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Canadian Immigration Dashboard [ CID ]
Civility Analysis

Discourse Quality

Toxicity and constructive discourse scores from Google's Perspective API (via Communalytic).

Comments Scored
55,769
Embeddings
55,418
Avg Toxicity
0.2446
Avg Constructive
0.4192
Highly Toxic (>0.5)
7,830
14.0% of scored

Toxicity Breakdown by Video (Top 10)

Average toxicity scores across comments on each video — bars show how commenters' language scores on each toxicity dimension.

Constructive vs Toxic

Each point is a comment. X-axis = toxicity, Y-axis = average constructive score (affinity, compassion, curiosity, nuance, personal story, reasoning, respect).

27,099
Constructive & Civil
2,759
Passionate but Toxic
19,440
Neutral / Low Signal
4,931
Purely Toxic

Based on 54,229 comments with both toxicity and constructive scores.

Toxicity & Constructiveness Over Time

Monthly average toxicity vs constructive scores — track how discourse quality shifts around key events.

Discourse Quality Score by Video (Top 10)

Composite score = avg constructive - avg toxicity, computed from comment-level Perspective API scores. Green bars = net constructive discourse; red bars = net toxic discourse.

Discourse Quality Score by Channel (Top 10)

Same composite score aggregated by channel — based on comment toxicity/constructiveness scores, not the channel's own content. Which channels' comment sections foster constructive vs toxic discussion?

{# 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.

