Digital Commons Network^™

An Antimicrobial Polydopamine Surface Coating To Reduce Biofouling On Telemetry Tags Used In Marine Conservation Practices, Ariana Smies

Dissertations, Master's Theses and Master's Reports

Satellite telemetry tags are used to track the migration patterns of large cetaceans. These tags penetrate the dermis and remain embedded in the underlying blubber tissue. As the dermis of cetaceans is host to a diverse microbiome, and it is impossible to clean the skin before implanting the devices, the potential for infection is increased when the tags penetrate through the skin. H₂O₂ is a potential antimicrobial agent that, in addition to showing broad-spectrum efficacy against gram-negative and gram-positive bacteria, can promote wound healing outcomes by promoting proliferative factors and peptides that protect against oxidative stress. However, …

การกักเก็บคาร์บอนด้วยเถ้าลอยเพื่อเป็นวัสดุแทนที่ปูนซีเมนต์ปอร์ตแลนด์บางส่วน, สวิท วิเศษคุณธรรม

Chulalongkorn University Theses and Dissertations (Chula ETD)

งานวิจัยนี้มีวัตถุประสงค์เพื่อศึกษาผลของประสิทธิภาพการกักเก็บคาร์บอนด้วยเถ้าลอยถ่านหินจากโรงไฟฟ้าแม่เมาะ (FA) ที่สัดส่วนเถ้าลอยต่อน้ำ 50 100 และ 200 g/L และศึกษาความต้องการน้ำและกำลังรับแรงอัดของมอร์ตาร์ของการใช้เถ้าลอยคาร์บอเนตเพื่อใช้เป็นวัสดุทดแทนปูนซีเมนต์ปอร์ตแลนด์ ในอัตราส่วนร้อยละ 10 20 และ 30 โดยน้ำหนัก จากการศึกษาพบว่า ปริมาณและประสิทธิภาพการกักเก็บคาร์บอนสูงสุด 66.69 mgCO2/gFA และ 26.5% ตามลำดับ ที่สัดส่วนเถ้าลอยต่อน้ำ 50 g/L ระยะเวลาเก็บนานที่สุด ที่สัดส่วนน้ำต่อเถ้าลอย 200 g/L เมื่อเปรียบเทียบกับ 50 และ 100 g/L นอกจากนี้ เมื่อนำเถ้าลอยคาร์บอเนต (CFA) ที่สัดส่วนเถ้าลอยต่อน้ำ 50 g/L ไปทดแทนปูนซีเมนต์ ที่อัตราส่วนร้อยละ 10 20 และ 30 โดยน้ำหนัก วิเคราะห์ความต้องการน้ำของเถ้าลอยคาร์บอเนต (CFA) มอร์ตาร์เทียบกับ ซีเมนต์ปอร์ตแลนด์ (OPC) มอร์ตาร์ พบว่าเมื่อมีการทดแทนปูนซีเมนต์ด้วยเถ้าลอยคาร์บอเนต (CFA-OPC) ที่สัดส่วนเพิ่มขึ้นส่งผลให้ความต้องการน้ำลดลง และเมื่อวิเคราะห์กำลังรับแรงอัดของเถ้าลอยคาร์บอเนต (CFA) มอร์ตาร์และซีเมนต์ปอร์ตแลนด์ (OPC) มอร์ตาร์ ที่อายุบ่ม 1 3 7 28 และ 56 วัน พบว่ามอร์ตาร์ทุกการทดลองมีกำลังรับแรงอัดที่ต่ำกว่า ซีเมนต์ปอร์ตแลนด์ (OPC) มอร์ตาร์ แต่อย่างก็ตาม การใช้เถ้าลอยคาร์บอเนตที่ทุกอัตราส่วนการทดแทนปูนซีเมนต์ มีค่าเป็นไปตามมาตรฐาน ASTM C618 สำหรับการนำวัสดุปอซโซลานไปใช้งานในการทดแทนปูนซีเมนต์

A Proportionality-Based Framework For Government Regulation Of Digital Tracing Apps In Times Of Emergency, Sharon Bassan

Dickinson Law Review (2017-Present)

Times of emergency present an inherent conflict between the public interest and the preservation of individual rights. Such times require granting emergency powers to the government on behalf of the public interest and relaxing safeguards against government actions that infringe rights. The lack of theoretical framework to assess governmental decisions in times of emergency leads to a polarized and politicized discourse about potential policies, and often, to public distrust and lack of compliance.

