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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 103 of 1230
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
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...
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...
“ 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 …
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 …
Punch line was ' Indian eat poo😂'x
Punch line was ' Indian eat poo😂'x
Inside Canada's Indian Invasion... · 52: Cluster #51
Close reading → Discourse → Video sentiment →
Identity Attack0.54151535
Insult0.49389273
Profanity0.4756165
Threat0.04524883
Severe Toxicity0.25053838
Moderate 0.6308517 Low Con 0.268 Identity Attack Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Native americans feel the same way when they see fat smelly white people roaming around freely in america and canada
Native americans feel the same way when they see fat smelly white people roaming around freely in america and canada
Inside Canada's Indian Invasion... · 10: Cluster #9
Close reading → Discourse → Video sentiment →
Identity Attack0.6458014
Insult0.5678696
Profanity0.26600444
Threat0.00967031
Severe Toxicity0.15706694
Moderate 0.6308517 Low Con 0.259 Identity Attack Insult Identity_Assertion
Jan 28, 2026 5 likes Inside Canada's Indian Invasion...
💩on brown migrants
💩on brown migrants
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.6413409
Insult0.48627716
Profanity0.4170448
Threat0.08089764
Severe Toxicity0.29621798
Moderate 0.6308517 Moderate Con 0.328 Identity Attack
Aug 25, 2025 2 likes Why Canadians Are Turning Against …
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)
They have some nasty cultural practices, like shitting in random places, smells, and do not respect "private space". They are the twin brothers of Zionists.
They have some nasty cultural practices, like shitting in random places, smells, and do not respect "private space". They are the twin brothers of Zionists.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5502601
Insult0.5130944
Profanity0.5711371
Threat0.01940071
Severe Toxicity0.16960317
Moderate 0.6308517 Low Con 0.267 Identity Attack Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
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 …
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...
TYPICAL WHITE MAN ASKING ALL THESE WEIRD QUESTIONS ABOUT OTHER RACES BUT NEVER ASKED AMY QUESTIONS ABOUT WHITE PPL AND THE FACT THAT U ALLOWED THAT HONKY TO SAY FALSE THINGS ABOUT THE AFRICANS SAYING …
TYPICAL WHITE MAN ASKING ALL THESE WEIRD QUESTIONS ABOUT OTHER RACES BUT NEVER ASKED AMY QUESTIONS ABOUT WHITE PPL AND THE FACT THAT U ALLOWED THAT HONKY TO SAY FALSE THINGS ABOUT THE AFRICANS SAYING THEY ARE STUPID AND CANT HOLD AN MC DONALDS JOB REFLECTS HOW U FEEL ABOUT THE AFRICANS WHEN CERTAIN PARTS OF AFRICA THEIR IQ LEVELS ARE HIGHER THAN JAPAN AND CHINA THEN HE SAID RXPE IS APART OF THEIR CULTURE WHEN LAST TIME I CHECKED WHITE PPL WENT ALL AROUND THE WORLD RXPING WOMEN ESPECIALLY HERE IN AMERICA HOW DID TAKE OVER THIS LAND? BY FORCE AND RXPE WAS APART OF THAT PROCESS!!! IM NOT ADVOCATING FOR THE AFRICANS IM NOT AFRICAN BUT I HAVE TO SIDE WITH THE TRUTH U OWE THE TRUTH TO YOUR AUDIENCE NOT PROPAGANDA HOMIE!!! -SOUTH CENTRAL B.ROB
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.5948528
Insult0.5497792
Profanity0.39409557
Threat0.07399795
Severe Toxicity0.349738
Moderate 0.6308517 Moderate Con 0.33 Identity Attack Insult
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
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)
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)
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...
Almost as obnoxious as the Africans
Almost as obnoxious as the Africans
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6728028
Insult0.5130944
Profanity0.2659699
Threat0.011508608
Severe Toxicity0.16960317
Moderate 0.6308517 Low Con 0.197 Identity Attack Insult Identity_Assertion
Jan 29, 2026 2 likes Inside Canada's Indian Invasion...
Greatest country on earth? Yeah the Jewnited states of pedophiles. Sure…
Greatest country on earth? Yeah the Jewnited states of pedophiles. Sure…
Inside Canada's Indian Invasion... · 48: Cluster #47
Close reading → Discourse → Video sentiment →
Identity Attack0.6220118
Insult0.50440645
Profanity0.34682226
Threat0.058826666
Severe Toxicity0.23125283
Moderate 0.6308517 Low Con 0.107 Identity Attack Insult Unverified_Claim
Feb 3, 2026 3 likes Inside Canada's Indian Invasion...
Is zero way is it a tragedy that Canada cant take every citizen in the world who wants to move here. Honestly the opinions of the main stream media are ridiculous, why dont we just …
Is zero way is it a tragedy that Canada cant take every citizen in the world who wants to move here. Honestly the opinions of the main stream media are ridiculous, why dont we just pave a golden road for them all and make sure they all have 5 bedroom, 6 washroom houses with 4 car garages and Olympic size swimming pools, now that fact we dont have 7 billion houses like that in Canada with the same amount of farm land and natural land is the real tragedy, wake up and get your head out of your ass
Quebec Ends Economic Immigration Program | Your Morning · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.10221587
Insult0.57787937
Profanity0.44133487
Threat0.028206514
Severe Toxicity0.05742428
Moderate 0.6308517 Moderate Con 0.42 Insult Policy_Critique
Nov 21, 2025 Quebec Ends Economic Immigration Program …
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...
Way too many Indians. If you arrive on the Toronto Pearson Airport, you think you are in INDIA. It is ridiculous. 😢
Way too many Indians. If you arrive on the Toronto Pearson Airport, you think you are in INDIA. It is ridiculous. 😢
Inside Canada's Indian Invasion... · 66: Cluster #65
Close reading → Discourse → Video sentiment →
Identity Attack0.5689151
Insult0.5935568
Profanity0.17803068
Threat0.010757755
Severe Toxicity0.023411209
Moderate 0.6308517 Moderate Con 0.375 Identity Attack Insult Fear_Threat
Feb 14, 2026 2 likes Inside Canada's Indian Invasion...
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 …
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 …
No more refugees. They are fraud. Get them out.
No more refugees. They are fraud. Get them out.
Thousands of refugees allowed into Canada through online … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.5948528
Insult0.5678696
Profanity0.19278693
Threat0.06755528
Severe Toxicity0.109661035
Moderate 0.6308517 Low Con 0.171 Identity Attack Insult Policy_Critique
Nov 24, 2025 Thousands of refugees allowed into …
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.