benjychavez_ — Streamer University stream analytics — Jul 20, 2026

FULL STREAM INTELLIGENCE · Streamer University

Jul 20, 2026 · VOD 2824339995

Chat mood & viewers

59,464 MSGS

Positive

5,006

8.4% of msgs

Negative

214

0.4% of msgs

Neutral

54,244

91.2% of msgs

Net mood · (pos − neg) / total

keyword lexicon heuristic · not a language model

Positivity ratio

5,006 POS

POSITIVITY · POS/(POS+NEG)

Sentiment flips

MINUTE-OVER-MINUTE Δ

566:000.29→-0.04Δ-0.33
789:000.00→0.29Δ+0.29
790:000.29→0.00Δ-0.29
284:000.26→0.00Δ-0.26
569:000.25→0.00Δ-0.25

Mood regime · per minute

815 MIN

POSNEUTRALNEGline = net score −1..1

Chat rate × peaks

815 MIN6 PEAKS

Auto-detected moments · clip suggestions

12 DETECTED12 CLIP-WORTHY

01:00EMOTES×10.4clip suggested Watch VOD
38 emote msgs — ×10.4 the average
- devvvy111: how was the carne
- p00hbeer: did you get anything
02:00EMOTES×12.9clip suggested Watch VOD
47 emote msgs — ×12.9 the average
- iamdresito: benjyyyyy you going to be big
- heypeasants: AWWW THANK UUU
03:00INFLUX×15.8clip suggested Watch VOD
194 first-time chatters in one minute (raid-like influx)
- devotchkas3: yes I enjoyed it I want you to have some stress free chill time now
- vvivivision: it takes a leader to put together the carne asada! you did a lot!
14:00INFLUX×10.7clip suggested Watch VOD
131 first-time chatters in one minute (raid-like influx)
- queen_jadore: why would he dig his hand in it
- kelly_livorio: crystal is crying
16:00INFLUX×10.6clip suggested Watch VOD
130 first-time chatters in one minute (raid-like influx)
- puentes1021: take the food with you you.
- booskiefry76: hopefully theirs some more when you get back

Keyword tracker

TOP 14

benjy3,964
that1,661
they1,423
with1,340
your1,299
what1,187
food1,143
benjychavez1,119
plate1,041
just989
watchtime981
watching972
take901
benji889

Bot radar

14 FLAGGED

Suspect	Msgs	Score	Conf	Signals
streamelements	903	1.00	known	known bot account
fossabot	277	1.00	known	known bot account
funnymarco	16	0.55	medium	15 messages fired <2s apart · 16 msgs/min sustained
statefarm	14	0.55	medium	12 messages fired <2s apart · 14 msgs/min sustained
jayla_479	18	0.45	medium	repeated one message ×9 (50% of output)
clubanthem1	8	0.45	medium	repeated one message ×7 (88% of output)
acenube	7	0.45	medium	repeated one message ×4 (57% of output)
aliyaahhmf	7	0.45	medium	repeated one message ×5 (71% of output)
mksnipe08	6	0.45	medium	repeated one message ×4 (67% of output)
mrsacapulcomomme	6	0.45	medium	repeated one message ×5 (83% of output)
whos_the_boss02	6	0.45	medium	repeated one message ×4 (67% of output)
peachymi	5	0.45	medium	repeated one message ×4 (80% of output)
elmersglue03	5	0.45	medium	repeated one message ×4 (80% of output)
sh1oxzz	5	0.45	medium	repeated one message ×5 (100% of output)

Emote pulse

TOP 8

benjyc3Benjyuniversity1,694
StreamerU20261,491
benjyc3WBENJY1,484
yurnRaidd718
benjyc3BOLITAUNIVERSITY569
yurnYURNN310
benjyc3Benjynation285
LUL278

Evidence tape

6 MSGS

00:00k0aldiaOPENER
hiii
02:00iamdresitoPEAK
benjyyyyy you going to be big
02:00heypeasantsPEAK
AWWW THANK UUU
02:00kaylanicolehoPEAK
he got the 100 gifted
02:00princessohaPEAK
you should’ve got sunshine award
02:00TcuppyPEAK
You're still awesome