Such a discourse was evident regarding Digital Tracing Apps (“DTAs”), which are apps installed on cellular phones to alert users that they were exposed to people who …

Emergency Water Treatment Methods Through The Adaptation Of Natural Disaster Building Debris, Benjamin Colston

Williams Honors College, Honors Research Projects

The primary objective of this research was to determine whether concrete slag acquired from building debris in a disaster can be utilized to remove pathogens biochemically through changes in pH or physically through filtration. Direct Plate Enumeration testing was completed for different water samples to compare the general activity of bacterial growth as an indication of pathogenic potential. Throughout each experiment, the pH of different water samples was monitored and consistently indicated that water samples in contact with concrete pieces (concrete water samples) would exhibit a higher pH than samples with no exposure to concrete (control water samples). Compared to …

Retention And Stability Of Polystyrene Sulfonic Acid And Polyethylene Glycol Anti- Fouling Films With 3-Aminopropyltriethoxysilane Coupling Agent, Brian Cameron

Williams Honors College, Honors Research Projects

Fouling is a process where particles, proteins, or microorganisms will accumulate onto a material [2]. This can lead to biofilms in medical implants, which can trap and create drug resistant bacteria [5]. Due to this, the study and creation of anti-fouling polymeric films that is stable in aqueous environments is essential. The goal of this study is to utilize APTES to retain the already studied PSS-PEG anti-fouling films. The films that are created is a thermally crosslinked network of the polystyrene sulfonic acid (PSS) and polyethylene glycol (PEG) with differing mass fractions (75- 25 and 55-45 PSS-PEG). To retain the …

Synthesis And Antimicrobial Studies Of Nano-Copper Doped Carbon Substrates; Activated Carbon, Reduced Graphene Oxide, And Carbon Nanofiber, Songwuit Chanthee, Jenjira Jirasangthong, Channarong Asasvatesanupap, Malee Santikunaporn

Journal of Metals, Materials and Minerals

Copper oxides (CuxO) have received considerable attention as a result of their biological activity. Nanoparticles (NPs) of CuxO attached to different substrates exhibit a wide spectrum of antimicrobial activity against bacteria and viruses, with similar properties to silver. The antimicrobial activity of CuxO-NPs doped on distinctive carbon materials was investigated for three carbon substrates: apricot stone activated carbon (AAC), reduced graphene oxide (rGO) and carbon nanofiber (CNF). The CuxO-NPs (5 wt%) doped AAC and rGO substrates were prepared by impregnation of copper nitrate followed by a thermal treatment process, while a similar weight of CuxO-NPs doped CNF was fabricated by …

Molecular Dynamics Simulation Study Of A Polymer Droplet Transport Over An Array Of Spherical Nanoparticles, Anish Thomas

Browse all Theses and Dissertations

This study uses molecular dynamics simulations to evaluate the dynamic behavior of a partially wetting polymer droplet driven over a nanostructured interface. We consider the bead-spring model to represent a polymeric liquid that partially wets a rough surface composed of a periodic array of spherical particles. Results show that at sufficiently small values of external force, the droplet remains pinned at the particle's surface, whereas above the threshold its motion consists of alternating periods of pinning and rapid displacements between neighboring particles. The latter process involves large periodic variation of the advancing and receding contact angles due to the attachment …

Simple Control For Complex Pandemics, Sarah C. Fay, Dalton J. Jones, Munther A. Dahleh, A.E. Hosoi

Engineering: Faculty Publications

he COVID-19 pandemic began over two years ago, yet schools, businesses, and other organiza- tions are still struggling to keep the risk of disease outbreak low while returning to (near) normal functionality. Observations from these past years suggest that this goal can be achieved through the right balance of mitigation strategies, which may include some combination of mask use, vac- cinations, viral testing, and contact tracing. The choice of mitigation measures will be uniquely based on the needs and available resources of each organization. This article presents practical guidance for creating these policies based on an analytical model of disease …

Recent Advances In Biosensors For Detection Of Covid-19 And Other Viruses, Shobhit K. Patel, Jaymit Surve, Juveriya Parmar, Kawsar Ahmed, Francis M. Bui, Fahad Ahmed Al-Zahrani

