AbstractThis paper introduces a novel approach that allows users to store data securely across a decentralized cloud, which is comprised of a network of computers with storage space to spare. Files that the user needs offloaded, will be broken up into a variable number of shards, with each shard being encrypted on the client side. Client computer then makes a request to the network with the metadata of the file. After receiving an acknowledgment, the shards will be distributed over the network and replicated for higher availability. Storage providers will be compensated proportional to how the client is charges, on the same pay-per-use basis. A penalty system is also put forth to punish malicious nodes by seizing their stake I the system. Instead of a middleman, a mining network provides this orchestration service, which increases security and reduces the probability of collusion. Metadata regarding where the offloaded file gets stored is entered into a distributed public ledger that is made available to all the nodes, allowing anyone to verify a transaction. Files offloaded can be retrieved and decrypted using the clients private key. Furthermore, a model to check the integrity of the data is also put forth.INTRODUCTIONThe rapid evolution of the internet spurred an explosion in the volume of data created every year. It is estimated that over 92% of the data thats available today is produced in the last two years alone. This has paved way for an eruption in the number of companies vying to provide storage as a service, with costs of high-volume Solid State Drives (SSD) only complementing that. This method of centralized data storage solves many issues while presenting many more, information ownership and data breaches being two of the major concerns. As characterized by GNU project founder, Richard Stallman, as of late, rising costs and information ownership have become primary concerns for someone planning on migrating their data to the cloud. Most cloud storage providers privacy policies allow for sharing customer information, under certain circumstances, with third party, giving the provider unwarranted authority over the users data. In addition, there is also the uncertainty of service uptime, which could result in data loss and at times, irrevocably impact the client. According to Wikipedia, the top ten worst data leaks of all time have happened in the last five years alone. There may have of course, been several factors that contributed to these breaches. However, one major factor revolves around the centralized server storage of such information. This indicates that the current centralized storage model struggles to keep the ever-growing data of users secure. Decentralized storage utilizing blockchain is a potential solution. The internet is comprised of billions of interconnected devices, with massive amounts of unused storage space. This spare storage space can be pooled together and offered as a storage solution with virtually unlimited space. As this model utilizes blockchain to log all the transactions, there is a certain level of accountability that its centralized counter-part cannot match. It substitutes the middleman for a network of computers to process each user request, thereby considerably reducing costs and most importantly, allows the user to truly own his/her data. Blockchain is relatively new technology introduced to the world of science and engineering. Originally devised by a person or, a group of people known by the pseudonym, Satoshi Nakamoto, blockchain serves as the backbone of the digital cryptocurrency Bitcoin [1]. Blockchain is an incorruptible digital ledger of economic transactions that can be programmed to record not just financial transactions but virtually everything of value (Don & Alex Tapscott, Blockchain Revolution, 2016). The ingenuity behind blockchain is that it is immutable, meaning a transaction entered onto the blockchain ledger, stays on the ledger forever. In this paper, we propose a system that allows the participating nodes to securely rent out their spare disk space, to nodes that need it, for digital tokens of value, native to the system. The remainder of this paper is organized into six additional chapters. Chapter II discusses the early works that took place in the field of blockchain and material that was helpful in conducting this research. Chapter III gives a deep dive into the design of our decentralized storage model. Chapter IV addresses the limitations of our proposed model. Chapter V includes the acknowledgments. Chapter VI summarizes everything and concludes the research. Finally, Chapter VII lists all the references that were utilized in compiling this paper.LITERATURE REVIEWEarly research indicated that the concept of blockchain was born out of the Subprime mortgage crisis that contributed to the recession of December 2007 to June 2009. It was developed to support the cryptocurrency bitcoin, by Satoshi Nakamoto [1]. It was the first ever blockchain deployed, that still functions today. It used whats called a Proof of Work Consensus protocol1, that utilized one-way mathematical functions to make the nodes in the system reach an agreement on what the transaction history is. Since then, numerous other blockchain based companies have emerged surrounding the cryptocurrency market, with Ethereum [2] being the most prominent one, which utilizes whats called a Proof of Stake consensus protocol2, as Proof of Work doesnt produce the desired transaction throughput. The primary advantage of Ethereum over bitcoin is that it combined the power of traditional blockchain with the isolation that can be achieved with Virtual Machines. This allowed for the creation of a programmable blockchain, that could, in theory, run completely autonomously and allow for transferring anything of tangible value (currency and even assets). Storj [3], by Storj Labs, Inc. details the construction of a decentralized object storage model without the utilization of blockchain. Filecoin [4], by Protocol labs, Inc. has implemented the proposed model, albeit using a custom designed consensus algorithm called Proof of Storage.DESIGNConsensusThe first design component of any distributed system is the consensus algorithm. In a distributed environment, where each node doesnt know all the other nodes, there must exist a mechanism by which all the nodes in the network can come to an agreement on what the truth is. For instance, all the nodes in the bitcoin blockchain must agree on the transaction history.In a centralized system, all the participants trust