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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 103 of 189
Get them the f out good bye dont let the door hit u
Get them the f out good bye dont let the door hit u
· 18: Cluster #17
Close reading → Video sentiment →
Identity Attack0.0048296256
Insult0.012415205
Profanity0.003204786
Threat0.47651652
Severe Toxicity0.00013304499
Moderate 0.63217795
Apr 18, 2025 1 likes
The states can fk off
The states can fk off
· 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.057424016
Insult0.019745331
Profanity0.0065077553
Threat0.29275206
Severe Toxicity0.00012230876
Moderate 0.63216746 Identity_Assertion
Dec 10, 2025
No Canadian asked for "multiculturalism." It was forced on us by the myopic fools in our government.
No Canadian asked for "multiculturalism." It was forced on us by the myopic fools in our government.
Inside Canada's Indian Metropolis (Brampton) · 100: Cluster #99
Close reading → Video sentiment →
Identity Attack0.25140062
Insult0.67735565
Profanity0.16496858
Threat0.007870848
Severe Toxicity0.021419114
Moderate 0.6308517 Low Con 0.27 Insult
Dec 12, 2025 4 likes Inside Canada's Indian Metropolis (Brampton)
Carney is a pos! I have nothing but bad thoughts for that human garbage he should be in prison for what he’s done to our country!
Carney is a pos! I have nothing but bad thoughts for that human garbage he should be in prison for what he’s done to our country!
New rules, regulations take effect across Canada · 17: Cluster #16
Close reading → Discourse → Video sentiment →
Identity Attack0.06567776
Insult0.67254376
Profanity0.26631543
Threat0.13566011
Severe Toxicity0.02420936
Moderate 0.6308517 Moderate Con 0.374 Insult Moral_Argument
Jan 3, 2026 New rules, regulations take effect …
Canadians voting the Liberal government into power for 12yrs is the idiocy that has brought the decay and decline of Canada.
Canadians voting the Liberal government into power for 12yrs is the idiocy that has brought the decay and decline of Canada.
Why Canada’s immigration system has hit a ‘breaking … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.3043136
Insult0.65865606
Profanity0.22792831
Threat0.009126588
Severe Toxicity0.023076924
Moderate 0.6308517 Low Con 0.21 Insult
Jan 20, 2026 Why Canada’s immigration system has …
Treasonous. Flooding your country with who knows what, just to be politically correct and put Canadians out of the job market. Scum. All these companies putting Canadians out of a job to bring in their …
Treasonous. Flooding your country with who knows what, just to be politically correct and put Canadians out of the job market. Scum. All these companies putting Canadians out of a job to bring in their low cost east indians should be boycotted.
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.46028158
Insult0.64537907
Profanity0.26631543
Threat0.032005094
Severe Toxicity0.030523606
Moderate 0.6308517 Moderate Con 0.332 Insult Economic_Argument
Sep 30, 2025 1 likes IRCC Names India in Study …
omg the audacity of that guy T.T WHAT THE HECK does he mean by muslim nation omg
omg the audacity of that guy T.T WHAT THE HECK does he mean by muslim nation omg
Why Canadians Are Turning Against Immigrants. · 10: Cluster #9
Close reading → Video sentiment →
Identity Attack0.5108175
Insult0.37846634
Profanity0.44366163
Threat0.049128212
Severe Toxicity0.2391185
Moderate 0.6308517 Low Con 0.3 Identity Attack
Aug 27, 2025 Why Canadians Are Turning Against …
This is what the liberal party was instructed to do by the WEF, and this is what the liberal voters wanted. They don't have to say it's not what they wanted, because how stupid are …
This is what the liberal party was instructed to do by the WEF, and this is what the liberal voters wanted. They don't have to say it's not what they wanted, because how stupid are they? What did they think was going to happen?
Why Canadians Are Turning Against Immigrants. · 2: Cluster #1
Close reading → Video sentiment →
Identity Attack0.105836816
Insult0.6677319
Profanity0.29209393
Threat0.009851551
Severe Toxicity0.022322904
Moderate 0.6308517 Low Con 0.181 Insult
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
Add 3/4 of a million people of the same culture that don’t assimilate and live like they did back home, it won’t be long before they turn Brampton into the same shite pile.
Add 3/4 of a million people of the same culture that don’t assimilate and live like they did back home, it won’t be long before they turn Brampton into the same shite pile.
Inside Canada's Indian Metropolis (Brampton) · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.44690517
Insult0.5130944
Profanity0.59166485
Threat0.011560392
Severe Toxicity0.11492836
Moderate 0.6308517 Low Con 0.293 Insult Identity_Assertion
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
Trump is so right to deal with Canada in the way that he has, the Canadian government is full of sh*t. These traffickers should be getting 50 years in prison.
