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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 #}

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Active: "In reality, all countries, do …" 35 comments · Page 2 of 2
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...
Most Americans living in the U.S. today aren’t originally from there — their ancestors migrated from Europe just a few centuries ago. Yet documentaries like this make it seem as if others are ‘taking over’ …
Most Americans living in the U.S. today aren’t originally from there — their ancestors migrated from Europe just a few centuries ago. Yet documentaries like this make it seem as if others are ‘taking over’ their land. The same story exists in places like Australia, where the original Indigenous population is now a small minority. Over time, migration changes every country’s demographics — it’s a global reality, not an invasion. Even cities like London, Toronto, or New York are built by immigrants from across the world. So before calling it a ‘takeover,’ remember that every nation today stands on layers of migration, adaptation, and cultural exchange.
Identity Attack0.030433474
Insult0.024511116
Profanity0.01627459
Threat0.007353018
Severe Toxicity0.0018596649
Low Tox 0.06263174 Constructive 0.602 Comparative_Framing
Oct 21, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
I am an Indo-canadian who migrated from UAE 2 decades ago. Came thro proper channel of PR and became a citizen 4 yrs later. Qualified as a CPA burning the midnight oil, raised 2 kids …
I am an Indo-canadian who migrated from UAE 2 decades ago. Came thro proper channel of PR and became a citizen 4 yrs later. Qualified as a CPA burning the midnight oil, raised 2 kids thro Univ who are employed now. Trudeau, to be in power, joined hands with Jagmeet Singh. I know of a 2 shutter shop in Brampton East, registered as a college, which issued 4000 student visas. I wonder whether the Immigration dept checked on the college before issuing the visas. Now, we have students, whose visas have expired, whose families in India have mortgaged everything (primarily from Punjab, Haryana & Gujarat) who are here working for cash. I think we must revisit the files, track them out, see their educational background and give them opportunites. Indian origin folks must also educate their families back home on reality. With a growth rate of 7% + India is the country to be in, for these youngsters, to grow in life
Identity Attack0.01656105
Insult0.02618698
Profanity0.015249812
Threat0.0070034824
Severe Toxicity0.0017642975
Low Tox 0.056758508 Constructive 0.839 Personal_Narrative
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Using a thumbnail and title that exaggerates hardship or selectively shows problems just to attract Indian audiences doesn’t feel honest. Every country — India, Canada, or anywhere else — has positives and negatives. Respect the …
Using a thumbnail and title that exaggerates hardship or selectively shows problems just to attract Indian audiences doesn’t feel honest. Every country — India, Canada, or anywhere else — has positives and negatives. Respect the viewers enough to show reality, not just negativity for clicks.
Identity Attack0.040745795
Insult0.019934712
Profanity0.011902207
Threat0.0064144502
Severe Toxicity0.0011634827
Low Tox 0.056263726 Constructive 0.548 Meta_Commentary
Feb 22, 2026 1 likes Inside Canada's Indian Invasion...
The birth rate in Canada is 1.3 per couple. In 1961 it was 3.1 per couple. Coincidentally, this was the same time as the availability of the first birth control pill. It’s been on a …
The birth rate in Canada is 1.3 per couple. In 1961 it was 3.1 per couple. Coincidentally, this was the same time as the availability of the first birth control pill. It’s been on a downward trend ever since. Populations can’t sustain themselves. Most western countries have the same problem. So we immigrate, and the countries with the highest birth rates will eventually take over the countries with the lowest it’s a sad reality.
Identity Attack0.009693438
Insult0.011084898
Profanity0.009143848
Threat0.006382086
Severe Toxicity0.00068187714
Low Tox 0.024731753 Moderate Con 0.435
Oct 4, 2025 Inside Canada's Indian Metropolis (Brampton)
well said Michelle ,finally someone understand the reality of what is going on in this country
well said Michelle ,finally someone understand the reality of what is going on in this country
Identity Attack0.0034038029
Insult0.011084898
Profanity0.009604998
Threat0.0061296434
Severe Toxicity0.00071048737
Low Tox 0.02072494 Constructive 0.503 Solidarity
Feb 23, 2026 44 likes 'We do know that there's …
Very good report. The labour shortage will only grow as the population gets older. The Trudeau government tried to deal with it but may have gone too far. The Carney government is scaling back but …
Very good report. The labour shortage will only grow as the population gets older. The Trudeau government tried to deal with it but may have gone too far. The Carney government is scaling back but eventually the reality of the labour shortage will dictate the direction. Is it dividing the country? Not sure but there are definitely two camps with business supporting immigration.
Identity Attack0.006622616
Insult0.010134893
Profanity0.009271945
Threat0.006155535
Severe Toxicity0.00062942505
Low Tox 0.01834645 Constructive 0.725 Policy_Critique
Feb 15, 2026 Canada's tighter immigration policy divides …
That’s the harsh reality. During Trudeau’s time, Canada saw a significant influx of newcomers, which put pressure on housing, the labour market, and healthcare. It’s normal for a country to tighten immigration for a few …
That’s the harsh reality. During Trudeau’s time, Canada saw a significant influx of newcomers, which put pressure on housing, the labour market, and healthcare. It’s normal for a country to tighten immigration for a few years; lower quotas naturally mean higher requirements. Coming on a study permit or a work permit doesn’t guarantee permanent residency. Once a temporary status expires, and if there’s no other legal pathway to stay, the person must leave Canada.
Identity Attack0.004236255
Insult0.008690883
Profanity0.00904991
Threat0.0061037517
Severe Toxicity0.0005674362
Low Tox 0.013822667 Constructive 0.522 Economic_Argument
Feb 11, 2026 Canada's tighter immigration policy divides …
This immigration rule is not being enforced the way the government claims. IRCC is still handing out temporary resident visas—student visas, visitor visas, and visitor visa extensions—too easily. They’re approving 1-year visitor extensions, then another …
This immigration rule is not being enforced the way the government claims. IRCC is still handing out temporary resident visas—student visas, visitor visas, and visitor visa extensions—too easily. They’re approving 1-year visitor extensions, then another 6 months, and sometimes even another full year if someone applies again. How is that stricter than before? It’s not. The government is misleading Canadians when it says immigration rules are tightening. In reality, it’s becoming more lenient, and it’s frustrating for those of us who follow the rules, pay taxes, and contribute honestly to this country.
Identity Attack0.00021630489
Insult0.00028040312
Profanity0.000052242904
Threat0.000028844901
Severe Toxicity0.000002951865
Low Tox 0.00092790026 Policy_Critique
Jun 6, 2025
In reality, all countries, do use immigration, to open, and, or close immigrants, (** based on their labor, economic, and population needs. **) Must recall, housing, and public services must be in sync, monitored, statistics …
In reality, all countries, do use immigration, to open, and, or close immigrants, (** based on their labor, economic, and population needs. **) Must recall, housing, and public services must be in sync, monitored, statistics wise, to ensure a realistic societial balance, as it relates to humanities basic needs .
Identity Attack0.00011594013
Insult0.0001200341
Profanity0.000015637746
Threat0.000022836968
Severe Toxicity0.0000028227053
Low Tox 0.00034215854 Policy_Critique
Apr 15, 2025 3 likes

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.