that the authority will behave honestly and share the truth with the rest of the members. Since only the trusted party has the means to modify data, it is straightforward to achieve consensus. Every node accepts and believes what the central authority states. However, in a decentralized network, there is no central authority and there exists no trust among any of the nodes. The challenge would be to get all the nodes in a trustless system to achieve consensus. In Computer Science, this is known as the Byzantine Generals problem, originally presented in 1982 [5].1 It was called Proof of Work because, nodes in the trustless distributed system verified each other, by performing considerably heavy computation, that was easy to verify.This problem is abstractly described as a group of generals of the Byzantine army camped with their troops surrounding the enemy city. The generals must agree upon a common battle plan and they can only communicate with each other using messengers. However, one or more of the generals may be traitors who will try to confuse the other. The problem is to find an algorithm that ensures the loyal generals will all reach an agreement on the battle plan regardless of what the traitors do.In the case of blockchain, each general could be thought of as a node in the network and all the honest nodes must agree on what the true history of transactions is. A malicious node can send conflicting transactions to different parts of the network, yet the network should function as it should and reject the conflicting transaction.Several blockchain consensus protocols exist at present, but most of them are bound by the FLP impossibility proof [6], which states that in an asynchronous distributed consensus mechanism can at most have 2 out of the 3 properties, Fault Tolerance, Safety preference, and Liveness. Fault tolerance means a system can survive even after a node(s) is down at any point in time. Safety is a guarantee that nothing bad, in the context of blockchain, a hard fork, can happen. This means that even if the network cannot agree upon the ledger, it will not fork3. Liveness means that the network will always close a ledger to be live and accepting future transactions.Most consensus protocols choose Fault tolerance and liveness while sacrificing safety. This leads to the possibility of forks.For the design of blockchain that can facilitate decentralized storage, we have chosen to use Federated Byzantine Agreement, developed by the Stellar foundation [7]. It is a variation of Proof of Stake consensus algorithm, that favors Safety and fault tolerance over liveness. This ensures that there will never exist more than one chain thats currently in operation and this in effect, brings down the block confirmation time4, from several minutes to mere 3-5 seconds.Unlike proof of work, there is no mathematical puzzles involved. Instead, every node uses message passing as the mode of communication, and a voting process to elect a node to propose the new block (will be detailed in the coming sections). In addition, Federated Byzantine Agreement also ensures asymptotic security5, which basically means, no amount of computing power can overtake the network.2It was called Proof of Stake because, nodes had to stake tokens amounting to considerable value in the system.3Fork merely means that more than one instance of the chain can exist that is different from the rest.4Time taken for a transaction to get entered into the main blockchain.5Proof of Work is not asymptotically secure, meaning if more than 51% of nodes collude, they can take over the network.Federated Byzantine Agreement defines a new class of users called Validators (will be detailed later in the document), which are selected by the stakeholders. These validators form quorum slices with other validators that they trust. These quorum slices of each validator overlap to form whats called a quorum. These quorums achieve consensus with an open membership network.Any node can act as a validator and participate in consensus, if any of the other validators adds that node into their quorum slice. This leads to the creation complex web of overlapping quorum slices and makes it almost impossible for even a supermajority of nodes to collude to control the network.Fig 1: Quorum slices overlapping to form secure quorums to avoid an external attacker from controlling consensusSource: https://www.stellar.orgAs there is no one master authority deciding which nodes get to participate in consensus, the networks construction inherently allows for growing decentralization.When a transaction is processed between 2 parties, it needs to be verified by at least one whole quorum for it be deemed valid. All these valid transactions enter into a Transaction Pool and every 3-5 seconds a validator node is chosen via a voting process, to put together all these valid transactions into a block and add it to the chain.ArchitectureFig 2: Proposed Decentralized Storage Model utilizing BlockchainOur proposed architecture has 3 significant components among others.Validation Quorum:As state above, Federated Byzantine Agreement consensus protocol creates a web of validator quorums. In the architecture, a validation quorum component can be any one of these quorums. It is responsible for producing blocks and adding them to the chain. Each node in the validation quorum runs a custom designed Virtual Machine, to execute the smart contract (will be detailed later in the document) that matches client requests with storage provider nodes. The most logical way to implement smart contract in a blockchain environment is to have every node in the validation quorum execute the code in the contract. This ensures that the state of the VM remains homogeneous across all the nodes.When a client needs to offload a file from its system, it creates a request object, with the details of the file, like the size of the file and the number of tokens the client is willing to spend upfront, encapsulated within the object. The client then selects a validator node and contacts it with the request object. This request object triggers the smart contract to execute on the validator nodes VM. The job of this smart contract is to traverse the blockchain and find a storage provider node, that can match the details of the request.After the smart contract completes its execution, it returns a list of providers. The validation node then recursively makes an ACK (acknowledgment) request, with a time to live, to each of the node present in the list returned by the smart contract. As soon as