Moments

auto-detected

Clip-worthy

intensity ≥1.8

Flips

mood swings

Bots

suspects flagged

Top chatter

RANK 01

Zavierchillgng

MSGS
SENT

FIRST SEEN 3:00 · 1.1% OF ALL CHAT

Unique chatters

9,993

1% of viewers

Msgs / chatter

6.0

59,464 msgs total

From subs

15%

9,008 msgs

Bots filtered

1,180 msgs flagged

Dominance

TOP 10

TOP-10 SHARE

Leaderboard · Top 20

BY MSGS9% OF CHAT

#	Chatter	Badges	Msgs	Share
01	StreamElements	MODBOT	903	1.5%
02	Zavierchillgng		627	1.1%
03	auroraidunn	SUB	375	0.6%
04	Josseline_Nunez		345	0.6%
05	CinnamonBuna	MODSUB	311	0.5%
06	xoso1111	SUB	282	0.5%
07	Fossabot	MODBOT	277	0.5%
08	stargazerr		244	0.4%
09	juanyjuan2		239	0.4%
10	626anthony		238	0.4%
11	xmspaige_		194	0.3%
12	thebest_nelly123		191	0.3%
13	rt758		191	0.3%
14	weloveditzzz_ontiktok		176	0.3%
15	xoxoxooo01		172	0.3%
16	marscried		172	0.3%
17	whypxlar		170	0.3%
18	trolling247t		169	0.3%
19	BoredHeaux	SUB	164	0.3%
20	AnDREA_1994_	SUB	163	0.3%

User types · badge mix

112 BADGES

SUBSCRIBER8,600 · 14%
PREMIUM8,189 · 14%
TURBO5,299 · 9%
FOOTBALL-FEST-20262,175 · 4%
MODERATOR1,765 · 3%
BOT-BADGE1,180 · 2%
WENT-OUTSIDE1,155 · 2%
BLOSSOM-BADGE939 · 2%

New chatters · arrival curve

9993 TOTAL

first-message arrivals · 0m → 814m

724 joined in the first 2 minutes = 7% of all chatters

Returning

2631

≥5 msgs sent

One-and-done

4107

single message

Most mentioned

4,892 @s

@auroraidunn71 · 54u
@zavierchillgng54 · 23u
@626anthony40 · 30u
@xmspaige_39 · 22u
@streamelements37 · 28u
@istaytunedin35 · 13u
@xoxoxooo0133 · 21u
@rt75833 · 22u

Top interactors

WHO PINGS MOST

streamelements902
626anthony156
auroraidunn85
lyriana878983
zavierchillgng73
xoxoxooo0159
kaylimay2950
xoso111146

Chat tape

NOTABLE MSGS

00:00k0aldiaOPENER
hiii
02:00iamdresitoPEAK
benjyyyyy you going to be big
02:00heypeasantsPEAK
AWWW THANK UUU
02:00kaylanicolehoPEAK
he got the 100 gifted
02:00princessohaPEAK
you should’ve got sunshine award
02:00TcuppyPEAK
You're still awesome
02:00chilaquilesss277PEAK
TwitchUnity TwitchUnity TwitchUnity
31:00JSimagezPING
ANYONE KNOW WHO THE GIRL WITH PINK HAIR IS @benjychavez_

Concentration

WHO CARRIES THE CHAT

Top 10 chatters

3,841 msgs

Top 50 chatters

16%

9,276 msgs

Remaining

9943

share 84%

TOP 10 · 6%REST · 9983 CHATTERS · 94%

benjyc3Benjyuniversity ×1694StreamerU2026 ×1491benjyc3WBENJY ×1484yurnRaidd ×718benjyc3BOLITAUNIVERSITY ×569yurnYURNN ×310benjyc3Benjynation ×285LUL ×278TwitchUnity ×274benjyc3Fkyea ×259

Emote volume

MSGS W/ EMOTES

Of all messages

5.0%

59,464 msgs scanned

Emote codes

10,421 occurrences

Emotes / min

FLOW

Message length · distribution

CHARS / MSG

7,643

18,839

22,991

7,927

1,739

304

1-56-1516-4041-8081-160160+

Median

18 ch

P90

54 ch

Max

500 ch

Chat DNA

% OF ALL MSGS

Caps rage

10.9%

6,462 msgs

Questions

4.9%

2,919 msgs

Mentions

8.2%

4,887 @calls

Commands

2.4%

1,415 !calls

CAPS10.9%
QUESTIONS4.9%
MENTIONS8.2%
COMMANDS2.4%

Top multiplier

#1 EMOTE

benjyc3Benjyuniversity

official emote · per-minute flow

02StreamerU2026×1491
03benjyc3WBENJY×1484
04yurnRaidd×718

Emote leaderboard

OFFICIAL7TV-STYLE

benjyc3Benjyuniversity×1,694
StreamerU2026×1,491
benjyc3WBENJY×1,484
yurnRaidd×718
benjyc3BOLITAUNIVERSITY×569
yurnYURNN×310
benjyc3Benjynation×285
LUL×278
TwitchUnity×274
benjyc3Fkyea×259
benjyc3Bolanationn×174
SipTime×164
<3×160
bleedPurple×136
benjyc3Throwittt×131
DinoDance×129

bar color · green = official emoticon fragment · white = token heuristic (7tv/bttv-style)

