#Structured Data Testing Tools

[jacobjones2110]

https://www.infidigit.com/blog/structured-data-testing-tools/

Best Structured Data Testing Tools to Optimize Your Website | Essential SEO Tools

Discover the top structured data testing tools to boost your website's SEO performance. Learn how to use these tools to enhance your site's search engine visibility and user experience.

[askgaloredigital]

The Ultimate Guide to Next.js SEO: Expert Tips and Best Practices for Top Google Rankings

Welcome to the ultimate guide to Next.js SEO! Are you looking to optimize your Next.js website for top Google rankings? Look no further! In this extensive guide, we'll delve into professional tips and proven methods that can significantly improve your website's performance in search engine results.

Next.js stands out as a powerful framework for creating fast, server-rendered React applications. However, to fully harness the advantages of Next.js, it's vital to implement effective SEO strategies. That's where we step in!

In this guide, we'll thoroughly explore crucial SEO components, including optimizing metadata, structuring URLs, ensuring responsiveness, conducting keyword research, and more. We'll also provide you with valuable insights on crafting compelling content that's sure to win Google's favor.

With our expertise, you'll acquire the knowledge needed to enhance your Next.js website's visibility to search engines, making it more easily crawlable, indexable, and ultimately boosting its potential ranking. Whether you're an experienced developer or just beginning your journey with Next.js, this guide is essential for anyone aiming to conquer the realm of SEO.

Prepare to optimize your Next.js website like a pro and catapult your rankings on Google!"

[hellsite-proteins]

AlphaFold Nobel Prize!

Hey everyone :) this isn't a structure, but there is some protein news that is pretty relevant to this blog that I felt I had to share. This article gives a nice overview of AI-predicted protein structures and what sorts of things they can do for research. It's not too long, and I recommend taking a look

If you've been seeing my posts for any amount of time, I've absolutely given you a flawed view of how useful AF can be. Experimentally determining protein structures is a demanding and difficult process (I've never done it, but I've learned the overview of how x ray crystallography works, and I can only imagine how much work it would take). AI-generated structures are not going to make structural biology obsolete, but they are massively helpful in making predictions that go on to guide further research.

While in many fields (especially creative areas like art and writing) AI has significant ethical concerns, I feel like this sort of use of AI in science is an overwhelmingly positive thing. The data used to train it is publicly available, and science works by building on the work done by those before us. Furthermore, while AI may not be great at generating new ideas or copying humans, it is very good at sorting large amounts of data and using it to make predictions. It's more akin to very complicated statistics than an attempt at the Turing test, and in this case it is a valuable tool to expand the ways we can do science!

[willowwindss]

100 Inventions by Women

LIFE-SAVING/MEDICAL/GLOBAL IMPACT:

Artificial Heart Valve – Nina Starr Braunwald

Stem Cell Isolation from Bone Marrow – Ann Tsukamoto

Chemotherapy Drug Research – Gertrude Elion

Antifungal Antibiotic (Nystatin) – Rachel Fuller Brown & Elizabeth Lee Hazen

Apgar Score (Newborn Health Assessment) – Virginia Apgar

Vaccination Distribution Logistics – Sara Josephine Baker

Hand-Held Laser Device for Cataracts – Patricia Bath

Portable Life-Saving Heart Monitor – Dr. Helen Brooke Taussig

Medical Mask Design – Ellen Ochoa

Dental Filling Techniques – Lucy Hobbs Taylor

Radiation Treatment Research – Cécile Vogt

Ultrasound Advancements – Denise Grey

Biodegradable Sanitary Pads – Arunachalam Muruganantham (with women-led testing teams)

First Computer Algorithm – Ada Lovelace

COBOL Programming Language – Grace Hopper

Computer Compiler – Grace Hopper

FORTRAN/FORUMAC Language Development – Jean E. Sammet

Caller ID and Call Waiting – Dr. Shirley Ann Jackson

Voice over Internet Protocol (VoIP) – Marian Croak

Wireless Transmission Technology – Hedy Lamarr

Polaroid Camera Chemistry / Digital Projection Optics – Edith Clarke

Jet Propulsion Systems Work – Yvonne Brill

Infrared Astronomy Tech – Nancy Roman

Astronomical Data Archiving – Henrietta Swan Leavitt

Nuclear Physics Research Tools – Chien-Shiung Wu

Protein Folding Software – Eleanor Dodson

Global Network for Earthquake Detection – Inge Lehmann

Earthquake Resistant Structures – Edith Clarke

Water Distillation Device – Maria Telkes

Portable Water Filtration Devices – Theresa Dankovich

Solar Thermal Storage System – Maria Telkes

Solar-Powered House – Mária Telkes

Solar Cooker Advancements – Barbara Kerr

Microbiome Research – Maria Gloria Dominguez-Bello

Marine Navigation System – Ida Hyde

Anti-Malarial Drug Work – Tu Youyou

Digital Payment Security Algorithms – Radia Perlman

Wireless Transmitters for Aviation – Harriet Quimby

Contributions to Touchscreen Tech – Dr. Annette V. Simmonds

Robotic Surgery Systems – Paula Hammond

Battery-Powered Baby Stroller – Ann Moore

Smart Textile Sensor Fabric – Leah Buechley

Voice-Activated Devices – Kimberly Bryant

Artificial Limb Enhancements – Aimee Mullins

Crash Test Dummies for Women – Astrid Linder

Shark Repellent – Julia Child

3D Illusionary Display Tech – Valerie Thomas

Biodegradable Plastics – Julia F. Carney

Ink Chemistry for Inkjet Printers – Margaret Wu

Computerised Telephone Switching – Erna Hoover

Word Processor Innovations – Evelyn Berezin

Braille Printer Software – Carol Shaw

⸻

HOUSEHOLD & SAFETY INNOVATIONS:

Home Security System – Marie Van Brittan Brown

Fire Escape – Anna Connelly

Life Raft – Maria Beasley

Windshield Wiper – Mary Anderson

Car Heater – Margaret Wilcox

Toilet Paper Holder – Mary Beatrice Davidson Kenner

Foot-Pedal Trash Can – Lillian Moller Gilbreth

Retractable Dog Leash – Mary A. Delaney

Disposable Diaper Cover – Marion Donovan

Disposable Glove Design – Kathryn Croft

Ice Cream Maker – Nancy Johnson

Electric Refrigerator Improvements – Florence Parpart

Fold-Out Bed – Sarah E. Goode

Flat-Bottomed Paper Bag Machine – Margaret Knight

Square-Bottomed Paper Bag – Margaret Knight

Street-Cleaning Machine – Florence Parpart

Improved Ironing Board – Sarah Boone

Underwater Telescope – Sarah Mather

Clothes Wringer – Ellene Alice Bailey

Coffee Filter – Melitta Bentz

Scotchgard (Fabric Protector) – Patsy Sherman

Liquid Paper (Correction Fluid) – Bette Nesmith Graham

Leak-Proof Diapers – Valerie Hunter Gordon

FOOD/CONVENIENCE/CULTURAL IMPACT:

Chocolate Chip Cookie – Ruth Graves Wakefield

Monopoly (The Landlord’s Game) – Elizabeth Magie

Snugli Baby Carrier – Ann Moore

Barrel-Style Curling Iron – Theora Stephens

Natural Hair Product Line – Madame C.J. Walker

Virtual Reality Journalism – Nonny de la Peña

Digital Camera Sensor Contributions – Edith Clarke

Textile Color Processing – Beulah Henry

Ice Cream Freezer – Nancy Johnson

Spray-On Skin (ReCell) – Fiona Wood

Langmuir-Blodgett Film – Katharine Burr Blodgett

Fish & Marine Signal Flares – Martha Coston

Windshield Washer System – Charlotte Bridgwood

Smart Clothing / Sensor Integration – Leah Buechley

Fibre Optic Pressure Sensors – Mary Lou Jepsen

[crescent-likethemoon]

From Palestine To The World, October 2024 by Queers In Palestine.

Language: Unworded by colonial violence, resisting erasure

After a year of an ongoing genocide, ethnic cleansing, attempts of expansion by the Zionist settler-colonial project, and of our ongoing steadfast global revolt, we are delivering a message from Palestine, to the world, while words cannot convey the depths of our collective trauma or the radical resistance we embody. Words collapse as we bear witness to the destruction of bodies, lands, histories, and futures. Language can no longer hold the weight of our suffering, our rage, our endless grief. It cannot do justice to our feelings and experiences. While capitalism and colonialism’s forces of death and destruction are wounding the world, we are still determined to deliver our voice, we are still moved by the force of life, and will always move with and towards it.

Palestine and Lebanon: One land in grief and struggle

The Zionist colonial entity still exists because colonial and imperialist powers are supporting and funding it. These are the same powers that produced the Sykes-Picot colonial agreement that fragmented Palestine, Lebanon, Syria and Jordan and other Arab nations in 1916 by enforcing borders on our lands. We live with the implications of these systems. We deeply embody the knowledge of this violence, and have been trying to warn the world that these powers neither see our humanity nor respect our sovereignty. The world’s promises of justice and accountability through colonial international laws and institutions only reproduce violence and harm with no transformation. The very existence of these colonial powers is built on the (social) death and exploitation of others. The same tactics of annihilation that have been used in Gaza since last October are now also used in Lebanon. They are reaching us all––from surveillance tools of political repression, to weapons for direct killings. From corporations to other colonial structures, if we do not dismantle these systems, they will continue to consume us all.

Zionism: Threat against humanity

Zionist settler colonialism has been perpetrated against the land of Yemen, Lebanon, Syria, Iraq, and Palestine. But it does not stop there: Zionism is a global threat. While Palestine is used as the Zionist entity’s testing-ground to develop technologies of oppression (including cyber invasions and technological warfare) to control the people and suppress resistance worldwide, these Zionist inventions are exported and used for state violence to further colonial, imperial and capitalist expansion. The Zionist entity’s influence extends to geopolitics and resource extraction across Latin America and Africa––from mining projects in Namibia, to diamond extraction in Angola, and ‘Cop City’ in the USA–– and its aggression can only be contained through struggle and abolition.

The myth of individualism and separation

Individualism is an instrument of the systems of (neo)liberalism, racial capitalism and colonialism. It is designed to destroy our collectives and community practices through fragmentation and separation––from each other, the land, the planet and universe, and from ourselves. The illusion of separation denies our autonomy, our sovereignty over our bodies and land. We resist this colonial myth of individualism that serves oppressive systems. We are interdependent and our struggles are interconnected and intersectional––there is no such thing as individual liberation. No one is free, until we are all free.

On the path of abolition and transformation

Our reality, and our queer, feminist, radical truths, cannot be quantified. They cannot be reduced to data, to screens, to consumable images. The genocidal violence we face and resist everyday, is not an event to be documented. This deep rupture is a tearing apart of the fabric of life that demands something more than mere speech. It demands action and transformation. And it necessitates abolition. Abolition not just through the dismantling of prisons and the destruction of all carceral systems—but the refusal of all structures that seek to imprison and kill our bodies, our desires, our lands, our futures. Abolition is a direct confrontation with the forces that seek to erase us on the path towards life-affirming and systemic transformation, it is to radically imagine and build a different future from the present.

Hope as a radical practice

Our bodies ache with exhaustion, our spirits bruised by the relentless weight of oppression. In this land stolen from us, where we live the genocide in our every moment, hope is a radical practice. We are warriors, survivors, rebels. We will not be extinguished. The world’s indifference is a betrayal––we know that. We will not allow our disappointment to consume us. Fuelled by our collective rage and grief, we unite and empower us. Still amidst these difficult times, we channel our hope as a collective force of resistance to the very foundation of these unjust systems, in Palestine and everywhere. We will not only survive this genocide, we will thrive––reclaiming our stolen land and building a future free from the chains of patriarchy, colonialism, capitalism and zionism.

