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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: "I am a Canadian residing …" 64 comments · Page 3 of 3
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)
Another important concern is that visa officers in certain countries who facilitated fake applications through bribery should be thoroughly investigated, while many genuine and legitimate visitor‑visa applicants — who simply wished to visit Canada and …
Another important concern is that visa officers in certain countries who facilitated fake applications through bribery should be thoroughly investigated, while many genuine and legitimate visitor‑visa applicants — who simply wished to visit Canada and enjoy places like Niagara Falls — were unfairly rejected. The full staff in these offices should be reassigned, and the approval systems and procedures should be completely overhauled to ensure transparency, accountability, and proper decision‑making going forward. Immigrants who have legitimately obtained Permanent Residence or Canadian citizenship are also facing unfair barriers, especially in the job market. Despite having full legal status, many are not even given interview opportunities, while corrupted or poorly monitored ATS systems are being exploited by bad actors. Employers — including major banks and other leading organizations — have hired temporary workers without properly verifying their status or detecting fake documentation. Canada needs a clear hiring principle: priority should be given to Canadian citizens and Permanent Residents first, and only when no qualified applicants exist should other categories be considered. LMIA approvals should be paused to prevent misuse and ensure fairness for those who have followed the legal pathway. Strengthening verification processes and enforcing employer accountability would help restore integrity and fairness in both the immigration and employment systems. Many of these immigrants have sacrificed their assets and life savings in their home countries, embraced Canada as their new motherland, and now find themselves suffering with no realistic path to return — making fairness and accountability in the system even more essential.
Identity Attack0.0071405866
Insult0.021803947
Profanity0.011646013
Threat0.006848133
Severe Toxicity0.0010585785
Low Tox 0.037105743 Constructive 0.723
Jan 4, 2026 Deportations From Canada at Their …
Please help me understand why mass migration is considered beneficial. I believe globalization has very significant drawbacks. My primary concern is for my fellow Canadians "ONLY." It seems that the increase in new residents is …
Please help me understand why mass migration is considered beneficial. I believe globalization has very significant drawbacks. My primary concern is for my fellow Canadians "ONLY." It seems that the increase in new residents is driven largely by political motives, as new migrants often support the Liberal Party due to the benefits they receive upon arrival. Both the Liberal government in Canada and the Democrats in the United States appear to be aware of this trend. Regardless of political affiliation—whether Liberal, Conservative, Green, or any other party—if my party were to adopt such a policy, I would oppose it. Canadians really need to wake up. We need responsible citizenship that upholds and strengthens our Canadian culture and values.
Identity Attack0.013948337
Insult0.016784932
Profanity0.011201942
Threat0.00636914
Severe Toxicity0.0010156631
Low Tox 0.034041706 Constructive 0.856 Identity_Assertion
Feb 17, 2026 21 likes LILLEY UNLEASHED: The fall of …
0:38 Yes, immigrants in Canada pay taxes. Your tax obligations depend on your residency status, which is based on factors like the number of days you spend in Canada and your ties to the country. …
0:38 Yes, immigrants in Canada pay taxes. Your tax obligations depend on your residency status, which is based on factors like the number of days you spend in Canada and your ties to the country. Income earned from Canadian sources is generally taxable for both residents and non-residents.
Identity Attack0.01766643
Insult0.010096892
Profanity0.011133623
Threat0.0057606893
Severe Toxicity0.00088214874
Low Tox 0.028031485 Moderate Con 0.451 Meta_Commentary
Oct 27, 2025 Inside Canada's Indian Metropolis (Brampton)
When you get your residency, suddenly you start quitting your job and rely on government's social welfare . As a tax payer obviously I would like those benefits to go to Canadians first.
When you get your residency, suddenly you start quitting your job and rely on government's social welfare . As a tax payer obviously I would like those benefits to go to Canadians first.
Identity Attack0.012061302
Insult0.011996903
Profanity0.009442741
Threat0.0062008454
Severe Toxicity0.0009012222
Low Tox 0.026970858 Constructive 0.578
Nov 26, 2025 Quebec Ends Economic Immigration Program …
We are talking refugees here. Individual Immigrants get a work permit as part of their immigration and permanent residency package. Refugees get more benefits than Canadian citizens, Canadian senior citizens, and even Canadian Permanent Residents.
We are talking refugees here. Individual Immigrants get a work permit as part of their immigration and permanent residency package. Refugees get more benefits than Canadian citizens, Canadian senior citizens, and even Canadian Permanent Residents.
