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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: "Start the deportation" 62 comments · Page 3 of 3
The main fault lies with the Cdn.system of allowing these dubious ‘ students ‘ from some countries like India , who were allowed into Canada with fraudulent documents & intentions. These so called students, have …
The main fault lies with the Cdn.system of allowing these dubious ‘ students ‘ from some countries like India , who were allowed into Canada with fraudulent documents & intentions. These so called students, have no intention to study in Canada in the first place but to use the opportunity to work illegally under the umbrella of being students.! The Cdn.authorities involved have to wake up to this reality of fraudulent intentions more seriously now as the situation is becoming more problematic in the near future. This is the time to start rounding up these supposedly ‘ students’ , similar to the ICE campaign of deportation of aliens back to their countries , ASAP.!
Identity Attack0.07673789
Insult0.082619295
Profanity0.019007329
Threat0.0076507707
Severe Toxicity0.0032806396
Low Tox 0.165053 Constructive 0.503 Unverified_Claim
Oct 11, 2025 1 likes IRCC Names India in Study …
Please pin this comment Tyler, please go back and do a whole series about the Trucking Scandal 1. Please search the tragic Humboldt crash. The driver failed to read a stop sign 2. You actually …
Please pin this comment Tyler, please go back and do a whole series about the Trucking Scandal 1. Please search the tragic Humboldt crash. The driver failed to read a stop sign 2. You actually ended up speaking with a possible "mule" who again is there "temporarily" 3. Please look up the free documentary CBC put out in regards to the E Indian community "handing out" commercial driving licenses 4. Please search all the recent arrests inbound and outbound Detroit and Port Huron borders. 98% east Indian and the names are always written in the articles. These are facts 5. The "mules" get a slap on the wrist for the contraband and end up getting deported 6. The company starts the process again and claims they know nothing 7. Their company owners all drive exotic vehicles and fancy homes Please look into this, it's been happening for years and years
Identity Attack0.024198212
Insult0.071750276
Profanity0.024199532
Threat0.0101363575
Severe Toxicity0.0039863586
Low Tox 0.15103401 Constructive 0.747 Call_To_Action
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Stopping more from coming in is not enough we need to make sure they start leaving like they are supposed to as well. Not just Canada but all the west, deportations and remigration is the …
Stopping more from coming in is not enough we need to make sure they start leaving like they are supposed to as well. Not just Canada but all the west, deportations and remigration is the only solution.
Identity Attack0.0775651
Insult0.025542418
Profanity0.011201942
Threat0.013010317
Severe Toxicity0.0037765503
Low Tox 0.11398677 Moderate Con 0.492 Call_To_Action
Nov 22, 2025 1 likes Quebec Ends Economic Immigration Program …
I found it telling that Michelle confidently quoted the wrong number (79,000) and, when Aiesha corrected her with the accurate figure (47,000), she immediately switched gears to “Where are they?” rather than owning the mistake. …
I found it telling that Michelle confidently quoted the wrong number (79,000) and, when Aiesha corrected her with the accurate figure (47,000), she immediately switched gears to “Where are they?” rather than owning the mistake. That dodge makes me question her judgment. It feels like she’s leaning into fear‑mongering language that easily panics people who aren’t paying attention to nuance — which, sadly, describes most of this comment section. Also, did you see the reply to the Filipino student who voiced frustration? “You guys make up some of the most cleanest restaurants I’ve ever been to.” That kind of response speaks to a lack of respect for international students. To many in the Canadian workforce, international students and migrants are treated as disposable labor — steered toward low‑ and middle‑income jobs. Yes, fraud should be dealt with, but it’s lazy and unfair to claim that all Indians or international students come here through fraud. If that logic ruled, we’d have to start deporting every non‑Indigenous person — which ignores the whole reality of colonization.
Identity Attack0.0052166977
Insult0.0573046
Profanity0.016035475
Threat0.0066798385
Severe Toxicity0.0014972687
Low Tox 0.104361884 Constructive 0.804 Policy_Critique
Oct 9, 2025 IRCC Names India in Study …
Some of the street cops don't take the initiative but some of them take the extra step to bring it up the chain when they find criminals living here illegally. I know from experience as …
Some of the street cops don't take the initiative but some of them take the extra step to bring it up the chain when they find criminals living here illegally. I know from experience as my ex was abusive and a cop took the time to start the process and my ex got deported
Identity Attack0.025806036
Insult0.032138187
Profanity0.01764096
Threat0.01086132
Severe Toxicity0.0020885468
Low Tox 0.10175867 Constructive 0.833 Personal_Narrative
Feb 19, 2026 Canadian immigration officers investigating hundreds …
Canada needs to start enforcing on a mass scale. They’re complaining how much it cost to deport illegals but it’s way cheaper than all the social and welfare services they get if they remain here
Canada needs to start enforcing on a mass scale. They’re complaining how much it cost to deport illegals but it’s way cheaper than all the social and welfare services they get if they remain here
Identity Attack0.06613251
Insult0.024897853
Profanity0.010979908
Threat0.009437286
Severe Toxicity0.0025749207
Low Tox 0.10045706 Moderate Con 0.306 Economic_Argument
Dec 24, 2025 4 likes Deportations From Canada at Their …
It's time Canada changed its policies and started deporting those who can not adjust to the Canadian way of life and our culture.
