Need a cutting-edge IoT Final Year Projects for your academics and research? Our curated list is just the beginning. phdservices.org offers full research support from choosing the right topic to completing your paper with excellence.
Research Areas in IoT
We’ve gathered some exciting IoT Final Year that cover applications, technical challenges, and cross-disciplinary innovations in IoT. Tell us your interests we’ll match you with the best research direction.
Top Research Areas in IoT
- IoT Security and Privacy
- Focus: Protecting data and devices in IoT networks.
- Sub-areas:
- Lightweight cryptography for constrained devices
- Intrusion detection and prevention systems (IDS/IPS)
- Blockchain for secure IoT data sharing
- Authentication protocols for heterogeneous devices
- Energy-Efficient IoT Systems
- Focus: Reducing power consumption for IoT devices and networks.
- Sub-areas:
- Energy harvesting (solar, vibration, RF-based)
- Sleep scheduling and duty cycling algorithms
- Low-power communication protocols (LoRa, Zigbee, NB-IoT)
- IoT for Smart Cities
- Focus: Using IoT to improve urban living.
- Sub-areas:
- Smart transportation and traffic monitoring
- Smart waste management and water distribution
- Urban air quality and noise monitoring
- Integrated city infrastructure
- Industrial IoT (IIoT) / Industry 4.0
- Focus: IoT in manufacturing and industrial automation.
- Sub-areas:
- Predictive maintenance
- Machine-to-Machine (M2M) communication
- Digital twins
- Real-time quality control with edge analytics
- IoT and Edge/Fog Computing
- Focus: Bringing computation closer to IoT devices.
- Sub-areas:
- Latency-aware task offloading
- Edge AI and distributed analytics
- Resource management in fog networks
- Mobile edge computing (MEC)
- IoT Data Analytics and Machine Learning
- Focus: Extracting value from sensor data.
- Sub-areas:
- Anomaly detection in sensor networks
- Time-series forecasting (e.g., weather, energy use)
- Real-time decision-making systems
- Federated learning on IoT devices
- Wireless Sensor Networks (WSNs) for IoT
- Focus: Building efficient sensor networks.
- Sub-areas:
- Topology control and clustering algorithms
- Localization techniques
- Fault-tolerant data routing
- Sensor calibration and synchronization
- IoT for Healthcare and Remote Monitoring
- Focus: Improving patient care and wellness tracking.
- Sub-areas:
- Wearable health monitors (ECG, SpO2, BP)
- IoMT (Internet of Medical Things) platforms
- Fall detection and elderly care systems
- Remote patient monitoring via cloud/edge
- Agricultural IoT (Agri-IoT / Smart Farming)
- Focus: Enhancing crop yield and livestock care.
- Sub-areas:
- Precision irrigation and soil sensing
- Crop health monitoring using drones/IoT
- Climate-based predictive farming
- Livestock tracking and health alerts
- Interoperability and Standardization in IoT
- Focus: Ensuring seamless communication among diverse IoT devices.
- Sub-areas:
- Middleware for protocol translation
- Semantic interoperability
- Standardized APIs for IoT ecosystems
- Open-source IoT frameworks (e.g., FIWARE)
Research Problems & solutions in IOT
Research Problems & solutions in IOT with practical and innovative solutions, are listed below get know some impactful and Research Problems & solutions on your interested areas from our experts.
Research Problems and Solutions in IoT
- Problem: Data Security in Resource-Constrained IoT Devices
- Issue: IoT devices often lack processing power for traditional encryption techniques.
- Solution:
- Implement lightweight cryptographic algorithms (e.g., SPECK, PRESENT).
- Use hardware security modules (HSMs) or Trusted Execution Environments (TEE).
- Apply blockchain or IOTA for decentralized and tamper-proof logging.
- Problem: Scalability in Large-Scale IoT Networks
- Issue: Managing thousands or millions of devices becomes complex.
- Solution:
- Use edge/fog computing to offload data processing closer to the source.
- Implement hierarchical clustering and adaptive routing protocols.
- Employ software-defined networking (SDN) for centralized control.
- Problem: Interoperability Among Heterogeneous IoT Devices
- Issue: Devices from different vendors use incompatible protocols and data formats.
- Solution:
- Develop middleware platforms with support for standard protocols (MQTT, CoAP, HTTP).
