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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: "This was the most polite …" 242 comments · Page 10 of 10
Please help me understand why mass migration is considered beneficial. I believe globalization has very significant drawbacks. My primary concern is for my fellow Canadians "ONLY." It seems that the increase in new residents is …
Please help me understand why mass migration is considered beneficial. I believe globalization has very significant drawbacks. My primary concern is for my fellow Canadians "ONLY." It seems that the increase in new residents is driven largely by political motives, as new migrants often support the Liberal Party due to the benefits they receive upon arrival. Both the Liberal government in Canada and the Democrats in the United States appear to be aware of this trend. Regardless of political affiliation—whether Liberal, Conservative, Green, or any other party—if my party were to adopt such a policy, I would oppose it. Canadians really need to wake up. We need responsible citizenship that upholds and strengthens our Canadian culture and values.
Identity Attack0.013948337
Insult0.016784932
Profanity0.011201942
Threat0.00636914
Severe Toxicity0.0010156631
Low Tox 0.034041706 Constructive 0.856 Identity_Assertion
Feb 17, 2026 21 likes LILLEY UNLEASHED: The fall of …
These people need to support native American and stop identity politics. Canada is a native American name.
These people need to support native American and stop identity politics. Canada is a native American name.
Identity Attack0.015154205
Insult0.011160898
Profanity0.009468361
Threat0.0063238298
Severe Toxicity0.0008201599
Low Tox 0.027324399 Moderate Con 0.47 Identity_Assertion
Feb 16, 2026 Canada's tighter immigration policy divides …
I think your title is incorrect, no political party is advocating for more immigration at the moment. The people who are advocating for more migration now have their own personal agendas, this does not represent …
I think your title is incorrect, no political party is advocating for more immigration at the moment. The people who are advocating for more migration now have their own personal agendas, this does not represent the country as a whole. The country is not falling apart because of changes in immigration laws.
Identity Attack0.00984143
Insult0.010552894
Profanity0.010091767
Threat0.006194372
Severe Toxicity0.0007009506
Low Tox 0.02402467 Constructive 0.638 Policy_Critique
Feb 12, 2026 1 likes Canada's tighter immigration policy divides …
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 …
When will people realise countries are more than just economic zones. History, culture, politics and economics all have a symbiotic relationship. Economics does not exist in a vacuum
When will people realise countries are more than just economic zones. History, culture, politics and economics all have a symbiotic relationship. Economics does not exist in a vacuum
Identity Attack0.004587734
Insult0.011312899
Profanity0.011355659
Threat0.0061814263
Severe Toxicity0.0006389618
Low Tox 0.023317585 Moderate Con 0.392 Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
Meanwhile, the CBC: Everything is fine keep being polite and smile
Meanwhile, the CBC: Everything is fine keep being polite and smile
Identity Attack0.002830336
Insult0.01309891
Profanity0.010723713
Threat0.0062137907
Severe Toxicity0.0007867813
Low Tox 0.022256956 Low Con 0.212
Sep 28, 2025 Inside Canada's Indian Metropolis (Brampton)
We can't solve the problems in other countries, or the world, by simply opening our borders to all. A large percentage of refugee claimants are fleeing economic poverty, not political persecution. Its unfortunate that Trudeaus …
We can't solve the problems in other countries, or the world, by simply opening our borders to all. A large percentage of refugee claimants are fleeing economic poverty, not political persecution. Its unfortunate that Trudeaus promises/actions have compounded our problems and are costing us a great deal in deportation management, but the alternative would be much worse. Lets change the system for the better, and develop ways to increase our birthrates internally.
Identity Attack0.00899048
Insult0.010362893
Profanity0.009681856
Threat0.0068028234
Severe Toxicity0.0008773804
Low Tox 0.021667719 Constructive 0.719 Policy_Critique
Dec 24, 2025 1 likes Deportations From Canada at Their …
How about just don't go to usa Mexico is just a flight away so is Guatemala very cheap and safer and no political problems and like old school days
How about just don't go to usa Mexico is just a flight away so is Guatemala very cheap and safer and no political problems and like old school days
Identity Attack0.030131439
Insult0.0034253546
Profanity0.000072222305
Threat0.0003440014
Severe Toxicity0.0000044836734
Low Tox 0.021231469
Dec 8, 2025
From 18000 to 750,000. That’s a solid vote bank for the politicians (this is a common political practice in countries like India).
From 18000 to 750,000. That’s a solid vote bank for the politicians (this is a common political practice in countries like India).