the provider node receives this ACK request, it replies with a message stating it can comply with the requirements of the client. In addition, it also sends an SFTP address, that the client can utilize to upload the chunk, signed with the clients public key.The validator node then returns this signed SFTP address to the client and marks it as a transaction. This transaction is then verified by other validators. After the transaction has been deemed valid, it is forged into a block and entered into the blockchain.When a client wants to download a file it has previously uploaded, it contacts one of the nodes from the validation quorum with the details of the file, like filename, size of the file and the public key of the client, encapsulated within a request object. The validation node traverses the blockchain and retrieves the file metadata, like the number of chunks of the file available to download and the list of SFTP addresses of the provider nodes on which that respective chunk is stored and returns it to the client. The client can then recursively make a request to each of the provider nodes and retrieve each chunk and stitch it together using its own private key.Blockchain based on FBA consensus protocol:A blockchain is a data structure consisting of records called blocks (will be detailed later in the document), which are linked cryptographically. Each block contains a cryptographic hash to the previous block, logically binding each other.The basic unit of functionality for a blockchain is a transaction. A transaction between 2 parties can be anything, context of decentralized storage, a signed message indicating the name digital hash of the file that needs to be uploaded/downloaded.As stated previously, the blockchain consists of blocks. Each block consists of 2 parts,Header: It consists of the SHA256 hash of the previous block and the Merkle root [8] of all the transactions present in that block.Body: The body of the block is comprised of all the valid transactions that go in the block and the state of the VM that executes the smart contract. There is no hard and fast rule as to how many transactions go in the body while forging a block.It is divided into 2 parts, to make faster transaction validations possible. When a transaction between 2 parties is initiated, at least 66% of the validator nodes must agree that the transaction is valid, for it to go through. To verify the transactions validity, each validator neednt traverse the entire blockchain, instead, it can just traverse the Merkle root of each block and verify the transaction. Smart contract:A smart contract is piece of code running on the blockchain. It is a computer protocol intended to digitally facilitate, verify, or enforce the negotiation or performance of a contract. It is automatically run after certain criteria are met, or through an incoming transaction or message.The smart contract in our system is set to run a piece of code on the validator nodes VM, when it receives a request from a client node. Upon receipt of the request, the smart contract traverses the blockchain to find providers that have registered themselves with the system to rent out their spare disk space. It finds providers with enough space to satisfy the clients request and returns a list of providers, in ascending order starting from just the required amount of storage space. It does so, to utilize the space available within the system in the most efficient way possible.EntitiesIn this section, we detail the different entities present in our system.Client node:The client is a program running on the users system. It provides the user with a point of access to the network. It enables the user to utilize of the collective storage space available within the network. The user can offload a file or a set of files from his/her system onto the network of nodes.To offload a file, the client first creates a hash of the file and then divides the file up into a variable number of chunks. Each chunk is then encrypted by the client program, chooses a validation node at random, and contacts it with a request object which encapsulates all the metadata regarding the file and its chunks. Upon receiving a reply from the validation node, it parses the reply and acquires the SFTP address of the provider node, required to upload the file and starts the upload. Upon completion of the transfer, the transaction is entered into the blockchain by the validation node. To get a confirmation that the file got uploaded successfully, the client node makes a request to the checker node with the hash of the file. The checker node then traverses the chain and polls the respective provider node for randomly chosen chunks and returns an appropriate response to the client.To download a file, the client program makes a request to the validation quorum with the filename and hash value of the file that needs to be retrieved. Upon receiving the response, the client node parses it and recursively asks each provider node for the respective chunk and downloads it. All the chunks are decrypted using the clients private key and stitched together.Validator node:It is the class of nodes that participates in the consensus protocol to process user requests, transactions in the system and advance the blockchain. Each validator node runs the smart contract code for every incoming request, to find matching provider nodes. It basically acts as an orchestration service that substitutes a middleman. Each validator node earns tokens for processing transactions and forging blocks.Provider node:The provider node is a class of participating nodes that choose to rent out their spare disk space for tokens of value. The nodes that wish to provide storage as a service, register themselves with the validation quorum. Upon request for registration, the provider nodes are required to buy into the system and stake their buy-in, which will be locked in for a certain period, decided by the validation quorum based on the amount space they are willing to offer. After this step is completed successfully, they are registered with the system and the details of this registration is parsed into a transaction and entered into the blockchain. Providers receive tokens as compensation for their storage space, based on how long theyve stored a certain amount of data.Checker node:The checker node is a class of participating nodes that act as an auxiliary for the validation quorum. The major problem with a decentralized model to store data is, there would be no method to know whether the storage provider node had