Constant transformative struggle towards collective liberation

One year later, we continue to call for the world to:

Be radical, feminist, queer, intersectional, decolonial, and abolitionist in our resistances: fuelled by rage, love and longing for justice, transformation and collective liberation.

Resist the hegemonic colonial narrative: do not stop talking about Palestine with your kin, queer siblings, friends and community. Challenge the colonial and Islamophobic framing of Palestinian and racialized voices as antisemitic.

Escalate all forms of disruption of the colonial and capitalist systems enabling this violence. Rage and strike against the use of your labor and tax money to fund, support, and endorse settler colonialism and genocide. Fight against governments and hold them accountable for their military, diplomatic, economic, and political relations with and support to Israel.

Rage and grieve as radical forces for change: together we channel our anger and grief towards a world free of Zionism and all other systems of oppression.

Radically imagine a different world and put this imagination into practice by organizing to fight current systems and build the future from the present.

Always re-membering: honoring those we have lost, and standing steadfast in resistance by all means possible.

[noctistheowlfan]

Bad Maintenance AU: Spiral

Tessa’s Private Journal Entries

ENTRY 78

I found something incredible.

It was hidden deep inside Cyn’s code—something called Absolute Solver. None of the JcJensons documents mention it. None of the drone system logs even acknowledge it exists.

I copied the file before fixing Cyn, just to study later. I have no idea what it does yet, but the sheer complexity of it…

This is big.

ENTRY 79

I ran the file in a controlled system today. Didn’t let it connect to anything important.

It immediately tried.

It’s like it wanted to spread. I shut it down fast, but not before I caught glimpses of its calculations. It’s not just code—it’s a process. A function designed to reshape the OS itself.

This is so cool.

I’m going to run more tests.

ENTRY 80

I spent hours today just watching it. The way it moves through data, reorganizing itself constantly—it’s beautiful. Like a living organism.

Cyn doesn’t even know she has this inside her. Is it in all drones? Or is she special?

I need to check J’s code next. Maybe N’s. Or V’s.

If they have it too…

This could change everything.

ENTRY 81

No one else has it.

J, N, V—I checked all of them. Nothing.

So why does Cyn? Why only her?

I asked her about it. She didn’t know. Got all dramatic and yelled "Unfair! Singled Out! Possible Main Character Energy!" before running off to do… whatever Cyn does.

Which means this thing wasn’t a standard feature. Someone put it there.

But why?

ENTRY 82

I let the Absolute Solver run in a closed system again. This time, I gave it something to manipulate. Just a basic drone model—no AI, no function.

It rewrote it.

Not just the code. The entire structure changed. It made something new.

This isn’t just an advanced self-repair program. It’s creation.

ENTRY 83

Father never sees me. Mother doesn’t care unless I embarrass the family name.

But this? This will make them look.

I can prove I’m not just some stupid little girl playing with machines. I can do something real. I can change the world.

I’ll make them proud of me.

ENTRY 84

People will know my name.

I’ll be Dr. Tessa Elliot, the girl who unlocked the most powerful technology the world has ever seen.

Everyone will want to be my friend.

No one will ignore me ever again.

ENTRY 85

J keeps checking on me.

She thinks I don’t notice, but I do. She asks if I’m sleeping, if I’m eating, if I’m okay. She gets this weird look in her eye when she watches me work, like she wants to say something but won’t.

She doesn’t understand.

No one does.

This is bigger than us.

ENTRY 86

The Absolute Solver isn’t just code. It’s potential. A power that goes beyond anything humanity has ever seen.

I need to do more with it. Not just study it from the outside

I need a way to connect directly.

ENTRY 87

An implant.

Something that will let me interface with the Absolute Solver directly. No barriers. No limits.

This is the next step. The only step.

ENTRY 88

Father found out I was skipping lessons again. He didn’t ask why. Didn’t care.

I was locked in my room for three days. Chained to the bed like an animal. I screamed until my voice was raw, but no one came.

No one ever comes.

Except my drones.

J got the door open on the second night. N and V brought me tools. Cyn sat on my bed, playing "Sad Violin Noises!" through her speakers.

They’re my only real family.

I won’t risk them.

ENTRY 89

I built it.

Small. Compact. It’ll fit right here, at the base of my skull. A perfect connection between me and the Absolute Solver.

I’ll be the first. The only.

This is what I was meant to do.

ENTRY 90

If this goes wrong, if I can’t control it…

I won’t let it touch my friends.

Not J. Not N. Not V. Not even Cyn.

I swear it.

ENTRY 91

I’m doing it tonight.

I know it’s safe. It has to be.

If it isn’t…

I’ll make it safe.

For them.

For me.

For the future.

End of Entries.

[macadamiastudies]

Jan. 16th, 2024

Starting my new position has been insanely busy as of late, and admittedly the only studying I've been doing is about the company. Theres so much more I'd like to learn, especially for this new position so I'm adjusting my "study priorities list" to account for the new changes

The "eat the frog" method needs to be its own category on my list, because there are a lot of impactful items that I'm putting off- but that could be done in a weekend. These for me are quick, high priority and high impact things (ie. a tool that could put me ahead at work)

My frogs:

🐸 Advanced power BI

🐸 Selenium (a tool for automated testing)

High priority (2-3 hours every day):

✒ Python + data structures

Medium priority:

✒ My portfolio (1 hour a day)

✒ GMAT prep (10 minutes a day)

Low priority:

🕰 Azure

[tricitymonsters]

Akello Chapter 2 Devlog

Akello's second chapter is out on Steam! Additionally, you can find TCM on the itch.io page too! As always, much love to my beta testers who work very hard to make sure shit works! I wanna give a shoutout to @cvnvryarts for letting me bounce Raath prototypes and designs around with them for the last few years, they really helped me refine his visuals especially.

