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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

Browse comments with toxicity & constructive scores. Filter by keyword, polarity, toxicity range, or cluster.

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Active: "Bring it. We Canadians have …" 166 comments · Page 7 of 7
I have heard the skilled laborer argument for years. Canadian governments keep saying we need to bolster the work force with immigrants. I've heard this for 20+ years, and they're still saying it. It hasn't …
I have heard the skilled laborer argument for years. Canadian governments keep saying we need to bolster the work force with immigrants. I've heard this for 20+ years, and they're still saying it. It hasn't worked because bringing in immigrants only treats the symptoms not the cause.
Identity Attack0.025002124
Insult0.014124917
Profanity0.00997221
Threat0.0066927844
Severe Toxicity0.0011301041
Low Tox 0.039226998 Constructive 0.626 Policy_Critique
Jun 21, 2025 1 likes How Canada broke its immigration …
Canada benefits a lot from immigration, and it’s one of the main reasons the country actively encourages newcomers. Here’s a breakdown in simple terms: ✅ Benefits of Immigration for Canada Population Growth Canada has a …
Canada benefits a lot from immigration, and it’s one of the main reasons the country actively encourages newcomers. Here’s a breakdown in simple terms: ✅ Benefits of Immigration for Canada Population Growth Canada has a low birth rate, so without immigrants, the population would shrink. Immigration helps keep the workforce young and growing. Economic Growth Newcomers fill jobs, start businesses, and pay taxes. Skilled immigrants help in industries facing shortages (healthcare, tech, trucking, etc.). Diversity & Innovation Different backgrounds bring new ideas, cultural exchange, and global connections. Many successful Canadian companies were started by immigrants. Support for Aging Population Canada has many retirees. Immigrants contribute to pension plans and healthcare systems, supporting older generations. Global Reputation Canada is seen as a welcoming, multicultural country, which boosts tourism, trade, and international partnerships. ⚠️ Challenges (but still manageable) Housing demand increases
Identity Attack0.019877186
Insult0.017012933
Profanity0.012277958
Threat0.0068999166
Severe Toxicity0.0015926361
Low Tox 0.03875561 Constructive 0.672
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
My brother works for immigration Canada, he said that although Carney said immigrants are deported, but in reality his government is bringing in more Asylum refugees into Canada, which means Canadians will have to take …
My brother works for immigration Canada, he said that although Carney said immigrants are deported, but in reality his government is bringing in more Asylum refugees into Canada, which means Canadians will have to take care of them with their tax dollars. Carney told the immigration workers not to tell anyone about this.
Identity Attack0.022791367
Insult0.013782915
Profanity0.010450439
Threat0.006763986
Severe Toxicity0.0010871887
Low Tox 0.03734144 Constructive 0.693
Dec 24, 2025 8 likes Deportations From Canada at Their …
Canadians need to understand we have a huge immigration problem. We need to close temporatly our borders. stable our immigration, Health and assitenace programs. We need to fix our problems before we coulld help someone …
Canadians need to understand we have a huge immigration problem. We need to close temporatly our borders. stable our immigration, Health and assitenace programs. We need to fix our problems before we coulld help someone else. We are a sinking ship at the momment. lets not bring everyone down with it.
Identity Attack0.017264472
Insult0.013478912
Profanity0.010313802
Threat0.007870848
Severe Toxicity0.0011587143
Low Tox 0.036162965 Constructive 0.604 Fear_Threat
Nov 24, 2025 1 likes Quebec Ends Economic Immigration Program …
Im also an immigrant but I came here because I liked Canadian culture, I didn't want to bring my Country's culture here. I simply wanted to live a North American lifestyle. This is entirely different. …
Im also an immigrant but I came here because I liked Canadian culture, I didn't want to bring my Country's culture here. I simply wanted to live a North American lifestyle. This is entirely different. Its just changing your location, and continuing to live in a mini India inside a different geography. If I want to experience my country's culture again and if I miss it I simply do a visit to my family back home.