held its end of the contract to store the clients data for the specified period. Introducing a checker node to complement the duties of a validation quorum can solve that. The checker node can periodically receive instructions from the validation quorum, to make sure that a randomly chosen piece of data is indeed stored with the respective provider node. This kind of a secondary verification system will allow for penalizing dishonest provider nodes, by seizing their stake in the system. Half of the dishonest providers seized stake goes to the checker as a reward.Token EconomyThe storage providers and validator nodes need to be compensated for expending their computing power to provide their respective services. This compensation cannot exist in the form of fiat currency, as that would require linking bank accounts, that would make the systems ultimately depend on a central authority, defeating the whole point of decentralization.This is the primary reason why every decentralized platform that needs to exchange something of value, prefers to introduce its own currency or tokens that are native to the system. The value of these tokens depends on how well the system is performing, i.e., the token value is directly proportional to the underlying blockchain technology.Blockchain value is calculated based on a variation of Metcalfes law [9] proposed by Andrew Odlyzko, et al. [10]. It calculates the value of the network based on conservative assumptions and suggests that for large values of n, n being the number of users of the system, the value of the network grows more closely in proportion to n*log(n).One important aspect to take into consideration while designing token economy, is the supply. A tokens supply and distribution are vey important to a tokens inherent value and the systems overall success. The supply of a token can be capped, like bitcoin, or produced infinitely maintaining a steady inflation rate, like traditional fiat currency.LIMITATIONSIn this section, we detail the limitations that the proposed model has.Prone to generation attacks:Generation attack means logically separated storage provider and the checker on the same physical node. This way the providers could claim to be storing massive amounts of data and collect the token rewards associated with it, when in fact they might not be storing anything at all. This can be mitigated by introducing Verifiable Random Functions [11] to refine the checker selection process.Sybil Attacks:Federated Byzantine Agreement consensus protocol allows for open registration of new users, given that they have been vouched for by at least one other validator. If at all a malicious user is to enter validation quorum, he/she could potentially register more malicious users and launch a DDoS [12] attack, bringing the entire network to a halt, for the stakeholders to resolve the issue. The FBA protocol is designed in such a way to increase decentralization while increasing scalability as well.The provider node can hold the clients data for ransom:As there is no Service Level Agreement in place in a decentralized system, a provider node could potentially hold the clients data for ransom. Though this would result in the provider losing its stake in the system, the client will be irrevocably impacted and this drives down the value of the token.Token Regulation:As a decentralized system has no governance or a regulatory body in place, to oversee the flow of value between entities, it is impossible to account for an entitys worth in that system. Though this provides a certain level of anonymity, the legality of the system remains questionable.Slow:A blockchain based model will always be slower compared to its centralized counterpart. Storage is no exception. Though, usage of FBA protocol improves the overall speed drastically compared to other blockchain technologies, it will still be slower than a centralized provider like Amazon S3 or Google drive. But this is a tradeoff that entails security.CONCLUSIONAs the research has demonstrated, storage decentralization can eliminate most of the issues plaguing the current centralized model, with service downtime, rising costs and, information ownership being the most prominent ones. Client-side encryption ensures data integrity and security. Use of a validation quorum instead a middleman reduces transaction fees and blockchain ensures that all the transactions are accounted for and all the parties involved are compensated/charged for fairly. There are a few limitations to this approach but, the advantages are significant enough to outweigh the limitations.REFERENCES[1] S. Nakamoto, Bitcoin: A Peer-to-Peer Electronic Cash System, 2008[2] V. Buterin, Ethereum: A next Generation Smart Contract & Decentralized Application Platform, 2013[3] Storj Labs Inc., StorjL A Decentralized Cloud Storage Network Framework, 2018[4] Protocol Labs Inc., Filecoin: A Decentralized Storage Network, 2017[5] L. Lamport, R. Shostak, M. Pease, The Byzantine Generals Problem, in ACM Transactions on Programming Languages and Systems, 1982[6] M. J. Fischer, N. A. Lynch, M. A. Paterson, Impossibility of Distributed Consensus with One Faulty Process, in Journal of the ACM, 1985[7] D. Mazières, The Stellar Consensus Protocol: A Federated Model for Internet-level Consensus, 2017[8] R. C. Merkle, A Digital Signature Based on a Conventional Encryption Function, in A Conference on the Theory and Applications of Cryptographic Techniques on Advances in cryptography, 1987[9] T. Peterson, Metcalfes Law as a Model for Bitcoins Value, in Alternative Investment Analyst Review, 2018[10] A. Odlyzko, B. Tilly, A refutation of Metcalfes Law and a better estimate for the value of networks and network interconnections, 2005[11] D. Hofheinz, T. Jager, Verifiable Random Functions from Standard Assumptions, 2015[12] M. Malik, Y. Singh, A Review: DoS and DDoS Attacks, in International Journal of Computer Science and Mobile Computing, 2015Get Help With Your EssayIf you need assistance with writing your essay, our professional essay writing service is here to help!Find out more
Decentralized Cloud Storage Utilizing Blockchain
Mar 11, 2020 | Information Technology
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- BIO354, SCIENCE
- BIOCHEM202
- Biology
- Biology – Anatomy
- Biology – AnatomyBiology – Anatomy
- Biology – Ecology
- Biology – Physiology
- BIOLOGY 10, SCIENCE
- BiologyBiology
- Blog
- BME351
- body
- Bowie State University
- Bowie State University, Science
- brings with it the (poten- u.il) acquisition of social ""goods"" (money