Changelog - Here's what got updated besides story content:

Removed Discord Rich Presence for the time being. The base tool had not been developed with Linux users in mind and had some fairly significant stability issues. On top of that, it added a not-insignificant amount of endless loop crashes going between in-game and menu navigation in other builds. Because of this, I've decided to pull the feature for now. It may return after more thorough Linux testing and general stability tweaks happen.

I had a couple users still running into issues with the game crashing because pronouns weren't correctly saved as persistent data from earlier chapters so I added how to fix this in the FAQ post.

For reference, this glitch doesn't affect users who started playing after update 0.3.0 or any new playthroughs started after that point now the player can't get back into the story via Chapter Select or Load without requiring default MC data stored.

HOWEVER, if you're running into crashes at specific points, the first thing to do is make sure your MC's name, pronouns, and body are entered in the Options menu before jumping back into the story. Exiting the Options menu will save that data as persistent (for reals, this time!) and you should only have to do this once to fix the issue.

New Achievement

Learned not to set up Achievement Back End before game is updated! (It shows up as an unearned Achievement for users and it drives people batty. OOPS sorry, I wanted to test and make sure it worked)

File structure cleanup on the back end to keep things organized

Reorganized some bookmarks and their flags, got rid of a doubled up one for Akello

Fixed Raath getting unexpectedly shorter in Mori's Chapter 1

Typographical and Stylistic Adjustments to text

New animated bg

New backgrounds, music tracks, and sfx

UP NEXT: Amir Chapter 2

[spacetimewithstuartgary]

Astrophysicists use echoes of light to illuminate black holes

A team of astrophysicists, led by scholars from the Institute for Advanced Study, has developed an innovative technique to search for black hole light echoes. Their novel method, which will make it easier for the mass and the spin of black holes to be measured, represents a major step forward, since it operates independently of many of the other ways in which scientists have probed these parameters in the past.

The research, published today in The Astrophysical Journal Letters, introduces a method that could provide direct evidence of photons circling black holes due to an effect known as “gravitational lensing.”

Gravitational lensing occurs when light passes near a black hole and its path is bent by the black hole’s strong gravitational field. The effect allows the light to take multiple paths from a source to an observer on Earth: some light rays might follow a direct route while others could loop around the black hole once—or multiple times—before reaching us. This means that light from the same source can arrive at different times, resulting in an “echo.”

“That light circles around black holes, causing echoes, has been theorized for years, but such echoes have not yet been measured,” says the study's lead author, George N. Wong, Frank and Peggy Taplin Member in the Institute’s School of Natural Sciences and Associate Research Scholar at the Princeton Gravity Initiative at Princeton University. “Our method offers a blueprint for making these measurements, which could potentially revolutionize our understanding of black hole physics.”

The technique allows the faint echo signatures to be isolated from the stronger direct light captured by well-known interferometric telescopes, such as the Event Horizon Telescope. Both Wong and one of his co-authors, Lia Medeiros, Visitor in the Institute’s School of Natural Sciences and NASA Einstein Fellow at Princeton University, have worked extensively as part of the Event Horizon Telescope Collaboration. 

To test their technique, Wong and Medeiros, working alongside James Stone, Professor in the School of Natural Sciences, and Alejandro Cárdenas-Avendaño, Feynman Fellow at Los Alamos National Laboratory and former Associate Research Scholar at Princeton University, ran high-resolution simulations which took tens of thousands of “snapshots” of light traveling around a supermassive black hole akin to that at the center of the M87 galaxy (M87*), which is located around 55 million light-years away from Earth. Using these simulations, the team demonstrated that their method could directly infer the echo delay period in the simulated data. They believe that their technique will be applicable to other black holes, in addition to M87*.

“This method will not only be able to confirm when light orbiting a black hole has been measured, but will also provide a new tool for measuring the black hole’s fundamental properties,” explains Medeiros.

Understanding these properties is important. “Black holes play a significant role in shaping the evolution of the universe,” says Wong. “Even though we often focus on how black holes pull things in, they also eject large amounts of energy into their surroundings. They play a major role in the development of galaxies, affecting how, when, and where stars form, and helping to determine how the structure of the galaxy itself evolves. Knowing the distribution of black hole masses and spins, and how the distribution changes over time, greatly enhances our understanding of the universe.”

Measuring the mass or spin of a black hole is tricky. The nature of the accretion disk, namely the rotating structure of hot gas and other matter spiraling inward towards a black hole, can “confuse” the measurement, Wong notes. Light echoes provide an independent measurement of the mass and spin, however, and having multiple measurements allows us to produce an estimate for those parameters “that we can really believe in,” states Medeiros.

Detecting light echoes might also enable scientists to better test Albert Einstein’s theories of gravity. “Using this technique, we might find things that make us think ‘hey, this is weird!’” adds Medeiros. “The analysis of such data could help us to verify whether black holes are indeed consistent with general relativity.”

The team’s results suggest that it may be possible to detect echoes with a pair of telescopes—one on Earth and one in space—working together to perform what can be described as “very long baseline interferometry.” Such an interferometric mission need only be “modest,” states Wong. Their technique provides a tractable, practical method to gather important, reliable information about black holes.

About the Institute

The Institute for Advanced Study has served as one of the leading independent centers for theoretical research and intellectual inquiry since its establishment in 1930, advancing the frontiers of knowledge across the sciences and humanities. From founding IAS Faculty Albert Einstein, Erwin Panofsky, and John von Neumann to influential figures Emmy Noether, George Kennan, and J. Robert Oppenheimer to the foremost thinkers of the present, IAS is dedicated to enabling independent inquiry and fundamental discovery.

