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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: "Our imports from Canada are …" 110 comments · Page 5 of 5
My neighbour is a high skilled import for a Canadian job. Now he still lives in Canada but works remote for a US organization and he still isn’t a citizen. Something smells fishy, huh. I’m …
My neighbour is a high skilled import for a Canadian job. Now he still lives in Canada but works remote for a US organization and he still isn’t a citizen. Something smells fishy, huh. I’m a high skilled Canadian but couldn’t find permanent work after a layoff in 2015. Funny how in my contract roles I constantly work alongside so many new arrivals that find work 2 months after they get here. I’m sure $$ in wages and subsidies were involved.
Identity Attack0.014350293
Insult0.020063626
Profanity0.011509376
Threat0.0059516393
Severe Toxicity0.0011491776
Low Tox 0.0438942 Constructive 0.647 Personal_Narrative
Jun 20, 2025 2 likes How Canada broke its immigration …
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 …
Two words: Country Caps. Preserve Canadian culture, my family assimilated to Canada when they came generations ago. Now the government is wholesale importing another country's culture and wondering why there are problems.
Two words: Country Caps. Preserve Canadian culture, my family assimilated to Canada when they came generations ago. Now the government is wholesale importing another country's culture and wondering why there are problems.
Identity Attack0.014953227
Insult0.014884921
Profanity0.009536679
Threat0.0059807673
Severe Toxicity0.0009202957
Low Tox 0.034041706 Constructive 0.542
Sep 19, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
The importation /replication of the old country ways to Canada is going escalate into a major problem.
The importation /replication of the old country ways to Canada is going escalate into a major problem.
Identity Attack0.0066596144
Insult0.009640889
Profanity0.009664777
Threat0.006641001
Severe Toxicity0.00078201294
Low Tox 0.01847211 Low Con 0.184 Fear_Threat
Feb 8, 2026 Inside Canada's Indian Invasion...
Attempted my test in Jan 2026, yes this video helps but you must read the official discover Canada guide at least once and have a good knowledge of you local, provincial, federal government at current …
Attempted my test in Jan 2026, yes this video helps but you must read the official discover Canada guide at least once and have a good knowledge of you local, provincial, federal government at current time. Also question from this video can be asked in form of true/false, so it’s important to pay proper attention to what you reading. Good luck.
Identity Attack0.0020071338
Insult0.0077408776
Profanity0.00950252
Threat0.0062267366
Severe Toxicity0.00051498413
Low Tox 0.009613037 Constructive 0.707
Jan 10, 2026 2 likes Canadian Citizenship Test 2025 – …
As an American who views/reads issues regarding Canada and our relationship with it In general, the SUN presents a balanced view of newsworthy issues. In my opinion, this is VERY important for the consumer .. …
As an American who views/reads issues regarding Canada and our relationship with it In general, the SUN presents a balanced view of newsworthy issues. In my opinion, this is VERY important for the consumer .. the citizen Thank you .. following you .. Great journalism!
Identity Attack0.0025713511
Insult0.0073988754
Profanity0.009818493
Threat0.0061166976
Severe Toxicity0.0005674362
Low Tox 0.008105109 Constructive 0.729 Meta_Commentary
Feb 18, 2026 1 likes LILLEY UNLEASHED: The fall of …
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 …
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
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.