#Case Studies in Data Science

[krazytechnews]

Data Science Transforming Urban Mobility and Smart Cities

Data science is an interdisciplinary field that utilises scientific methods, algorithms, and systems to extract insights and knowledge from structured and unstructured data. It combines various disciplines, such as statistics, computer science, and domain expertise, to uncover patterns, trends, and correlations that help organisations make informed decisions. In modern urban planning, data…

[bmpmp3]

I help run a fibre arts club at my university and normally it's chill but recently we've been getting like nonstop requests from people in various STEM programs trying to do Studies on us. They want to Examine the Knitters Like They Are Bugs

[uditprajapati7685]

Pickl.AI offers a comprehensive approach to data science education through real-world case studies and practical projects. By working on industry-specific challenges, learners gain exposure to how data analysis, machine learning, and artificial intelligence are applied to solve business problems. The hands-on learning approach helps build technical expertise while developing critical thinking and problem-solving abilities. Pickl.AI’s programs are designed to prepare individuals for successful careers in the evolving data-driven job market, providing both theoretical knowledge and valuable project experience.

[onlinedigitaleducation]

Data Analytics Courses in Ghana

[ananyamehtablog]

Driving Business Transformation with Data Science: Case Studies and Insights

[reasonsforhope]

If you're feeling anxious or depressed about the climate and want to do something to help right now, from your bed, for free...

Start helping with citizen science projects

What's a citizen science project? Basically, it's crowdsourced science. In this case, crowdsourced climate science, that you can help with!

You don't need qualifications or any training besides the slideshow at the start of a project. There are a lot of things that humans can do way better than machines can, even with only minimal training, that are vital to science - especially digitizing records and building searchable databases

Like labeling trees in aerial photos so that scientists have better datasets to use for restoration.

Or counting cells in fossilized plants to track the impacts of climate change.

Or digitizing old atmospheric data to help scientists track the warming effects of El Niño.

Or counting penguins to help scientists better protect them.

Those are all on one of the most prominent citizen science platforms, called Zooniverse, but there are a ton of others, too.

Oh, and btw, you don't have to worry about messing up, because several people see each image. Studies show that if you pool the opinions of however many regular people (different by field), it matches the accuracy rate of a trained scientist in the field.

--

I spent a lot of time doing this when I was really badly injured and housebound, and it was so good for me to be able to HELP and DO SOMETHING, even when I was in too much pain to leave my bed. So if you are chronically ill/disabled/for whatever reason can't participate or volunteer for things in person, I highly highly recommend.

Next time you wish you could do something - anything - to help

Remember that actually, you can. And help with some science.

[jcmarchi]

Dr. Zohar Bronfman, Co-founder & CEO of Pecan AI – Interview Series

New Post has been published on https://thedigitalinsider.com/dr-zohar-bronfman-co-founder-ceo-of-pecan-ai-interview-series/

Dr. Zohar Bronfman, Co-founder & CEO of Pecan AI – Interview Series

Dr. Zohar Bronfman is thge Co-founder & CEO of Pecan AI. With deep expertise in computational psychology and data science, Zohar applied his inherent entrepreneurial spirit to Co-Found Pecan, right out of graduate school. Zohar holds two PhDs from Tel Aviv University – one in computational cognitive neuroscience and another in the history and philosophy of science and technology. He also holds a BA in economics from the Open University of Israel.

Founded in 2018, Pecan AI is a predictive analytics platform that leverages its pioneering Predictive GenAI to remove barriers to AI adoption, making predictive modeling accessible to all data and business teams. Guided by generative AI, companies can obtain precise predictions across various business domains without the need for specialized personnel. Predictive GenAI enables rapid model definition and training, while automated processes accelerate AI implementation. With Pecan’s fusion of predictive and generative AI, realizing the business impact of AI is now far faster and easier.

What was the journey like in founding Pecan AI and what are some of the key milestones achieved along the way?

Starting Pecan AI was quite the rollercoaster. It all kicked off when my co-founder and I joined an international data science competition. We created a data-preparation automation that turned into Pecan’s prototype, but we missed the deadline and lost. Instead of moving on, we decided to turn our prototype into something impactful. Just two months after finishing our doctorates in 2018, we rented a small room at Tel Aviv University and started hustling. With limited business experience, we pitched our idea to venture capitalists. Thankfully, Haim Sadger and Aya Peterburg from S Capital saw potential and invested $4 million, giving us the boost we needed.

One major milestone was raising $66 million in a Series C round led by Insight Partners, with backing from GV (formerly Google Ventures) and others. This funding allowed us to expand globally and speed up our development efforts.

How does your background in computational cognitive neuroscience influence your approach to developing AI solutions?

My background in computational cognitive neuroscience, along with my PhD in history and philosophy of science, plays a big role in how I develop AI solutions. These fields help me understand both the technical and philosophical aspects of technology. This dual perspective is incredibly valuable in today’s rapidly changing tech landscape. It allows me to create AI products that are not just technically advanced but also ethically sound and user-friendly.

Can you explain the concept of Predictive GenAI and how it integrates generative AI with predictive machine learning?