Department of Mechanical and Materials Engineering: Faculty Publications

This century has introduced very deadly, dangerous, and infectious diseases to humankind such as the influenza virus, Ebola virus, Zika virus, and the most infectious SARS-CoV-2 commonly known as COVID-19 and have caused epidemics and pandemics across the globe. For some of these diseases, proper medications, and vaccinations are missing and the early detection of these viruses will be critical to saving the patients. And even the vaccines are available for COVID-19, the new variants of COVID-19 such as Delta, and Omicron are spreading at large. The available virus detection techniques take a long time, are costly, and complex and …

การนับพลัคไวรัสโดยใช้ค่าขีดคู่และขั้นตอนวิธีสันปันน้ำ, นิตยา คำดี

Chulalongkorn University Theses and Dissertations (Chula ETD)

การนับจำนวนไวรัสด้วยจำนวน Plaque Forming Unit (PFU) เพื่อทำการทดลองในด้านต่างๆ เช่นการผลิตวัคซีน สามารถทำได้ด้วยการใช้ตาเปล่าซึ่งส่งผลให้เกิดความเหนื่อยล้า ใช้เวลานานและเกิดข้อผิดพลาดได้ง่าย การนับด้วยวิธีที่รวดเร็วและแม่นยำต้องคำนึงหลายปัจจัย เนื่องจาก PFU มีรูปร่างไม่แน่นอน ขอบไม่เด่นชัด ขนาดไม่สม่ำเสมอ รวมถึงความแตกต่างกันของสีระหว่าง PFU และพื้นหลังภายในจานหลุมไม่คงที่ วิทยานิพนธ์ฉบับนี้เสนอสร้างกรรมวิธีการนับ PFU แบบกึ่งอัตโนมัติจากภาพจานเพาะเลี้ยงที่ได้จากกล้องถ่ายรูปทั่วไปที่ไม่มีการควบคุมแสง เริ่มจากการจำแนก PFU กับพื้นหลังด้วยค่าขีดเริ่มเปลี่ยนแบบปรับตัวได้ โดยถ้าเป็น PFU ขนาดเล็กจะใช้ค่าขีดเริ่มเปลี่ยนบริเวณขอบและกลางหลุมแตกต่างกัน ขณะที่ถ้าเป็น PFU ขนาดใหญ่จะใช้ค่าขีดเริ่มเปลี่ยนเดียวกันทั้งหลุม ปัญหาเรื่องสีย้อมที่ต่างกันถูกแก้โดยใช้ผลต่างของสองช่องสัญญาณในปริภูมิสี CIE-XYZ ที่มีการถ่วงน้ำหนักให้ความสว่างของพื้นหลังเท่ากัน การแบ่งพื้นที่ของ PFU ที่ติดกันประกอบด้วยสองส่วนคือ กระบวนการวิธีสันปันน้ำร่วมกับการแปลงระยะทางและการใช้เกณฑ์ขนาดร่วมกับการขยายของจุดศูนย์กลางที่ได้จากภาพการแปลงระยะทางเป็นวงกลม จากการทดลองพบว่าเมื่อปรับค่าถ่วงน้ำหนักให้เหมาะสมแล้ว กรรมวิธีที่นำเสนอสามารถนับ PFU ผิดพลาดน้อยกว่าร้อยละ 10 สำหรับ PFU ที่เป็นสีขาว มีขอบราบเรียบและไม่มีรูตรงกลาง จึงสามารถนำมาใช้กับ PFU ของไวรัสไข้เลือดออก ไวรัสไข้ปวดข้อยุงลายและไวรัสไข้สมองอักเสบ การนับจะได้ผลผิดพลาดมากขึ้นสำหรับ PFU ที่มีสีชมพูปะปน เช่น ไวรัสไข้ซิก้าและ PFU ที่มีขอบฟุ้ง เช่น PFU ของไวรัสโคโรนา

Review Of Mathematical Modelling Techniques With Applicationsin Biosciences, Ahmed Hasan Alridha, Ahmed Sabah Al-Jilawi, Fouad H. Abd Alsharify

Iraqi Journal for Computer Science and Mathematics

Modelling can provide intellectual frameworks that are necessary to translate data into knowledge.Mathematical modelling has played an important role in many applications, such as ecology, genetics, engineering,psychology, sociology, physics and computer science, in recent years. This study focused on reviewing mathematicalmodelling and its applications to biological systems by tracing many metabolic activities of cellular interactions onthe one hand and between the spread of epidemics and population growth on the other hand. Various mathematicalequations have played fundamental roles in the formation of these systems for model development proceduresby describing them mathematically and establishing relationships that characterise the dynamics of a biologicalphenomenon. …