- BROCK UNIVERSITY, BUSINESS FINANCE
- BROCK UNIVERSITY, OTHER
- BROOKDALE COMMUNITY COLLEGE, HUMANITIES
- BROOKLYN COLLEGE, WRITING
- BUAD326, Business & Finance
- BULE303
- BUS1001
- BUS120, Business & Finance
- BUS125, WRITING
- BUS187, Business & Finance
- BUS232
- BUS242
- BUS303, BUSINESS FINANCE
- BUS410, BUSINESS FINANCE
- BUS472, SCIENCE
- BUS475
- BUS499
- BUS520, Business & Finance
- BUS530
- BUS542
- BUS599
- BUS620
- BUS623
- BUS630
- BUSI320
- Business
- Business – Management
- Business & Finance
- Business & Finance – Financial markets
- Business & Finance – Financial marketsBusiness & Finance – Financial markets
- Business & Finance – Marketing
- Business & Finance – MarketingBusiness & Finance – Marketing
- Business & Finance – Supply Chain Management
- Business & Finance , BUS430
- Business & Finance , BUSN370
- Business & Finance , COMM240
- Business & Finance , COMS2302
- Business & Finance , ENT527
- Business & Finance , FIRE3301
- Business & Finance , G141COM1002
- Business & Finance , GB520
- Business & Finance , GB540
- Business & Finance , IBSU487
- Business & Finance , JWI515 Managerial Economics
- Business & Finance , MGT16
- Business & Finance , MGT496
- Business & Finance , MGT498
- Business & Finance , MGT521
- Business & Finance , MT460
- Business & Finance , PM586
- Business & Finance , RMI3348
- Business & Finance , SOC450
- Business & Finance , south university online
- Business & Finance , Strayer University
- Business & Finance , University of Phoenix
- Business & Finance , Wilmington University
- Business & Finance, Trident University
- Business & FinanceBusiness & Finance
- Business and Finance
- Business Finance – Accounting
- Business Finance – AccountingBusiness Finance – Accounting
- Business Finance – Economics
- Business Finance – EconomicsBusiness Finance – Economics
- Business Finance – Management
- Business Finance – ManagementBusiness Finance – Management
- Business Finance – Operations Management
- Business Finance – Operations ManagementBusiness Finance – Operations Management
- BUSINESS FINANCE, CBBU1001
- BUSINESS FINANCE, COLORADO STATE UNIVERSITY GLOBAL
- BUSINESS FINANCE, COLORADO TECHNICAL UNIVERSITY
- BUSINESS FINANCE, COLUMBIA SOUTHERN UNIVERSITY
- BUSINESS FINANCE, COM 510
- BUSINESS FINANCE, CRJ101
- BUSINESS FINANCE, DOC660
- BUSINESS FINANCE, EASTERN KENTUCKY UNIVERSITY
- BUSINESS FINANCE, ECN 501
- BUSINESS FINANCE, ECO2251
- BUSINESS FINANCE, ECO531
- BUSINESS FINANCE, FIN 500
- BUSINESS FINANCE, FIN31FMS12019
- BUSINESS FINANCE, GRANTHAM UNIVERSITY
- BUSINESS FINANCE, HLS3302
- BUSINESS FINANCE, HRC164
- BUSINESS FINANCE, HRM 500
- BUSINESS FINANCE, INDS 400
- BUSINESS FINANCE, INT113
- BUSINESS FINANCE, INTL3306
- BUSINESS FINANCE, ISDS 351
- BUSINESS FINANCE, LAWS OF EVIDENCE
- BUSINESS FINANCE, LIBERTY UNIVERSITY
- BUSINESS FINANCE, MAN3504
- BUSINESS FINANCE, MBA 5121
- BUSINESS FINANCE, MG260
- BUSINESS FINANCE, MGMT386
- BUSINESS FINANCE, MGT 521
- BUSINESS FINANCE, MGT211
- BUSINESS FINANCE, MICHIGAN STATE UNIVERSITY
- BUSINESS FINANCE, MIDDLE TENNESSEE STATE UNIVERSITY
- BUSINESS FINANCE, MKT331
- BUSINESS FINANCE, MKT419
- BUSINESS FINANCE, NORTHEAST MONTESSORI INSTITUTE
- BUSINESS FINANCE, OAKLAND UNIVERSITY
- BUSINESS FINANCE, PARK UNIVERSITY
- BUSINESS FINANCE, RASMUSSEN COLLEGE
- BUSINESS FINANCE, SOUTHERN NEW HAMPSHIRE UNIVERSITY
- BUSINESS FINANCE, TRIDENT INTERNATIONAL UNIVERSITY
- Business Strategy
- C11E
- Calculus
- California Baptist University
- California Coast University
- CALIFORNIA STATE UNIVERSITY NORTHRIDGE, OTHER
- can be studied
- can never 21 really be liberating literacies. For a literacy to be liberating it must contain both the Discourse it is going to critique and a set of meta-elements (language
- Capella University
- Capella University, Humanities
- Capital L. George Adams
- CATEGORY
- CE304
- CE445
- CEE792
- CEGR338
- Chamberlain College of Nursing
- Chapter 3
- Charles R Drew University of Medicine and Science
- charles sturt university
- Chaudhary Charan Singh University, Humanities
- CHEM101
- CHEM111
- CHEM1411, Science
- CHEM202, Science
- CHEM210, Science
- CHEM410
- Chemistry
- Chemistry – Chemical Engineering
- Chemistry – Organic chemistry
- Chemistry – Pharmacology
- Chemistry – Physical chemistry
- ChemistryChemistry
- Childcare
- CHMY373, SCIENCE
- Choose three problematic issues that are currently facing older people living in the community?
- CINE286U
- CIS210
- cis273
- CIS359
- CIS510, Other
- CIS524
- CIVL6603, Science
- CJ430, SCIENCE
- CJA444
- CJUS300, Other
- Classics
- CMIT495
- CMSC140
- Colorado Christian University
- COLORADO STATE UNIVERSITY GLOBAL, SCIENCE
- COLORADO STATE UNIVERSITY, SCIENCE
- Colorado State UniversityGlobal
- Colorado Technical University
- COLORADO TECHNICAL UNIVERSITY, OTHER
- Colorado Technical University, Programming
- Columbia Southern University
- COLUMBIA SOUTHERN UNIVERSITY, OTHER
- Columbia Southern University, Science
- COLUMBIA SOUTHERN UNIVERSITY, WRITING
- Commerce
- Communication
- Communications
- COMMUNITY-BASED CORRECTIONS
- COMP1007
- Computer Science
- Computer Science – Java
- Computer Science- Python
- Computer ScienceComputer Science
- Construction
- correctness
- Cosc1437
- counseling chemical dependency adolescents
- Criminology
- CRJ305
- cross-site scripting
- CS101
- CSIT 100, PROGRAMMING
- CSPM326
- CST 610, PROGRAMMING
- Cultural Studies
- culturally appropriate intervention to address childhood obesity in a low-income African American community.
- CUR535
- CUYAMACA COLLEGE, HUMANITIES
- CUYMACA COLLAGE, HUMANITIES
- Data Analysis
- DAVIDSON COLLEGE, OTHER
- defensive programming allows for more efficient processes while also protecting systems from attack.
- DES201
- Describe the difference between glycogenesis and glycogenin ? Explain in 10 to 12 lines.
- Design
- Digital Marketing Plan for Nissan Motor Co. The plan will identify the current marketing opportunity and/or problem(s) and propose digital marketing solutions. Please use header in the attachment."
- Discuss one way in which the Soviet Union fulfilled communist thought, and another way in which it did not with reference to O'Neil's Chapter 9.
- Discuss the pros and cons of free-market based economies and how they impact the modern, globalized economy? What comes to your mind when you hear the term "globalization?"
- Dissertation
- DMM612, Science
- DMM649, SCIENCE
- Draft and essay of 1,000 words minimum, stating the Most Important and Relevant aspects to be considered when carrying on INTERNATIONAL NEGOTIATIONS or MULTI-CULTURAL NEGOTIATIONS.
