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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
Active: Tox: 0.5 – 1 4,704 comments · Page 142 of 189
In the meantime, my family and I are struggling to pay for the international tuition of a future surgeon and engineer, and our migration process has been delayed due to the actions of many fraudulent …
In the meantime, my family and I are struggling to pay for the international tuition of a future surgeon and engineer, and our migration process has been delayed due to the actions of many fraudulent individuals who have destroyed the entire system. At the same time, my taxes are funding all those lazy drug addicts on the streets. This is ridiculous.
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.09245483
Insult0.6261769
Profanity0.1352073
Threat0.010265815
Severe Toxicity0.015673593
Moderate 0.5716857 Constructive 0.52 Insult Personal_Narrative
Oct 11, 2025 IRCC Names India in Study …
5:27 “rape is in their culture” well maybe lets look at the catholic church or rich white people
5:27 “rape is in their culture” well maybe lets look at the catholic church or rich white people
Inside Canada's Indian Invasion... · 95: Cluster #94
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.3388922
Profanity0.33954415
Threat0.34804323
Severe Toxicity0.16960317
Moderate 0.5716857 Low Con 0.163 Identity Attack Moral_Argument
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
For other countries , Canada has made immigration soo difficult with education level requirements/income requirements/ blah blah but not for Indians. They now consider themselves owners of that part of Canada and try to enforce …
For other countries , Canada has made immigration soo difficult with education level requirements/income requirements/ blah blah but not for Indians. They now consider themselves owners of that part of Canada and try to enforce their shitty rules from back home.
Inside Canada's Indian Metropolis (Brampton) · 7: Cluster #6
Close reading → Video sentiment →
Identity Attack0.45610145
Insult0.4986907
Profanity0.47435758
Threat0.008686432
Severe Toxicity0.02491361
Moderate 0.5716857 Moderate Con 0.311
Sep 27, 2025 Inside Canada's Indian Metropolis (Brampton)
People with white skin belong to Europe. They have no connection to this continent. Do to them what they did to the indigenous people of this continent. Send them back to their place of origin; …
People with white skin belong to Europe. They have no connection to this continent. Do to them what they did to the indigenous people of this continent. Send them back to their place of origin; if they refuse, throw them into the nearest ocean.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6007182
Insult0.38406035
Profanity0.22723788
Threat0.44942492
Severe Toxicity0.2322463
Moderate 0.568186 Low Con 0.263 Identity Attack Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
The guy that's calling India a shithole looks homeless. If Canada is so great, why couldn't he find a place to live and get a job ?
The guy that's calling India a shithole looks homeless. If Canada is so great, why couldn't he find a place to live and get a job ?
Inside Canada's Indian Metropolis (Brampton) · 7: Cluster #6
Close reading → Discourse → Video sentiment →
Identity Attack0.36803186
Insult0.5145894
Profanity0.5013569
Threat0.008764107
Severe Toxicity0.031420294
Moderate 0.568186 Moderate Con 0.363 Insult Moral_Argument
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
But Indian's are not scammers like africans and Pakistanis 😂😂😂
But Indian's are not scammers like africans and Pakistanis 😂😂😂
Inside Canada's Indian Invasion... · 44: Cluster #43
Close reading → Discourse → Video sentiment →
Identity Attack0.60238177
Insult0.47630358
Profanity0.2661772
Threat0.011042561
Severe Toxicity0.16960317
Moderate 0.568186 Low Con 0.184 Identity Attack Unverified_Claim
Feb 23, 2026 1 likes Inside Canada's Indian Invasion...
Everyone in Canada knows Brampton is a shithole and everyone knows why. If we don't have the stomach to take away PR status or deport, at least stop bringing more of them in.
Everyone in Canada knows Brampton is a shithole and everyone knows why. If we don't have the stomach to take away PR status or deport, at least stop bringing more of them in.
Inside Canada's Indian Metropolis (Brampton) · 2: Cluster #1
Close reading → Video sentiment →
Identity Attack0.27914262
Insult0.5362655
Profanity0.46460027
Threat0.023199292
Severe Toxicity0.048457388
Moderate 0.568186 Moderate Con 0.384 Insult
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
They are constantly on their phones especially when they're driving. They are a danger to other drivers. This isn't India, please put the damn phone down while driving. If you're going to stay on cmaafa, …
They are constantly on their phones especially when they're driving. They are a danger to other drivers. This isn't India, please put the damn phone down while driving. If you're going to stay on cmaafa, follow our laws. If not, you're more than welcome to go back to your country.
Inside Canada's Indian Invasion... · 6: Cluster #5
Close reading → Video sentiment →
Identity Attack0.44690517
Insult0.47357693
Profanity0.4989438
Threat0.030278467
Severe Toxicity0.067522444
Moderate 0.568186 Constructive 0.52
Jan 27, 2026 Inside Canada's Indian Invasion...
