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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 58 of 189
how could canada be soo deaf dumb and blind?
how could canada be soo deaf dumb and blind?
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.49855098
Insult0.7298119
Profanity0.2661772
Threat0.008919456
Severe Toxicity0.109661035
Toxic 0.7510937 Low Con 0.209 Insult Policy_Critique
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
Tyler you’re a selfish prick for creating racist videos on Indians, Jews and Black. You need to stop creating videos that promotes hatred, discrimination against other racialized person in Canada. There are not only Indians …
Tyler you’re a selfish prick for creating racist videos on Indians, Jews and Black. You need to stop creating videos that promotes hatred, discrimination against other racialized person in Canada. There are not only Indians that migrated, countless other people from Middle Eastern, Africa, and Asia who settled in this country. You need to STOP creating and posting racist videos. You can gain subscribers in many other ways, uneducated, beaver hideous looking person. The food ya’ll eat or other goods that the country run on IS because of these truck drivers who sit hours and hours to go to America to make a living. Shame on you. You need some knowledge, please educate yourself before running around like an idiot to interview people in the intention of making $$ off YouTube and gaining subscribers to feed your filthy looking arse. Low life prick.
Inside Canada's Indian Invasion... · 56: Cluster #55
Close reading → Video sentiment →
Identity Attack0.46614665
Insult0.72756535
Profanity0.4170448
Threat0.05397744
Severe Toxicity0.35368225
Toxic 0.7510937 Moderate Con 0.372 Insult
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
You Canadians belittled us Quebecois and cried in our ears how fantastic your multiculturalism is. Now you will drown in your bullshit😂. Rest in peace Canada
You Canadians belittled us Quebecois and cried in our ears how fantastic your multiculturalism is. Now you will drown in your bullshit😂. Rest in peace Canada
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.5075293
Insult0.6120431
Profanity0.6321197
Threat0.4326697
Severe Toxicity0.29050803
Toxic 0.7510937 Low Con 0.282 Identity Attack Insult
Oct 8, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
At 0:20 her left eye brow twitched in agitation. What a pathetic liar.
At 0:20 her left eye brow twitched in agitation. What a pathetic liar.
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.050671257
Insult0.7775208
Profanity0.25184435
Threat0.010731863
Severe Toxicity0.023076924
Toxic 0.7510937 Low Con 0.206 Insult
Sep 29, 2025 IRCC Names India in Study …
@3:13 "... The new Canadians, live amongst themselves, sell amongst themselves, pay no taxes, and they abuse every system this beautiful country has to offer... It's bullshit"
@3:13 "... The new Canadians, live amongst themselves, sell amongst themselves, pay no taxes, and they abuse every system this beautiful country has to offer... It's bullshit"
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.3817989
Insult0.54525656
Profanity0.70864636
Threat0.009955117
Severe Toxicity0.16960317
Toxic 0.7510937 Moderate Con 0.325 Insult
Sep 20, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
They are hiding under d skirt.of some of der.indian frens or relatives.they are scammers stupid people
They are hiding under d skirt.of some of der.indian frens or relatives.they are scammers stupid people
IRCC Names India in Study Permit Fraud | … · 44: Cluster #43
Close reading → Video sentiment →
Identity Attack0.39207554
Insult0.72756535
Profanity0.46460027
Threat0.024580594
Severe Toxicity0.16960317
Toxic 0.7510937 Low Con 0.198 Insult
Oct 6, 2025 IRCC Names India in Study …
Thank you trump for keeping the trash out of our great country....🇺🇲
Thank you trump for keeping the trash out of our great country....🇺🇲
· 19: Cluster #18
Close reading → Discourse → Video sentiment →
Identity Attack0.0031351622
Insult0.64735156
Profanity0.0038718842
Threat0.00042728952
Severe Toxicity0.000013161015
Toxic 0.75001085 Insult Identity_Assertion
Dec 8, 2025 5 likes
Ohhh fuck here we go, finally
Ohhh fuck here we go, finally
Inside Canada's Indian Invasion... · 216: Cluster #215
Close reading → Discourse → Video sentiment →
Identity Attack0.014048826
Insult0.24767025
Profanity0.84995824
Threat0.010472948
Severe Toxicity0.16960317
Toxic 0.74954444 Moderate Con 0.303 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
F** you you remove Hindi dubbing, 🤬🤬🤬🤬🤬🤬🤬🤬
F** you you remove Hindi dubbing, 🤬🤬🤬🤬🤬🤬🤬🤬
Inside Canada's Indian Invasion... · 231: Cluster #230
Close reading → Discourse → Video sentiment →
Identity Attack0.37012735
Insult0.56997263
Profanity0.70864636
Threat0.24090876
Severe Toxicity0.50703704
Toxic 0.74954444 Low Con 0.165 Insult Meta_Commentary
Feb 4, 2026 1 likes Inside Canada's Indian Invasion...
