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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

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Active: "I like what the immigrant …" 639 comments · Page 26 of 26
Why because you don't have money and source of increasing GDP except immigration,Look how everybody was complaining about students influx now all the colleges are crying for funding,More student bring more funds and more taxes …
Why because you don't have money and source of increasing GDP except immigration,Look how everybody was complaining about students influx now all the colleges are crying for funding,More student bring more funds and more taxes to the government for developing cities like Brampton ,Only problem is vetting that need to done properly,can't expect higher low wage worker to build silicon cities in Canada.High skill professionals are the need of the hour.
Identity Attack0.007214582
Insult0.015036922
Profanity0.010296722
Threat0.005906329
Severe Toxicity0.000834465
Low Tox 0.028149333 Constructive 0.598
Jan 5, 2026 Inside Canada's Indian Metropolis (Brampton)
0:38 Yes, immigrants in Canada pay taxes. Your tax obligations depend on your residency status, which is based on factors like the number of days you spend in Canada and your ties to the country. …
0:38 Yes, immigrants in Canada pay taxes. Your tax obligations depend on your residency status, which is based on factors like the number of days you spend in Canada and your ties to the country. Income earned from Canadian sources is generally taxable for both residents and non-residents.
Identity Attack0.01766643
Insult0.010096892
Profanity0.011133623
Threat0.0057606893
Severe Toxicity0.00088214874
Low Tox 0.028031485 Moderate Con 0.451 Meta_Commentary
Oct 27, 2025 Inside Canada's Indian Metropolis (Brampton)
Education is a Migration Pathway that is why education has increasingly become a gateway for migration, especially in countries like Canada, the UK, Australia, and New Zealand. These countries benefit in multiple ways: Economic gains …
Education is a Migration Pathway that is why education has increasingly become a gateway for migration, especially in countries like Canada, the UK, Australia, and New Zealand. These countries benefit in multiple ways: Economic gains from international tuition fees. Young labor to support aging populations. Potential future immigrants who are already educated and adapted to the country. Governments often design these systems intentionally — international students are part of their immigration and economic growth strategies, not just passive victims or actors. India has a massive, educated, English-speaking population. India has the largest pool of college graduates who are English-proficient, making them eligible and attractive for global mobility. Canadian colleges and universities actively recruit in India because it's a guaranteed market. Some Canadians have prioritized volume over quality, which has led to systemic issues. You are not alone England, Australia and New Zealand are milking Indians too
Identity Attack0.011321344
Insult0.013592913
Profanity0.011765569
Threat0.0063885585
Severe Toxicity0.0011014938
Low Tox 0.02779579 Constructive 0.646
Oct 2, 2025 IRCC Names India in Study …
As a multi-generational, born-and-raised Canadian citizen. Recently, I have been unemployed for 1 year and 2 months, which is the longest I have ever gone without a job in my entire life. My EI has …
As a multi-generational, born-and-raised Canadian citizen. Recently, I have been unemployed for 1 year and 2 months, which is the longest I have ever gone without a job in my entire life. My EI has run out, and during this stressful time, I have only had 4 actual interviews with real human beings. I am also a caregiver for both of my parents, and working remotely has been my profession for the last 7 years. Remote work allows me to both care for them and bring in a full-time income. Despite having 30 years of customer service experience, I find myself being overlooked. Many companies now use AI to prescreen resumes, so if your resume isn’t ATS-friendly, it often never gets seen by a human. Even if you make it past that stage, there are endless AI-driven assessments before you even have a chance to speak with someone. And when you finally do, it’s often yet another layer of screening rather than a real interview. I know I bring value — I consistently receive compliments from customers across cultures for speaking clearly, precisely, and making their experience enjoyable. Yet I find myself competing with younger candidates who can work longer hours, or new immigrants that companies often prioritize, sometimes with government incentives. At 55, I feel like I’m being overlooked despite my proven skills and professionalism. Right now, I live with my retired parents and should be caring for them. Instead, my father is helping me pay my bills so I don’t ruin the credit I worked so hard to build. If I don’t secure a job soon, I fear I’ll lose everything else I’ve managed to hold onto. The stress is overwhelming — I cry daily, and on top of everything, I also face health issues of my own, but I have no space to focus on them because survival takes priority. Canada today feels very different from the country I grew up in. Since the pandemic, things have become harder in every way — jobs, housing, and simply living. Even if I manage to secure work, rent alone now takes up nearly 75% of what I’d earn, not even including other basic bills. It’s disheartening to feel like no matter how hard I push, I can’t get ahead.
