SP2026 Statistical Learning Project III •      Important: This is not a group project. Please work independently. •      Data proj3data.csv The dataset is an extract from a survey of shopping mall customers in the San Francisco Bay area (1987). It consists of 14 demographic attributes. The dataset contains both categorical and continuous variables with a lot of missing data. The goal is to predict the Annual Income of Household from the other 13 demographics attributes. •      Training data: the first 4497 observations. •      Testing data: the last 4496 observations. •      Attribute Information 1       ANNUAL INCOME OF HOUSEHOLD (PERSONAL INCOME IF SINGLE) 1.    Less than $10,000 2.    $10,000 to $14,999 3.    $15,000 to $19,999 4.    $20,000 to $24,999 5.    $25,000 to $29,999 6.    $30,000 to $39,999 7.    $40,000 to $49,999 8.    $50,000 to $74,999 9.    $75,000 or more 2       SEX: 1=Male, 2=Female 3       MARITAL STATUS 1.    Married 2.    Living together, not married 3.    Divorced or separated 4.    Widowed 5.    Single, never married 4       AGE 1.    14 thru 17 2.    18 thru 24 3.    25 thru 34 4.    35 thru 44 5.    45 thru 54 6.    55 thru 64 7.    65 and Over 5       EDUCATION 1.    Grade 8 or less 2.    Grades 9 to 11 3.    Graduated high school 4.    1 to 3 years of college 5.    College graduate 6.    Grad Study 6       OCCUPATION 1.    Professional/Managerial 2.    Sales Worker 3.    Factory Worker/Laborer/Driver 4.    Clerical/Service Worker 5.    Homemaker 6.    Student, HS or College 7.    Military 8.    Retired 9.    Unemployed 7       HOW LONG HAVE YOU LIVED IN THE SAN FRAN./OAKLAND/SAN JOSE AREA? 1.    Less than one year 2.    One to three years 3.    Four to six years 4.    Seven to ten years 5.    More than ten years 8       DUAL INCOMES (IF MARRIED) 1.    Not Married 2.    Yes 3.    No 9       PERSONS IN YOUR HOUSEHOLD 1.    One 2.    Two 3.    Three 4.    Four 5.    Five 6.    Six 7.    Seven 8.    Eight 9.    Nine or more 10    PERSONS IN HOUSEHOLD UNDER 18 0.    None 1.    One 2.    Two 3.    Three 4.    Four 5.    Five 6.    Six 7.    Seven 8.    Eight 9.    Nine or more 11    HOUSEHOLDER STATUS 1.    Own 2.    Rent 3.    Live with Parents/Family 12    TYPE OF HOME 1.    House 2.    Condominium 3.    Apartment 4.    Mobile Home 5.    Other 13    ETHNIC CLASSIFICATION 1.    American Indian 2.    Asian 3.    Black 4.    East Indian 5.    Hispanic 6.    Pacific Islander 7.    White 8.    Other 14    WHAT LANGUAGE IS SPOKEN MOST OFTEN IN YOUR HOME? 1.    English 2.    Spanish 3.    Other •      Number of observations: 8993. These are obtained from the original dataset with 9409 instances, by removing those observations with the response (Annual Income) missing. •      The missing value is NA. •      Try all the methods that are applicable for the data set contained in proj3data.csv. Project Report Format: •      Please typeset your report using R Markdown in RStudio to produce a PDF file. Your report should have the following –    A title –    Abstract –    Introduction –    Section(s) containing details of your data analysis, include only relevant R codes used for data analysis, graphs and explanation of the methods you used, etc. If random data were generated you must specified a random seed so that your results can be repeated. –    Summary of Results and Discussion which include a table to summarize the test error rate of the models trained and give the predicting formula of your final model if possible. •      Limit your report within 20 pages. Only report necessary and relevant R code, graphs, and printout. Make your report neat, clean, readable, not like draft. Do not include the data in your report. •      Important: Using AI tools or anything like this is prohibited. Use only the R libraries and functions taught or mentioned in the lectures or the textbook or no credit!

