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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 #}

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Active: "For the life of me …" 602 comments · Page 22 of 25
1st world countries have been living the high life for to long anyway. It's good to see the world change but not into a rich or poor without middle class
1st world countries have been living the high life for to long anyway. It's good to see the world change but not into a rich or poor without middle class
Identity Attack0.024600167
Insult0.020063626
Profanity0.014703264
Threat0.006809296
Severe Toxicity0.0016212463
Low Tox 0.05750068 Moderate Con 0.427
Aug 26, 2025 Why Canadians Are Turning Against …
I am an Indo-canadian who migrated from UAE 2 decades ago. Came thro proper channel of PR and became a citizen 4 yrs later. Qualified as a CPA burning the midnight oil, raised 2 kids …
I am an Indo-canadian who migrated from UAE 2 decades ago. Came thro proper channel of PR and became a citizen 4 yrs later. Qualified as a CPA burning the midnight oil, raised 2 kids thro Univ who are employed now. Trudeau, to be in power, joined hands with Jagmeet Singh. I know of a 2 shutter shop in Brampton East, registered as a college, which issued 4000 student visas. I wonder whether the Immigration dept checked on the college before issuing the visas. Now, we have students, whose visas have expired, whose families in India have mortgaged everything (primarily from Punjab, Haryana & Gujarat) who are here working for cash. I think we must revisit the files, track them out, see their educational background and give them opportunites. Indian origin folks must also educate their families back home on reality. With a growth rate of 7% + India is the country to be in, for these youngsters, to grow in life
Identity Attack0.01656105
Insult0.02618698
Profanity0.015249812
Threat0.0070034824
Severe Toxicity0.0017642975
Low Tox 0.056758508 Constructive 0.839 Personal_Narrative
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
SO?? What Is the BIG problem.!! They are happy to come back home and help their company of birth. Don't makes DRAMA. Is LIFE.
SO?? What Is the BIG problem.!! They are happy to come back home and help their company of birth. Don't makes DRAMA. Is LIFE.
Identity Attack0.0032003147
Insult0.023028618
Profanity0.013917602
Threat0.006356194
Severe Toxicity0.0012969971
Low Tox 0.056758508 Moderate Con 0.5 Solidarity
Jan 20, 2026 2.9 million Canadian temporary visas …
In the UK in 1860 7 year old boys (and girls) worked 12 hour shifts in mines and factories, most died before they had children themselves. A hundred years later in 1960 the school leaving …
In the UK in 1860 7 year old boys (and girls) worked 12 hour shifts in mines and factories, most died before they had children themselves. A hundred years later in 1960 the school leaving age was 15 and life expectancy had reached 70 plus and people worked a 40 hour week with paid holidays and a pension to come in your later years. The first time in thousands of years that the average person could have a decent life and live more than an average of thirty years. We now just take that for granted and the third world instead of working to improve their own countries want to come here and live off the system we have created. Our polticians have guilt tripped us into having compassion for these people and now the shear weight of numbers is dragging us backwards and reversing 150 years gains, we are now at the point that if drastic is not taken we will be back to pre Victorian times within 10 years.
Identity Attack0.0069185994
Insult0.02618698
Profanity0.01941724
Threat0.0076766624
Severe Toxicity0.0018310547
Low Tox 0.05651112 Constructive 0.648
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
I'm Going Harder Then Lastime.....To get you SAVED! Give your life to Jesus the Christ. Get a King James Bible and follow the Ministry of Paul for the Church Age. 1 Corinthians 15: 1-4
I'm Going Harder Then Lastime.....To get you SAVED! Give your life to Jesus the Christ. Get a King James Bible and follow the Ministry of Paul for the Church Age. 1 Corinthians 15: 1-4
Identity Attack0.014752249
Insult0.014580919
Profanity0.015591404
Threat0.014220826
Severe Toxicity0.0033569336
Low Tox 0.055521555 Moderate Con 0.36 Advertisement_Spam
Jan 27, 2026 Inside Canada's Indian Invasion...
(This can be viewed as assumptions but it's factual) Was at a A&W last night me and my fiancee were the only Canadians there... went to Walmart after.... Now sure I wasn't in every part …
(This can be viewed as assumptions but it's factual) Was at a A&W last night me and my fiancee were the only Canadians there... went to Walmart after.... Now sure I wasn't in every part of Walmart but I only seen one actual Canadian born worker... Sure it can be said it's assumption on my part but I am confident with my assumption based on what I saw. Our public transportation ( bus ) there's only 4 Canadians left. Now our busses speed, don't give time for people to get on safely.... accidents almost daily. And from what I heard there has to be a shuttle bus on standby because the new drivers just make false claims of accidents and issues so shuttle has to come and pick up the people on the bus to finish the route. Our rental market is far and thin. Our homeless is Canadians NOT foreign. And we are seeking illicit activities and mind altering chemicals to deal with the stress of life more and more each day. Concerns me my son and daughter have to grow up like this. I fear for them and their future in a country that I once believed in. I'm not racist I try my best to treat everyone fairly and equally. But Canada is changing and it's causing great impact we can't handle.
