#Data Analysis Help

[economicshelpdesk2024]

Comparison of RStudio and SPSS across seven key factors. Looking for comprehensive data analysis assignment help with R and SPSS? contact us today

[descendant-of-truth]

So I beat Re:Coded for the first time the other day after previously knowing its story from the movie and novel versions, so you know what that means. It's time for more Data Sora Thoughts(TM)

Plenty has been said about how he serves as an interesting comparison to the original Sora, which makes sense as that's kind of the point of him existing. You're supposed to take notice of how he's different, despite all their similarities. He's kind of an idealized version of Sora, which makes sense as he's the Sora that Jiminy wrote. Jiminy doesn't know the depths of Sora's insecurities or his flaws, so Data Sora is almost unnaturally good-willed and pleasant.

But what stood out to me while playing it for myself is how much the game is just... not supposed to be about him, and how much it still is despite that.

Nothing exemplifies this more clearly than his journey through Castle Oblivion. The whole reason he's even there is to be tested, to see if "Sora" is ready to take ownership of all the pain that's inside him. But they're not testing Data Sora, the person, they're testing what they think is just a representation of the original Sora.

So, when Data Sora resolves himself to face the pain head-on and not run away from it, even learning that it can help him connect to people, no one thinks this is unique to him. They just go, "great! that means Sora's ready, too!" with absolutely zero awareness of the fact that they can't really treat him like this now that he has his own heart.

Which, is kind of insane?? Data Sora is provided a consistent level of support and guidance that even the original Sora didn't get, he develops a heart of his own because of how effectively he was nurtured by his friends, and yet. None of them have ever seen him as HIS OWN person. Even Data Riku, who introduces himself as "zeroes and ones that look like somebody you know," is incapable of separating himself and Sora from their originals.

Data Sora is surrounded by people affirming his personhood while in the same breath denying his individuality. It's an interesting position to be in, to say the least.

That said, the characters may think the test is all about the original Sora, but narratively? It's absolutely about Data Sora, too.

You know how he was surprisingly at peace with the fact that the journal resetting meant that he'd lose his memories? He seemed pretty content with the knowledge that his friends would be able to remember their journey for him, even if he got a little choked up about saying goodbye. It's easy to think, while seeing it for the first time, that because he's already accepted everything with a smile, that his character arc is over by then.

Yeah, Data Roxas comes into the story swinging with "hey, idiot, you have no idea how much forgetting your friends is going to hurt you in the long run. Why don't you do that a couple more times and then maybe you'll get the idea"

Because it's true, I really don't think Data Sora was prepared for the pain of amnesia in the slightest. He has this habit of going along with whatever anyone says without much thought, so when Data Riku told him that everything had to be reset, I think he was just kinda like. well darn. guess I can't do anything about that

(This is the same guy that went "I'm good with that" when he considered that doing what Mickey says will just blast him off into the unknown repeatedly, so it checks out)

I love that the game refuses to end where you'd expect it to, and instead forces Data Sora to reckon with the pain of what was just unfairly taken from him. It treats him with just as much respect as it does with every other character in the series, and gives his feelings the weight they deserve.

Of course, the way the test is set up is... kind of cruel. It bludgeons him over the head with the pain he just went through repeatedly until he figures out exactly how it works and what he's going to do about it. And it's like this because it wasn't set up with a real person in mind; Data Sora's supposed to be acting like a first draft for something the original Sora's going to do later.

But he can't. Because they're different people.

So when you get down to it, he arguably doesn't really fulfill his purpose? He gets everyone the answers they need, sure, but he proves absolutely nothing about Sora. And not just because he became his own person, but because the premise of the test was flawed from the start. Jiminy's perception of Sora is meaningless in the face of the real thing, so it was never going to have accurate results no matter what they did.

It's a story that's undeniably relevant to both Soras, but I still hope we'll get to see Data Sora again so we can finally address how everyone in-game expects them to be like each other. It's a mindset that affects both of them in different ways; Sora has this impossible ideal to live up to, and Data Sora - despite being that ideal - is forever just "another version" of someone else.

