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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: "At the end immigration will …" 112 comments · Page 5 of 5
If old immigrants are seeing an issue of offsetting the harmony that's our multiculturalism, including old Canadians and original Native Canadians. By the mass immigration policies, bringing/favouring from one country. Then you know there's a …
If old immigrants are seeing an issue of offsetting the harmony that's our multiculturalism, including old Canadians and original Native Canadians. By the mass immigration policies, bringing/favouring from one country. Then you know there's a problem. The end was great. But it lacked lto visualize what I've been saying for years : We leave the bad stuff behind. We share and teach others our cultural aspects. We're not supposed to bring the bad, the reason why we left, with us.
Identity Attack0.038167715
Insult0.020321451
Profanity0.010467518
Threat0.0062526283
Severe Toxicity0.001411438
Low Tox 0.05750068 Constructive 0.824 Policy_Critique
Sep 23, 2025 Inside Canada's Indian Metropolis (Brampton)
Intense Concentration of any one ethnic group in on area typically ends up becoming a problem. The birth rate in Canada is insufficient, immigration will always drive the country’s growth but it needs to be …
Intense Concentration of any one ethnic group in on area typically ends up becoming a problem. The birth rate in Canada is insufficient, immigration will always drive the country’s growth but it needs to be diluted with multiple ethnic groups. Nearly a million Indians in one small area will make the area just like India. Conestoga college has done the same thing to Kitchener.
Identity Attack0.04925346
Insult0.015948927
Profanity0.011133623
Threat0.0069905366
Severe Toxicity0.0015258789
Low Tox 0.05725329 Constructive 0.539 Policy_Critique
Sep 26, 2025 Inside Canada's Indian Metropolis (Brampton)
Employers should be aware of SINs before hiring people. I am also an immigrant, but my dad worked hard as a skilled worker to bring us here to Canada. I pay my duly taxes monthly …
Employers should be aware of SINs before hiring people. I am also an immigrant, but my dad worked hard as a skilled worker to bring us here to Canada. I pay my duly taxes monthly and yearly. So I find it unfair when people work under the table. However, I've noticed that some students, who never attend their classes, end up in high positions with well-paying jobs at big companies. Meanwhile, I can't count how many refugees and immigrants are in low-income brackets, receiving 100% coverage for their medication and a monthly allowance from the government. In contrast, Canadian senior citizens still have to pay 20-30% of their medication costs and don't get the same privileges when it comes to their essentials. It frustrates me that the government makes our senior citizens suffer at retirement age, even after they've worked so hard for so many years. Yet they still struggle to pay for their own medication and necessities. I've encountered many rude refugees and people on income support from other countries who feel entitled to special treatment just because they are under government programs. Ironically, some of them come wearing luxury clothes and bags—like Gucci and Louis Vuitton. As I said, I am an immigrant too, but my heart goes out to those who have fully earned the support and benefits they deserve.
Identity Attack0.027011903
Insult0.024768941
Profanity0.01402008
Threat0.006543908
Severe Toxicity0.0014591217
Low Tox 0.05725329 Constructive 0.87 Personal_Narrative
Sep 29, 2025 IRCC Names India in Study …
The truck drivers. Just handing out az licences. The Tim hortons debacle. I think it’s a beautiful culture historically. I have made many East Indian and other immigrant friends in my 53 years. It’s some …
The truck drivers. Just handing out az licences. The Tim hortons debacle. I think it’s a beautiful culture historically. I have made many East Indian and other immigrant friends in my 53 years. It’s some of the new immigrants policies that are causing issues. At the end of the day I welcome all who come here legally and with good intentions.
