#lens api

[scrapingdog]

Build a Plant Identifier Web App with Google Lens API

Learn how to create a powerful plant identifier web app by integrating the Google Lens API with Scrapingdog's scraping tools. Perfect for enthusiasts and developers looking to build a botanical assistant.

[watchnrant]

Interior Chinatown: A Sharp Satire That Challenges Stereotypes and Forces Self-Reflection

Interior Chinatown is a brilliant yet understated reflection of the world—a mirror that exposes how society often judges people by their covers. The show captures this poignantly with the scene where Willis Wu can’t get into the police precinct until he proves his worth by delivering food. It’s a powerful metaphor: sometimes, if you don’t fit the mold, you have to prove your value in the most degrading or unexpected ways just to get a foot in the door. The locked precinct doors represent barriers faced by those who don’t match the “majority’s” idea of what’s acceptable or valuable.

While the series centers on the Asian and Pacific Islander (API) community and the stereotypical roles Hollywood has long relegated them to—background extras, kung fu fighters—it forces viewers to confront bigger questions. It makes you ask: Am I complicit in perpetuating these stereotypes? Am I limiting others—or even myself—by what I assume is their worth? It’s not just about API representation; it’s about how society as a whole undervalues anyone who doesn’t fit neatly into its preferred narrative.

The show can feel confusing if you don’t grasp its satirical lens upfront. But for me, knowing the context of Charles Yu’s original book helped it click. The production team does an incredible job balancing satire with sincerity, blurring the line between real life and the exaggerated Hollywood “procedural” format. They cleverly use contrasting visuals and distinct camera work to draw you into different headspaces—Hollywood’s glossy expectations versus the grittier reality of life.

Chloe Bennet’s involvement (real name Chloe Wang) ties into the show’s themes on a deeply personal level. She famously changed her last name to navigate Hollywood, caught in the impossible middle ground of not being “Asian enough” or “white enough” for casting directors. It’s a decision that sparks debate—was it an act of survival, assimilation, or betrayal? But for Bennett, it was about carving a space for herself to pursue her dreams.

This theme echoes in one of the show’s most poignant scenes, where Lana is told, “You will never completely understand. You’re mixed.” It’s a crushing acknowledgment of the barriers that persist, even when you’re trying to bridge divides. Lana’s story highlights how identity can be both a strength and an obstacle, and the line serves as a painful reminder of the walls society creates—externally and internally.

Interior Chinatown doesn’t just ask us to look at the system; it forces us to examine ourselves. Whether it’s Willis Wu at the precinct door or Lana trying to connect in a world that sees her as neither this nor that, the show unflinchingly portrays the struggle to belong. And as viewers, it challenges us to question our role in those struggles: Are we helping to dismantle the barriers, or are we quietly reinforcing them?

[fuckyeahecco]

Here's the interview where Ed confirms the remasters and new game, as well as reflecting on some of his inspiration for the series!

[nullnvoid911]

How do I manage to cite thousands of photos?

I have officially passed 1,000 posts cited on this blog! That's 1000 posts of riots, exercises, mildly disgruntled guys in balaclavas, whatever.

If you were wondering if I do all the citing myself, you'd be correct! Every citation has been agonizingly researched by me. Is it a waste of time? Definitely. But I'm too far in to stop now...

However, it's not all by hand. I'm a software developer by trade, so I did make something to help with citation. Using the Tumblr API, these are the tools I made to make the process just a bit less painful!

You may have noticed all of my posts follow a certain format. Well, this is why! The citations view brings up my most recent unattributed post for me to add a citation to. Then, I can search multiple reverse image websites to find the source!

Google Lens is usually best for most things (even Russian pictures on VK and official military websites). TinEye is great for photos that are heavily cropped, or are stock, since they're sponsored by Adobe and Alamy. Everything else, including Yandex, kind of sucks.

I can also create new posts using this tool, which you've probably seen recently:

Throughout it all I've developed an auto tagging system that picks up on keywords inside the posts I write. This list goes on and on! Who knew there were so many special forces with three letter acronyms...

BRI SEK AOS KSK BAC B2R CDI DSI СБУ DSU BMD KSM SAS JTF! Which ones can you name?

You may have seen me delete posts that you liked. That was the job of the duplicate remover, which helps me find and delete identical posts. Even I forget what I've reblogged...

Of course, I have to fetch all 6000 images first and compare them using a unique "perceptual hash", but... it's worth it!

Through all my editing, posting, sorting, and loading, I need to keep an eye on the Tumblr API limits. I can actually reach them with the amount of posts I'm making...

And that's pretty much it! I probably won't release the tool since I doubt anyone would actually want to waste time doing this, but I'm pretty proud of it.

I might make a post later about the things I've found, but here are some fun facts:

France and Germany make up almost half of my entire list. For reference, the USA is about 40!

137 posts are marked with #needs-attribution, or about one in ten. 14 are under #needs-more-info. The sources for these are lost to time :(

There's a limit of 1000 likes per day. I've reached it...

There's a limit of 1000 posts in the queue, which I've pretty much been at since I started this blog. However, my current "cited" backlog is about 10 days long at 25 posts per day.

I still have about 3500 posts left to go before everything's done...

Thanks for sticking with me as I add summaries to posts that most people would have probably liked more if it was just the picture :^)

Maybe my captions are making things... too real?

[444namesplus]

aba abe abh abi abo abu acha ache achi acho achu ada ade adh adi ado adu afa afe afh afi afo afu aga age agh agi ago agu aha ahe ahi aho ahu aja aje aji ajo aju aka ake akh aki ako aku al ala ale alh ali alo alu am ama ame ami amo amu an ana ane ani ano anu apa ape aph api apo apu ar ara are arh ari aro aru asa ase ash asi aso asu ata ate ath ati ato atu ava ave avi avo avu az aza aze azh azi azo azu ba bal bam ban bar baz be bel bem ben ber bez bha bhe bhi bho bhu bi bil bim bin bir biz bo bol bom bon bor boz bu bul bum bun bur buz cha chal cham chan char chaz che chel chem chen cher chez chi chil chim chin chir chiz cho chol chom chon chor choz chu chul chum chun chur chuz da dal dam dan dar daz de del dem den der dez dha dhe dhi dho dhu di dil dim din dir diz do dol dom don dor doz du dul dum dun dur duz eba ebe ebh ebi ebo ebu echa eche echi echo echu eda ede edh edi edo edu efa efe efh efi efo efu ega ege egh egi ego egu eha ehe ehi eho ehu eja eje eji ejo eju eka eke ekh eki eko eku el ela ele elh eli elo elu em ema eme emi emo emu en ena ene eni eno enu epa epe eph epi epo epu er era ere erh eri ero eru esa ese esh esi eso esu eta ete eth eti eto etu eva eve evi evo evu ez eza eze ezh ezi ezo ezu fa fal fam fan far faz fe fel fem fen fer fez fha fhe fhi fho fhu fi fil fim fin fir fiz fo fol fom fon for foz fu ful fum fun fur fuz ga gal gam gan gar gaz ge gel gem gen ger gez gha ghe ghi gho ghu gi gil gim gin gir giz go gol gom gon gor goz gu gul gum gun gur guz ha hal ham han har haz he hel hem hen her hez hi hil him hin hir hiz ho hol hom hon hor hoz hu hul hum hun hur huz

iba ibe ibh ibi ibo ibu icha iche ichi icho ichu ida ide idh idi ido idu ifa ife ifh ifi ifo ifu iga ige igh igi igo igu iha ihe ihi iho ihu ija ije iji ijo iju ika ike ikh iki iko iku il ila ile ilh ili ilo ilu im ima ime imi imo imu in ina ine ini ino inu ipa ipe iph ipi ipo ipu ir ira ire irh iri iro iru isa ise ish isi iso isu ita ite ith iti ito itu iva ive ivi ivo ivu iz iza ize izh izi izo izu ja jal jam jan jar jaz je jel jem jen jer jez ji jil jim jin jir jiz jo jol jom jon jor joz ju jul jum jun jur juz ka kal kam kan kar kaz ke kel kem ken ker kez kha khe khi kho khu ki kil kim kin kir kiz ko kol kom kon kor koz ku kul kum kun kur kuz la lal lam lan lar laz le lel lem len ler lez lha lhe lhi lho lhu li lil lim lin lir liz lo lol lom lon lor loz lu lul lum lun lur luz ma mal mam man mar maz me mel mem men mer mez mi mil mim min mir miz mo mol mom mon mor moz mu mul mum mun mur muz na nal nam nan nar naz ne nel nem nen ner nez ni nil nim nin nir niz no nol nom non nor noz nu nul num nun nur nuz oba obe obh obi obo obu ocha oche ochi ocho ochu oda ode odh odi odo odu ofa ofe ofh ofi ofo ofu oga oge ogh ogi ogo ogu oha ohe ohi oho ohu oja oje oji ojo oju oka oke okh oki oko oku ol ola ole olh oli olo olu om oma ome omi omo omu on ona one oni ono onu opa ope oph opi opo opu or ora ore orh ori oro oru osa ose osh osi oso osu ota ote oth oti oto otu ova ove ovi ovo ovu oz oza oze ozh ozi ozo ozu pa pal pam pan par paz pe pel pem pen per pez pha phe phi pho phu pi pil pim pin pir piz po pol pom pon por poz pu pul pum pun pur puz ra ral ram ran rar raz re rel rem ren rer rez rha rhe rhi rho rhu ri ril rim rin rir riz ro rol rom ron ror roz ru rul rum run rur ruz sa sal sam san sar saz se sel sem sen ser sez sha she shi sho shu si sil sim sin sir siz so sol som son sor soz su sul sum sun sur suz ta tal tam tan tar taz te tel tem ten ter tez tha the thi tho thu ti til tim tin tir tiz to tol tom ton tor toz tu tul tum tun tur tuz uba ube ubh ubi ubo ubu ucha uche uchi ucho uchu uda ude udh udi udo udu ufa ufe ufh ufi ufo ufu uga uge ugh ugi ugo ugu uha uhe uhi uho uhu uja uje uji ujo uju uka uke ukh uki uko uku ul ula ule ulh uli ulo ulu um uma ume umi umo umu un una une uni uno unu upa upe uph upi upo upu ur ura ure urh uri uro uru usa use ush usi uso usu uta ute uth uti uto utu uva uve uvi uvo uvu uz uza uze uzh uzi uzo uzu va val vam van var vaz ve vel vem ven ver vez vi vil vim vin vir viz vo vol vom von vor voz vu vul vum vun vur vuz za zal zam zan zar zaz ze zel zem zen zer zez zha zhe zhi zho zhu zi zil zim zin zir ziz zo zol zom zon zor zoz zu zul zum zun zur zuz

[sheltiechicago]

Inma by Zaachariaha Fielding

Acrylic on linen. This Adelaide-based multi-disciplinary artist from the Mimili community on the APY lands, was the winner of the 2023 Wynne prize and one-half of electronic music duo Electric Fields, representing Australia at the 2024 Eurovision song contest. The painting presents Fielding’s community through a childhood lens, recalling observations of inma (song and dance) and movement.

Photograph: Zaachariaha Fielding

Hadley’s Art prize

[aorish]

one belief that causes people to waste their money is that there's an efficient market for consumer products, that if it costs more it must be better or not available elsewhere. but sometimes you really can get the same thing for cheaper, or even free. for example i recently found a startup offering "ai-powered" reverse image search for 15 dollars or several hundred dollars per month, a service that's been free from google for nearly forever. the paid service guys might just be feeding your queries into the google lens api for all i know.

but there are a lot of stupid people who will spend money without even thinking! somebody running a handful of these scams probably makes a decent living doing essentially nothing

[konigsblog]

https://www.google.com/imgres?h=1920&w=984&tbnh=314&tbnw=161&osm=1&hcb=1&source=lens-native&usg=AI4_-kSdLIoTi6wCKK4E5-aVmDf6Mo9Etw&imgurl=https://www.tiktok.com/api/img/?itemId%3D7192742199367388418%26location%3D0%26aid%3D1988&imgrefurl=https://www.tiktok.com/tag/fafboi&tbnid=mqnffEaKQ3lAJM&docid=ztMFpZL8OpBjGM

Oh God. I didn't know that link is big. Idk how to make the link short. Anyway, I have found the guy with the bike with tattoos. While I don't have tiktok, I found this link. I think it's the same bike guy that you have post Orla.

THANK YOU!!! we needed to find this guy, and now we have him !!! 🥹 ill make sure to look him up after ive cleared some stuff im my inbox :) 🫶🫶🫶

[alok401]

Python's Game-Changing Match-Case Statement

Python 3.10 introduced the match-case syntax — a powerful upgrade over if-elif chains that brings advanced pattern matching to the language.

From destructuring complex data to handling APIs, configs, and even building state machines — match-case lets you write cleaner, more declarative code.

 python case statement

Edit

match config: case "debug": return {"logging": "verbose"} case [first, *rest]: return {"first": first, "rest_count": len(rest)} case {"type": "cache", "ttl": int(ttl)} if ttl > 0: return f"TTL: {ttl}s" case _: return "Invalid config"

It’s like switch-case, but way smarter — supporting data types, guards, sequences, and class matching.