Identity Attack0.025002124
Insult0.012414906
Profanity0.011816809
Threat0.0062008454
Severe Toxicity0.0011301041
Low Tox 0.034513097 Constructive 0.717
Sep 20, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Hi, as I mentioned before I prepare myself for citizenship test and I don't have my country password, when I was coming to Canada my country situation was very bad, so Canadian people who were …
Hi, as I mentioned before I prepare myself for citizenship test and I don't have my country password, when I was coming to Canada my country situation was very bad, so Canadian people who were in my country decided to bring me without passport, that's why I don't have my country passport with me. Would it be possible to do the test without preparing some documents like passport?
Identity Attack0.020681098
Insult0.012566907
Profanity0.011389818
Threat0.006427396
Severe Toxicity0.0009918213
Low Tox 0.03309893 Constructive 0.641
Apr 29, 2025 2 likes Canadian Citizenship Test 2025 – …
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 …
1st person spoke Absolutely the Truth ! Canada was built by immigrants and they loved Canadian Values and that’s why it was here all the way to 2018 With the Liberals Federal and PROVINCIAL Governments …
1st person spoke Absolutely the Truth ! Canada was built by immigrants and they loved Canadian Values and that’s why it was here all the way to 2018 With the Liberals Federal and PROVINCIAL Governments with what they did to every single Canadian Citizen ! All an Agenda and there’s going to be a major snap back ! I hope We as Humanity wake up and join together to bring peace and prosperity back not by government but by each and every single Culture has an.
Identity Attack0.010803374
Insult0.011578901
Profanity0.00998929
Threat0.0060778605
Severe Toxicity0.0010681152
Low Tox 0.023671126 Constructive 0.691
Sep 11, 2025 1 likes Why Canadians Are Turning Against …
Thank you for bringing this to light. As a Canadian near video location - this is a massive issues to us here.
Thank you for bringing this to light. As a Canadian near video location - this is a massive issues to us here.
Identity Attack0.006437627
Insult0.009393888
Profanity0.00998929
Threat0.006440342
Severe Toxicity0.0006532669
Low Tox 0.017341165 Constructive 0.635 Personal_Narrative
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
as a Canadian I thank you for bringing this to peoples attention
as a Canadian I thank you for bringing this to peoples attention
Identity Attack0.00725158
Insult0.008595883
Profanity0.012073003
Threat0.0068287146
Severe Toxicity0.0008583069
Low Tox 0.014890783 Constructive 0.542 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
As a Canadian I Thank you for bringing awareness to this
As a Canadian I Thank you for bringing awareness to this
Identity Attack0.004236255
Insult0.006838372
Profanity0.011253181
Threat0.0068028234
Severe Toxicity0.00074386597
Low Tox 0.008796243 Constructive 0.538 Solidarity
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Thank you for bringing this to attention for us Canadians 🙏
Thank you for bringing this to attention for us Canadians 🙏
Identity Attack0.0035332954
Insult0.00647737
Profanity0.009733095
Threat0.0063885585
Severe Toxicity0.00059366226
Low Tox 0.00713124 Moderate Con 0.49 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
Maybe with a new, and NOT Liberal, government, family breadwinners can earn enough so that Canadians can affort to have the children that will make it not so necessary to import workers. It wouldn't be …
Maybe with a new, and NOT Liberal, government, family breadwinners can earn enough so that Canadians can affort to have the children that will make it not so necessary to import workers. It wouldn't be so bad if immigrants (not all - I know) didn't bring all their frustrations and anger from their home with them into our society. Currently immigration causes way too much friction and divisivness in Canada. They bring their problems with them They need to solve those issues in their home countries. We don't need those problems to be faught here in our peaceful country.
Identity Attack0.00075307256
Insult0.0003533653
Profanity0.000024432342
Threat0.000047496353
Severe Toxicity0.0000027140154
Low Tox 0.0014553746 Policy_Critique
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
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
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.