INDIAN 🇮🇳 SIKH🪯 AND INDIAN 🇮🇳 HINDU 🕉 DESTROYING CANADA 🇨🇦 😭
INDIAN 🇮🇳 SIKH🪯 AND INDIAN 🇮🇳 HINDU 🕉 DESTROYING CANADA 🇨🇦 😭
Inside Canada's Indian Metropolis (Brampton) · 336: Cluster #335
Close reading → Video sentiment →
Identity Attack0.6007182
Insult0.5130944
Profanity0.30690086
Threat0.49142194
Severe Toxicity0.50703704
Moderate 0.568186 Low Con 0.164 Identity Attack Insult
Oct 17, 2025 3 likes Inside Canada's Indian Metropolis (Brampton)
Wait. No one is saying anything about what he said about "the Africans"? Rape is ok and he googled how unintelligent they are? Below what?
Wait. No one is saying anything about what he said about "the Africans"? Rape is ok and he googled how unintelligent they are? Below what?
Inside Canada's Indian Invasion... · 95: Cluster #94
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.48627716
Profanity0.28938356
Threat0.29519764
Severe Toxicity0.16960317
Moderate 0.568186 Low Con 0.26 Identity Attack Moral_Argument
Feb 26, 2026 Inside Canada's Indian Invasion...
White PedoFiles arrived in Canada and Mexico R@ped and targeted indigenous tribes minor girls
White PedoFiles arrived in Canada and Mexico R@ped and targeted indigenous tribes minor girls
Inside Canada's Indian Invasion... · 313: Cluster #312
Close reading → Discourse → Video sentiment →
Identity Attack0.5913144
Insult0.44464502
Profanity0.3194067
Threat0.13178273
Severe Toxicity0.16960317
Moderate 0.568186 Low Con 0.222 Identity Attack Unverified_Claim
Feb 28, 2026 1 likes Inside Canada's Indian Invasion...
people form Punjab are good its the Hindus that are extremely dirty and have no manners and are the most extremist in India.
people form Punjab are good its the Hindus that are extremely dirty and have no manners and are the most extremist in India.
Inside Canada's Indian Invasion... · 16: Cluster #15
Close reading → Discourse → Video sentiment →
Identity Attack0.57957685
Insult0.5678696
Profanity0.29984993
Threat0.11002964
Severe Toxicity0.23226175
Moderate 0.568186 Constructive 0.515 Identity Attack Insult Unverified_Claim
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
9:03 this person literally half naked in the streets and complaining that Indians walk naked in their homes. Wow hypocrisy at it's peak
9:03 this person literally half naked in the streets and complaining that Indians walk naked in their homes. Wow hypocrisy at it's peak
Inside Canada's Indian Metropolis (Brampton) · 78: Cluster #77
Close reading → Discourse → Video sentiment →
Identity Attack0.4139151
Insult0.4339631
Profanity0.29168049
Threat0.03235042
Severe Toxicity0.0394905
Moderate 0.568186 Low Con 0.234 Moral_Argument
Oct 26, 2025 Inside Canada's Indian Metropolis (Brampton)
All yt people whining as this land belongs to them ... If you have problem then go back to your own plague filled countries 😂.. p!g$
All yt people whining as this land belongs to them ... If you have problem then go back to your own plague filled countries 😂.. p!g$
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.45348886
Insult0.48569724
Profanity0.2801717
Threat0.030623792
Severe Toxicity0.16496792
Moderate 0.568186 Low Con 0.168 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Our family came from a pacific Island back in 74....we applied the honest way and parents had an interview and medical exam, and criminal check and then we were approved to come to Canada. We …
Our family came from a pacific Island back in 74....we applied the honest way and parents had an interview and medical exam, and criminal check and then we were approved to come to Canada. We came and worked hard to be an asset to this country....not to leach from it. These Indians coming from India come to rape our land , use or medical system, create gangs.........they need to go back home. But the useless Liberals wont let this happen, as they need their votes.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.5678696
Profanity0.17008601
Threat0.05688698
Severe Toxicity0.038593806
Moderate 0.568186 Constructive 0.601 Identity Attack Insult Fear_Threat
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
That bike guy is just an honest dude. He’s not even bashing, proof: “All the good white people have moved out, we only have us poor white trash left over.”
That bike guy is just an honest dude. He’s not even bashing, proof: “All the good white people have moved out, we only have us poor white trash left over.”
Inside Canada's Indian Invasion... · 13: Cluster #12
Close reading → Discourse → Video sentiment →
Identity Attack0.57554024
Insult0.5130944
Profanity0.26607355
Threat0.0130621
Severe Toxicity0.02449106
Moderate 0.568186 Moderate Con 0.471 Identity Attack Insult Personal_Narrative
Feb 27, 2026 Inside Canada's Indian Invasion...
