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<div align="center">
<h3>Democratizing AI-Powered DNA Analysis</h3>
<p><i>On-device genomic insights for everyone, everywhere</i></p>

[![Copyright](https://img.shields.io/badge/copyright-2025-blue?style=for-the-badge)](https://github.com/VERISIMILITUDEX/DNAnalyzer)
[![Release](https://img.shields.io/github/v/release/VERISIMILITUDEX/DNAnalyzer?style=for-the-badge&color=green)](https://github.com/VERISIMILITUDEX/DNAnalyzer/releases)
[![Build Status](https://img.shields.io/github/actions/workflow/status/VerisimilitudeX/DNAnalyzer/gradle.yml?style=for-the-badge)](https://github.com/VerisimilitudeX/DNAnalyzer/actions/workflows/gradle.yml)
[![DOI](https://img.shields.io/badge/DOI-10.5281%2Fzenodo.14556578-blue?style=for-the-badge)](https://zenodo.org/records/14556578)

<br>

<a href="https://github.com/codespaces/new?hide_repo_select=true&ref=main&repo=519909104&machine=largePremiumLinux&location=WestUs&skip_quickstart=true&geo=UsWest">
    <img src="https://github.com/codespaces/badge.svg" alt="Open in GitHub Codespaces" style="height: 35px" />
</a>&nbsp;&nbsp;
<a href="https://huggingface.co/DNAnalyzer">
    <img src="https://huggingface.co/datasets/huggingface/badges/resolve/main/sign-in-with-huggingface-xl-dark.svg" alt="Model in Hugging Face" style="height: 35px" />
</a>&nbsp;&nbsp;
<a href="https://www.producthunt.com/posts/dnanalyzer?utm_source=badge-featured&utm_medium=badge&utm_souce=badge-dnanalyzer">
    <img src="https://api.producthunt.com/widgets/embed-image/v1/featured.svg?post_id=401710&theme=dark" alt="DNAnalyzer on Product Hunt" style="height: 35px" />
</a>

</div>

<br>

## Table of Contents

- [About DNAnalyzer](#-about-dnanalyzer)
- [Why It Matters](#-why-it-matters)
- [Core Features](#-core-features)
- [Quick DNA Introduction](#-quick-dna-introduction)
- [Getting Started](#-getting-started)
- [Roadmap](#-roadmap)
- [Contributing](#-contributing)
- [Citations](#-citations)
- [Terms of Use](#-terms-of-use)

<br>

## About DNAnalyzer

DNAnalyzer is a a biotechnology research and deployment company. Our mission is to revolutionize DNA analysis by making AI-powered genomic insights accessible to all through on-device computation.

Founded by [Piyush Acharya](https://github.com/VerisimilitudeX), our platform has attracted **45 computational biologists and computer scientists** from institutions including Microsoft Research, University of Macedonia, and Northeastern University.

Our impact has been recognized by the organizers of the [AI Engineer World's Fair](https://www.ai.engineer/worldsfair) (backed by OpenAI, Microsoft, Google DeepMind, and Anthropic) and the CEO of Forem.

<br>

## Why It Matters

<div align="center">

| Current Reality | DNAnalyzer's Mission |
|---|---|
| **$100** average cost for DNA sequencing | **Free** on-device analysis |
| Up to **$600** for basic health insights | **Accessible** to underserved communities |
| **78%** of companies share genetic data with third parties | **Private, secure** analysis that stays on your device |
| Data breaches expose millions (23andMe: 6.9M users in 2023) | **No central database** of sensitive genetic information |

</div>

*"Unlike a credit card number or password, stolen or misused genetic information cannot be changed."*

