Effective Date: July 7, 2026
Welcome to AnalyticsWithNaban. These Terms & Conditions (“Terms”, “Terms of Use”, or “Agreement”) govern your access to and use of the website located at https://analyticswithnaban.com (the “Website”), owned and operated by Nabankur Ray (“Owner”, “we”, “us”, or “our”), based in India.
Please read these Terms carefully before using the Website. They contain important information regarding your legal rights, remedies, and obligations.
By accessing, browsing, reading, or otherwise using AnalyticsWithNaban, you acknowledge that you have read, understood, and agree to be legally bound by these Terms & Conditions in their entirety. This Agreement applies to all visitors, users, and others who access or use the Website.
If you do not agree with any part of these Terms, you must immediately discontinue your use of the Website. Continued use of the Website constitutes your ongoing acceptance of these Terms and any subsequent modifications.
The content on AnalyticsWithNaban is intended for a general audience. However, to interact with the Website (such as creating an account, making a purchase, or submitting comments), you must be at least the age of majority in your jurisdiction of residence (e.g., 18 years old in many countries).
If you are a minor, you must have the express permission and direct supervision of a parent or legal guardian to use this Website. We do not knowingly collect information from or target services to individuals under the age of 13. By using this Website, you represent and warrant that you meet these eligibility requirements.
AnalyticsWithNaban operates as a personal portfolio, educational platform, and technology blog. The primary purpose of this Website is to share knowledge, publish tutorials, showcase projects, and distribute resources related to:
Data Science, Data Analytics, and Data Engineering
Artificial Intelligence (AI), Machine Learning (ML), and Deep Learning
Python Programming and SQL
Business Intelligence tools such as Tableau and Power BI
Cloud Computing and Automation
Prompt Engineering and Generative AI
Career Guidance and Freelancing insights
Not Professional Advice: The content provided on this Website is strictly for educational, informational, and portfolio demonstration purposes. Nothing on this Website constitutes professional, legal, financial, medical, investment, or tax advice. You should seek appropriate professional counsel before making any decisions based on the technical or career information provided herein.
Unless otherwise stated, Nabankur Ray and/or licensors own the intellectual property rights for all material on AnalyticsWithNaban. All intellectual property rights are reserved.
This ownership includes, but is not limited to:
Original articles, blogs, research, and documentation.
Website design, layout, graphics, icons, and logos.
The “AnalyticsWithNaban” brand name.
Original source code, code examples, and portfolio projects.
Downloadable digital resources, templates, and multimedia content (images/videos).
Restrictions on Use: You may access this Website for your personal, non-commercial, educational use. However, you are strictly prohibited from:
Republishing, reproducing, or duplicating material from this Website without prior written consent.
Selling, renting, or sub-licensing material from this Website.
Claiming our original source code, tutorials, or projects as your own.
Using our content for commercial training or enterprise purposes without purchasing an appropriate license or obtaining explicit permission.
If we feature third-party code, open-source libraries, or datasets, those specific assets remain under their respective licenses (e.g., MIT, Apache, GPL).
As a user of AnalyticsWithNaban, you agree to interact with the Website in a lawful, respectful, and responsible manner. You strictly agree not to engage in any of the following prohibited activities:
Malicious Activity: Hacking, reverse engineering, distributing viruses, trojan horses, worms, or any other malicious software.
Unauthorized Access: Attempting to gain unauthorized access to the Website’s administrative backend, servers, databases, or associated networks.
Automated Scraping: Using bots, spiders, crawlers, or any automated systems to scrape, harvest, or extract data, articles, or code from the Website.
Disruption: Engaging in actions that impose an unreasonable or disproportionately large load on our infrastructure, such as DDoS attacks, or disrupting Website operations.
Illegal Acts: Using the Website for any unlawful purpose or to solicit others to perform or participate in any unlawful acts.
Harassment and Abuse: Posting offensive, hateful, defamatory, or harassing content in the comment sections or through contact forms.
Spamming: Sending unsolicited promotional material, spam, phishing links, or unauthorized advertisements.
Copyright Violations: Uploading or sharing content that infringes upon the intellectual property rights of others.
We reserve the right to report illegal activities to the appropriate law enforcement authorities and to block IP addresses associated with malicious behavior.
In the event that AnalyticsWithNaban introduces user accounts, memberships, or login portals in the future, the following rules apply:
You are responsible for maintaining the confidentiality of your account credentials (username and password).
You agree to accept responsibility for all activities that occur under your account.
You must provide accurate, current, and complete information during registration.