Lesson Plan Assignment Instructions  Overview Lesson planning is a key aspect of effective instruction. Lesson planning ranges from long-term planning (such as yearly or unit planning) to short-term planning (such as weekly or daily planning). You will complete this assignment twice. Each lesson plan is to be according to the topic/theme noted in the chart below. Topic/Theme Whole Number Operations and Computational Fluency Thinking Algebraically and Geometric Concepts For each Lesson Plan Assignment, you will choose one or more mathematics standards that are grade appropriate. The lesson plans must include individualized math accommodations to ensure that a student with a specific learning disability in math has access to the general education curriculum. Instructions When you are ready to write your Lesson Plan, use the provided Lesson Plan Template. The following details the information needed in each section of the template. Lesson Plan Examples have also been provided for your reference. Preliminary Information Candidate Name: Your name Grade Level: Grade level for the lesson Candidate’s Endorsement: Your endorsement area Central Focus: A description of the important understandings and core concepts you want students to develop within the learning segment. The central focus should go beyond a list of facts and skills, align with content standards and learning objectives, and address the subject-specific components in the learning segment. An overarching, big idea for student learning in the subject area (e.g., equivalent fractions, persuasive writing) Subject: Subject area for the lesson Learning Segment Theme: A learning segment is a set of 3–5 lessons that build one upon another toward a central focus, with a clearly defined beginning and end. You need to list the specific skill you are teaching that falls under the central focus. This should be specific for this plan (e.g., Central Focus: retelling/Learning Segment: summarizing a story). Where in the learning segment does this lesson occur? Choose where this lesson falls in the learning segment (beginning, middle, or end). Lesson Structure of Grouping: Choose which type of grouping you will use for this lesson (whole class, small group, other). Student Assets Complete this section if you are in a practicum setting. If you are not in a practicum setting, please list N/A. Personal: Refers to specific background information students bring to the learning environment. Students may bring interests, knowledge, everyday experiences, family backgrounds, and so on, which a teacher can draw upon to support learning. Provide specifics about the students in your classroom. Cultural: Refers to the cultural backgrounds and practices that students bring to the learning environment, such as traditions, languages and dialects, worldviews, literature, art, and so on, that a teacher can draw upon to support learning. Provide specifics about the students in your classroom. Community: Refers to common backgrounds and experiences that students bring from the community where they live, such as resources, local landmarks, community events and practices, and so on, that a teacher can draw upon to support learning. Provide specifics about the students in your classroom. Developmental: Refers to the cognitive, physical, social, and emotional needs students display that can impact the classroom environment. Provide specifics about the students in your classroom. Content Standards State Standard(s): Choose and write the specific state standard that your lesson is based on, including the number, letter, and description. Links to the Virginia Standards of Learning and Common Core Standards have been provided with this assignment. Only Virginia Standards of Learning or Common Core Standards may be used for this assignment. An example of a correctly written state standard is: VA English SOL 2.7 The student will read and demonstrate comprehension of fictional texts (f) identify the problem and solution. National Standard(s): Choose and write the specific national standard that your lesson is based on, including the number, letter, and description. Links to the National Standards approved for you to use have been provided with this assignment. An example of a correctly written national standard is: D2.His.1.9-12. Evaluate how historical events and developments were shaped by unique circumstances of time and place as well as broader historical contexts. InTASC Standard(s): Choose and write the specific InTASC standard that your lesson is based on, including the number, letter, and description. A link to the InTASC Model Core Teaching Standards has been provided with this assignment. Write a sentence to show how the InTASC standard(s) applies to your specific lesson. An example of a correctly written InTASC standard is: Standard #4: Content Knowledge. The teacher understands the central concepts, tools of inquiry, and structures of the discipline(s) he or she teaches and creates learning experiences that make these aspects of the discipline accessible and meaningful for learners to assure mastery of the content. Learning Objective(s) Objective: Write an objective based on your chosen state standard. The objective should be succinct and contain a clear Condition, Performance, and Criterion. Here is an objective example with each part numbered ([1] Condition, [2] Performance, [3] Criterion): [1] After reading three fictional short stories,[2] the student will correctly identify each story’s main conflict and resolution from a list of choices [3] with 4/6 identified correctly. Instruction Launch/Hook/Anticipatory Set: Describe how you will open the lesson. This should capture students’ attention and narrow their focus for the instruction ahead. Ideas for this include telling an interesting story, asking a thought-provoking question, sharing a fun fact, singing a song, or anything else that will meaningfully connect to the instruction. Instruction/Modeling: This will be one of the most detailed parts of the lesson. Explain very clearly how you will teach the skill/content of the chosen state standard and the objective. To do this, provide a step-by-step description of what you will do (as the teacher) and what students will do. You are encouraged to use numbers or bullet points. Guided Practice: Describe how students will practice the skill/content taught during Direct Instruction/Modeling. This includes teacher monitoring, support, and feedback. Guided practice is intended to help students form their learning in a meaningful way, enhancing their understanding and/or accuracy of the skill/content. Guided Practice can also be