Identity Attack0.02138452
Insult0.024511116
Profanity0.015728042
Threat0.007832011
Severe Toxicity0.0019836426
Low Tox 0.054779384 Constructive 0.835
Aug 31, 2025 4 likes Why Canadians Are Turning Against …
I have such mixed feelings watching this video and the following is just my opinion. I am an immigrant from India too and I love my country's values and culture but I also realize its …
I have such mixed feelings watching this video and the following is just my opinion. I am an immigrant from India too and I love my country's values and culture but I also realize its drawbacks. When I came here, my immediate instinct was not to change everything to how it was back home...It was rather to learn the culture and values of Canada too (which I know is in and itself a mixture of multiple cultures). If you are reading this my fellow Indians, It is truly my most humble request to remember that you don't have have to quit your culture, but that does not mean that you make no effort or take part in involving yourself in other cultures or mock them. You have the chance to better a country that has offered YOU a better life. Please don't ruin things for other immigrants or Canadians. We are resilient, and we can choose the best of both worlds.
Identity Attack0.035331827
Insult0.020837102
Profanity0.018324144
Threat0.0071070488
Severe Toxicity0.0020980835
Low Tox 0.05354243 Constructive 0.863 Personal_Narrative
Nov 1, 2025 78 likes Inside Canada's Indian Metropolis (Brampton)
People from India want more freedom and are embracing modern life more.
People from India want more freedom and are embracing modern life more.
Identity Attack0.048737846
Insult0.017163089
Profanity0.020783609
Threat0.008556974
Severe Toxicity0.0024986267
Low Tox 0.05354243 Low Con 0.255 Comparative_Framing
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Well life in every country is the same. Big picture is change is here. Adept!!!. I learned some Punjabi to buy a used car from a Punjabi guy. Got a better deal just for that …
Well life in every country is the same. Big picture is change is here. Adept!!!. I learned some Punjabi to buy a used car from a Punjabi guy. Got a better deal just for that little thing. Just saying😁
Identity Attack0.035331827
Insult0.018581128
Profanity0.019553876
Threat0.0078449575
Severe Toxicity0.0024414062
Low Tox 0.05354243 Constructive 0.669
Sep 29, 2025 Why Canadians Are Turning Against …
I've read India has the biggest number of unemployed men under 50ty. No wonder why they're moving to different countries despite the fact the life is easier in India, like he said.
I've read India has the biggest number of unemployed men under 50ty. No wonder why they're moving to different countries despite the fact the life is easier in India, like he said.
Identity Attack0.04667538
Insult0.016556932
Profanity0.011936366
Threat0.006763986
Severe Toxicity0.0015830994
Low Tox 0.051563308 Constructive 0.636 Comparative_Framing
Oct 1, 2025 Inside Canada's Indian Metropolis (Brampton)
as a person who moved from alberta to brampton due to a family emergency for just 1 year, i was not prepared for the nosedive in quality of life at all
as a person who moved from alberta to brampton due to a family emergency for just 1 year, i was not prepared for the nosedive in quality of life at all
Identity Attack0.00621564
Insult0.023221988
Profanity0.017162729
Threat0.0063432488
Severe Toxicity0.0012302399
Low Tox 0.051068526 Constructive 0.513 Personal_Narrative
Sep 19, 2025 315 likes Inside Canada's Indian Metropolis (Brampton)
Canadians wonder why their quality of life is changing. This is only the beginning!
Canadians wonder why their quality of life is changing. This is only the beginning!
Identity Attack0.030175667
Insult0.01890341
Profanity0.009920971
Threat0.006763986
Severe Toxicity0.0015735626
Low Tox 0.050821137 Low Con 0.281
Nov 21, 2025 3 likes Thousands of refugees allowed into …
For over a century, hardworking Sikh Punjabi community has been an integral part of Canada’s growth and prosperity. Their contributions span agriculture, industry, public service, and cultural life—strengthening the fabric of Canadian society. In recent …
For over a century, hardworking Sikh Punjabi community has been an integral part of Canada’s growth and prosperity. Their contributions span agriculture, industry, public service, and cultural life—strengthening the fabric of Canadian society. In recent time, concerns have emerged about indian government covert operations linked to foreign non sikh actors. It is important that Canada remains vigilant against any external threats to its sovereignty, especially when such actions undermine public safety or democratic values.