Sure thing. Predictive GenAI is all about merging Generative AI with Predictive Machine Learning. Generative AI lets users interact with data through natural language, making it easy to ask questions and guide the AI. However, its predictive abilities are limited. That’s where Predictive Machine Learning comes in, as it processes data to make accurate future predictions. By combining these two technologies, Predictive GenAI allows even those with little data science experience to build predictive models and use them seamlessly, like chatting with ChatGPT.

How does Predictive GenAI simplify the process of creating and deploying predictive models for businesses?

Predictive GenAI simplifies things with features like Predictive Chat and Predictive Notebook. Predictive Chat acts like an AI sidekick, guiding users through the modeling process using natural language. It formulates predictive questions based on the user’s business concerns and generates a Predictive Notebook with ready-made SQL queries and sample data. This means users don’t need to start from scratch or have deep technical knowledge to get accurate predictions.

Could you elaborate on the case study involving the CAA Club Group and how Pecan AI optimized their roadside assistance services?

Absolutely. The CAA Club Group used to spend a week manually forecasting roadside assistance, which was time-consuming and limited. After implementing Pecan AI, their data science team developed over 30 models to generate short-term demand forecasts twice a week. These forecasts predict call volumes and service types hourly, ensuring efficient staffing and quick responses, especially during harsh winter conditions. Pecan’s platform also allows continuous improvement of these models, enhancing service efficiency.

How did Credit Pros benefit from using Pecan AI for client churn prediction and what specific challenges did it solve for them?

The Credit Pros faced significant challenges with client churn prediction, which was a complex and time-consuming process. Implementing Pecan AI reduced the model development time from three months to just weeks, enabling proactive retention strategies. This streamlined process allowed TCP to accurately predict client churn and devise effective strategies to retain clients, ultimately increasing their revenue.

How do the Predictive Chat and Predictive Notebook tools enhance user experience and make predictive analytics accessible to non-technical users?

Predictive Chat uses GenAI to create custom notebooks based on the user’s business questions and data. Users can interact with the chat in natural language, answering questions and following instructions, which simplifies the model creation process. The Predictive Notebook includes all the necessary code, allowing users to view queries, create custom tables, and understand the training dataset’s logic. This approach makes predictive analytics accessible to non-technical users by streamlining data preparation and model creation.

In what ways do you see Predictive GenAI transforming various industries and business functions?

Predictive GenAI empowers businesses to make data-driven decisions with unparalleled accuracy and efficiency. In manufacturing and logistics, it optimizes operations by forecasting demand and streamlining supply chains. In customer-centric industries, it enhances satisfaction and loyalty through targeted marketing and tailored recommendations. Predictive GenAI also fuels innovation by predicting market trends, guiding product development, and speeding up time-to-market. Its applications extend to healthcare for disease prediction and personalized treatment plans, and to sustainability efforts by optimizing resource usage and reducing environmental impact.

How does Pecan AI ensure the accuracy and reliability of its predictive models?

We ensure accuracy and reliability through rigorous testing and ongoing validation. Pecan AI uses separate training and test datasets to evaluate model performance, similar to grading a school test. Key metrics like accuracy, precision, and recall are used to validate models during development and in production. We also promote transparency through explainable predictions, helping users understand the factors influencing each prediction and fostering confidence in AI-driven insights.

How do you envision the role of Predictive GenAI evolving in the next few years?

Looking ahead, the future of AI is not just about predicting events but also prescribing actions based on those predictions. Predictive GenAI aims to automate decision-making processes and optimize business operations. However, it’s crucial to understand the associated risks and ensure the responsible use of AI. As the technology evolves, it will play a critical role in enhancing operational efficiency, fostering innovation, and driving strategic decision-making across various industries.

Thank you for the great interview, readers who wish to learn more should visit Pecan AI.

[batmanisagatewaydrug]

i have asked this before on a different page and i CANNOT get an answer but can someone pls explain how porn addiction isn’t real??

like we had someone during sex ed in school bring it up as a topic and explain that (primarily a penis haver) you can train your brain to only be able to get hard/cum to porn and not be able to with a real person… and like sex addiction is real? but porn addiction is not? r there people just using “porn addiction” as a reason to ban porn all together and demonize it? like is that why?

i’m sorry if this comes across ignorant in any way. i am genuinely asking and open minded about this. if u take the time to answer thank you!! 🙏🏻

hi anon,

so it's actually helpful, and interesting, that you mention sex addiction, because that's also on pretty shaky ground as an actual thing that can be meaningfully diagnosed. which isn't to say that no one in the world exhibits maladaptive sexual behaviors, of course, but whether those behaviors can be accurately characterized as addictions is actively debated. in many cases what's casually described as "sex addiction" (which includes the use of pornography) would more accurately be classified as compulsive sexual behavior disorder, or CSBD, which has much more in common with obsessive compulsive disorder than addiction. to my knowledge, CSBD is rarely treated as a primary diagnoses, but rather part of a larger pattern of compulsive behavioral issues.

put this way: in many cases, saying that someone is a "sex addict" is sort of like saying someone with OCD is "addicted to washing their hands," in that it's misrepresenting a symptom as the primary issue and misunderstanding the cause of the behavior to boot.