And they haven't even met each other. When is that going to happen

[aguineapigcouldntdothis]

I'm tagging this as jumblr bc i trust the jews to help me with my jewish polls! im currently stuck on analyzing the data on these polls because i need to compare the two and they have wildly different sample sizes. I am not explaining what i was doing here until i have all my data analysis done bc i would like to know if the results are significant or not first.

anyway if anyone has a good method of comparing 2 surveys with different sample sizes and determining if results are statistically significant please let me know! i have a few ideas but i definitely need second opinions bc i have not done stats in a hot fucking minute. the main problems I have are 1) different sample sizes and 2) most methods i find are for experimental data, not nonexperimental.

in short i want to compare the data from each individual poll button (which all correlate with each other) while also factoring in the differing sample sizes. it would also be helpful if the method was good with percentages. i really really fucking hate stats however i refuse to just treat 2 different sample sizes the same bc that would probably kill me.

i also have limited tools at my disposal. i have a shitty old laptop and an even shittier older ti-84. they can do a lot bc i bully them into submission regularly but these things are not fancy whatsoever and they have limits and they express those limits frequently

[willowcrowned]

leading myself to the altar as the sacrificial lamb (person that dies during finals so all exams are cancelled)

[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!

[dittobtch]

the wilds ao3 and tumblr stats - April 2024

last two graphs is the first graph separated

i ran out of things to do for these so here's the updated info for March and April 2024

notable observations regarding April 2024:

the wilds tag on tumblr had over 100 posts in April 2024 - something that hasn't occurred in literally a year

leatin had more fics posted than shoni in April 2024. this has only happened like twice before [x, Findings/ Observations - Ships].

The post count is only for new content. That is, new fics on ao3 and new posts on tumblr. The numbers do not account for reblogs, chapters updated, etc.

Data for March and April 2024 collected on May 16, 2024 - 10pm EDT.

See this post (tumblr) and this post (ao3) for relevant notes and other observations for previous months.

Other Fandom Stats

The Wilds AO3 March 2024

My Fandom Stats List

[hismercytomyjustice]

You know what’s super fun?

Doing data analysis on your WIP For Science™!

Good news, word count between Astarion POV and Gale POV is almost even.

Bad news, some of these chapters have gotten out of control.

Dunno if I’ll be able to iron out some of the discrepancies in the editing process or not. I’m getting to the point where I am just desperate to be done with it for fear of losing steam and abandoning it all together.

I am trying very hard not to just post it as is when I’m done. orz

YES, I AM VERY FUN AT PARTIES, OKAY???

[iishmael]

ok im back to hating everything. My prof really did NOT do a good job this semester I feel completely unprepared and… I’m aware that what I’m trying to do is so much more complex than what we covered in class but normally I don’t have problems to scale things up like this but I think I severely underestimated the complexity of what I’m trying to model. Lol. god I’m so scared bc a huge part of my research hinges on me figuring this out and I have NO ONE I can ask bc no one works with QGIS on this scale so help me fucking g-d lmaoooo 😭

[findstenicht]

staring at this r file like a whimpering wet dog that's scared of the unfamiliar surroundings yet hopeful it may have found a warm place to sleep

[ko-eko-ev-go-ms]

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

[hannie-dul-set]

hai fren rant ule...!!! HAHZJANZSJA magrrant lng ak about my research groupmates haaay... nakakainis talaga ako lang yung nagiisang babae sa grupo and im grouped with like my friends (pero nde kmi as close, we just occasionally talk) tapos sila pa yung known people sa class na pabigat asff (ako din naman but you get my point)... pero anyway tanginaa sa start ng research namin, medyo maayos ayos pa sila, i only had one problem with one groupmate kasi he really didnt know what to do per tinulungan naman namin (me and the leader) but puro mali mali talaga parts niya and all the things he puts sa paper dont make sense at alllll... so we both end up having to do his parts instead. kasi nga diba may deadline din kaming hinahabol... tapos ayun these past few weeks, finafinalize namin paper namin (imrad lang naman format so ezpz) tas ayun dun na nila nilabas lahat ng pagiging pabigat nila likee... akshually even before that... kasi when we had to find participants, ni isa sa kanila walang tumulong sa'kin maghanap like be serious... tumulong sila sa pag-interview, but no one fawking helped me do the transcriptions of the interviews eh ang haba haba pa nun tapos while doing the transcription i was reviewing for my exams and doing like 4 other projects at the same time... tas dude every time i asked them to help puro sila "oh im outside kasi eh" or like "oh idk what to do" and shiz like that like TEHHH BE FRRR PLZZZ!!! like dude ive been so understanding sa kanila kasi yung leader namin he was on leave kasi may personal problems sha n shiz and he wasnt rly able to help out that much so it was pretty much me and my friend (ung close friend ko na groupmate ko din) doing all the work (mostly me tho)... like dude i literally had to get on my knees just for them to help me out like be fucking for reall!!! tas ayun since grounded yung isa kong groupmate, wala siyang phone or any gadget, tapos ung friend ko may sakit, leader namin may problema, i asked the last one to help me out tapos tangina hindi siya talaga marunong like he kept asking me questions on how to do the transcription eh ilang beses ko na sinabi na ang gagawin niya lang is convert audio to text anong mahirap dun jusko tas nagalit siya sakin cause i gave him attitude like girl ako lahat gumagawa and you expect me to do your parts too... tas like ilang beses din namin siya sinabihan na gawin na part niya dun sa results and discussion, hindi niya din ginawa lol! pati sa ppt. ni isang beses ndi ko siya nakitang nag-online sa canva para icheck or tumulong sa pagayos ng parts or whatever tas siya pa galit lmfaoo bitchass