🎯 Use Cases:

Simplify conditionals

Clean API response handling

Build state machines effortlessly

Elegant error validation

Cleaner config processing

Match-case isn’t just syntax sugar — it’s a shift in how we think about control flow in Python.

💡 Bonus: It works beautifully with type hints, mypy, and IDE autocompletion.

🔧 Want to test smarter with powerful pattern-matched logic? Keploy supports your dev workflows with reliable testing tools for modern Python code.

[wolfjackle]

Hi, I am writing a book about the history of asexuality through the lens of my and others personal experiences of being asexual and I saw your post about the time you spent on AVEN with regard to the terms for the community. I wondered if you would be willing to talk to me about your experience of being in the community and if you had an suggestions for historical moments or resources?

Thanks for your time!

I'm absolutely happy to talk to you, but I don't know how much help I'll be. I discovered Asexuality around 11 or 12 years ago (early 2010s) and have been in and out of online ace spaces since.

I didn't have any doubt about my identity. It went from reading the word in a fanfic and going "huh, that's a thing?" to "Oh, that's me" within a week. Literally, within hours of actively looking up the term, I accepted it for myself. It didn't distress me, it didn't bother me. It did make the rest of the world make a lot more sense, though.

IRL, I'm half out. As in most of my close friends know, but for my family, I've never bothered to use the word "asexual" or "aromantic". I just tell them I don't plan on dating/getting married and now that I'm in my 30s, they rather believe me.

I managed to miss the worst of the Discourse™ by simply not being on tumblr at the time. I was in school (18 credit semesters + part time work), then moving and starting a new career. I also dropped off online social spaces for a while with the death of forums. By the time I came back and got comfortable, the worst of the discourse had passed.

Now, though, I'm not really in ace circles very much. I think it's because I just can't get into how they're organized. Having to rely on reddit (which I stopped using in July due to API changes) or Tumblr is...very slap-dash. I prefer the organization of forums. Where you have one specific area for memes, one for serious discussion, one for jokes, one for people new to the idea and settling in, etc. When it's all mixed together, I find I have to sift through a lot of what I'm not in the mood for to find the stuff I want to engage with.

I feel like I probably know more than what I think I do. I'm always surprised when I come across aces who don't realize certain things. The amount of tags and comments on my addition to the allosexual post prove that. So many people hadn't heard the ace definition of "self contained sexuality" and found it resonated with them. I'm glad I could teach them that bit of history as the definition is the one I relate most to as well.

I've seen people who think that only the ace of spades is a valid ace symbol when really it was the entire suite. Ace of hearts = alloromantic ace, Ace of spades = aroace, ace of diamonds = demiace, ace of clubs = grayace.

Most people know about the black ring, at least.

Anyway, if you think I can be of help, please reach out! I'll answer what questions I can and tell my (admittedly rather boring) story.

[a-z0-9-i-n-gram-completionist]

1:    0 1 2 3 4 5 6 7 8 9 A B C D E F G H I J K L M N O P Q R S T U V W X Y Z    36/36

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3:    000 00G 00K 100 10K 142 194 197 198 200 20G 300 30G 3YE 4TH 50G 677 787 80G 871 941 976 977 981 983 9TH A67 AAA ABE ABL ABO ABY ACC ACE ACH ACK ACR ACT ACU ADD ADI ADO ADV ADY AFF AFO AGA AGE AGG AGI AGS AIK AIL AIN AIR AKE ALE ALK ALL ALR ALS ALT AMA AME AMI AMN AMS AMT ANA ANC AND ANE ANG ANI ANK ANN ANO ANT ANY AOS APE APH API APO APP ARA ARD ARE ARI ARL ARM ARN ARO ARR ARS ART ARZ ASB ASE ASH ASI ASK ASO ASP ASS AST ATA ATB ATC ATE ATH ATI ATM ATO ATR ATU AUC AUI AUS AUT AV3 AVE AVI AVO AYS AYT AZA AZI AZO BAB BAC BAD BAL BAN BAR BAS BBL BEA BEC BEE BEF BEL BER BES BIL BIO BIS BIT BLA BLE BLI BLO BLR BLY BON BOO BOP BOT BOU BOV BOY BRI BRO BSE BUG BUS BUT CAL CAN CAP CAR CAT CAU CCI CEC CED CEP CES CHA CHE CHI CHO CHU CIA CID CIF CIN CIP CKE CKI CKS CKT CMO COB COL COM CON COO COR COU CRA CRE CRI CRO CTA CTE CTI CTO CTR CUD CUI CUL CUT DA6 DAI DAM DAN DAR DAS DAY DDA DDI DDL DEA DED DEE DEL DEM DEN DEP DER DES DET DIA DIC DID DIE DIN DIO DIS DIV DLY DMA DMC DOC DOE DON DOO DOS DOT DOW DOY DRE DRI DSM DUC DUE DUR DVI EAC EAD EAK EAL EAM EAN EAR EAS EAT EAU EAV EBE EBL EBO EBU ECA ECE ECH ECI ECK ECO ECT ECU EDE EDI EDY EEB EED EEK EEL EEN EEP EER EES EFE EFF EFO EFU EGE EGM EGU EIR ELD ELE ELI ELL ELO ELP ELT ELY EMA EMB EME EMO EMY ENA ENC END ENE ENG ENJ ENO ENS ENT EON EOP EPA EPI EPP EPR EQU ERA ERE ERI ERK ERM ERN ERR ERS ERV ERY ESA ESC ESE ESI ESN ESP ESS EST ETA ETE ETH ETI ETO ETT ETU ETY EUS EVE EVI EWO EXE EXI EXP EXQ EXT FAC FAI FAN FEA FEC FEL FER FFE FFL FFR FIB FIC FIN FIR FIS FLE FOL FOO FOR FOU FRE FRO FUC FUL FUN FUS FYI GAI GAR GEN GER GET GGI GGT GHE GHT GIC GIE GIM GIN GIV GLA GLE GMA GME GOD GOE GOI GOR GOT GRA GRE GRN GSD GTS GUA GUE GUI GUL GUM GUY HAD HAI HAL HAN HAO HAP HAR HAS HAT HAU HAV HAZ HEA HEC HED HEE HEF HEL HEM HEN HER HES HEY HIC HIE HIJ HIM HIN HIS HIT HME HNX HOD HOK HON HOO HOP HOR HOS HOT HOW HRE HRO HTF HUB HUC HUM HUU HUW HYM I12 IAC IAL IAT IBE ICA ICE ICH ICI ICK ICR ICS ICT IDE IDI IDN IEC IEN IES IEV IFI IFU IFY IGH IGM IJA IKE IKU ILD ILE ILG ILL ILT ILU ILY IMA IME IMM IMP INA INC INE INF ING INI INK INN INS INT INW INY IOD IOH ION IOT IPA IPE IPL IRA IRD IRE IRG IRM IRR IRS ISC ISE ISG ISH ISI ISM ISN ISO ISS IST ITC ITE ITH ITI ITS ITT IVA IVE IVI IZZ JAC JEF JOK JOY JPE JUI JUS KAR KED KEE KER KET KIC KIL KIN KIS KIT KLE KNO KSA KST KTA KYS LAC LAD LAI LAN LAR LAS LBI LDR LDS LEA LEC LED LEL LEM LEN LEP LER LES LET LEX LEY LGR LIC LIF LIG LIK LIN LIO LIS LIT LIV LKI LKS LKY LLA LLE LLI LLO LLS LLY LMA LOC LOG LON LOO LOR LOT LOU LOV LOW LRE LRI LSO LTI LTU LTY LUR LUV LYA MAE MAG MAK MAL MAN MAO MAR MAT MAY MAZ MBE MBL MEA MED MEM MEN MEO MES MET MI1 MIC MIL MIO MIS MME MMI MMO MOB MOM MON MOO MOR MOS MOU MPL MPT MSE MUC MUL MUR MUS MYS NAB NAL NAM NAN NAR NAS NAT NCE NCH NCO NCY NDA NDE NDM NDS NDU NEB NEC NED NEE NER NES NET NEV NEW NEX NFI NFU NGE NGL NGR NGS NGU NIA NIC NID NIE NIM NIN NIS NIT NJO NKA NKI NKL NKS NLO NLY NNA NNI NNO NON NOT NOU NOW NPA NRE NST NTA NTE NTI NTL NTO NTR NTS NUG NUM NWR NYL NYM NYO NYT O4T OAC OAS OBA OBB OBE OBI OBS OCA OCK OCT ODD OES OFF OGI OHA OIL OIN OIS OKE OLD OLI OLK OLL OLO OME OMI OMM OMP OMS ONA ONC OND ONE ONF ONG ONI ONL ONS ONT ONY OOK OOM OON OOP OOR OOS OOT OPE OPH OPL OPP OPT OPU ORA ORC ORD ORE ORK ORN ORP ORS ORT OSE OST OTA OTE OTH OTJ OTS OTT OUD OUG OUL OUN OUR OUS OUT OV0 OVE OVI OWI OWL OWN OYB OYE OYO PAN PAP PAR PEA PEC PED PEE PEG PEN PEO PEP PER PHA PHI PHO PIC PIE PIN PLA PLE PLY POI POK POL POO POP POR POS POT POU PPE PPR PRE PRI PRO PTI PUK PUL PUN QUE QUI RAC RAD RAI RAL RAM RAN RAP RAS RAT RAV RAZ RCE RCI RDA RDE RDL RDO RDS REA REB REC RED REE REF REG REM REN REP REQ RES RET REV REW RGI RIA RIC RIF RIM RIN RIS RIT RIV RIZ RKI RLI RMA RME RNA RNE RNI RNS ROA ROB ROL ROM RON ROO ROP ROT ROU ROV ROW RPO RRA RRY RSE RSH RSI RSL RSO RST RTL RTO RUC RUF RUT RVE RVI RZI SAC SAF SAG SAL SAM SAN SAU SAV SAW SAY SBO SCA SCH SCU SDO SEC SED SEE SEG SEN SEP SER SES SET SEU SEV SEY SGU SHA SHE SHI SHM SHO SHR SIG SIL SIM SIN SIO SIR SIT SKE SKS SLE SLO SMA SMO SO4 SOM SON SOT SPE SPO SPR

SSC SSE SSO SSU STA STD STE STI STO STR STS STY SUE SUI SUL SUM SUR SWE SWI TAB TAG TAI TAL TAN TAP TAR TAS TAT TBO TCH TDI TEA TED TEL TEN TER TES TEX TFU THA THE THI THN THO THR THY TIC TIF TIL TIM TIN TIO TIP TIR TIS TIV TJP TLA TLE TME TOA TOB TOC TOE TOP TOR TOT TRA TRI TRO TRU TTE TTI TTL TTO TTY TUM TUR TWI TYX UAR UBR UCE UCH UCK UCT UDA UEE UES UFF UGG UGH UGS UIC UIK UIL UIS UIT UKI ULA ULD ULI ULK ULL ULT UMA UMB UMI UMM UND UNI UNK UNL UNN UNP UNR UNT URA URD URE URI URL URN URS URT USE USH USI UST UTE UTH UTI UTL UTT UUY UYA UYS V07 V3Y VAN VEG VEL VEM VEN VER VES VID VIL VIN VIR VIS VOU WAN WAS WAT WAY WEA WEE WEI WEL WHA WHE WHI WHO WIC WIL WIN WIS WIT WLE WLY WOR WOU WRE WRI X14 XEC XIS XPL XPR XQU XTE XTR YAR YAS YAU YBE YEA YED YEE YES YET YIN YLB YME YMO YON YOU YST YTH YX1 ZAR ZAY ZIP ZIR ZLE ZOV ZZL    1226/46656