now, talking about CSBD gives us a great segue into something that I think is really important when discussing the validity of porn addiction, which I'll lead into with this quote:

In their study, Grubbs, et al., analyzed data from about 15 different studies by varied researchers (and reviewed many more), comprising nearly 7,000 different participants. Studies were conducted in-person and online, in the United States and Europe. The team found that, first, religiousness was a strong, clear predictor of moral incongruence regarding porn use. This is important, as it indicates that we can and should use a person’s religiousness as an indicator of the likelihood of moral conflict over porn use. Not all people who are morally opposed to porn are religious, but it appears that religiosity captures the majority of people who feel this way. Given that the WHO and ICD-11 recommend an exclusion of moral conflict over sex from the diagnosis of Compulsive Sexual Behavior Disorder, this finding suggests that when diagnosing CSBD, a person’s religiousness is a critically important factor.

put more simply: high levels of religious guilt contribute to so much self-reported "porn addiction" that it can make it hard to figure out who's experiencing actual, verifiable compulsive behavioral issues.

this quote comes from an article called "Science Stopped Believing In Porn Addiction. You Should, Too," in which the author argues that porn addiction is essentially an outmoded understanding of problematic consumption of pornography that's failing to take into account other factors, in this case the moral incongruence or sense of conflict that many people feel about viewing pornography that causes them to feel shameful, dirty, or "out of control" when the use it. it can be read here:

porn addiction is problematic as a classification for other reasons as well; Dr. Devon price elaborates very neatly on many of them here:

again, I don't point out any of this to argue that no one ever has a relationship to sex or pornography that's detrimental to them and their ability to function, only that branding that as addiction is a.) inaccurate b.) unhelpful and c.) deeply loaded in a culture that so often stigmatizes addiction as a matter of weakness and poor character rather than recognizing it for what it actually is. many people grow up in a cultural context that profoundly stigmatizes sexuality, which makes a lot of people worry that they're aberrant and dangerous for doing anything that brings them sexual pleasure. trust me, my own inbox is a testament to that; I spend an enormous amount of time reassuring people that they're allowed to partake in utterly benign sexual behavior.

your example of people training themselves to only get off with porn is actually a great example here. the simple truth is that it's possible for people to train themselves into all kinds of sexual behaviors whether porn is involved or not, because if you only get off one way then your brain and body will simply learn to associate that particular type of stimuli with sexual pleasure and have a more difficult time with anything else.

people with clits who have spent a lot of time getting off by putting a vibrator smack on their clitoris benefit hugely from taking breaks and varying their masturbation style, especially since human partners are rarely able to provide the same type of stimuli as a toy. folks who are accustomed to only getting off in one position, whether it's on their back or humping a pillow or whatever else, can struggle with orgasming in other other position. people who have spent years masturbating before having partnered sex for the first time often find that it's a difficult adjustment—and I can attest to that one personally, because I had trouble for YEARS finishing with partners and almost always had to touch myself to make it happen. you can't even accuse porn of being responsible for that, because I've never particularly enjoyed watching porn and can probably count on one hand the number of times I've used it to get off.

to your final question about whether people are just claiming the existence of porn addiction as a reason to ban it—absolutely yes, many are. if you dig a little beneath the surface you'll find very quickly that many of the most vocal and well-funded anti-porn groups are run by deeply conservative religious groups and other far right wingnuts who stand to benefit tremendously if they can a.) ban porn and then b.) define "porn" as "anything that includes any kind of depiction of sexuality that I personally think is yucky." you see this deployed frequently with challenges to books in schools and libraries and subsequent book banning, which frequently target books about sex education, books featuring information about sexual abuse, and LGBTQ+ books of all stripes as "pornographic."

tl;dr I'm certainly not arguing that nobody on earth has a bad relationship with porn, but I do think the words we use to talk about that are important and porn addiction is a largely unhelpful way to do so.

[feminist-space]

"Balaji’s death comes three months after he publicly accused OpenAI of violating U.S. copyright law while developing ChatGPT, a generative artificial intelligence program that has become a moneymaking sensation used by hundreds of millions of people across the world.

Its public release in late 2022 spurred a torrent of lawsuits against OpenAI from authors, computer programmers and journalists, who say the company illegally stole their copyrighted material to train its program and elevate its value past $150 billion.

The Mercury News and seven sister news outlets are among several newspapers, including the New York Times, to sue OpenAI in the past year.

In an interview with the New York Times published Oct. 23, Balaji argued OpenAI was harming businesses and entrepreneurs whose data were used to train ChatGPT.

“If you believe what I believe, you have to just leave the company,” he told the outlet, adding that “this is not a sustainable model for the internet ecosystem as a whole.”

Balaji grew up in Cupertino before attending UC Berkeley to study computer science. It was then he became a believer in the potential benefits that artificial intelligence could offer society, including its ability to cure diseases and stop aging, the Times reported. “I thought we could invent some kind of scientist that could help solve them,” he told the newspaper.

But his outlook began to sour in 2022, two years after joining OpenAI as a researcher. He grew particularly concerned about his assignment of gathering data from the internet for the company’s GPT-4 program, which analyzed text from nearly the entire internet to train its artificial intelligence program, the news outlet reported.