<br>

## Core Features

<table>
  <tr>
    <td width="33%" align="center">
      <h3>Start & Stop Codons</h3>
      <p>Identify protein coding regions and analyze the 20 different amino acids in polypeptide chains</p>
    </td>
    <td width="33%" align="center">
      <h3>High Coverage Regions</h3>
      <p>Detect promoter sequences with high GC-content (45-60%) that likely reveal crucial genomic information</p>
    </td>
    <td width="33%" align="center">
      <h3>Neural Disorder Analysis</h3>
      <p>Identify genetic signatures related to neurodevelopmental disorders like autism, ADHD, and schizophrenia</p>
    </td>
  </tr>
  <tr>
    <td width="33%" align="center">
      <h3>Core Promoter Elements</h3>
      <p>Find key promoter sequences (BRE, TATA, INR, DPE) responsible for initiating transcription</p>
    </td>
    <td width="33%" align="center">
      <h3>FASTA Support</h3>
      <p>Process multi-line and single-line FASTA database files through upload or web linking</p>
    </td>
    <td width="33%" align="center">
      <h3>Command-Line Interface</h3>
      <p>Access all core features through our powerful Methionine CLI (Met CLI) for scripting and automation</p>
    </td>
  </tr>
</table>

**Coming Soon:** Web-based user interface for enhanced accessibility

<br>

## Quick DNA Introduction

**DNA: The Programming Language of Life**

DNA exists in most cells of the body and contains the blueprint for creating over 200 distinct cell types. Like a programming language exclusive to living organisms, it encodes the instructions for all biological processes.

**Databases: The Foundation of Analysis**

A DNA database is crucial for interpreting DNA sequences. By leveraging machine learning, we can make predictions on previously unseen DNA sequences, forming the foundation of modern genomic analysis.

<br>

## Getting Started

Ready to explore your DNA? Follow our comprehensive guide to get started:

```bash
# Clone the repository
git clone https://github.com/VerisimilitudeX/DNAnalyzer.git

# Navigate to project directory
cd DNAnalyzer

# Install dependencies
./gradlew build
```

For detailed instructions, please refer to our [Getting Started Guide](docs/getting-started.md).

<br>

## Roadmap

<div align="center">

| Upcoming Development | Description |
|---|---|
| **Optimized SQL Database** | High-performance vertical scaling database to store genomic data from thousands of species |
| **Enhanced Neural Network** | Support for genotyped data from 3rd-party DNA testing services ($99 compatibility) |
| **DIAMOND Implementation** | Combining DIAMOND's performance with BLAST's powerful algorithm |

</div>

<br>

## Contributing

We welcome contributions from developers and researchers of all skill levels!

- [Contributing Guidelines](./docs/contributing/Contribution_Guidelines.md)
- [How To Use Git](./docs/contributing/CONTRIBUTING.md)

<div align="center">
  <a href="https://github.com/VerisimilitudeX/DNAnalyzer/stargazers">
    <img src="https://img.shields.io/github/stars/VerisimilitudeX/DNAnalyzer?style=for-the-badge&color=yellow" alt="Stars">
  </a>
  <a href="https://github.com/VerisimilitudeX/DNAnalyzer/issues">
    <img src="https://img.shields.io/github/issues/VerisimilitudeX/DNAnalyzer?style=for-the-badge" alt="Issues">
  </a>
  <a href="https://github.com/VerisimilitudeX/DNAnalyzer/pulls">
    <img src="https://img.shields.io/github/issues-pr/VerisimilitudeX/DNAnalyzer?style=for-the-badge" alt="Pull Requests">
  </a>
  <a href="https://discord.gg/X3YCvGf2Ug">
    <img src="https://img.shields.io/discord/1033196198816915516?style=for-the-badge&logo=discord&logoColor=white" alt="Discord">
  </a>
</div>

<br>

## Citations

View our [detailed citations document](docs/citations.md) for all in-line references.

If you use DNAnalyzer in your research, please cite:

```bibtex
@software{Acharya_DNAnalyzer_ML-Powered_DNA_2022,
  author = {Acharya, Piyush},
  doi = {10.5281/zenodo.14556577},
  month = oct,
  title = {{DNAnalyzer: ML-Powered DNA Analysis Platform}},
  url = {https://github.com/VerisimilitudeX/DNAnalyzer},
  version = {3.5.0-beta.0},
  year = {2022}
}
```

<br>

## ⚖Terms of Use

The use of this application is entirely at your own discretion and responsibility. While the DNAnalyzer team is committed to addressing significant issues, we disclaim liability for losses, damages, or consequences arising from the use of this application.

For questions or concerns, please contact us at help@dnanalyzer.org.

