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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: "Canada, you should build a …" 108 comments · Page 5 of 5
Changes to immigration are welcome. In Quebec things are far more complicated as integration and language come into play. Most immigrants struggle to build a life in Canada due to expensive housing (renting or ownership). …
Changes to immigration are welcome. In Quebec things are far more complicated as integration and language come into play. Most immigrants struggle to build a life in Canada due to expensive housing (renting or ownership). Canada was also accepting too many professional immigrants (engineering, business, consulting, IT, accounting) when we desperately need trades, construction workers and mechanics. The reduction in immigration and foreign students to sustainable levels is long overdue.
Identity Attack0.012842959
Insult0.010096892
Profanity0.00904991
Threat0.0060778605
Severe Toxicity0.0007867813
Low Tox 0.022846194 Constructive 0.721 Policy_Critique
Feb 11, 2026 Canada's tighter immigration policy divides …
Canada has population growth problem and government tried solving it by laxing immigration laws. For example Canada can't even build it's own car because it would take massive investment and it won't be profitable because …
Canada has population growth problem and government tried solving it by laxing immigration laws. For example Canada can't even build it's own car because it would take massive investment and it won't be profitable because of it's tiny population comparing to other countries therefor making the Canadian economy limited.
Identity Attack0.009434453
Insult0.011008898
Profanity0.009007211
Threat0.0059613483
Severe Toxicity0.0006723404
Low Tox 0.020842785 Moderate Con 0.322 Economic_Argument
Feb 6, 2026 Inside Canada's Indian Metropolis (Brampton)
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...
That was never part of the plan. I believe the intentions have been to populate Canada even though new jobs were not created, housing builds not increasing and infrastructure to support this population boom hasn't …
That was never part of the plan. I believe the intentions have been to populate Canada even though new jobs were not created, housing builds not increasing and infrastructure to support this population boom hasn't changed.
Identity Attack0.002848835
Insult0.0075698765
Profanity0.009271945
Threat0.0059516393
Severe Toxicity0.00047683716
Low Tox 0.009613037 Constructive 0.573
Sep 29, 2025 IRCC Names India in Study …
Canada needs to build a wall. And make the USA pay for it.
Canada needs to build a wall. And make the USA pay for it.
Identity Attack0.0016272918
Insult0.0006612467
Profanity0.000052484338
Threat0.00068448373
Severe Toxicity0.0000045227666
Low Tox 0.005474005 Humor_Satire
Dec 10, 2025
I remember going into Canada to attend a 16 week log building class. They tore apart my truck and trailer outside and when nothing illegal was found said have a nice time. I could care …
I remember going into Canada to attend a 16 week log building class. They tore apart my truck and trailer outside and when nothing illegal was found said have a nice time. I could care less what difficulties canuks have getting into the USA.
Identity Attack0.00025209007
Insult0.00037682502
Profanity0.00003760204
Threat0.00006585158
Severe Toxicity0.0000024011076
Low Tox 0.0012392753
Dec 8, 2025 1 likes
No jobs and no housing? Why not build more small, affordable homes while expanding your cities? Why not create more jobs? Don't you want to grow and focus less on the USA and Trump? Expelling …
No jobs and no housing? Why not build more small, affordable homes while expanding your cities? Why not create more jobs? Don't you want to grow and focus less on the USA and Trump? Expelling immigrants who genuinely want to live in Canada shouldn't be your solution to these problems. After all, Canada came into existence thanks to immigrants, right? Reclaiming houses bought by foreigners who don't even reside in your country could be a better approach. Only citizens or permanent residents should have the right to buy or build real estate.
Identity Attack0.00021986593
Insult0.00016915216
Profanity0.000015848518
Threat0.0000326271
Severe Toxicity0.0000023333337
Low Tox 0.00056050584 Policy_Critique
May 16, 2025
I am supportive of immigration, but I believe there should be a cap of no more than 1-2.5% annually. A significant number of migrants moving to Canada from the same region or country could cause …
I am supportive of immigration, but I believe there should be a cap of no more than 1-2.5% annually. A significant number of migrants moving to Canada from the same region or country could cause issues, as this can lead to the formation of "mini-bubble" societies within Canada. These groups may sometimes become the dominant demographic and undermine the existing communities that have contributed to building Canada for decades. We cannot expect new immigrants to seamlessly merge into Canadian society. This is a major oversight by Canada’s Immigration Department. Digital applications from foreign nations may play a role in this phenomenon. There should also be regulations concerning how many new immigrants can be brought in by family members. For instance, one new citizen can legally bring both of their parents and their spouse, which is fair. However, there have been cases where this process is repeated multiple times within ten years, leading to a 1:15 ratio, where one person can bring in six to eight relatives. If there is a labor shortage in essential fields, Canada can offer long-term residency to those who continue to work in those sectors, such as caretakers. However, the pathway to citizenship could be lengthened or require a higher standard. For instance, the requirements could extend from X years of living in Canada to X+5 years, as well as passing a basic Canadian citizenship test, either written or verbal. While an increase of five years may seem unfair or lengthy, it is essential. A newborn child from a Canadian family requires 18 years to gain voting rights in elections, whereas new immigrants—especially those who come for study for four to six years—can potentially gain both citizenship and voting rights sooner if they meet the previous administration's standard. Children under the age of 18 can gain citizenship in as little as X-4 years, regardless of their full integration into Canadian society. This loophole is sometimes abused and provides preferential treatment that favors this process over existing Canadian. In my opinion, it would be fairer to calculate the duration of "living in Canada" based on the number of years they have paid "income taxes" in Canada. This is important because many individuals with multiple passports pay taxes elsewhere while benefiting from Canadian healthcare and other services. The investment in home buying as a pathway to citizenship has contributed to the housing crisis, resulting in numerous empty homes in various regions. While it may offer short-term economic benefits that some politicians favor, it is detrimental to Canada as a whole. If buying a house is the only requirement for citizenship, wouldn't a large portion of the global population be eligible for U.S. citizenship just by investing in U.S. businesses or stocks? This perspective may seem illogical when looking at it from outside the box. Apologies for being a bit wordy; I had much more to say. Nonetheless, I also support temporary residency for up to 6-9 months for those who have been evacuated due to war, natural disasters, or similar circumstances. Special exceptions can be granted for families with members working in critical fields that merit such considerations (high-end industry).
Identity Attack0.000069526875
Insult0.00010191088
Profanity0.000024604129
Threat0.0000227671
Severe Toxicity0.000003976266
Low Tox 0.00024560353 Policy_Critique
Apr 15, 2025 11 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.