizens and it continues to fail to do this in so many sectors. It succeeds in others but food and job insecurity, and then housing, are massive issues in this country that could easily be avoided if the government stepped in. It doesn't matter what your political views are - take care of the citizens, even if it hurts people you care about that aren't citizens.
Identity Attack0.007547563
Insult0.024511116
Profanity0.015659723
Threat0.0072365063
Severe Toxicity0.0015163422
Low Tox 0.046368107 Constructive 0.852 Moral_Argument
Jan 19, 2026 2 likes 2.9 million Canadian temporary visas …
My neighbours daughter was denied a employment from an establishment which is frequented by all and was told if she doesn't speak Hindi she cannot be hired. I told her to report them to the …
My neighbours daughter was denied a employment from an establishment which is frequented by all and was told if she doesn't speak Hindi she cannot be hired. I told her to report them to the government and the HO of the company. I will not say which company but I'm sure someone can guess the establishment in less than 3 guesses
Identity Attack0.031464707
Insult0.015644927
Profanity0.014532468
Threat0.008039144
Severe Toxicity0.0016117096
Low Tox 0.046120718 Constructive 0.739
Aug 25, 2025 Why Canadians Are Turning Against …
Doesn't matter. There are groups of different nationalities migrating every dofferent global event that impacts them wanting to leave their home country. The world can be a better place. People in power don't want it …
Doesn't matter. There are groups of different nationalities migrating every dofferent global event that impacts them wanting to leave their home country. The world can be a better place. People in power don't want it to be. That's that.
Identity Attack0.021585498
Insult0.013174911
Profanity0.012517073
Threat0.006466233
Severe Toxicity0.0011491776
Low Tox 0.045625936 Constructive 0.588
Jan 27, 2026 Inside Canada's Indian Invasion...
Everyone said they are good but the title of the video doesn’t says so
Everyone said they are good but the title of the video doesn’t says so
Identity Attack0.009101473
Insult0.014390918
Profanity0.022901481
Threat0.008026198
Severe Toxicity0.0021743774
Low Tox 0.044388983 Low Con 0.261 Meta_Commentary
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Why not head to Minneapolis? Doesn't suit the agenda?
Why not head to Minneapolis? Doesn't suit the agenda?
Identity Attack0.004643231
Insult0.015872927
Profanity0.011526455
Threat0.0091524795
Severe Toxicity0.001411438
Low Tox 0.043399423 Low Con 0.181
Jan 27, 2026 Inside Canada's Indian Invasion...
Quebec doesn't have any jobs . What do you mean Job visa ?😂😂😂😂
Quebec doesn't have any jobs . What do you mean Job visa ?😂😂😂😂
Identity Attack0.015455672
Insult0.017807651
Profanity0.011014067
Threat0.0057509798
Severe Toxicity0.0011444092
Low Tox 0.043399423 Low Con 0.218
Nov 22, 2025 1 likes Quebec Ends Economic Immigration Program …
Lately, I’ve felt this gap between what I study and what the market actually throws at me||. I’d love to learn from someone who doesn’t sugarcoat anything and can explain how they think when things …
Lately, I’ve felt this gap between what I study and what the market actually throws at me||. I’d love to learn from someone who doesn’t sugarcoat anything and can explain how they think when things get volatile for real...
Identity Attack0.0026823445
Insult0.015644927
Profanity0.029888187
Threat0.00713294
Severe Toxicity0.001373291
Low Tox 0.04216247 Constructive 0.567 Question
Dec 19, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
Sometimes I don’t understand why people create content online that highlights specific communities or cultures in ways that can reinforce stereotypes. Just because someone belongs to a certain background doesn’t mean they represent everything shown …
Sometimes I don’t understand why people create content online that highlights specific communities or cultures in ways that can reinforce stereotypes. Just because someone belongs to a certain background doesn’t mean they represent everything shown on social media. Content like this can make others form generalized opinions, which can feel unfair and frustrating for individuals who don’t relate to those portrayals. The internet gives everyone a platform, but with that comes responsibility. Before creating content about communities, it’s important to remember that cultures are diverse and complex, and no single video can define them. At the end of the day, being respectful and human should come first. Which ethnicity you belong to , I can find 1000 flaws in your ethnicity. Just be humans . YouTube gives you leverage to talk shit. @TylerOliveira
Identity Attack0.008509507
Insult0.018710041
Profanity0.023106437
Threat0.0076507707
Severe Toxicity0.0015544891
Low Tox 0.04166769 Constructive 0.815 Moral_Argument
Feb 21, 2026 Inside Canada's Indian Invasion...