Think back to the five SMART goals you created earlier in the term. Write a reflection paper following APA format and consisting of 750-1000 words in length Use the following questions to guide your response: 1. What were you expecting from the experience before you started? 2. Why were you expecting this? 3. Why did you choose this goal? 4. Did you learn anything about a different group in society (i.e., different age, profession, ethnic, racial or socio-economic group)? What did you learn? 5. What is the most valuable experience you acquired? 6. What impact did the experience have on your everyday life? 7. What did you learn that was directly related to your course objectives?

Strategic preparation is key to our success. It involves anticipating arguments and preparing for hard questions, whether they’re from a news reporter, your target decision makers, or even a community member. This approach will make us more confident and persuasive in our responses. For this discussion board, your RESPONSES will make up the majority of your available points. For your initial post (5 pts): · Post a “hard” question related to something specific that you read, watched, or heard in this module that Milwaukee’s Pregnancy Prevention Campaign team may have gotten from someone who opposes the campaign. Make sure to state who the person is that poses the question. Resources Milwaukee’s three-pronged strategy to reduce teen pregnancy: An interview with Bevan Baker, Commissioner of Health, City of Milwaukee, and Nicole Angresano, United Way of Greater Milwaukee – Episode #118

In this assignment you will examine effective communication and shared decision-making modalities for patients, families, and the interprofessional team for both prescriptive and nonprescriptive drug therapies, taking into consideration determinants of health with regards to thromboembolic disorders. · Access the Unit 5 template and ensure you complete your name and the required information. Use the headers in the template provided. · Begin with an introductory paragraph on general considerations related to safe anticoagulation therapy and the role of these agents. · Next include content regarding prescribing, communicating and educating with patients and families. Include lab monitoring considerations and safety in the home, medication compliance etc. Specific values of labs should be addressed. · Address communication pathways with the interprofessional team. Pharmacy, nursing, physician, cardiology, intermedicine etc., regarding medical management. · Next include content on shared decision making with these drugs. Address patients/ families and interprofessional teams separately. · Finally in the commentary portions include content regarding nonprescriptive drug therapies that may interact or be contraindicated and why. · Include content how determinants of health such as biology/ genetics and/ or comorbidities · Finally provide a summary. · Provide 4-5 sentences per section. · Then complete the table component within the template. You must list one specific drug in each class and place the name of the drug under the class. · Refer to your text and readings to help you choose a drug from the class. Include 2-4 items/ key points per section based on your literature search. · The last section of the table should have content on the use of the drug regarding therapeutic monitoring, labs for monitoring and goals of therapy · Refer to the required reading, resources and internet research to help you. · The template sections will expand as you add content. Use key words with bulleted content or brief descriptions. Do not paste large content. · You will have addressed 7 medications one from each listed classification. · You may add the citation under the drug names. Include references on your reference page. · Keep the headings within the essay portion bolded. Polish and keep the template and the table neat. Be sure the font is Ariel 10 within the table. It should be readable, meaningful, organized and not wordy. NU553 Unit 5 Template Review the grading rubric. Communication, Shared Decision Making and Interprofessional Teams in Thromboembolic Disorders Student Name: Date: Instructor Name: Introduction Communication Techniques Patients and Families. Interprofessional Teams. Shared Decision Making Patients and Families. Interprofessional Teams. Nonprescriptive Considerations Determinants of Health Considerations Anticoagulant Agents Drug Class Drug Name Brand/ Generic Indications and Uses Mechanism of Action Dosage and Considerations Interactions Contraindications Antedote Monitoring Goals/ Labs UFH LMWH VKA DOAC (DTI) DOAC (Xa Inhibitor) APT tPA Thrombolytic Anticoagulants include the injectable agents unfractionated heparin (UFH) and low-molecular-weight heparins (LMWHs), oral vitamin K antagonist (VKA) warfarin, and the DOACs (a direct thrombin inhibitors), and oral factor Xa inhibitors. Recombinant tissue plasminogen activators (rtPAs) are thrombolytic agents. Antiplatelet therapy (APT). References