Stress Analysis On Walls In Complex Fluids With Fluid-Solid Interaction, Dehong Fang

Graduate Research Theses & Dissertations

The wall shear stress (WSS) in blood vessels influences many biological processes, such as atherosclerosis, clot growth, angiogenesis, aneurysm rupture, and blood cell transport and adhesion. The deformable red blood cells (RBCs) in blood flow make the WSS even more complex. To analyze the WSS in complex fluids with cell suspensions, numerical simulations of blood flows in simple straight channels were conducted, where the fluid-solid interactions were simulated by immersed boundary-lattice Boltzmann method. The spatiotemporal dynamics of WSS were analyzed using dynamic mode decomposition (DMD), which is a technique that can extract the low-rank spatiotemporal features from complex fluids. The …

Prediction Of Groundwater Quality Index In The Selected Divisions Of Srikakulam Using Artificial Neural Networks Approach, Santhosh Kumar Nadikatla, Mushini Venkata Subbarao, M.P.S. Murali Krishna

Applied Environmental Research

Applicability of artificial neural network (ANN) modelling in predicting the water quality index (WQI) and in turn to ascertain the suitability of the water for human consumption has been presented in the paper. In the light of the present study, seventy-nine (79) groundwater samples were collected from two mandals (divisions) Veeraghattam (VGT) and Palakonda (PLKD) and analyzed for physicochemical parameters during the pre-monsoon and post-monsoon seasons of 2015 and 2016. In computing the WQI, physicochemical parameters such as  pH, EC, TDS, TH, Ca, Mg, chlorine, fluoride, nitrite, DO and TA have been considered. From the results it was found that …

Fatigue In Aircraft Maintenance Technician Schools, Natalie Zimmermann, Peng Hao Wang, Keegan Pullen

International Journal of Aviation, Aeronautics, and Aerospace

Fatigue has long been identified as a human factor in aviation. Subsequently, a series of studies have highlighted fatigue-related elements within the context of the aviation industry, focusing on the flight deck – with some extension to flight students – and aviation maintenance activities. However, the latter has not been as deeply examined as its flight crew-centered counterpart. Similarly – if not more significantly – fatigue experienced by aircraft maintenance technician (AMT) students is scarcely explored, especially in comparison to the research conducted to understand fatigue in flight schools. AMT students are subject to comparable, but not the same, experiences …

Wastewater-Based Epidemiology And Quantitative Microbial Risk Assessment Associated With Wastewater Contact Of Norovirus In Bangkok, Thailand, Nonnarit Sriporatana

Chulalongkorn University Theses and Dissertations (Chula ETD)

Norovirus is one of the leading causes of acute gastroenteritis worldwide. Wastewater surveillance offer significant benefits such as enhancing our understanding of the disease occurrence in the population, evaluating the effectiveness of pathogen reduction in the treatment process, and tracking the spread of pathogens in the environment which pose a health risk to humans. Hence, wastewater surveillance is crucial. In this study, the influent and effluent samples were collected bi-monthly from March 2020 to March 2021 from three distinct wastewater treatment plants in Bangkok. Wastewater samples were concentrated and subjected to quantitative polymerase chain reaction (qPCR) to assess norovirus concentrations. …

Effect Of Air Pollution On Number Of Visits With Pneumonia And Influenza:Before Vs. During Covid-19 Outbreak In Thailand, Benjawan Roudreo

Chulalongkorn University Theses and Dissertations (Chula ETD)

The COVID-19 pandernic had effect on changes in people, environment, and health risk. This was a unique research opportunity to assess the effects on the risk of respiratory infectious diseases resulting from the changes in air pollution during COVID-19 outbreak. This study estimated the relative risks (RRs) of hospital visits with pneumonia and influenza associated with air pollution (PM10 PM25 NO2 and ⊖ y} by using Poison with generalized additive model (GAM) and compared the different RRs of pneumonia and influenza before vs. during the COVID-19 outbreak in Khon Kaen province and its vicinity. For results, before the COVID-19 period, …

Modeling, Fabrication, And Characterization Of Rf-Based Passive Wireless Sensors Composed Of Refractory Semiconducting Ceramics For High Temperature Applications, Kavin Sivaneri Varadharajan Idhaiam