The practice, he told the Times, ran afoul of the country’s “fair use” laws governing how people can use previously published work. In late October, he posted an analysis on his personal website arguing that point.

No known factors “seem to weigh in favor of ChatGPT being a fair use of its training data,” Balaji wrote. “That being said, none of the arguments here are fundamentally specific to ChatGPT either, and similar arguments could be made for many generative AI products in a wide variety of domains.”

Reached by this news agency, Balaji’s mother requested privacy while grieving the death of her son.

In a Nov. 18 letter filed in federal court, attorneys for The New York Times named Balaji as someone who had “unique and relevant documents” that would support their case against OpenAI. He was among at least 12 people — many of them past or present OpenAI employees — the newspaper had named in court filings as having material helpful to their case, ahead of depositions."

[dark-l-angel]

may I please request batfam x reader where they randomly find out the reader has Omnilingualism? the reader just randomly drops lore then the batfam is like "HUH?" me pleading:

A/N: Sure luv ❤️ sorry it took a little while.. but here you go 😺

Omnilingualism is the ability to understand all languages.. spoken, written, or otherwise.. instantly and fluently, without having to learn them first.

Batfam x Omnilingual reader + onshot bonus "wait- YOU CAN SPEAK EVERY LANGUAGE?!"

Bruce Wayne:

He pretends he isn’t impressed. He really tries. But the moment you casually correct a mistranslation in one of his case files from an obscure dialect in the Amazon, his eye twitches.

Definitely runs tests in the Batcave. "For data" he claims. Lies. He just wants an excuse to hear you switch flawlessly between Ancient Sumerian and Icelandic.

Low-key starts trusting you with delicate negotiations at Wayne Enterprises. "Accidentally" leaves confidential contracts in languages no one in the room understands except you.

Oh, and you catch him brushing up on his French. He'll never admit it, but he’s trying to catch up to you.

You once whispered something scandalous to him in flawless Latin during a gala. His hand on your lower back tightened just slightly. Dangerous man, but you’re worse.

Dick grayson:

Immediately obsessed. No chill whatsoever.

"Say something in Italian!" "Now Portuguese! Oh oh.. Tagalog!"

Thinks it’s the sexiest thing he’s ever heard. Genuinely struggles to focus if you speak in another language, especially something romantic-sounding. (You catch him blushing like a schoolboy, every time.)

Tries to flirt back in another language but completely butchers it. You gently correct him, and it turns into an unintentional couples language lesson.

You catch him Googling "How to propose in 20 languages." Cute idiot.

Teases you with fake words in gibberish, just to see if you catch on. You always do.

Jason Todd :

Oh, this man loves it. Filthy mouth, wicked grin, and a brain full of bad ideas.

Purposely swears in different languages to see if you catch him. You do. Every. Single. Time.

One time you threw back a sharp insult in flawless Russian, and he damn near swooned.

Has you read his favorite banned books in their original languages. "I just wanna hear you say it, babe." No you don’t, Jason. You want to hear them moaned, don’t you?

Will 100% ask you to dirty talk in languages no one else understands in public settings. "What? I like living dangerously."

Bonus: If you tease him in French, it destroys him. He can’t fight it. French + your voice = his personal kryptonite.

Tim Drake :

Immediately runs to his laptop. He needs answers.

"Omnilingualism is a hyper rare meta-ability.. there are fewer than seven confirmed cases worldwide.. wait- does this mean you can read codes in programming languages like they’re actual languages?!"

Makes you his official decryption buddy. His Batcomputer just became 500% more efficient.

Low-key fascinated, high-key turned on.

Asks you to record audio lessons for him in various languages. You catch him listening to them at 2am with a suspiciously dazed smile.

Will absolutely text you random phrases in dead languages at ungodly hours of the night. "For science."

Damian Wayne :

Instantly annoyed that he’s no longer the most linguistically gifted person in the room.

Challenges you constantly. "Recite this ancient Arabic proverb." You do, flawlessly, and throw in the correct accent for good measure.

He respects you deeply but refuses to admit it directly.

Secretly asks you to teach him rare dialects to communicate with his animals better.

The moment you start speaking to Titus in perfect, gentle Arabic, his eyes go wide. You’ve officially earned his permanent admiration.

Bonus: You tease him by complimenting him in languages he doesn’t know yet. He storms off to study them immediately.

Alfred Pennyworth

Unbothered king. He knew from the start.

Smiles softly when you casually slip into old, classical British idioms even Bruce doesn’t understand.

Occasionally tests you with the oddest phrases from obscure Commonwealth colonies. You pass every time.

"I dare say, Miss, you have a talent most remarkable."

Secretly keeps a list of the rarest languages to see if there’s anything you don’t know.

Family game nights? Forget it. You dominate every round of “Guess That Language.”

You become their favorite asset in undercover ops. Fake passports? Check. Local slang? You’re a walking encyclopedia.

They jokingly call you their “Batbabel.” (Yes, even Bruce lets that nickname slip once.)

Jason is convinced you must have alien blood. "Bet you could sweet talk the Martians, too."

