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    <title>DEV Community: Ann Maureen Wangui</title>
    <description>The latest articles on DEV Community by Ann Maureen Wangui (@ann_maureenwangui_863a2c).</description>
    <link>https://dev.to/ann_maureenwangui_863a2c</link>
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      <title>DEV Community: Ann Maureen Wangui</title>
      <link>https://dev.to/ann_maureenwangui_863a2c</link>
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    <item>
      <title>Introduction to MS Excel for Data Analytics</title>
      <dc:creator>Ann Maureen Wangui</dc:creator>
      <pubDate>Mon, 26 Jan 2026 06:56:06 +0000</pubDate>
      <link>https://dev.to/ann_maureenwangui_863a2c/introduction-to-ms-excel-for-data-analytics-3hfb</link>
      <guid>https://dev.to/ann_maureenwangui_863a2c/introduction-to-ms-excel-for-data-analytics-3hfb</guid>
      <description>&lt;p&gt;Spreadsheet software remains one of the most ubiquitous pieces of software used in workplaces across the world.&lt;/p&gt;

&lt;p&gt;Ms Excel is a powerful program that has an extraordinary broad range of features and capabilities. It has been around for many years and a new version gets released about every 3 years. With each release, new features get added and the user interface will likely change. Some of these changes might be small while others can be quite significant.&lt;/p&gt;

&lt;p&gt;In data analytics, Excel helps us understand data, find patterns, and make decisions using numbers.&lt;/p&gt;

&lt;p&gt;Excel is widely used because it is:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Easy to learn&lt;/li&gt;
&lt;li&gt;Available on most computers&lt;/li&gt;
&lt;li&gt;Powerful for basic data analysis&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;strong&gt;1. Understanding the Excel Workbook and Worksheet&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fvv5tigdacww9vnpw14bi.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fvv5tigdacww9vnpw14bi.png" alt=" " width="800" height="430"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;When you open Excel, you see a workbook.&lt;br&gt;
Each workbook contains worksheets (sheets), and atleast one worksheet.&lt;/p&gt;

&lt;p&gt;Rows run horizontally and are labelled using numbers.&lt;/p&gt;

&lt;p&gt;Columns run vertically and are labelled using letters&lt;/p&gt;

&lt;p&gt;Cell is the intersection between a row and a column. It is referenced by the column letter and row number. Eg. as per the screenshot below the active cell is D3, The yellow highlighted bit is where we can find the cell reference of the active cell and this can be found at the top left corner.&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fbe2ala9nzrqkfpnowng0.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fbe2ala9nzrqkfpnowng0.png" alt=" " width="800" height="424"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;2. Entering and Organizing Data&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;Excel is used to enter raw data such as:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Student marks&lt;/li&gt;
&lt;li&gt;Sales records&lt;/li&gt;
&lt;li&gt;Attendance&lt;/li&gt;
&lt;li&gt;Survey results&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fd9ltpbsudprih6ulegb5.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fd9ltpbsudprih6ulegb5.png" alt=" " width="800" height="429"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;3. Using Excel Formulas for Basic Analysis&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;Formulas allow Excel to calculate automatically.&lt;/p&gt;

&lt;p&gt;Common formulas used in data analysis:&lt;/p&gt;

&lt;p&gt;SUM – adds values&lt;/p&gt;

&lt;p&gt;AVERAGE – finds the mean&lt;/p&gt;

&lt;p&gt;COUNT – counts numbers&lt;/p&gt;

&lt;p&gt;MAX / MIN – highest and lowest values&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F0o2m1aqu6ifwctj8m6j1.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F0o2m1aqu6ifwctj8m6j1.png" alt=" " width="342" height="480"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fdz1m57qi4qhlt32s6xnr.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fdz1m57qi4qhlt32s6xnr.png" alt=" " width="411" height="464"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fnbb19o5rmvdwqy7v2dfd.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fnbb19o5rmvdwqy7v2dfd.png" alt=" " width="344" height="402"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fkd7nx7wlp5ja59gnn9va.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fkd7nx7wlp5ja59gnn9va.png" alt=" " width="348" height="423"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F08isebqf9vwun3b072s0.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F08isebqf9vwun3b072s0.png" alt=" " width="351" height="443"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;4. Sorting and Filtering Data&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;Sorting and filtering help you analyze large data easily.&lt;/p&gt;

&lt;p&gt;Sorting arranges data (highest to lowest, A–Z)&lt;/p&gt;

&lt;p&gt;Filtering shows only selected data&lt;/p&gt;

&lt;p&gt;Example:&lt;br&gt;
The marks, I have sorted them from smallest to highest&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F3v8lnktellb234ghoqyt.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F3v8lnktellb234ghoqyt.png" alt=" " width="800" height="191"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;5. Creating Charts for Data Visualization&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;Charts help to present data visually, making it easier to understand trends.&lt;/p&gt;