- Use semantic web technologies (e.g., ontologies) to enable semantic interoperability.
- Problem: Limited Power Supply and Energy Efficiency
- Issue: Battery-powered IoT devices need to operate for long durations.
- Solution:
- Apply energy-aware routing and duty cycling strategies.
- Integrate energy harvesting techniques (e.g., solar, RF).
- Use low-power wide-area networks (LPWAN) like LoRa, Sigfox, or NB-IoT.
- Problem: Real-Time Processing and Low Latency
- Issue: Cloud-based processing introduces delays, unsuitable for critical IoT applications.
- Solution:
- Deploy edge and fog nodes for local computation.
- Use latency-aware task offloading and containerized microservices.
- Implement predictive models for real-time decisions using ML.
- Problem: Inaccurate or Incomplete Sensor Data
- Issue: IoT devices may fail or report noisy/erroneous data.
- Solution:
- Use sensor fusion and statistical filtering (e.g., Kalman filter).
- Implement fault detection and self-calibration mechanisms.
- Train AI models to detect anomalies and missing values.
- Problem: Network Congestion and Packet Loss
- Issue: High-volume IoT traffic can overload networks.
- Solution:
- Use QoS-aware routing protocols with congestion control.
- Implement data compression and event-driven sensing.
- Deploy traffic prioritization and intelligent buffering at gateways.
- Problem: Privacy Concerns in Personal IoT Data
- Issue: IoT devices collect sensitive data (e.g., location, health).
- Solution:
- Use differential privacy and on-device data processing.
- Design opt-in consent mechanisms for data collection.
- Encrypt personal data with identity-based encryption (IBE) or anonymous credentials.
- Problem: Lack of Standard Testing and Benchmarking Platforms
- Issue: IoT systems are tested inconsistently, making results non-comparable.
- Solution:
- Develop open-source simulation platforms (e.g., Cooja, NS3, OMNeT++) for reproducible testing.
- Use digital twins for real-world testing scenarios.
- Problem: Device Localization in GPS-Denied Environments
- Issue: GPS is unavailable indoors or in dense urban areas.
- Solution:
- Apply RSSI-based, ToA, or machine learning-based localization.
- Use Ultra-Wideband (UWB) or vision-based SLAM techniques.
- Problem: Firmware Update and Remote Maintenance
- Issue: Updating thousands of devices in the field is difficult.
- Solution:
- Implement over-the-air (OTA) update protocols with rollback safety.
- Use secure bootloaders and digital signatures to prevent malware injection.
- Problem: Data Overload and Storage Management
- Issue: Continuous sensing creates massive volumes of data.
- Solution:
- Apply edge-based filtering and data summarization.
- Use cloud-based cold and hot storage tiers.
- Integrate AI-based prioritization of which data to retain or delete.
Research Issues In IOT
Have a look at the recent Research Issues in IOT ideal for framing research questions, thesis topics, or identifying challenges to solve in academic and industrial IoT projects.
Research Issues in IoT (Internet of Things)
- Security and Privacy of IoT Devices
- Issue: Many IoT devices lack strong built-in security, making them vulnerable to attacks (e.g., botnets, spoofing).
- Challenges:
- Limited computational resources for standard encryption
- Secure data transmission over wireless networks
- Secure booting and firmware updates
- Interoperability Between Heterogeneous Devices
- Issue: IoT devices often use different communication protocols and data formats.
- Challenges:
- Lack of universal standards
- Protocol incompatibility (e.g., Zigbee vs LoRa)
- Semantic differences in data representation
- Energy Efficiency and Power Management
- Issue: Most IoT devices rely on batteries or low-power sources.
- Challenges:
- Prolonging battery life without compromising performance
- Efficient duty cycling and sleep scheduling
- Real-time energy-aware routing
- Scalability in Massive IoT Deployments
- Issue: IoT ecosystems may involve millions of devices and sensors.
- Challenges:
- Managing network traffic and congestion
- Maintaining QoS across all nodes
- Real-time data processing at scale
- Real-Time Data Processing and Low Latency
- Issue: Applications like autonomous vehicles or smart health monitoring need instant decisions.
- Challenges:
- Delays in cloud-based systems
- Edge/fog offloading complexity
- Processing vs power trade-offs
- Data Quality, Accuracy, and Reliability
- Issue: Sensor readings may be noisy, missing, or incorrect.