Identity Attack0.01766643
Insult0.010172892
Profanity0.00998929
Threat0.0060098954
Severe Toxicity0.000910759
Low Tox 0.025792383 Moderate Con 0.396
Dec 8, 2025 How much do refugees and …
All international students are required to provide documents and statement letters in their student visa applications to prove that they intend to return to their home countries after their studies. The only thing that is …
All international students are required to provide documents and statement letters in their student visa applications to prove that they intend to return to their home countries after their studies. The only thing that is expected (not guaranteed in any way) is a post-graduation work permit to give them a chance to acquire Canadian work experience and have enough points to apply for permanent residency if they choose to. The government should only be responsible for those who were already selected and approved for residency before changes to the regulations. All future applicants should be evaluated based on the latest changes. That is not new, and all current immigrant citizens had to adapt to the changes to requirements back in their time as well.
Identity Attack0.008250522
Insult0.013820915
Profanity0.011184863
Threat0.0063626673
Severe Toxicity0.0008869171
Low Tox 0.025085296 Constructive 0.622 Policy_Critique
Jan 22, 2026 Why Canada’s immigration system has …
1:38 Yes, immigrants in Canada pay taxes. Your tax obligations depend on your residency status, which is based on factors like the number of days you spend in Canada and your ties to the country. …
1:38 Yes, immigrants in Canada pay taxes. Your tax obligations depend on your residency status, which is based on factors like the number of days you spend in Canada and your ties to the country. Income earned from Canadian sources is generally taxable for both residents and non-residents.
Identity Attack0.015355183
Insult0.009507888
Profanity0.010501678
Threat0.0057412707
Severe Toxicity0.00078201294
Low Tox 0.024378212 Moderate Con 0.487 Meta_Commentary
Oct 27, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
Pls come to Alberta. They working in fast foods and they using the bank account to receive the paycheck deposited to their friends or family which is permanent residence or Canadian. They change location almost …
Pls come to Alberta. They working in fast foods and they using the bank account to receive the paycheck deposited to their friends or family which is permanent residence or Canadian. They change location almost every year.
Identity Attack0.00984143
Insult0.012148905
Profanity0.009681856
Threat0.0059937127
Severe Toxicity0.00084877014
Low Tox 0.024378212 Constructive 0.505 Unverified_Claim
Oct 2, 2025 IRCC Names India in Study …
Not true. Most Canadians want smaller numbers and tighter requirements. The students and TEMPORARY workers think they automatically will get permanent residency, when in fact there are no guarantees..Why these people act like Canada did …
Not true. Most Canadians want smaller numbers and tighter requirements. The students and TEMPORARY workers think they automatically will get permanent residency, when in fact there are no guarantees..Why these people act like Canada did something wrong? Having that many people come is a strain on all our resources and job market. We have a right to decide who we need and want. Store manager is not a job that Canadians won't do.
Identity Attack0.009619443
Insult0.011844902
Profanity0.0094256615
Threat0.005922511
Severe Toxicity0.00069618225
Low Tox 0.020960633 Constructive 0.763 Policy_Critique
Feb 11, 2026 1 likes Canada's tighter immigration policy divides …
100% Common sense! At some point, the Canadian government needs to prioritize Canadian and permanent residents; And let employers cover the cost of discounted private insurance for work permit holders.
100% Common sense! At some point, the Canadian government needs to prioritize Canadian and permanent residents; And let employers cover the cost of discounted private insurance for work permit holders.
Identity Attack0.0039587705
Insult0.007930879
Profanity0.009357343
Threat0.00598724
Severe Toxicity0.0005578995
Low Tox 0.010492661 Constructive 0.57 Policy_Critique
Feb 24, 2026 'We do know that there's …
This immigration rule is not being enforced the way the government claims. IRCC is still handing out temporary resident visas—student visas, visitor visas, and visitor visa extensions—too easily. They’re approving 1-year visitor extensions, then another …
This immigration rule is not being enforced the way the government claims. IRCC is still handing out temporary resident visas—student visas, visitor visas, and visitor visa extensions—too easily. They’re approving 1-year visitor extensions, then another 6 months, and sometimes even another full year if someone applies again. How is that stricter than before? It’s not. The government is misleading Canadians when it says immigration rules are tightening. In reality, it’s becoming more lenient, and it’s frustrating for those of us who follow the rules, pay taxes, and contribute honestly to this country.
Identity Attack0.00021630489
Insult0.00028040312
Profanity0.000052242904
Threat0.000028844901
Severe Toxicity0.000002951865
Low Tox 0.00092790026 Policy_Critique
Jun 6, 2025
Many other countries make Canadians and others give fingerprints and pictures on arrival and check in on a regular basis with address with proof of residence in county. Nothing new.
Many other countries make Canadians and others give fingerprints and pictures on arrival and check in on a regular basis with address with proof of residence in county. Nothing new.
Identity Attack0.000128611
Insult0.00015379084
Profanity0.00001789461
Threat0.000029106137
Severe Toxicity0.000002663863
Low Tox 0.00042464532 Comparative_Framing
Dec 11, 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.