Identity Attack0.04023018
Insult0.01767874
Profanity0.011253181
Threat0.0065697995
Severe Toxicity0.0014209747
Low Tox 0.05651112 Constructive 0.771
Oct 6, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
Before 2015, Canada had virtually zero illegal immigration. Today, by the government’s own data, that number has surged to roughly 500,000. Worse still, official projections show that by the end of 2026, another 2.1 million …
Before 2015, Canada had virtually zero illegal immigration. Today, by the government’s own data, that number has surged to roughly 500,000. Worse still, official projections show that by the end of 2026, another 2.1 million temporary residents will see their status expire, many at risk of slipping into illegality. This failure of policy has already fueled a growing underground economy across the country. Deporting just 20,000 people a year is a drop in the bucket. *The only credible response* from the Carney government demands decisive action—raising *deportation* numbers to well over 100,000 annually to restore integrity to the system.
Identity Attack0.014852738
Insult0.025284592
Profanity0.013780965
Threat0.007197669
Severe Toxicity0.0015354156
Low Tox 0.056263726 Moderate Con 0.437 Policy_Critique
Feb 7, 2026 Inside Canada's Indian Invasion...
For those people who followed the rules and left when their stay legally ended. How does that look - they leave and others stay illegally. What message is Canadian Immigration sending?
For those people who followed the rules and left when their stay legally ended. How does that look - they leave and others stay illegally. What message is Canadian Immigration sending?
Identity Attack0.029144434
Insult0.01632893
Profanity0.009647697
Threat0.006382086
Severe Toxicity0.0011730194
Low Tox 0.049089402 Moderate Con 0.415 Policy_Critique
Feb 17, 2026 1 likes LILLEY UNLEASHED: The fall of …
Big mistake, the only thing saved the Canadian economy after the tariffs, is the massive Trudeau’s immigration, immigrants are consumers as well. If Canada stops immigration then it will be no doubt an American state …
Big mistake, the only thing saved the Canadian economy after the tariffs, is the massive Trudeau’s immigration, immigrants are consumers as well. If Canada stops immigration then it will be no doubt an American state before the next 30 years end.
Identity Attack0.027413858
Insult0.017356457
Profanity0.009442741
Threat0.006375613
Severe Toxicity0.0012207031
Low Tox 0.048842013 Moderate Con 0.437 Economic_Argument
Nov 21, 2025 1 likes Quebec Ends Economic Immigration Program …
Should have ended 10+ years ago… Most immigrants came through Quebec (easiest route), then settled in Ontario & BC…
Should have ended 10+ years ago… Most immigrants came through Quebec (easiest route), then settled in Ontario & BC…
Identity Attack0.026408968
Insult0.013440913
Profanity0.010228404
Threat0.0068416605
Severe Toxicity0.0012683868
Low Tox 0.041172907 Moderate Con 0.425 Policy_Critique
Dec 6, 2025 1 likes Quebec Ends Economic Immigration Program …
This documentary starts on a very partisan note, but it doesn't end on one. I don't speak for all Hindus, but when I lived in Australia, my values told me to integrate and treat everyone …
This documentary starts on a very partisan note, but it doesn't end on one. I don't speak for all Hindus, but when I lived in Australia, my values told me to integrate and treat everyone equal. Now I am back living in India with a global perspective and renewed respect for world cultures. Yes, Canada has had a lot on unchecked unskilled immigration which is bound to cause issues- but I'd like to believe, and my Hindu faith teaches me, that people are inherently good.
Identity Attack0.035074018
Insult0.014580919
Profanity0.012585391
Threat0.0064079775
Severe Toxicity0.0012493134
Low Tox 0.03969839 Constructive 0.872 Personal_Narrative
Sep 19, 2025 79 likes 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...
I have an issue to pick with the framing of policy change as “changing the rule in the middle of the match” because “the match” has a clear time stamp for beginning and end. So …
I have an issue to pick with the framing of policy change as “changing the rule in the middle of the match” because “the match” has a clear time stamp for beginning and end. So when would it be appropriate for the government to make changes? A soccer game last for about 90 minutes, how long should an immigration pathway last?
Identity Attack0.0071035884
Insult0.008823884
Profanity0.010296722
Threat0.006485652
Severe Toxicity0.00071525574
Low Tox 0.01859777 Moderate Con 0.472 Policy_Critique
Nov 23, 2025 1 likes Quebec Ends Economic Immigration Program …
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.