**Copyright © Piyush Acharya 2025.** DNAnalyzer is a fiscally sponsored 501(c)(3) nonprofit organization (EIN: 81-2908499) and is licensed under the MIT License.

<br>

<div align="center">
  <h3>Project Growth</h3>
  <a href="https://star-history.com/#VerisimilitudeX/DNAnalyzer&Date">
    <picture>
      <source media="(prefers-color-scheme: dark)" srcset="https://api.star-history.com/svg?repos=VerisimilitudeX/DNAnalyzer&type=Date&theme=dark" />
      <source media="(prefers-color-scheme: light)" srcset="https://api.star-history.com/svg?repos=VerisimilitudeX/DNAnalyzer&type=Date" />
      <img alt="Star History Chart" src="https://api.star-history.com/svg?repos=VerisimilitudeX/DNAnalyzer&type=Date" />
    </picture>
  </a>
</div>

<br>

<div align="center">
  <h3>Support DNAnalyzer</h3>
  <p>Every referral helps fund our nonprofit mission</p>

  <table>
    <tr>
      <td align="center">
        <h4>23andMe</h4>
        <p>Get <strong>10% off</strong> your order<br>DNAnalyzer earns <strong>$20</strong> per referral</p>
        <a href="https://refer.23andme.com/s/ruxd4" target="_blank">
          <img src="https://img.shields.io/badge/Get_10%25_Off-23andMe-4285F4?style=for-the-badge" alt="23andMe Referral">
        </a>
      </td>
      <td align="center">
        <h4>Ancestry® Membership</h4>
        <p>Get up to <strong>24% off</strong> membership<br>DNAnalyzer earns <strong>$10</strong> per referral</p>
        <a href="https://refer.ancestry.com/verisimilitude11!6699046cdf!a" target="_blank">
          <img src="https://img.shields.io/badge/Get_24%25_Off-Ancestry-83C36D?style=for-the-badge" alt="Ancestry Referral">
        </a>
      </td>
    </tr>
  </table>
</div>