You like to randomly mess with them by switching languages mid-conversation. Pure chaos.

And they all fall a little harder every time you do.

Oneshot bonus : Wait- YOU CAN SPEAK EVERY LANGUAGE?!

It started, as many things in Wayne Manor do, in the most stupidly casual way possible.

You were seated at the long dining table, lazily flipping through your phone while Alfred served brunch. Tim was half-asleep beside you, his forehead dangerously close to his waffles. Jason was reading War and Peace in Russian, because of course he was. Damian was arguing with Dick over the proper form for his new kata routine, while Bruce pretended to read the paper but was very obviously just eavesdropping like the rest of them.

Then, Alfred, with his calm British cadence, said something softly under his breath. In French.

"Mon dieu, cette confiture est un désastre…" (this jam is a disaster...)

Without thinking, without even looking up from your phone, you mumbled back, perfect pronunciation and all,

"Pas nécessairement. C’est la confiture d’orange, elle est censée être comme ça." (Not necessarily. It's orange marmalade, it's supposed to be like that.)

Silence.

Dead silence.

Tim lifted his head slowly, eyes bleary but confused.

Jason lowered his book.

Damian squinted at you like you’d just sprouted a second head.

Bruce folded his newspaper with a quiet, deliberate finality.

Dick? Dick’s eyes were sparkling with mischief.

"Since when do you speak French?" he asked, grinning like the cat who caught the canary.

You blinked, confused by the attention. "Huh? Oh, I don’t."

Wrong answer.

"You just did" Tim said flatly, blinking the sleep out of his eyes.

Jason leaned forward on his elbows, sharp smirk spreading. "Care to explain, mon ami?"

Your brain, still not connecting the dots, offered the most unhelpful thing possible: a shrug. "I don’t know. He just said the jam was a disaster. I just... knew."

“Wait.” Damian’s eyes narrowed into slits, laser-focused. "What did Alfred say, exactly?"

You repeated it, casually.

He tried to hide it, but his brows twitched upward. "That’s correct."

Now Jason was grinning like he knew something juicy. "Try Russian."

"What?"

"Say something in Russian," Jason pressed, eyes alight with curiosity.

You hesitated, then shrugged. "Что ты хочешь, чтобы я сказал?" (What do you want me to say?)

Jason’s chair screeched back from the table as he stood, hands in his hair. “NO. No, no, no, what the hell is this?!”

"That was perfect," Tim said, his voice pitching higher, caffeinated brain now fully awake.

"You said you don’t speak these languages?" Bruce asked, a suspicious tilt to his head like he was running seventeen background checks in his mind at once.

You frowned, getting a little defensive now. "I don’t! I never studied Russian, or French, or whatever else. I just... get it, I guess?"

Dick gasped, like someone hit him with a Batarang of Realization. "Wait wait wait.. omnilingualism."

Jason’s mouth dropped open. "No freaking way."

Tim’s eyes went huge behind his glasses. "That’s an actual thing, you know. Hyper rare meta ability. The brain automatically understands and reproduces any language it’s exposed to."

Damian narrowed his eyes, crossing his arms. "Prove it."

"Say something in Ancient Latin," Bruce instructed, his detective mode fully activated.

You tilted your head, focusing, and then fluently responded,

"Memento mori, pater. Etiam noctes detectivi requiem merentur" (Remember death, father. Even detectives of the night deserve rest.)

Pin-drop silence.

Jason cackled so hard he nearly fell out of his chair.

Dick was clapping like you’d won an Olympic gold medal.

Tim, meanwhile, frantically pulled out his phone, already Googling ‘omnilingual reader discovered at brunch’.

Bruce, stoic as ever, gave you a single nod of respect. "We’ll need to run tests."

"You mean interviews," Dick corrected, leaning closer with a grin. "Because I, for one, have a thousand questions."

"Congratulations" Jason said dryly, raising his glass of orange juice in your direction. "You’re officially our walking, talking, sexy Google Translate."

You rolled your eyes with a crooked smile. "Glad I can be of service."

"And you will be," Bruce added, already making plans in his head. Oh, you were never getting out of this one.

[karadin]

While you were sleeping ...

Federal judge puts back funding to USAID

Federal judge demands US put back health related federal websites

Judge Tanya Chutkan investigating Elon Musk's ability to run DOGE

The Department of Energy blocks firings of hundreds of employees who work for a key agency maintaining the U.S. nuclear weapons stockpile

Federal judge stops Trump from sending detainees to Cuba

Federal judge stops Trump from shutting down Consumer Protection Agency

DOGE now at CMS which covers Medicare, Medicaid, the Children's Health Insurance Program, and the Health Insurance Marketplace and are allied with Rachel Riley who worked at privatizing healthcare under Trump's first term.

Trump seeks to gut the National Oceanic and Atmospheric Administration and privatize the nation's weather reports and news

Judge blocks DOGE from sensitive Treasury Dept payment system, system being studied and re-programmed after DOGE invasion. expected to finish in August 25.

