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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 #}

Comment Explorer

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Active: "Canada is not an "economic …" 87 comments · Page 4 of 4
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 …
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 …
Canada is not an "economic zone", it is our home. Let's keep it that way.
Canada is not an "economic zone", it is our home. Let's keep it that way.
Identity Attack0.00725158
Insult0.009906891
Profanity0.009767254
Threat0.0065827454
Severe Toxicity0.00084400177
Low Tox 0.019226074 Moderate Con 0.44 Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
For the last decade, Canada has been aggresively trying to boost its population in order to avoid a population collapse among native born Canadians in the next 20 years. Demographics are destiny. Governments need people …
For the last decade, Canada has been aggresively trying to boost its population in order to avoid a population collapse among native born Canadians in the next 20 years. Demographics are destiny. Governments need people to support the economy and tax system. You can’t have economic growth without population growth.
Identity Attack0.006511623
Insult0.00971689
Profanity0.009587918
Threat0.006479179
Severe Toxicity0.00076293945
Low Tox 0.017592486 Moderate Con 0.357 Economic_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Immigrants are vital to Canada's economic growth and demographic health. The challenges often attributed to them are largely consequences of policy gaps in integration, settlement support, and long-term infrastructure planning. Improving the system involves refining …
Immigrants are vital to Canada's economic growth and demographic health. The challenges often attributed to them are largely consequences of policy gaps in integration, settlement support, and long-term infrastructure planning. Improving the system involves refining immigrant selection and focusing on successful inclusion rather than reducing numbers.
Identity Attack0.0103594
Insult0.008405882
Profanity0.009152388
Threat0.0060649146
Severe Toxicity0.00068187714
Low Tox 0.016838523 Constructive 0.563 Economic_Argument
Jan 19, 2026 Why Canada’s immigration system has …
Just want to highlight something critically important : Canada had in their past gone through a 10 million increase from 20 to 30 million ppl in 30 years from 1970 to 2000. then in the …
Just want to highlight something critically important : Canada had in their past gone through a 10 million increase from 20 to 30 million ppl in 30 years from 1970 to 2000. then in the next 25 years, going from 30 to 40 million ppl. so essentially it's not just population increase which only accelerated a bit, but it's the fact they didn't expand their economic market size to accomodate and reflect the needs that come with this increase.
Identity Attack0.0021551251
Insult0.0069143726
Profanity0.0092292465
Threat0.005854546
Severe Toxicity0.00044345856
Low Tox 0.006942749 Moderate Con 0.458
Jun 24, 2025 1 likes How Canada broke its immigration …
We can only hope, but new world order neoliberals want to make Canada a proper thrid world country of economic dualism in every city. The ultra wealthy people who have everything they want and more, …
We can only hope, but new world order neoliberals want to make Canada a proper thrid world country of economic dualism in every city. The ultra wealthy people who have everything they want and more, and you who will own nothing and be happy listing to Yoko Ono and John Lennon sing hippy songs to you.
Identity Attack0.00013972305
Insult0.0013130872
Profanity0.000056494053
Threat0.000030143
Severe Toxicity0.0000020706232
Low Tox 0.0021753937
Apr 28, 2025
Which “Immigrants have historically been a crucial driver of economic expansion in Canada? Where is your empirical evidence, Monsieur? Or, you just said it thinking that we will not pay attention to the fallacy. What …
Which “Immigrants have historically been a crucial driver of economic expansion in Canada? Where is your empirical evidence, Monsieur? Or, you just said it thinking that we will not pay attention to the fallacy. What a poor social-economic-political analysis. Sorry, Canada cannot take care of the whole world while some Canadians are in dare situation and the influx of immigrants are stifling off the resources and billions are given to foreign country to aid war.
Identity Attack0.00050741405
Insult0.00034904556
Profanity0.00002245363
Threat0.000031806645
Severe Toxicity0.0000024682852
Low Tox 0.0010979186 Policy_Critique
Apr 14, 2025
These immigrants were scheduled to leave anyway. They were well aware of it. So, it is not based on new immigration rules. The government tried to force too many people into the country, causing a …
These immigrants were scheduled to leave anyway. They were well aware of it. So, it is not based on new immigration rules. The government tried to force too many people into the country, causing a spike in housing prices and many other problems. This then affected every Canadian. A lot are becoming even poorer. It is one of the reasons they had more tent cities and 2 million people going to food banks along with 2/3 of Canadians with only 500.00 a month after all monthly bills were paid. That's 2/3 of Canadians. The Convoy had released these figures over a year ago at CPAC. Proving that Canada is in a huge mess economically because of these Liberal policies. @minimaxmiaandme.4971 - I don't hide behind a fake name. The Supreme Court ruled in favor of the convoy or did you forget? The Liberals violated Canadians' Constitutional Rights to Protest. Which proves they are more credible than the Liberals. Now be man enough to show your real identity.
Identity Attack0.00017204595
Insult0.00035070546
Profanity0.000051291976
Threat0.00004996549
Severe Toxicity0.000008668661
Low Tox 0.00093127653 Economic_Argument
Apr 15, 2025 18 likes
Of course Canadian must be included: the "new" Canada consists of mostly third world refugees and economic immigrants, and nobody is checking who is landing here anymore.
Of course Canadian must be included: the "new" Canada consists of mostly third world refugees and economic immigrants, and nobody is checking who is landing here anymore.
Identity Attack0.0003822023
Insult0.00020252395
Profanity0.000016734057
Threat0.000042898202
Severe Toxicity0.0000025539964
Low Tox 0.00080448174
Dec 8, 2025 1 likes
GDP growth from mass immigration is not the same as economic growth. Canada's economic growth was sacrificed for medium term expansion based on upward pressure on real estate.
GDP growth from mass immigration is not the same as economic growth. Canada's economic growth was sacrificed for medium term expansion based on upward pressure on real estate.
Identity Attack0.000055240725
Insult0.00012214512
Profanity0.000016503558
Threat0.000018080042
Severe Toxicity0.0000028445997
Low Tox 0.00027548813
Apr 14, 2025 6 likes
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.