Canadian here. No, no it doesn't "divide" our great country. Where was France 24 in 2024 when our transit and hospital systems where overwhelmed by foreign students, the vast majority with very rich parents?
Canadian here. No, no it doesn't "divide" our great country. Where was France 24 in 2024 when our transit and hospital systems where overwhelmed by foreign students, the vast majority with very rich parents?
Identity Attack0.026408968
Insult0.014960921
Profanity0.010365041
Threat0.0059128017
Severe Toxicity0.0011587143
Low Tox 0.04067813 Constructive 0.642 Identity_Assertion
Feb 11, 2026 Canada's tighter immigration policy divides …
This documentary starts on a very partisan note, but it doesn't end on one. I don't speak for all Hindus, but when I lived in Australia, my values told me to integrate and treat everyone …
This documentary starts on a very partisan note, but it doesn't end on one. I don't speak for all Hindus, but when I lived in Australia, my values told me to integrate and treat everyone equal. Now I am back living in India with a global perspective and renewed respect for world cultures. Yes, Canada has had a lot on unchecked unskilled immigration which is bound to cause issues- but I'd like to believe, and my Hindu faith teaches me, that people are inherently good.
Identity Attack0.035074018
Insult0.014580919
Profanity0.012585391
Threat0.0064079775
Severe Toxicity0.0012493134
Low Tox 0.03969839 Constructive 0.872 Personal_Narrative
Sep 19, 2025 79 likes Inside Canada's Indian Metropolis (Brampton)
There are lots of programs across Canada, if Quebec doesn't many French and English speakers can move to another province easily. I don't understand the protest. As a migrant, I believe we don't need to …
There are lots of programs across Canada, if Quebec doesn't many French and English speakers can move to another province easily. I don't understand the protest. As a migrant, I believe we don't need to protest the host country of their migration
Identity Attack0.025404079
Insult0.013212911
Profanity0.010160086
Threat0.006207318
Severe Toxicity0.00096797943
Low Tox 0.038048524 Constructive 0.791 Policy_Critique
Nov 21, 2025 20 likes Quebec Ends Economic Immigration Program …
This means rents and property affordability will go up. This lawyer doesn’t care about Canadians paying close to 70% of their income twists housing as he likely clears three figures. Would he do this pro-bono? …
This means rents and property affordability will go up. This lawyer doesn’t care about Canadians paying close to 70% of their income twists housing as he likely clears three figures. Would he do this pro-bono? Probably not’
Identity Attack0.0060676485
Insult0.02012808
Profanity0.011201942
Threat0.006058442
Severe Toxicity0.0008201599
Low Tox 0.037105743 Moderate Con 0.416
Nov 24, 2025 Quebec Ends Economic Immigration Program …
bro doesn't miss
bro doesn't miss
Identity Attack0.0065856185
Insult0.014808921
Profanity0.023243073
Threat0.0089712385
Severe Toxicity0.002155304
Low Tox 0.036870047 Moderate Con 0.316 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Carney doesn't care Gary Anandasangaree is still a minister, explain that one.
Carney doesn't care Gary Anandasangaree is still a minister, explain that one.
Identity Attack0.0023401144
Insult0.019225692
Profanity0.012961143
Threat0.0066280556
Severe Toxicity0.0008535385
Low Tox 0.035220183 Low Con 0.225 Policy_Critique
Feb 26, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
Ottawa doesn’t work anymore point final!
Ottawa doesn’t work anymore point final!
Identity Attack0.0069185994
Insult0.019225692
Profanity0.010296722
Threat0.006330303
Severe Toxicity0.0010824203
Low Tox 0.035220183 Low Con 0.223 Policy_Critique
Feb 28, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
I don’t have an issue with immigrants living in Canada. All I ask is that people who move here actually care about Canada and treat it like home. Language takes generations to develop, so that …
I don’t have an issue with immigrants living in Canada. All I ask is that people who move here actually care about Canada and treat it like home. Language takes generations to develop, so that part doesn’t bother me at all.