Graduate Theses, Dissertations, and Problem Reports (ETD)

Real-time health monitoring of high temperature systems (>500^oC) in harsh environments is necessary to prevent catastrophic events caused by structural failures, varying pressure, and chemical reactions. Conventional solid-state temperature sensors such as resistance temperature detectors (RTDs) and thermocouples are restricted by their operating environments, sensor dimensions and often require external power sources for their operation. The current work presents the research and development of RF-based passive wireless sensing technology targeting high temperatures and harsh environmental conditions. Passive wireless devices are generally classified as near-field and far-field devices based on the interrogation distance. Near-field sensors are placed at …

Detection Of Fecal Bacteria In Watersheds Impacted By Acid Mine Drainage, Claire Addison Mcdonald

Graduate Theses, Dissertations, and Problem Reports (ETD)

Escherichia coli, a fecal coliform, is an essential component of water quality monitoring, entering waterways through sewage deposits, agricultural land and livestock, and wildlife. Various fast and user-friendly methods for quantifying E. coli make it the principal indicator bacteria for fecal contamination. The most common methods for E. coli quantification are culture-based and involve cultivating samples onto nutrient agar and counting the visible colonies. However, E. coli can enter a viable but non-culturable (VBNC) state in stressful environments. Bacteria in a VBNC state are still alive but reduce key metabolic activities that typically encourage growth and division, allowing them …

Flexible Microfluidic Device With Nonplanar Interdigitated Microelectrodes, Saud Alssaidy

Theses

The lab-on-a-chip concept has improved significantly in recent years to meet global demand for various applications with the advent of new technologies. Much progress has been achieved, but many microfluidic devices still suffer from design limitations in terms of sensitivity and selectivity because they use rigid, fragile substrate materials and conventional electrodes, which do not provide high sensitivity or selectivity and suffer from signal-to-noise ratio issues. This work proposes a novel device architecture that uses flexible, transparent top and bottom layers integrated with (nonplanar interdigitated microelectrodes) to create a sandwich-like flexible substrate base. The top and bottom layers consist of …

Antimicrobial Susceptibility Of P. Aeruginosa Clinical Isolates, Tian Gao

Theses - ALL

Long-term infection caused by P. aeruginosa poses a major threat to personal and public health, and causes billions of dollars in medical expenses. To develop more effective controls, it is important to accurately evaluate antibiotic susceptibility of clinical isolates and understand how susceptibility changes during the course of infection. Conventional drug susceptibility tests using nutrient-rich media have been questioned regarding their relevance due to the difference between the model in vivo test conditions and the environment in the patients. Here, we report that 27 clinical strains of P. aeruginosa isolated from cystic fibrosis patients showed higher drug resistance in Artificial …

In-Situ Monitoring Of Additive Manufacturing Using Digital Image Correlation, Martina Jani

Doctoral Dissertations and Master's Theses

Advances in additive manufacturing over the past decade have led to applications in multiple fields. In particular, additive manufacturing answers the need for high flexibility in designing complex structures, however, the rapid thermal fluctuations during processing lead to numerous defects and processing-induced residual stresses. In this research, an in-situ approach using Digital Image Correlation (DIC) is developed to monitor the deformation during the processing, and thereby analyze the formation of defects and residual stresses. DIC is a visual technique that compares the changes in speckle pattern in consecutive images of a specimen to determine the displacements and strains. This research …

Plasmonically-Enhanced Dna-Rna Hybrid-Based Bioassay For Amplification-Free Quantification Of Sars-Cov-2, Yuxiong Liu

McKelvey School of Engineering Graduate Student Theses & Dissertations

Corona Virus Disease 2019 (COIVD-19), caused by severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2), is a highly infectious respiratory illness. Within just a few months, it spread around the whole world and became a global pandemic. Real-time reverse-transcription polymerase chain reaction (RT-PCR) works as a gold standard method diagnosing COVID-19 with high sensitivity and specificity. But due to the programs of RT-PCR, it usually takes more than 24 hours to get the results while specialized devices are also required. False-negative results can happen as well using RT-PCR which increase the risk of spreading coronavirus. To promote quicker detection of COVID-19, …

Undersea Cables: The Ultimate Geopolitical Chokepoint, Bert Chapman

FORCES Initiative: Strategy, Security, and Social Systems

This work provides historical and contemporary overviews of this critical geopolitical problem, describes the policy actors addressing this in the U.S. and selected other countries, and provides maps and information on many undersea cable work routes. These cables are chokepoints with one dictionary defining chokepoints as “a strategic narrow route providing passage through or to another region."