anyway un lang!

#thesisdefended

i've seen this film before... (my grade 12 research group HUAHAH ANYWAY—)

at least natapos at nadefend niyo!!! 😭😭 paano ba yung grading system niyo for the paper? can you evaluate your fellow group members and it will redound to their individual grades? bcs tbf ang unfair if same2 kayong grade lahat knowing the fact that you and your friend put in more effort than everyone else 😭😭😭😭.

[ghoststellar]

>> Also does anyone have a muse interest tracker that doesn't involve Google, Microsoft or AI services?

[blessedmediaa]

Certified Digital Marketers in the UK

Top 5 Certified Digital Marketers in the UK

Introduction

Certified Digital Marketers in the UK, staying ahead of the competition requires expertise, innovation, and a deep understanding of the latest trends. Businesses across the UK are increasingly turning to certified digital marketing professionals to achieve online success.

But with so many professionals offering digital marketing services, how do you identify the best? In this blog, we introduce the top 5 certified digital marketers in the UK, each known for their exceptional skills and proven track record. Whether you’re a startup, an established brand, or an entrepreneur, working with the right expert can be a game-changer for your business.

Why Work with a Certified Digital Marketer in the UK?

Digital marketing is more than just running ads or posting content on social media. It involves strategic planning, data analysis, and the ability to adapt to ever-changing algorithms. Here’s why hiring a certified digital marketer in the UK is crucial:

Expertise in SEO & PPC – Improve rankings and get more traffic.

Content & Social Media Mastery – Engage and grow your audience.

Data-Driven Decision Making – Maximize ROI with analytics.

Updated Knowledge – Stay ahead with the latest digital trends.

Now, let’s explore the top digital marketing experts in the UK who can help take your business to the next level.

Top 5 Certified Digital Marketers in the UK

1. Neil Patel – The Global SEO Authority Certified Digital Marketers in the UK

Expertise: SEO, Content Marketing, Growth Hacking Neil Patel is a globally recognized digital marketing expert with deep expertise in SEO and content marketing. His strategies have helped businesses across the UK and beyond achieve remarkable online success.

Why Choose Neil Patel?

Proven strategies for SEO growth and traffic increase.

Offers free tools for SEO and marketing analysis.

Works with leading brands worldwide.

If you’re looking for top-rated digital marketers in the UK specializing in organic growth, Neil Patel is a name you can trust.

2. Andrew Davis – The Content Marketing Specialist Certified Digital Marketers in the UK

Expertise: Storytelling, Branding, Digital Strategy Andrew Davis is a well-known figure in the digital marketing space, focusing on content marketing and brand storytelling. He has worked with businesses across the UK to enhance their online engagement and brand authority.

Why Choose Andrew Davis?

Helps businesses craft powerful brand stories.

Expert in video content marketing.

One of the leading digital marketing experts in the UK.

If content is the backbone of your digital strategy, Andrew Davis can help you create compelling narratives that connect with your audience.