Identity Attack0.038425524
Insult0.020643732
Profanity0.012346277
Threat0.008582866
Severe Toxicity0.0017642975
Low Tox 0.050326355 Constructive 0.606 Solidarity
Sep 30, 2025 IRCC Names India in Study …
29% Catholics in Canada.Most vote Liberal.Catholics I believe are behind Canadas changing life here.
29% Catholics in Canada.Most vote Liberal.Catholics I believe are behind Canadas changing life here.
Identity Attack0.04822223
Insult0.015188923
Profanity0.011082385
Threat0.006220264
Severe Toxicity0.0014019012
Low Tox 0.049831573 Constructive 0.615 Unverified_Claim
Sep 9, 2025 1 likes Why Canadians Are Turning Against …
My husband is an immigrant when he came nothing was given His family came over for a new life & new opportunities They integrated in the Canadian culture He does not agree that the new …
My husband is an immigrant when he came nothing was given His family came over for a new life & new opportunities They integrated in the Canadian culture He does not agree that the new immigrants get all the benefits & preferential treatment
Identity Attack0.035589635
Insult0.01625293
Profanity0.010757872
Threat0.006051969
Severe Toxicity0.0011396408
Low Tox 0.049089402 Constructive 0.709
Aug 25, 2025 15 likes Why Canadians Are Turning Against …
Why would.. anyone want to go to the US if they've got citizenship or any kind of life in Canada?
Why would.. anyone want to go to the US if they've got citizenship or any kind of life in Canada?
Identity Attack0.03249594
Insult0.014884921
Profanity0.012243799
Threat0.006272047
Severe Toxicity0.0016784668
Low Tox 0.048842013 Low Con 0.23 Question
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I am an immigrant, and I have never been in favor of open borders. It puts people at risk and degrades life quality. I approve Quebec's message.
I am an immigrant, and I have never been in favor of open borders. It puts people at risk and degrades life quality. I approve Quebec's message.
Identity Attack0.026408968
Insult0.015872927
Profanity0.010928668
Threat0.0074048014
Severe Toxicity0.0012111664
Low Tox 0.048594624 Constructive 0.761
Nov 21, 2025 24 likes Quebec Ends Economic Immigration Program …
I lived in Dallas for years. Our Indian neighbors were the nicest people. I had a Seik mailman he was a hard-working great guy. My neighbor grew melons. if any grew on my side, I …
I lived in Dallas for years. Our Indian neighbors were the nicest people. I had a Seik mailman he was a hard-working great guy. My neighbor grew melons. if any grew on my side, I would text her and say ok its mine now. She was so funny. There is a class system, but I must have lived with amazing people. If you make a friend of them. You have a friend for life. Again, this is Dallas millions of populations!
Identity Attack0.029402243
Insult0.017743196
Profanity0.023379711
Threat0.0082074385
Severe Toxicity0.0025558472
Low Tox 0.04834723 Constructive 0.827 Personal_Narrative
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
Whilst I do like your content, overall, there's a certain, i don't know, to some of your more recent stuff. After the young man who said he'd rather live in Punjab for the rest of …
Whilst I do like your content, overall, there's a certain, i don't know, to some of your more recent stuff. After the young man who said he'd rather live in Punjab for the rest of his life said that, you go on to show us a video of a not so good looking area of Puniab, is it? What exactly is that about?
Identity Attack0.01565665
Insult0.019225692
Profanity0.017777596
Threat0.0076119336
Severe Toxicity0.0015544891
Low Tox 0.04785245 Constructive 0.598 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
In India, there is no order on the roadway. It's literally real life bumper cars. Everyone is just constantly running into each other every 2 seconds. It's incredible. Totally different world.
In India, there is no order on the roadway. It's literally real life bumper cars. Everyone is just constantly running into each other every 2 seconds. It's incredible. Totally different world.
Identity Attack0.031980325
Insult0.016708933
Profanity0.017709278
Threat0.00713294
Severe Toxicity0.0022792816
Low Tox 0.04760506 Moderate Con 0.444 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
There are immigrants that make more per month than my grandfather who worked his entire life in this country and lives in a retirement home.
There are immigrants that make more per month than my grandfather who worked his entire life in this country and lives in a retirement home.