- Drama
- each time a user extracts the ZIP file
- Earth Science – Geography
- Earth Science – GeographyEarth Science – Geography
- Earth Science – Geology
- EAS1601
- ECD 541, HUMANITIES
- ECE 452
- Ecommerce
- ECON335
- Economics
- ECPI University
- EDUC696
- Education
- EducationEducation
- EEL3472C
- EEL3705
- EET110
- EFFAT UNIVERSITY JEDDAH, HUMANITIES
- elasticity
- ELI2055A
- EMDG 230, SCIENCE
- Emglish
- Emory University
- Employment
- EN106
- EN106, HUMANITIES
- EN109
- EN206, HUMANITIES
- ENC1102, Writing
- eng 100
- ENG100
- ENG101
- ENG101, Humanities
- ENG102
- ENG102, Humanities
- eng106
- ENG1102, WRITING
- ENG124
- ENG124, Humanities
- ENG124, Writing
- ENG1340, HUMANITIES
- ENG200, Humanities
- ENG207
- eng2206
- ENG2211
- ENG305
- ENG812
- Engineering
- Engineering – Chemical Engineering
- Engineering – Civil Engineering
- Engineering – Civil EngineeringEngineering – Civil Engineering
- Engineering – Electrical Engineering
- Engineering – Electrical EngineeringEngineering – Electrical Engineering
- Engineering – Electronic Engineering
- Engineering – Mechanical Engineering
- Engineering – Mechanical EngineeringEngineering – Mechanical Engineering
- Engineering – Telecommunications Engineering
- EngineeringEngineering
- ENGL 120
- ENGL 124, OTHER
- ENGL 124, WRITING
- ENGL 2030, HUMANITIES
- ENGL1102
- ENGL120, HUMANITIES
- ENGL120SP2019, WRITING
- ENGL126
- ENGL1302
- ENGL130E, HUMANITIES
- ENGL147N, HUMANITIES
- ENGL2, Humanities
- English
- English – Article writing
- English – Article writingEnglish – Article writing
- English Language
- English Literature
- EnglishEnglish
- ENGR350
- ENST202CORE274
- ensuring you allocate dedicated time for coursework
- Environment
- Environmental Science
- Environmental Sciences
- Environmental Studies
- especially for a small company
- Essay Writing
- etc¦). Please note at least five organizational activities and be specific when responding.
- ETH321
- ETHC445N
- Ethnic Studies 101
- European Studies
- EXNS6223
- Family
- Fashion
- February 20). What is defensive programming? EasyTechJunkie. Retrieved December 30
- film industry
- FILM INDUSTRY, HUMANITIES
- Film Studies
- FIN 500
- FIN330, MATHEMATICS
- FIN370
- Final Essay
- Find the uniform most powerful level of alpha test and determine sample size with the central limit theorem
- Florida International University
- Florida National University
- Florida State College at Jacksonville
- FoothillDe Anza Community College District
- Foreign Languages
- Foreign Languages – Spanish
- formulations
- from https://www.pcmag.com/news/fat32-vs-ntfs-choose-your-own-format
- G124/enc1101
- Gallaudet University
- General Studies
- General_Business
- GEO1206
- GEOG100, Science
- Geography
- GEOL3200, HUMANITIES
- Geometry
- George Mason University
- GERM1027
- GERO 101, SCIENCE
- GERON101
- GLG101, Science
- GO16
- Government
- GovernmentGovernment
- GOVT2305
- GOVT2305, Humanities
- GOVT2306
- Grand Canyon University, Science
- Grand Canyon University, Writing
- Grantham University
- GRANTHAM UNIVERSITY, PROGRAMMING
- GRANTHAM UNIVERSITY, WRITING
- GROSSMONT COLLEGE, HUMANITIES
- Grossmont-Cuyamaca Community College District
- GROSSMONT-CUYAMACA COMMUNITY COLLEGE DISTRICT, HUMANITIES
- GU299, WRITING
- Hawaii Pacific University
- HC310
- HCA415
- HCA521
- HCM550, SCIENCE
- Hcs370
- HCS446
- he focused on aspects of the U.S. that combined democratic and increasingly capitalist characteristics. THINK ABOUT the points De Tocqueville made.
- Health & Medical
- Healthcare
- HIM 2588, MATHEMATICS
- HIM 500, SCIENCE
- HIM301
- HIS 108
- HIS101
- HIS105
- HIS200
- HIST104A, Humanities
- HIST111
- HIST1301, HUMANITIES
- HIST1302
- HIST1320
- HIST1700
- HIST2620
- HIST350, Humanities
- HIST405N, HUMANITIES
- HIST459, Humanities
- History
- History – American history
- History – American historyHistory – American history
- History – Ancient history
- History – Ancient historyHistory – Ancient history
- History – World history
- History – World historyHistory – World history
- HISTORY4250, Humanities
- HistoryHistory
- HLSS508, OTHER
- HMP403
- Hospitality
- HOST1066, WRITING
- Housing
- How do the changes in ship technology effect port operations? Discuss at least 3 factors contributing to port operations and development. Address cargo and passenger liners.250 words
- How have Mary Calderone, SIECUS and other sex educators changed how sex education is perceived? (100 words minimum)
- HOWARD UNIVERSITY, SCIENCE
- HR Management
- HRM300
- HRT6050, Writing
- HSA305
- HSA535
- HSC3201
- HSN476
- HUM1002
- HUM115
- HUM115, Writing
- Human Resource
- Human Resource Management
- Human Resource ManagementHuman Resource Management
- Human Resources
- HUMAN RESOURCES DEVELOPMENT AND MANAGEMENT, SCIENCE
- Human Rights
- HUMANITIES
- Humanities, Alcorn State University
- HUMANITIES, HY 1110
- Humanities, LMC3225D
- HUMANITIES, LONG BEACH CITY COLLEGE
- HUMANITIES, MUSIC1306
- HUMANITIES, OAKLAND COMMUNITY COLLEGE
- HUMANITIES, PH 100
- HUMANITIES, POINT LOMA NAZARENE UNIVERSITY
- HUMANITIES, PRINCE GEORGE'S COMMUNITY COLLEGE
- Humanities, PSY105
- HUMANITIES, PSY330 THEORIES OF PERSONALITY
- Humanities, PSYC 1101
- HUMANITIES, PSYCH305
- HUMANITIES, PSYCH635 PSYCHOLOGY OF LEARNING
- HUMANITIES, RSCH8110
- HUMANITIES, SAN DIEGO STATE UNIVERSITY
- HUMANITIES, SAN JACINTO COLLEGE
- Humanities, SOC1010
- HUMANITIES, SOC401
- HUMANITIES, SOCIOLOGY OF RELIGION
- HUMANITIES, SOUTHERN NEW HAMPSHIRE UNIVERSITY
- HUMANITIES, STRAYER UNIVERSITY
- HUMANITIES, SWK110
- HUMANITIES, UNIVERSITY OF CALIFORNIA
- HUMANITIES, UNIVERSITY OF CALIFORNIA IRVINE
- HUMANITIES, UNIVERSITY OF HOUSTON-DOWNTOWN
- Humanities, University of Maryland University College
- i need the attached work to look like this. please redo and make it look like this.
