#how to analyze data

[infoanalysishub]

How to Analyze Data Effectively – A Complete Step-by-Step Guide

Learn how to analyze data in a structured, insightful way. From data cleaning to visualization, discover tools, techniques, and real-world examples. How to Analyze Data Effectively – A Complete Step-by-Step Guide Data analysis is the cornerstone of decision-making in the modern world. Whether in business, science, healthcare, education, or government, data informs strategies, identifies trends,…

[modelxis]

Ashe looks at Master Albert who is kneeling before her. She then glanced at the broken up throne where he was sitting before. Albert tried his best to talk. "to be defeated by my own creation...to say i'm not proud is lying" 'Ashe...?' Model A tried to coach Ashe out of whatever she is thinking but the girl remain interested in the throne. She had defeated one of the Sage Trinity, the literal creator of Game of Destiny, wouldn't that make her the Megaman King by default? She then switch her attention back to her suppose-only-blood-relative, he is smirking despite the pain, as if he knew what she is considering. "...you won, so naturally, everything is in your hands now" Ashe doesn't replied. She just stare at him. Isn't this the best way to gain instant fame and recognition around the world, isn't this what she had always wanted? Everyone will know her name and history will gain a whole new chapter all about her... Then she smile. "nah" She answered and Albert's face morph to confusion "Cuz' is just too easy. Where's the fun in all of that?" Ashe took a step back, smilling proudly while looking down upon Albert's defeated form. "Is that your best answer? You're most definitely one of my creations. You… have surpassed me… My research wasn't wrong after all… Goodbye… Ashe…! You can have your peace, and… rot in it!"

[sleepless-crows]

i think i really enjoy analyzing hmm

[aparticularbandit]

Junko's the Ultimate Analyst, right? So if she analyzes someone's Talent, then she can reproduce it.

Which means - like with Sakura or Akane - she could learn some sick fighting moves.

But Junko is still a scrawy ass starving model (reference: she's 5'7" and 97lbs; that girl is starving and has no muscle), so she can mimic all of the techniques but she does not have the muscle memory to keep it up and she will wear out pretty quickly. If Junko doesn't win within, what, the first five minutes? ten minutes? she's out.

(Fighting Junko is like fighting Sans. It's an endurance thing. She will wear herself out. Eventually. And then you bop her on the head and keep going.)

[cannibalisticskittles]

made all the proper preparations for a meeting with a parent, confirmed with them multiple times that the date and time of the meeting worked for them and they would be available to participate on the phone, got an updated working phone number for them, and.... they didn't answer the phone at the meeting time or at any point in the hour after the meeting time

found out later that instead they were calling the office trying to get ahold of the school psych (who, to be clear: is not involved at all in any part of the IEP process; the psych handles evaluations. this... was not an evaluation. and there has not been a recent or even semi-recent evaluation) to complain that she never answers the parent's calls

well... yes, babe! because she's busy doing her actual job! astonishing.

based on this parent's track record they're going to be calling the office and/or the psych tomorrow on loop just to holler about how we aren't doing our jobs right and they're going to sue us. not me tho! never me first! always someone else to try and get them to do someone else's (my) job because they don't like me. only after they talk to a handful of other people and make the same complaints will they maybe, maybe call me. if they call my classroom phone i'm not even going to bother picking up. they'd just start screaming obscenities in the middle of class anyway.

maybe if they hadn't spent an hour actively dodging attempts from the SPED department (me) to contact them, they could have talked to someone like they claimed they wanted, but oh well! i meticulously documented every step of this process so there's no need for me to keep chasing this parent, and i don't even have the time to have a little appeasement meeting with them; i have other meetings every day through the last day of school, and then i'm out. tough luck for them!

[piratebay]

everybody's all ooooh the paper's so easyyy it's not like a REGULAR paper... where are my regular paper enjoyers. get me out of this stem nightmare hellscape

[gh-woah-st]

i had a dream that i made an analysis video about the danger all the super mario enemies are in from a conservationist’s perspective and honestly i kind of want to make it a real thing

[education43]

What Are the Qualifications for a Data Scientist?

In today's data-driven world, the role of a data scientist has become one of the most coveted career paths. With businesses relying on data for decision-making, understanding customer behavior, and improving products, the demand for skilled professionals who can analyze, interpret, and extract value from data is at an all-time high. If you're wondering what qualifications are needed to become a successful data scientist, how DataCouncil can help you get there, and why a data science course in Pune is a great option, this blog has the answers.

The Key Qualifications for a Data Scientist

To succeed as a data scientist, a mix of technical skills, education, and hands-on experience is essential. Here are the core qualifications required:

1. Educational Background

A strong foundation in mathematics, statistics, or computer science is typically expected. Most data scientists hold at least a bachelor’s degree in one of these fields, with many pursuing higher education such as a master's or a Ph.D. A data science course in Pune with DataCouncil can bridge this gap, offering the academic and practical knowledge required for a strong start in the industry.