It's time Canada changed its policies and started deporting those who can not adjust to the Canadian way of life and our culture.
Identity Attack0.058401883
Insult0.025413504
Profanity0.010365041
Threat0.010472948
Severe Toxicity0.0023841858
Low Tox 0.09958932 Low Con 0.248 Policy_Critique
Sep 8, 2025 Why Canadians Are Turning Against …
deportation will be going around the world guys I am telling you.. once UK starts their thing then USA and other countries will also do that.
deportation will be going around the world guys I am telling you.. once UK starts their thing then USA and other countries will also do that.
Identity Attack0.034816213
Insult0.015568925
Profanity0.016479544
Threat0.011379151
Severe Toxicity0.0024414062
Low Tox 0.08479069 Low Con 0.297 Fear_Threat
Feb 25, 2026 Inside Canada's Indian Invasion...
So where will these people end up now? Are they now being deported? Because if they start shifting to other provinces that will be a negative affect on that province. I don’t get why so …
So where will these people end up now? Are they now being deported? Because if they start shifting to other provinces that will be a negative affect on that province. I don’t get why so many people coming from India when that country is doing so well. What’s with that? I’m just wondering that’s all.
Identity Attack0.060220852
Insult0.018967867
Profanity0.014600786
Threat0.0077284453
Severe Toxicity0.0019073486
Low Tox 0.08479069 Moderate Con 0.431 Question
Nov 23, 2025 Quebec Ends Economic Immigration Program …
They need to close immigration immediately for many years we are feed up. This is over deportation will start we won’t take this for much longer.
They need to close immigration immediately for many years we are feed up. This is over deportation will start we won’t take this for much longer.
Identity Attack0.042292643
Insult0.016100928
Profanity0.011782649
Threat0.009955117
Severe Toxicity0.0023555756
Low Tox 0.079250954 Moderate Con 0.388 Call_To_Action
Aug 26, 2025 Why Canadians Are Turning Against …
Yes, Canada’s asylum system is currently facing intense scrutiny due to record-high claim volumes and allegations of systemic fraud. THE SCALE OF THE PROBLEM Backlog Explosion: The inventory of pending asylum claims has surged significantly, …
Yes, Canada’s asylum system is currently facing intense scrutiny due to record-high claim volumes and allegations of systemic fraud. THE SCALE OF THE PROBLEM Backlog Explosion: The inventory of pending asylum claims has surged significantly, reaching approximately 300,000 active cases as of late 2025. Rising Claim Volumes: Annual claims reached a record 190,000 in 2024, though they decreased by about a third in early 2025 following new policy measures. Removal Gap: Criticisms have been raised regarding the low rate of deportations; reports indicate that 86% of rejected claimants remain in Canada. SOURCES OF "BOGUS" CLAIMS International Student Surge: There has been an "alarming trend" of international students claiming asylum to remain in the country after their study permits expire or in response to new caps on student visas. Fraud Networks: Investigations have highlighted vulnerabilities where unauthorized agents and transnational fraud networks counsel migrants to submit fabricated narratives or forged documents. "Rubber-Stamping" Allegations: A recent report by the C.D. Howe Institute warned that a paper-based "fast-track" system for certain high-risk countries may be bypassing essential security screenings and in-person questioning. ECONOMIC AND SOCIAL IMPACT Healthcare Costs: The Interim Federal Health Program (IFHP), which provides medical benefits to claimants, saw its budget jump from roughly $66 million to over $1 billion annually. Policy Shift: To reduce incentives for non-genuine claims, the government is introducing a co-pay system for supplementary health services (like dental and vision) starting May 1, 2026. CONSEQUENCES OF FRAUD For individuals, filing a "bogus" or misrepresented claim carries severe penalties: A five-year ban from entering or remaining in Canada. Permanent record of fraud with Immigration, Refugees and Citizenship Canada (IRCC). Loss of current temporary or permanent resident status
Identity Attack0.011099357
Insult0.02425329
Profanity0.015181494
Threat0.008181547
Severe Toxicity0.0019359589
Low Tox 0.059974585 Constructive 0.668 Policy_Critique
Feb 25, 2026 'We do know that there's …
So by 2027 throughout Canada there is a potential for 50,000 immmigrants seeing their citizenship potential removed and deportation proceedings starting. All this just to reduce the flood of immigrants which has increased crime rate, …
So by 2027 throughout Canada there is a potential for 50,000 immmigrants seeing their citizenship potential removed and deportation proceedings starting. All this just to reduce the flood of immigrants which has increased crime rate, homelessness, and health care crises across the nation.
Identity Attack0.033269364
Insult0.01465692
Profanity0.009519599
Threat0.007857903
Severe Toxicity0.0014781952
Low Tox 0.049089402 Constructive 0.52 Fear_Threat
Jan 20, 2026 Why Canada’s immigration system has …

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.