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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: "It’s so bad in Canada. …" 237 comments · Page 10 of 10
In the early 60's my wife and her family immigrated to Canada. The benefit they got were the opportunity to live and work here. Their story was the same as my (four) Grandparents. Come, work …
In the early 60's my wife and her family immigrated to Canada. The benefit they got were the opportunity to live and work here. Their story was the same as my (four) Grandparents. Come, work and don't commit crimes lest you be deported. They all got the same benefits ... the opportunity to live and work here. Too bad that;'s COMPLETELY changed.
Identity Attack0.017766917
Insult0.015568925
Profanity0.010177165
Threat0.0067057298
Severe Toxicity0.0011634827
Low Tox 0.041172907 Constructive 0.707 Personal_Narrative
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
😂😅😂😅😅😂 being minority is not that bad. I been minority for 39 years in Canada 🇨🇦
😂😅😂😅😅😂 being minority is not that bad. I been minority for 39 years in Canada 🇨🇦
Identity Attack0.013244915
Insult0.014428918
Profanity0.0147374235
Threat0.006039023
Severe Toxicity0.0014781952
Low Tox 0.03875561 Moderate Con 0.476 Personal_Narrative
Nov 13, 2025 Inside Canada's Indian Metropolis (Brampton)
My parents immigrated in the early 90s and I was born in Canada. It’s very hard to relate to the new immigrants in the last 10 years because we’re so different. The families that immigrated …
My parents immigrated in the early 90s and I was born in Canada. It’s very hard to relate to the new immigrants in the last 10 years because we’re so different. The families that immigrated in the 80s and 90s had to assimilate and become “Canadian” which in hindsight was for the best. I learned about my culture and language at home, but my parents, emphasized the importance of being “Canadian first” and being a part of society and “fitting in.” This wasn’t at all a bad thing. I learned to ski, skate, make ice lollies with snow and syrup, went camping, played sports… I feel embarrassed when Indians are looked at in this light, but its true. 90% of this new wave of immigrants on “student visas,” dont intend to actually obtain any sort of an education, instead they use it as a pathway for permanent residency. I know this because I have relatives who say this out loud behind closed doors. I don’t agree with any of it, and quite frankly it’s very embarrassing, but most of us first generation Indian Canadians feel very upset about how its all played out and the negative light in which our people are now viewed under. Personally, I agree they arent interested in becoming culturally Canadian, they just want to be in Canada for financial reasons. They stay in their groups, dont integrate and think somehow this will play out well. It isnt discrimination when your own people also feel this way. I have yet to meet a first gen Canadian who disagrees
Identity Attack0.02138452
Insult0.017088935
Profanity0.014874061
Threat0.0066215824
Severe Toxicity0.0014781952
Low Tox 0.037577134 Constructive 0.762 Personal_Narrative
Feb 3, 2026 Inside Canada's Indian Metropolis (Brampton)
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 …
It’s about time and I have nothing to say about bad about immigration as thats how Canada was built and I’ve come to realize that Canadian Citizens are paying the government for rent to live …
It’s about time and I have nothing to say about bad about immigration as thats how Canada was built and I’ve come to realize that Canadian Citizens are paying the government for rent to live in Canada to a particular group of people who weren’t the First people of Canada especially if the Government allows the information out !! Also 340 million is cheaper than keeping them here
Identity Attack0.01666154
Insult0.014276917
Profanity0.00997221
Threat0.0063432488
Severe Toxicity0.0011396408
Low Tox 0.036162965 Constructive 0.609
Dec 31, 2025 1 likes Deportations From Canada at Their …
Hi, as I mentioned before I prepare myself for citizenship test and I don't have my country password, when I was coming to Canada my country situation was very bad, so Canadian people who were …
Hi, as I mentioned before I prepare myself for citizenship test and I don't have my country password, when I was coming to Canada my country situation was very bad, so Canadian people who were in my country decided to bring me without passport, that's why I don't have my country passport with me. Would it be possible to do the test without preparing some documents like passport?