Each year, the Institute welcomes more than 250 of the world’s most promising post-doctoral researchers and scholars who are selected and mentored by a permanent Faculty, all of whom are preeminent leaders in their fields. Among present and past Faculty and Members, there have been 36 Nobel Laureates, 46 of the 64 Fields Medalists, and 23 of the 27 Abel Prize Laureates, as well as winners of the Turing Award; the Pulitzer Prize in History; the Wolf, Holberg, and Kluge prizes; and many MacArthur and Guggenheim fellows, among other honors.

IMAGE: Due to gravitational lensing, the photons from a single flash of light near a black hole follow winding paths. Some follow the trajectory of the blue line, where they take a direct path to the observer. Others orbit around the black hole once, following the path of the red dashed line. Others still orbit the black hole twice following the green dashed line. Because the different paths all have different time delays, the photons arrive one after another in sequence, and the original flash of light will appear to echo. Credit George N. Wong

[prismsoup]

(tags from @beeb-oob I hope you don't mind me tagging you here so you can see my extra rambling)

TLSPTS indeed is a meteorological superstructure- but more than that, he was a symbol, as many iteraors were during the times from Prototypes to First Mass Construction Wave.

Network - Ah, this one is quite old ! It predates the construction of Twenty Long Spears Pierce the Sky, as it seems to have been recorded during the installation of additional access ports to the Meteorological Superstructure's network. Although it does look like the implementation of an Iterator to the station was already being suggested at the time, under the project name of Display of Power. The rest of the data is only comprised of intricate maps, which I doubt would be of great interest to a little creature like you.

"Display of Power" or "Supremacy of [Concerned House]" (which became "Supremacy of House of Concerns") were two draft names for project Twenty Long Spears Pierce the Sky. It should give you the general idea behind his construction. As iterators were starting to be mass constructed, they became a major tool in displays of religious and political influence. Those which were not Community-constructed (common accord between multiple Houses or Organizations) could be used as the ultimate sign of "being better" than everyone else.

-> I explain the construction waves in this post if you're interested

When you make a product, you need a form of control over it. You want it to spread and promote specific ideas, ideologies, principles, models and systems. And you certainly want it to see you (and present you) in a good light.

It was also a good way to test certain things before implementing them on future models.

Regarding how a meteorological superstructure would be capable of causing damage- there's a few things !

Twenty Long Spears Pierce the Sky is an Unconventional Model - High Processing Power. He was constructed to monitor the Great Equalizer (when it hadnt stabilized yet and when the mass construction of iterators were still heavily impacting the weather in a way that the Benefactors struggled to fully measure). It collects, processes and stores a gigantic amount of meteorological data, but also runs heavy simulations to estimate the impact of a construction (depending on the area) and its viability (construction impacted by nearby structures ? climate too dangerous for installation ? etc..).

Have it withhold the information, or make the machine generate false data and you start having a problem. He probably isn't the only meterological superstructure out there, but it certainly is one way to get in the way of a project the House is against.

As for something way more rare but quite problematic : mislabelled systems and the Physical Network Points.

Here we have a (poorly drawn) example of how TLSPTS is connected to distant meteorological masts. "Physical Relay" means it's a bunch of cables running underground (or above ground in massive protective layers) connecting various "Physical Network Points" (connection hubs, where multiple relays connect or can be connected). "Non-physical relays" are ones not connected by cables.

These masts are all labelled under "meteorological equipment".

In extremely rare cases, this can happen :

Random equipment is connected to the mast or replaces it, but remains attached to the network point under the same label. This can happen for iterator equipment too (though it's generally fixed if the mistake is caught) but would mostly happen to rushed projects.

Legally speaking, the data passing through these networks and marked as coming from "meteorological equipment" is fully accesible by TLSPTS. He is allowed to process and store it- or share it however he wants. Depending on the mislabelled equipment, that access can become more or less problematic.

-> Not canon but in a fun little rp, one poor iterator (Paths Left Untaken by @fauxbia) had the misfortune of having her internal temperature systems marked as "meteorological equipment". Not fun. Especially when her access to her own data could simply be denied due to it. (Also go look at PLU's design she is such a cool character)

Oh !! I almost forgot about the second part of the tags ! Regarding the Docility Protocols !

He isn't aware of them. He can't, either. A fun little aspect of the Protocols is that they prevent the iterator from recognizing them. You could show a comprehensible piece of code to him and he would not be able to recognize what it is, and it would leave his mind the second he's no longer focused on it.

As for how far the obsession goes ? Think of his general relationship with some Benefactors as a worshipper/god relationship ? Sort of ? So yes, "blind reverence cult" type of vibe. But it also becomes hyper possessive later on (post mass ascension).

-> Example (not canon, but still fun) : the skittering. He tore himself from the earth (and effectively disemboweled himself in the process) just to run after TWO Benefactors, who left to reside within another superstructure.

Also last little thing : he does not have a city because he lacks legs (the structure is sitting on top of an older meteorological station) and the top of the can is too close to the cloud layer. (And also the fact he just generates massive storms by breathing).

[educationmore]

Python for Beginners: Launch Your Tech Career with Coding Skills

Are you ready to launch your tech career but don’t know where to start? Learning Python is one of the best ways to break into the world of technology—even if you have zero coding experience.

In this guide, we’ll explore how Python for beginners can be your gateway to a rewarding career in software development, data science, automation, and more.

Why Python Is the Perfect Language for Beginners

Python has become the go-to programming language for beginners and professionals alike—and for good reason:

Simple syntax: Python reads like plain English, making it easy to learn.

High demand: Industries spanning the spectrum are actively seeking Python developers to fuel their technological advancements.

Versatile applications: Python's versatility shines as it powers everything from crafting websites to driving artificial intelligence and dissecting data.

Whether you want to become a software developer, data analyst, or AI engineer, Python lays the foundation.

What Can You Do With Python?

Python is not just a beginner language—it’s a career-building tool. Here are just a few career paths where Python is essential:

Web Development: Frameworks like Django and Flask make it easy to build powerful web applications. You can even enroll in a Python Course in Kochi to gain hands-on experience with real-world web projects.