We reserve the right to terminate accounts, remove or edit content, or cancel orders at our sole discretion if we detect fraudulent or unauthorized activity.
AnalyticsWithNaban may allow users to post comments, feedback, or other user-generated content on articles and tutorials.
User Responsibility: You are solely responsible for the content, accuracy, and legality of any comments or material you post.
License Granted: By posting content on our Website, you grant us a non-exclusive, royalty-free, perpetual, and worldwide license to use, reproduce, edit, and publish that content in any media.
Moderation Rights: We reserve the right to monitor, moderate, edit, refuse, or permanently remove any comments that we determine, in our sole discretion, to be spam, abusive, defamatory, illegal, misleading, hateful, off-topic, or in violation of these Terms.
The tutorials, code snippets, AI prompts, datasets, architectural examples, and technical guides provided on this Website are designed strictly for educational and learning purposes.
No Production Guarantee: Code snippets and architectures demonstrated here are simplified for educational clarity and may lack the necessary security protocols, error handling, and optimization required for enterprise or production environments.
User Responsibility: You are entirely responsible for testing, validating, securing, and adapting any code, logic, or data models before implementing them into your own personal or commercial projects. We accept no liability for system failures, data loss, or security breaches resulting from the use of our educational examples.
AnalyticsWithNaban is deeply involved in Artificial Intelligence. Consequently, some of the articles, code snippets, graphics, prompts, or examples featured on this Website may be generated, enhanced, or optimized using Generative AI tools (such as ChatGPT, Claude, Gemini, Midjourney, etc.).
While we strive to review and verify AI-assisted content for technical accuracy, AI models can produce hallucinations, outdated syntax, or flawed logic. Users must independently verify and critically evaluate all content, especially code and architectural recommendations, before applying them in professional, academic, or business contexts.
The portfolio and project showcase sections of this Website display Nabankur Ray’s past work, learning experiences, and demonstrations.
Please note that these projects represent snapshots in time. They may utilize deprecated libraries, older language versions, or architectures that do not reflect current best practices or current production systems. They are provided to demonstrate problem-solving approaches and technical capabilities rather than ready-to-deploy enterprise solutions.
We may offer downloadable files, including but not limited to PDFs, source code (.py, .sql), Jupyter Notebooks, datasets, and templates.
“As Is” Basis: All downloads are provided on an “as is” and “as available” basis without any warranties.
Risk Assumption: While we employ reasonable security measures, we do not guarantee that downloadable files are completely free from viruses or destructive code. You are responsible for implementing sufficient anti-virus checks and data backup procedures. You download and use these resources at your own discretion and risk.
AnalyticsWithNaban contains links to external websites and resources that are not owned or controlled by us. This includes, but is not limited to:
GitHub (for code repositories)
YouTube (for embedded video tutorials)
Google Services (Analytics, AdSense, Drive)
Kaggle (for datasets)
Tableau Public (for dashboard embeds)
LinkedIn and other social media platforms
We have no control over, and assume no responsibility for, the content, privacy policies, terms of use, or practices of any third-party websites or services. You acknowledge and agree that AnalyticsWithNaban shall not be responsible or liable, directly or indirectly, for any damage or loss caused by your use of or reliance on any such external content, goods, or services.
To support the creation of free educational content, AnalyticsWithNaban may display advertisements served by Google AdSense and other third-party advertising partners.
By using this Website, you acknowledge and agree to the following regarding advertising:
Display of Ads: We may display targeted and non-targeted advertisements. The presence of an advertisement on this Website does not constitute an endorsement, guarantee, or recommendation of the product or service by Nabankur Ray.
Use of Cookies: Third-party vendors, including Google, use cookies to serve ads based on your prior visits to this Website or other websites on the Internet.
DoubleClick Cookie: Google’s use of advertising cookies enables it and its partners to serve personalized ads to you based on your browsing history.
Opting Out: You may opt out of personalized advertising by visiting Google’s Ads Settings. Alternatively, you can opt out of a third-party vendor’s use of cookies for personalized advertising by visiting www.aboutads.info.
Limited Control: We do not control the specific advertisements displayed by Google AdSense, nor do we control the tracking technologies utilized by these third-party ad networks. Users should review the respective privacy policies of advertisers before interacting with their ads or purchasing their products.
In the spirit of complete transparency, some of the links on AnalyticsWithNaban may be “affiliate links.” This means if you click on the link and purchase an item or sign up for a service (such as cloud hosting, software tools, or books), we may receive an affiliate commission at no additional cost to you.
We only recommend products, tools, and services that we believe provide value to the Data Science, AI, and Tech community. Our recommendations are based on our genuine opinion, regardless of any potential commission.