- Challenges:
- Fault detection and sensor validation
- Data imputation or correction
- Sensor redundancy and calibration
- Standardization and Protocol Fragmentation
- Issue: Many vendors use proprietary protocols or hardware, fragmenting the ecosystem.
- Challenges:
- Absence of widely accepted frameworks
- Difficulty in system integration and expansion
- Limited cross-platform support
- Location Tracking and Context Awareness
- Issue: Accurate localization is difficult in GPS-denied or indoor environments.
- Challenges:
- Developing lightweight, accurate localization techniques
- Combining sensor data with AI for contextual awareness
- Privacy issues in location tracking
- Network Reliability and Connectivity
- Issue: IoT devices often operate in areas with unstable or low-bandwidth connectivity.
- Challenges:
- Ensuring reliable data delivery
- Handling intermittent network failures
- Using adaptive routing protocols
- Data Overload and Storage Management
- Issue: High-frequency sensing and logging generate huge volumes of data.
- Challenges:
- Efficient data filtering and summarization
- Cloud storage costs and latency
- Real-time analytics under constrained resources
- Secure and Efficient Firmware Updates
- Issue: IoT devices often need remote updates for bug fixes and patches.
- Challenges:
- Providing secure OTA updates
- Preventing bricking due to faulty updates
- Authenticating updates against malicious tampering
- Lack of Benchmarks and Simulation Tools
- Issue: Evaluating IoT protocols or architectures is hard without unified tools.
- Challenges:
- Few standard testbeds or datasets
- Simulation tools lack support for full-stack IoT systems
- Real-world deployment validation is costly
Research Ideas In IOT
Research Ideas In IOT that address real-world challenges in security, efficiency, healthcare, agriculture, smart cities, and edge computing are discussed to get custom solution you can approach us.
Top Research Ideas in IoT (2025 Edition)
- Blockchain-Based Secure Data Sharing in IoT Networks
- Goal: Prevent data tampering and ensure trust between devices in an IoT system.
- Focus Areas: Lightweight blockchain, smart contracts, secure data logs.
- Energy-Efficient Routing Protocol for Wireless Sensor IoT Networks
- Goal: Extend battery life of IoT sensors using optimized routing.
- Focus Areas: Energy-aware clustering, duty cycling, AI-based routing.
- AI-Powered Intrusion Detection System for IoT Devices
- Goal: Detect and respond to unauthorized access in IoT ecosystems.
- Focus Areas: Anomaly detection, machine learning, edge security.
- Fog-Enabled Healthcare Monitoring System Using IoT Wearables
- Goal: Monitor patient vitals and process data at the edge to reduce latency.
- Focus Areas: Fog computing, wearable devices, real-time health alerts.
- Smart Waste Management System for Smart Cities
- Goal: Use IoT-enabled bins with fill-level sensors to optimize garbage collection.
- Focus Areas: Ultrasonic sensors, LoRa communication, route optimization.
- Precision Agriculture Using IoT and Edge Computing
- Goal: Monitor soil moisture, temperature, and crop health using edge-based analytics.
- Focus Areas: Smart irrigation, drone sensing, low-power WSNs.
- Lightweight Authentication Protocol for Resource-Constrained IoT Devices
- Goal: Secure IoT communication without overloading device resources.
- Focus Areas: ECC (Elliptic Curve Cryptography), lightweight hashing, key exchange.
- Real-Time Traffic Prediction and Control Using IoT Sensors
- Goal: Reduce congestion using real-time data from roadside sensors and AI prediction models.
- Focus Areas: Edge AI, smart traffic lights, fog nodes.
- Digital Twin for Industrial IoT (IIoT) Monitoring
- Goal: Create a virtual simulation of machinery for predictive maintenance.
- Focus Areas: Digital twin modeling, fault detection, real-time alerts.
- Privacy-Preserving Federated Learning for Smart Homes
- Goal: Train models locally across smart devices without sharing user data to the cloud.
- Focus Areas: Federated learning, homomorphic encryption, on-device AI.
Research Topics in IOT
Research Topics in IOT that focus on key IoT challenges such as security, energy efficiency, smart applications, AI integration, and scalability are shared by us we will help scholars with perfect topic that holds correct keyword in it.
