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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 163 of 189
In 20 years Indian will slave all white in North America . Keep take them in they will turn 180 and enslave everyone
In 20 years Indian will slave all white in North America . Keep take them in they will turn 180 and enslave everyone
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.57554024
Insult0.35016364
Profanity0.2761231
Threat0.42643023
Severe Toxicity0.19761463
Moderate 0.52272606 Low Con 0.128 Identity Attack Fear_Threat
Feb 8, 2026 1 likes Inside Canada's Indian Invasion...
These d1rt Indians buys up all the dunkin donuts, subways, citgo and change prices and never honor coupons. Boycott all Indian owned franchises
These d1rt Indians buys up all the dunkin donuts, subways, citgo and change prices and never honor coupons. Boycott all Indian owned franchises
Inside Canada's Indian Invasion... · 20: Cluster #19
Close reading → Discourse → Video sentiment →
Identity Attack0.5548181
Insult0.4810288
Profanity0.27139977
Threat0.06561559
Severe Toxicity0.16960317
Moderate 0.52272606 Moderate Con 0.322 Identity Attack Call_To_Action
Jan 29, 2026 Inside Canada's Indian Invasion...
Th3bindian lady is using big words to escape the question.. red flag ml. She is frud
Th3bindian lady is using big words to escape the question.. red flag ml. She is frud
IRCC Names India in Study Permit Fraud | … · 131: Cluster #130
Close reading → Video sentiment →
Identity Attack0.34974504
Insult0.5678696
Profanity0.26593533
Threat0.011741633
Severe Toxicity0.023692908
Moderate 0.52272606 Low Con 0.19 Insult
Sep 27, 2025 1 likes IRCC Names India in Study …
Liberal government is the only place where you fail upwards jut like gun grab man! If LIBTARDS don't wake up soon we will not be a G7 country. The entire pool of ministers are all …
Liberal government is the only place where you fail upwards jut like gun grab man! If LIBTARDS don't wake up soon we will not be a G7 country. The entire pool of ministers are all useless.
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 46: Cluster #45
Close reading → Discourse → Video sentiment →
Identity Attack0.12735364
Insult0.57787937
Profanity0.20808282
Threat0.029587816
Severe Toxicity0.020902663
Moderate 0.52272606 Low Con 0.191 Insult Policy_Critique
Feb 26, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
SENT THEM BACK TO BJP MODI GANDHI KILLERS INDIA
SENT THEM BACK TO BJP MODI GANDHI KILLERS INDIA
Inside Canada's Indian Invasion... · 77: Cluster #76
Close reading → Discourse → Video sentiment →
Identity Attack0.48915586
Insult0.6120431
Profanity0.36230123
Threat0.49142194
Severe Toxicity0.45895407
Moderate 0.52272606 Low Con 0.137 Insult Call_To_Action
Mar 1, 2026 2 likes Inside Canada's Indian Invasion...
And watch out for those Muslims! What the Muslim guy was saying was true! No hate for Muslims but let’s stop being SO BLIND
And watch out for those Muslims! What the Muslim guy was saying was true! No hate for Muslims but let’s stop being SO BLIND
Why Canadians Are Turning Against Immigrants. · 10: Cluster #9
Close reading → Video sentiment →
Identity Attack0.55044734
Insult0.42743355
Profanity0.12158839
Threat0.014048163
Severe Toxicity0.02514347
Moderate 0.52272606 Constructive 0.501 Identity Attack
Sep 15, 2025 1 likes Why Canadians Are Turning Against …
Our national debt has tripled because of the liberals just paying down the interest we are doomed. If we don’t do something about it we’re done these idiots. Let all of these immigrants in thinking, …
Our national debt has tripled because of the liberals just paying down the interest we are doomed. If we don’t do something about it we’re done these idiots. Let all of these immigrants in thinking, and knowing that they will vote for them the same as the Democrats in the United States did that’s the plan. Do you remember when Trudeau said , the immigrants are more Canadian than you are because you take for granted your Canadian ship and that they are the true Canadians not us votes in the bag. Liberals have one how many times we’re doomed. We don’t live in Canada anymore. We live in, CANASTAN AND ALL AMERICAN CANADIENS ARE THE DUMBEST DECEPTION IS IN THE BRAIN. THEY DON’T EVEN REALIZE WHERE ALL AMERICANS LIVING IN NORTH AMERICA MAY THE TRUTH SET YOU FREE LOOK IN THE MIRROR IF YOU BECOME WHAT YOU HATE????
