You are a data and business-intelligence analyst working for a network of hospitals in rural districts. The hospital’s chief of behavioral health services (CBHS) would like to use existing research data to create a model to predict or classify newer patients as at-risk or not at-risk for clinical depression. Such predictions will enable them to provide early mental health interventions to at-risk individuals. The CBHS has tasked your team with creating the predictive model and then testing the model on five new patients at the hospital.
You applied logistic regression to build a predictive model for the data set and presented your report to the CBHS. After reviewing the report, the CBHS is now interested in exploring additional predictive methodologies that could be used to analyze the historical depression data set, and potentially create more accurate predictions to improve the hospital’s ability to detect patients who are at-risk for depression.
In Module Two, you applied logistic regression techniques to build a predictive model in Excel. In this assignment, you will apply advanced predictive models such as a decision tree and a random forest model to the same historical clinical depression data set using Rattle, a package for R Studio, within the VDI. You will then use the predictive model to classify five new patients at the hospital network as at-risk or not at-risk. You will then compare your results from the different models and share your analysis with the CBHS.
Directions
Create a report with your analysis about advanced predictive analysis models, such as the decision tree and random forest models. Include relevant screenshots from Rattle.
Specifically, you must address the following rubric criteria:
Build a Decision Tree: Build a decision tree prediction model for the given historical data set. Include relevant screenshots.
Identify the independent and dependent variables in the given data set.
Apply the decision tree algorithm on the given data set to produce a binary classification model.
Generate a visualization of the decision tree.
Interpret the results of the algorithm.
What does the output tell you about the risk factors for depression?
What business rules did the model generate, and what do they tell you about the data set?
Apply the Decision Tree: Apply the decision tree model to make predictions about new data. Include relevant screenshots.
Apply this model to the new set of patient data you have been given.
Make predictions about the risk of depression in each of the new patients.
Build a Random Forest: Build a random forest prediction model for the given historical data set. Include relevant screenshots.
Apply the random forest algorithm on the given data set to produce a binary classification model.
Interpret the results of the algorithm.
What does the output tell you about the risk factors for depression?
Apply the Random Forest: Apply the random forest model you built to make predictions about new data. Include relevant screenshots.
Apply this model to the new set of patient data you have been given.
Make predictions about the risk of depression in each of the new patients.
Compare Predictive Models : Compare and contrast the random forest model, the decision tree model, and logistic regression.
Discuss the differences (if any) in the final predictions for the five new patients using each of the models.
What do you think led to these differences?
Compare the accuracy of your prediction models.
Discuss the out-of-bag (OOB) error rate of the advanced predictive models and how this might affect your predictions.
Which model do you think is more accurate? Why?
Share your thoughts about the pros and cons of each model.
For which type of situations or business requirements would you choose each model?
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“Advanced Predictive Models for Identifying At-Risk Patients for Depression: A Comparison of Decision Tree, Random Forest, and Logistic Regression Models”
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“Economic Policy Interventions in South Korea During the COVID-19 Pandemic: A Case Study”
Several sectors in the global economy have been hit especially hard due to the COVID-19 pandemic. A couple of the hardest-hit sectors include automotive, healthcare services, pharma, hospitality, and airlines. Several countries have played an important role in economic-policy interventions to boost up their economy and assist industries that are struggling. Choose a foreign country and research the economic policies that the country has put into place to assist with the recovery. Specific examples should be provided to support your paper. Your comments should also be supported by your research.
This is a midterm activity. Reflect on what you have learned in activities in Modules 1-4 and demonstrate an understanding of the concepts and theories.
You are expected to go beyond your textbook to support your comments in this case study. There should be a minimum of three references that are from scholarly journals. The contents of the paper should consist of three pages (750 words) written in current APA format. The total of three pages does not include the cover page, references, or any exhibits. For information about APA format, please see the Writing Style Guide.
Save your assignment using a naming convention that includes your first and last name and the activity number. Do not add punctuation or special characters.
Read the link below:
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Advanced Analytics with Excel Title: Analyzing Columbia Crime Data Using Advanced Excel Techniques
We’ll now work on some more advanced analytic skills with Excel. This folder contains two files of data. The data relates to selected crimes that have seen an increase in the Columbia area over a specific time period (1,505 crimes). The access data file was created by pulling data from the Columbia Crime Reports. Therefore, it does not contain some of the qualitative data. You do not have all 1,505 crimes reports in the pdf file titled “Columbia Crime Reports”.
Your task is to import the Columbia Crime Data Access Database into Excel as a table. You must use the query function shown in the External Data video from Week 6 to simply focus on one type of crime in the data. Therefore, your excel file will only have data for one crime type. The data contains information on Armed Robbery, Burglary/Breaking and Entering, Hijackings, and Shoplifting. You may not focus on just the Missing Person Report as there is only two in the data. These may be important to look at for some of the other crimes.
Your second task is to create at least one pivot table of the data that shows some of the patterns that you have noted in the data.
Use the PDF file of Columbia Crime Reports to conduct some crude text mining to supplement the information that you have found in the Excel File.