Top Research Topics in IoT (2025 Edition)
- Lightweight Cryptographic Techniques for Securing IoT Devices
- Explore energy-efficient encryption methods tailored for low-power IoT environments.
- AI-Powered Anomaly Detection for IoT-Based Smart Homes
- Use machine learning to detect unusual device behavior or intrusions in smart home networks.
- Edge and Fog Computing Models for Low-Latency IoT Applications
- Design edge/fog architectures to reduce delay in real-time IoT systems (e.g., healthcare, autonomous vehicles).
- Energy-Efficient Communication Protocols for IoT Sensor Networks
- Investigate new or improved protocols (e.g., LoRa, NB-IoT, Zigbee) for extended battery life.
- IoT-Based Remote Patient Monitoring System with Edge Intelligence
- Develop systems that locally process patient health data and alert caregivers in real time.
- Smart Agriculture Using IoT and Machine Learning for Crop Yield Prediction
- Integrate sensors and AI to optimize irrigation, pest control, and crop planning.
- QoS-Aware Routing Algorithms for Scalable IoT Networks
- Propose routing protocols that balance latency, bandwidth, and reliability.
- Over-the-Air (OTA) Firmware Update Mechanisms in IoT Ecosystems
- Study secure and scalable OTA update strategies for distributed IoT deployments.
- IoT Integration in Smart City Infrastructure (Traffic, Lighting, Waste)
- Model and simulate urban IoT networks with real-time control and data analytics.
- Digital Twin Framework for Industrial IoT Monitoring and Control
- Create a virtual twin to simulate, monitor, and predict performance/failure in smart factories.
- Blockchain-Enabled Access Control in Multi-Tenant IoT Networks
- Implement decentralized identity and access control using lightweight blockchain systems.
- Simulation-Based Evaluation of IoT Protocols in NS3/OMNeT++
- Compare performance of MQTT, CoAP, 6LoWPAN, etc., under various network loads.
- Federated Learning for Privacy-Preserving Smart IoT Systems
- Enable decentralized training of ML models across devices without data sharing.
- IoT-Driven Air Quality Monitoring and Forecasting Using Predictive Analytics
- Deploy sensors and ML models to measure and predict environmental pollution levels.
- Intrusion Detection System (IDS) for IoT Networks Using Deep Learning
- Develop an IDS that uses CNN/RNN models to detect cyber-attacks in real-time.
Let our domain experts lead you in the right direction. From detailed explanations to exceptional results, we’re here to support your project every step of the way.
Milestones
MILESTONE 1: Research Proposal
Finalize Journal (Indexing)
Before sit down to research proposal writing, we need to
decide exact
journals. For
e.g. SCI, SCI-E, ISI, SCOPUS.
Research Subject Selection
As a doctoral student, subject selection is a big problem.
Phdservices.org has the
team of world class experts who experience in assisting all subjects.
When you
decide to work in networking, we assign our experts in your specific
area for
assistance.
Research Topic Selection
We helping you with right and perfect topic selection,
which sound
interesting to the
other fellows of your committee. For e.g. if your interest in
networking, the
research topic is VANET / MANET / any other
Literature Survey Writing
To ensure the novelty of research, we find research gaps in
50+ latest
benchmark
papers (IEEE, Springer, Elsevier, MDPI, Hindawi, etc.)
Case Study Writing
After literature survey, we get the main issue/problem that
your
research topic will
aim to resolve and elegant writing support to identify relevance of the
issue.
Problem Statement
Based on the research gaps finding and importance of your
research, we
conclude the
appropriate and specific problem statement.
Writing Research Proposal
Writing a good research proposal has need of lot of time.
We only span
a few to cover
all major aspects (reference papers collection, deficiency finding,
drawing system
architecture, highlights novelty)
MILESTONE 2: System Development
Fix Implementation Plan
We prepare a clear project implementation plan that narrates your proposal in step-by step and it contains Software and OS specification. We recommend you very suitable tools/software that fit for your concept.
Tools/Plan Approval
We get the approval for implementation tool, software, programing language and finally implementation plan to start development process.
Pseudocode Description
Our source code is original since we write the code after pseudocodes, algorithm writing and mathematical equation derivations.
Develop Proposal Idea
We implement our novel idea in step-by-step process that given in implementation plan. We can help scholars in implementation.