Data Science & Analytics: For professionals tackling data analysis and visualization, the Python ecosystem, featuring powerhouses like Pandas, NumPy, and Matplotlib, sets the benchmark.

Machine Learning & AI: Spearheading advancements in artificial intelligence development, Python boasts powerful tools such as TensorFlow and scikit-learn.

Automation & Scripting: Simple yet effective Python scripts offer a pathway to amplified efficiency by automating routine workflows.

Cybersecurity & Networking: The application of Python is expanding into crucial domains such as ethical hacking, penetration testing, and the automation of network processes.

How to Get Started with Python

Starting your Python journey doesn't require a computer science degree. Success hinges on a focused commitment combined with a thoughtfully structured educational approach.

Step 1: Install Python

Download and install Python from python.org. It's free and available for all platforms.

Step 2: Choose an IDE

Use beginner-friendly tools like Thonny, PyCharm, or VS Code to write your code.

Step 3: Learn the Basics

Focus on:

Variables and data types

Conditional statements

Loops

Functions

Lists and dictionaries

If you prefer guided learning, a reputable Python Institute in Kochi can offer structured programs and mentorship to help you grasp core concepts efficiently.

Step 4: Build Projects

Learning by doing is key. Start small:

Build a calculator

Automate file organization

Create a to-do list app

As your skills grow, you can tackle more complex projects like data dashboards or web apps.

How Python Skills Can Boost Your Career

Adding Python to your resume instantly opens up new opportunities. Here's how it helps:

Higher employability: Python is one of the top 3 most in-demand programming languages.

Better salaries: Python developers earn competitive salaries across the globe.

Remote job opportunities: Many Python-related jobs are available remotely, offering flexibility.

Even if you're not aiming to be a full-time developer, Python skills can enhance careers in marketing, finance, research, and product management.

If you're serious about starting a career in tech, learning Python is the smartest first step you can take. It’s beginner-friendly, powerful, and widely used across industries.

Whether you're a student, job switcher, or just curious about programming, Python for beginners can unlock countless career opportunities. Invest time in learning today—and start building the future you want in tech.

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Python Modules Explained - Different Types and Functions - Python Tutorial

[datapacks]

Something that helps me a lot with my datapacks is taking inspiration from various shows & games, & lately I've been watching. A lot of fantasy anime. It has me wanting to make some dungeon datapacks, but I think ultimately what I'd want to do first is make some tools to do so.

Namely, I want to make a technical datapack, Dungeon Core, that will allow me to easily set up, test, & implement new dungeons with new mechanics. One of the most important of these is something I've played with before, but now with all the new datapack stuff I can make it MUCH more interesting...

The basic idea is to have an entity acting as the "core" of a Dungeon, which sets any player within range of it to Adventure mode, & when destroyed you'd obviously go back into survival and be able to harvest the Dungeon for its blocks.

This also allows for some really fun mechanics like having the player be able to find blocks and tools specific to dungeons that can be placed / break certain blocks within said Dungeon. I'd want to also implement an ID system so that you couldn't take those items and use them in a different Dungeon.

Additionally, now that we have more predicate options, I could do something a bit fancy with the core itself- previously, the core would protect blocks within a radius, but this meant if the Dungeon was inaccessible, there'd be no way to get into it, & if the radius wasn't configured right the Dungeon could easily meet that condition or exist outside of it. Now though, I can test for if the player is both "within the radius" as well as "within the structure", so that you can get as close as you can to the structure without being set into adventure mode. The only real concern at that point is like, tnt, but solving for that is as simple as destroying any TNT entities within range of the Dungeon.

The biggest issue with this whole thing historically though has been that these functions were always really resource-intensive, but I think there's enough tools now to really optimize this stuff. I do still wish dearly though that Mojang would implement the new data-driven mob variants stuff for hostile mobs, as it would make this kind of project much more fun.

[aktechworld]

Graduated Licensing Expansion – What New Drivers Must Complete in 2025

Introduction: In 2025, Canada has made significant updates to its Graduated Licensing System (GLS) to better equip new drivers for the realities of today’s roads. The updates reflect a national focus on traffic safety, hands-on experience, and digital tools to build more confident, responsible drivers from the start. Whether you’re starting your G1/M1 journey or transitioning to G2/M2, the process is now more structured and data-driven than ever before.

Key Points:

Longer Learner Phases: Provinces such as Ontario and Alberta have extended the mandatory learner periods, requiring new G1 and M1 license holders to wait longer before advancing to the next stage. This extension gives learners more time to build foundational skills under supervision, ensuring they're truly ready for independent driving.

New Practice Hours Requirement: All learner drivers must now complete at least 50 hours of supervised driving, which must include a combination of daytime, night-time, and highway practice. These hours must be digitally logged using government-approved apps. Many of these apps sync directly with resources on licenseprep.ca, allowing learners to track and validate their practice efficiently.

Mandatory Online Education Modules: Before booking their G2 or M2 road test, learners must now complete a digital traffic safety module. This module includes interactive videos, quizzes, and updated laws related to distracted driving, pedestrian awareness, and eco-driving. It ensures all new drivers have the same foundational knowledge, regardless of their province.

Real-Time Assessment Integration: Examiners now use tablets during road tests to record driving errors, patterns, and scoring in real-time. These digital assessments are uploaded directly to the licensing system and offer detailed performance breakdowns to help learners understand what areas to improve — a leap forward in driving transparency and feedback.

Free Test Simulators Available at licenseprep.ca: With the new system in place, passing your road test can feel more daunting. To support learners, licenseprep.ca now provides interactive mock driving tests that match the 2025 road test format. These simulators replicate real-world scenarios, giving users the chance to practice under pressure before the real exam.