4:    1000 100G 1941 1976 1977 1981 1983 200K 300G 3YEE 4THE 7871 A677 AAAA ABLE ABLI ABLY ABOU ABOV ACCI ACES ACHI ACKI ACKS ACRI ACTE ACUD ADDI ADIC ADOW ADVI AFFR AFOO AGAI AGER AGGI AGIC AIKU AILE AILU AILY AINS AINW AKER ALES ALKI ALLE ALLO ALLY ALRE ALSO AMAZ AMED AMES AMIO AMSE ANAN ANCY ANDA ANDM ANDS ANET ANGE ANIA ANID ANIM ANKA ANKS ANNO ANON ANOT ANTR ANYO ANYT APER APHA APIN APOL APPE ARAC ARAL ARAM ARAT ARDS ARIN ARLI ARME ARNA ARNI AROA AROL ARRA ARSH ARSL ARZI ASBO ASHE ASHI ASIL ASKE ASKS ASON ASPO ASTD ASTE ASTR ATAS ATBO ATCH ATED ATEL ATHE ATIN ATIO ATME ATOE ATRO ATUR AUCE AUIK AUSE AUTE AUTI AV3Y AVES AVIN AVOU AZAR AZAY AZIR AZOV BABE BABL BABY BACK BALL BANA BARR BASE BASI BBLE BEAS BEAT BEAU BECA BEEB BEEN BEEP BEFO BELL BERI BERR BESP BILE BIOH BISC BITC BLAC BLER BLIN BLIS BLOG BLRI BLYA BONE BOOP BOUT BOVE BOYB BRIS BROT BROW BSES BUGS BUSI BUTT CALL CANN CAPI CARD CARE CARN CARS CATA CATB CAUS CCID CECO CEPA CESI CHAI CHAN CHAO CHAR CHEE CHEF CHIE CHIN CHOK CHOO CHOP CHOS CHUC CHUU CHUW CIAL CIDE CIFI CING CINI CIPE CKED CKIN CKST CKTA CMON COBB COLO COME COMM COMP COND CONF CONT COOK CORN CORP COUL COUN COUR CRAS CREW CRIF CRIM CROW CTAB CTER CTIO CTIV CTOR CTRI CUDA CUIT CULT CUTI CUTL DA67 DAIL DAMN DARD DASH DDAM DDIN DDLY DEAT DEAV DEEP DELE DELI DELO DEMA DEMO DENT DEPP DERS DESI DEST DETA DIAT DICT DIDN DIEN DING DIOT DISG DISH DIVA DLYA DOCT DOES DOOR DOSE DOTJ DOWN DOYO DREA DRIT DRIV DRIZ DSMO DUCK DUCT DURI DVIS EACH EADY EALL EALS EAMT EANT EARI EARN EARS EASE EASO EASP EAST EATH EATI EATM EATU EAUT EAVE EAVO EBEA EBLO EBOP EBUG ECAU ECHA ECIA ECIF ECIP ECOM ECON ECTA ECTI ECTR ECUT EDEP EDIA EDIE EEBO EEDY EERM EESE EFER EFFE EFOR EFUS EGET EGME EGUL EIRD ELDR ELEC ELED ELIG ELIT ELLA ELLO ELOR EMAN EMBE EMEM EMEN EMON EMOR ENAN ENCE ENDE ENEC ENED ENGU ENJO ENOU ENTA ENTE ENTI ENTL ENTS EONE EOPL EPAN EPAR EPIC EPPE EPPR EPRI EQUE ERAL ERAT ERED EREN ERIN ERKI ERMA ERNA ERRY ERSI ERSO ERVE ERVI ESAN ESCA ESEN ESEU ESIG ESIR ESPO ESSE ESSO ESSU ESTA ETAB ETAI ETHI ETHO ETIM ETOT ETTI ETTY ETUR EUSE EVEM EVER EVIL EWOR EXEC EXIS EXPL EXPR EXQU EXTE EXTR FACE FAIL FANC FEAR FEAT FECT FELT FERE FFEC FFER FFLE FFRO FIBE FICI FINA FINE FIRM FIRS FISH FOLK FOLL FOOT FORC FORE FOUN FOUR FREE FRON FUCK FULL FUNK FUNN FUSE FUSI FYIN GAIN GARL GENT GETA GETT GGIN GGTS GHER GHTF GICA GIES GIMM GING GIVE GIVI GLAD GMEN GODD GOES GOIN GORD GRAN GRAT GRAV GRED GSDO GUAR GUES GUIL GUIS GULA GUMI GUYS HADO HAIK HAIN HAIR HALE HALL HANG HANK HAOS HAPP HARA HAUI HAVE HAVI HAZA HEAD HECH HEDE HEES HELI HELP HENA HERE HERK HESE HICA HICH HIEV HIJA HING HISS HITS HMEN HOKE HONE HOOS HOPE HOPP HORS HOSE HOWI HREA HROO HTFU HUBR HUCH HUMA HUUY HYME IATE IBER ICAL ICHO ICIN ICRE ICTI IDEN IDIO IECE IENT IEST IEVE IFIC IFUL IFYI IGHT IGMA IJAC IKET ILED ILGR ILLI ILLS ILTY ILUR IMAT IMES IMME IMMI IMPL INAL INAS INCE INCH INCO INES INFU INGL INGR INGS INKL INKS INNI INST INTE INTI INTO INWR INYL IODD IOHA IONA IONE IONS IOTS IPAN IPLE IRAP IRDE IRDL IRET IRGI IRME IRRA IRST ISCU ISED ISGU ISHE ISHM ISIT ISON ISOT ISSC ISSE ISSO ISTS ITCH ITHI ITIN ITTL ITTY IVAN IVEN IVIN IZZL JACK JEFF JOKE JOYE JPEG JUIC JUST KARA KEEP KETH KICH KILG KILL KING KINN KISS KITT KNOW KSAG KSTA KTAL KYST LACK LAIN LANE LASS LAST LBIO LDRI LDSM LEAR LEAS LEAV LECT LELE LEME LEMO LENE LEPR LETE LGRA LIFI LIGH LIKE LING LINK LION LISH LITT LIVE LKIN LKYS LLEL LLIN LLIO LLOT LLOW LMAO LOCA LOCK LOGI LONG LOOK LOOS LORE LOTS LOUR LOVE LOWI LOWL LREA LRIN LTIP LTUR LURE LYAR LYAU MAGI MAKE MALL MAND MANI MANY MARZ MATR MAZO MBER MBLR MEAL MEAN MEDI MEMB MEND MENT MEON MESA MESS METH METI METO MI12 MICK MILL MIOD MISE MISS MMED MMEN MMIC MMON MOBI MOME MONE MONI MOOT MORE MORN MORS MOST MOUS MPLE MPLY MSEY MUCH MULT MURD MUSH MYST NABL NALL NAME NANA NANI NARO NATE NATU NCEC NCED NCOR NDAR NDEA NDED NDMA NDUC NEBE NECK NEED NESS NEST NEVE NEXT NFIR NFUS NGLE NGRE NGRN NGUM NIAC NICS NIES NIMA NING NISH NITS NJOY NKAR NKIN NKLE NKSA NLOC NNAM NNIE NNOT NONY NOTE NOTH NOUG NPAR NREA NSTE NSTR NTAL NTAT NTED NTEN

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5:    4THED AAAAA ABLIS ABLYA ABOUT ABOVE ACCID ACESI ACHIE ACKIN ACKST ACRIF ACTER ACUDA ADDIN ADICT ADVIS AFFRO AFOOT AGAIN AGGIN AGICA AILED AILUR AINWR ALKIN ALLEL ALLOT ALLOW ALREA AMAZO AMIOD AMSEY ANANA ANDAR ANDMA ANIAC ANIMA ANKAR ANNOT ANONY ANOTH ANTRU ANYON ANYTH APHAL APING APOLO APPEA APPEN ARACT ARALL ARAMA ARATE ARING ARLIC ARMES ARNAR ARNIN AROAC AROLI ARRAC ARSHO ARSLE ARZIP ASBON ASHES ASHIN ASKED ASONA ASPOO ASTDI ASTES ASTRO ATAST ATBOY ATCHI ATELY ATHER ATING ATION ATMET ATOES ATRON ATURA ATURE AUCEP AUIKU AUTIF AUTIS AV3YE AVING AVOUR AZARD AZAYT AZIRA AZOV0 BABLY BACKS BANAN BARRA BASIL BBLER BEAST BEATM BEAUT BECAU BEEBO BEFOR BELLO BERIN BERRY BESPO BIOHA BISCU BITCH BLACK BLINK BLISH BLRIN BLYAU BONER BOYBE BROTH BROWN BSESS BUGSD BUSIN BUTTE CALLY CANNO CAPIN CARNA CATAS CATBO CAUSE CCIDE CECON CEPAN CESIG CHAIN CHAIR CHANG CHAOS CHARA CHEES CHIEV CHING CHOKE CHOOS CHOPP CHOSE CHUCH CHUUY CIDEN CIFIC CKING CKSTA CKTAL COBBL COLOU COMME COMPL CONDU CONFI CONTR CORNE CORPO COULD COUNT COURS COURT CRASH CRIFI CRIME CROWL CTABL CTION CTIVE CTRIC CUDA6 CUITS CULTU CUTIO CUTLA DA677 DAILY DDAMN DDING DDLYA DEATH DEAVO DELEC DELIG DELOR DEMAN DEMON DENTA DENTI DEPPR DESIR DETAI DIATE DICTI DIENT DIOTS DISGU DISHE DIVAN DLYAR DOCTO DOESN DOORS DOTJP DOYOU DREAM DRITC DRIVE DRIZZ DSMOB DUCKT DUCTO DURIN DVISE EALLY EARIN EARNI EARSH EASON EASPO EATIN EATME EATUR EAUTI EAVES EAVOU EBEAT EBLOG EBUGS ECAUS ECHAO ECIAL ECIFI ECIPE ECOMM ECOND ECONF ECTAB ECTIV ECTRI ECUTI EDEPP EDIAT EDIEN EEBOP EERMA EFERE EFFEC EFORE EFUSE EGETA EGMEN EGULA EIRDE EIRDL ELDRI ELECT ELIGH ELITT ELORE EMAND EMBER EMEMB EMENT EMORS ENANI ENCED ENDEA ENDED ENECK ENGUM ENJOY ENOUG ENTAL ENTAT ENTED ENTEN ENTER ENTIF ENTIR ENTLE EONEB EOPLE EPARA EPARE EPPER EPPRE EPRIN EQUES ERATE ERENC ERING ERKIN ERMAR ERNAM ERSIO ERSON ERVES ERVIN ESCAP ESENT ESEUS ESIGM ESIRE ESPOK ESSED ESSO4 ESSUE ESSUR ESTAB ETABL ETAIL ETHIN ETHIS ETHOD ETIME ETOTH ETTIN ETURN EUSER EVEME EVERA EVERY EWORD EXECU EXIST EXPLA EXPRE EXQUI EXTED EXTRA FACES FAILE FAILU FANCY FEATU FECTI FERED FEREN FFECT FFERE FFRON FIBER FICIN FINAL FINES FIRME FIRST FOLKS FOLLO FORCE FORES FOREW FOUND FUCKE FUCKI FULLY FUNKI FUNNI FUSIO FYING GARLI GENTL GETAB GETTI GGING GHERK GHTFU GICAL GIMMI GIVEN GIVIN GMENT GODDA GOING GORDA GORDO GRAND GRATE GRAVE GREDI GSDOT GUARD GUEST GUILT GUISE GULAR GUMI1 HADOW HAIKU HALLO HANGE HANKS HAPPE HARAC HAUIK HAVIN HAZAR HECHA HEDEP HEESE HELIT HENAN HERKI HESEU HICAL HIEVE HIJAC HISSO HMENT HOOSE HOPPE HORSE HOWIN HREAD HROOM HTFUL HUBRI HUCHU HUMAN HUUYA IATEL ICALL ICING ICREW ICTIO IDENT IDIOT IENTS IEVEM IFICI IFYIN IGHTF IJACK IKETH ILGRA ILLIN ILLIO ILURE IMATR IMMED IMMIC IMPLE IMPLY INALL INCEC INCOR INESS INEST INFUS INGLE INGRE INGRN INKLE INKSA INNIE INSTE INSTR INTED INTIN INWRE INYLB IODDL IOHAZ IONAL IONER IRAPH IRDES IRDLY IRETY IRGIN IRMED IRRAT ISCUI ISGUI ISHES ISHME ISITE ISONI ISOTT ISSCH ISSES ISSON ITHIN ITING ITTLE IVANK IVANT IVING IZZLE JACKI JOYED JUICE KARAM KETHI KICHO KILGR KILLI KILLS KINGR KINNI KISSE KITTY KSAGE KSTAG KTALE KYSTE LANET LASTD LBIOH LDRIT LDSMO LEARN LEASE LEAVE LECTA LECTR LELED LEMEN LEMON LENEC LEPRI LGRAV LIFIC LIGHT LIKET LINKS LISHM LITTL LKING LKYST LLELE LLING LLION LLOTS LLOWI LOCAL LOCKE LOGIE LOOSE LOREA LOVEL LOWIN LOWLY LREAD LRINA LTIPL LTURE LYART LYAUT MAGIC MAKER MANDS MANIA MARZI MATRO MAZOV MBERI MBLRI MEANT MEDIA MEMBE MENDE MENTE MEONE MESAN MESSE METHI METHO METIM METOT MILLI MIODD MISSC MMEDI MMEND MMENT MMICK MMONE MMONI MOBIL MOMEN MONED MONIN MOOTS MORNI MORSE MPLER MPLET MPLEX MULTI MURDE MUSHR MYSTI NABLY NALLY NAMED NAMES NANID NAROL NATUR NCECO NCORP NDARD NDEAV NDUCT NEBEA NEVER NFIRM NFUSI NGRED NGUMI NIEST NIMAT NJOYE NKARA NKING NKSAG NLOCK NNAME NNIES NONYM NOTES NOTHE NOTHI NOUGH NPARA NREAS NSTEA NSTRU NTATI NTENC NTIFY NTING NTIRE NTLEM NTRAD NTRUT NUGGT NUMBE NWREC NYLBI NYMOU NYONE NYTHI O4THE OACES OBABL OBBLE OBELL OBILE OBSES OCKED OCTOR ODDAM ODDLY OFFER OGIES OHAZA OISON OLDSM OLIFI OLIVE OLLOW OLOGI OLOUR OMENT OMEON