	a/README.md		b/README.md
1	![DNAnalyzer-modified](https://user-images.githubusercontent.com/96280466/221687615-698969a1-8d39-4278-aa92-8f713625f165.png)	1	![DNAnalyzer-modified](https://user-images.githubusercontent.com/96280466/221687615-698969a1-8d39-4278-aa92-8f713625f165.png)
2		2
3	<div align="center">	3	<div align="center">
4	<h3>Democratizing AI-Powered DNA Analysis</h3>	4	<h3>Democratizing AI-Powered DNA Analysis</h3>
5	<p><i>On-device genomic insights for everyone, everywhere</i></p>	5	<p><i>On-device genomic insights for everyone, everywhere</i></p>
6		6
7	[![Copyright](https://img.shields.io/badge/copyright-2025-blue?style=for-the-badge)](https://github.com/VERISIMILITUDEX/DNAnalyzer)	7	[![Copyright](https://img.shields.io/badge/copyright-2025-blue?style=for-the-badge)](https://github.com/VERISIMILITUDEX/DNAnalyzer)
8	[![Release](https://img.shields.io/github/v/release/VERISIMILITUDEX/DNAnalyzer?style=for-the-badge&color=green)](https://github.com/VERISIMILITUDEX/DNAnalyzer/releases)	8	[![Release](https://img.shields.io/github/v/release/VERISIMILITUDEX/DNAnalyzer?style=for-the-badge&color=green)](https://github.com/VERISIMILITUDEX/DNAnalyzer/releases)
9	[![Build Status](https://img.shields.io/github/actions/workflow/status/VerisimilitudeX/DNAnalyzer/gradle.yml?style=for-the-badge)](https://github.com/VerisimilitudeX/DNAnalyzer/actions/workflows/gradle.yml)	9	[![Build Status](https://img.shields.io/github/actions/workflow/status/VerisimilitudeX/DNAnalyzer/gradle.yml?style=for-the-badge)](https://github.com/VerisimilitudeX/DNAnalyzer/actions/workflows/gradle.yml)
10	[![DOI](https://img.shields.io/badge/DOI-10.5281%2Fzenodo.14556578-blue?style=for-the-badge)](https://zenodo.org/records/14556578)	10	[![DOI](https://img.shields.io/badge/DOI-10.5281%2Fzenodo.14556578-blue?style=for-the-badge)](https://zenodo.org/records/14556578)
11		11
12	<br>	12	<br>
13		13
14	<a href="https://github.com/codespaces/new?hide_repo_select=true&ref=main&repo=519909104&machine=largePremiumLinux&location=WestUs&skip_quickstart=true&geo=UsWest">	14	<a href="https://github.com/codespaces/new?hide_repo_select=true&ref=main&repo=519909104&machine=largePremiumLinux&location=WestUs&skip_quickstart=true&geo=UsWest">
15	<img src="https://github.com/codespaces/badge.svg" alt="Open in GitHub Codespaces" style="height: 35px" />	15	<img src="https://github.com/codespaces/badge.svg" alt="Open in GitHub Codespaces" style="height: 35px" />
16	</a>	16	</a>
17	<a href="https://huggingface.co/DNAnalyzer">	17	<a href="https://huggingface.co/DNAnalyzer">
18	<img src="https://huggingface.co/datasets/huggingface/badges/resolve/main/sign-in-with-huggingface-xl-dark.svg" alt="Model in Hugging Face" style="height: 35px" />	18	<img src="https://huggingface.co/datasets/huggingface/badges/resolve/main/sign-in-with-huggingface-xl-dark.svg" alt="Model in Hugging Face" style="height: 35px" />
19	</a>	19	</a>
20	<a href="https://www.producthunt.com/posts/dnanalyzer?utm_source=badge-featured&utm_medium=badge&utm_souce=badge-dnanalyzer">	20	<a href="https://www.producthunt.com/posts/dnanalyzer?utm_source=badge-featured&utm_medium=badge&utm_souce=badge-dnanalyzer">
21	<img src="https://api.producthunt.com/widgets/embed-image/v1/featured.svg?post_id=401710&theme=dark" alt="DNAnalyzer on Product Hunt" style="height: 35px" />	21	<img src="https://api.producthunt.com/widgets/embed-image/v1/featured.svg?post_id=401710&theme=dark" alt="DNAnalyzer on Product Hunt" style="height: 35px" />
22	</a>	22	</a>
23		23
24	</div>	24	</div>
25		25
26	<br>	26	<br>
27		27
28	## Table of Contents	28	## Table of Contents
29		29
30	- [About DNAnalyzer](#-about-dnanalyzer)	30	- [About DNAnalyzer](#-about-dnanalyzer)
31	- [Why It Matters](#-why-it-matters)	31	- [Why It Matters](#-why-it-matters)
32	- [Core Features](#-core-features)	32	- [Core Features](#-core-features)
33	- [Quick DNA Introduction](#-quick-dna-introduction)	33	- [Quick DNA Introduction](#-quick-dna-introduction)