Identity Attack0.012061302
Insult0.009906891
Profanity0.011133623
Threat0.0068028234
Severe Toxicity0.00084400177
Low Tox 0.020607091 Moderate Con 0.31
Sep 19, 2025 171 likes Inside Canada's Indian Metropolis (Brampton)
Dear Canada, I admire your politeness, can do attitude to acquire better business with other countries and your stand for”Elbows Up”! I am sorry the U.S.A. is not a better and respectful neighbor through our …
Dear Canada, I admire your politeness, can do attitude to acquire better business with other countries and your stand for”Elbows Up”! I am sorry the U.S.A. is not a better and respectful neighbor through our current shameless government administration. Be well and do what you must.
Identity Attack0.00013077578
Insult0.015129442
Profanity0.00017793183
Threat0.000048101545
Severe Toxicity0.0000022707145
Low Tox 0.019032147
Dec 10, 2025
I think bro joined politics.. Congratulations....
I think bro joined politics.. Congratulations....
Identity Attack0.003144818
Insult0.009868891
Profanity0.011133623
Threat0.007029374
Severe Toxicity0.00088214874
Low Tox 0.017718147 Moderate Con 0.431 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Completed test today. 18/20. This video was a great help. This video + basic understanding of Canada's geography + voting + politics -> I am sure anyonre can PASS easily with 15+/20
Completed test today. 18/20. This video was a great help. This video + basic understanding of Canada's geography + voting + politics -> I am sure anyonre can PASS easily with 15+/20
Identity Attack0.0040512653
Insult0.007797878
Profanity0.010604155
Threat0.00636914
Severe Toxicity0.00074386597
Low Tox 0.012126249 Constructive 0.623
Oct 17, 2025 1 likes Canadian Citizenship Test 2025 – …
Question now is how do we correct this. Judicial , Education, Health, social and cultural balance all got to be corrected. How can any political party in a 4 year or 5 year term correct …
Question now is how do we correct this. Judicial , Education, Health, social and cultural balance all got to be corrected. How can any political party in a 4 year or 5 year term correct it?
Identity Attack0.0024788564
Insult0.0076838774
Profanity0.010006369
Threat0.0065633263
Severe Toxicity0.0006008148
Low Tox 0.011372286 Constructive 0.542 Question
Aug 26, 2025 Why Canadians Are Turning Against …
It is a international Border ! Never found it Hostile, always polite everytime.
It is a international Border ! Never found it Hostile, always polite everytime.
Identity Attack0.00017678474
Insult0.0003913064
Profanity0.000019848316
Threat0.00003090356
Severe Toxicity0.0000017126586
Low Tox 0.0011853065 Personal_Narrative
Dec 7, 2025 33 likes
Which “Immigrants have historically been a crucial driver of economic expansion in Canada? Where is your empirical evidence, Monsieur? Or, you just said it thinking that we will not pay attention to the fallacy. What …
Which “Immigrants have historically been a crucial driver of economic expansion in Canada? Where is your empirical evidence, Monsieur? Or, you just said it thinking that we will not pay attention to the fallacy. What a poor social-economic-political analysis. Sorry, Canada cannot take care of the whole world while some Canadians are in dare situation and the influx of immigrants are stifling off the resources and billions are given to foreign country to aid war.
Identity Attack0.00050741405
Insult0.00034904556
Profanity0.00002245363
Threat0.000031806645
Severe Toxicity0.0000024682852
Low Tox 0.0010979186 Policy_Critique
Apr 14, 2025
We had absolutely no problem crossing the border earlier this fall, very professional but polite, I think some Canadians have felt entitled in a very uncertain world. No problem, stay home but we have have …
We had absolutely no problem crossing the border earlier this fall, very professional but polite, I think some Canadians have felt entitled in a very uncertain world. No problem, stay home but we have have certainly been enjoying the warmth and sunshine in Arizona this winter
Identity Attack0.00007182752
Insult0.00012571958
Profanity0.00001991213
Threat0.000021373244
Severe Toxicity0.0000028812753
Low Tox 0.0003070725
Dec 10, 2025
No big deal. If you've really travelled anywhere else in the world, there's more stringent and expensive measures when crossing into other countries. We're in FL for the season. Not a problem driving over. Took …
No big deal. If you've really travelled anywhere else in the world, there's more stringent and expensive measures when crossing into other countries. We're in FL for the season. Not a problem driving over. Took @ 5 mins at the inside counter with maybe 2 minutes wait. The CBP folks were polite. We did the i94 online before, so they took our finger prints on a small scanner and took our picture matched to our passport photo. We gave them our destination address as normal and how long we are staying. We were informed of our expected exit before date. If you have Nexis already, nothing really different that what you do now, just print your i94.
Identity Attack0.000040068124
Insult0.00012499224
Profanity0.000019785251
Threat0.000019371739
Severe Toxicity0.0000029470918
Low Tox 0.00025541594
Dec 12, 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.