This week, you will consider assessment questions and appropriate interventions related to social determinants of health. Healthy physical, social, and economic environments strengthen the potential to achieve health and well-being. The nurse practitioner (NP) must assess all facets of clients’ health during a comprehensive health history. Identify the assigned topics listed by the first letter of your first name. For example, if your first name is Gilda then your assigned topic is education access and quality. Select an objective related to your assigned social determinant from the Healthy People website. First Letter of Your First NameTopic : Health care access and quality (https://odphp.health.gov/healthypeople/objectives-and-data/browse-objectives/health-care-access-and-quality) Complete the following requirements: Application of Course Knowledge: Answer all questions/criteria with explanations and detail. Correctly identify your assigned social determinant. Briefly define the determinant and describe how it impacts healthcare outcomes. Select an objective related to your assigned social determinant from the Healthy People website linked above. Identify the status of the objective and the population to whom the objective applies. Provide at least three appropriate questions related to the chosen objective that the NP could incorporate into the health history and interview to assess the client and family. Identify at least two online, national, or local resources and explain how the resources could help meet the chosen objective for at-risk clients or families. Integration of Evidence: Integrate relevant scholarly sources as defined by program expectations. Cite a scholarly source in the initial post. Accurately analyze, synthesize, and/or apply principles from evidence with no more than one short quote (15 words or less) for the week. Include a minimum of two different scholarly sources per week. Cite all references and provide references for all citations. Professionalism in Communication: Communicate with minimal errors in English grammar, spelling, syntax, and punctuation. Reference Citation: Use current APA format to format citations and references and is free of errors. Please provide AI and Similarity report.

In this assignment, you are reintroduced to the THS case study, which was used in the HIA610 course. You will use this case study for this assignment and for the final presentation in this course. In the Transformative Health System (THS) case study, a community health system is in a state of transformation. Shifting from inpatient care toward ambulatory, home, and virtual care. In this assignment, you will begin analyzing the future needs of the Transformative Health System. This includes exploring strategies to enhance their existing clinical data repository and develop a data warehouse. Also, consider how modern business intelligence (BI) applications support executive decision- making. In your paper, • Explain the current clinical repository’s role in the THS strategy. • Propose three to five types of transactional database (source) systems that the THS currently uses that it should add to the existing clinical repository to support the expansion of its data warehouse strategy. • Describe at least three to five key data elements (basic unit of information) that are critical in each of the source systems you are proposing for expanding the THS data warehouse strategy. • Explain the nine documentation elements for a data dictionary for one of the data elements that you propose adding to the data warehouse. o Refer to the following section in your course text: Section 5.8.1: Documenting the Data Elements (data element name or label, alias, type in length of data field, default values, acceptable values, source system considerations, security considerations, responsible users in the description and comments) • Justify which of the source systems THS should prioritize first in expanding the data warehouse based on the organization’s strategic direction. The THS Case: Transactional Database Analysis paper • must be 5 double-spaced pages in length (not including title and references pages) and formatted according to APA Style. • must include a separate title page with the following in title case: o title of paper in bold font Space should appear between the title and the rest of the information on the title page. o student’s name o name of institution (The University of Arizona Global Campus) o course name and number o instructor’s name o due date • must utilize academic voice • must include an introduction and a conclusion paragraph. • Your introduction paragraph needs to end with a clear thesis statement that indicates the purpose of your paper. • must use at least 4 scholarly, peer-reviewed sources in addition to the course text https://writingcenter.uagc.edu/apa-style

You are assigned to present at the annual staff training on leadership skills of a transformational leader. This will entail the development of a training module that reflects your understanding and application of transformational leadership to the role of a nursing supervisor. As a transformational leader, you need to have a clear understanding of the principles to guide nursing care. Consider the leadership and management principles from your nursing experiences that guide supervision. As part of the training, you will be discussing delegation, supervision, and prioritization of nursing care. Instructions Create a presentation with notes for the annual staff training to include the following: · Describe the leadership and management principles needed to develop transformational leadership skills. · Explain how to effectively delegate, supervise, and prioritize nursing care to improve client outcomes. · Outline methods to assure staff involvement in the training. · Include an evaluation tool for the training session. · Provides stated ideas with professional language and attribution for credible sources with correct APA citation, spelling, and grammar. · Identify evidence from the literature to support how each technology has been shown to impact patient outcomes.