Trump is so right to deal with Canada in the way that he has, the Canadian government is full of sh*t. These traffickers should be getting 50 years in prison.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.2949366
Insult0.57787937
Profanity0.541926
Threat0.12076248
Severe Toxicity0.11492836
Moderate 0.6308517 Moderate Con 0.302 Insult
Jan 27, 2026 Inside Canada's Indian Invasion...
When they talk about how bad the Punjabis drive, all I could think about was that idi0t in the truck who killed 4 people in FL, trying to cross to the over side of the …
When they talk about how bad the Punjabis drive, all I could think about was that idi0t in the truck who killed 4 people in FL, trying to cross to the over side of the highway in a 18 wheeler from a middle lane
Inside Canada's Indian Invasion... · 6: Cluster #5
Close reading → Discourse → Video sentiment →
Identity Attack0.4453683
Insult0.65865606
Profanity0.36230123
Threat0.13599728
Severe Toxicity0.05025077
Moderate 0.6308517 Moderate Con 0.41 Insult Humor_Satire
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Better to have sikhs and hindus than to have people from the so call pissfull community who want to convert you or kll u..
Better to have sikhs and hindus than to have people from the so call pissfull community who want to convert you or kll u..
Inside Canada's Indian Invasion... · 22: Cluster #21
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.48627716
Profanity0.3938786
Threat0.52547425
Severe Toxicity0.23226175
Moderate 0.6308517 Low Con 0.285 Identity Attack Threat Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
We need the immigrants who ARE assimilating to speak out with us. Canadians can’t say shit without being labeled.
We need the immigrants who ARE assimilating to speak out with us. Canadians can’t say shit without being labeled.
Why Canadians Are Turning Against Immigrants. · 5: Cluster #4
Close reading → Discourse → Video sentiment →
Identity Attack0.3819294
Insult0.4718924
Profanity0.64657205
Threat0.009566744
Severe Toxicity0.02604016
Moderate 0.6308517 Moderate Con 0.486 Identity_Assertion
Aug 26, 2025 Why Canadians Are Turning Against …
Im a Canadian (From Scarborough) whos parents immigrated from South Asia in the 70s-80s & are proud Canadians. Anyone who is Canadian first or second generation Canadian brown people like my self & others are …
Im a Canadian (From Scarborough) whos parents immigrated from South Asia in the 70s-80s & are proud Canadians. Anyone who is Canadian first or second generation Canadian brown people like my self & others are tired of Brampton & all this immigration shit too
Inside Canada's Indian Metropolis (Brampton) · 2: Cluster #1
Close reading → Video sentiment →
Identity Attack0.48949075
Insult0.48484445
Profanity0.6242122
Threat0.010680079
Severe Toxicity0.12546301
Moderate 0.6308517 Constructive 0.653
Sep 19, 2025 89 likes Inside Canada's Indian Metropolis (Brampton)
Absolutly fkn DISGUSTING! Time to take OUR COUNTRY BACK!
Absolutly fkn DISGUSTING! Time to take OUR COUNTRY BACK!
Inside Canada's Indian Invasion... · 223: Cluster #222
Close reading → Discourse → Video sentiment →
Identity Attack0.14875233
Insult0.5130944
Profanity0.44366163
Threat0.012958534
Severe Toxicity0.16960317
Moderate 0.6308517 Low Con 0.261 Insult Call_To_Action
Jan 28, 2026 Inside Canada's Indian Invasion...
This is why we got out Bramladesh. Thanks to the government they have allowed this to happen. Government needs to shut the doors on immigration. Brampton used to be called Flower Town, now it's a …
This is why we got out Bramladesh. Thanks to the government they have allowed this to happen. Government needs to shut the doors on immigration. Brampton used to be called Flower Town, now it's a shite hole
Inside Canada's Indian Metropolis (Brampton) · 2: Cluster #1
Close reading → Video sentiment →
Identity Attack0.43896464
Insult0.5130944
Profanity0.541926
Threat0.015947454
Severe Toxicity0.14916596
Moderate 0.6308517 Moderate Con 0.437 Insult
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
8.21 this guy is racist !!!
8.21 this guy is racist !!!
Inside Canada's Indian Invasion... · 46: Cluster #45
Close reading → Discourse → Video sentiment →
Identity Attack0.3758158
Insult0.4962726
Profanity0.22673377
Threat0.021127338
Severe Toxicity0.067522444
Moderate 0.6308517 Low Con 0.239 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Every one of them should be lined up and given the choice - step on the plane to go home or get a bullet in the back of the head.