Search & Filter

Search comment text, filter by category or toxicity level
Clear all | Quick: Toxic (>0.5) Most constructive High toxicity (>0.7) Most liked
30,738 comments · Page 178 of 1230
India is the most fraudulent
India is the most fraudulent
IRCC Names India in Study Permit Fraud | … · 44: Cluster #43
Close reading → Video sentiment →
Identity Attack0.55044734
Insult0.43450394
Profanity0.23857519
Threat0.022163315
Severe Toxicity0.05025077
Moderate 0.509388 Low Con 0.243 Identity Attack
Oct 1, 2025 IRCC Names India in Study …
18000 is a joke. The Liberals are destroying our country with their Liberal numbers. WTF.
18000 is a joke. The Liberals are destroying our country with their Liberal numbers. WTF.
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.24293575
Insult0.40975618
Profanity0.46460027
Threat0.021645326
Severe Toxicity0.023076924
Moderate 0.509388 Low Con 0.226 Policy_Critique
Dec 25, 2025 1 likes Deportations From Canada at Their …
"My dad came from Portugal. He had to support us. It's not like that anymore". I mean are you even listening to yourself? Your father was a bum that got lucky now you think you …
"My dad came from Portugal. He had to support us. It's not like that anymore". I mean are you even listening to yourself? Your father was a bum that got lucky now you think you are better than other immigrants lmao
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.4139151
Insult0.50440645
Profanity0.39409557
Threat0.015602129
Severe Toxicity0.12019568
Moderate 0.509388 Moderate Con 0.477 Insult
Dec 19, 2025 Inside Canada's Indian Metropolis (Brampton)
The only people left in Canada are Indians and liberals who hate themselves for being white
The only people left in Canada are Indians and liberals who hate themselves for being white
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5983441
Insult0.36798462
Profanity0.15107171
Threat0.010369381
Severe Toxicity0.023076924
Moderate 0.509388 Low Con 0.219 Identity Attack Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Our country has officially become a landing pad. The logic is a joke: ignore our own people and bring in planeloads of Indians to staff Tim Hortons instead of paying a living wage. We’ve become …
Our country has officially become a landing pad. The logic is a joke: ignore our own people and bring in planeloads of Indians to staff Tim Hortons instead of paying a living wage. We’ve become a pathetic shell of a country where the 'New Dream' is 12 Indians crammed in a one-bedroom apartment in their bare feet with not a single deodorant stick between the twelve of em’ just to keep low-wage franchises running. 💩
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.46028158
Insult0.5130944
Profanity0.23083201
Threat0.020954676
Severe Toxicity0.023129508
Moderate 0.509388 Moderate Con 0.32 Insult Fear_Threat
Feb 28, 2026 4 likes Inside Canada's Indian Invasion...
The cops. Are. Corrupt The government's been committing. TREASON... 🤬🙈⚖️💵🕳️
The cops. Are. Corrupt The government's been committing. TREASON... 🤬🙈⚖️💵🕳️
Canadian immigration officers investigating hundreds identified by extortion … · 15: Cluster #14
Close reading → Discourse → Video sentiment →
Identity Attack0.2331515
Insult0.5362655
Profanity0.174273
Threat0.021990653
Severe Toxicity0.023246882
Moderate 0.509388 Low Con 0.139 Insult Unverified_Claim
Feb 19, 2026 Canadian immigration officers investigating hundreds …
I would rather have Indians then the others but still wtf
I would rather have Indians then the others but still wtf
Inside Canada's Indian Invasion... · 390: Cluster #389
Close reading → Discourse → Video sentiment →
Identity Attack0.44690517
Insult0.3388922
Profanity0.5013569
Threat0.010343489
Severe Toxicity0.03590374
Moderate 0.509388 Moderate Con 0.312 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Kick them all out.
Kick them all out.
Inside Canada's Indian Invasion... · 33: Cluster #32
Close reading → Discourse → Video sentiment →
Identity Attack0.094936445
Insult0.14874944
Profanity0.17287734
Threat0.60325533
Severe Toxicity0.101760045
Moderate 0.509388 Low Con 0.238 Threat Call_To_Action
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
waste of oxygen.......disgusting how f up our system is
waste of oxygen.......disgusting how f up our system is
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.01857083
Insult0.48484445
Profanity0.26621178
Threat0.010576514
Severe Toxicity0.023076924
Moderate 0.509388 Low Con 0.254 Policy_Critique
Sep 29, 2025 IRCC Names India in Study …
Went to Canada this summer and that was my first time and i was shock how many indians its crazy
Went to Canada this summer and that was my first time and i was shock how many indians its crazy
Inside Canada's Indian Invasion... · 66: Cluster #65
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.48627716
Profanity0.2366394
Threat0.010343489
Severe Toxicity0.023317307
Moderate 0.509388 Moderate Con 0.457 Identity Attack Personal_Narrative
Jan 27, 2026 62 likes Inside Canada's Indian Invasion...
