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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: "At the beginning, immigrants DID …" 33 comments · Page 2 of 2
Canada has changed significantly in recent years, and I believe our post-COVID immigration policies have played a major role in the challenges we’re facing today. Here’s how things went off track: Many individuals who couldn’t …
Canada has changed significantly in recent years, and I believe our post-COVID immigration policies have played a major role in the challenges we’re facing today. Here’s how things went off track: Many individuals who couldn’t pass the IELTS (English proficiency test) entered the country on visitor visas or through spousal sponsorships—some of which were questionable or fraudulent. During that time, the government was converting visitor visas into work permits with little to no scrutiny. Background checks and rejections were rare. Meanwhile, colleges rapidly expanded their intake capacity—understandably so, since international students pay three to four times more in tuition. At the same time, due to inflationary pressures, the government allowed international students to work 40 hours per week instead of the previous 20-hour limit. This created a new, ready-to-work labor force in just a year or two, heavily impacting the retail sector. As a result, a large portion of retail jobs shifted toward a single ethnic group, while many Canadian citizens found themselves sidelined. One key factor was flexibility. Many immigrant communities—particularly Indian—were more willing to accept irregular hours and last-minute shifts, often adopting a more compliant, “yes sir” attitude that employers found appealing. However, I’m already beginning to notice changes in the retail landscape, likely due to the government finally tightening immigration rules. Going forward, we don’t need to close our doors—but we do need smarter immigration policies, with proper checks and balances, to ensure fairness and sustainability for everyone.
Identity Attack0.010211408
Insult0.020772645
Profanity0.012961143
Threat0.006757513
Severe Toxicity0.0012016296
Low Tox 0.03828422 Constructive 0.779
Oct 1, 2025 Inside Canada's Indian Metropolis (Brampton)
We the Canadian were known to be polite and and helped each other begins an immigrant myself i feel stuck in the middle of this because we were respected in the 70's 80's 90' 20s …
We the Canadian were known to be polite and and helped each other begins an immigrant myself i feel stuck in the middle of this because we were respected in the 70's 80's 90' 20s even 2010 every thing was great but the last 10_ 15 years things have gone down the drain.
Identity Attack0.017264472
Insult0.016556932
Profanity0.012346277
Threat0.006440342
Severe Toxicity0.0010681152
Low Tox 0.035691574 Constructive 0.719 Personal_Narrative
Sep 8, 2025 1 likes Why Canadians Are Turning Against …
Being proud of one’s country is good, but discarding another nation’s (especially the one you immigrate to) culture and customs and continuing to follow your own, even considering them better, that’s when the problem begins. …
Being proud of one’s country is good, but discarding another nation’s (especially the one you immigrate to) culture and customs and continuing to follow your own, even considering them better, that’s when the problem begins. When you leave a country for the purpose of immigration, only its memories should stay with you, nothing else
Identity Attack0.019374741
Insult0.012186904
Profanity0.010723713
Threat0.0063432488
Severe Toxicity0.00089645386
Low Tox 0.035691574 Moderate Con 0.499 Moral_Argument
Feb 10, 2026 11 likes Inside Canada's Indian Invasion...
Federal immigration laws caused the problem to begin with . Ever notice the government and media never admit any wrong doing or take responsibility for any wrong doing .
Federal immigration laws caused the problem to begin with . Ever notice the government and media never admit any wrong doing or take responsibility for any wrong doing .
Identity Attack0.010729378
Insult0.012490907
Profanity0.009587918
Threat0.0061425893
Severe Toxicity0.00084400177
Low Tox 0.030977672 Low Con 0.269 Policy_Critique
Feb 18, 2026 2 likes Canadian immigration officers investigating hundreds …
this is a 180 from the past 5 years, however, it is a false promise. once the immigration cuts are out of recent memory of the voter base, restaurants begin to need customers (11,000 shuttered …
this is a 180 from the past 5 years, however, it is a false promise. once the immigration cuts are out of recent memory of the voter base, restaurants begin to need customers (11,000 shuttered in 2 years), colleges get surplus nostalgia, and landlords demand their inflated rental income (see economic rent), the government will ramp the numbers up again.
Identity Attack0.0062526376
Insult0.01309891
Profanity0.010604155
Threat0.0065827454
Severe Toxicity0.00081062317
Low Tox 0.026970858 Constructive 0.518 Policy_Critique
Jan 19, 2026 1 likes Why Canada’s immigration system has …
The 'well-managed' immigration system didn't start to be poorly managed during the pandemic, but before that: roughly coinciding with the beginning of the Trudeau government. It's there on the graph.
The 'well-managed' immigration system didn't start to be poorly managed during the pandemic, but before that: roughly coinciding with the beginning of the Trudeau government. It's there on the graph.
Identity Attack0.006511623
Insult0.014504919
Profanity0.0094256615
Threat0.005877201
Severe Toxicity0.0006914139
Low Tox 0.026145924 Moderate Con 0.435
Jun 18, 2025 89 likes How Canada broke its immigration …
I am a new permanent resident in Canada. This video is very true regarding our integration. You are absolutely right. Newcomers must integrate, as it is the beginning of a new life in a new …
I am a new permanent resident in Canada. This video is very true regarding our integration. You are absolutely right. Newcomers must integrate, as it is the beginning of a new life in a new environment. What I do not fully agree with is when you complain about the social benefits given by the government to newcomers. It is not free money; we will pay it back later in taxes. We cannot build life projects depending on these benefits. Ask each newcomer if they are satisfied with these benefits rather than a good job. We want to contribute to the economy of this beautiful country. For example, I came to Canada with specific goals, including starting an IT company, which was difficult to achieve at home due to lack of opportunities. So, don't blame immigrants too much; in my opinion, responsibilities should be shared among all of us, including the government.
Identity Attack0.006696612
Insult0.013896915
Profanity0.011816809
Threat0.0062526283
Severe Toxicity0.0008869171
Low Tox 0.024260364 Constructive 0.915 Personal_Narrative
Sep 5, 2025 1 likes Why Canadians Are Turning Against …
I have an issue to pick with the framing of policy change as “changing the rule in the middle of the match” because “the match” has a clear time stamp for beginning and end. So …
I have an issue to pick with the framing of policy change as “changing the rule in the middle of the match” because “the match” has a clear time stamp for beginning and end. So when would it be appropriate for the government to make changes? A soccer game last for about 90 minutes, how long should an immigration pathway last?
Identity Attack0.0071035884
Insult0.008823884
Profanity0.010296722
Threat0.006485652
Severe Toxicity0.00071525574
Low Tox 0.01859777 Moderate Con 0.472 Policy_Critique
Nov 23, 2025 1 likes Quebec Ends Economic Immigration Program …

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.