Comparison/Experiments
We perform the comparison between proposed and existing schemes in both quantitative and qualitative manner since it is most crucial part of any journal paper.
Graphs, Results, Analysis Table
We evaluate and analyze the project results by plotting graphs, numerical results computation, and broader discussion of quantitative results in table.
Project Deliverables
For every project order, we deliver the following: reference papers, source codes screenshots, project video, installation and running procedures.
MILESTONE 3: Paper Writing
Choosing Right Format
We intend to write a paper in customized layout. If you are interesting in any specific journal, we ready to support you. Otherwise we prepare in IEEE transaction level.
Collecting Reliable Resources
Before paper writing, we collect reliable resources such as 50+ journal papers, magazines, news, encyclopedia (books), benchmark datasets, and online resources.
Writing Rough Draft
We create an outline of a paper at first and then writing under each heading and sub-headings. It consists of novel idea and resources
Proofreading & Formatting
We must proofread and formatting a paper to fix typesetting errors, and avoiding misspelled words, misplaced punctuation marks, and so on
Native English Writing
We check the communication of a paper by rewriting with native English writers who accomplish their English literature in University of Oxford.
Scrutinizing Paper Quality
We examine the paper quality by top-experts who can easily fix the issues in journal paper writing and also confirm the level of journal paper (SCI, Scopus or Normal).
Plagiarism Checking
We at phdservices.org is 100% guarantee for original journal paper writing. We never use previously published works.
MILESTONE 4: Paper Publication
Finding Apt Journal
We play crucial role in this step since this is very important for scholar’s future. Our experts will help you in choosing high Impact Factor (SJR) journals for publishing.
Lay Paper to Submit
We organize your paper for journal submission, which covers the preparation of Authors Biography, Cover Letter, Highlights of Novelty, and Suggested Reviewers.
Paper Submission
We upload paper with submit all prerequisites that are required in journal. We completely remove frustration in paper publishing.
Paper Status Tracking
We track your paper status and answering the questions raise before review process and also we giving you frequent updates for your paper received from journal.
Revising Paper Precisely
When we receive decision for revising paper, we get ready to prepare the point-point response to address all reviewers query and resubmit it to catch final acceptance.
Get Accept & e-Proofing
We receive final mail for acceptance confirmation letter and editors send e-proofing and licensing to ensure the originality.
Publishing Paper
Paper published in online and we inform you with paper title, authors information, journal name volume, issue number, page number, and DOI link
MILESTONE 5: Thesis Writing
Identifying University Format
We pay special attention for your thesis writing and our 100+ thesis writers are proficient and clear in writing thesis for all university formats.
Gathering Adequate Resources
We collect primary and adequate resources for writing well-structured thesis using published research articles, 150+ reputed reference papers, writing plan, and so on.
Writing Thesis (Preliminary)
We write thesis in chapter-by-chapter without any empirical mistakes and we completely provide plagiarism-free thesis.
Skimming & Reading
Skimming involve reading the thesis and looking abstract, conclusions, sections, & sub-sections, paragraphs, sentences & words and writing thesis chorological order of papers.
Fixing Crosscutting Issues
This step is tricky when write thesis by amateurs. Proofreading and formatting is made by our world class thesis writers who avoid verbose, and brainstorming for significant writing.
Organize Thesis Chapters
We organize thesis chapters by completing the following: elaborate chapter, structuring chapters, flow of writing, citations correction, etc.
Writing Thesis (Final Version)
We attention to details of importance of thesis contribution, well-illustrated literature review, sharp and broad results and discussion and relevant applications study.
How PhDservices.org deal with significant issues ?
1. Novel Ideas
Novelty is essential for a PhD degree. Our experts are bringing quality of
being novel ideas in the particular research area. It can be only determined by after
thorough literature search (state-of-the-art works published in IEEE, Springer, Elsevier,
ACM, ScienceDirect, Inderscience, and so on). SCI and SCOPUS journals reviewers and editors
will always demand “Novelty” for each publishing work. Our experts have in-depth knowledge
in all major and sub-research fields to introduce New Methods and Ideas. MAKING NOVEL IDEAS
IS THE ONLY WAY OF WINNING PHD.