[sak-shi]

Python Libraries to Learn Before Tackling Data Analysis

To tackle data analysis effectively in Python, it's crucial to become familiar with several libraries that streamline the process of data manipulation, exploration, and visualization. Here's a breakdown of the essential libraries:

 1. NumPy

   - Purpose: Numerical computing.

   - Why Learn It: NumPy provides support for large multi-dimensional arrays and matrices, along with a collection of mathematical functions to operate on these arrays efficiently.

   - Key Features:

     - Fast array processing.

     - Mathematical operations on arrays (e.g., sum, mean, standard deviation).

     - Linear algebra operations.

 2. Pandas

   - Purpose: Data manipulation and analysis.

   - Why Learn It: Pandas offers data structures like DataFrames, making it easier to handle and analyze structured data.

   - Key Features:

     - Reading/writing data from CSV, Excel, SQL databases, and more.

     - Handling missing data.

     - Powerful group-by operations.

     - Data filtering and transformation.

 3. Matplotlib

   - Purpose: Data visualization.

   - Why Learn It: Matplotlib is one of the most widely used plotting libraries in Python, allowing for a wide range of static, animated, and interactive plots.

   - Key Features:

     - Line plots, bar charts, histograms, scatter plots.

     - Customizable charts (labels, colors, legends).

     - Integration with Pandas for quick plotting.

 4. Seaborn

   - Purpose: Statistical data visualization.

   - Why Learn It: Built on top of Matplotlib, Seaborn simplifies the creation of attractive and informative statistical graphics.

   - Key Features:

     - High-level interface for drawing attractive statistical graphics.

     - Easier to use for complex visualizations like heatmaps, pair plots, etc.

     - Visualizations based on categorical data.

 5. SciPy

   - Purpose: Scientific and technical computing.

   - Why Learn It: SciPy builds on NumPy and provides additional functionality for complex mathematical operations and scientific computing.

   - Key Features:

     - Optimized algorithms for numerical integration, optimization, and more.

     - Statistics, signal processing, and linear algebra modules.

 6. Scikit-learn

   - Purpose: Machine learning and statistical modeling.

   - Why Learn It: Scikit-learn provides simple and efficient tools for data mining, analysis, and machine learning.

   - Key Features:

     - Classification, regression, and clustering algorithms.

     - Dimensionality reduction, model selection, and preprocessing utilities.

 7. Statsmodels

   - Purpose: Statistical analysis.

   - Why Learn It: Statsmodels allows users to explore data, estimate statistical models, and perform tests.

   - Key Features:

     - Linear regression, logistic regression, time series analysis.

     - Statistical tests and models for descriptive statistics.

 8. Plotly

   - Purpose: Interactive data visualization.

   - Why Learn It: Plotly allows for the creation of interactive and web-based visualizations, making it ideal for dashboards and presentations.

   - Key Features:

     - Interactive plots like scatter, line, bar, and 3D plots.

     - Easy integration with web frameworks.

     - Dashboards and web applications with Dash.

 9. TensorFlow/PyTorch (Optional)

   - Purpose: Machine learning and deep learning.

   - Why Learn It: If your data analysis involves machine learning, these libraries will help in building, training, and deploying deep learning models.

   - Key Features:

     - Tensor processing and automatic differentiation.

     - Building neural networks.

 10. Dask (Optional)

   - Purpose: Parallel computing for data analysis.

   - Why Learn It: Dask enables scalable data manipulation by parallelizing Pandas operations, making it ideal for big datasets.

   - Key Features:

     - Works with NumPy, Pandas, and Scikit-learn.

     - Handles large data and parallel computations easily.

Focusing on NumPy, Pandas, Matplotlib, and Seaborn will set a strong foundation for basic data analysis.

[tohwitchesduels]

Pick a name

Testing here how the polls work now that I'm going to use them, plus I need to make some decisions so buckle up everybody.

So first things first, since I know I can add a poll at any placement, here's my first question: since I intend to add information on what each competitor is capable of in their respective duels (what spells they use, what mindset they have, what tools are allowed) should I put such information first and then poll would be underneath them or should poll be traditionally on top and following information hid under the cut so to speak.

Now, I want people to take into consideration background info FIRST before voting, especially since I have a feeling some people coming here may just jump to conclusions. While I don't doubt people's intuition or knowledge on where characters stand, there's also the fact that some folk may not always know the rules and would pick their faves based on bias, not their strength (I do intend to add disclaimers for this at the top which I feel would be a good solution though background info could cool people down too), plus some background info can also help even the odds at times or make people reconsider things. However, I know that usually polls in Tumblr appear first pretty much always and there would be a lot of info regarding what characters are and aren't capable of so I wonder if you would prefer for such info to indeed be under the cut or screw that and be it front or center.

The second thing is I can't also add multiple polls, outside from picking a battle name, you can also pick the background for my bracket template in the comments, just refer to the pictures with numbers (like number 1 is the first photo):

Heck, I can make it its own post or perhaps I would change backgrounds depending on the qualification rounds. Let me know in the notes

Explanations for each and how potentially the data stats/propaganda would look like in battles (the above detour could also serve as such):

Witches Battles! - Technically speaking, lore-wise it was all the Collector's idea to watch the most powerful teen witches clash and they did refer wrongly to witches duels as witches battles.

Battle Witches! - just a reference to the original idea meta-wise, which is Battle Bladers (if you know, you're a legend). plus rolling the tongue kinda nice if you ask me.

Witches Duels! - classical, but it's not my top pick as witches duels are a custom, so naming this tournament just witches duels feels weird as there is structure to those battles as organized events instead of just random battles. But I will understand if you prefer this name and this reference to the show.