Identity Attack0.020279141
Insult0.013326911
Profanity0.012004685
Threat0.006149062
Severe Toxicity0.0009918213
Low Tox 0.034513097 Constructive 0.652 Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
20:30 >Safe house >Doesn't look very safe
20:30 >Safe house >Doesn't look very safe
Identity Attack0.0030708222
Insult0.012566907
Profanity0.0113727385
Threat0.00666042
Severe Toxicity0.0012159348
Low Tox 0.03357032 Low Con 0.267 Humor_Satire
Feb 28, 2026 Inside Canada's Indian Invasion...
Are they using us to get to the USA? I can only hope. It doesn't seem like it from the inside. :(
Are they using us to get to the USA? I can only hope. It doesn't seem like it from the inside. :(
Identity Attack0.010507392
Insult0.011692902
Profanity0.015079016
Threat0.007637825
Severe Toxicity0.0011348724
Low Tox 0.02920996 Moderate Con 0.494
Jan 27, 2026 Inside Canada's Indian Invasion...
I'm sorry, but if an individual is making <$57,000/yr they are NOT middle class; particularly with the current cost of living crisis in Canada. That income level is where middle class begins, so anything less …
I'm sorry, but if an individual is making <$57,000/yr they are NOT middle class; particularly with the current cost of living crisis in Canada. That income level is where middle class begins, so anything less than the $57k/yr is considered lower class. So, again, another indicator that the Canadian government doesn't actually care about the middle class and is fine seeing it dwindle further.
Identity Attack0.008065533
Insult0.015568925
Profanity0.011116544
Threat0.00598724
Severe Toxicity0.00076293945
Low Tox 0.02873857 Constructive 0.641
Jan 3, 2026 5 likes New rules, regulations take effect …
Doesn’t Tyler know it’s against the law to enter the US from a non designated point of entry even as an American citizen
Doesn’t Tyler know it’s against the law to enter the US from a non designated point of entry even as an American citizen
Identity Attack0.006511623
Insult0.011958904
Profanity0.011048226
Threat0.006485652
Severe Toxicity0.000667572
Low Tox 0.027913637 Low Con 0.252 Question
Jan 27, 2026 Inside Canada's Indian Invasion...
I LOVE Indians. They're great and amazing people. The concerns are influences and ideology, as what's currently ongoing in the west - but doesn't have to do with them, necessarily much at all. God bless …
I LOVE Indians. They're great and amazing people. The concerns are influences and ideology, as what's currently ongoing in the west - but doesn't have to do with them, necessarily much at all. God bless Indians. They push themselves hard in order to improve their lives and the lives of others around them.
Identity Attack0.018972786
Insult0.010894896
Profanity0.019690514
Threat0.00866054
Severe Toxicity0.002040863
Low Tox 0.027206551 Constructive 0.813 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
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 …
This explains why the country doesn't feel like Canada anymore and why you can't find a job/home to save your life. Great video, very informative.
This explains why the country doesn't feel like Canada anymore and why you can't find a job/home to save your life. Great video, very informative.
Identity Attack0.008509507
Insult0.011882903
Profanity0.009493981
Threat0.006207318
Severe Toxicity0.00092983246
Low Tox 0.023199737 Constructive 0.621 Identity_Assertion
Jun 20, 2025 5 likes How Canada broke its immigration …
I typically do not agree with a lot of what the conservatives say, and I usually do not like anything that Michelle Rempel Garner says (or the way she says it). However, what she said …
I typically do not agree with a lot of what the conservatives say, and I usually do not like anything that Michelle Rempel Garner says (or the way she says it). However, what she said here, and the way she said it, makes complete sense. I was a bit disappointed that there are no actual numbers as to how much the government would save, but it doesn't seem like a bad idea to put the legislation in place, and whatever they save is a bonus. imho Be the Change You Wish to See in the World 💖
Identity Attack0.0040512653
Insult0.011730902
Profanity0.011697251
Threat0.0062914654
Severe Toxicity0.00074863434
Low Tox 0.021314176 Constructive 0.763 Policy_Critique
Feb 23, 2026 11 likes 'We do know that there's …
Brampton has been like this for YEARS. I'm from Ottawa, and it doesn't look like that here.
Brampton has been like this for YEARS. I'm from Ottawa, and it doesn't look like that here.
Identity Attack0.0050687063
Insult0.0114269
Profanity0.010313802
Threat0.0059386934
Severe Toxicity0.0006532669
Low Tox 0.019351736 Constructive 0.587 Comparative_Framing
Jan 27, 2026 4 likes Inside Canada's Indian Invasion...

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.