3. Marie Page – The Social Media Growth Expert

Expertise: Social Media Marketing, Facebook Ads, Engagement Strategies Marie Page is a certified digital marketing professional in the UK specializing in social media growth and paid advertising. She has helped countless brands scale their online presence through strategic campaigns.

Why Choose Marie Page?

Expertise in Facebook and Instagram Ads.

Helps businesses build strong online communities.

Recognized as one of the best online marketers in the UK.

If you’re looking to grow your brand’s social media presence, Marie Page’s strategies are highly effective.

4. Luke Brynley-Jones – The Paid Advertising & Strategy Expert

Expertise: PPC, LinkedIn Marketing, Lead Generation Luke Brynley-Jones is a top digital marketing specialist in the UK with expertise in paid advertising and lead generation. He has helped businesses increase their ROI through data-driven ad strategies.

Why Choose Luke Brynley-Jones?

Specializes in LinkedIn marketing & lead generation.

Helps businesses optimize ad spend for maximum ROI.

Known as a certified marketing professional in the UK.

For businesses focused on B2B marketing and paid ad strategies, Luke Brynley-Jones is a top choice.

5. Gavin Bell – The Facebook Advertising Guru

Expertise: Facebook Ads, Sales Funnels, Conversion Optimization Gavin Bell is widely regarded as one of the best digital marketers in the UK, particularly in the field of Facebook advertising. He has helped businesses improve their ad performance and maximize conversions.

Why Choose Gavin Bell?

Expert in high-converting Facebook ad campaigns.

Helps brands reduce ad costs while increasing leads.

Recognized as one of the top-rated digital marketers in the UK.

If paid social media advertising is your priority, Gavin Bell’s expertise can help you achieve the best results.

How to Choose the Right Digital Marketer for Your Business

Finding the right certified digital marketer in the UK depends on your business goals. Here’s how to choose the best one for you:

1. Identify Your Goals

Do you need help with SEO, social media marketing, or paid advertising? Define your objectives before selecting a marketer.

2. Check Certifications & Experience

A certified digital marketing professional in the UK should have credentials from recognized institutions like Google, HubSpot, or Facebook.

3. Review Case Studies & Testimonials

Look at their past work and success stories. This helps you understand their expertise and effectiveness.

4. Evaluate Their Strategy & Approach

Each marketer has a unique method. Ensure their approach aligns with your brand’s vision and budget.

5. Compare Pricing & ROI

While hiring an expert is an investment, consider the return on investment (ROI) they can deliver.

Final Thoughts

The digital marketing industry in the UK is thriving, and having the right expert by your side can elevate your brand’s success. Whether you need an SEO specialist, social media marketer, or advertising strategist, these top 5 certified digital marketers in the UK are among the best in the industry.

At BlessedMediaa, we understand the importance of expert-driven marketing solutions. If you’re looking for a trusted digital marketing agency in the UK, we’re here to help.

🚀 Want to grow your business online? Contact BlessedMediaa today for customized digital marketing strategies!

Key Takeaways

✅ Working with a certified digital marketer in the UK ensures expertise in SEO, PPC, content marketing, and social media. ✅ Neil Patel, Andrew Davis, Marie Page, Luke Brynley-Jones, and Gavin Bell are among the top digital marketing specialists in the UK. ✅ Choose a marketer based on your business goals, experience, and ROI potential. ✅ Digital marketing success depends on expert-driven strategies and continuous optimization.

🔹 Need expert digital marketing services? Contact BlessedMediaa today!

If you found this article informative, be sure to share your thoughts or questions in the comments section below. Stay tuned for more insights on groundbreaking technologies, and don’t forget to subscribe for the latest updates.

Thank you for reading!

[economicshomework]

How Can Understanding Effect Sizes Improve Your Statistics Homework

When working on your stats assignment, you’ve probably encountered situations where you’re asked to decide whether a result is significant. Maybe you ran a t-test and got a p-value of 0.03. That’s significant at the 0.05 level—but does that really tell you how big the result is?

This is where effect sizes come in. They go beyond a simple “yes or no” answer from statistical significance and give you a way to interpret results. Understanding effect sizes can not only improve your stats thinking but also make your stats homework more informative and precise.

In this article, we’ll break down effect sizes in a way that makes sense, using real-life examples. So, next time you think, “Can someone help me for statistics homework on effect sizes?”—you’ll already have the answers!