&lt;p&gt;Common charts used in Excel:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Column Chart&lt;/li&gt;
&lt;li&gt;Bar Chart&lt;/li&gt;
&lt;li&gt;Pie Chart&lt;/li&gt;
&lt;li&gt;Line Chart&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Example:&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fpgazq779tknha21j9s6e.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fpgazq779tknha21j9s6e.png" alt=" " width="800" height="480"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;6. Why Excel is Important for Data Analytics&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Excel is important because it:&lt;/li&gt;
&lt;li&gt;Helps clean and organize data&lt;/li&gt;
&lt;li&gt;Performs quick calculations&lt;/li&gt;
&lt;li&gt;Displays data visually&lt;/li&gt;
&lt;li&gt;Supports decision-making&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Is used in business, education, and research&lt;/p&gt;

</description>
      <category>learning</category>
      <category>datascience</category>
      <category>github</category>
      <category>data</category>
    </item>
    <item>
      <title>Let's not zip files like it's 2009</title>
      <dc:creator>Ann Maureen Wangui</dc:creator>
      <pubDate>Sun, 18 Jan 2026 20:21:11 +0000</pubDate>
      <link>https://dev.to/ann_maureenwangui_863a2c/lets-not-zip-files-like-its-2009-44h</link>
      <guid>https://dev.to/ann_maureenwangui_863a2c/lets-not-zip-files-like-its-2009-44h</guid>
      <description>&lt;p&gt;The first time I heard of the term Git and saw a tutorial about it, I panicked and wondered, Umm, will I be able to maneuver this jargon?&lt;/p&gt;

&lt;p&gt;The most common terms in the tutorial were:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;“Just pull first.”&lt;/li&gt;
&lt;li&gt;“Did you commit?”&lt;/li&gt;
&lt;li&gt;“Why did you push to the main???”&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;I followed through, trust you me with no idea of what was going on.&lt;/p&gt;

&lt;p&gt;From a beginner on Git, maybe like you, and now to a guru, let's dive innit!&lt;/p&gt;

&lt;p&gt;I will take you through Git, version control, push, pull, and tracking changes with a little fun and games to keep us sane.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;What Is Git?&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;Imagine you are writing an assignment, and I am sure that at times, you have maybe saved files like this:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;_assignment.xlsx&lt;/li&gt;
&lt;li&gt;assignment_final.xlsx&lt;/li&gt;
&lt;li&gt;assignment_final_final.xlsx&lt;/li&gt;
&lt;li&gt;assignment_final_final_pleaseGod.xlsx_&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Git comes in and say lo and behold, let me clear this mess&lt;/p&gt;

&lt;p&gt;Git is a tool that keeps track of changes in your code over time.&lt;/p&gt;

&lt;p&gt;It remembers:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;_What changed&lt;/li&gt;
&lt;li&gt;When it changed&lt;/li&gt;
&lt;li&gt;Who changed it_&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;And let's you go back in time, if things go wrong, you can get an idea. If you have used Excel Power Query, does it ring a bell, the tracking of changes?&lt;/p&gt;

&lt;p&gt;Think of Git as Google Docs version history, but for code.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;What Is Version Control?&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;Version control is just a tech guru's way of saying Let’s not dare to destroy our work.&lt;/p&gt;

&lt;p&gt;It helps you:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;_Track changes&lt;/li&gt;
&lt;li&gt;Work with other people without fighting&lt;/li&gt;
&lt;li&gt;Undo mistakes without crying (bubbles kwa mapua lol)_&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Without version control:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Someone deletes code&lt;/li&gt;
&lt;li&gt;No one knows who did it&lt;/li&gt;
&lt;li&gt;Everyone pretends it wasn’t them_&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;With Git:&lt;/p&gt;

&lt;p&gt;_Git knows.&lt;/p&gt;

&lt;p&gt;Git always knows._&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;What is a repository (repo)?&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;The Project you are working on + Git = A Repository (Repo)&lt;/p&gt;

&lt;p&gt;A folder that Git is watching very closely &lt;/p&gt;

&lt;p&gt;To start watching a folder, you run:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt;git init
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;After running this, the folder is now under Git’s surveillance CCTV lol, and tracking Changes this is where we say Git is a snitch lol.&lt;/p&gt;

&lt;p&gt;When you edit the project, Git notices but does nothing automatically.&lt;/p&gt;

&lt;p&gt;You must tell Git: Yes, I meant to do that.&lt;/p&gt;

&lt;p&gt;&lt;em&gt;&lt;strong&gt;Step 1: Check What Changed with git status&lt;/strong&gt;&lt;/em&gt;&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt;git status
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Git will politely say things like&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;This file changed&lt;/li&gt;
&lt;li&gt;This file is untracked&lt;/li&gt;
&lt;li&gt;You are a mess, please commit&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;strong&gt;Step 2: Add Changes aka Staging&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;Before saving a snapshot(I will explain this shortly), you must stage files, stage file means choosing which changes you want Git to save.&lt;/p&gt;