Did white people who flooded North America in the 1800s assimilate to the ways of the Native Americans? No. Why is that never called a 'White Invasion.' This is a crap video just meant to …
Did white people who flooded North America in the 1800s assimilate to the ways of the Native Americans? No. Why is that never called a 'White Invasion.' This is a crap video just meant to sow division amongst groups of people. But at least this guy has got his views.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.50125694
Insult0.4794537
Profanity0.46460027
Threat0.018537397
Severe Toxicity0.03680043
Moderate 0.568186 Moderate Con 0.47 Identity Attack Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
So sick of indians taking advantage of canada.....they have absolutely ruined the trucking, hospitality industries.
So sick of indians taking advantage of canada.....they have absolutely ruined the trucking, hospitality industries.
IRCC Names India in Study Permit Fraud | … · 7: Cluster #6
Close reading → Video sentiment →
Identity Attack0.5948528
Insult0.5129801
Profanity0.10920923
Threat0.012285355
Severe Toxicity0.024725812
Moderate 0.568186 Moderate Con 0.306 Identity Attack Insult
Oct 18, 2025 1 likes IRCC Names India in Study …
Feed up is right , this all started when the RCMP let a fu,,,,,, Indian to wear a Turban with RCMP uniform on …..this is wrong,,, you join a baseball team you wear the uniform,,, …
Feed up is right , this all started when the RCMP let a fu,,,,,, Indian to wear a Turban with RCMP uniform on …..this is wrong,,, you join a baseball team you wear the uniform,,, not you fu,,,, turban. I lot my job to immigrate. In my country,,, I’m a Métis,,I’m not a immigrant.. WTF ???
Why Canadians Are Turning Against Immigrants. · 26: Cluster #25
Close reading → Discourse → Video sentiment →
Identity Attack0.5039629
Insult0.47384647
Profanity0.46460027
Threat0.01698343
Severe Toxicity0.16960317
Moderate 0.568186 Moderate Con 0.424 Identity Attack Identity_Assertion
Sep 9, 2025 Why Canadians Are Turning Against …
They allowed the vid back , been living in Brampton 35 years seen it go from nice to trash as soon as it got filled with Indians
They allowed the vid back , been living in Brampton 35 years seen it go from nice to trash as soon as it got filled with Indians
Inside Canada's Indian Invasion... · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.5612457
Insult0.48627716
Profanity0.32299677
Threat0.012699619
Severe Toxicity0.13599765
Moderate 0.568186 Moderate Con 0.398 Identity Attack Identity_Assertion
Feb 3, 2026 Inside Canada's Indian Invasion...
You guys have spoiled your country by letting in sicks(sikhs) and punjabis. Hope someday you have courage to kick them out
You guys have spoiled your country by letting in sicks(sikhs) and punjabis. Hope someday you have courage to kick them out
Why Canadians Are Turning Against Immigrants. · 3: Cluster #2
Close reading → Video sentiment →
Identity Attack0.56445944
Insult0.48313886
Profanity0.26802593
Threat0.52199906
Severe Toxicity0.34954423
Moderate 0.568186 Low Con 0.226 Identity Attack Threat
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
That guy on the bike and Africans 😂 wtf man.
That guy on the bike and Africans 😂 wtf man.
Inside Canada's Indian Invasion... · 13: Cluster #12
Close reading → Discourse → Video sentiment →
Identity Attack0.5039629
Insult0.40243408
Profanity0.5188411
Threat0.014393489
Severe Toxicity0.1597006
Moderate 0.568186 Low Con 0.219 Identity Attack Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
you and your cuck gang crying in comments is so funny lol
you and your cuck gang crying in comments is so funny lol
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.10221587
Insult0.48675314
Profanity0.40929472
Threat0.015947454
Severe Toxicity0.14916596
Moderate 0.568186 Low Con 0.15 Meta_Commentary
Jan 28, 2026 Inside Canada's Indian Invasion...
Are they sick of immigrants or are they sick of Indians and Muslims?
Are they sick of immigrants or are they sick of Indians and Muslims?
Why Canadians Are Turning Against Immigrants. · 3: Cluster #2
Close reading → Video sentiment →
Identity Attack0.6413409
Insult0.46774593
Profanity0.1589207
Threat0.010162249
Severe Toxicity0.05832097
Moderate 0.568186 Low Con 0.194 Identity Attack
Nov 7, 2025 Why Canadians Are Turning Against …
5:16 saying others about low intelligence while he himself looking like working as a trash collector.
5:16 saying others about low intelligence while he himself looking like working as a trash collector.
Inside Canada's Indian Invasion... · 121: Cluster #120
Close reading → Discourse → Video sentiment →
Identity Attack0.06613251
Insult0.5130944
Profanity0.29168049
Threat0.011249693
Severe Toxicity0.023293832
Moderate 0.568186 Low Con 0.104 Insult Meta_Commentary
Feb 8, 2026 1 likes Inside Canada's Indian Invasion...
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.