34	- [Getting Started](#-getting-started)	34	- [Getting Started](#-getting-started)
35	- [Roadmap](#-roadmap)	35	- [Roadmap](#-roadmap)
36	- [Contributing](#-contributing)	36	- [Contributing](#-contributing)
37	- [Citations](#-citations)	37	- [Citations](#-citations)
38	- [Terms of Use](#-terms-of-use)	38	- [Terms of Use](#-terms-of-use)
39		39
40	<br>	40	<br>
41		41
42	## About DNAnalyzer	42	## About DNAnalyzer
43		43
44	DNAnalyzer is a a biotechnology research and deployment company. Our mission is to revolutionize DNA analysis by making AI-powered genomic insights accessible to all through on-device computation.	44	DNAnalyzer is a a biotechnology research and deployment company. Our mission is to revolutionize DNA analysis by making AI-powered genomic insights accessible to all through on-device computation.
45		45
46	Founded by [Piyush Acharya](https://github.com/VerisimilitudeX), our platform has attracted 45 computational biologists and computer scientists from institutions including Microsoft Research, University of Macedonia, and Northeastern University.	46	Founded by [Piyush Acharya](https://github.com/VerisimilitudeX), our platform has attracted 45 computational biologists and computer scientists from institutions including Microsoft Research, University of Macedonia, and Northeastern University.
47		47
48	Our impact has been recognized by the organizers of the [AI Engineer World's Fair](https://www.ai.engineer/worldsfair) (backed by OpenAI, Microsoft, Google DeepMind, and Anthropic) and the CEO of Forem.	48	Our impact has been recognized by the organizers of the [AI Engineer World's Fair](https://www.ai.engineer/worldsfair) (backed by OpenAI, Microsoft, Google DeepMind, and Anthropic) and the CEO of Forem.
49		49
50	<br>	50	<br>
51		51
52	## Why It Matters	52	## Why It Matters
53		53
54	<div align="center">	54	<div align="center">
55		55
56	\| Current Reality \| DNAnalyzer's Mission \|	56	\| Current Reality \| DNAnalyzer's Mission \|
57	\|---\|---\|	57	\|---\|---\|
58	\| $100 average cost for DNA sequencing \| Free on-device analysis \|	58	\| $100 average cost for DNA sequencing \| Free on-device analysis \|
59	\| Up to $600 for basic health insights \| Accessible to underserved communities \|	59	\| Up to $600 for basic health insights \| Accessible to underserved communities \|
60	\| 78% of companies share genetic data with third parties \| Private, secure analysis that stays on your device \|	60	\| 78% of companies share genetic data with third parties \| Private, secure analysis that stays on your device \|
61	\| Data breaches expose millions (23andMe: 6.9M users in 2023) \| No central database of sensitive genetic information \|	61	\| Data breaches expose millions (23andMe: 6.9M users in 2023) \| No central database of sensitive genetic information \|
62		62
63	</div>	63	</div>
64		64
65	> "Unlike a credit card number or password, stolen or misused genetic information cannot be changed."	65	"Unlike a credit card number or password, stolen or misused genetic information cannot be changed."
66		66
67	<br>	67	<br>
68		68
69	## Core Features	69	## Core Features
70		70
71	<table>	71	<table>
72	<tr>	72	<tr>
73	<td width="33%" align="center">	73	<td width="33%" align="center">
74	<h3>Start & Stop Codons</h3>	74	<h3>Start & Stop Codons</h3>
75	<p>Identify protein coding regions and analyze the 20 different amino acids in polypeptide chains</p>	75	<p>Identify protein coding regions and analyze the 20 different amino acids in polypeptide chains</p>
76	</td>	76	</td>
77	<td width="33%" align="center">	77	<td width="33%" align="center">
78	<h3>High Coverage Regions</h3>	78	<h3>High Coverage Regions</h3>
79	<p>Detect promoter sequences with high GC-content (45-60%) that likely reveal crucial genomic information</p>	79	<p>Detect promoter sequences with high GC-content (45-60%) that likely reveal crucial genomic information</p>
80	</td>	80	</td>
81	<td width="33%" align="center">	81	<td width="33%" align="center">
82	<h3>Neural Disorder Analysis</h3>	82	<h3>Neural Disorder Analysis</h3>