In this assignment, you are reintroduced to the THS case study, which was used in the HIA610 course. You will use this case study for this assignment and for the final presentation in this course. In the Transformative Health System (THS) case study, a community health system is in a state of transformation. Shifting from inpatient care toward ambulatory, home, and virtual care. In this assignment, you will begin analyzing the future needs of the Transformative Health System. This includes exploring strategies to enhance their existing clinical data repository and develop a data warehouse. Also, consider how modern business intelligence (BI) applications support executive decision- making. In your paper, • Explain the current clinical repository’s role in the THS strategy. • Propose three to five types of transactional database (source) systems that the THS currently uses that it should add to the existing clinical repository to support the expansion of its data warehouse strategy. • Describe at least three to five key data elements (basic unit of information) that are critical in each of the source systems you are proposing for expanding the THS data warehouse strategy. • Explain the nine documentation elements for a data dictionary for one of the data elements that you propose adding to the data warehouse. o Refer to the following section in your course text: Section 5.8.1: Documenting the Data Elements (data element name or label, alias, type in length of data field, default values, acceptable values, source system considerations, security considerations, responsible users in the description and comments) • Justify which of the source systems THS should prioritize first in expanding the data warehouse based on the organization’s strategic direction. The THS Case: Transactional Database Analysis paper • must be 5 double-spaced pages in length (not including title and references pages) and formatted according to APA Style. • must include a separate title page with the following in title case: o title of paper in bold font Space should appear between the title and the rest of the information on the title page. o student’s name o name of institution (The University of Arizona Global Campus) o course name and number o instructor’s name o due date • must utilize academic voice • must include an introduction and a conclusion paragraph. • Your introduction paragraph needs to end with a clear thesis statement that indicates the purpose of your paper. • must use at least 4 scholarly, peer-reviewed sources in addition to the course text https://writingcenter.uagc.edu/apa-style

Evaluate a DNP QI project that used a mixed methods approach (choose from the list). (You can choose Rampersad, source is placed below) · What was the relationship to the practice-focused question to the use of the quantitative and the qualitative results? (one paragraph) · What was the effectiveness of each? (one paragraph) REQUIRED SOURCES: · Bangura, F. (2024). Development and evaluation of a nurse practitioner–directed intentional rounding strategy, and its impact on decreasing falls in a veterans long-term care facilityLinks to an external site. (Publication No. 30991997) [Doctoral dissertation, Wilmington University]. ProQuest Dissertations and Theses Global. · Khoja, A., & Moosa, L. (2023). Impact of tailored interventions for patient safety (TIPS) to reduce fall rates Links to an external site. . MEDSURG Nursing, 32(2), 89–93. · Tzeng, H.-M., & Yin, C.-Y. (2017). A multihospital survey on effective interventions to prevent hospital falls in adults Links to an external site. . Nursing Economics, 35(6), 304–313. · Frazier, M. C. (2023). Examining the lived experience of secondary traumatic stress in emergency room nurses: A mixed methods studyLinks to an external site. (Publication No. 30816304) [Doctoral dissertation, Saint Louis University]. ProQuest Dissertations and Theses Global. · Karamichos, S. (2023). The professional identity of the nurse practitioner: A mixed methods studyLinks to an external site. (Publication No. 30634134) [Doctoral dissertation, Oklahoma City University]. ProQuest Dissertations and Theses Global. · Rampersad, M. (2023). Oncology nurses, compassion fatigue and general health: A mixed-methods studyLinks to an external site. . Walden University. https://scholarworks.waldenu.edu/dissertations/11819/ · Document: Simons, A. (2023). Executive summary: Quality improvement initiative reducing orthopedic surgical site infections through nasal decolonization Download Executive summary: Quality improvement initiative reducing orthopedic surgical site infections through nasal decolonization. Walden University. Rubric: NURS_8211_Week10_Discussion_Rubric