OMETH OMETI OMISE OMMEN OMPLE ONABL ONDUC ONEBE ONFIR ONICS ONING ONTRA ONYMO OPERA OPHIC OPPED OPTIO OPULA ORATE ORCED ORCIN ORDAN ORDON OREAN OREST OREWO ORKIN ORNAT ORNER ORNIN ORPOR ORSES ORTOB OTATO OTHEC OTHER OTHES OTHIN OTJPE OTTED OULIK OUNTE OURSE OVELY OVIDE OWING OWLEY OYBEE OYOUL PAPER PARAL PARAT PARME PARSL PEARI PEARS PECIA PECIF PEEDY PENED PENGU PEOPL PEPPE PERAT PERSO PHALE PHICA PHONE PICRE PIECE PINCH PLAIN PLANE PLEAS PLETE POISO POLOG POPUL PORAT PORCI PORTO POSTS POTAT POTTE PPEAR PPENE PPENS PPRES PREPA PRESE PRESS PRETT PRICE PRINC PRINK PRINT PROBA PROLI PROMI PROMP PROUD PROVI PTION PUKIC PULAR PULLS PUNIS QUEER QUEST QUICK QUISI RACTE RACUD RADIC RAINS RAINW RALLE RALLY RAMAZ RAMSE RANDM RAPHA RASHE RASHI RATED RATHE RATIO RAZAY RCINI RDERS RDEST READY REALL REAMT REASO REBLO RECIP RECOM REDIE REFER REFUS REGUL REMEM REMOR RENCE REPAR REQUE RESEN RESSO RESSU RETTY RETUR REWOR RIFIC RINAS RINCE RINKL RINTE RINTI RISOT RITCH RITIN RIZZL RKING RMARZ RMESA RNAME RNARO RNATE RNING ROACE ROBAB ROLIF ROMIS ROMPT RONIC ROOMS ROPHI ROVID ROWLE RPORA RRACU RRATI RSHOT RSION RSLEY RTLEN RTOBE RUCTI RUFFL RUTHE RVING RZIPA SACRI SAFFR SAGER SAUCE SAUTE SAV3Y SBONE SCAPI SCHUC SCUIT SDOTJ SECON SEGME SENTA SENTE SEPAR SERNA SERVE SERVI SESSE SETTI SEUSE SEVER SGUIS SHADO SHALL SHAVE SHAVI SHENA SHING SHMEN SHOWI SHROO SIGMA SIMPL SINES SINGL SLOWL SMALL SMOBI SO4TH SOMEO SOMET SONAB SONIN SOTTO SPECI SPEED SPOKE SPOON SPOTT SPRIN SSCHU SSO4T SSONG SSURE STABL STAGE STAND START STDIV STEAD STEAK STEAL STELL STILL STOCK STRAP STROP STRUC STYX1 SUITS SULKY SUMMO SWEAR SWITC TABLE TABLI TABLY TAGGI TAILE TALES TALKI TANDA TANDS TASKE TASTE TASTR TATIO TATOE TBOYB TCHIN TDIVA TEALS TEASP TELLA TENCE TEXTE TFULL THANK THECH THEDE THELI THERE THESE THING THISS THOSE THREA THYME TIFUL TIFYI TIMES TIONA TIONE TIONS TIPLE TIRET TJPEG TLASS TLEME TLENE TLEPR TMETO TOAST TOBEL TOPPE TOTHE TRADI TRAIN TRIAL TRICK TRONI TROPH TRUCT TRUFF TRUTH TTING TTLEP TUMBL TURAL TURNI TURNS TURTL TWICE TYX14 UARDS UBRIS UCEPA UCHUW UCKED UCKIN UCKTA UCTIO UCTOR UDA67 UEERM UFFLE UGGTS UGSDO UILTY UISIT UKICH ULIKE ULKYS ULTIP ULTUR UMBER UMBLR UMI12 UMMON UNISH UNITS UNKIN UNLOC UNNAM UNNIE UNPAR UNREA UNTER URALL URAZA URDER URING URNIN URTLE USERN USHRO USINE USION UTHER UTIFU UTION UTISM UTLAS UTTER UUYAS UYASB V3YEE VANKA VANTR VEGET VEMEN VERAL VERSI VINGS VINYL VIRGI VISED WASTE WATCH WEIRD WHICH WITCH WITHI WORKI WOULD WRECK WRITE WRITI XECUT XISTS XPLAI XPRES XQUIS YASBO YAUTI YBEEB YEARS YLBIO YMOUS YOULI YSTEL YSTIC YTHIN YX142 ZIPAN ZIRAP ZOV07    1110/60466176

6:    4THEDE AAAAAA ABLISH ABLYAU ACCIDE ACESIG ACHIEV ACKING ACKSTA ACRIFI ACUDA6 ADDING ADICTI ADVISE AFFRON AGGING AGICAL AILURE AINWRE ALKING ALLELE ALLOTS ALREAD AMAZOV AMIODD ANDARD ANIMAT ANKARA ANONYM ANOTHE ANTRUT ANYONE ANYTHI APHALE APOLOG APPEAR APPENE APPENS ARACTE ARALLE ARAMAZ ARMESA ARNARO ARNING AROACE ARRACU ARSHOT ARSLEY ARZIPA ASBONE ASHING ASONAB ASPOON ASTDIV ASTROP ATASTR ATBOYB ATCHIN ATIONA ATMETO ATRONI ATURAL AUCEPA AUTIFU AUTISM AV3YEE AVINGS AZIRAP AZOV07 BABLYA BACKST BANANA BARRAC BEATME BEAUTI BECAUS BEEBOP BEFORE BERING BESPOK BIOHAZ BISCUI BLINKS BLISHM BLRINA BLYAUT BOYBEE BSESSE BUGSDO BUSINE BUTTER CANNOT CAPING CARNAR CATAST CATBOY CCIDEN CECONF CESIGM CHANGE CHARAC CHEESE CHIEVE CHOOSE CHOPPE CHUCHU CHUUYA CIDENT CKSTAG CKTALE COBBLE COLOUR COMMEN COMPLE CONDUC CONFIR CONTRA CORNER CORPOR COUNTE COURSE CRASHE CRASHI CRIFIC CROWLE CTABLY CTIONS CUDA67 CULTUR CUTION CUTLAS DDLYAR DEAVOU DELECT DELIGH DELORE DEMAND DENTAL DENTIF DEPPRE DESIRE DETAIL DIATEL DICTIO DIENTS DISGUI DISHES DIVANT DLYART DOCTOR DOTJPE DOYOUL DREAMT DRITCH DRIZZL DSMOBI DUCKTA DUCTOR DURING DVISED EARING EARNIN EARSHO EASONA EASPOO EATING EATMET EATURE EAUTIF EAVOUR EBEATM EBUGSD ECAUSE ECHAOS ECIFIC ECOMME ECONFI ECTABL ECTIVE ECTRIC ECUTIO EDEPPR EDIATE EDIENT EERMAR EFEREN EFFECT EGETAB EGMENT EGULAR EIRDES EIRDLY ELDRIT ELECTA ELECTR ELIGHT ELITTL ELOREA EMANDS EMBERI EMEMBE EMORSE ENANID ENDEAV ENGUMI ENJOYE ENOUGH ENTATI ENTENC ENTIFY ENTIRE ENTLEM EONEBE EPARAT EPPRES EPRINC EQUEST ERENCE ERMARZ ERNAME ERSION ERVING ESCAPI ESENTA ESENTE ESEUSE ESIGMA ESPOKE ESSO4T ESSURE ESTABL ETABLE ETAILE ETHING ETHISS ETIMES ETOTHE ETTING ETURNI EUSERN EVEMEN EVERAL EXECUT EXISTS EXPLAI EXPRES EXQUIS FAILED FAILUR FEATUR FECTIV FERENC FFECTI FFERED FICING FINALL FINEST FIRMED FOLLOW FORCED FOREST FOREWO FUCKED FUCKIN FUNKIN FUNNIE FUSION GARLIC GENTLE GETABL GETTIN GHERKI GHTFUL GICALL GIMMIC GIVING GMENTE GODDAM GORDAN GORDON GRANDM GRATED GREDIE GSDOTJ GUARDS GUILTY GUMI12 HALLOT HAPPEN HARACT HAUIKU HAVING HAZARD HECHAO HEDEPP HELITT HENANI HERKIN HESEUS HICALL HIEVEM HIJACK HISSON HOPPED HORSES HOWING HROOMS HTFULL HUBRIS HUCHUW HUUYAS IATELY ICALLY ICTION IDENTA IDENTI IDIOTS IEVEME IFICIN IFYING IGHTFU IJACKI IKETHI ILGRAV ILLING ILLION IMATRO IMMEDI IMMICK IMPLER INALLY INCECO INCORP INFUSI INGRED INKSAG INSTEA INSTRU INTING INWREC INYLBI IODDLY IOHAZA IRAPHA IRDEST IRRATI ISCUIT ISGUIS ISHMEN ISONIN ISOTTO ISSCHU ISSONG ITTLEP IVANKA IVANTR JACKIN KARAMA KETHIS KILGRA KILLIN KINGRN KINNIE KISSES KSAGER KSTAGE KTALES KYSTEL LASTDI LBIOHA LDRITC LDSMOB LEARNI LEAVES LECTAB LECTRI LENECK LEPRIN LGRAVE LIGHTF LIKETH LINKSA LISHME LITTLE LKYSTE LLELED LLOWIN LOCKED LOGIES LOREAN LOVELY LOWING LREADY LRINAS LTIPLE LYAUTI MAGICA MANIAC MARZIP MATRON MAZOV0 MBERIN MBLRIN MEDIAT MEMBER MENDED MENTED MEONEB MESSED METHIN METHOD METIME METOTH MILLIO MIODDL MISSCH MMEDIA MMENDE MMONED MMONIN MOBILE MOMENT MONING MORNIN MPLETE MULTIP MURDER MUSHRO MYSTIC NAROLI NATURA NATURE NCECON NCORPO NDEAVO NDUCTO NEBEAT NFIRME NFUSIO NGREDI NGUMI1 NIMATR NJOYED NKARAM NKINGR NKSAGE NLOCKE NNAMED NNIEST NONYMO NOTHER NOTHIN NPARAL NREASO NSTEAD NSTRUC NTATIO NTENCE NTIFYI NTIRET NTLEME NTRADI NTRUTH NUGGTS NUMBER NWRECK NYLBIO NYMOUS NYTHIN O4THED OACESI OBABLY OBBLER OBELLO OBSESS ODDAMN ODDLYA OFFERE OHAZAR OISONI OLDSMO OLIFIC OLLOWI OLOGIE OMEONE OMETHI OMETIM OMMEND OMMENT OMPLET OMPLEX ONABLY ONDUCT ONEBEA ONFIRM ONTRAD ONYMOU OPERAT OPHICA OPTION OPULAR ORATED ORCINI OREWOR ORKING ORNATE ORNING ORPORA ORTOBE OTATOE OTHECH OTHESE OTHING OTJPEG OULIKE OUNTER OYBEEB OYOULI PARALL PARATE PARMES PARSLE PEARIN PECIAL PECIFI PENGUM PEOPLE PEPPER PERATE PERSON PHICAL PICREW PLANET PLEASE POISON POLOGI POPULA PORATE PORCIN PORTOB POTATO POTTED PPEARI PPEARS PPENED PPRESS PREPAR PRESEN PRESSO PRESSU PRETTY PRINCE PRINKL PRINTE PRINTI PROBAB PROLIF PROMIS PROMPT PROVID PUKICH PUNISH QUEERM QUISIT RACTER RACUDA RADICT RAINWR RALLEL RAMAZO RAMSEY RANDMA RAPHAL RASHES RASHIN RATHER RATION RAZAYT REALLY REASON REBLOG

RECIPE RECOMM REDIEN REFERE REFUSE REGULA REMEMB REMORS REPARE REQUES RESENT RESSO4 RESSUE RESSUR RETURN REWORD RIFICI RINCEC RINKLE RINTED RINTIN RISOTT RITING RIZZLE RMARZI RMESAN RNAMES RNAROL ROACES ROBABL ROLIFI ROMISE RONICS ROPHIC ROVIDE ROWLEY RPORAT RRACUD RRATIO RTLENE RTOBEL RUCTIO RUFFLE RUTHER RZIPAN SACRIF SAFFRO SAUCEP SAV3YE SBONER SCAPIN SCHUCH SCUITS SDOTJP SECOND SEGMEN SENTAT SENTED SENTEN SEPARA SERNAM SERVES SERVIN SESSED SETTIN SEUSER SEVERA SGUISE SHADOW SHALLO SHAVIN SHENAN SHMENT SHOWIN SHROOM SIMPLE SIMPLY SINESS SINGLE SLOWLY SMOBIL SO4THE SOMEON SOMETH SOMETI SONABL SONING SPECIA SPECIF SPEEDY SPOTTE SPRINK SSCHUC SSO4TH STABLI STANDA STANDS STDIVA STEALS STELLA STROPH STRUCT STYX14 SULKYS SUMMON SWITCH TABLIS TAGGIN TAILED TALKIN TANDAR TASKED TASTRO TATION TATOES TBOYBE TCHING TDIVAN TEASPO TENCED TEXTED TFULLY THANKS THECHA THEDEP THELIT THESEU THISSO THREAD TIFYIN TIONAL TIONER TIRETY TLEMEN TLENEC TLEPRI TMETOT TOBELL TOPPED TOTHEC TOTHES TRADIC TRAINS TRAINW TRONIC TROPHI TRUCTI TRUFFL TRUTHE TTLEPR TUMBLR TURALL TURNIN TURTLE TYX142 UCEPAN UCKING UCKTAL UCTION UDA677 UEERMA UGSDOT UISITE UKICHO ULIKET ULKYST ULTIPL ULTURE UMBLRI UMMONE UMMONI UNKING UNLOCK UNNAME UNNIES UNPARA UNREAS URALLY URAZAY URDERS URNING URTLEN USERNA USHROO USINES UTIFUL UTIONE UTLASS UUYASB UYASBO VANKAR VANTRU VEGETA VEMENT VERSIO VINYLB VIRGIN WASTES WATCHI WEIRDE WEIRDL WITHIN WORKIN WRITIN XECUTI XPLAIN XPRESS XQUISI YASBON YAUTIS YBEEBO YLBIOH YOULIK YSTELL YTHING ZIRAPH    797/2176782336