2. Proficiency in Programming Languages

Programming is at the heart of data science. You need to be comfortable with languages like Python, R, and SQL, which are widely used for data analysis, machine learning, and database management. A comprehensive data science course in Pune will teach these programming skills from scratch, ensuring you become proficient in coding for data science tasks.

3. Understanding of Machine Learning

Data scientists must have a solid grasp of machine learning techniques and algorithms such as regression, clustering, and decision trees. By enrolling in a DataCouncil course, you'll learn how to implement machine learning models to analyze data and make predictions, an essential qualification for landing a data science job.

4. Data Wrangling Skills

Raw data is often messy and unstructured, and a good data scientist needs to be adept at cleaning and processing data before it can be analyzed. DataCouncil's data science course in Pune includes practical training in tools like Pandas and Numpy for effective data wrangling, helping you develop a strong skill set in this critical area.

5. Statistical Knowledge

Statistical analysis forms the backbone of data science. Knowledge of probability, hypothesis testing, and statistical modeling allows data scientists to draw meaningful insights from data. A structured data science course in Pune offers the theoretical and practical aspects of statistics required to excel.

6. Communication and Data Visualization Skills

Being able to explain your findings in a clear and concise manner is crucial. Data scientists often need to communicate with non-technical stakeholders, making tools like Tableau, Power BI, and Matplotlib essential for creating insightful visualizations. DataCouncil’s data science course in Pune includes modules on data visualization, which can help you present data in a way that’s easy to understand.

7. Domain Knowledge

Apart from technical skills, understanding the industry you work in is a major asset. Whether it’s healthcare, finance, or e-commerce, knowing how data applies within your industry will set you apart from the competition. DataCouncil's data science course in Pune is designed to offer case studies from multiple industries, helping students gain domain-specific insights.

Why Choose DataCouncil for a Data Science Course in Pune?

If you're looking to build a successful career as a data scientist, enrolling in a data science course in Pune with DataCouncil can be your first step toward reaching your goals. Here’s why DataCouncil is the ideal choice:

Comprehensive Curriculum: The course covers everything from the basics of data science to advanced machine learning techniques.

Hands-On Projects: You'll work on real-world projects that mimic the challenges faced by data scientists in various industries.

Experienced Faculty: Learn from industry professionals who have years of experience in data science and analytics.

100% Placement Support: DataCouncil provides job assistance to help you land a data science job in Pune or anywhere else, making it a great investment in your future.

Flexible Learning Options: With both weekday and weekend batches, DataCouncil ensures that you can learn at your own pace without compromising your current commitments.

Conclusion

Becoming a data scientist requires a combination of technical expertise, analytical skills, and industry knowledge. By enrolling in a data science course in Pune with DataCouncil, you can gain all the qualifications you need to thrive in this exciting field. Whether you're a fresher looking to start your career or a professional wanting to upskill, this course will equip you with the knowledge, skills, and practical experience to succeed as a data scientist.

Explore DataCouncil’s offerings today and take the first step toward unlocking a rewarding career in data science! Looking for the best data science course in Pune? DataCouncil offers comprehensive data science classes in Pune, designed to equip you with the skills to excel in this booming field. Our data science course in Pune covers everything from data analysis to machine learning, with competitive data science course fees in Pune. We provide job-oriented programs, making us the best institute for data science in Pune with placement support. Explore online data science training in Pune and take your career to new heights!

[stardatez3ro]

data watches drag race .thats it thats the post

[abysskeeper]

I need it known the writing process here is chaos.

Picture me, probably screaming, behind the wheel of a car careening wildly on black ice. I know how to drive in winter, so we'll get there, we just have no idea how.

[ko-eko-ev-go-ms]

It continues to trip me up how much human brains are just weird organic computers

[qwuilleran]

I'm gonna need y'all to think a bit more critically on the feeling that food recalls are spiking. Two things can be true, and that other thing is that technology for detecting pathogens in food is getting better. As with the refinement of au/DHD diagnostics, more sensitive tests lead to better diagnosis. It's not that there are more recalls now than ever necessarily because u.s. food is worse, it can also be because the systems currently in place (*statement not applicable after future cuts) are able to "do more with less" after trump's last term cuts thanks to ✨️Science✨️.

"According to the data published by the FDA, there have not been more food and beverage recalls compared to last year,” says Wade Syers, D.Soc.Sci. [Jan 29, 2025]

"Last year" is doing a lot of work here to quell suspicion, because the fallout specifically from trump's January 2017 and January 2021 cuts have been building for years, but it's still important to keep in mind that you might be seeing the [red corvette] more often because you are primed to see red corvettes by being on high alert hypervigilance thanks to the barrage of policy changes throwing off your limbic system, making you feel a constant state of threat.

It is super scary that there are so many "deadly" classifications in popular food categories, just please try not to fall into the same traps you laugh at the other side for.

