Need a 300 words discussion post for each question with URL references links. 

1.  Data mining and big data 

2.  Protection of cloud-based applications and infrastructures 

Note: NO PLAGIARISM

 Assessment Description

Implement a security framework to identify and close gaps between an organization’s current cybersecurity status and its target (future) cybersecurity status. Make sure to align to an appropriate regulation (e.g., PCI DSS, HIPAA, SOX, GLBA). In CYB-650, the NIST Cybersecurity Framework was utilized, and therefore it cannot be utilized for this assignment.

Develop a report that addresses the following:

Organizational Objectives and Priorities

1. Current Framework Compliance Status: Describe the current cybersecurity environment, such as processes, information, and systems directly involved in the delivery of services. Describe the current risk management practices, threat environment, legal and regulatory requirements, business/mission objectives, and organizational constraints using the framework identified. Include a diagram related to the common workflow of information and decisions at the major levels within the organization.
2. Future Cybersecurity Policy Implementations: Describe the critical cybersecurity needs that should be in place to ensure compliance with the appropriate regulation (e.g., PCI DSS, HIPAA, SOX, GLBA) and then prioritize organizational efforts, business needs, and outcomes.

Operational Compliance and Risk Assessment

1. Cybersecurity Risk Assessment: Describe the likelihood of risks occurring and the resulting impact. Identify threats to, and vulnerabilities of, those systems and assets. Express risks both internally and externally. Determine the acceptable level of risk (risk tolerance). Describe the response to the risk. Describe how identified risks are managed and resolved. Include an Organizational Risk Assessment Chart.
2. Privacy Risk Management: Describe how the business is integrating privacy laws and regulations, prioritizing, and measuring progress.
3. Compliance Gaps: Describe the type of audits that should be performed in order to keep a consistent measure of risk. Determine what type of gap analysis should be performed in order to properly identify the security elements and variables within the environment that pose the most risk. Formulate a cybersecurity governance strategy that establishes mitigation plans to achieve security objectives.
4. Web Portal Diagram: Create a web portal data flow diagram of the hypothetical organization’s operational environment using Visio or similar diagramming software. Within the web portal data flow diagram, students will show how the web portal is compliant. The web portal data flow diagram must: a) Display the organization’s technical requirements (related and unrelated applications, services, and links); b) display the compliance of associated servers, routers, access-control components, data storage, internal and external data communication, data backup, e-mail servers, and so forth; c) identify related systems and assets, regulatory requirements, and overall risk approach; and d) demonstrate each IT task to the next as aligned to regulations/compliance (e.g., start with the user logging in, and then go through each step and how it is validated.

APA style is not required, but solid academic writing is expected.

Refer to “CYB-690 Cybersecurity Framework Scoring Guide,” prior to beginning the assignment to become familiar with the expectations for successful completion.

Description: In this assignment, you are going to write a python program to read and tokenize the data. The following is the training data format where the first column is the reviewer id, the second column indicates whether this review is fake or true, the third column represents whether the review is positive or negative, and the rest is the review. Your task is to learn whether the review is fake or true and positive or negative based on the review. 

Input Data 

Your first task is read the data into your python objects. 

• Extract the labels
  [‘Fake’, ‘Neg’]
   
• Extract each review
  I was very disappointed with … the chain’s reputation.
   
• Tokenize the sentences
   
• Store the extracted data to lists
   
• Repeat it for all the data
   
• Print out the first and the last labels from your stored list
   
• Print out the first and the last tokens (reviews) from your stored list
   

The plan is for your client, a federal government agency, which is preparing for a Microsoft Azure cloud pilot. The Comprehensive Cloud Plan is the first of a two-part assignment for your client’s CIO. The plan should be submitted in a Word document. The Comprehensive Cloud Plan should be eight to 10 pages, including cover page, images or tables, and references.

Your plan should include the following information for the CIO:

• an executive summary to describe the requirements
• at least three benefits of using Azure
• a detailed explanation of the Azure cloud types and deployment models
• definition of common Azure terms: tenants, management groups, subscriptions, resource groups, and resources 
• the significance of FedRAMP 
• the Azure governance model

As distributed systems become more common, the transmission of content securely, efficiently, and effectively is important. Content-centric networking (CCN) seeks to address these issues.

Write a 5 to 6-page research paper on content-centric networking (CCN). The focus of your research should be on how CCN can facilitate distributed file system architectures. Your references will need to be only from the ACM and IEEE journals. You can find these databases in the school library.

Your paper needs to follow APA formatting.