Identity Attack0.037909906
Insult0.013516913
Profanity0.013302735
Threat0.0059904763
Severe Toxicity0.0012588501
Low Tox 0.04735767 Constructive 0.524
Apr 1, 2020 2 likes How much do refugees and …
A 15K reduction by the Carney government is insulting. There are multiple immigration catergories- add them all together its more like 1 million a year, not 400k. Wake up Canada, this policy has serious impacts …
A 15K reduction by the Carney government is insulting. There are multiple immigration catergories- add them all together its more like 1 million a year, not 400k. Wake up Canada, this policy has serious impacts on many components of your life and future generations of your family's life.
Identity Attack0.009915425
Insult0.02173949
Profanity0.01127026
Threat0.0068869707
Severe Toxicity0.0011205673
Low Tox 0.04711028 Constructive 0.58 Policy_Critique
Feb 18, 2026 4 likes LILLEY UNLEASHED: The fall of …
This is not true. And now that the Government of Canada has hid it, I can no longer prove it. However, not only did my MP admit that they get close to 2500 dollars per …
This is not true. And now that the Government of Canada has hid it, I can no longer prove it. However, not only did my MP admit that they get close to 2500 dollars per month for the first year and sometimes longer. They are automatically authorized for a loan. And hey, 50,000 for a family is enough for a downpayment, while we can sit here working all our lives and never be able to buy a house. But they are automatically authorized. So the question is, why is it profittable to bring in refugees? Maybe if the government gave me 50,000 or 2500 per month, and or they gave me easier loans....I would have already been profiting Canada in many ways. Other than trying to work hard and when I can't get a job, because I am not part of a minority group, collecting ei or assistance and never getting anywhere in my life.
Identity Attack0.008879486
Insult0.02425329
Profanity0.015044857
Threat0.006492125
Severe Toxicity0.001411438
Low Tox 0.04686289 Constructive 0.795
Dec 29, 2018 How much do refugees and …
Immigration is a federal responsibility, not provincial and Canada should remain a welcoming country to all immigrants imo, but, if you're here on a work or student visa, newcomers should have to prove employment, training, …
Immigration is a federal responsibility, not provincial and Canada should remain a welcoming country to all immigrants imo, but, if you're here on a work or student visa, newcomers should have to prove employment, training, full-time enrollment, and residency on a quarterly basis. It would drastically limit people becoming ghosts in the system. Refugees and asylum seekers should be allowed 1 appeal only and removed immediately if their claim has been denied. A 90-day grace period should be enacted to get their paperwork and affairs in order. If you're here for a better life, steps should be taken to ensure you're actively trying to accomplish that goal until citizenship is granted. Jmho.
Identity Attack0.024198212
Insult0.018323302
Profanity0.012107162
Threat0.008712323
Severe Toxicity0.0018596649
Low Tox 0.045625936 Constructive 0.697 Policy_Critique
Feb 24, 2026 LILLEY UNLEASHED: The fall of …
This is why I desperately wish there was an actual Libertarian party to vote for in elections! There is a party, but they have not gotten enough signatures to be able to run yet, I …
This is why I desperately wish there was an actual Libertarian party to vote for in elections! There is a party, but they have not gotten enough signatures to be able to run yet, I don't even know if there is an office or representative in Ontario right now! I wish! Their policies (on paper) seem great, and geared more towards a 'Canada first'/'Canadians First' approach. They touch on a lot of topics and there seem to be a lot of things they want to change! But a government is still a government, they will be motivated by money regardless of any good intentions they may have. So if and when things change, WE NEED TO HOLD THEM ACCOUNTABLE! We as the citizens have the power to change things for the better! It's just unfortunate that I see so many people getting pushed down or ignored or hated because they are speaking their mind. Remember, Canada dosen't have laws like the US, our freedoms aren't as protected nor do we have the same freedoms they do (like owning and protecting your own property, or self defense!) We as people need to start being honest and expressing things instead of being terrified of the backlash (of which there will be in these times). The only way we can make progress is by deciding to get out of our comfort zones and standing for what is right! For the freedoms and protections we deserve! To make a future worth living for us and our children! It will not be easy, but when is change ever easy? I hope that one day I won't be terrified of the thought of bringing a life into this world and country. I hope I can be stable enough to be able to give my future children a decent life. But right now? I would never want to have children, things are too unstable and I don't want to bring a child into this country and force them to live a terrible life they never asked for! I desperately want to be able to keep hoping for a better future, a better country, and people who can enjoy their lives instead of constantly worrying and stressing about everything. I hope some can consider looking into the Libertarian party as well! They may be small right now, but they seem to be wanting to right the wrongs that have occured.
Identity Attack0.011247349
Insult0.022448512
Profanity0.015932998
Threat0.00704232
Severe Toxicity0.0015640259
Low Tox 0.045378547 Constructive 0.875 Call_To_Action
Sep 10, 2025 1 likes Why Canadians Are Turning Against …

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.