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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: "There's many Canadians who are …" 368 comments · Page 15 of 15
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 …
Retired canadians RNs served canada 25 to 35 yrs and can not get a Doctor. We are not training our own young canadians, look how many doctors trained in canada are foreign. Also the doctors …
Retired canadians RNs served canada 25 to 35 yrs and can not get a Doctor. We are not training our own young canadians, look how many doctors trained in canada are foreign. Also the doctors that used to migrate in 70s, 80s 90s often British Scottish, Irish, South Africans with a different work ethic and most were surgeons and anesthesiologists or obstetricians. Great skill sets.
Identity Attack0.013948337
Insult0.012224905
Profanity0.00998929
Threat0.006039023
Severe Toxicity0.0009536743
Low Tox 0.025792383 Constructive 0.717 Policy_Critique
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
It's a correction for allowing too many claimants entering Canada with applications on shaky grounds. Glad it will save us 100s of millions offloading them from the support systems everyday Canadians actually need in these …
It's a correction for allowing too many claimants entering Canada with applications on shaky grounds. Glad it will save us 100s of millions offloading them from the support systems everyday Canadians actually need in these times.
Identity Attack0.008509507
Insult0.01306091
Profanity0.00993805
Threat0.0073918556
Severe Toxicity0.00096321106
Low Tox 0.025792383 Constructive 0.601
Dec 24, 2025 Deportations From Canada at Their …
many canadians apply for 100 jobs and get no job.
many canadians apply for 100 jobs and get no job.
Identity Attack0.012943448
Insult0.010476895
Profanity0.009733095
Threat0.0062526283
Severe Toxicity0.00077724457
Low Tox 0.023553278 Low Con 0.238 Economic_Argument
Feb 22, 2026 1 likes LILLEY UNLEASHED: The fall of …
They have become many Canadians' neighbors, like it or not
They have become many Canadians' neighbors, like it or not
Identity Attack0.013244915
Insult0.009640889
Profanity0.011594773
Threat0.006874025
Severe Toxicity0.0010442734
Low Tox 0.022964042 Moderate Con 0.377
Oct 10, 2025 IRCC Names India in Study …
Justin has let too many in. Canadians need support right now .
Justin has let too many in. Canadians need support right now .
Identity Attack0.0074365693
Insult0.011730902
Profanity0.009681856
Threat0.0067057298
Severe Toxicity0.0008678436
Low Tox 0.021903414 Moderate Con 0.342
Nov 23, 2025 29 likes Quebec Ends Economic Immigration Program …
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 …
Quebec actually has had its own immigration policy and section at Canadian embassies throughout the world. Those who wanted to immigrate to Canada found it easier and faster to immigrate through Quebec than through Canada …
Quebec actually has had its own immigration policy and section at Canadian embassies throughout the world. Those who wanted to immigrate to Canada found it easier and faster to immigrate through Quebec than through Canada in general. This was due to the French language requirements in order to increase the number of French speakers. However, many would abuse the system by immigrating to Quebec, then move to more anglophone provinces and cities like Toronto or Vancouver...
Identity Attack0.009360458
Insult0.010096892
Profanity0.009562299
Threat0.0061878995
Severe Toxicity0.0006723404
Low Tox 0.020231359 Moderate Con 0.473
Nov 21, 2025 50 likes Quebec Ends Economic Immigration Program …
We have a serious unemployment crisis in this country that is particularly affecting young Canadians. The unemployment rate has been continuously going up over the last three years. It has now hit 7.1%, but the …
We have a serious unemployment crisis in this country that is particularly affecting young Canadians. The unemployment rate has been continuously going up over the last three years. It has now hit 7.1%, but the youth unemployment rate is really at catastrophic levels, at 14.5%. Many young people are desperately looking for jobs and are unable to find them.
Identity Attack0.0052906936
Insult0.010818896
Profanity0.009784333
Threat0.0062008454
Severe Toxicity0.0006341934
Low Tox 0.019854378 Constructive 0.581 Economic_Argument
Sep 30, 2025 25 likes IRCC Names India in Study …
THANK YOU FOR COVERING THIS! I am canadian born 99 in brampton, I have lived in many cities in Ontario but brampton is on a different level
THANK YOU FOR COVERING THIS! I am canadian born 99 in brampton, I have lived in many cities in Ontario but brampton is on a different level
Identity Attack0.0068446035
Insult0.00975489
Profanity0.010621235
Threat0.0061231707
Severe Toxicity0.00081539154
Low Tox 0.01633588 Constructive 0.636 Personal_Narrative
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Good. Too many immigrants is a strain on all benefits for Canadian citizens. Citizens should be cared for first and foremost.
Good. Too many immigrants is a strain on all benefits for Canadian citizens. Citizens should be cared for first and foremost.
Identity Attack0.008180447
Insult0.0014411219
Profanity0.000020158452
Threat0.00014765137
Severe Toxicity0.0000027731217
Low Tox 0.0092437975 Economic_Argument
Apr 16, 2025 83 likes
If you're Canadian,you don't need to face any border measures by just not going to the United States of Ammo.Why go to Trump's prison if they're are so many better and safer places to travel …
If you're Canadian,you don't need to face any border measures by just not going to the United States of Ammo.Why go to Trump's prison if they're are so many better and safer places to travel to.
Identity Attack0.0031212054
Insult0.0018402105
Profanity0.000058827416
Threat0.00014311883
Severe Toxicity0.0000030153317
Low Tox 0.007891749
Dec 8, 2025
Mexican and Canadian visitors entering on a B2 visitor visa and staying longer than 30 days or traveling beyond 25 miles must apply for an I-94. Biometrics and photo is taken. It's been this way …
Mexican and Canadian visitors entering on a B2 visitor visa and staying longer than 30 days or traveling beyond 25 miles must apply for an I-94. Biometrics and photo is taken. It's been this way for many years. Really nothing really new here. Just enforcing the law that has been in place since 1996. Known as the 96 Act of the INA. I am a retired INS Inspector and spent 17 years on the San Diego/Tijuana land border crossing. I put my entry stamp on thousands of I-94's.
Identity Attack0.00074456655
Insult0.00022661212
Profanity0.00003744463
Threat0.00004035115
Severe Toxicity0.0000029890857
Low Tox 0.00093714095 Personal_Narrative
Dec 10, 2025 4 likes
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
Many Canadians have pulled their RVs out of northern New York and are finding spots in Ontario instead. Sad that it will affect decent American businesses but there will be many unexpected consequences to the …
Many Canadians have pulled their RVs out of northern New York and are finding spots in Ontario instead. Sad that it will affect decent American businesses but there will be many unexpected consequences to the erratic behaviour of the Trumpet.
Identity Attack0.00011903924
Insult0.00037715834
Profanity0.000028584078
Threat0.000027960263
Severe Toxicity0.0000019255622
Low Tox 0.00084045675 Economic_Argument
Dec 9, 2025 22 likes
How many Canadians can even afford to go to the States? I can barely afford to go to work.
How many Canadians can even afford to go to the States? I can barely afford to go to work.
Identity Attack0.00034417136
Insult0.00019014589
Profanity0.000022440272
Threat0.000039043804
Severe Toxicity0.000002531054
Low Tox 0.0007101673
Dec 10, 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.