7:    4THEDEP AAAAAAA ABLISHM ABLYAUT ACCIDEN ACESIGM ACHIEVE ACKSTAG ACRIFIC ACUDA67 ADICTIO ADVISED AGICALL AINWREC ALLELED ALREADY AMAZOV0 AMIODDL ANIMATR ANKARAM ANONYMO ANOTHER ANTRUTH ANYTHIN APOLOGI APPEARI APPEARS APPENED ARACTER ARALLEL ARAMAZO ARMESAN ARNAROL AROACES ARRACUD ARZIPAN ASBONER ASONABL ASTDIVA ASTROPH ATASTRO ATBOYBE ATCHING ATIONAL ATMETOT ATRONIC ATURALL AUCEPAN AUTIFUL AZIRAPH BABLYAU BACKSTA BARRACU BEATMET BEAUTIF BECAUSE BESPOKE BIOHAZA BISCUIT BLINKSA BLISHME BLRINAS BLYAUTI BOYBEEB BSESSED BUGSDOT BUSINES CARNARO CATASTR CATBOYB CCIDENT CECONFI CESIGMA CHARACT CHIEVEM CHOPPED CHUCHUW CHUUYAS CIDENTA CKSTAGE CKTALES COBBLER COMMEND COMMENT COMPLET COMPLEX CONDUCT CONFIRM CONTRAD CORPORA COUNTER CRASHES CRASHIN CRIFICI CROWLEY CUDA677 CULTURE CUTIONE CUTLASS DDLYART DEAVOUR DELECTA DELIGHT DELOREA DEMANDS DENTIFY DEPPRES DETAILE DIATELY DICTION DISGUIS DIVANTR DOTJPEG DOYOULI DRIZZLE DSMOBIL DUCKTAL EARNING EARSHOT EASONAB EASPOON EATMETO EAUTIFU EBEATME EBUGSDO ECOMMEN ECONFIR ECTABLY ECUTION EDEPPRE EDIATEL EDIENTS EERMARZ EFERENC EFFECTI EGETABL EGMENTE EIRDEST ELDRITC ELECTAB ELECTRI ELIGHTF ELITTLE ELOREAN EMBERIN EMEMBER ENDEAVO ENGUMI1 ENJOYED ENTATIO ENTENCE ENTIFYI ENTIRET ENTLEME EONEBEA EPARATE EPPRESS EPRINCE ERMARZI ERNAMES ESCAPIN ESENTAT ESENTED ESEUSER ESSO4TH ESTABLI ETAILED ETHISSO ETOTHES ETURNIN EUSERNA EVEMENT EXECUTI EXPLAIN EXPRESS EXQUISI FAILURE FEATURE FECTIVE FERENCE FFECTIV FINALLY FOLLOWI FOREWOR FUCKING FUNKING FUNNIES GENTLEM GETABLE GETTING GHERKIN GHTFULL GICALLY GIMMICK GMENTED GODDAMN GRANDMA GREDIEN GSDOTJP HALLOTS HAPPENE HAPPENS HARACTE HAVINGS HECHAOS HEDEPPR HELITTL HENANID HESEUSE HICALLY HIEVEME HIJACKI HISSONG HTFULLY HUUYASB ICTIONS IDENTAL IDENTIF IEVEMEN IFICING IGHTFUL IJACKIN IKETHIS ILGRAVE IMATRON IMMEDIA INCECON INCORPO INFUSIO INGREDI INKSAGE INSTEAD INSTRUC INWRECK INYLBIO IODDLYA IOHAZAR IRAPHAL IRRATIO ISCUITS ISGUISE ISHMENT ISONING ISSCHUC ITTLEPR IVANKAR IVANTRU JACKING KARAMAZ KETHISS KILGRAV KILLING KYSTELL LASTDIV LBIOHAZ LDRITCH LDSMOBI LEARNIN LECTABL LECTRIC LEPRINC LIGHTFU LIKETHI LINKSAG LISHMEN LITTLEP LKYSTEL LLOWING LYAUTIS MAGICAL MARZIPA MATRONI MAZOV07 MBERING MBLRINA MEDIATE MEMBERI MEONEBE METHING METIMES METOTHE MILLION MIODDLY MISSCHU MMEDIAT MMENDED MMONING MORNING MULTIPL MURDERS MUSHROO NATURAL NCECONF NCORPOR NDEAVOU NDUCTOR NEBEATM NFIRMED NFUSION NGREDIE NGUMI12 NIMATRO NKARAMA NKINGRN NKSAGER NLOCKED NONYMOU NOTHING NPARALL NREASON NSTRUCT NTATION NTENCED NTIFYIN NTIRETY NTLEMEN NTRADIC NTRUTHE NYLBIOH NYTHING O4THEDE OACESIG OBABLYA OBSESSE ODDLYAR OFFERED OHAZARD OISONIN OLDSMOB OLLOWIN OLOGIES OMEONEB OMETHIN OMETIME OMMENDE OMPLETE ONDUCTO ONEBEAT ONFIRME ONTRADI ONYMOUS OPERATE OPHICAL OREWORD ORPORAT ORTOBEL OTATOES OTHECHA OTHESEU OULIKET OYBEEBO OYOULIK PARALLE PARMESA PARSLEY PEARING PECIFIC PENGUMI PHICALL POISONI POLOGIE POPULAR PORATED PORCINI PORTOBE POTATOE PPEARIN PPRESSO PREPARE PRESENT PRESSO4 PRESSUE PRESSUR PRINCEC PRINKLE PRINTED PRINTIN PROBABL PROLIFI PROMISE PROVIDE PUKICHO QUEERMA QUISITE RACUDA6 RADICTI RAINWRE RALLELE RAMAZOV RAPHALE RASHING RATIONA REASONA RECOMME REDIENT REFEREN REGULAR REMEMBE REMORSE REQUEST RESENTA RESENTE RESSO4T RESSURE RETURNI RIFICIN RINCECO RINTING RISOTTO RMARZIP RNAROLI ROACESI ROBABLY ROLIFIC ROPHICA RPORATE RRACUDA RRATION RTLENEC RTOBELL RUCTION SACRIFI SAFFRON SAUCEPA SAV3YEE SCAPING SCHUCHU SDOTJPE SEGMENT SENTATI SENTENC SEPARAT SERNAME SERVING SETTING SEUSERN SEVERAL SHALLOT SHAVING SHENANI SHOWING SHROOMS SIMPLER SMOBILE SO4THED SOMEONE SOMETHI SOMETIM SONABLY SPECIAL SPECIFI SPOTTED SPRINKL SSCHUCH SSO4THE STABLIS STANDAR STDIVAN STROPHI STRUCTI STYX142 SULKYST SUMMONE SUMMONI TABLISH TAGGING TALKING TANDARD TASTROP TBOYBEE TDIVANT TEASPOO THECHAO THEDEPP THELITT THESEUS THISSON TIFYING TLENECK TLEPRIN TMETOTH TOBELLO TOTHECH TOTHESE TRADICT TRAINWR TRONICS TROPHIC TRUCTIO TRUFFLE TRUTHER TTLEPRI TUMBLRI TURALLY TURNING TURTLEN UCKTALE UCTIONS UEERMAR UGSDOTJ ULIKETH ULKYSTE ULTIPLE UMBLRIN UMMONED UMMONIN UNKINGR UNLOCKE

UNNAMED UNNIEST UNPARAL UNREASO URAZAYT URTLENE USERNAM USHROOM USINESS UTIONER UUYASBO UYASBON VANKARA VANTRUT VEGETAB VERSION VINYLBI WATCHIN WEIRDES WEIRDLY WORKING WRITING XECUTIO XPRESSO XQUISIT YASBONE YAUTISM YBEEBOP YLBIOHA YOULIKE YSTELLA ZIRAPHA    540/78364164096

8:    4THEDEPP AAAAAAAA ABLISHME ABLYAUTI ACCIDENT ACESIGMA ACHIEVEM ACKSTAGE ACRIFICI ACUDA677 ADICTION AGICALLY AINWRECK AMAZOV07 AMIODDLY ANIMATRO ANKARAMA ANONYMOU ANTRUTHE ANYTHING APOLOGIE APPEARIN ARALLELE ARAMAZOV ARNAROLI AROACESI ARRACUDA ASONABLY ASTDIVAN ASTROPHI ATASTROP ATBOYBEE ATMETOTH ATRONICS ATURALLY AZIRAPHA BABLYAUT BACKSTAG BARRACUD BEATMETO BEAUTIFU BIOHAZAR BISCUITS BLINKSAG BLISHMEN BLYAUTIS BOYBEEBO BUGSDOTJ BUSINESS CARNAROL CATASTRO CATBOYBE CCIDENTA CECONFIR CHARACTE CHIEVEME CHUUYASB CIDENTAL COMMENDE COMPLETE CONDUCTO CONFIRME CONTRADI CORPORAT CRASHING CRIFICIN CUTIONER DELECTAB DELIGHTF DELOREAN DENTIFYI DEPPRESS DETAILED DICTIONS DISGUISE DIVANTRU DOYOULIK DSMOBILE DUCKTALE EASONABL EATMETOT EAUTIFUL EBEATMET EBUGSDOT ECOMMEND ECONFIRM ECUTIONE EDEPPRES EDIATELY EERMARZI EFERENCE EFFECTIV EGETABLE EGMENTED ELDRITCH ELECTABL ELECTRIC ELIGHTFU ELITTLEP EMBERING EMEMBERI ENDEAVOU ENGUMI12 ENTATION ENTENCED ENTIFYIN ENTIRETY ENTLEMEN EONEBEAT EPPRESSO EPRINCEC ERMARZIP ESCAPING ESENTATI ESEUSERN ESSO4THE ESTABLIS ETHISSON ETOTHESE ETURNING EUSERNAM EXECUTIO EXPRESSO EXQUISIT FFECTIVE FOLLOWIN FOREWORD FUNKINGR FUNNIEST GENTLEME GHTFULLY GREDIENT GSDOTJPE HAPPENED HARACTER HEDEPPRE HELITTLE HESEUSER HIEVEMEN HIJACKIN HUUYASBO IDENTIFY IEVEMENT IGHTFULL IJACKING IKETHISS IMATRONI IMMEDIAT INCECONF INCORPOR INFUSION INGREDIE INKSAGER INSTRUCT INYLBIOH IODDLYAR IOHAZARD IRAPHALE IRRATION ISSCHUCH ITTLEPRI IVANKARA IVANTRUT KARAMAZO KETHISSO KILGRAVE KYSTELLA LASTDIVA LBIOHAZA LDSMOBIL LEARNING LECTABLY LEPRINCE LIGHTFUL LIKETHIS LINKSAGE LISHMENT LITTLEPR LKYSTELL LYAUTISM MAGICALL MARZIPAN MATRONIC MBLRINAS MEDIATEL MEMBERIN MEONEBEA METOTHES MIODDLYA MISSCHUC MMEDIATE MULTIPLE MUSHROOM NATURALL NCECONFI NCORPORA NDEAVOUR NEBEATME NGREDIEN NIMATRON NKARAMAZ NONYMOUS NPARALLE NREASONA NSTRUCTI NTIFYING NTRADICT NTRUTHER NYLBIOHA O4THEDEP OACESIGM OBABLYAU OBSESSED ODDLYART OISONING OLDSMOBI OLLOWING OMEONEBE OMETHING OMETIMES OMMENDED ONDUCTOR ONEBEATM ONFIRMED ONTRADIC OPHICALL ORPORATE ORTOBELL OTHECHAO OTHESEUS OULIKETH OYBEEBOP OYOULIKE PARALLEL PARMESAN PENGUMI1 PHICALLY POISONIN POLOGIES PORTOBEL POTATOES PPEARING PRESENTA PRESENTE PRESSO4T PRESSURE PRINCECO PRINTING PROBABLY PROLIFIC QUEERMAR RACUDA67 RADICTIO RAINWREC RALLELED RAMAZOV0 RATIONAL REASONAB RECOMMEN REDIENTS REFERENC REMEMBER RESENTAT RESENTED RESSO4TH RETURNIN RIFICING RINCECON RMARZIPA ROACESIG ROBABLYA ROPHICAL RPORATED RRACUDA6 RRATIONA RTLENECK RTOBELLO RUCTIONS SACRIFIC SAUCEPAN SCHUCHUW SDOTJPEG SEGMENTE SENTATIO SENTENCE SEPARATE SERNAMES SEUSERNA SHALLOTS SHAVINGS SHENANID SO4THEDE SOMEONEB SOMETHIN SOMETIME SPECIFIC SPRINKLE SSCHUCHU SSO4THED STABLISH STANDARD STDIVANT STROPHIC STRUCTIO SULKYSTE SUMMONED SUMMONIN TABLISHM TASTROPH TBOYBEEB TDIVANTR TEASPOON THECHAOS THEDEPPR THELITTL THESEUSE THISSONG TLEPRINC TMETOTHE TOTHECHA TOTHESEU TRADICTI TRAINWRE TROPHICA TRUCTION TTLEPRIN TUMBLRIN TURTLENE UCKTALES UEERMARZ UGSDOTJP ULIKETHI ULKYSTEL UMBLRINA UMMONING UNKINGRN UNLOCKED UNPARALL UNREASON URTLENEC USERNAME USHROOMS UUYASBON UYASBONE VANKARAM VANTRUTH VEGETABL VINYLBIO WATCHING WEIRDEST XECUTION XPRESSO4 XQUISITE YASBONER YLBIOHAZ YOULIKET ZIRAPHAL    357/2821109907456

