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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: "We will use immigration to …" 188 comments · Page 8 of 8
I believe the statements regarding how immigration has changed in Canada. Born in 90s and raised in this country I’ve noticed a change in the type of immigrants. There used to be a much lower …
I believe the statements regarding how immigration has changed in Canada. Born in 90s and raised in this country I’ve noticed a change in the type of immigrants. There used to be a much lower limit and priority for skilled workers, whereas now our liberal policies admitted many unskilled immigrants for low level labour jobs.
Identity Attack0.022590388
Insult0.019096779
Profanity0.009681856
Threat0.0059613483
Severe Toxicity0.00096321106
Low Tox 0.04315203 Constructive 0.71
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Canadian higher education serves a double purpose now. 1. It attracts foreign students and large amounts of money and 2. It is used by most of those students as a backdoor door through the Canadian …
Canadian higher education serves a double purpose now. 1. It attracts foreign students and large amounts of money and 2. It is used by most of those students as a backdoor door through the Canadian immigration system.
Identity Attack0.023997234
Insult0.015644927
Profanity0.010518758
Threat0.006168481
Severe Toxicity0.0012302399
Low Tox 0.04240986 Low Con 0.261 Policy_Critique
Oct 11, 2025 IRCC Names India in Study …
My parents immigrated in the early 90s and I was born in Canada. It’s very hard to relate to the new immigrants in the last 10 years because we’re so different. The families that immigrated …
My parents immigrated in the early 90s and I was born in Canada. It’s very hard to relate to the new immigrants in the last 10 years because we’re so different. The families that immigrated in the 80s and 90s had to assimilate and become “Canadian” which in hindsight was for the best. I learned about my culture and language at home, but my parents, emphasized the importance of being “Canadian first” and being a part of society and “fitting in.” This wasn’t at all a bad thing. I learned to ski, skate, make ice lollies with snow and syrup, went camping, played sports… I feel embarrassed when Indians are looked at in this light, but its true. 90% of this new wave of immigrants on “student visas,” dont intend to actually obtain any sort of an education, instead they use it as a pathway for permanent residency. I know this because I have relatives who say this out loud behind closed doors. I don’t agree with any of it, and quite frankly it’s very embarrassing, but most of us first generation Indian Canadians feel very upset about how its all played out and the negative light in which our people are now viewed under. Personally, I agree they arent interested in becoming culturally Canadian, they just want to be in Canada for financial reasons. They stay in their groups, dont integrate and think somehow this will play out well. It isnt discrimination when your own people also feel this way. I have yet to meet a first gen Canadian who disagrees
Identity Attack0.02138452
Insult0.017088935
Profanity0.014874061
Threat0.0066215824
Severe Toxicity0.0014781952
Low Tox 0.037577134 Constructive 0.762 Personal_Narrative
Feb 3, 2026 Inside Canada's Indian Metropolis (Brampton)
as a Canadian our immigration system used to be the gold standard now its a warring to other nations what not to do.
as a Canadian our immigration system used to be the gold standard now its a warring to other nations what not to do.
Identity Attack0.017967897
Insult0.013554913
Profanity0.009647697
Threat0.0065827454
Severe Toxicity0.000910759
Low Tox 0.035220183 Moderate Con 0.333 Policy_Critique
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
CANADA used to be a TOUGH immigration process to get through..
CANADA used to be a TOUGH immigration process to get through..
Identity Attack0.018168874
Insult0.012718908
Profanity0.010330882
Threat0.006162008
Severe Toxicity0.0010490417
Low Tox 0.032863233 Moderate Con 0.352 Comparative_Framing
Feb 17, 2026 21 likes LILLEY UNLEASHED: The fall of …
This is the system: Student immigrates to Canada on a student Visa, gets a Diploma which they use to get a Post-Graduation Work Permit, this is used to get Permanent Residence (PR). After 3 years …
This is the system: Student immigrates to Canada on a student Visa, gets a Diploma which they use to get a Post-Graduation Work Permit, this is used to get Permanent Residence (PR). After 3 years apply for Citizenship, which makes it easier to bring their parents into Canada. Those parents apply for PR, then wait 3 years, after which they can also apply for Citizenship. If they are 55+ years old, they don't need to take the test or prove they can speak the English. They just apply and get become Citizens. All of this while enjoying the benefits of a Socialized Healthcare, Old Age Pension after 65+, Canada Child Benefit paid to parents with kids under 18, and more. This is not a sustainable economic model, we WILL run out of money. Technically we already have 😂
Identity Attack0.00984143
Insult0.014124917
Profanity0.01265371
Threat0.0065115434
Severe Toxicity0.0011348724
Low Tox 0.028149333 Constructive 0.612 Economic_Argument
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Good video, but the use of the term managed integration is problematic. It was managed admission, integration is not part of Canadian immigration.
Good video, but the use of the term managed integration is problematic. It was managed admission, integration is not part of Canadian immigration.
Identity Attack0.012842959
Insult0.012490907
Profanity0.00998929
Threat0.006039023
Severe Toxicity0.00088214874
Low Tox 0.027560094 Constructive 0.578
Jun 24, 2025 1 likes How Canada broke its immigration …
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 …
Folk may think this reduction in immigration is far from any "slash" in numbers. Consider (search the web for "Is Canada's aging population an issue ?"): "Canada's aging population is a significant issue, creating major …
Folk may think this reduction in immigration is far from any "slash" in numbers. Consider (search the web for "Is Canada's aging population an issue ?"): "Canada's aging population is a significant issue, creating major challenges for the economy, healthcare, and social services, as more seniors require care while fewer younger workers support them, leading to potential labor shortages, strained budgets, and increased demand for healthcare and long-term support. The trend of more seniors than children under 15 puts pressure on economic growth and government finances, requiring substantial funding increases for health and care services. " For every positive to reduced immigration numbers, Canadians are going to discover that there will be negatives. The negatives might very well justify using the word "slash". Time will tell.
Identity Attack0.008879486
Insult0.014808921
Profanity0.010757872
Threat0.006440342
Severe Toxicity0.00094890594
Low Tox 0.027206551 Constructive 0.648 Policy_Critique
Jan 3, 2026 New rules, regulations take effect …
It's about time. We need to have the immigration system we used to have before J Trudeau.
It's about time. We need to have the immigration system we used to have before J Trudeau.
Identity Attack0.008509507
Insult0.012300906
Profanity0.009630617
Threat0.006641001
Severe Toxicity0.0009393692
Low Tox 0.026735162 Moderate Con 0.451
Dec 28, 2025 Deportations From Canada at Their …
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...
In 2015, seniors (65+) were ~16–17% of Canada’s population. In 2024–25, they are ~19–20%. After 10 years and 3.6+ million permanent immigrants, aging was not solved. Immigration didn’t fix aging — it was used as …
In 2015, seniors (65+) were ~16–17% of Canada’s population. In 2024–25, they are ~19–20%. After 10 years and 3.6+ million permanent immigrants, aging was not solved. Immigration didn’t fix aging — it was used as justification, not a solution.
Identity Attack0.007214582
Insult0.008557882
Profanity0.008998672
Threat0.0059775305
Severe Toxicity0.0006079674
Low Tox 0.015581916 Moderate Con 0.445 Policy_Critique
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
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.