RESEARCH DATA ANALYSIS WORKBOOK: PYTHON EDITION

NEW RELEASE: Python Edition now includes SPSS-to-Python migration guide —

exclusively in Complete & VIP tiers

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              ANALYSE YOUR DATA.

              WRITE YOUR CHAPTER.

              PASS YOUR DEFENCE.

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The only Python data analysis workbook built entirely around Nigerian research

contexts, local datasets, and APA-ready output templates.

>> GET INSTANT ACCESS <<  (see pricing and links below)

✓ Nigerian datasets included  ✓ APA 7th edition templates

✓ Works on 3–4GB RAM laptops  ✓ No internet needed to run

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"The only Python data analysis workbook that takes a Nigerian postgraduate

student from confused raw data to a clean, APA-formatted results chapter —

using datasets from Nigeria, for research topics that matter in Nigeria, so you

submit with confidence instead of guessing whether your analysis will hold up

in a viva."

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YOU DIDN'T FAIL STATISTICS. STATISTICS FAILED YOU.

1. You watch YouTube tutorials filmed in America, using American datasets,

  solving American research problems. NONE OF IT LOOKS LIKE YOUR THESIS.

2. Your supervisor says "run the analysis." You open SPSS, stare at it, close it.

  YOU DON'T KNOW WHICH TEST TO RUN — AND YOU'RE SCARED TO ASK AGAIN.

3. You can copy code from Stack Overflow and get it to run. But when the numbers

  appear, YOU HAVE NO IDEA WHAT THEY MEAN OR HOW TO WRITE THEM IN YOUR CHAPTER.

4. Your defence is in six weeks. Your results chapter is blank. AND SOMEWHERE IN

  THE BACK OF YOUR MIND, YOU'RE ALREADY IMAGINING THE EXAMINER'S QUESTION YOU

  WON'T BE ABLE TO ANSWER.

"Built for Nigerian data. Written for Nigerian supervisors."

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       6-MODULE LEARNER JOURNEY

From paralysed by raw data to viva-ready in six modules

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MODULE 1 · SET UP AND SURVIVE

Your Python environment is running on the laptop you actually own

• Install Python and Jupyter using a low-bandwidth method tested on MTN and

 Airtel connections

• Install all required libraries offline; no repeated downloads if your internet drops mid-session

• Organise your project folder so your supervisor can open your notebook without

 errors on their machine

• Understand why Jupyter Notebooks are the right format for presenting research

 analysis

→ Module outcome: You move from "I can't even get Python working" to a live

environment with real Nigerian data already loaded — in a single sitting.

MODULE 2 · KNOW YOUR DATA

You understand exactly what your dataset contains and what it can answer

• Identify variable types, nominal, ordinal, interval and ratio, and why this

 determines every test you run

• Check for missing values, outliers, and data entry errors using Python in

 under 10 minutes

• Produce a descriptive statistics table that goes directly into Chapter 3 of

 your thesis

• Map your research questions and hypotheses to the right statistical procedures

→ Module outcome: You stop guessing what your data "means" and can describe it

 precisely to your supervisor.

MODULE 3 · CHOOSE THE RIGHT TEST

You know exactly which statistical test your research question requires and why

• Use the statistical test decision tree: four questions, one correct test, the

 Python function already listed

• Understand the key decisions — measurement scale, group count, distribution

 shape, sample size

• Know when to use parametric vs non-parametric alternatives (Spearman,

 Mann-Whitney, etc.)

• Check your test assumptions before running so you never submit analysis that

 fails under examiner scrutiny

→ Module outcome: You never again say "I just used regression because everyone

does. "You can justify every statistical choice.

MODULE 4 · RUN AND INTERPRET

Every test is run, every output is understood, every result has a plain-English

interpretation

• Run the six most common Nigerian research tests: t-test, ANOVA, chi-square,

 Pearson, Spearman, and linear regression

• Read every Python output p-value, effect size and confidence interval and know which number matters

• Interpret both significant and non-significant results correctly. A null result is not a failure.

• Produce properly formatted output tables with correct column headers, decimal

 places, and significance stars

→ Module outcome: From "I have numbers but I don't know what they mean" to a complete, interpreted set of results.

MODULE 5 · WRITE THE CHAPTER

Your results chapter is written in correct APA format and ready to submit

• Use the 30 APA sentence templates to report every result without writing from scratch

• Structure your results chapter correctly: descriptive stats, inferential tests, figures, and tables in the right order

• Know the exact APA 7th edition format for every test statistic, p-value, and effect size

• Write discussion-ready interpretations that connect results back to your research questions

→ Module outcome: A complete, examiner-ready results section not just analysis output, but a written chapter.

MODULE 6 · DEFEND YOUR DATA

You can answer every examiner question about your analysis confidently and

without hesitation

• Run the 22-point pre-defence audit checklist across your entire analysis before submission

• Prepare answers for the 10 most common examiner questions about statistical choices

• Explain analytical decisions in plain language — the skill that separates passing from failing a viva

• Identify and address any remaining weaknesses before the examiner finds them

→ Module outcome: You walk into your viva with documented evidence that your analysis is correct, complete, and defensible.

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               WHAT YOU GET

Every bonus is an objection killer

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✓ Core analysis workbook (PDF)

 Python from raw data to complete output. Tested on every major Nigerian

 research design.

