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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: "There is something significant that …" 4 comments
To keep citizens a priority over the influx of immigrants and refugees Denmark had cut welfare benefits to illegal immigrants and refugees and many began leaving to more profitable countries (in benefits). Why has our …
To keep citizens a priority over the influx of immigrants and refugees Denmark had cut welfare benefits to illegal immigrants and refugees and many began leaving to more profitable countries (in benefits). Why has our country not put something like that in place? It definitely would sort out those who came for the 'freebies'.  ~ Denmark's ‘integration benefit'  measure was a significantly lower benefit level being offered to people who have resided in Denmark for less than seven of the past eight years. Foreigners will also receive a financial incentive to learn the language. These were 'integration benefits'. Citizens who have lived outside of the EU (or country?) for seven of the past eight years were also subjected to the new rules. The purpose, to make Denmark a less attractive destination while making it more attractive to work and contribute to Danish society.  It reduced the flow in to a more manageable number.
Identity Attack0.08831879
Insult0.031917825
Profanity0.024814399
Threat0.008401625
Severe Toxicity0.003490448
Low Tox 0.112540044 Constructive 0.608
Jul 19, 2019 3 likes How much do refugees and …
I can tell you that there is something significant that this country is not addressing: "fake degrees" coming out of India, especially in the field of Health Sciences and Engineering. I'm a recruiter at one …
I can tell you that there is something significant that this country is not addressing: "fake degrees" coming out of India, especially in the field of Health Sciences and Engineering. I'm a recruiter at one of the largest recruiting agencies in Ontario (Toronto), but I've been noticing something unusual about the degrees coming out of India. This is something that the government needs to address. I guarantee you, if they can do a thorough investigation, something may come out, "something not good".
Identity Attack0.061130337
Insult0.039151907
Profanity0.019212283
Threat0.007598988
Severe Toxicity0.0026512146
Low Tox 0.10956833 Constructive 0.743
Nov 7, 2025 IRCC Names India in Study …
There is something significant that this country is not addressing: "fake degrees" coming out of India, especially in the field of Engineering. I'm a recruiter at one of the largest recruiting agencies in Ontario (Toronto), …
There is something significant that this country is not addressing: "fake degrees" coming out of India, especially in the field of Engineering. I'm a recruiter at one of the largest recruiting agencies in Ontario (Toronto), but I've been noticing something unusual about the degrees coming out of India. This is something that the government needs to pay attention to. Big companies like Hydro One, Toronto Hydro believe everything under the sun, I guarantee you, if they can do a thorough investigation, something may come out, "something not good".
Identity Attack0.04023018
Insult0.032468732
Profanity0.01620627
Threat0.0069646453
Severe Toxicity0.0019931793
Low Tox 0.08874765 Constructive 0.72 Unverified_Claim
Sep 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
I’m a proud Indian who is now a Canadian citizen, and I’ve made a conscious effort to assimilate into Canadian culture and values. What bothers me is how this conversation has been reduced to blaming …
I’m a proud Indian who is now a Canadian citizen, and I’ve made a conscious effort to assimilate into Canadian culture and values. What bothers me is how this conversation has been reduced to blaming one group. The reality is that the Canadian government failed first by not properly managing immigration volumes, not enforcing document verification, and not honestly assessing whether the country could support such rapid population growth. That policy failure created pressure on housing, jobs, and social systems long before resentment followed. We also need honesty within the Indian community. Some Indians struggle to adapt being overly loud, culturally rigid, and sometimes lacking empathy for Canadian norms and shared public spaces. I studied Canadian and Indigenous history in school, and respecting that history matters. Assimilation doesn’t mean abandoning your culture, but it does mean understanding and respecting the society you chose to join. Cultural education should be expected, not optional. That said, one Indian doing something wrong does not make all Indians bad. Most Indian students and workers I know are hardworking, punctual, and serious about contributing. I’ve personally worked minimum-wage jobs for years, and what I noticed was not jobs being “taken,” but fewer Canadian youth willing to stay in or commit to these roles long-term. Indians didn’t replace Canadians, they filled vacancies that already existed. I also briefly volunteered helping the homeless, and what I saw was honestly shocking. It’s not that the government isn’t trying to help there are rehabilitation programs and support systems in place. The difficult truth is that a significant portion of the homeless population struggles with substance abuse and refuses treatment because it requires giving up drugs. Over time, homelessness itself starts to function like a culture, where benefits and assistance unintentionally enable continued substance use rather than recovery. This is an uncomfortable reality people don’t like to talk about. None of this is simple. Immigration didn’t break Canada, and neither did one community. Poor policy, weak enforcement, lack of accountability, and refusal from governments and individuals to adapt responsibly is what brought us here. Blame is easy. Honest solutions are not.
Identity Attack0.023193322
Insult0.028832749
Profanity0.015010698
Threat0.0068869707
Severe Toxicity0.0016117096
Low Tox 0.06817148 Constructive 0.823 Personal_Narrative
Jan 27, 2026 22 likes Inside Canada's Indian Invasion...

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.