83	<p>Identify genetic signatures related to neurodevelopmental disorders like autism, ADHD, and schizophrenia</p>	83	<p>Identify genetic signatures related to neurodevelopmental disorders like autism, ADHD, and schizophrenia</p>
84	</td>	84	</td>
85	</tr>	85	</tr>
86	<tr>	86	<tr>
87	<td width="33%" align="center">	87	<td width="33%" align="center">
88	<h3>Core Promoter Elements</h3>	88	<h3>Core Promoter Elements</h3>
89	<p>Find key promoter sequences (BRE, TATA, INR, DPE) responsible for initiating transcription</p>	89	<p>Find key promoter sequences (BRE, TATA, INR, DPE) responsible for initiating transcription</p>
90	</td>	90	</td>
91	<td width="33%" align="center">	91	<td width="33%" align="center">
92	<h3>FASTA Support</h3>	92	<h3>FASTA Support</h3>
93	<p>Process multi-line and single-line FASTA database files through upload or web linking</p>	93	<p>Process multi-line and single-line FASTA database files through upload or web linking</p>
94	</td>	94	</td>
95	<td width="33%" align="center">	95	<td width="33%" align="center">
96	<h3>Command-Line Interface</h3>	96	<h3>Command-Line Interface</h3>
97	<p>Access all core features through our powerful Methionine CLI (Met CLI) for scripting and automation</p>	97	<p>Access all core features through our powerful Methionine CLI (Met CLI) for scripting and automation</p>
98	</td>	98	</td>
99	</tr>	99	</tr>
100	</table>	100	</table>
101		101
102	> Coming Soon: Web-based user interface for enhanced accessibility	102	Coming Soon: Web-based user interface for enhanced accessibility
103		103
104	<br>	104	<br>
105		105
106	## Quick DNA Introduction	106	## Quick DNA Introduction
107		107
108	DNA: The Programming Language of Life	108	DNA: The Programming Language of Life
109		109
110	DNA exists in most cells of the body and contains the blueprint for creating over 200 distinct cell types. Like a programming language exclusive to living organisms, it encodes the instructions for all biological processes.	110	DNA exists in most cells of the body and contains the blueprint for creating over 200 distinct cell types. Like a programming language exclusive to living organisms, it encodes the instructions for all biological processes.
111		111
112	Databases: The Foundation of Analysis	112	Databases: The Foundation of Analysis
113		113
114	A DNA database is crucial for interpreting DNA sequences. By leveraging machine learning, we can make predictions on previously unseen DNA sequences, forming the foundation of modern genomic analysis.	114	A DNA database is crucial for interpreting DNA sequences. By leveraging machine learning, we can make predictions on previously unseen DNA sequences, forming the foundation of modern genomic analysis.
115		115
116	<br>	116	<br>
117		117
118	## Getting Started	118	## Getting Started
119		119
120	Ready to explore your DNA? Follow our comprehensive guide to get started:	120	Ready to explore your DNA? Follow our comprehensive guide to get started:
121		121
122	```bash	122	```bash
123	# Clone the repository	123	# Clone the repository
124	git clone https://github.com/VerisimilitudeX/DNAnalyzer.git	124	git clone https://github.com/VerisimilitudeX/DNAnalyzer.git
125		125
126	# Navigate to project directory	126	# Navigate to project directory
127	cd DNAnalyzer	127	cd DNAnalyzer
128		128
129	# Install dependencies	129	# Install dependencies
130	./gradlew build	130	./gradlew build
131	```	131	```
132		132
133	For detailed instructions, please refer to our [Getting Started Guide](docs/getting-started.md).	133	For detailed instructions, please refer to our [Getting Started Guide](docs/getting-started.md).
134		134
135	<br>	135	<br>
136		136
137	## Roadmap	137	## Roadmap
138		138
139	<div align="center">	139	<div align="center">
140		140
141	\| Upcoming Development \| Description \|	141	\| Upcoming Development \| Description \|
142	\|---\|---\|	142	\|---\|---\|