✓ Statistical test decision tree

 Four questions. One correct test. The Python function already listed. No

 theory required.

✓ 5 Nigerian datasets (CSV)

 JAMB scores, household income, healthcare access, SME loans, agricultural

 yield. Ready to use.

✓ APA sentence templates

 30 fill-in-the-blank results statements. Copy, paste, fill in your numbers.

 Done.

✓ Python setup guide

 Offline install, low-bandwidth, tested on 3–4GB RAM. Works on the laptop you

 already own.

✓ Pre-defence audit checklist

 22 points. Run it 48 hours before submission. Close every gap before the

 examiner finds it.

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            WHAT NIGERIAN RESEARCHERS ARE SAYING

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★★★★★

"I had been running regression in SPSS for two years and could not explain the

output in my defence. This workbook taught me more about my own data in three

days than my entire statistics course did."

— Chidinma O., MSc Public Health, University of Lagos

★★★★★

"The APA sentence templates alone are worth five times the price. I used to

spend hours trying to phrase my results correctly. Now I just fill in the

numbers. My supervisor finally stopped sending my chapter back."

— Emeka T., PhD candidate, University of Ibadan

★★★★★

"The decision tree is something every statistics lecturer in Nigeria should give

their students on day one. I stopped guessing which test to run. I submitted my

thesis three weeks after buying this."

— Adaeze M., MSc Economics, Obafemi Awolowo University

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              CHOOSE YOUR TIER

Start where you are. Upgrade when you're ready.

All tiers include instant Selar access. Upgrade any time — pay only the

difference.

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[STARTER] ₦8,000 (≈ $5 USD)

The essentials to get your analysis running

• Core analysis workbook

• Statistical test decision tree

(Does NOT include datasets, APA templates, or setup guides)

→ Get Starter

[CORE — ★ Most popular] ₦15,000 (≈ $10 USD)

Everything needed to write your results chapter

• Core analysis workbook

• Statistical test decision tree

• 5 Nigerian datasets (CSV)

• APA sentence templates (30 fill-in-the-blank)

• Python offline setup guide

→ Get Core

[COMPLETE] ₦25,000 (≈ $16 USD)

Full toolkit plus viva preparation

• Everything in Core

• Pre-defence audit checklist (22 points)

• SPSS-to-Python migration guide

• WhatsApp community access

→ Get Complete

[VIP] ₦55,000 (≈ $35 USD)

Done-with-you results chapter support

• Everything in Complete

• 1×60-min analysis review call

• Jacob reviews your output and notebook

• Written chapter feedback

• Priority WhatsApp response

→ Get VIP

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instantly on payment. Access issues? Contact [email protected] within 7

days.

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              COMMON QUESTIONS (FAQ)

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Q: Do I need to know Python before buying?

A: No. Module 1 starts with installation and your first line of code. You need no prior Python knowledge. If you can use Microsoft Word, you can follow Module 1. The workbook assumes a motivated complete beginner, not a programmer.

Q: I'm currently using SPSS. Is this still useful for me?

A: Yes and it is designed specifically for SPSS users. The Complete and VIP tiers include a SPSS-to-Python migration guide showing every common SPSS procedure alongside its exact Python equivalent. Python produces cleaner, more reproducible results and runs completely free.

Q: Will this work on my laptop? My RAM is only 4GB.

A: Yes. The workbook was specifically designed and tested for 3–4GB RAM Windows laptops the most common student setup in Nigeria. The Python setup guide

  (included from Core tier) explains how to install everything offline so you are not dependent on stable internet access.

Q: My research topic is different from the sample datasets. Will it still apply?

A: Yes. The six modules teach the analytical framework, not a single dataset. The five Nigerian datasets are practice material by Module 3, every exercise uses your own research question and your own variables. The datasets exist purely to eliminate the "I have nothing to practise on" problem.

Q: What is the difference between Core and Complete?

A: Core gives you everything to run your analysis and write your results chapter. Complete adds the pre-defence audit checklist (Module 6), the SPSS-to-Python migration guide, and WhatsApp community access. If your defence is within 8 weeks, choose Complete.

Q: How does the VIP review call work?

A: After purchase you receive a Calendly link to book your 60-minute session. Send Jacob your dataset and completed analysis notebook at least 24 hours before. During the call Jacob reviews your output, identifies issues, and gives you written feedback on your results chapter draft. VIP slots are limited to 5 per month.

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                ABOUT THE AUTHOR

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Jacob Isah

Software engineer · Technical writer · Founder, NEXODE LTD · OSCa Osogbo chapter

organiser

"I built this workbook because the gap between 'YouTube tutorial' and

'thesis-ready analysis' is enormous — and nobody in Nigeria was filling it with

local context.

I've trained data analysts and Python developers across Nigeria, run 1-on-1

mentorship programmes, and watched smart researchers lose weeks to tools that

weren't designed for their context. The Research Data Analysis Workbook is my

answer to that problem: Nigerian data, Nigerian research topics, Nigerian

supervisor expectations and Python that runs on the laptop you actually have."

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        STOP WRESTLING SPSS. YOUR RESULTS CHAPTER STARTS HERE.

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Join hundreds of Nigerian postgraduate researchers who submitted with

confidence. Instant access on Selar. Your download link arrives in seconds.

>> GET THE WORKBOOK NOW <<  (choose your tier below)