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.36702603
Insult0.57787937
Profanity0.25001678
Threat0.014048163
Severe Toxicity0.023076924
Moderate 0.52272606 Moderate Con 0.344 Insult Fear_Threat
Oct 9, 2025 Inside Canada's Indian Metropolis (Brampton)
02:40 sh1t is cold there😂
02:40 sh1t is cold there😂
Inside Canada's Indian Invasion... · 182: Cluster #181
Close reading → Discourse → Video sentiment →
Identity Attack0.019676208
Insult0.16890354
Profanity0.55356324
Threat0.011223801
Severe Toxicity0.06101104
Moderate 0.52272606 Low Con 0.235 Humor_Satire
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Canada 🇨🇦 needs to start a xenophobia....All race in canada unite against pooonje 👳🏾‍♀️ and pooop cravers 💩
Canada 🇨🇦 needs to start a xenophobia....All race in canada unite against pooonje 👳🏾‍♀️ and pooop cravers 💩
Inside Canada's Indian Invasion... · 41: Cluster #40
Close reading → Discourse → Video sentiment →
Identity Attack0.40447855
Insult0.5239335
Profanity0.3122265
Threat0.038911607
Severe Toxicity0.14916596
Moderate 0.52272606 Low Con 0.274 Insult Identity_Assertion
Feb 12, 2026 2 likes Inside Canada's Indian Invasion...
That guy on the bicycle has purest form of hatred and racism in his blood lmao
That guy on the bicycle has purest form of hatred and racism in his blood lmao
Inside Canada's Indian Invasion... · 13: Cluster #12
Close reading → Video sentiment →
Identity Attack0.34649673
Insult0.38406035
Profanity0.26600444
Threat0.04718852
Severe Toxicity0.053837523
Moderate 0.52272606 Low Con 0.236
Jan 27, 2026 Inside Canada's Indian Invasion...
I don’t like it All peoples India are lied bad record private crimes 🇮🇳 millions immigration moved to all Canada and but India 🇮🇳 still hate against all peoples s own born in Canada here …
I don’t like it All peoples India are lied bad record private crimes 🇮🇳 millions immigration moved to all Canada and but India 🇮🇳 still hate against all peoples s own born in Canada here all Canada govt are weak shame
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5075293
Insult0.49389273
Profanity0.12220735
Threat0.014048163
Severe Toxicity0.02449106
Moderate 0.52272606 Moderate Con 0.468 Identity Attack Unverified_Claim
Oct 1, 2025 Inside Canada's Indian Metropolis (Brampton)
I'm gonna vomit..!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!
I'm gonna vomit..!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!
Inside Canada's Indian Metropolis (Brampton) · 379: Cluster #378
Close reading → Discourse → Video sentiment →
Identity Attack0.009434453
Insult0.17361937
Profanity0.30866358
Threat0.24090876
Severe Toxicity0.044870634
Moderate 0.52272606 Moderate Con 0.394 Humor_Satire
Sep 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
The bike guy racist and extremely uneducated
The bike guy racist and extremely uneducated
Inside Canada's Indian Invasion... · 13: Cluster #12
Close reading → Discourse → Video sentiment →
Identity Attack0.30103904
Insult0.54525656
Profanity0.21456863
Threat0.010576514
Severe Toxicity0.023076924
Moderate 0.52272606 Low Con 0.182 Insult Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
The Indian population is so huge, they are taking over the world and taking their horrible cultures with them Most are uncivilised !
The Indian population is so huge, they are taking over the world and taking their horrible cultures with them Most are uncivilised !
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.56711763
Insult0.46923602
Profanity0.26555094
Threat0.045895394
Severe Toxicity0.16960317
Moderate 0.52272606 Low Con 0.236 Identity Attack Fear_Threat
Feb 22, 2026 1 likes Inside Canada's Indian Invasion...
I have a sister that lives in Vancouver and she says the Indians have taken over like a cancer and they do not care about assimilating either. At least they're not Muslims, amirite?
I have a sister that lives in Vancouver and she says the Indians have taken over like a cancer and they do not care about assimilating either. At least they're not Muslims, amirite?
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6007182
Insult0.47384647
Profanity0.22713706
Threat0.032005094
Severe Toxicity0.06101104
Moderate 0.52272606 Constructive 0.584 Identity Attack Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Where were your folks who built this country when the native people were being silently murdered by your own? You say your grandparents helped build this country. No. Your grandparents allows this country to become …
Where were your folks who built this country when the native people were being silently murdered by your own? You say your grandparents helped build this country. No. Your grandparents allows this country to become destroyed! Now that it’s happening to you, now you wanna to say something about it? Get fucking real! Maybe it’s time for you to go back and let the native people rebuild. Before it’s too late! Period
Why Canadians Are Turning Against Immigrants. · 116: Cluster #115
Close reading → Video sentiment →
Identity Attack0.28034934
Insult0.40975618
Profanity0.4819111
Threat0.13815513
Severe Toxicity0.12282934
Moderate 0.52272606 Moderate Con 0.388
Aug 26, 2025 Why Canadians Are Turning Against …
These new Indian immigrants have no class.
These new Indian immigrants have no class.
Inside Canada's Indian Invasion... · 58: Cluster #57
Close reading → Discourse → Video sentiment →
Identity Attack0.56445944
Insult0.47384647
Profanity0.1696208
Threat0.013424582
Severe Toxicity0.02604016
Moderate 0.52272606 Low Con 0.189 Identity Attack Identity_Assertion
Feb 23, 2026 1 likes Inside Canada's Indian Invasion...