DOGE database on DOGE site found compromised, anyone can open and edit

Hundreds of federal workers illegally 'fired' from FEMA, DHS, CIS, CPA, the Coast Guard, USCIS, DHS' Science and Technology Directorate, the VA, Education and the US Forestry Service as well as half of the CDC Epidemic Intelligence Service, The Indian (Native American) Health Service. Centers for Medicare and Medicaid Services and the National Institutes for Health, HUD and NOAA.

There have been illegal mass firings of 'probationary' federal employees, those who have just taken on jobs up to those who have were hired 2 years ago.

After seven prosecutors quit refusing to give a Trump deal to NYC mayor, prosecutors put into room and all told they would be fired unless a prosecutor signed off on the deal - Eric Adams case has been dropped and as a result, Adams is allowing Trump immigration to invade NYC.

Trump signs order to block funding for schools that mandate Covid vaccines

Trump has already captured funds to house the homeless in NYC that were disbursed by FEMA

Elon Musk has charged the US gov 16 million to hack at government departments so far.

Elon Musk was granted a 400million deal to sell the US gov cybertrucks

Elon Musk is now going after NASA, despite being a contractor for NASA, Trump says Musk will 'police' his own conflicts of interest.

Trump inserts himself into 'negotiations' between Russia and Ukraine, siding with Russia and not guaranteeing that Ukraine will return to pre-war borders.

Apparently at negotiations, US handed President Zelenskyy a note (mafia style) seeking half of Ukraine's mineral rights, which Zelenskyy refused to acknowlege.

at Munich Security Conference VP Vance pushes the right-wing in Europe, shocking and angering NATO allies, changing US policy towards Putin and China. Trump now says there is no US intent to 'beat China'.

FAKE DOGE 'employees' appear in San Francisco city hall demanding access to state systems and data, leaving when confronted.

Trump makes himself head of the Kennedy Center for the Arts many staff resign and many artist pull out of sold-out shows.

[beemovieerotica]

transphobes & conservatives throw around the "80% of trans children desist" statistic, and it comes from the average of a few quantitative studies that did produce those numbers

and they're relying on people to not have the knowledge to actually dig into these things, analyze the statistics, and question the methodologies in a scientific way

if you're curious at all how to debate these claims when people bring it up, i've summarized a meta-review below:

the biggest, most glaring issue of these studies is sample size and participant selection -- Baer Karrington, MD opened up these papers and found that one of the 4 studies (yes, the 80% number comes from the average of 4 studies, as of 2022) had identified nearly 300 eligible participants and then selected 132 of them, and we don't know why.

it's normal to screen out participants for psych & medical studies for any number of reasons, but you have to be completely transparent about why you're excluding them - and the researchers never told us. we can't know if you deliberately or subconsciously chose people who would confirm your hypothesis, which calls into question the data you collected.

another study was unable to contact 24 of the original participants out of 77, and then automatically classified the uncontactable participants as desisters. this isn't good science. i'm hesitant to even call it science.

the third study didn't list how many participants were included, but the assumption is that it was 10 people.

the fourth study had 25.

and across all of this research into desistance, including dozens of non-quantitative studies, case studies, and interviews, the researchers give us different definitions of desistance

(wouldn't the most important part of a cohesive argument against childhood gender affirming care be a mutually understood definition of desistance)

included under the definitions of desisters are:

adults who decide to stop HRT for any reason. this includes children who underwent the puberty of their choice and then ceased medical intervention in adulthood, without ascertaining if the reason was that they were satisfied with their body post-treatment, or if they had or intended to de-transition back to a body reflecting their birth sex

people who may have initially begun as binary transgender but settled on a non-binary or gender expansive identity. one former trans woman is identified in the research as now going by they/them and ceased HRT, and the studies do not reach a consensus on whether non-binary identities are included in the transgender non-desisting category, or if it is considered desistance

children for whom medical transitioning is stopped at any point - with obvious difficulties around determining whether was initiated by parents or truly the child's wishes

people who never received medical intervention and no longer experience gender dysphoria in adulthood, regardless of whether they have socially transitioned, changed their name, or engaged in non-medical affirmations of identity

children who decide not to medically transition. yes, that's it. they have desisted by virtue of not seeking medical intervention for the way that they conceive of their identity

and the issue with qualitative studies is that doctors are specifically reporting on people who have come to them seeking their help, and while their stories are important, and desistance does happen, you cannot draw actionable statistics from a self-selecting pool of people

the bottom line is that we have a double digit number of subjects across four questionable quantitative studies that gives us the repeatedly quoted 80%, and this is supposed to predict how several million children around the world will operate - and that's not how science works

[soul-collectors]

SOUL Collectors 101 - #1 : Anomaly SOULs

Presented by Edu! a Science!Sans variant specializing in studying these anomalies!

(next lesson)

-What are Anomaly SOULs?

Put it simply; They’re SOULs affected by a timeline glitch that gives the concealed human SOULs shape and matter, virtually reviving them!

it usually happens after an “ending” has registered into the timeline Where the SOULs are supposed to just- disappear.

Every time the file save of that timeline is loaded or reset without properly handling the Anomaly SOULs, they’re reformed.

-Stages of reformation

Beginning with a simplified Vistage, they eventually develop to a more accurate shape of the departed human, even recovering their memories at a certain point- until uhm...I haven’t gotten enough data to know haha..!

