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    <title>Forem: Prashant Tiwari</title>
    <description>The latest articles on Forem by Prashant Tiwari (@prashant_tiwari_869960e4f).</description>
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      <title>Forem: Prashant Tiwari</title>
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      <title>Smart Dataset Cleaner</title>
      <dc:creator>Prashant Tiwari</dc:creator>
      <pubDate>Fri, 06 Feb 2026 08:09:42 +0000</pubDate>
      <link>https://forem.com/prashant_tiwari_869960e4f/smart-dataset-cleaner-1bdp</link>
      <guid>https://forem.com/prashant_tiwari_869960e4f/smart-dataset-cleaner-1bdp</guid>
      <description>&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%2Fsee4u7vlf6b31a1ir8kz.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%2Fsee4u7vlf6b31a1ir8kz.png" alt=" " width="800" height="420"&gt;&lt;/a&gt;What I Built&lt;br&gt;
Smart Dataset Cleaner is a CLI tool that helps clean CSV datasets automatically.&lt;/p&gt;

&lt;p&gt;Repo link&lt;br&gt;
&lt;a href="https://github.com/prashant-tiwari-sys/smart-dataset-cleaner" rel="noopener noreferrer"&gt;https://github.com/prashant-tiwari-sys/smart-dataset-cleaner&lt;/a&gt; &lt;/p&gt;

&lt;p&gt;My Experience with GitHub Copilot CLI&lt;/p&gt;

&lt;p&gt;GitHub Copilot CLI played a major role in speeding up development and  reducing friction.&lt;/p&gt;

&lt;p&gt;It generate the initial CLI structure using argparas.&lt;br&gt;
Suggested efficient Pandas-based data cleaning logic.&lt;br&gt;
Helped refactor normalization and null-handling code.&lt;/p&gt;

&lt;p&gt;Copilot CLI commands I used&lt;/p&gt;

&lt;p&gt;copilot suggest "create a python CLI tool to clean CSV files"&lt;br&gt;
copilot explain "pandas normalize numeric columns"&lt;br&gt;
copilot refactor cleaner.py&lt;/p&gt;

&lt;p&gt;Tech Stack&lt;br&gt;
Python&lt;br&gt;
Pandas&lt;br&gt;
NumPy&lt;br&gt;
GitHub Copilot CLI&lt;/p&gt;

&lt;p&gt;🎯 Why This Project Matters&lt;br&gt;
Data cleaning is one of the most time-consuming steps in data analysis.&lt;br&gt;
This CLI tool makes preprocessing faster, repeatable, and beginner-friendly — especially useful for students and early data scientists.&lt;/p&gt;

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