Law
Fundamentals of Data Analytics
Part 1: The police chief asks you to analyze the logs from emergency 911 calls in the city and then provide a summary of that data. A. Prepare a dataset from the data provided in the Raw Data spreadsheet, attached below. Remove any potential errors or outliers, duplicate records, or data that are not necessary. Provide a clean copy of the data in your submission. B. Explain why you removed each column and row from the Raw Data spreadsheet, or why you imputed data in empty fields as you prepared the data for analysis. C. Create data sheets using your cleaned dataset, provide each of the following to represent the requested aggregated data. table: date and number of events bar graph: date and number of events table: number of incident occurrences by event type bar graph: number of incident occurrences by event type table: sectors and number of events bar graph: sectors and number of events D. Summarize your observations from reviewing the data sheets you have created Part 2: The state governor has offered an additional funding incentive for police departments that are able to meet the standard of having a minimum of 2.5 officers onsite per incident. The police department has asked you to analyze their data to determine if the department will be eligible for additional funding, using the attached linear regression. E. Describe the fit of the linear regression line to the data, providing graphical representations or tables as evidence to support your description. F. Describe the impact of the outliers on the regression model, providing graphical representations or tables as evidence to support your description. G. Create a residual plot and explain how to improve the linear regression model based on your interpretation of the plot. H. Using the linear regression analysis, explain if the department qualifies for additional state funding, including any limitations posed by the available data to the assessment of the departments current funding eligibility. I. Describe the precautions or behaviors that should be exercised when working with and communicating about the sensitive data in this scenario. J. Acknowledge sources, using in-text citations and references, for content that is quoted, paraphrased, or summarized. K. Demonstrate professional communication in the content and presentation of your submission.
policy brief
A policy brief is going to be on the same topic that you conducted your literature review on. You cannot start this assignment until you have completed your literature review.
Ethical Violation
Create an 8-10 slide PowerPoint® presentation with extensive speaker notes. Address the following: Describe the ethical violation and why it is an ethical violation, based on the Law Enforcement Code of Ethics. Explain the consequences for the violation. Do you feel the consequences were adequate? Why or why not? Explain what measures the agency has taken to prevent such an occurrence from happening again. Do you feel they are effective? Provide a possible alternative measure to be considered. Propose how the officer should have acted to support the code of ethics and show good personal ethics.
Special Courts and Sanctions
Consider the feedback from your instructor and peers on your Evaluative Needs Summary, and make changes to your Evaluative Needs Summary. This week, you will provide an additional detail to your Evaluative Needs Summary by recommending a specific state program (within your state of residence) that you feel would be best for the defendant. It is critical that you support your rationale for your recommendations, and all work is APA-formatted. This will be your final Evaluative Needs Summar THIS ONE IS ONE FEEDBACK FROM MY TEACHER Late penalty waived Hi , Total points earned (rounded): 83 out of 100 (83%). Task Requirements points earned: 18 out of 25 (72%). Demonstration and application of knowledge points earned: 47.3 out of 55 (86%). Academic writing and format points earned: 18 out of 20 (90%). Strengths: Your assignment demonstrated an understanding of individualized justice, as evidenced by your scenario, which depicted the community as a victim, which then resulted in community sanctions. You also demonstrated an application of knowledge by explaining how state probation programs would be appropriate for the key assignment scenario. Opportunities for Improvement: Task Requirements: References 2/3 3-4 Pages 3/9 Demonstration and Application of Knowledge Part: 1 The crimes should warrant community correction programs, not incarceration unless community programming failure occurs. Individualized Justice Individual Victim: 7/15 What offense against an individual victim which would warrant a community corrections program in which harm to the victim is repaired? As you stated rape would most likely be incarcerated which is not a community corrections program. Part 2: John Orchid Just to clarify 1/6 of an ounce is not a lot of marijuana. Academic Writing and Format 3 References 4/6
Computer Forensics Examiner
This final conference deals with the final issue any computer forensics examiner, or any other witness to an event will face – testifying under oath to what you know. Each person who testifies is a witness and as we discussed several weeks ago will present testimonial evidence. As an expert witness, which is how a computer forensic examiner will be generally be presented, you are not providing eye-witness testimony to a crime, but are testifying about what you as an expert found or did not find during your collection, preservation, and examination of physical evidence. When you testify on behalf of the government (normally this would be a prosecutor or district attorney), or could be the defense counsel, you will first testify on direct examination – that means the attorney who called you to the stand has to lay certain groundwork to get your testimony about your examination of the evidence before the jury as an expert (known as Voir Dire). Once the preliminary questions have been asked and answered, the attorney handling the direct examination will then turn over examination to the defense. This is often done before you are allowed to answer questions about the actual evidence or case before the court. The reason this is done in this matter