2. Plagiarism-Free
To improve the quality and originality of works, we are strictly avoiding
plagiarism since plagiarism is not allowed and acceptable for any type journals (SCI, SCI-E,
or Scopus) in editorial and reviewer point of view. We have software named as
“Anti-Plagiarism Software” that examines the similarity score for documents with good
accuracy. We consist of various plagiarism tools like Viper, Turnitin, Students and scholars
can get your work in Zero Tolerance to Plagiarism. DONT WORRY ABOUT PHD, WE WILL TAKE CARE
OF EVERYTHING.
3. Confidential Info
We intended to keep your personal and technical information in secret and
it is a basic worry for all scholars.
-
Technical Info: We never share your technical details to any other scholar since
we know the importance of time and resources that are giving us by scholars.
-
Personal Info: We restricted to access scholars personal details by our experts.
Our organization leading team will have your basic and necessary info for scholars.
CONFIDENTIALITY AND PRIVACY OF INFORMATION HELD IS OF VITAL IMPORTANCE AT
PHDSERVICES.ORG. WE HONEST FOR ALL CUSTOMERS.
4. Publication
Most of the PhD consultancy services will end their services in Paper
Writing, but our PhDservices.org is different from others by giving guarantee for both paper
writing and publication in reputed journals. With our 18+ year of experience in delivering
PhD services, we meet all requirements of journals (reviewers, editors, and editor-in-chief)
for rapid publications. From the beginning of paper writing, we lay our smart works.
PUBLICATION IS A ROOT FOR PHD DEGREE. WE LIKE A FRUIT FOR GIVING SWEET FEELING FOR ALL
SCHOLARS.
5. No Duplication
After completion of your work, it does not available in our library
i.e. we erased after completion of your PhD work so we avoid of giving duplicate contents
for scholars. This step makes our experts to bringing new ideas, applications, methodologies
and algorithms. Our work is more standard, quality and universal. Everything we make it as a
new for all scholars. INNOVATION IS THE ABILITY TO SEE THE ORIGINALITY. EXPLORATION IS OUR
ENGINE THAT DRIVES INNOVATION SO LET’S ALL GO EXPLORING.
I ordered a research proposal in the research area of Wireless Communications and it was as very good as I can catch it.
- Aaron
I had wishes to complete implementation using latest software/tools and I had no idea of where to order it. My friend suggested this place and it delivers what I expect.
- Aiza
It really good platform to get all PhD services and I have used it many times because of reasonable price, best customer services, and high quality.
- Amreen
My colleague recommended this service to me and I’m delighted their services. They guide me a lot and given worthy contents for my research paper.
- Andrew
I’m never disappointed at any kind of service. Till I’m work with professional writers and getting lot of opportunities.
- Christopher
Once I am entered this organization I was just felt relax because lots of my colleagues and family relations were suggested to use this service and I received best thesis writing.
- Daniel
I recommend phdservices.org. They have professional writers for all type of writing (proposal, paper, thesis, assignment) support at affordable price.
- David
You guys did a great job saved more money and time. I will keep working with you and I recommend to others also.
- Henry
These experts are fast, knowledgeable, and dedicated to work under a short deadline. I had get good conference paper in short span.
- Jacob
Guys! You are the great and real experts for paper writing since it exactly matches with my demand. I will approach again.
- Michael
I am fully satisfied with thesis writing. Thank you for your faultless service and soon I come back again.
- Samuel
Trusted customer service that you offer for me. I don’t have any cons to say.
- Thomas
I was at the edge of my doctorate graduation since my thesis is totally unconnected chapters. You people did a magic and I get my complete thesis!!!
- Abdul Mohammed
Good family environment with collaboration, and lot of hardworking team who actually share their knowledge by offering PhD Services.
- Usman
I enjoyed huge when working with PhD services. I was asked several questions about my system development and I had wondered of smooth, dedication and caring.
- Imran
I had not provided any specific requirements for my proposal work, but you guys are very awesome because I’m received proper proposal. Thank you!
- Bhanuprasad
I was read my entire research proposal and I liked concept suits for my research issues. Thank you so much for your efforts.
- Ghulam Nabi
I am extremely happy with your project development support and source codes are easily understanding and executed.
- Harjeet
Hi!!! You guys supported me a lot. Thank you and I am 100% satisfied with publication service.
- Abhimanyu
I had found this as a wonderful platform for scholars so I highly recommend this service to all. I ordered thesis proposal and they covered everything. Thank you so much!!!
- Gupta