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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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Active: "There was no fall of …" 108 comments · Page 5 of 5
Another important concern is that visa officers in certain countries who facilitated fake applications through bribery should be thoroughly investigated, while many genuine and legitimate visitor‑visa applicants — who simply wished to visit Canada and …
Another important concern is that visa officers in certain countries who facilitated fake applications through bribery should be thoroughly investigated, while many genuine and legitimate visitor‑visa applicants — who simply wished to visit Canada and enjoy places like Niagara Falls — were unfairly rejected. The full staff in these offices should be reassigned, and the approval systems and procedures should be completely overhauled to ensure transparency, accountability, and proper decision‑making going forward. Immigrants who have legitimately obtained Permanent Residence or Canadian citizenship are also facing unfair barriers, especially in the job market. Despite having full legal status, many are not even given interview opportunities, while corrupted or poorly monitored ATS systems are being exploited by bad actors. Employers — including major banks and other leading organizations — have hired temporary workers without properly verifying their status or detecting fake documentation. Canada needs a clear hiring principle: priority should be given to Canadian citizens and Permanent Residents first, and only when no qualified applicants exist should other categories be considered. LMIA approvals should be paused to prevent misuse and ensure fairness for those who have followed the legal pathway. Strengthening verification processes and enforcing employer accountability would help restore integrity and fairness in both the immigration and employment systems. Many of these immigrants have sacrificed their assets and life savings in their home countries, embraced Canada as their new motherland, and now find themselves suffering with no realistic path to return — making fairness and accountability in the system even more essential.
Identity Attack0.0071405866
Insult0.021803947
Profanity0.011646013
Threat0.006848133
Severe Toxicity0.0010585785
Low Tox 0.037105743 Constructive 0.723
Jan 4, 2026 Deportations From Canada at Their …
Not missing all here in welland dain city port colbonre st cathrines thorld and Niagara falls they are here your just not looking 😂
Not missing all here in welland dain city port colbonre st cathrines thorld and Niagara falls they are here your just not looking 😂
Identity Attack0.004180758
Insult0.017227544
Profanity0.01309778
Threat0.006641001
Severe Toxicity0.001115799
Low Tox 0.034984488 Moderate Con 0.447
Oct 6, 2025 IRCC Names India in Study …
Bro.. go check out Niagara Falls. Over run!
Bro.. go check out Niagara Falls. Over run!
Identity Attack0.0029598286
Insult0.013288911
Profanity0.012551232
Threat0.007754337
Severe Toxicity0.0011634827
Low Tox 0.027324399 Moderate Con 0.351 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Try going to Niagara falls in summertime 😂
Try going to Niagara falls in summertime 😂
Identity Attack0.0039772694
Insult0.0118069025
Profanity0.015044857
Threat0.0072365063
Severe Toxicity0.0012874603
Low Tox 0.026735162 Low Con 0.251
Jan 27, 2026 Inside Canada's Indian Invasion...
Unbelievable! Not a single question on the exam came from the 411 questions—I wasted two full days watching the videos three times! Luckily, I studied the Discover Canada book and managed to get 17 questions …
Unbelievable! Not a single question on the exam came from the 411 questions—I wasted two full days watching the videos three times! Luckily, I studied the Discover Canada book and managed to get 17 questions right, just barely passing. Don’t fall for it like I did!
Identity Attack0.0016279058
Insult0.013174911
Profanity0.011423977
Threat0.006136116
Severe Toxicity0.00074863434
Low Tox 0.024849601 Constructive 0.593
Sep 20, 2025 2 likes Canadian Citizenship Test 2025 – …
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 …
Sure seems like the fall was by design. 🤔
Sure seems like the fall was by design. 🤔
Identity Attack0.0022661188
Insult0.009279887
Profanity0.012038844
Threat0.00746953
Severe Toxicity0.0009441376
Low Tox 0.018723432 Low Con 0.149 Unverified_Claim
Feb 17, 2026 330 likes LILLEY UNLEASHED: The fall of …
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

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.