9:    4THEDEPPR AAAAAAAAA ABLISHMEN ABLYAUTIS ACCIDENTA ACHIEVEME ACRIFICIN ADICTIONS AMIODDLYA ANIMATRON ANKARAMAZ ANONYMOUS ANTRUTHER APOLOGIES APPEARING ARALLELED ARAMAZOV0 AROACESIG ARRACUDA6 ASTDIVANT ASTROPHIC ATASTROPH ATBOYBEEB ATMETOTHE AZIRAPHAL BABLYAUTI BACKSTAGE BARRACUDA BEATMETOT BEAUTIFUL BIOHAZARD BLINKSAGE BLISHMENT BLYAUTISM BOYBEEBOP BUGSDOTJP CARNAROLI CATASTROP CATBOYBEE CCIDENTAL CECONFIRM CHARACTER CHIEVEMEN CHUUYASBO COMMENDED CONDUCTOR CONFIRMED CONTRADIC CORPORATE CRIFICING DELECTABL DELIGHTFU DENTIFYIN DEPPRESSO DIVANTRUT DOYOULIKE DUCKTALES EASONABLY EATMETOTH EBEATMETO EBUGSDOTJ ECOMMENDE ECONFIRME ECUTIONER EDEPPRESS EERMARZIP EFFECTIVE ELECTABLY ELIGHTFUL ELITTLEPR EMEMBERIN ENDEAVOUR ENTIFYING EONEBEATM EPRINCECO ERMARZIPA ESENTATIO ESEUSERNA ESSO4THED ESTABLISH ETHISSONG ETOTHESEU EUSERNAME EXECUTION EXPRESSO4 EXQUISITE FOLLOWING FUNKINGRN GENTLEMEN GREDIENTS GSDOTJPEG HEDEPPRES HELITTLEP HESEUSERN HIEVEMENT HIJACKING HUUYASBON IDENTIFYI IGHTFULLY IKETHISSO IMATRONIC IMMEDIATE INCECONFI INCORPORA INGREDIEN INSTRUCTI INYLBIOHA IODDLYART IRRATIONA ISSCHUCHU ITTLEPRIN IVANKARAM IVANTRUTH KARAMAZOV KETHISSON LASTDIVAN LBIOHAZAR LDSMOBILE LEPRINCEC LIGHTFULL LIKETHISS LINKSAGER LITTLEPRI LKYSTELLA MAGICALLY MATRONICS MEDIATELY MEMBERING MEONEBEAT METOTHESE MIODDLYAR MISSCHUCH MMEDIATEL MUSHROOMS NATURALLY NCECONFIR NCORPORAT NEBEATMET NGREDIENT NIMATRONI NKARAMAZO NPARALLEL NREASONAB NSTRUCTIO NTRADICTI NYLBIOHAZ O4THEDEPP OACESIGMA OBABLYAUT OLDSMOBIL OMEONEBEA ONEBEATME ONTRADICT OPHICALLY ORPORATED ORTOBELLO OTHECHAOS OTHESEUSE OULIKETHI OYOULIKET PARALLELE PENGUMI12 POISONING PORTOBELL PRESENTAT PRESENTED PRESSO4TH PRINCECON PROBABLYA QUEERMARZ RACUDA677 RADICTION RAINWRECK RAMAZOV07 REASONABL RECOMMEND REFERENCE REMEMBERI RESENTATI RESSO4THE RETURNING RINCECONF RMARZIPAN ROACESIGM ROBABLYAU ROPHICALL RRACUDA67 RRATIONAL SACRIFICI SEGMENTED SENTATION SENTENCED SEUSERNAM SO4THEDEP SOMEONEBE SOMETHING SOMETIMES SSCHUCHUW SSO4THEDE STABLISHM STDIVANTR STROPHICA STRUCTION SULKYSTEL SUMMONING TABLISHME TASTROPHI TBOYBEEBO TDIVANTRU THEDEPPRE THELITTLE THESEUSER TLEPRINCE TMETOTHES TOTHECHAO TOTHESEUS TRADICTIO TRAINWREC TROPHICAL TRUCTIONS TTLEPRINC TUMBLRINA TURTLENEC UEERMARZI UGSDOTJPE ULIKETHIS ULKYSTELL UMBLRINAS UNPARALLE UNREASONA URTLENECK USERNAMES UUYASBONE UYASBONER VANKARAMA VANTRUTHE VEGETABLE VINYLBIOH XECUTIONE XPRESSO4T YLBIOHAZA YOULIKETH ZIRAPHALE    243/101559956668416

10:    4THEDEPPRE AAAAAAAAAA ABLISHMENT ABLYAUTISM ACCIDENTAL ACHIEVEMEN ACRIFICING AMIODDLYAR ANIMATRONI ANKARAMAZO ARAMAZOV07 AROACESIGM ARRACUDA67 ASTDIVANTR ASTROPHICA ATASTROPHI ATBOYBEEBO ATMETOTHES AZIRAPHALE BABLYAUTIS BARRACUDA6 BEATMETOTH BLINKSAGER BUGSDOTJPE CATASTROPH CATBOYBEEB CECONFIRME CHIEVEMENT CHUUYASBON CONTRADICT CORPORATED DELECTABLY DELIGHTFUL DENTIFYING DIVANTRUTH DOYOULIKET EATMETOTHE EBEATMETOT EBUGSDOTJP ECOMMENDED ECONFIRMED EDEPPRESSO EERMARZIPA ELIGHTFULL ELITTLEPRI EMEMBERING EONEBEATME EPRINCECON ERMARZIPAN ESENTATION ESEUSERNAM ESSO4THEDE ESTABLISHM ETOTHESEUS EUSERNAMES EXECUTIONE EXPRESSO4T HEDEPPRESS HELITTLEPR HESEUSERNA HUUYASBONE IDENTIFYIN IKETHISSON IMATRONICS IMMEDIATEL INCECONFIR INCORPORAT INGREDIENT INSTRUCTIO INYLBIOHAZ IRRATIONAL ISSCHUCHUW ITTLEPRINC IVANKARAMA IVANTRUTHE KARAMAZOV0 KETHISSONG LASTDIVANT LBIOHAZARD LEPRINCECO LIGHTFULLY LIKETHISSO LITTLEPRIN MEONEBEATM METOTHESEU MIODDLYART MISSCHUCHU MMEDIATELY NCECONFIRM NCORPORATE NEBEATMETO NGREDIENTS NIMATRONIC NKARAMAZOV NPARALLELE NREASONABL NSTRUCTION NTRADICTIO NYLBIOHAZA O4THEDEPPR OBABLYAUTI OLDSMOBILE OMEONEBEAT ONEBEATMET ONTRADICTI OTHESEUSER OULIKETHIS OYOULIKETH PARALLELED PORTOBELLO PRESENTATI PRESSO4THE PRINCECONF PROBABLYAU QUEERMARZI RADICTIONS REASONABLY RECOMMENDE REMEMBERIN RESENTATIO RESSO4THED RINCECONFI ROACESIGMA ROBABLYAUT ROPHICALLY RRACUDA677 SACRIFICIN SEUSERNAME SO4THEDEPP SOMEONEBEA SSO4THEDEP STABLISHME STDIVANTRU STROPHICAL STRUCTIONS SULKYSTELL TABLISHMEN TASTROPHIC TBOYBEEBOP TDIVANTRUT THEDEPPRES THELITTLEP THESEUSERN TLEPRINCEC TMETOTHESE TOTHECHAOS TOTHESEUSE TRADICTION TRAINWRECK TROPHICALL TTLEPRINCE TUMBLRINAS TURTLENECK UEERMARZIP UGSDOTJPEG ULIKETHISS ULKYSTELLA UNPARALLEL UNREASONAB UUYASBONER VANKARAMAZ VANTRUTHER VINYLBIOHA XECUTIONER XPRESSO4TH YLBIOHAZAR YOULIKETHI    167/3656158440062976

11:    4THEDEPPRES AAAAAAAAAAA ACHIEVEMENT AMIODDLYART ANIMATRONIC ANKARAMAZOV AROACESIGMA ARRACUDA677 ASTDIVANTRU ASTROPHICAL ATASTROPHIC ATBOYBEEBOP ATMETOTHESE BABLYAUTISM BARRACUDA67 BEATMETOTHE BUGSDOTJPEG CATASTROPHI CATBOYBEEBO CECONFIRMED CHUUYASBONE CONTRADICTI DELIGHTFULL DIVANTRUTHE DOYOULIKETH EATMETOTHES EBEATMETOTH EBUGSDOTJPE EERMARZIPAN ELIGHTFULLY ELITTLEPRIN EONEBEATMET EPRINCECONF ESEUSERNAME ESSO4THEDEP ESTABLISHME ETOTHESEUSE EXECUTIONER EXPRESSO4TH HEDEPPRESSO HELITTLEPRI HESEUSERNAM HUUYASBONER IDENTIFYING IKETHISSONG IMMEDIATELY INCECONFIRM INCORPORATE INGREDIENTS INSTRUCTION INYLBIOHAZA ITTLEPRINCE IVANKARAMAZ IVANTRUTHER KARAMAZOV07 LASTDIVANTR LEPRINCECON LIKETHISSON LITTLEPRINC MEONEBEATME METOTHESEUS MISSCHUCHUW NCECONFIRME NCORPORATED NEBEATMETOT NIMATRONICS NKARAMAZOV0 NPARALLELED NREASONABLY NSTRUCTIONS NTRADICTION NYLBIOHAZAR O4THEDEPPRE OBABLYAUTIS OMEONEBEATM ONEBEATMETO ONTRADICTIO OTHESEUSERN OULIKETHISS OYOULIKETHI PRESENTATIO PRESSO4THED PRINCECONFI PROBABLYAUT QUEERMARZIP RECOMMENDED REMEMBERING RESENTATION RESSO4THEDE RINCECONFIR ROBABLYAUTI SACRIFICING SEUSERNAMES SO4THEDEPPR SOMEONEBEAT SSO4THEDEPP STABLISHMEN STDIVANTRUT STROPHICALL SULKYSTELLA TABLISHMENT TASTROPHICA TDIVANTRUTH THEDEPPRESS THELITTLEPR THESEUSERNA TLEPRINCECO TMETOTHESEU TOTHESEUSER TRADICTIONS TROPHICALLY TTLEPRINCEC UEERMARZIPA ULIKETHISSO UNPARALLELE UNREASONABL VANKARAMAZO VINYLBIOHAZ XPRESSO4THE YLBIOHAZARD YOULIKETHIS    121/131621703842267136

12:    4THEDEPPRESS AAAAAAAAAAAA ANIMATRONICS ANKARAMAZOV0 ASTDIVANTRUT ASTROPHICALL ATASTROPHICA ATMETOTHESEU BARRACUDA677 BEATMETOTHES CATASTROPHIC CATBOYBEEBOP CHUUYASBONER CONTRADICTIO DELIGHTFULLY DIVANTRUTHER DOYOULIKETHI EATMETOTHESE EBEATMETOTHE EBUGSDOTJPEG ELITTLEPRINC EONEBEATMETO EPRINCECONFI ESEUSERNAMES ESSO4THEDEPP ESTABLISHMEN ETOTHESEUSER EXPRESSO4THE HELITTLEPRIN HESEUSERNAME INCECONFIRME INCORPORATED INSTRUCTIONS INYLBIOHAZAR ITTLEPRINCEC IVANKARAMAZO LASTDIVANTRU LEPRINCECONF LIKETHISSONG LITTLEPRINCE MEONEBEATMET METOTHESEUSE NCECONFIRMED NEBEATMETOTH NKARAMAZOV07 NTRADICTIONS NYLBIOHAZARD O4THEDEPPRES OBABLYAUTISM OMEONEBEATME ONEBEATMETOT ONTRADICTION OTHESEUSERNA OULIKETHISSO OYOULIKETHIS PRESENTATION PRESSO4THEDE PRINCECONFIR PROBABLYAUTI QUEERMARZIPA RESSO4THEDEP RINCECONFIRM ROBABLYAUTIS SO4THEDEPPRE SOMEONEBEATM SSO4THEDEPPR STABLISHMENT STDIVANTRUTH STROPHICALLY TASTROPHICAL TDIVANTRUTHE THEDEPPRESSO THELITTLEPRI THESEUSERNAM TLEPRINCECON TMETOTHESEUS TOTHESEUSERN TTLEPRINCECO UEERMARZIPAN ULIKETHISSON UNPARALLELED UNREASONABLY VANKARAMAZOV VINYLBIOHAZA XPRESSO4THED YOULIKETHISS    86/4738381338321616896