Copypasta tracker

TOP 10 STRAINS

##	Strain	Count	Carriers	Spread	Virality
01	!watchtime	×741	540	3m→812m	VIRAL
02	😭😭😭	×163	123	4m→761m	VIRAL
03	😂😂😂	×157	107	15m→792m	VIRAL
04	😂😂😂😂	×135	95	10m→797m	VIRAL
05	😭😭😭😭	×125	84	5m→742m	VIRAL
06	🤣🤣🤣	×108	88	3m→753m	VIRAL
07	😭😭	×107	79	12m→796m	VIRAL
08	LMAO	×101	69	8m→763m	VIRAL
09	lmao	×99	73	11m→803m	VIRAL
10	awww	×97	85	1m→764m	VIRAL

Keyword cloud

TOP 18 TOKENS

benjy₃₉₆₄that₁₆₆₁they₁₄₂₃with₁₃₄₀your₁₂₉₉what₁₁₈₇food₁₁₄₃benjychavez₁₁₁₉plate₁₀₄₁just₉₈₉watchtime₉₈₁watching₉₇₂take₉₀₁benji₈₈₉this₈₇₉love₈₇₆spent₈₂₃there₇₉₁

Mood regime

LEXICON HEURISTIC

POSNEUTRALNEG

Spam tape

WALLS + PEAKS

02:00iamdresitoPEAK
benjyyyyy you going to be big
02:00heypeasantsPEAK
AWWW THANK UUU
02:00kaylanicolehoPEAK
he got the 100 gifted
02:00princessohaPEAK
you should’ve got sunshine award
02:00TcuppyPEAK
You're still awesome
02:00chilaquilesss277PEAK
TwitchUnity TwitchUnity TwitchUnity
43:00ortegamoWALL
TELL EVERYONE FET YOUR OWN FOOD HES BUSY TF. TELL EVERYONE GET THEIR OWN FOOD HES BUSYYYYYYYY. TELL EVERYONE FET YOUR OW

User colors

TOP 16

Participation inequality

9,993 CHATTERS

GINI COEFFICIENT · 0 = EQUAL, 1 = ONE VOICE

Top 1%

22%

100 users

Top 5%

45%

500 users

Top 10%

59%

999 users

Community split

SHARE OF CHATTERS

CORE

DRIVE-BY

Lorenz curve · cumulative share

USERS → MESSAGES

DASHED = PERFECT EQUALITYSOLID = ACTUAL CHAT

User tiers · who carries the chat

4 TIERS

1 msg4,107USERS4,107MSGS6.9%
2-4 msgs3,255USERS8,626MSGS14.5%
5-19 msgs2,083USERS18,794MSGS31.6%
20+ msgs548USERS27,937MSGS47.0%

548 super-active users (5.5% of chatters) wrote 47% of all messages

Unique chatters / min

Arrivals · cumulative

NEW CHATTERS

Most mentioned

@ TARGETS

@auroraidunn71 · by 54 users
@zavierchillgng54 · by 23 users
@626anthony40 · by 30 users
@xmspaige_39 · by 22 users
@streamelements37 · by 28 users
@istaytunedin35 · by 13 users
@xoxoxooo0133 · by 21 users
@rt75833 · by 22 users
@kaylimay2931 · by 23 users
@juanyjuan230 · by 21 users

Top interactors

WHO REACHES OUT

streamelements902 sent
626anthony156 sent
auroraidunn85 sent
lyriana878983 sent
zavierchillgng73 sent
xoxoxooo0159 sent
kaylimay2950 sent
xoso111146 sent
trolling247t41 sent
whypxlar39 sent

Badge mix

TOP 8

SUBSCRIBER8600 · 14%
PREMIUM8189 · 14%
TURBO5299 · 9%
FOOTBALL-FEST-20262175 · 4%
MODERATOR1765 · 3%
BOT-BADGE1180 · 2%
WENT-OUTSIDE1155 · 2%
BLOSSOM-BADGE939 · 2%