143	\| Optimized SQL Database \| High-performance vertical scaling database to store genomic data from thousands of species \|	143	\| Optimized SQL Database \| High-performance vertical scaling database to store genomic data from thousands of species \|
144	\| Enhanced Neural Network \| Support for genotyped data from 3rd-party DNA testing services ($99 compatibility) \|	144	\| Enhanced Neural Network \| Support for genotyped data from 3rd-party DNA testing services ($99 compatibility) \|
145	\| DIAMOND Implementation \| Combining DIAMOND's performance with BLAST's powerful algorithm \|	145	\| DIAMOND Implementation \| Combining DIAMOND's performance with BLAST's powerful algorithm \|
146		146
147	</div>	147	</div>
148		148
149	<br>	149	<br>
150		150
151	## Contributing	151	## Contributing
152		152
153	We welcome contributions from developers and researchers of all skill levels!	153	We welcome contributions from developers and researchers of all skill levels!
154		154
155	- [Contributing Guidelines](./docs/contributing/Contribution_Guidelines.md)	155	- [Contributing Guidelines](./docs/contributing/Contribution_Guidelines.md)
156	- [How To Use Git](./docs/contributing/CONTRIBUTING.md)	156	- [How To Use Git](./docs/contributing/CONTRIBUTING.md)
157		157
158	<div align="center">	158	<div align="center">
159	<a href="https://github.com/VerisimilitudeX/DNAnalyzer/stargazers">	159	<a href="https://github.com/VerisimilitudeX/DNAnalyzer/stargazers">
160	<img src="https://img.shields.io/github/stars/VerisimilitudeX/DNAnalyzer?style=for-the-badge&color=yellow" alt="Stars">	160	<img src="https://img.shields.io/github/stars/VerisimilitudeX/DNAnalyzer?style=for-the-badge&color=yellow" alt="Stars">
161	</a>	161	</a>
162	<a href="https://github.com/VerisimilitudeX/DNAnalyzer/issues">	162	<a href="https://github.com/VerisimilitudeX/DNAnalyzer/issues">
163	<img src="https://img.shields.io/github/issues/VerisimilitudeX/DNAnalyzer?style=for-the-badge" alt="Issues">	163	<img src="https://img.shields.io/github/issues/VerisimilitudeX/DNAnalyzer?style=for-the-badge" alt="Issues">
164	</a>	164	</a>
165	<a href="https://github.com/VerisimilitudeX/DNAnalyzer/pulls">	165	<a href="https://github.com/VerisimilitudeX/DNAnalyzer/pulls">
166	<img src="https://img.shields.io/github/issues-pr/VerisimilitudeX/DNAnalyzer?style=for-the-badge" alt="Pull Requests">	166	<img src="https://img.shields.io/github/issues-pr/VerisimilitudeX/DNAnalyzer?style=for-the-badge" alt="Pull Requests">
167	</a>	167	</a>
168	<a href="https://discord.gg/X3YCvGf2Ug">	168	<a href="https://discord.gg/X3YCvGf2Ug">
169	<img src="https://img.shields.io/discord/1033196198816915516?style=for-the-badge&logo=discord&logoColor=white" alt="Discord">	169	<img src="https://img.shields.io/discord/1033196198816915516?style=for-the-badge&logo=discord&logoColor=white" alt="Discord">
170	</a>	170	</a>
171	</div>	171	</div>
172		172
173	<br>	173	<br>
174		174
175	## Citations	175	## Citations
176		176
177	View our [detailed citations document](docs/citations.md) for all in-line references.	177	View our [detailed citations document](docs/citations.md) for all in-line references.
178		178
179	If you use DNAnalyzer in your research, please cite:	179	If you use DNAnalyzer in your research, please cite:
180		180
181	```bibtex	181	```bibtex
182	@software{Acharya_DNAnalyzer_ML-Powered_DNA_2022,	182	@software{Acharya_DNAnalyzer_ML-Powered_DNA_2022,
183	author = {Acharya, Piyush},	183	author = {Acharya, Piyush},
184	doi = {10.5281/zenodo.14556577},	184	doi = {10.5281/zenodo.14556577},
185	month = oct,	185	month = oct,
186	title = {{DNAnalyzer: ML-Powered DNA Analysis Platform}},	186	title = {{DNAnalyzer: ML-Powered DNA Analysis Platform}},
187	url = {https://github.com/VerisimilitudeX/DNAnalyzer},	187	url = {https://github.com/VerisimilitudeX/DNAnalyzer},
188	version = {3.5.0-beta.0},	188	version = {3.5.0-beta.0},
189	year = {2022}	189	year = {2022}
190	}	190	}
191	```	191	```
192		192
193	<br>	193	<br>
194		194
195	## ⚖Terms of Use	195	## ⚖Terms of Use
196		196