13:    4THEDEPPRESSO AAAAAAAAAAAAA ANKARAMAZOV07 ASTDIVANTRUTH ASTROPHICALLY ATASTROPHICAL ATMETOTHESEUS BEATMETOTHESE CATASTROPHICA CONTRADICTION DOYOULIKETHIS EATMETOTHESEU EBEATMETOTHES ELITTLEPRINCE EONEBEATMETOT EPRINCECONFIR ESSO4THEDEPPR ESTABLISHMENT ETOTHESEUSERN EXPRESSO4THED HELITTLEPRINC HESEUSERNAMES INCECONFIRMED INYLBIOHAZARD ITTLEPRINCECO IVANKARAMAZOV LASTDIVANTRUT LEPRINCECONFI LITTLEPRINCEC MEONEBEATMETO METOTHESEUSER NEBEATMETOTHE O4THEDEPPRESS OMEONEBEATMET ONEBEATMETOTH ONTRADICTIONS OTHESEUSERNAM OULIKETHISSON OYOULIKETHISS PRESSO4THEDEP PRINCECONFIRM PROBABLYAUTIS QUEERMARZIPAN RESSO4THEDEPP RINCECONFIRME ROBABLYAUTISM SO4THEDEPPRES SOMEONEBEATME SSO4THEDEPPRE STDIVANTRUTHE TASTROPHICALL TDIVANTRUTHER THELITTLEPRIN THESEUSERNAME TLEPRINCECONF TMETOTHESEUSE TOTHESEUSERNA TTLEPRINCECON ULIKETHISSONG VANKARAMAZOV0 VINYLBIOHAZAR XPRESSO4THEDE YOULIKETHISSO    63/170581728179578208256

14:    AAAAAAAAAAAAAA ASTDIVANTRUTHE ATASTROPHICALL ATMETOTHESEUSE BEATMETOTHESEU CATASTROPHICAL CONTRADICTIONS DOYOULIKETHISS EATMETOTHESEUS EBEATMETOTHESE ELITTLEPRINCEC EONEBEATMETOTH EPRINCECONFIRM ESSO4THEDEPPRE ETOTHESEUSERNA EXPRESSO4THEDE HELITTLEPRINCE ITTLEPRINCECON IVANKARAMAZOV0 LASTDIVANTRUTH LEPRINCECONFIR LITTLEPRINCECO MEONEBEATMETOT METOTHESEUSERN NEBEATMETOTHES O4THEDEPPRESSO OMEONEBEATMETO ONEBEATMETOTHE OTHESEUSERNAME OULIKETHISSONG OYOULIKETHISSO PRESSO4THEDEPP PRINCECONFIRME PROBABLYAUTISM RESSO4THEDEPPR RINCECONFIRMED SO4THEDEPPRESS SOMEONEBEATMET SSO4THEDEPPRES STDIVANTRUTHER TASTROPHICALLY THELITTLEPRINC THESEUSERNAMES TLEPRINCECONFI TMETOTHESEUSER TOTHESEUSERNAM TTLEPRINCECONF VANKARAMAZOV07 VINYLBIOHAZARD XPRESSO4THEDEP YOULIKETHISSON    51/6140942214464815497216

15:    AAAAAAAAAAAAAAA ASTDIVANTRUTHER ATASTROPHICALLY ATMETOTHESEUSER BEATMETOTHESEUS CATASTROPHICALL DOYOULIKETHISSO EATMETOTHESEUSE EBEATMETOTHESEU ELITTLEPRINCECO EONEBEATMETOTHE EPRINCECONFIRME ESSO4THEDEPPRES ETOTHESEUSERNAM EXPRESSO4THEDEP HELITTLEPRINCEC ITTLEPRINCECONF IVANKARAMAZOV07 LASTDIVANTRUTHE LEPRINCECONFIRM LITTLEPRINCECON MEONEBEATMETOTH METOTHESEUSERNA NEBEATMETOTHESE OMEONEBEATMETOT ONEBEATMETOTHES OTHESEUSERNAMES OYOULIKETHISSON PRESSO4THEDEPPR PRINCECONFIRMED RESSO4THEDEPPRE SO4THEDEPPRESSO SOMEONEBEATMETO SSO4THEDEPPRESS THELITTLEPRINCE TLEPRINCECONFIR TMETOTHESEUSERN TOTHESEUSERNAME TTLEPRINCECONFI XPRESSO4THEDEPP YOULIKETHISSONG    41/221073919720733357899776

16:    AAAAAAAAAAAAAAAA ATMETOTHESEUSERN BEATMETOTHESEUSE CATASTROPHICALLY DOYOULIKETHISSON EATMETOTHESEUSER EBEATMETOTHESEUS ELITTLEPRINCECON EONEBEATMETOTHES EPRINCECONFIRMED ESSO4THEDEPPRESS ETOTHESEUSERNAME EXPRESSO4THEDEPP HELITTLEPRINCECO ITTLEPRINCECONFI LASTDIVANTRUTHER LEPRINCECONFIRME LITTLEPRINCECONF MEONEBEATMETOTHE METOTHESEUSERNAM NEBEATMETOTHESEU OMEONEBEATMETOTH ONEBEATMETOTHESE OYOULIKETHISSONG PRESSO4THEDEPPRE RESSO4THEDEPPRES SOMEONEBEATMETOT SSO4THEDEPPRESSO THELITTLEPRINCEC TLEPRINCECONFIRM TMETOTHESEUSERNA TOTHESEUSERNAMES TTLEPRINCECONFIR XPRESSO4THEDEPPR    34/7958661109946400884391936

17:    AAAAAAAAAAAAAAAAA ATMETOTHESEUSERNA BEATMETOTHESEUSER DOYOULIKETHISSONG EATMETOTHESEUSERN EBEATMETOTHESEUSE ELITTLEPRINCECONF EONEBEATMETOTHESE ESSO4THEDEPPRESSO ETOTHESEUSERNAMES EXPRESSO4THEDEPPR HELITTLEPRINCECON ITTLEPRINCECONFIR LEPRINCECONFIRMED LITTLEPRINCECONFI MEONEBEATMETOTHES METOTHESEUSERNAME NEBEATMETOTHESEUS OMEONEBEATMETOTHE ONEBEATMETOTHESEU PRESSO4THEDEPPRES RESSO4THEDEPPRESS SOMEONEBEATMETOTH THELITTLEPRINCECO TLEPRINCECONFIRME TMETOTHESEUSERNAM TTLEPRINCECONFIRM XPRESSO4THEDEPPRE    28/286511799958070431838109696

18:    AAAAAAAAAAAAAAAAAA ATMETOTHESEUSERNAM BEATMETOTHESEUSERN EATMETOTHESEUSERNA EBEATMETOTHESEUSER ELITTLEPRINCECONFI EONEBEATMETOTHESEU EXPRESSO4THEDEPPRE HELITTLEPRINCECONF ITTLEPRINCECONFIRM LITTLEPRINCECONFIR MEONEBEATMETOTHESE METOTHESEUSERNAMES NEBEATMETOTHESEUSE OMEONEBEATMETOTHES ONEBEATMETOTHESEUS PRESSO4THEDEPPRESS RESSO4THEDEPPRESSO SOMEONEBEATMETOTHE THELITTLEPRINCECON TLEPRINCECONFIRMED TMETOTHESEUSERNAME TTLEPRINCECONFIRME XPRESSO4THEDEPPRES    24/10314424798490535546171949056

19:    AAAAAAAAAAAAAAAAAAA ATMETOTHESEUSERNAME BEATMETOTHESEUSERNA EATMETOTHESEUSERNAM EBEATMETOTHESEUSERN ELITTLEPRINCECONFIR EONEBEATMETOTHESEUS EXPRESSO4THEDEPPRES HELITTLEPRINCECONFI ITTLEPRINCECONFIRME LITTLEPRINCECONFIRM MEONEBEATMETOTHESEU NEBEATMETOTHESEUSER OMEONEBEATMETOTHESE ONEBEATMETOTHESEUSE PRESSO4THEDEPPRESSO SOMEONEBEATMETOTHES THELITTLEPRINCECONF TMETOTHESEUSERNAMES TTLEPRINCECONFIRMED XPRESSO4THEDEPPRESS    21/371319292745659279662190166016

20:    AAAAAAAAAAAAAAAAAAAA ATMETOTHESEUSERNAMES BEATMETOTHESEUSERNAM EATMETOTHESEUSERNAME EBEATMETOTHESEUSERNA ELITTLEPRINCECONFIRM EONEBEATMETOTHESEUSE EXPRESSO4THEDEPPRESS HELITTLEPRINCECONFIR ITTLEPRINCECONFIRMED LITTLEPRINCECONFIRME MEONEBEATMETOTHESEUS NEBEATMETOTHESEUSERN OMEONEBEATMETOTHESEU ONEBEATMETOTHESEUSER SOMEONEBEATMETOTHESE THELITTLEPRINCECONFI XPRESSO4THEDEPPRESSO    18/13367494538843734067838845976576

21:    AAAAAAAAAAAAAAAAAAAAA BEATMETOTHESEUSERNAME EATMETOTHESEUSERNAMES EBEATMETOTHESEUSERNAM ELITTLEPRINCECONFIRME EONEBEATMETOTHESEUSER EXPRESSO4THEDEPPRESSO HELITTLEPRINCECONFIRM LITTLEPRINCECONFIRMED MEONEBEATMETOTHESEUSE NEBEATMETOTHESEUSERNA OMEONEBEATMETOTHESEUS ONEBEATMETOTHESEUSERN SOMEONEBEATMETOTHESEU THELITTLEPRINCECONFIR    15/481229803398374426442198455156736

22:    AAAAAAAAAAAAAAAAAAAAAA BEATMETOTHESEUSERNAMES EBEATMETOTHESEUSERNAME ELITTLEPRINCECONFIRMED EONEBEATMETOTHESEUSERN HELITTLEPRINCECONFIRME MEONEBEATMETOTHESEUSER NEBEATMETOTHESEUSERNAM OMEONEBEATMETOTHESEUSE ONEBEATMETOTHESEUSERNA SOMEONEBEATMETOTHESEUS THELITTLEPRINCECONFIRM    12/17324272922341479351919144385642496

23:    AAAAAAAAAAAAAAAAAAAAAAA EBEATMETOTHESEUSERNAMES EONEBEATMETOTHESEUSERNA HELITTLEPRINCECONFIRMED MEONEBEATMETOTHESEUSERN NEBEATMETOTHESEUSERNAME OMEONEBEATMETOTHESEUSER ONEBEATMETOTHESEUSERNAM SOMEONEBEATMETOTHESEUSE THELITTLEPRINCECONFIRME    10/623673825204293256669089197883129856

24:    AAAAAAAAAAAAAAAAAAAAAAAA EONEBEATMETOTHESEUSERNAM MEONEBEATMETOTHESEUSERNA NEBEATMETOTHESEUSERNAMES OMEONEBEATMETOTHESEUSERN ONEBEATMETOTHESEUSERNAME SOMEONEBEATMETOTHESEUSER THELITTLEPRINCECONFIRMED    8/22452257707354557240087211123792674816

25:    AAAAAAAAAAAAAAAAAAAAAAAAA EONEBEATMETOTHESEUSERNAME MEONEBEATMETOTHESEUSERNAM OMEONEBEATMETOTHESEUSERNA ONEBEATMETOTHESEUSERNAMES SOMEONEBEATMETOTHESEUSERN    6/808281277464764060643139600456536293376

26:    AAAAAAAAAAAAAAAAAAAAAAAAAA EONEBEATMETOTHESEUSERNAMES MEONEBEATMETOTHESEUSERNAME OMEONEBEATMETOTHESEUSERNAM SOMEONEBEATMETOTHESEUSERNA    5/29098125988731506183153025616435306561536

27:    AAAAAAAAAAAAAAAAAAAAAAAAAAA MEONEBEATMETOTHESEUSERNAMES OMEONEBEATMETOTHESEUSERNAME SOMEONEBEATMETOTHESEUSERNAM    4/1047532535594334222593508922191671036215296

28:    AAAAAAAAAAAAAAAAAAAAAAAAAAAA OMEONEBEATMETOTHESEUSERNAMES SOMEONEBEATMETOTHESEUSERNAME    3/37711171281396032013366321198900157303750656

29:    AAAAAAAAAAAAAAAAAAAAAAAAAAAAA SOMEONEBEATMETOTHESEUSERNAMES    2/1357602166130257152481187563160405662935023616

30:    AAAAAAAAAAAAAAAAAAAAAAAAAAAAAA    1/48873677980689257489322752273774603865660850176

31:    AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA    1/1759452407304813269615619081855885739163790606336

32:    AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA    1/63340286662973277706162286946811886609896461828096

glad that im not popular enough to have an evil shadow version of my blog that exists just to make contradictions on my posts

[memewatcherr]

A New Paradigm for Web3 Social: Earaster Protocols Builds “Relationship-as-Asset” Infrastructure

A New Paradigm for Web3 Social: Earaster Protocols Builds “Relationship-as-Asset” Infrastructure 

The Web3 social sector has been a hot topic for years, yet few truly successful projects have emerged. 