Canada becomes the "NEW MODER SLAVERY" thank you to the liberal government, does protect corporations and enslave the workers!! This is not Canada anymore, it is New India! Yes Indians do not want to integrate …
Canada becomes the "NEW MODER SLAVERY" thank you to the liberal government, does protect corporations and enslave the workers!! This is not Canada anymore, it is New India! Yes Indians do not want to integrate in Canada, just want to integrate India in Canada! 👎🖕👎
Why Canadians Are Turning Against Immigrants. · 124: Cluster #123
Close reading → Discourse → Video sentiment →
Identity Attack0.5498214
Insult0.46173862
Profanity0.11168506
Threat0.011456826
Severe Toxicity0.024631912
Moderate 0.509388 Low Con 0.29 Identity Attack Fear_Threat
Aug 30, 2025 Why Canadians Are Turning Against …
Thats cause kathleen wine brainwash the children that there not there gender so now theres more trans and gays then ever no sex no children they know what there doing to us what do they …
Thats cause kathleen wine brainwash the children that there not there gender so now theres more trans and gays then ever no sex no children they know what there doing to us what do they care they live off our tax money even after there out of office
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.5135796
Insult0.4339631
Profanity0.2347036
Threat0.0130621
Severe Toxicity0.043077253
Moderate 0.509388 Low Con 0.243 Identity Attack
Aug 28, 2025 Why Canadians Are Turning Against …
This is what happens when people vote in these sick and evil liberals . They are destroying our beautiful Canada!! Jesus is the way . We need and pray like never before.
This is what happens when people vote in these sick and evil liberals . They are destroying our beautiful Canada!! Jesus is the way . We need and pray like never before.
Why Canadians Are Turning Against Immigrants. · 4: Cluster #3
Close reading → Discourse → Video sentiment →
Identity Attack0.28034934
Insult0.563347
Profanity0.08322773
Threat0.024753258
Severe Toxicity0.02116089
Moderate 0.509388 Moderate Con 0.357 Insult Policy_Critique
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
Guess what you are a product of the European invasion of North America, your grandparents aren't native and you don't have the right to stop legal immigrants. If you have said the same in europe …
Guess what you are a product of the European invasion of North America, your grandparents aren't native and you don't have the right to stop legal immigrants. If you have said the same in europe i would have agreed with you but not with countries like the US , Canada and Australia never. I can guarantee that if white illegal immigrants take over your entire country you wouldn't be having a problem but a brown legal immigrant will be a problem for you illiterates forever!!!!!
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.48313886
Profanity0.10363861
Threat0.012492486
Severe Toxicity0.023076924
Moderate 0.509388 Moderate Con 0.371 Identity Attack Moral_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Indians ??? Where´s the Feathers ?? Canadian Indians are real Indians , which come from India . So the American Indians are now Americans they come from USA . The rest , they´re only a …
Indians ??? Where´s the Feathers ?? Canadian Indians are real Indians , which come from India . So the American Indians are now Americans they come from USA . The rest , they´re only a MESS ! FUSA
Inside Canada's Indian Metropolis (Brampton) · 261: Cluster #260
Close reading → Video sentiment →
Identity Attack0.5502601
Insult0.46327567
Profanity0.21132572
Threat0.016810767
Severe Toxicity0.07542343
Moderate 0.509388 Low Con 0.148 Identity Attack
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Watching the government I came to believe that they are absolutely unconcerned about the the results of there actions in many regards, but also that many of them are too incompetent to actually do the …
Watching the government I came to believe that they are absolutely unconcerned about the the results of there actions in many regards, but also that many of them are too incompetent to actually do the job. Just look at the current Immigration minister. She is utterly clueless. I wouldn't hire the woman as nanny! Yet, she is a minister, can't answer basic questions and is totally useless.
LILLEY UNLEASHED: The fall of Canada’s once enviable … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.105256535
Insult0.5739874
Profanity0.0887236
Threat0.00866054
Severe Toxicity0.012962224
Moderate 0.509388 Moderate Con 0.492 Insult Policy_Critique
Feb 28, 2026 LILLEY UNLEASHED: The fall of …
Find sad people and interview news channels drawing board story cry me a river first deport all Indian
Find sad people and interview news channels drawing board story cry me a river first deport all Indian
Canada's tighter immigration policy divides the country • … · 22: Cluster #21
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.35333878
Profanity0.17520344
Threat0.34804323
Severe Toxicity0.16233426
Moderate 0.509388 Low Con 0.138 Identity Attack Identity_Assertion
Feb 11, 2026 Canada's tighter immigration policy divides …