Hiv/Aids After The Crisis: The Evolution Of An Epidemic, Emma Paras

Honors Projects

HIV and AIDS has affected the world for over four decades. In the past, a positive HIV diagnosis could very well be a death sentence, as well as signal that an individual was a social outcast. In the past ten years, however, treatments for HIV/AIDS allow a person to live a long and relatively healthy life. In addition to examining current and future trends in HIV treatment, this paper will also discuss how the virus affects different regions of the world. Particularly in certain parts of Africa, HIV/AIDS remains deadly for many who don’t have proper access to health care …

Mit Newsletter-Special Relaunch Edition-December 2021, Anil Rana Dr.

Faculty work

No abstract provided.

Determining The Psychosocial Needs Of The Nurses Of Covid-19 Patients, Allison Stevens

ATU Theses and Dissertations 2021 - Present

Nurses are a vital element of the COVID-19 healthcare crisis and have been since the beginning of the COVID-19 response. The professional strain put on nurses included, but is not limited to: changing professional roles, rapidly changing policies and procedures, an influx of patients—particularly of high acuity, and change in workplace morale. However, nurses also had to carry the burdens of living as a member of society, family member, friend, community member, and above all, simply as a person surviving a pandemic themselves. With all of the stressors nurses have endured, it stands to reason that their psychosocial needs have …

Respiratory Sound Analysis For The Evidence Of Lung Health, Priyanka Sreerama

Dissertations and Theses

Significant changes have been made on audio-based technologies over years in several different fields along with healthcare industry. Analysis of Lung sounds is a potential source of noninvasive, quantitative information along with additional objective on the status of the pulmonary system. To do that medical professionals listen to sounds heard over the chest wall at different positions with a stethoscope which is known as auscultation and is important in diagnosing respiratory diseases. At times, possibility of inaccurate interpretation of respiratory sounds happens because of clinician’s lack of considerable expertise or sometimes trainees such as interns and residents misidentify respiratory sounds. …

Understanding The Behavior Of The Covid-19 Pandemic Using Data Analytics, Mohammad Reza Davahli

Electronic Theses and Dissertations, 2020-2023

In December 2019, China announced the breakout of a new virus identified as coronavirus SARS-CoV-2 (COVID-19), which soon grew exponentially and became a global pandemic. Despite strict actions to mitigate the spread of the virus in various countries, the COVID-19 pandemic resulted in a significant loss of human life in 2020 and 2021. To better understand the pandemic, this doctoral research incorporated data analytics to evaluate the behavior and impacts of the virus. The doctoral research contributed to the scientific body of the knowledge in different ways including (1) presenting a systematic literature review of current research and topics about …

Structural Dynamics And Encapsulation Properties Of Polyelectrolyte Complex Micelles, Sachit Shah

Electronic Theses and Dissertations, 2020-2023

Charged therapeutics such as nucleic acids and proteins can treat a vast range of human diseases that are traditionally undruggable. Their broadness in treating disease is due to their ability to influence cellular function. However, their high charge density and physiological barriers such as enzymatic degradation, hinder the deliverability of these molecules to the sites of disease. Polyelectrolyte complex (PEC) micelles are core-corona nanostructures that can encapsulate charged molecules and offer a platform for delivery. PECs form the core, when two oppositely charged polyelectrolytes are mixed in an aqueous solution, and the micelle corona is a neutral hydrophilic polymer that …

The Potential Of Location Data For Contact Tracing And Understanding Individual Mobility During The Covid-19 Pandemic, Marcus Figaro

Electronic Theses and Dissertations, 2020-2023

In this study, we first review contact tracing methods used during the COVID-19 pandemic and provide an analysis of the benefits and drawbacks of different data collection and privacy protection methods. Our findings provide the benefits and drawbacks of using GPS versus Bluetooth for contact tracing, as well as the different data collection and storage methods and their effectiveness in protecting user privacy. We then analyze Twitter data to understand individual mobility behavior and sentiment by using a Natural Language Processing tool on text content of user tweets and Tweet coordinate data. Social media's ability to provide data on location …