&lt;p&gt;Example:&lt;/p&gt;

&lt;p&gt;Imagine you’re moving houses. Your room is full of things. You don’t want to move everything. You put only selected items into boxes. Those boxes = staging area. Only what’s in the box goes on the truck.&lt;/p&gt;

&lt;p&gt;We do this by using:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt;git add
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;This tells Git, I approve these changes. Another analogy under this is, think of it like packing items before traveling.&lt;br&gt;
If you don’t pack it, it doesn’t go on the trip.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Step 3: Commit Changes, aka Take a Snapshot&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;A snapshot here refers to a saved picture of your project at a specific moment in time. Please note not a photo photo but a record of all the files, their content, exactly how they looked at that moment. Now you save the changeson git bash using &lt;em&gt;git commit -m "Added login feature"&lt;/em&gt;&lt;/p&gt;

&lt;p&gt;A commit refers to a snapshot(the photo we said is not a photo) of your project with a message explaining what you did&lt;/p&gt;

&lt;p&gt;Good commit message:&lt;/p&gt;

&lt;p&gt;&lt;em&gt;Fixed button alignment&lt;/em&gt;&lt;/p&gt;

&lt;p&gt;Bad commit message:&lt;/p&gt;

&lt;p&gt;_stuff&lt;/p&gt;

&lt;p&gt;final&lt;/p&gt;

&lt;p&gt;pls work_&lt;/p&gt;

&lt;p&gt;Git remembers this forever. Choose wisely.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Push: Sending Your Code to the Internet&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;So far, everything lives on your computer.&lt;/p&gt;

&lt;p&gt;To send your code to GitHub / GitLab / Bitbucket (aka the cloud), you push on gitbash using &lt;em&gt;git push&lt;/em&gt;&lt;/p&gt;

&lt;p&gt;In other words this means Here world, take my code.&lt;/p&gt;

&lt;p&gt;This means that:&lt;/p&gt;

&lt;p&gt;_Your code is backed up&lt;/p&gt;

&lt;p&gt;Your teammates can see it&lt;/p&gt;

&lt;p&gt;Your mistakes are public _&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Pull: Getting Code from the Internet&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;If someone else updated the project, you need to pull their changes, and we do this using &lt;em&gt;git pull&lt;/em&gt; &lt;br&gt;
In other words this means we are telling git give me the latest version.&lt;br&gt;
Please Note:&lt;/p&gt;

&lt;p&gt;Always pull before you start working, unless you enjoy:&lt;/p&gt;

&lt;p&gt;_Merge conflicts&lt;/p&gt;

&lt;p&gt;Panic&lt;/p&gt;

&lt;p&gt;Questioning your career choices&lt;/p&gt;

&lt;p&gt;Working With Other Humans (Collaboration)_&lt;/p&gt;

&lt;p&gt;When multiple people work on one project:&lt;/p&gt;

&lt;p&gt;_Everyone pulls the latest code&lt;/p&gt;

&lt;p&gt;Everyone makes changes&lt;/p&gt;

&lt;p&gt;Everyone commits&lt;/p&gt;

&lt;p&gt;Everyone pushes_&lt;/p&gt;

&lt;p&gt;If two people change the same line:&lt;/p&gt;

&lt;p&gt;Git pauses&lt;/p&gt;

&lt;p&gt;Looks at both of you&lt;/p&gt;

&lt;p&gt;Git says solve it yourselves.&lt;/p&gt;

&lt;p&gt;This is called a merge conflict, basically Git saying I refuse to choose sides.&lt;/p&gt;

&lt;p&gt;Everyone pretends Git is easy.&lt;/p&gt;

&lt;p&gt;It’s not, at first.&lt;/p&gt;

&lt;p&gt;But one day you’ll type:&lt;/p&gt;

&lt;p&gt;&lt;code&gt;_git push_&lt;/code&gt;&lt;/p&gt;

&lt;p&gt;And feel powerful.&lt;/p&gt;

&lt;p&gt;Until it fails.&lt;br&gt;
Then you’ll Google.&lt;br&gt;
Like the rest of us.&lt;/p&gt;

&lt;p&gt;And with that, I recall that after my first tutorial, I didn't get the difference between Git and Version Control, and here is the difference: version control is the concept of tracking changes over time, while Git is a tool that helps you do version control in real life.&lt;/p&gt;

&lt;p&gt;Welcome to Git.&lt;br&gt;
You’re officially a tech babe/ dude now.&lt;/p&gt;

</description>
      <category>beginners</category>
      <category>learning</category>
      <category>github</category>
      <category>datascience</category>
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