Why Effect Size Matters More Than Just Statistical Significance in Your Stats Homework

A common misconception among students is that a statistically significant result always means a big or important result. That’s just not true.

Here’s an example:

Suppose you compare the test scores of two groups of students and find that Group A scores higher than Group B, with a p-value of 0.049. Significant? Yes.

But what if the actual difference between the means of the two groups is just 0.5 points on a 100-point test? Meaningful? Not really.

Effect size tells us how big or important this difference is, not just whether it exists. This makes your stats assignments more nuanced and complete.

Types of Effect Sizes and When to Use Them in Your Stats Assignments

Depending on the type of analysis you’re doing, there are different measures of effect size you can use. Let’s go through the most common ones you’ll encounter.

1. Cohen’s d: How Much of a Difference Between Two Groups?

If you’re working with t-tests (comparing two groups), Cohen’s d is your go-to effect size measure. It tells you how far apart the two group means are in terms of standard deviations.

Formula for Cohen’s d:

d = (Mean of Group 1−Mean of Group 2)/Pooled Standard Deviation

Example:

You’re comparing the test scores of two different teaching methods:

Old Method: Mean = 75, SD = 10

New Method: Mean = 80, SD = 10

d=80−75/10=0.5

According to rules of thumb:

0.2 = Small

0.5 = Medium

0.8+ = Large

So, here we have a medium effect size, so the new method has some impact.

2. Pearson’s r: How Strong is the Relationship Between Variables

When you’re doing correlation analysis, Pearson’s r measures the strength and direction of the relationship between two variables.

Example:

If you analyze the relationship between study hours and exam scores and find r = 0.6, that means there’s a moderate to strong positive correlation—more study hours means higher scores.

But if r = 0.1, even though it’s statistically significant, the effect size is so small that studying more won’t make much of a difference.

3. R² (Coefficient of Determination): How Well Does Your Model Explain Variance

In regression analysis, R² tells you how much of the variance in the dependent variable is explained by the independent variable(s).

Example:

If you build a model predicting final exam scores based on attendance rate, and R² = 0.85, that means 85% of the variance in exam scores is explained by attendance—very strong!

If R² = 0.20, only 20% of the variance is explained, so there’s other factors to consider.

How Knowing Effect Size Helps You Score Higher on Statistics Assignments

You might be wondering—how does knowing effect sizes actually help me on my statistics assignments?

1. Helps You Interpret Results Better

Just reporting a p-value without an effect size is incomplete. Professors love when you go the extra mile to explain how big a result is, not just whether it’s statistically significant.

2. Avoids Misleading Conclusions

If you only focus on statistical significance, you might misconstrue a result. A tiny but statistically significant effect doesn’t mean it’s important in practice.

3. Strengthens Your Research and Data Analysis Skills

Effect sizes are used in real research, psychology, medicine, economics. Master them now and you’ll be ahead when dealing with real data in your future career.

Hands-On Example: Let’s Apply Effect Size to a Simple Statistics Homework

Problem: Comparing Two Study Methods

Suppose you do a study comparing two study techniques:

Your t-test gives a p-value = 0.04, so the difference is statistically significant. But let’s calculate the effect size (Cohen’s d):

d = (82−78)/{(12+10)/2}=411≈0.36

A d of 0.36 means small to moderate effect size. While the result is statistically significant, the actual effect of study methods isn’t big.

This extra layer of explanation will impress your professor and help you shine in your statistics homework!

Conclusion: Next Time You Think “Help Me for Statistics Homework,” Remember Effect Sizes

Effect sizes add depth to your statistical analysis. They go beyond “significant vs. not significant” and help you understand the practical impact of your results. So next time you work on a statistical problem or look for someone who can help you with statistics assignment, don’t just stop at the p-value—calculate the effect size and make your analysis more meaningful!

[alpha-ratsnest]

i need to make something with my hands!!!!!!!!!!!!!

[excellenthomevlasses]

IB Internal Assessment Help: Unlocking the Path to Academic Excellence

The International Baccalaureate (IB) Internal Assessment (IA) is a critical component of the IB Diploma Program, enabling students to showcase their skills through independent research and analysis within their chosen subjects. Unlike external exams, IAs are internally graded by teachers and externally moderated by the IB. These assessments test a student’s ability to conduct research, analyze…