Anyone with a milk allergy needs to be on high alert. In the midst of a flurry of ongoing food recalls, the FDA has updated its initial recall of a handful of Cal Yee Farms' chocolate products to the highest risk level. Originally, the FDA announced a recall of numerous Cal Yee Farm products because they may have contained undeclared milk, soy, wheat, sesame, FD&C #6, and/or almonds. The recall has now been elevated by the FDA to the most serious level of recall, Class 1, for only a few of the affected products: the company's dark chocolate almonds, dark chocolate apricots, and dark chocolate walnuts because the chocolates contained undeclared milk.

[superchemistryclasses]

Mastering Enzyme Kinetics: Step-by-Step PPT for Students and Researchers

If you are a student or researcher in biology or chemistry, understanding enzyme kinetics is very important. Our bodies naturally contain enzymes that aid in accelerating chemical reactions. Enzyme kinetics means studying how fast these enzymes work and what affects their speed. But enzyme kinetics can feel confusing because of the terms and math involved. That’s why using a step-by-step…

[turnedpalefromlackofsun]

on a side note

are tone indicators REALLY for autism?

dont autistic people already go through life without tone indicators? online or in person doesnt make a difference. they lack social instinct anyways and probably substituted it with cold logic

isnt it non autistic people that go by vibes? they would be the ones that need tone indicators yeah?

you see what i mean right?

sure they probably do help both categories. but ableism for not using them? i dont think so. i think it probably favors the average person actually.

[ihavenoideahowtodream]

I think we are sleeping on that penultimate tag going that hard

#if you are so eager for the finished project find a shovel for your own grave

[reasonsforhope]

"The first modern attempt at transferring a uterus from one human to another occurred at the turn of the millennium. But surgeons had to remove the organ, which had become necrotic, 99 days later. The first successful transplant was performed in 2011 — but even then, the recipient wasn’t immediately able to get pregnant and deliver a baby. It took three more years for the first person in the world with a transplanted uterus to give birth. 

More than 70 such babies have been born globally in the decade since. “It’s a complete new world,” said Giuliano Testa, chief of abdominal transplant at Baylor University Medical Center.

Almost a third of those babies — 22 and counting — have been born in Dallas at Baylor. On Thursday, Testa and his team published a major cohort study in JAMA analyzing the results from the program’s first 20 patients. All women were of reproductive age and had no uterus (most having been born without one), but had at least one functioning ovary. Most of the uteri came from living donors, but two came from deceased donors.

Fourteen women had successful transplants, all of whom were able to have at least one baby.  

“That success rate is extraordinary, and I want that to get out there,” said Liza Johannesson, the medical director of uterus transplants at Baylor, who works with Testa and co-authored the study. “We want this to be an option for all women out there that need it.”

Six patients had transplant failures, all within two weeks of the procedure. Part of the problem may have been a learning curve: The study initially included only 10 patients, and five of the six with failed transplants were in that first group. These were “technical” failures, Testa said, involving aspects of the surgery such as how surgeons connected the organ’s blood vessels, what material was used for sutures, and selecting a uterus that would work well in a transplant. 

The team saw only one transplant fail in the second group of 10 people, the researchers said. All 20 transplants took place between September 2016 and August 2019.

Only one other cohort study has previously been published on uterus transplants, in 2022. A Swedish team, which included Johannesson before she moved to Baylor, performed seven successful transplants out of nine attempts. Six women, including the first transplant recipient to ever deliver a baby back in 2014, gave birth.

“It’s hard to extract data from that, because they were the first ones that did it,” Johannesson said. “This is the first time we can actually see the safety and efficacy of this procedure properly.”

So far, the signs are good: High success rates for transplants and live births, safe and healthy children so far, and early signs that immunosuppressants — typically given to transplant recipients so their bodies don’t reject the new organ — may not cause long-term harm, the researchers said. (The uterine transplants are removed after recipients no longer need them to deliver children.) And the Baylor team has figured out how to identify the right uterus for transfer: It should be from a donor who has had a baby before, is premenopausal, and, of course, who matches the blood type of the recipient, Testa said...

“They’ve really embraced the idea of practicing improvement as you go along, to understand how to make this safer or more effective. And that’s reflected in the results,” said Jessica Walter, an assistant professor of reproductive endocrinology and infertility at Northwestern University Feinberg School of Medicine, who co-authored an editorial on the research in JAMA...

Walter was a skeptic herself when she first learned about uterine transplants. The procedure seemed invasive and complicated. But she did her fellowship training at Penn Medicine, home to one of just four programs in the U.S. doing uterine transplants. 

“The firsts — the first time the patient received a transplant, the first time she got her period after the transplant, the positive pregnancy test,” Walter said. “Immersing myself in the science, the patients, the practitioners, and researchers — it really changed my opinion that this is science, and this is an innovation like anything else.” ...

Many transgender women are hopeful that uterine transplants might someday be available for them, but it’s likely a far-off possibility. Scientists need to rewind and do animal studies on how a uterus might fare in a different “hormonal milieu” before doing any clinical trials of the procedure with trans people, Wagner said.

Among cisgender women, more long-term research is still needed on the donors, recipients, and the children they have, experts said.

“We want other centers to start up,” Johannesson said. “Our main goal is to publish all of our data, as much as we can.”"

-via Stat, August 16, 2024