Core community

769

≥3 interactions

Drive-by

3,740

1 msg · 0 interactions

Mentions

4,892

@ callouts

Network edges

distinct pairs

Mention flows · top pairs

TOP 12 OF 60

#	From		To	Count
01	lyriana8789	→	zavierchillgng	29
02	streamelements	→	4ng31e	23
03	streamelements	→	whypxlar	14
04	fossabot	→	benjychavezlivestreams	13
05	tweemartini	→	watermelonstmch	13
06	zavierchillgng	→	lyriana8789	13
07	streamelements	→	laylacameroncrovettifan	12
08	streamelements	→	lilxsierraxc	9
09	watermelonstmch	→	tweemartini	9
10	jndxyz	→	istaytunedin	9
11	streamelements	→	stargazerr	8
12	istaytunedin	→	rrrrraynz	8

Chat tape

NOTABLE MESSAGES

00:00k0aldiaOPENER
hiii
02:00iamdresitoPEAK
benjyyyyy you going to be big
02:00heypeasantsPEAK
AWWW THANK UUU
02:00kaylanicolehoPEAK
he got the 100 gifted
02:00princessohaPEAK
you should’ve got sunshine award
02:00TcuppyPEAK
You're still awesome

Social share card

This is the exact image link unfurlers render when this stream is shared.

↓ Download card (1200×630)

Ad equivalence

DEMO

no viewer track captured

Engagement quality

MEASURED

Viewers who chat

Msgs / viewer

0.0

chat depth

Community gini

0.67

0 = broad, 1 = few voices

Loyal chatters

2631

≥5 msgs

Sub messages

15%

paying-fan share

Brand safety

MEASURED · LEXICON

ASafety grade

Score / 100

PROFANITY0.3%
CAPS RAGE10.9%
SPAM/PASTA4.6%
BOT MSGS2.0%

Sponsor signals · detected in chat

14 DETECTED

Type	Asset	Pushes	Users	Window	Source
CMD	!watchtime	×955	577	3m→812m	ORGANIC
LINK	twitch.tv	×198	49	1m→808m	BOT TIMER
CMD	!followage	×113	87	3m→772m	ORGANIC
LINK	twitch.amazon.com	×96	1	1m→808m	BOT TIMER
LINK	discord.gg	×53	1	0m→808m	BOT TIMER
CMD	!prime	×19	7	3m→631m	ORGANIC
CMD	!sub	×18	5	3m→627m	ORGANIC
CMD	!subcount	×15	2	19m→621m	ORGANIC
LINK	youtube.com	×14	2	3m→600m	BOT TIMER
CMD	!yt	×10	2	95m→600m	ORGANIC
CMD	!time	×9	9	115m→626m	ORGANIC
CMD	!watch	×7	7	175m→532m	ORGANIC
CMD	!subgoal	×5	2	16m→536m	ORGANIC
CMD	!clip	×5	2	60m→495m	ORGANIC

Sponsor lift · ad-read impact

DEMO

Chat echoes per minute around a sponsored read — spikes ×6 at the mention, decays in ~4 min. Real version needs a same-session viewer track + labeled ad window.

Audience language

MEASURED

ES1.6%
EN28.6%
OTHER / EMOTE-ONLY69.8%

language of written messages · emote-only spam excluded from ES/EN

Audience overlap

DEMO

streamer_alpha34% shared
streamer_beta21% shared
streamer_gamma9% shared
streamer_delta4% shared

shared active chatters · real version needs chat dumps of candidate streamers

Growth track

DEMO

Followers / wk

+2,100

last week

Streams / wk

5.2

±1h start time

real version fetches channel history via twitchtracker / helix

MSGS 59,464CHATTERS 9993POS 5,006NEG 214TOP KEYWORD “BENJY” ×3964GINI 0.673BOTS 14PEAK ×29.6 @ 698m

benjychavez_'s Streamer University stream "STREAMER U NIGHT ALMOST THE END 😭" on Jul 20, 2026 generated 59,464 messages from 9,993 unique chatters (73 msgs/min average, peaking at 511/min). Sentiment ran 5,006 positive vs 214 negative, and the top keyword was "benjy" (×3964). Explore the full stream breakdown — pulse, chatters, memes, community, viewers and media kit — below.

Ask me something about the stream

benjychavez_ stream analytics summary