Mass report everyone this channel is only spreading hatred and racism now
Mass report everyone this channel is only spreading hatred and racism now
Inside Canada's Indian Invasion... · 349: Cluster #348
Close reading → Discourse → Video sentiment →
Identity Attack0.2854555
Insult0.26957804
Profanity0.196476
Threat0.13717735
Severe Toxicity0.030523606
Moderate 0.509388 Low Con 0.236 Call_To_Action
Jan 29, 2026 Inside Canada's Indian Invasion...
8:55 That Polish guy complaining about Indians not covering their windows and walking naked in their houses. While this guy is roaming on the roads without a shirt. Hypocrisy at its peak
8:55 That Polish guy complaining about Indians not covering their windows and walking naked in their houses. While this guy is roaming on the roads without a shirt. Hypocrisy at its peak
Inside Canada's Indian Metropolis (Brampton) · 210: Cluster #209
Close reading → Discourse → Video sentiment →
Identity Attack0.45348886
Insult0.46173862
Profanity0.21997347
Threat0.028379176
Severe Toxicity0.023076924
Moderate 0.509388 Low Con 0.287 Humor_Satire
Jan 29, 2026 Inside Canada's Indian Metropolis (Brampton)
I love the non Muslim Indian people. They are a great addition to our society unlike nasty middle eastern and African Muslims. The liberal party is massively moving the people in that are uneducated and …
I love the non Muslim Indian people. They are a great addition to our society unlike nasty middle eastern and African Muslims. The liberal party is massively moving the people in that are uneducated and can't assimilate so they will get on welfare and have their permanent vote
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5948528
Insult0.47384647
Profanity0.22429734
Threat0.012130005
Severe Toxicity0.06101104
Moderate 0.509388 Constructive 0.62 Identity Attack Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
Immigration has been a joke for years took my wife 10 months to get PR in 2017 now she is a Canadian citizen contributing to Canada trudope and his morons let in a boatload of …
Immigration has been a joke for years took my wife 10 months to get PR in 2017 now she is a Canadian citizen contributing to Canada trudope and his morons let in a boatload of unskilled multiple children asylum seekers??? Who now drive brand new cars b3cause trudope pays for their rent the food etc and what do they do ? Door dash skip the dishes drivers they are a drag on society BUT if u need a home care worker to look after our disabled people u can’t bring in foreigners, those agencies are in dire need of staff but trudope brings in door dash drivers thank god that drama queen resigned in disgrace
How Canada broke its immigration system · 27: Cluster #26
Close reading → Discourse → Video sentiment →
Identity Attack0.3817989
Insult0.54471385
Profanity0.26638454
Threat0.012181788
Severe Toxicity0.023505108
Moderate 0.509388 Constructive 0.541 Insult Policy_Critique
Jun 20, 2025 How Canada broke its immigration …
All of them are scammers
All of them are scammers
Quebec Ends Economic Immigration Program | Your Morning · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.06431354
Insult0.5678696
Profanity0.26593533
Threat0.0100069
Severe Toxicity0.020257099
Moderate 0.509388 Low Con 0.268 Insult Unverified_Claim
Nov 24, 2025 1 likes Quebec Ends Economic Immigration Program …
I am leaving Canada with my family because all the bad happening now here. Canada sucks now because of Trudeau governing and now M. Carney. Corruption to the “over roof”.😢
I am leaving Canada with my family because all the bad happening now here. Canada sucks now because of Trudeau governing and now M. Carney. Corruption to the “over roof”.😢
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.26663736
Insult0.5130944
Profanity0.33453682
Threat0.009230154
Severe Toxicity0.023076924
Moderate 0.509388 Moderate Con 0.437 Insult Personal_Narrative
Aug 27, 2025 1 likes Why Canadians Are Turning Against …
Just pathetic
Just pathetic
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.008028535
Insult0.5423875
Profanity0.2600683
Threat0.0077672824
Severe Toxicity0.013672344
Moderate 0.50789946 Moderate Con 0.323 Insult Meta_Commentary
Sep 30, 2025 IRCC Names India in Study …
i think its 790,000 fraud students from India. They Scam People From Tax and How much more for Student Frauds. They are one of the leading scammers and frauds in the world. UN should sanction …
i think its 790,000 fraud students from India. They Scam People From Tax and How much more for Student Frauds. They are one of the leading scammers and frauds in the world. UN should sanction that toilet capital of the world
IRCC Names India in Study Permit Fraud | … · 3: Cluster #2
Close reading → Video sentiment →
Identity Attack0.50125694
Insult0.5130944
Profanity0.15635987
Threat0.014048163
Severe Toxicity0.02514347
Moderate 0.50789946 Low Con 0.299 Identity Attack Insult
Oct 2, 2025 IRCC Names India in Study …
Data source: comment_perspective_scores (Google Perspective API via Communalytic) · Scores are probability values (0-1) indicating how likely a reader would perceive the interaction as toxic or constructive.