<?xml version="1.0" encoding="UTF-8"?>
<rss version="2.0" xmlns:atom="http://www.w3.org/2005/Atom" xmlns:dc="http://purl.org/dc/elements/1.1/">
  <channel>
    <title>DEV Community: rachel ngunjiri</title>
    <description>The latest articles on DEV Community by rachel ngunjiri (@rachel_ngunjiri_4fef646b5).</description>
    <link>https://dev.to/rachel_ngunjiri_4fef646b5</link>
    <image>
      <url>https://media2.dev.to/dynamic/image/width=90,height=90,fit=cover,gravity=auto,format=auto/https:%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Fuser%2Fprofile_image%2F4070949%2Fd1962278-3599-4009-bc48-ad156d1028ac.png</url>
      <title>DEV Community: rachel ngunjiri</title>
      <link>https://dev.to/rachel_ngunjiri_4fef646b5</link>
    </image>
    <atom:link rel="self" type="application/rss+xml" href="https://dev.to/feed/rachel_ngunjiri_4fef646b5"/>
    <language>en</language>
    <item>
      <title>My first excel data cleaning</title>
      <dc:creator>rachel ngunjiri</dc:creator>
      <pubDate>Sun, 30 Aug 2026 15:33:15 +0000</pubDate>
      <link>https://dev.to/rachel_ngunjiri_4fef646b5/my-first-excel-data-cleaning-fng</link>
      <guid>https://dev.to/rachel_ngunjiri_4fef646b5/my-first-excel-data-cleaning-fng</guid>
      <description>&lt;p&gt;As I have started my Data analysis and science curriculum, Microsoft excel is the first tool we have learnt. In my life before getting into this course, I used to underestimate the power of Microsoft excel.&lt;/p&gt;

&lt;h2&gt;
  
  
  Definition of Microsoft Excel
&lt;/h2&gt;

&lt;p&gt;This is a spreadsheet software developed by Microsoft that allows you to collect, organize, analyze, calculate and visualize data efficiently.&lt;/p&gt;

&lt;h2&gt;
  
  
  The Excel Interface
&lt;/h2&gt;

&lt;p&gt;When open Microsoft excel, you first an interface made of various tools&lt;br&gt;
We start with the ribbon. The ribbon contains a toolbar that contains all the commands organized into tabs such, Home, Insert, Page Layout , Formulas, Charts and Data&lt;/p&gt;

&lt;p&gt;There is a formula Bar that content and formulas appear. In addition, we have Quick access toolbar that contains icons for Save, Undo and Redo.&lt;/p&gt;

&lt;p&gt;A row is a horizontal line of cells that runs from left to right across the grid while a column is a vertical line of cells that runs from top to bottom down the grid. A cell is where row and column intersect and form a single box.&lt;/p&gt;

&lt;h2&gt;
  
  
  Cleaning A Dirty Dataset
&lt;/h2&gt;

&lt;p&gt;As we learnt about Data cleaning with Excel on dataset that was a bit very disorganized.&lt;/p&gt;

&lt;p&gt;We first started with sorting that data which basically means arranging the data in specific order. The sorting can be Text sorting which is A-Z or Z-A, Number sorting which is from largest to small and vice versa, Date sorting which is Oldest to Newest and vice vera.&lt;/p&gt;

&lt;p&gt;Next was filtering which allows you display data that meet certain criteria and hide the rest temporarily.&lt;/p&gt;

&lt;p&gt;Next, Number formatting changes how numbers display without altering their actual value. Conditional Formatting highlights cells automatically based on rules or criteria, helping spot trends or outliers.&lt;/p&gt;

&lt;p&gt;The dataset we were cleaning had a lot of duplicates, so it was important for us to remove the duplicates.&lt;/p&gt;

&lt;h2&gt;
  
  
  Text functions for Cleaning Data
&lt;/h2&gt;

&lt;p&gt;Text functions are used to remove extra spaces , standardize text ,extract parts of strings or find and replace sub strings.&lt;/p&gt;

&lt;p&gt;text functions include&lt;br&gt;
UPPER() which convert text to uppercase&lt;br&gt;
LOWER() which converts text to lowercase&lt;br&gt;
PROPER() which capitalizes first letter of each word&lt;br&gt;
TRIM () removes extra space from text&lt;br&gt;
LEFT () extracts leftmost characters&lt;br&gt;
RIGHT() extracts rightmost characters&lt;br&gt;
MID() extracts characters from the middle&lt;br&gt;
LEN() returns length of text&lt;br&gt;
FIND() Finds position of a substring&lt;/p&gt;

&lt;h2&gt;
  
  
  Conclusion
&lt;/h2&gt;

&lt;p&gt;Data cleaning with excel is fun and this only but week one, cant wait to learn more.&lt;/p&gt;

</description>
      <category>beginners</category>
      <category>data</category>
      <category>datascience</category>
      <category>learning</category>
    </item>
    <item>
      <title>Understanding The Git Workflow :Working Directory, Staging, Commit and Push</title>
      <dc:creator>rachel ngunjiri</dc:creator>
      <pubDate>Sun, 23 Aug 2026 09:02:55 +0000</pubDate>
      <link>https://dev.to/rachel_ngunjiri_4fef646b5/-understanding-the-git-workflow-working-directory-staging-commit-and-push-2dnh</link>
      <guid>https://dev.to/rachel_ngunjiri_4fef646b5/-understanding-the-git-workflow-working-directory-staging-commit-and-push-2dnh</guid>
      <description>&lt;p&gt;Git is very interesting to learn as a first time data science and analytics student that has no prior background. &lt;/p&gt;

&lt;p&gt;At first I thought well we are coding on the first day.&lt;/p&gt;

&lt;p&gt;Luckily, we had a very patient teacher for this. We started by in installation of the software , then to installation of GitHub.&lt;/p&gt;

&lt;p&gt;I remember as we GitHub we setup our email and we got SSH keys. Then we setup our identity, &lt;em&gt;git config--global user.name, _git config --global user.email&lt;/em&gt;. &lt;/p&gt;

&lt;p&gt;Password entry on Git Bash was I found very interesting.&lt;/p&gt;

&lt;p&gt;When asked for it on the terminal it was invisible, I thought I wasn't typing anything at all.&lt;/p&gt;

&lt;p&gt;I remember as code such as &lt;em&gt;cd&lt;/em&gt; , &lt;em&gt;ls&lt;/em&gt; ,&lt;em&gt;cat,&lt;/em&gt;, &lt;em&gt;git push&lt;/em&gt; and many more code.&lt;/p&gt;

&lt;p&gt;What started as something that looked intimidating quickly became something I genuinely enjoyed learning.&lt;/p&gt;

&lt;h2&gt;
  
  
  So what is the Git workflow
&lt;/h2&gt;

&lt;p&gt;The git workflow is the process of making changes to files, preparing those changes , saving them in Git, and sending them to remote repository such as GitHub&lt;/p&gt;

&lt;p&gt;We start by setting up as working directory of GitBash. A working directory is where you work on you files. &lt;/p&gt;

&lt;p&gt;On the directory our can create and make changes files and README.MD which is description of what you are working on.&lt;/p&gt;

&lt;p&gt;After that you move all you changes to your current directory onto the staging area and proceed to commit.&lt;/p&gt;

&lt;p&gt;I describe commit as a snapshot of all the changes i have chosen to record, basically it helps me remember all i changed the directory,&lt;/p&gt;

&lt;p&gt;Finally you push it to remote repository such as GitHub.&lt;/p&gt;

</description>
      <category>3</category>
    </item>
  </channel>
</rss>