Their memories may develop in different ways with each reset! Some might only remember their fall and some might recall everything to their last breath..oof...

Anomaly Souls cannot be absorbed nor shattered! They simply “refuse” to. Literally.

Only SOUL Collectors can properly contain Anomaly SOULs. Other methods have been used, but they usually yield less favorable results. We’re still discovering more about them, though!

If a SOUL Collector frees an Anomaly SOUL after containing them, it usually takes from a few hours to days or even weeks for their Vistage to reform depending on what phase they were collected in.

-How do you tell the difference?

You can’t- at least not your normal, everyday person. By themself, SOUL Anomalies look almost indistinguishable from a normal SOUL. You won’t know unless you try shattering or absorbing it-!

Some Monsters and humans from other universes have trained themselves to tell the difference! And some are just “born” to it- like SOUL Collectors-!

-Are they dangerous?

ehhh…Not really- I mean Yes!! *some* are! But for the first few phases that ARE harmless, down the line, they may pose a threat to the timeline and its inhabitants, especially if agitated…

-Monsters affected by Anomaly SOULs.

If an Anomaly SOUL attacks and kills a monster and the save file is loaded/reset, the Monster will return somewhat physically similar to an amalgamate.

Their SOUL reforms their body in the same way as a SOUL Anomaly’s “but it refused” mentality.

Except- unlike a human’s, the Monster’s SOUL isn’t capable of properly reforming itself…thus they come out...misshapen.

I haven’t seen many cases, thankfully. But, from the data I collected from SOUL collectors themselves; this is one of the main reasons they collect anomaly SOULs: to protect the inhabitants of timelines and the multiverse from collapsing into itself in chaos.

That's probably the gist of it- We're still researching Anomaly SOULs especially Whenever Soul visits this timeline-

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[This is just the basic info about Anomaly SOULs, More information and examples will be posted throughout the account/story!]

[fromchaostocosmos]

Why Are Goyim Obsessed With Bad People Being The Fault of The Jews?

How many times have we seen the speculation that certain truly horrific historical people must Jewish based the stringing of threads. Or the that said horrific people are horrific because of the Jews.

How many times have seen Hitler was actually a Jew conspiracy or that Hitler only became the way he did because he denied entry to art school by Jews conspiracy?

Not just with historical figures we all have seen how often it gets mentioned that Roy Cohen, Jew, and they sure do make a point to highlight that Jew part was behind Donald Trump being who he is.

Think about Henry Kissinger and how much him Jewish gets highlighted when talking his influence on Presidents Ford and Nixon, even though he hated being Jewish.

And of course we can not forget the all time go to Christopher Columbus as the secret Jew.

And now that is being reported to be in fact true. Just look at how everyone is reporting it.

Only that is not the case.

The documentary Columbus DNA. His True Origin, broadcast on Spain’s National Holiday suggests that the explorer was not Genoese and Christian but Spanish and Jewish. The absolute protagonist of the documentary, forensic scientist José Antonio Lorente, has not yet published any scientific study to back his claims. The documentary is presented in the style of a reality show in which Lorente systematically discounts other theories, including that Columbus was Castilian, Portuguese, Galician, Mallorcan or a Cagot. It culminates with a scene in which only one possibility remains, the one put forward by architect Francesc Albardaner, author of the book La catalanitat de Colom (or, The Catalonian Origins of Columbus).

But geneticist Antonio Alonso, former chief of the National Institute of Toxicology and Forensic Sciences, is not convinced: “Unfortunately, from the scientific point of view, no assessment can be made after watching the documentary, since it does not provide any data on what has been analyzed. My conclusion is that the documentary Columbus DNA does not show the DNA of Columbus at any given moment and scientists do not know what analysis has been undertaken.”

Forensic anthropologist Miguel Botella, also from the University of Granada, remembers that day in 2003 when he waited for the box containing the supposed bones of Christopher Columbus to be opened. “Everyone expected to be greeted by an intact Columbus, but there were only 150 grams of bone fragments,” he says with a smile. The largest would have been about four centimeters in length.

Lorente then said that he was going to analyze the DNA of the three alleged members of the Columbus family with the help of prestigious geneticists, such as Ángel Carracedo from the University of Santiago de Compostela; and Mark Stoneking, from the Max Planck Institute for Evolutionary Anthropology, in Leipzig, Germany, one of the world’s most prestigious centers for the analysis of ancient DNA. Carracedo recalls that the DNA that reached him was tremendously degraded, and he too distanced himself from the project. Moreover, he refuses to comment on Lorente’s new results until there is a serious scientific study published in a specialized journal. The response of the Max Planck Institute geneticist to questions from EL PAÍS were similar: “I am sorry, my group stopped working on this in 2005 and I have not heard anything about the most recent results,” said Stoneking.