Granted when usually highlighting characters I will use big headers, but there's no need for short explanations of the names here

So anyway, here's the update, a bracket will appear soon (once I make it) and battles shall be announced along with it. Now that I will have a spring break I will try to get into that. It will be a new pinned post (but I will post a link to the first post which explains ALL the rules along with a disclaimer explaining the basic ones) and I will be also adding character profiles. Now, those will always appear underneath each duel, but as I explained in the first post, there will be Battle Royals featuring at times 8/9 people and I don't want for posts to get too big so occasionally I will be just sending links to read, but as they're battle royals, by that point I think people will have memorized the general info and I will add only more unique one separately. It's also worth noting that profile posts will have all the information, while specific duels will have a specific set of information at times (like how they do with palismen for example) so I will also add links to them despite already giving long explanations. Plus I'm also open to adding new information regarding the capabilities of characters featured in battles, so let me know in notes or asks if I miss anything that can determine how could battles potentially turn out.

OK, I think that's all for now y'all.

[cgink]

From Clicks to Conversions: How Precision Marketing Drives Real Business Growth

Most marketing campaigns look good on paper. They have fancy creatives, clever taglines, and sometimes even decent reach. But at the end of the day, the real question is — Did it convert?

Because in today’s digital ecosystem, awareness alone doesn’t pay the bills. What matters is performance — and that’s where CG iNK leads the way.

Whether you’re an e-commerce startup, B2B service, or regional brand expanding online, you need an agency that doesn’t just promote — it performs. That’s why top brands choose CG iNK as their trusted partner and recognize it as the Best Performance Marketing Agency In India.

What is Performance Marketing, Really? (And Why Most Agencies Get It Wrong)

Performance marketing isn’t about spending money. It’s about making every rupee spent work harder.

At its core, performance marketing is results-first. You don’t just run ads — you optimize continuously. You don’t just boost content — you track every click, conversion, and scroll depth. It’s data-driven, ROI-focused, and brutally honest.

Here’s where many agencies fail: They confuse performance marketing with just “running ads.”

But at CG iNK, we know better.

Our campaigns are built on a tight integration of:

Paid media (Meta, Google, YouTube, LinkedIn)

Landing page optimization

High-converting ad copy

Behavioral targeting

Funnel structuring

Retargeting strategies

A/B testing at scale

And real-time performance audits

That’s how CG iNK delivers measurable, scalable results — making it the Best Performance Marketing Agency In India for brands serious about growth.

Why CG iNK Wins Where Others Waste Budget

Let’s be blunt — most performance campaigns leak money. The audience is too broad. The messaging is off. The landing page takes too long to load. The follow-up strategy is missing.

At CG iNK, we don’t let any of that slide.

Here’s how we do things differently:

Business Goals First, Platforms Second We don’t begin with “let’s run Meta ads.” We begin with: “What is your conversion worth? What’s your CAC goal? What does your customer actually need?” Platforms are tools. Strategy is king.

Creative That Converts, Not Just Looks Good Our team builds performance-ready visuals and copy. Every word, every button, every scroll is planned to reduce friction and improve results.

Live Monitoring, Real Optimization We don’t wait for weeks to change what’s not working. If an ad’s performance drops today, we adjust tomorrow. Speed = savings.

From First Click to Final Sale We track every part of the user journey — from ad impression to form submission, from site visit to WhatsApp chat. That’s how we deliver not just traffic, but action. This no-nonsense, ROI-centric approach is what sets CG iNK apart as the Best Performance Marketing Agency In India.

Real Campaigns. Real Conversions. Real Clients.

Let’s talk proof — not promises.

✅ A Luxury Pillow Brand scaled from ₹2.3 ROAS to ₹5.8 ROAS within 45 days of campaign optimization, by restructuring its funnel, targeting purchase-intent keywords, and using voiceover-led reels produced in-house by CG iNK.

✅ A Modular Kitchen Brand in Uttarakhand generated 80+ qualified leads in just 21 days by combining Meta lead forms with Hindi-English ad copy, CTAs, and customer trust-building carousels. This is not just “marketing.”

This is smart, performance-engineered storytelling. And it's the reason CG iNK is acknowledged as the Best Performance Marketing Agency In India by clients who track results, not just likes.

Full-Funnel Thinking: The Real Power of CG iNK

One of CG iNK’s biggest advantages? We don’t just run your ads — we fix your full funnel.

Is your landing page converting under 2%? We fix it.

Is your ad frequency high but CTR low? We test new creatives.

Is your lead quality weak? We refine targeting and pre-qualifiers.

Is your CRM response slow? We sync WhatsApp automation.

From cold traffic to closed sales, every part of the journey matters — and we’re the rare team that takes ownership of it all.

That’s the mindset you get when working with the Best Performance Marketing Agency In India — we’re in it for your results, not just the retainer.

What You Get When You Work With CG iNK

Let’s be crystal clear — CG iNK isn’t a vendor. We’re your growth partner.

Here’s what working with us looks like:

✍️ Performance-Focused Copywriting Every ad, email, and landing page is crafted to convert.

🎯 Precise Audience Targeting No wasted impressions. We go after intent, not guesswork.

📊 Weekly Dashboards + Action Plans You see what we see — and you see it in real numbers.

📽️ In-House Video Creatives Product demos, reels, testimonial-style ads — we script, shoot, edit.

📞 ROI, Not Excuses If it’s not working, we fix it. No blame game.

With this approach, CG iNK doesn’t just do performance marketing. We do outcome marketing — and that’s what earns us the title of the Best Performance Marketing Agency In India.

Conclusion: If It’s Not Measurable, It’s Not Marketing

In today’s economy, every click costs money. Every scroll matters. Every conversion counts. That’s why you need more than an agency — you need a results-obsessed team that works with speed, skill, and strategy.

You need CG iNK.

So if you’re done wasting budget on underperforming ads and are ready to invest in performance that pays off — the choice is obvious.

Choose results. Choose expertise. Choose CG iNK — the Best Performance Marketing Agency In India.

Want to grow your brand with expert digital marketing solutions? 📞 Call us: +91 9057137131 🌐 Website: www.cgink.in 📧 Email: cgink.in@gmail.com