Recently, I came across a project with a notably clear architectural vision—Earaster Protocols.

Earaster is an infrastructure project that integrates decentralized social protocols, an AI recommendation engine, and cross-chain communication systems. Its goal is to free “social relationships” in Web3 from platform control.

Unlike the common “post-to-earn” social platforms, Earaster aims to fundamentally reconstruct the logic of “social as asset” at the protocol layer, turning social interactions into user-owned, portable, and assetizable on-chain value units.

Here are several aspects I find particularly noteworthy:

1. Social Interactions = Asset Accumulation

At its core, Earaster Protocols treats every on-chain post, comment, and like as a “social contribution value.” These are recorded via smart contracts and accrue as traceable rights or token rewards in the future.  

This is not just about incentives, but about assetizing the interactions themselves.

Just as Web2 turns your time into advertising impressions, Earaster Protocols transforms your time into your own on-chain record and economic weight.

2. AI Is Embedded, Not Just a Buzzword

They have developed a proprietary Aurora AI Engine responsible for content moderation, multilingual translation, recommendation distribution, and even personalized modeling based on on-chain data and user behavior.

Crucially, the recommendation logic is auditable and adjustable—unlike traditional platforms where users have no idea why their content is suppressed or promoted.

3. Solving Web3 Social “Information Island” Problem

A major pain point in Web3: wallets cannot “speak,” and users cannot communicate in real-time.  

Earaster Protocols integrates Dmail and UmbraLink into a cross-chain communication system, enabling wallet addresses to send notifications, messages, and interactive alerts.

This is useful not just for social, but for any DApp involving wallets.

4. Not an App, But a Service for Creators and Developers

Earaster is not launching a product to attract users directly. Instead, it is like building Lego blocks—providing developers and content creators with modular components: DID identity systems, communication APIs, content NFT-ization, fan rewards, subscription mechanisms, task incentive tools, and recommendation system interfaces.

This opens up a new creative paradigm for the Web3 creator economy.

5. One thing that impressed me: the project founder is a member of the Stanford Computer Science Security Lab—a pedigree rarely matched by similar projects.

In summary:  

I am continuing to follow Earaster Protocols —not because of hype, but because they have put real thought into the foundational design of “social assetization.”

This is not a “launch fast, farm fast” project; it is more about laying the groundwork for an ecosystem. For content creators, tool developers, and community builders, understanding its underlying logic early is far more valuable than jumping in after the fact.

Of course, Earaster Protocols is still in its infrastructure-building phase, and it will take time for its ecosystem and developer activity to mature. Whether it can carve out a differentiated path compared to projects like Lens and CyberConnect remains to be seen.

If Web3 social is ever to truly materialize, it is likely to emerge not as the next viral app, but from crypto protocols like Earaster Protocols.

I have started tracking the progress of Earaster Protocols. You might want to check out what they are building too.

[webscrapinghq]

How to scrape Google lens visual matches?

Scraping Google Lens visual matches directly is highly discouraged due to legal, ethical, and technical challenges. Google Lens operates through dynamic JavaScript and private APIs, making automated scraping complex and unreliable. Additionally, Google’s Terms of Service prohibit automated access, and their systems actively detect and block bots. A safer alternative is using reverse image search APIs like Webscrapinghq, which legally provides Google Lens results for a fee. You send an image URL and get structured results. For custom solutions, use machine learning models like OpenAI’s CLIP to extract image features and tools like FAISS for similarity search on your own dataset. These approaches are scalable, legal, and customizable. Attempting to scrape Lens directly via tools like Selenium or Puppeteer risks IP bans, CAPTCHA loops, and ethical violations. Stick to approved APIs or build your own visual search engine for a sustainable solution.

[bullzeye-media]

Crafting a Winning Business Strategy for Sustainable Digital Growth

In the age of digital transformation, a well-defined Business Strategy isn’t just a buzzword—it’s a non-negotiable foundation for growth. Whether you're building from scratch or refining existing systems, every choice should align with your goals and serve your audience. At its core, a successful strategy blends creativity, technology, and execution. But more importantly, it must put people—your team, your users, your audience—at the center.

Why Purpose-Driven Strategy Matters

Effective strategy answers one big question: "How does this decision help us reach our goals faster, smarter, and more sustainably?"

Without this clarity, even the most innovative campaigns fall flat. A modern business requires more than surface-level changes—it needs thoughtful direction, actionable steps, and tools that scale with you.

Building Your Strategy Framework

We believe in replacing unreliable wireframes and expensive outsourcing with solid, structured layers of collaboration and execution. Key elements include:

Front End Development that bridges beauty with usability

API Development for seamless integration and functionality

Cloud Migration for scalable, secure infrastructure

WordPress for content flexibility and rapid deployment

Flutter Framework for cross-platform mobile solutions

These technologies don’t operate in isolation—they support a shared mission. Strategy isn’t about piling on tools; it’s about choosing the right ones with purpose.

Human-Centered Design: A Strategic Imperative

Design should enrich our day. That’s not just a motto—it’s the lens we use to solve problems.

From planning and sketching to user experience testing, we ensure every decision feels intuitive and impactful. Using flowcharts and wireframes, our design phase captures both logic and creativity.

A great product doesn’t just work—it works for people.

Brand Identity Through Conceptual Realization

A strategy is only as strong as the story it tells. That’s where conceptual realization comes in. We define your visual language—logo, type, look, feel, tone, and movement—to align with your purpose.

Strong brands don’t just show up—they speak up. That’s what connects with audiences, builds loyalty, and drives revenue.

Smarter Outreach with Audience Segmentation

In the attention economy, generic doesn’t cut it. We use audience segmentation to deliver the right message, to the right people, at the right time. By tailoring campaigns, brands can maximize relevance and ROI.

It’s not just what you say. It’s who you say it to—and when.

Seamless Execution & Transparent Delivery

Tired of waiting weeks for updates? We offer fast, transparent delivery so you're never left guessing. Whether it’s app development, branding, or full web systems, our team is built to deliver:

Rapid prototyping and testing

Clear timelines and expectations

Results-driven iteration

With a digitally driven brand, you’re not just keeping up—you’re leading.

FAQs

Q1: What sets your business strategy apart from others? We take a results-first approach—blending agile development, creative design, and data insight to serve your mission directly.

Q2: How fast can I expect deliverables? Most design elements are ready in just a few business days, with regular updates and full transparency.

Q3: Is this service suited for startups? Yes. Whether you’re a solo founder or a scaling company, we adapt to your structure and pace.

Q4: How does design factor into strategy? Our human-centered design approach focuses on usability, functionality, and aesthetics—all tailored to your goals.

Q5: Do you offer ongoing support? Absolutely. We collaborate closely beyond launch to ensure your strategy continues evolving with your audience.

Final Thoughts

Success doesn’t happen by accident. It’s built—through planning, execution, and iteration. A thoughtful Business Strategy connects your vision to real-world impact, guiding every design choice, development step, and brand voice decision.

[hawskstack]

🔍 Correlating Mirantis Kubernetes Engine (MKE) Symptoms with Components

In a complex cloud-native environment, understanding the root cause of performance or availability issues can be challenging. With Mirantis Kubernetes Engine (MKE), it becomes crucial to correlate observed symptoms with the appropriate components in the architecture to ensure effective troubleshooting and resolution.

This blog explores how to link common operational symptoms with the specific MKE components responsible for them, providing a strategic lens for diagnosis and action.

🚦 Why Symptom Correlation Matters

MKE is built on top of Kubernetes but introduces additional layers such as secure registries, load balancing, high availability configurations, and authentication integrations. When a problem arises—whether it's performance degradation, failure to schedule workloads, or API timeouts—knowing which component is likely involved can significantly reduce downtime and guesswork.

🧩 MKE Architecture – A Quick Look

Key components to keep in mind:

UCP (Universal Control Plane) – MKE's management and orchestration layer.

DTR (Docker Trusted Registry) – Secure container image management.

Kubernetes Control Plane – Scheduler, API server, etcd, controller manager.

Worker Nodes – Where workloads actually run.

Networking Components – CNI plugins, ingress controllers, and service proxies.

Authentication Systems – LDAP, SSO integrations, RBAC.

🔍 Common Symptoms & Component Correlation

1. Slow or Failed Container Scheduling

Likely Components:

Kubernetes Scheduler

Etcd (if etcd latency is high)

Worker Nodes (resource constraints)

Possible Causes:

Resource exhaustion (CPU, Memory)

Taints/tolerations misconfiguration

Scheduler throttling

2. API Server Timeouts or Failures

Likely Components:

UCP API Layer

Kubernetes API Server

Network/Ingress layer

Possible Causes:

API overload

Control plane resource bottlenecks

Misconfigured ingress or firewall rules

3. Unable to Pull Images or Image Push Fails

Likely Components:

Docker Trusted Registry (DTR)

Network

Authentication

Possible Causes:

Expired or revoked credentials

DTR storage issues

Misconfigured image policies or tags

4. Pod-to-Pod Communication Failures

Likely Components:

CNI Plugin

kube-proxy / CoreDNS

Node Network

Possible Causes:

Misconfigured network policies

DNS resolution failures

Broken overlay network

5. Dashboard or UCP UI Inaccessibility

Likely Components:

UCP Manager Nodes

Load Balancer

TLS Certificates

Possible Causes:

Expired certs

Network routing or port mapping issues

Broken proxy configuration

6. Persistent Volume Not Mounting

Likely Components:

CSI Driver

Worker Node

Kubernetes Controller Manager

Possible Causes:

Incorrect storage class or access mode

Unavailable storage backend

Permissions issue at node level

🛠️ Best Practices for Effective Correlation

Use centralized monitoring tools like Prometheus and Grafana integrated with MKE.

Set up logging and alerting for UCP, DTR, and Kubernetes components.

Maintain a component-symptom matrix for your team to reference during incidents.

Perform regular health checks of nodes, registries, and control plane endpoints.

Use mirantis support bundles and diagnostics tools to collect insights systematically.

✅ Final Thoughts

MKE delivers powerful Kubernetes orchestration with enterprise-grade security and scalability. But with great power comes the need for operational clarity. By correlating observed symptoms with the responsible components, administrators can reduce troubleshooting time and prevent system-wide disruptions.

Stay proactive. Know your architecture. Correlate smartly.

For more info, Kindly follow: Hawkstack Technologies

[keploy]

What Does Enumerate Do in Python?

If you've worked with Python loops, you've probably used for loops to iterate over items. But when you need both the index and the value of items in a list, enumerate() is a Pythonic way to do it.

So, what does enumerate do in Python? Simply put, it adds a counter to an iterable and returns it as an enumerate object, which you can loop over to get both the index and the item.

Basic Syntax of enumerate()

python

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enumerate(iterable, start=0)

iterable: A sequence like list, tuple, or string

start (optional): The starting index value (default is 0)

Why Use enumerate()?

Let’s look at a regular loop without enumerate:

python

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fruits = ["apple", "banana", "cherry"]

index = 0

for fruit in fruits:

    print(index, fruit)

    index += 1

Using enumerate() simplifies this:

python

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for index, fruit in enumerate(fruits):

    print(index, fruit)

Cleaner and more readable—this is one reason Python developers love it.

Changing the Start Index

You can start the counter from any number:

python

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for index, fruit in enumerate(fruits, start=1):

    print(index, fruit)

Output:

CopyEdit

1 apple

2 banana

3 cherry

Use Cases of enumerate()

1. Tracking Index in Loops

Great for debugging or when you need to reference both the index and value.

python

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for idx, char in enumerate("hello"):

    print(f"Character {char} at index {idx}")

2. Looping Through a List with Conditions

python

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colors = ["red", "green", "blue"]

for i, color in enumerate(colors):

    if color == "green":

        print(f"'green' found at index {i}")

3. Working with Nested Loops

python

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matrix = [[1, 2], [3, 4]]

for i, row in enumerate(matrix):

    for j, val in enumerate(row):

        print(f"matrix[{i}][{j}] = {val}")

enumerate() vs range(len())

You might’ve used range(len(list)) to loop with indices. Here’s why enumerate is better:

Using range(len()):

python

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for i in range(len(fruits)):

    print(i, fruits[i])

Using enumerate:

python

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for i, fruit in enumerate(fruits):

    print(i, fruit)

✅ More readable ✅ Less error-prone ✅ More "Pythonic"

enumerate() with List Comprehension (Bonus Tip)

Though enumerate() isn't typically used in list comprehensions, you can still make it work:

python

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indexed = [(i, val) for i, val in enumerate(['a', 'b', 'c'])]

print(indexed)

# Output: [(0, 'a'), (1, 'b'), (2, 'c')]

Final Thoughts

Understanding what does enumerate do in Python can level up your loop logic, especially when writing clean, concise code. Whether you're tracking indexes, debugging, or working with nested structures, enumerate() helps make your code simpler and more Pythonic. Looking to test and validate Python logic automatically? Tools like Keploy can help you generate test cases and mocks by capturing real behavior—great for Python-based microservices and APIs.