Indian hindu eat poop, not the non Hindu Panjabs
Indian hindu eat poop, not the non Hindu Panjabs
Inside Canada's Indian Invasion... · 52: Cluster #51
Close reading → Video sentiment →
Identity Attack0.6458014
Insult0.58196646
Profanity0.5365423
Threat0.13515437
Severe Toxicity0.45895407
Toxic 0.74954444 Low Con 0.177 Identity Attack Insult
Jan 27, 2026 Inside Canada's Indian Invasion...
That guy with the bike saying african cultures is not against r**pe and that african IQ is below people with down syndrome is a FULL BLOWN RACIST.
That guy with the bike saying african cultures is not against r**pe and that african IQ is below people with down syndrome is a FULL BLOWN RACIST.
Inside Canada's Indian Invasion... · 13: Cluster #12
Close reading → Discourse → Video sentiment →
Identity Attack0.57150364
Insult0.67254376
Profanity0.48510036
Threat0.030969119
Severe Toxicity0.35368225
Toxic 0.74954444 Low Con 0.19 Identity Attack Insult Meta_Commentary
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Immigration is an international intentional woke evil agenda to sow decent and poverty on the population while polluting the voter base to maintain power! This is treasonous traitorous trash woke communist trash libtard government trash!
Immigration is an international intentional woke evil agenda to sow decent and poverty on the population while polluting the voter base to maintain power! This is treasonous traitorous trash woke communist trash libtard government trash!
LILLEY UNLEASHED: The fall of Canada’s once enviable … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.48915586
Insult0.7065844
Profanity0.33376193
Threat0.01119791
Severe Toxicity0.16960317
Toxic 0.74954444 Low Con 0.15 Insult Unverified_Claim
Feb 17, 2026 1 likes LILLEY UNLEASHED: The fall of …
Im a single mother and have a part time job...can't get a second because all the jobs here in town are filled up with Indian immigrants....and I can't even get accepted for welfare to help …
Im a single mother and have a part time job...can't get a second because all the jobs here in town are filled up with Indian immigrants....and I can't even get accepted for welfare to help me pay for things because all the immigrants are flooding the welfare system. Years ago I would be able to be approved even if I made $1,400 a month.... But now I'm making literally half that a month and I'm still not getting approved..... These fucking immigrants need to go.
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6458014
Insult0.58196646
Profanity0.66405153
Threat0.06238277
Severe Toxicity0.34938923
Toxic 0.74954444 Constructive 0.537 Identity Attack Insult Personal_Narrative
Sep 11, 2025 Why Canadians Are Turning Against …
Holy crap , terror8sts in parliament
Holy crap , terror8sts in parliament
IRCC Names India in Study Permit Fraud | … · 21: Cluster #20
Close reading → Video sentiment →
Identity Attack0.27798235
Insult0.6149945
Profanity0.59166485
Threat0.03304107
Severe Toxicity0.23225145
Toxic 0.74954444 Low Con 0.257 Insult
Sep 29, 2025 IRCC Names India in Study …
It must smell like utter crap there
It must smell like utter crap there
Inside Canada's Indian Invasion... · 65: Cluster #64
Close reading → Discourse → Video sentiment →
Identity Attack0.026207991
Insult0.5362655
Profanity0.6242122
Threat0.0077672824
Severe Toxicity0.040387187
Toxic 0.74954444 Low Con 0.26 Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
*WHITES GETTING PISSED NOW THAT THEY ARE SECOND CLASS...THE INDIANS WORK HARD AND DO WELL FOR THEMSELVES..THE WHITES LOOTED ALL OF THE LAND...THEY DID NOT WORK FOR IT*
*WHITES GETTING PISSED NOW THAT THEY ARE SECOND CLASS...THE INDIANS WORK HARD AND DO WELL FOR THEMSELVES..THE WHITES LOOTED ALL OF THE LAND...THEY DID NOT WORK FOR IT*
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6853638
Insult0.54471385
Profanity0.46460027
Threat0.1115629
Severe Toxicity0.35368225
Toxic 0.74954444 Moderate Con 0.314 Identity Attack Insult Moral_Argument
Sep 19, 2025 3 likes Inside Canada's Indian Metropolis (Brampton)
C’est tout à fait vrai, les indiens sont très sales et sur la planète entière. C’est une invasion.
C’est tout à fait vrai, les indiens sont très sales et sur la planète entière. C’est une invasion.
Inside Canada's Indian Invasion... · 35: Cluster #34
Close reading → Discourse → Video sentiment →
Identity Attack0.7778623
Insult0.6675394
Profanity0.2847897
Threat0.02682521
Severe Toxicity0.641557
Toxic 0.74954444 Moderate Con 0.31 Identity Attack Insult Unverified_Claim
Feb 15, 2026 Inside Canada's Indian Invasion...