Every one of them should be lined up and given the choice - step on the plane to go home or get a bullet in the back of the head.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.04048799
Insult0.24928534
Profanity0.13873272
Threat0.69768625
Severe Toxicity0.2322566
Moderate 0.6308517 Low Con 0.112 Threat Fear_Threat
Feb 10, 2026 Inside Canada's Indian Invasion...
we need to start rounding up all those illegal italians who came here in the 60's and 70's and had illegal children. I have a Italian neighbour who has been here 50 years and still …
we need to start rounding up all those illegal italians who came here in the 60's and 70's and had illegal children. I have a Italian neighbour who has been here 50 years and still can't speak a word of English. they fucked this country hard.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5504064
Insult0.46327567
Profanity0.62717754
Threat0.03235042
Severe Toxicity0.16960317
Moderate 0.6308517 Moderate Con 0.473 Identity Attack Policy_Critique
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
“ DO YOU KNOW WHERE THEY ARE “? Lmaooooooo 17 of them live in my basement they disappear to other provinces !!! THEY MOVE TO USA TO TRAVEL!!! HELLO!!! GOVERNMENT ‘???? DEPORT THESE COCKROACHES NOW!
“ DO YOU KNOW WHERE THEY ARE “? Lmaooooooo 17 of them live in my basement they disappear to other provinces !!! THEY MOVE TO USA TO TRAVEL!!! HELLO!!! GOVERNMENT ‘???? DEPORT THESE COCKROACHES NOW!
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.33352965
Insult0.6120431
Profanity0.31402156
Threat0.11002964
Severe Toxicity0.16960317
Moderate 0.6308517 Low Con 0.295 Insult
Oct 8, 2025 IRCC Names India in Study …
U know Cannada how cannada always supported Kh@l!stan radicals even when india warned now suffer lil bro 🥀 get ur ass on. This "Indian" invasion cuz they'll create c@nnada into K@hal!stan
U know Cannada how cannada always supported Kh@l!stan radicals even when india warned now suffer lil bro 🥀 get ur ass on. This "Indian" invasion cuz they'll create c@nnada into K@hal!stan
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.5130944
Profanity0.5150164
Threat0.16383497
Severe Toxicity0.34935045
Moderate 0.6308517 Low Con 0.152 Identity Attack Insult Unverified_Claim
Feb 16, 2026 1 likes Inside Canada's Indian Invasion...
Libs man its libs. Anyone who voted for liberals, did vote for this whole damn mess
Libs man its libs. Anyone who voted for liberals, did vote for this whole damn mess
Why Canadians Are Turning Against Immigrants. · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.21075934
Insult0.5130944
Profanity0.6001929
Threat0.01187109
Severe Toxicity0.040387187
Moderate 0.6308517 Low Con 0.176 Insult Policy_Critique
Sep 10, 2025 1 likes Why Canadians Are Turning Against …
Pourquoi tu montre ce que le monde entier sait déjà ? U_u" Nous fais pas perdre notre temps ! Va casser des gueule à ces scammer ! Sinon tu vas prendre cher sale vendu..
Pourquoi tu montre ce que le monde entier sait déjà ? U_u" Nous fais pas perdre notre temps ! Va casser des gueule à ces scammer ! Sinon tu vas prendre cher sale vendu..
Inside Canada's Indian Invasion... · 32: Cluster #31
Close reading → Discourse → Video sentiment →
Identity Attack0.03894114
Insult0.7090544
Profanity0.5013569
Threat0.13363713
Severe Toxicity0.35368225
Moderate 0.6308517 Low Con 0.236 Insult Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Why does everyone wane come to our countries.. justy F off all.. white countries are awesome and now it getting destroyed by alliens, karens and simps
Why does everyone wane come to our countries.. justy F off all.. white countries are awesome and now it getting destroyed by alliens, karens and simps
Inside Canada's Indian Invasion... · 143: Cluster #142
Close reading → Discourse → Video sentiment →
Identity Attack0.6007182
Insult0.5015486
Profanity0.45448917
Threat0.13815513
Severe Toxicity0.34954423
Moderate 0.6308517 Low Con 0.235 Identity Attack Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
About ten years ago someone said that Canada had become the septic tank of the world. Shit from all over the world flows into Canada.
About ten years ago someone said that Canada had become the septic tank of the world. Shit from all over the world flows into Canada.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.36702603
Insult0.48627716
Profanity0.6370159
Threat0.009955117
Severe Toxicity0.05742428
Moderate 0.6308517 Low Con 0.256 Unverified_Claim
Nov 3, 2025 11 likes Inside Canada's Indian Metropolis (Brampton)
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.