- I need these questions answered fully. I have the assignment and the notes attached for it. Do not use chegg or course hero. This is due Wednesday 4/14 at 10:00 pm which is almost 4 full days. Thanks!
- I need to re organize a research paper I attached all my information and I attached you an example how is going to be. Please follow the instruction and the references has to be APA 7edition
- Identify a cardiac or respiratory issue and outline the key steps necessary to include for prevention and health promotion
- identify the leadership theory that best aligns with your personal leadership style
- if you suggest trying to do this
- IGLOBAL UNIVERSITY
- IHS2215
- Iii Mlch
- III nuistery of such superficialities was meant to
- Implement classifiers KMeans, Random Forest and Decision Tree, SVM,XGBoost and Naive Bayes for the given dataset of audio samples to findout top genre for an audio sample(which one fits best)
- In a cardiac issue what are the key steps necessary to include for prevention and health promotion.
- in any other way
- include a paragraph about which side of the case a forensic psychologists might support and why.
- indeed
- India
- INDIANA UNIVERSITY BLOOMINGTON, SCIENCE
- INF690
- INF690, Other
- Information Systems
- Information SystemsInformation Systems
- Information Technology
- INSTITUTE OF PUBLIC ADMINISTRATION SAUDI ARABIA, PROGRAMMING
- INT700, OTHER
- International Business
- International Relations
- International Studies
- Internet
- Introduction to Biology
- Is jury nullification sometimes justifiable? When?
- ISSC351
- It Research
- IT380
- IT550, Business & Finance , Southern New Hampshire University
- ITC3001
- ITP120
- ITS 631, PROGRAMMING
- ITS835, Other
- JEDDAH COLLEGE OF ADVERTISING, WRITING
- Journalism
- KNOWLEDGE IS POWER, OTHER
- Languages
- Law
- Law – Civil
- Law – CivilLaw – Civil
- Law – Criminal
- Law – CriminalLaw – Criminal
- LawLaw
- Leadership
- lecture slides
- Leisure Management
- Liberty University
- LIBERTY UNIVERSITY, WRITING
- lIlgll.Igt· (1II1In·d
- Linguistics
- literacy is always plural: literacies (there are many of them
- Literature
- Literature Review
- Literature review funnel on "cyber security"
- LiteratureLiterature
- MA105
- MAJAN COLLEGE, WRITING
- Management
- Manpower
- Marketing
- Math
- MATH 1030
- MATH144, MATHEMATICS
- Mathematics
- Mathematics – Algebra
- Mathematics – Calculus
- Mathematics – Geometry
- Mathematics – Numerical analysis
- Mathematics – Precalculus
- Mathematics – Probability
- Mathematics – Statistics
- Mathematics – StatisticsMathematics – Statistics
- Mathematics – Trigonometry
- MATHEMATICS, MGT3332
- Mathematics, National American University
- Mathematics, PSY325
- MATHEMATICS, PUBH8545
- Mathematics, QNT275
- MATHEMATICS, STAT 201
- MBA503
- McMaster University
- ME350B, SCIENCE
- MECH4430, SCIENCE
- Mechanics
- Media
- Medical
- Medical Essays
- MGMT2702
- MGMT410
- MGT173, SCIENCE
- MHR6451
- MIAMI UNIVERSITY, WRITING
- Military
- Military Science
- MKT501
- MKT690, OTHER
- MN576
- MN581
- MN610, SCIENCE
- MNGT3711
- Music
- MVC109
- N4685
- NATIONAL INSTITUTES OF HEALTH, SCIENCE
- NATIONAL UNIVERSITY, SCIENCE
- Needs to be at least 300 wordswithin the past five years.No plagiarism! What key aspects do you believe should guide ethical behavior related to health information, technology, and social media?