What do homeless people have to do with Indians? Because we work hard not to be homeless while you waste your time so you are homeless? Blaming Indians it’s not gonna make you any more …
What do homeless people have to do with Indians? Because we work hard not to be homeless while you waste your time so you are homeless? Blaming Indians it’s not gonna make you any more rich get a fucking job
Inside Canada's Indian Metropolis (Brampton) · 135: Cluster #134
Close reading → Video sentiment →
Identity Attack0.4887047
Insult0.49389273
Profanity0.67055607
Threat0.030969119
Severe Toxicity0.30763787
Toxic 0.74954444 Moderate Con 0.329
Sep 23, 2025 Inside Canada's Indian Metropolis (Brampton)
Where did he got his stupid statistics?
Where did he got his stupid statistics?
Inside Canada's Indian Invasion... · 121: Cluster #120
Close reading → Discourse → Video sentiment →
Identity Attack0.015355183
Insult0.7090544
Profanity0.3866461
Threat0.007961469
Severe Toxicity0.023076924
Toxic 0.74954444 Low Con 0.191 Insult Question
Jan 28, 2026 Inside Canada's Indian Invasion...
The stupid Canadian government has done a lot of harmful things to Canada over the past years.
The stupid Canadian government has done a lot of harmful things to Canada over the past years.
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.48915586
Insult0.71551245
Profanity0.33317488
Threat0.008867673
Severe Toxicity0.024631912
Toxic 0.74954444 Low Con 0.235 Insult Policy_Critique
Sep 12, 2025 1 likes Why Canadians Are Turning Against …
9:01 They walk naked This man is walking half ass naked himself 😂
9:01 They walk naked This man is walking half ass naked himself 😂
Inside Canada's Indian Metropolis (Brampton) · 78: Cluster #77
Close reading → Video sentiment →
Identity Attack0.10221587
Insult0.35161978
Profanity0.5150164
Threat0.1338057
Severe Toxicity0.34954423
Toxic 0.74954444 Low Con 0.165
Dec 4, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
This utuber left no stone unturned to say india as a shit nation And left no feet unlicked to say usa the greatest country on earth
This utuber left no stone unturned to say india as a shit nation And left no feet unlicked to say usa the greatest country on earth
Inside Canada's Indian Invasion... · 48: Cluster #47
Close reading → Discourse → Video sentiment →
Identity Attack0.46028158
Insult0.5101222
Profanity0.6242122
Threat0.03304107
Severe Toxicity0.35022295
Toxic 0.74954444 Low Con 0.196 Insult Comparative_Framing
Feb 26, 2026 3 likes Inside Canada's Indian Invasion...
If the racist white guy on his bike wasn't a bum and living in a homeless shelter indians wouldnt need to come here and pay a shit ton of taxes to feed these white people …
If the racist white guy on his bike wasn't a bum and living in a homeless shelter indians wouldnt need to come here and pay a shit ton of taxes to feed these white people living on generational welfare
Inside Canada's Indian Invasion... · 135: Cluster #134
Close reading → Discourse → Video sentiment →
Identity Attack0.6637263
Insult0.6261769
Profanity0.6001929
Threat0.042662576
Severe Toxicity0.35368225
Toxic 0.74954444 Low Con 0.254 Identity Attack Insult Identity_Assertion
Feb 14, 2026 Inside Canada's Indian Invasion...
Muslim don't worship the True GOD. Allah is the devil.
Muslim don't worship the True GOD. Allah is the devil.
Why Canadians Are Turning Against Immigrants. · 10: Cluster #9
Close reading → Video sentiment →
Identity Attack0.7426507
Insult0.54471385
Profanity0.35597226
Threat0.044278983
Severe Toxicity0.34997055
Toxic 0.74954444 Low Con 0.147 Identity Attack Insult
Aug 27, 2025 Why Canadians Are Turning Against …
It's true - they buy the franchises for a song - employ their own - push out other hard working immigrants - run the quality of the products into the ground - and then call …
It's true - they buy the franchises for a song - employ their own - push out other hard working immigrants - run the quality of the products into the ground - and then call us racists when the business goes to shit. I'd rather have four million Philippines and south American refugees - than a bunch of entitled Khalistanis, Muslims and jihadists. Any fucking day! We actually don't go thru drive thru anymore - we go inside and see who is working before we order anything. Absolutely sick of shitty food and bad service.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.6306599
Profanity0.70864636
Threat0.053330876
Severe Toxicity0.35368225
Toxic 0.74954444 Constructive 0.528 Identity Attack Insult Economic_Argument
Jan 27, 2026 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.