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    <title>DEV Community: Solo Developer</title>
    <description>The latest articles on DEV Community by Solo Developer (@solo_developer_ai).</description>
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    <item>
      <title>I built bhasha-kit: a free offline Python library for Hindi &amp; Bengali text</title>
      <dc:creator>Solo Developer</dc:creator>
      <pubDate>Tue, 10 Nov 2026 07:37:54 +0000</pubDate>
      <link>https://dev.to/solo_developer_ai/i-built-bhasha-kit-a-free-offline-python-library-for-hindi-bengali-text-12h0</link>
      <guid>https://dev.to/solo_developer_ai/i-built-bhasha-kit-a-free-offline-python-library-for-hindi-bengali-text-12h0</guid>
      <description>&lt;p&gt;Hi everyone! I'm Solo Developer. I just published my first Python package, &lt;strong&gt;bhasha-kit&lt;/strong&gt;, a free, offline toolkit for Hindi, Bengali and English text.&lt;/p&gt;

&lt;h2&gt;
  
  
  Why I built it
&lt;/h2&gt;

&lt;p&gt;Most text tools need an API key or an internet connection, and many don't handle Hindi and Bengali well. I wanted something simple that runs locally, with no dependencies.&lt;/p&gt;

&lt;h2&gt;
  
  
  What it does
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;Cleans text (emojis, extra spaces, Unicode)&lt;/li&gt;
&lt;li&gt;Detects Hindi / Bengali / English&lt;/li&gt;
&lt;li&gt;Transliterates Roman ↔ Devanagari / Bengali&lt;/li&gt;
&lt;li&gt;Converts numbers to words, including rupees and paise&lt;/li&gt;
&lt;li&gt;Basic sentiment analysis and keyword extraction&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  Install
&lt;/h2&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;pip install bhasha-kit
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h2&gt;
  
  
  Quick examples
&lt;/h2&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight python"&gt;&lt;code&gt;&lt;span class="k"&gt;from&lt;/span&gt; &lt;span class="n"&gt;bhasha_kit&lt;/span&gt; &lt;span class="k"&gt;import&lt;/span&gt; &lt;span class="n"&gt;clean_text&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;number_to_words&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;analyze_sentiment&lt;/span&gt;

&lt;span class="nf"&gt;clean_text&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="s2"&gt;"नमस्ते   😀 दोस्तों"&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
&lt;span class="c1"&gt;# 'नमस्ते दोस्तों'&lt;/span&gt;

&lt;span class="nf"&gt;number_to_words&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="mi"&gt;1250&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="s2"&gt;"hi"&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
&lt;span class="c1"&gt;# 'एक हज़ार दो सौ पचास'&lt;/span&gt;

&lt;span class="nf"&gt;number_to_words&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="mi"&gt;1250&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="s2"&gt;"bn"&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
&lt;span class="c1"&gt;# 'এক হাজার দুই শত পঞ্চাশ'&lt;/span&gt;

&lt;span class="nf"&gt;analyze_sentiment&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="s2"&gt;"this is not good"&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
&lt;span class="c1"&gt;# {'label': 'negative', 'score': -1.0, 'lang': 'en'}&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h2&gt;
  
  
  Known limitations
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;Transliteration is rule-based and approximate.&lt;/li&gt;
&lt;li&gt;Sentiment uses a small word list and doesn't understand sarcasm or context.&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  Links
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;GitHub: &lt;a href="https://github.com/solodevelopersai/bhasha-kit" rel="noopener noreferrer"&gt;https://github.com/solodevelopersai/bhasha-kit&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;PyPI: &lt;a href="https://pypi.org/project/bhasha-kit/" rel="noopener noreferrer"&gt;https://pypi.org/project/bhasha-kit/&lt;/a&gt;
&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;It's an early version (0.2.0). I'd love your feedback: try it, test it, and tell me about any bugs. A ⭐ on GitHub would help a lot. Thank you!&lt;/p&gt;

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      <category>python</category>
      <category>opensource</category>
      <category>nlp</category>
      <category>showdev</category>
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