Identity Attack0.006474625
Insult0.015796926
Profanity0.014293353
Threat0.0064079775
Severe Toxicity0.0012207031
Low Tox 0.027560094 Constructive 0.813 Personal_Narrative
Aug 28, 2025 Why Canadians Are Turning Against …
Please don't believe this report. I am from Canada, This issue is not dividing us at all . In fact the overwhelming majority agrees immigration numbers of recent years are unsustainable .These policies to cut …
Please don't believe this report. I am from Canada, This issue is not dividing us at all . In fact the overwhelming majority agrees immigration numbers of recent years are unsustainable .These policies to cut immigration are driven by public pressure on the government..Fr24 is cherry picking and make it sound like there is huge backlash to these cuts.
Identity Attack0.009545447
Insult0.011996903
Profanity0.010006369
Threat0.006589218
Severe Toxicity0.0007581711
Low Tox 0.027324399 Constructive 0.799 Policy_Critique
Feb 11, 2026 467 likes Canada's tighter immigration policy divides …
The overwhelming problem that people struggle to realize is Canada with its roughly 40,000,000 people are going to notice an influx from a country that has over 1 billion and is quickly modernizing which is …
The overwhelming problem that people struggle to realize is Canada with its roughly 40,000,000 people are going to notice an influx from a country that has over 1 billion and is quickly modernizing which is allowing families to leave their country and immigrant around the world just like they should. Localization is only prompted by friendly circumstances. It is seen everywhere with cultural neighborhoods
Identity Attack0.014852738
Insult0.011730902
Profanity0.00952814
Threat0.005919275
Severe Toxicity0.0008583069
Low Tox 0.026617315 Constructive 0.573 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
So, if people didn't like how the liberals handled immigration under Trudeau, why did they vote liberals again back in with Carney?
So, if people didn't like how the liberals handled immigration under Trudeau, why did they vote liberals again back in with Carney?
Identity Attack0.0093974555
Insult0.012984909
Profanity0.009639157
Threat0.006155535
Severe Toxicity0.0008201599
Low Tox 0.026145924 Moderate Con 0.42 Question
Aug 26, 2025 1 likes Why Canadians Are Turning Against …
1:38 Yes, immigrants in Canada pay taxes. Your tax obligations depend on your residency status, which is based on factors like the number of days you spend in Canada and your ties to the country. …
1:38 Yes, immigrants in Canada pay taxes. Your tax obligations depend on your residency status, which is based on factors like the number of days you spend in Canada and your ties to the country. Income earned from Canadian sources is generally taxable for both residents and non-residents.
Identity Attack0.015355183
Insult0.009507888
Profanity0.010501678
Threat0.0057412707
Severe Toxicity0.00078201294
Low Tox 0.024378212 Moderate Con 0.487 Meta_Commentary
Oct 27, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
As an immigrant of Canada, I migrated here in 1999 when I was like 4 years old, I love Canada, and I consider myself Canadian, with a Jamaican background, I share my culture, but I …
As an immigrant of Canada, I migrated here in 1999 when I was like 4 years old, I love Canada, and I consider myself Canadian, with a Jamaican background, I share my culture, but I assimilated to Canadian culture because this is where I live, my home, I want to be part of Canadian culture not too change it.
Identity Attack0.015455672
Insult0.00983089
Profanity0.011936366
Threat0.0064468146
Severe Toxicity0.0009393692
Low Tox 0.022021262 Constructive 0.777 Personal_Narrative
Sep 10, 2025 1 likes Why Canadians Are Turning Against …
I haven't met a single Canadian that says immigration is not a problem..I'm an immigrant myself, but came here by applying and going through countless interviews etc..like most in the 90s. Guess what , we …
I haven't met a single Canadian that says immigration is not a problem..I'm an immigrant myself, but came here by applying and going through countless interviews etc..like most in the 90s. Guess what , we all integrated and learned the language and customs ...as everyone should
Identity Attack0.011247349
Insult0.009982891
Profanity0.0113215
Threat0.005922511
Severe Toxicity0.0007581711
Low Tox 0.021667719 Constructive 0.785 Personal_Narrative
Feb 12, 2026 2 likes Canada's tighter immigration policy divides …
Quebec actually has had its own immigration policy and section at Canadian embassies throughout the world. Those who wanted to immigrate to Canada found it easier and faster to immigrate through Quebec than through Canada …
Quebec actually has had its own immigration policy and section at Canadian embassies throughout the world. Those who wanted to immigrate to Canada found it easier and faster to immigrate through Quebec than through Canada in general. This was due to the French language requirements in order to increase the number of French speakers. However, many would abuse the system by immigrating to Quebec, then move to more anglophone provinces and cities like Toronto or Vancouver...