If AnalyticsWithNaban offers digital products for sale (such as premium templates, eBooks, online courses, or consulting services):
Purchase Terms: All sales are subject to the specific terms presented at checkout.
Licensing: Digital products are licensed, not sold. Purchasing a digital product grants you a non-exclusive, non-transferable license for personal, non-commercial use unless a commercial license is explicitly purchased.
Refund Policy: Due to the irrevocable nature of digital goods, refunds are generally not provided once a file has been downloaded or accessed, unless explicitly stated otherwise in a specific product’s guarantee or required by applicable consumer protection law. [Placeholder: Specific Refund Policy Link, if applicable].
By subscribing to our newsletter or entering your email address into any opt-in form on the Website, you explicitly consent to receive educational emails, technical updates, marketing communications, and promotional offers from us.
We respect your inbox. You may opt out of receiving any, or all, of these communications from us at any time by following the unsubscribe link or the instructions provided in any email we send.
To the maximum extent permitted by applicable law, in no event shall Nabankur Ray, AnalyticsWithNaban, nor its affiliates, partners, agents, or licensors be liable for any indirect, incidental, special, consequential, or punitive damages, including without limitation:
Loss of profits, revenue, or business opportunities.
Loss of data, usage, or goodwill.
Business interruption.
Damages resulting from your access to or use of, or inability to access or use, the Website.
Any conduct or content of any third party on the Website.
Software issues, website downtime, server failures, or data breaches.
Damages resulting from reliance on the educational content, code, or technical advice provided on the site.
In no event shall our total liability to you for all claims related to the Website exceed the amount, if any, paid by you to us during the past six (6) months for the specific service at issue.
This Website and all of its content, materials, and services are provided on an “AS IS” and “AS AVAILABLE” basis.
Nabankur Ray expressly disclaims all warranties of any kind, whether express or implied, including, but not limited to, the implied warranties of merchantability, fitness for a particular purpose, non-infringement, and technical accuracy.
We make no warranty that:
The Website will meet your specific requirements.
The Website will be available on an uninterrupted, timely, secure, or error-free basis.
The results obtained from the use of the Website or any code snippets will be accurate, reliable, or safe for production use.
The quality of any information, products, or services obtained through the Website will meet your expectations.
You agree to defend, indemnify, and hold harmless Nabankur Ray and AnalyticsWithNaban, its contractors, licensors, and their respective directors, officers, employees, and agents from and against any and all claims, damages, obligations, losses, liabilities, costs or debt, and expenses (including but not limited to attorney’s fees) arising from:
Your use of and access to the Website.
Your violation of any term of these Terms & Conditions.
Your violation of any third-party right, including without limitation any copyright, property, or privacy right.
Any claim that your user-generated content caused damage to a third party.
Your unauthorized application of the educational content provided on this Website in a commercial or production environment.
Your use of the Website is also governed by our Privacy Policy. Please review our Privacy Policy, which explains how we collect, use, safeguard, and disclose information that pertains to your privacy. By agreeing to these Terms & Conditions, you also acknowledge that you have read and consent to our data practices as described in the Privacy Policy.
We reserve the right, in our sole discretion, to terminate or suspend your access to all or part of the Website, without prior notice or liability, for any reason whatsoever, including without limitation if you breach these Terms & Conditions.
Upon termination, your right to use the Website will immediately cease. All provisions of the Terms which by their nature should survive termination shall survive, including ownership provisions, warranty disclaimers, indemnity, and limitations of liability.
These Terms & Conditions shall be governed by and construed in accordance with the laws of India, without regard to its conflict of law provisions.
Any legal action or proceeding arising out of or related to these Terms shall be brought exclusively in the courts located in [Insert Specific City/State, e.g., Kolkata, West Bengal], India, and you hereby consent to the personal jurisdiction of such courts. Our failure to enforce any right or provision of these Terms will not be considered a waiver of those rights.
We reserve the right, at our sole discretion, to modify or replace these Terms & Conditions at any time. If a revision is material, we will make reasonable efforts to provide notice prior to any new terms taking effect. What constitutes a material change will be determined at our sole discretion.
By continuing to access or use our Website after those revisions become effective, you agree to be bound by the revised terms. We encourage you to review this page regularly to ensure you are aware of any changes.
If you have any questions, concerns, or requests regarding these Terms & Conditions, please contact us at:
Website: https://analyticswithnaban.com
Business Email: analyticswithnaban@gmail.com
Contact Page: https://analyticswithnaban.com/contact/