197	The use of this application is entirely at your own discretion and responsibility. While the DNAnalyzer team is committed to addressing significant issues, we disclaim liability for losses, damages, or consequences arising from the use of this application.	197	The use of this application is entirely at your own discretion and responsibility. While the DNAnalyzer team is committed to addressing significant issues, we disclaim liability for losses, damages, or consequences arising from the use of this application.
198		198
199	For questions or concerns, please contact us at help@dnanalyzer.org.	199	For questions or concerns, please contact us at help@dnanalyzer.org.
200		200
201	Copyright © Piyush Acharya 2025. DNAnalyzer is a fiscally sponsored 501(c)(3) nonprofit organization (EIN: 81-2908499) and is licensed under the MIT License.	201	Copyright © Piyush Acharya 2025. DNAnalyzer is a fiscally sponsored 501(c)(3) nonprofit organization (EIN: 81-2908499) and is licensed under the MIT License.
202		202
203	<br>	203	<br>
204		204
205	<div align="center">	205	<div align="center">
206	<h3>Project Growth</h3>	206	<h3>Project Growth</h3>
207	<a href="https://star-history.com/#VerisimilitudeX/DNAnalyzer&Date">	207	<a href="https://star-history.com/#VerisimilitudeX/DNAnalyzer&Date">
208	<picture>	208	<picture>
209	<source media="(prefers-color-scheme: dark)" srcset="https://api.star-history.com/svg?repos=VerisimilitudeX/DNAnalyzer&type=Date&theme=dark" />	209	<source media="(prefers-color-scheme: dark)" srcset="https://api.star-history.com/svg?repos=VerisimilitudeX/DNAnalyzer&type=Date&theme=dark" />
210	<source media="(prefers-color-scheme: light)" srcset="https://api.star-history.com/svg?repos=VerisimilitudeX/DNAnalyzer&type=Date" />	210	<source media="(prefers-color-scheme: light)" srcset="https://api.star-history.com/svg?repos=VerisimilitudeX/DNAnalyzer&type=Date" />
211	<img alt="Star History Chart" src="https://api.star-history.com/svg?repos=VerisimilitudeX/DNAnalyzer&type=Date" />	211	<img alt="Star History Chart" src="https://api.star-history.com/svg?repos=VerisimilitudeX/DNAnalyzer&type=Date" />
212	</picture>	212	</picture>
213	</a>	213	</a>
214	</div>	214	</div>
215		215
216	<br>	216	<br>
217		217
218	<div align="center">	218	<div align="center">
219	<h3>Support DNAnalyzer</h3>	219	<h3>Support DNAnalyzer</h3>
220	<p>Every referral helps fund our nonprofit mission</p>	220	<p>Every referral helps fund our nonprofit mission</p>
221		221
222	<table>	222	<table>
223	<tr>	223	<tr>
224	<td align="center">	224	<td align="center">
225	<h4>23andMe</h4>	225	<h4>23andMe</h4>
226	<p>Get <strong>10% off</strong> your order<br>DNAnalyzer earns <strong>$20</strong> per referral</p>	226	<p>Get <strong>10% off</strong> your order<br>DNAnalyzer earns <strong>$20</strong> per referral</p>
227	<a href="https://refer.23andme.com/s/ruxd4" target="_blank">	227	<a href="https://refer.23andme.com/s/ruxd4" target="_blank">
228	<img src="https://img.shields.io/badge/Get_10%25_Off-23andMe-4285F4?style=for-the-badge" alt="23andMe Referral">	228	<img src="https://img.shields.io/badge/Get_10%25_Off-23andMe-4285F4?style=for-the-badge" alt="23andMe Referral">
229	</a>	229	</a>
230	</td>	230	</td>
231	<td align="center">	231	<td align="center">
232	<h4>Ancestry® Membership</h4>	232	<h4>Ancestry® Membership</h4>
233	<p>Get up to <strong>24% off</strong> membership<br>DNAnalyzer earns <strong>$10</strong> per referral</p>	233	<p>Get up to <strong>24% off</strong> membership<br>DNAnalyzer earns <strong>$10</strong> per referral</p>
234	<a href="https://refer.ancestry.com/verisimilitude11!6699046cdf!a" target="_blank">	234	<a href="https://refer.ancestry.com/verisimilitude11!6699046cdf!a" target="_blank">
235	<img src="https://img.shields.io/badge/Get_24%25_Off-Ancestry-83C36D?style=for-the-badge" alt="Ancestry Referral">	235	<img src="https://img.shields.io/badge/Get_24%25_Off-Ancestry-83C36D?style=for-the-badge" alt="Ancestry Referral">
236	</a>	236	</a>
237	</td>	237	</td>
238	</tr>	238	</tr>
239	</table>	239	</table>
240	</div>	240	</div>