Identity Attack0.009360458
Insult0.010096892
Profanity0.009562299
Threat0.0061878995
Severe Toxicity0.0006723404
Low Tox 0.020231359 Moderate Con 0.473
Nov 21, 2025 50 likes Quebec Ends Economic Immigration Program …
My father immigrated to Canada from India in 1961 to complete his PhD, where he met my mother, a local farm girl. They married, and he soon joined Agriculture Canada as a research scientist at …
My father immigrated to Canada from India in 1961 to complete his PhD, where he met my mother, a local farm girl. They married, and he soon joined Agriculture Canada as a research scientist at the Regina Research Station in 1963. Over his remarkable 40-year career, he contributed significantly to the evolution of herbicide research during a transformative era for Canadian agriculture. In the 1960s, as herbicide use surged across the prairies—building on early selective compounds like 2,4-D introduced post-World War II—his work focused on environmental residues and applicator safety, helping refine application methods amid a boom that saw the number of available herbicides in Canada and the U.S. rise from about 25 in 1950 to over 100 by the end of the decade. This period marked the widespread adoption of chemicals for weed control, enabling reduced tillage and boosting crop yields in grain production. By the 1970s, Agriculture Canada's efforts intensified with the introduction of groundbreaking non-selective herbicides like glyphosate, which revolutionized prairie farming by facilitating no-till practices and minimizing soil erosion while controlling persistent weeds. My father's studies on herbicide drift, persistence in air and soil, and human exposure played a key role in ensuring safer, more effective use, aligning with broader innovations that transformed western Canada's grain sector into a global powerhouse. Into the 1980s, as resistance issues emerged and manufacturing processes improved to reduce contaminants like dioxins in phenoxy herbicides, his research supported sustainable advancements, including better monitoring and guidelines that influenced international standards. Through these decades, his pioneering contributions helped develop and optimize herbicides now employed worldwide, fundamentally changing farming practices and enhancing productivity across the vast Canadian prairies.
Identity Attack0.0053276913
Insult0.011920903
Profanity0.011936366
Threat0.006809296
Severe Toxicity0.0009441376
Low Tox 0.019226074 Constructive 0.633 Personal_Narrative
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
Why is Pierre bringing Immigration law that’s why I’m not voting for him are no goverment Canada always follow the American he’s bringing tuf immigrating laws Canada is going to become like America like what …
Why is Pierre bringing Immigration law that’s why I’m not voting for him are no goverment Canada always follow the American he’s bringing tuf immigrating laws Canada is going to become like America like what trump is doing that’s why America treated Canadian the way they does Canadian always follow the American I have seen trump in Pierre look what trum put Canada through and he brieng in that immigration law it’s Just going to make Canada like america
Identity Attack0.00010044
Insult0.00032364624
Profanity0.000028711169
Threat0.00003159364
Severe Toxicity0.0000019860133
Low Tox 0.0007863873
Apr 14, 2025
Why is Pierre bringing Immigration law that’s why I’m not voting for him are no goverment Canada always follow the American he’s bringing tuf immigrating laws Canada is going to become like America like what …
Why is Pierre bringing Immigration law that’s why I’m not voting for him are no goverment Canada always follow the American he’s bringing tuf immigrating laws Canada is going to become like America like what trump is doing that’s why America treated Canadian the way they does Canadian always follow the American I have seen trump in Pierre look what trum put Canada through and he brieng in that immigration law it’s Just going to make Canada like america
Identity Attack0.00010044
Insult0.00032364624
Profanity0.000028711169
Threat0.00003159364
Severe Toxicity0.0000019860133
Low Tox 0.0007863873
Apr 14, 2025 1 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.