According to geneticist Antonio Alonso, “It is not the done thing for data that the scientific community has not yet endorsed to be presented to society, as it puts the data itself at risk as well as the proposed theory.” Alonso is also surprised by the absence of experts from the U.S. and Australia in the film whose contribution Lorente describes as essential. “Here there is too much protagonism from only one scientist. Neither the Granada team nor the collaborating ancient DNA laboratories in California and Adelaide, which are said to be of great importance in the success of the analyses, appear in the film,” he points out. Recently retired, Alonso is one of Spain’s leading experts in forensic genetics. He worked on the identification of the victims of Madrid’s 11-M terror attacks; on the investigation of dozens of reports of alleged baby thefts; on the recognition of Spanish Civil War victims and even on the attempts to find the remains of the writer Miguel de Cervantes. He claims that the documentary Columbus DNA does not speak to him as a scientist. “We do not know which DNA regions were analyzed, nor the technology used in the analysis, nor the results obtained, which makes it impossible to make a correct assessment of the findings,” he says.

Alonso explains that there are clusters of genetic variants called haplotypes or haplogroups that tend to be inherited together and may be characteristic of certain family lineages, but he adds that they often coincide with those of other groups in historically Jewish or non-Jewish populations. “In any case, having a genealogy, a haplogroup or a haplotype of Jewish or Sephardic ancestry does not call into question Columbus’ birthplace in Genoa as stated by historical sources, nor does it tell us anything about the religious beliefs professed by the generations of relatives close to Columbus,” he says.

Rodrigo Barquera is a Mexican expert in archeogenetics at the Max Planck Institute for Evolutionary Anthropology. Barquera has conducted DNA studies of human remains prior to the arrival of Europeans in America, such as those of children sacrificed by the Maya at Chichén-Itzá in Mexico. The researcher is very critical of the fact the data have been presented via a documentary, and without the backing of a serious scientific article reviewed by independent experts, especially given the enormous interest in the figure of Christopher Columbus and his origins. “Normally, the article is sent to a scientific journal,” he says. “The journal assigns an editor and at least three independent reviewers who rate the paper and decide if it is scientifically valid. If it is, it is published, and then the rest of the scientific community can say whether they agree or not. Putting it on a screen, removed from this process and with all the media focus on it, makes it difficult for the scientific community to say anything about it.”

Antonio Salas heads the Population Genetics in Biomedicine team at Santiago de Compostela’s Health Investigation Institute. “The documentary promised to focus on DNA analysis, as suggested by its title Columbus DNA: His True Origins,” he says. “However, the genetic information it offers is very limited. Only at the end is it mentioned that the only thing that was recovered from the presumed remains of Christopher Columbus was a partial profile of the Y chromosome. The problem is that the Y chromosome represents only a tiny fraction of our DNA and our ancestry.” “The documentary rushes to a conclusion that Christopher Columbus was a Sephardic Jew originally from the Spanish Levant. This hypothesis is, to say the least, surprising: there is no Y chromosome that can be uniquely defined as Sephardic-Jewish,” argues Salas. “Even if all of an individual’s DNA were recovered, it would still be impossible to reach definitive conclusions about his or her exact geographic origin.

So when science seems to much more aligned with Columbus not being why then is everyone reporting him as Jewish. And why do goyim keep blaming every evil deed, every action, every evil choice and every evil person on Jews?

[reasonsforhope]

"In a degraded and semi-arid farming area in India, simple science-driven changes to the landscape have colored the horizon, and a village’s fortunes, with green.

In the Latur district in the central western state of Maharashtra, 40 years of erratic rainfall, groundwater depletion, soil erosion, and crop failures have impoverished the local people.

In the village of Matephal, the International Crops Research Institute for the Semi-Arid Tropics (ICRISAT) launched a project in 2023 that aimed at addressing these challenges through integrated landscape management and climate-smart farming practices. [Note: Meaning they've achieved this much in just two years!]

Multiple forms of data collection allowed ICRISAT to target precise strategies for each challenge facing the 2,000 or so people in Matephal.

Key interventions focused on three critical areas: water conservation, land enhancement with crop diversification, and soil health improvement. Rainwater harvesting structures recharged groundwater around 1,200 acres, raising water tables by 12 feet and securing reliable irrigation. Farm ponds provided supplemental irrigation, while embanking across 320 acres reduced soil erosion.

Farmers diversified their crops, converting 120 or so acres of previously fallow land into productive farmland with legumes, millets, and vegetables. Horticulture-linked markets for fruits and flowers improved income stability.

Weather monitoring equipment was also installed that actively informed sustainable irrigation practices.

“It is a prime example of how data-driven approaches can address complex agricultural challenges, ensuring interventions are precise and impactful. Matephal village is a model for other semi-arid regions in India and beyond,” said Dr. Stanford Blade, Director General-Interim at ICRISAT.

Farmers actively participated in planning and decision-making, fostering long-term commitment.

“This ICRISAT project improved yields, diversified crops, and boosted incomes. It also spared women from walking over a kilometer for drinking water, now available in the village for people and animals,” said Mr. Govind Hinge of Matephal village.

Looking ahead, ICRISAT writes it wants to use Matephal as a case study to scale these methods across India’s vast and drier average. As Matephal’s fields flourish, the village is a testament to the power of collaboration and science in transforming lives and landscapes."

-Article via Good News Network, March 3, 2025. Video via International Crops Research Institute for the Semi-Arid Tropics (ICRISAT), February 26, 2025