is that you are first being presented to the court as an expert in some field. The opposing counsel gets to cross-examine you (Voir Dire) to try to defeat your being named as an expert. In cases where you have already been determined to be an expert by the court on previous occasions and testimony, there is less of a chance the opposing counsel will be successful in discrediting your testimony admissible as an expert. But, for a new examiner, the first couple of times before the court will be more demanding as to your expertise. After both sides had a chance to question your bone fides as an expert, the counsel wishing you to be accepted will make a motion that you be accepted as an expert. Once that is complete, you will be asked about the matter at hand, and will testify to your collection, preservation, and examination of physical evidence. This is also where the opposing counsel will be especially alert for any weakness or contradictions in your testimony. For this weeks discussion, complete the following questions below in detail. Please discuss thoroughly and substantively in your post. Additionally, respond in a thorough, substantive, intelligent way to at least one of your fellow classmates that adds to our discussion and learning of this weeks topic! 1) What are some questions you think that you would be asked initially on direct examination being qualified to testify as an expert? 2) What kind of questions do you think the opposing counsel during Voir Dire will ask you? Remember on cross examination, opposing counsel can ask leading questions to challenge your expertise. 3) Describe why it is important, and how you would testify to limit any contradictions? You must start a thread before you can read and reply to other threads
Peer Reviewed Article
The Application Assignment requires students to read and summarize a peer-reviewed article that is based on empirical research, including a discussion of the research question, the main variables, results, limitations, and a critical analysis of the research from a social justice perspective. You are expected to write about 5 pages. So far we have covered the following: Common errors of reasoning Ethics in Social Work Practice Conceptualization and Measurements Population, Samples, and Sampling Research Designs All these topic areas have smaller topic areas like sampling bias, validity, levels of measurement, etc. The goal of this assignment is to use some of these areas in your paper. Touch on at least three topic areas we have discussed in class. As you review the research, identify: 1. The main variables dependent and independent variables what are the key variables the researcher is investigating? 2. If present, discuss the other variable(s) the researcher controlling for? Why? 3. What are the limitations of this study? 4. What direction would you like to see future research go? Why? 5. Perform a critical analysis of the research from a social justice perspective How can you tell an article is peer-reviewed? There are a few resources online that can help. One way is by looking if the article say
Choose a Supreme Court Case about an Issue that is Important to you.
Choose a Supreme Court case about an issue that is important to you. For your final paper, you will write a three to five (3 – 5) page paper that analyzes the history, important factors, and impact of the case on individuals, groups, government, and society at large. Use the theories, examples, statistics, etc. from your readings to compose this paper. (Title and reference page are not included in the page requirements) You must include at least three reliable resources
What Constitutes the Crime of Stalking
Read What Constitutes the Crime of Stalking?, and write a case study that addresses the questions below. Provide a brief overview of the handout. What are the elements of the crime of stalking under the statute discussed in this case? Do you agree with the court of appeals that the statute is not unconstitutionally vague? Is the evidence in this case sufficient to support a stalking conviction? Your case study will be at least two pages in length, not counting the title and reference pages. It should present an insightful and thorough analysis with strong arguments and evidence. You are required to use at least two outside resources, one of which may be your textbook. All resources used, including the textbook, must be referenced; paraphrased and quoted material must have accompanying citations. Your case study, including all references, will be formatted in APA style
Survey and Interview Research
Read Exhibit 7.1, page 222. Additionally, conduct independent research on Mark Hamms collection of data on the American skinhead culture. Create an analysis of 750-1,000 words regarding Hamms study. Address the following: Explain how Mark Hamm collected data on American skinheads in 1989. What was unexpected in his attempts to collect data on this group? How did Hamm attempt to use the Internet to further his data collection, and why might this effort have yielded better results today? Were Hamms data collection techniques ethical and objective? Explain. Be sure to cite three to five relevant scholarly sources in support of your content. Use only sources found at the GCU Library, government websites or those provided in Topic Materials. Prepare this assignment according to the guidelines found in the APA Style Guide, located in the Student Success Center. An abstract is not required. This assignment uses a rubric. Please review the rubric prior to beginning the assignment to become familiar with the expectations for successful completion. You are required to submit this assignment to LopesWrite. Refer to the LopesWrite Technical Support articles for assistance.
Marine Corps Priority
Advance new thinking about how the U.S. Marine Corps will tackle the diverse and difficult security challenges of the 21st century. No issue is too big or too narrow as long as it aims to make the Marine Corps stronger. Authors may be critical and challenge conventional wisdom, current policies, and practices. Dare to write about the toughest and most difficult issues; the topics everyone knows need addressing, but some are hesitant to acknowledge.
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