Identity Attack0.020681098
Insult0.012566907
Profanity0.011389818
Threat0.006427396
Severe Toxicity0.0009918213
Low Tox 0.03309893 Constructive 0.641
Apr 29, 2025 2 likes Canadian Citizenship Test 2025 – …
Finally, the government is trying to correct the underlying issue related to foreign students and the colleges involvement. All the colleges recruiting international students should adhere to strict rules and regulations . They should not …
Finally, the government is trying to correct the underlying issue related to foreign students and the colleges involvement. All the colleges recruiting international students should adhere to strict rules and regulations . They should not ignore students' bad behaviors and false credentials in order to obtain a student permit in Canada. Also, Canada Immigration also needs to scrutinize both students and colleagues
Identity Attack0.012061302
Insult0.01648093
Profanity0.009681856
Threat0.006246155
Severe Toxicity0.0008249283
Low Tox 0.032156147 Constructive 0.53
Sep 29, 2025 IRCC Names India in Study …
18,000 doesnt seem much, but cost Canada 70+ Million, that a bad ratio!!
18,000 doesnt seem much, but cost Canada 70+ Million, that a bad ratio!!
Identity Attack0.0032188136
Insult0.014238917
Profanity0.010296722
Threat0.006375613
Severe Toxicity0.00077724457
Low Tox 0.027442247 Moderate Con 0.368 Economic_Argument
Dec 26, 2025 Deportations From Canada at Their …
Of all the bad reviews Brampton get, that's the most cost effective place to live in canada and has good range of jobs as well.
Of all the bad reviews Brampton get, that's the most cost effective place to live in canada and has good range of jobs as well.
Identity Attack0.0049577127
Insult0.014884921
Profanity0.010228404
Threat0.0058157085
Severe Toxicity0.0006532669
Low Tox 0.024731753 Constructive 0.626 Economic_Argument
Jan 28, 2026 Inside Canada's Indian Invasion...
I can get custard and chips for for 6.00 chips are more expensive now which isnt such a bad thing if you want a healthier population. Am still loyal to my canada 🇨🇦
I can get custard and chips for for 6.00 chips are more expensive now which isnt such a bad thing if you want a healthier population. Am still loyal to my canada 🇨🇦
Identity Attack0.005512681
Insult0.011236899
Profanity0.0118338885
Threat0.006543908
Severe Toxicity0.0010108948
Low Tox 0.022846194 Constructive 0.654 Identity_Assertion
Aug 26, 2025 Why Canadians Are Turning Against …
Canada has to stop funding all programs to foreign countries....we need to fund our country first...we are not bad unconcerned citizens...we just don't want to be taken advantage of....we are broke!
Canada has to stop funding all programs to foreign countries....we need to fund our country first...we are not bad unconcerned citizens...we just don't want to be taken advantage of....we are broke!
Identity Attack0.00022114928
Insult0.0005871058
Profanity0.00003183165
Threat0.00005655146
Severe Toxicity0.0000020115463
Low Tox 0.0019068342 Economic_Argument
Apr 16, 2025
Maybe with a new, and NOT Liberal, government, family breadwinners can earn enough so that Canadians can affort to have the children that will make it not so necessary to import workers. It wouldn't be …
Maybe with a new, and NOT Liberal, government, family breadwinners can earn enough so that Canadians can affort to have the children that will make it not so necessary to import workers. It wouldn't be so bad if immigrants (not all - I know) didn't bring all their frustrations and anger from their home with them into our society. Currently immigration causes way too much friction and divisivness in Canada. They bring their problems with them They need to solve those issues in their home countries. We don't need those problems to be faught here in our peaceful country.
Identity Attack0.00075307256
Insult0.0003533653
Profanity0.000024432342
Threat0.000047496353
Severe Toxicity0.0000027140154
Low Tox 0.0014553746 Policy_Critique
Apr 14, 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.