- no workable ""affirmative action"" for Discourses: you can't 19 Ill' let into the game after missing the apprenticeship and be expected to have a fnir shot at playing it. Social groups will not
- Northcentral University
- not writing)
- nothing can stand in her way once she has her mind set. I will say that she can sometimes be hard headed
- Nova Southeastern University
- NR447, SCIENCE
- NRS429VN
- NRS44V, OTHER
- NRS451VN
- NRSE4540
- NSG426
- NSG486
- NSG6102
- NSG6102, SCIENCE
- Numerical Analysis
- NUR231NUR2349, SCIENCE
- NUR647E
- NURS350
- NURS508
- NURS6640
- Nursing
- NURSING LEADERSHIP AND MANAGEMENT, SCIENCE
- NursingNursing
- Nutrition
- offering learners the flexibility to acquire new skills and knowledge from the comfort of their homes. However
- OHIO UNIVERSITY, SCIENCE
- Online Discussion Forums Grade and Reflection Assignment : Current Topic Artificial Intelligence HR Planning Career and Management Development Labour RelationsForum
- operation security
- Operations Management
- or do those companies have an ethical obligation to protect people? In this assignment
- ORG5800, OTHER
- Organisations
- OTHER
- Other, PAD631
- OTHER, PARK UNIVERSITY
- OTHER, PLA1223
- Other, POLI330N
- OTHER, PROFESSIONAL NURSING NU231 NUR2349
- Other, RTM404
- OTHER, SAINT LEO UNIVERSITY
- OTHER, SOC3210C1
- Other, SOCW6333
- OTHER, SOUTHERN NEW HAMPSHIRE UNIVERSITY
- Other, The University Of Southern Mississippi
- OTHER, TRIDENT UNIVERSITY INTERNATIONAL
- Other, UC
- OTHER, UNIVERSITY OF MARYLAND UNIVERSITY COLLEGE
- OTHER, UNIVERSITY OF SOUTH FLORIDA
- Other, Walden University
- paying attention to grammar and spelling. Actively participate in discussions
- Personal Development
- PhD Dissertation Research
- PHI 413V, SCIENCE
- Philosophy
- Photography
- PHY290
- PHYS204L206
- Physics
- Physics – Astronomy
- Physics – Electromagnetism
- Physics – Geophysics
- Physics – Mechanics
- Physics – Optics
- PhysicsPhysics
- Physiology
- PNGE332, SCIENCE
- Political Science
- Political SciencePolitical Science
- Politics
- PowerPoint slides
- privacy
- PROFESSIONAL NURSING NU231 NUR2349, SCIENCE
- PROFESSIONAL NURSING NU231NUR2349, SCIENCE
- Programming
- Programming , College of Applied Sciences
- PROGRAMMING, STRAYER UNIVERSITY
- PROGRAMMING, WILMINGTON UNIVERSITY
- Project Management
- proper grammar
- Protein
- provide a discussion on what could have been done better to minimize the risk of failure. If you have not yet been involved with a business process redesign
- PSYC8754, WRITING
- Psychology
- PsychologyPsychology
- PUB373, SCIENCE
- Purdue University
- Rasmussen College
- Read a poam and write a paragraph to prove "The table turned".
- Reading
- ReadingReading
- readings
- Reference this
- REL1030
- Religion
- RES861, Science RES861
- Research Methodology
- Research methods
- Research Proposal
- Research questions
- Retail
- Rutgers university
- SAFE4150
- safety statutes
- Santa Clara University
- SCI 220, SCIENCE
- SCI115, SCIENCE
- Science
- Science, Strayer University
- SCIENCE, THOMAS JEFFERSON UNIVERSITY
- SCIENCE, WEST COAST UNIVERSITY
- SCIENCE, WEST TEXAS A & M UNIVERSITY
- Sciences
- SCM371, Writing
- Search in scholarly sources the similarities and difference between PhD and DNP. Post three similarities and three differences found on your research. Do not forget to include your reference.
- Security
- self-actualization
- several things can happen
- Should the government operate public transportation systems?250 words
- so that it is not biased?
- so too
- SOC 450
- Social Policy
- Social Science
- Social Science – Philosophy
- Social Science – PhilosophySocial Science – Philosophy
- Social Science – Sociology
- Social Science – SociologySocial Science – Sociology
- Social Sciences
- Social ScienceSocial Science
- Social Work
- Society
- Sociology
- someone cannot engage in a Discourse in a less than fully fluent manner. You are either in it or you're not. Discourses are connected with displays of
- SP19, WRITING
- SPC2608
- SPD310
- Sports
- Statistics
- succeeding in online courses requires a different approach compared to traditional classroom settings. To help you make the most of your online learning experience
- such as notifications from social media or email. Organize your study materials and have a reliable internet connection to ensure seamless access to course materials.
- Technology
- that personal ethics and organizations ethics are two different and unrelated concepts. Others
- the attribute is useful
- The directions are attached. However you must read the PDF file first in order to answer the questions.
- the role of work and money
- Theatre
- then reply to a minimum of 2 of your classmates' original posts.
- Theology
- Threat of artificial intelligence 800 words.
- to be true of second language acquisition or socially situ ated cognition (Beebe
- to better promote the value and dignity of individuals or groups and to serve others in ways that promote human flourishing.
- to usc a Discourse. The most you can do is III It'! them practice being a linguist with you.
- total fat consumption
- Tourism
- Translation
- Transportation
- U110
- Uncategorized
- University of Central Missouri
- University of South Florida
- UNIVERSITY OF SOUTH FLORIDA, WRITING
- Video Games
- Watch this meditation https://www.youtube.com/watch?v=doQGx4hdF3M&feature=youtu.be and write a one page reflection
- WCWP10B
- we can always ask about how much ten- 12 """""" or conflict is present between any two of a person's Discourses (Rosaldo
- What approaches to the study of poverty does economic sociology offer? More specifically, what might sociologists studying poverty focus on besides poor households, neighborhoods, and individuals?
- What is the philosophical matrices for Behaviorism, Constructivism, and Reconstructivism
- What key aspects do you believe should guide ethical behavior related to health information, technology, and social media?
- what place did government have to improve markets? What does the concept of ""crowding out"" mean in all of this?
- What should be done to maintain optimum stock levels and why is it important to keep accurate and up-to-date records of stock in medical practice?
- whether good or bad. The intent of the short research projects is to dig a little deeper into some of the topics
- which triggers the vulnerability. As soon as the user downloads this shortcut file on Windows 10; windows explorer will
- Would somebody read these quotes and answer those three questions at the bottom for me?Disregard number two I will look for myself in the text.
- Write short essay based on evidence about the 2 cons of Sex Education 250-300 words 2 reference minimum no plagiarism
- WRITING
- writing assignment, you will analyze asymmetric and symmetric encryption. Evaluate the differences between the two of them and which one that you would determine is the most secure.
- Writing, Personal Code of Technology Ethics
- you believe you can provide the CIO with the information he needs.
- you will learn how to search for scholarly
- you will need to read the TCP standard. TCP was first defined in RFC 793. A link to this document is provided. https://tools.ietf.org/html/rfc793
- Young People


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