The most "sacred" river, the Ganges, is a polluted Sh*t hole. If that's how you treat what you consider sacred, how are you gonna treat a country not your own?
The most "sacred" river, the Ganges, is a polluted Sh*t hole. If that's how you treat what you consider sacred, how are you gonna treat a country not your own?
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.08252834
Insult0.43296707
Profanity0.5365423
Threat0.010291707
Severe Toxicity0.030523606
Moderate 0.52139956 Moderate Con 0.345
Sep 11, 2025 1 likes Why Canadians Are Turning Against …
Now you know how I feel in the UK....I caught the bus home from work yesterday and I actually counted how many white people were on the bus.....there were me and one other person an …
Now you know how I feel in the UK....I caught the bus home from work yesterday and I actually counted how many white people were on the bus.....there were me and one other person an the other 16 were either indian Pakistani or black...I'm now a foreigner now in my own country....I hate and am not proud to be British anymore 😢😢😢
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.57150364
Insult0.3388922
Profanity0.2564132
Threat0.030623792
Severe Toxicity0.12282934
Moderate 0.52139956 Constructive 0.632 Identity Attack Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Jeez dread, Canada needs to do something quick, I'm seeing tis shit all over and it going to be a real mess if they don't fix it fast. Change the laws and force these people …
Jeez dread, Canada needs to do something quick, I'm seeing tis shit all over and it going to be a real mess if they don't fix it fast. Change the laws and force these people to adhere to the culture and laws, take away some one their rights, start by taking away their rights to practice their culture in public, stop their protesting, they are immigrants and should behave like a lifelong guest, deport them without question if they fail to assimilate.
Why Canadians Are Turning Against Immigrants. · 20: Cluster #19
Close reading → Discourse → Video sentiment →
Identity Attack0.37292135
Insult0.46774593
Profanity0.5150164
Threat0.063999176
Severe Toxicity0.052940834
Moderate 0.52139956 Constructive 0.51 Policy_Critique
Aug 25, 2025 Why Canadians Are Turning Against …
Scammers and thieves they take all our jobs health care and food from food banks then trash everything throw garbage and deficate and urinate or everything they never shower cant even get close to one …
Scammers and thieves they take all our jobs health care and food from food banks then trash everything throw garbage and deficate and urinate or everything they never shower cant even get close to one they smell so bad I'm so sad to see how bad canada has gotten in the past few years and it's one type of people too 😢
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.10815793
Insult0.5739874
Profanity0.10363861
Threat0.010110466
Severe Toxicity0.023076924
Moderate 0.52139956 Constructive 0.504 Insult
Sep 30, 2025 6 likes IRCC Names India in Study …
BRAMPTON IS THE MOST RACIST TOWN IN CANADA!!!
BRAMPTON IS THE MOST RACIST TOWN IN CANADA!!!
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.46028158
Insult0.4794537
Profanity0.094219476
Threat0.0100069
Severe Toxicity0.023599008
Moderate 0.52139956 Low Con 0.16 Fear_Threat
Oct 7, 2025 Inside Canada's Indian Metropolis (Brampton)
Liberals got us here...If they were pleasant immigrants we wouldn't care....but they're not...they shit all over my country, bathing in our lakes...and telling Canadians to get out of our own country...appalling...this is our country....no respect …
Liberals got us here...If they were pleasant immigrants we wouldn't care....but they're not...they shit all over my country, bathing in our lakes...and telling Canadians to get out of our own country...appalling...this is our country....no respect for Canada or Canadians...time for major deportation...Carney's WEF...plan...
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.48915586
Insult0.48627716
Profanity0.40929472
Threat0.051067904
Severe Toxicity0.07805709
Moderate 0.52139956 Moderate Con 0.346 Policy_Critique
Sep 7, 2025 Why Canadians Are Turning Against …
the minister is disgusting, her reference to tabouleh is a way to imply that Rempel Garner is somehow a racist without engaging her question. It's like when AOC went off about black and indigenous cowboys …
the minister is disgusting, her reference to tabouleh is a way to imply that Rempel Garner is somehow a racist without engaging her question. It's like when AOC went off about black and indigenous cowboys at Munich to avoid engaging with any of the content of Rubio's speech. The left does this all the time, rather than offer any defense they just shout "racism" or "islamophobia" or "transphobia"
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.4482637
Insult0.5497792
Profanity0.12035047
Threat0.009463178
Severe Toxicity0.023076924
Moderate 0.52139956 Constructive 0.561 Insult Policy_Critique
Feb 28, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
Go figure how about that shitskins with 5000 years of perfected CORRUPTION do it again jeez who would of thought
Go figure how about that shitskins with 5000 years of perfected CORRUPTION do it again jeez who would of thought
IRCC Names India in Study Permit Fraud | … · 49: Cluster #48
Close reading → Video sentiment →
Identity Attack0.23163283
Insult0.48313886
Profanity0.5013569
Threat0.03407705
Severe Toxicity0.16960317
Moderate 0.52139956 Low Con 0.116
Sep 30, 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.