Please attach your excel file with your data and pivot table. In your submission, detail your findings based on your analysis of the data. -
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“The Impact of Social Media on Mental Health: An In-Depth Analysis”
It’s a research paper the first file will be what’s it’s about and the next couple files will be what is needed
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“Analyzing Class Survey Data Using ANOVA in Excel”
The Anova Excel Data sheet is needed for this activity. Access the Excel sheet attached
There are 3 files: Follow the Directions (1) to complete the assignment using the Anova data from the Class Survey Data File (2), and submit your work using the Assignment Submission Form (3) via the appropriate link -
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“Exploring the Elements of Fiction: Characterization, Irony, Plot, Point of View, and Setting” Analyzing Style, Symbolism, Theme, and Tone in Zora Neale Hurston’s “Sweat” By looking at the snake symbolically in “Sweat”: The manifestation of Sykes’ evil.
Characterization is a means by which writers present and reveal characters – by direct
description, by showing the character in action, or by the presentation of other characters who
help to define each other.
Characters in fiction can be conveniently classified as major and minor, static and dynamic. A
major character is an important figure at the center of the story’s action or theme. The major
character is sometimes called a protagonist whose conflict with an antagonist may spark the
story’s conflict. Supporting the major character are one or more secondary or minor characters
whose function is partly to illuminate the major characters. Minor characters are often static or
unchanging: they remain the same from the beginning of a work to the end. Dynamic
characters, on the other hand, exhibit some kind of change – of attitude, purpose, behavior, as the
story progresses.
Irony is not so much an element of fiction as a pervasive quality in it. It may appear in fiction in
three ways: in a work’s language, in its incidents, or in its point of view. But in whatever form
it emerges, irony always involves a contrast or discrepancy between one thing and another. The
contrast may be between what is said and what is meant (verbal irony), what is expected to
happen and what actually happens (situational irony) or between what a character believes or
says and what the reader understands to be true (dramatic irony).
Plot, the action element in fiction, is the arrangement of events that make up a story. Many
fictional plots turn on a conflict, or struggle between opposing forces, that is usually resolved by
the end of the story. Typical fictional plots begin with an exposition, that provides background
information needed to make sense of the action, describes the setting, and introduces the major
characters; these plots develop a series of complications or intensifications of the conflict that
lead to a crisis or moment of great tension. The conflict may reach a climax or turning point, a
moment of greatest tension that fixes the outcome; then, the action falls off as the plot’s
complications are sorted out and resolved (the resolution or dénouement). Be aware, however,
that much of twentieth-century fiction does not exhibit such strict formality of design.
Point of view refers to who tells the story and how it is told. The possible ways of telling a story
are many, and more than one point of view can be worked into a single story. However, the
various points of view that storytellers draw upon can be grouped into two broad categories:
Third-Person Narrator (uses pronouns he, she, or they):
1. Omniscient: The narrator is all-knowing and takes the reader inside the characters’
thoughts, feelings, and motives, as well as shows what the characters say and do.
2. Limited omniscient: The narrator takes the reader inside one (or at most very few
characters) but neither the reader nor the character(s) has access to the inner lives of
any of the other characters in the story.
3. Objective: The narrator does not see into the mind of any character; rather he or she
reports the action and dialogue without telling the reader directly what the characters
feel and think.
First-Person Narrator (uses pronoun I):
The narrator presents the point of view of only one character’s consciousness, which
limits the narrative to what the first-person narrator knows, experiences, infers, or can
find out by talking to other characters.
Setting is the physical and social context in which the action of a story occurs. The major
elements of setting are the time, the place, and the social environment that frames the characters.
These elements establish the world in which the characters act. Sometimes the setting is lightly
sketched, presented only because the story has to take place somewhere and at some time.
Often, however, the setting is more important, giving the reader the feel of the people who move
through it. Setting can be used to evoke a mood or atmosphere that will prepare the reader for
what is to come.
Style is the way a writer chooses words (diction), arranges them in sentences and longer units of
discourse (syntax) and exploits their significance. Style is the verbal identity of a writer, as
unmistakable as his or her face or voice. Reflecting their individuality, writers’ styles convey
their unique ways of seeing the world.
A symbol is a person, object, image, word, ore vent that evokes a range of additional meanings
beyond and usually more abstract than its literal significance. Symbols are devices for evoking
complex ideas without having to resort to painstaking explanations. Conventional symbols have
meanings that are widely recognized by a society or culture, i.e., the Christian cross, the Star of
David, a swastika, a nation’s flag. A literary or contextual symbol can be a setting, a character,
action, object, name, or anything else in a specific work that maintains its literal significance
while suggesting other meanings. For example, the white whale in Melville’s Moby Dick takes
on multiple symbolic meanings in the work, but these meanings do not automatically carry over
into other stories about whales.
Theme is the central idea or meaning of a story. Theme in fiction is rarely presented at all; it is
abstracted from the details of character and action that compose the story. It provides a unifying
point around which the plot, characters, setting, point of view, symbols, and other elements of a
story are organized. Be careful to distinguish theme from plot – the story’s sequence of actions –
and from subject – what the story is generally about.
Tone is the author’s implicit attitude toward the reader, subject, and/or the people, places, and
events in a work as revealed by the elements of the author’s style. Tone may be characterized as
serious or ironic, sad or happy, private of public, angry or affectionate, bitter or nostalgic, or any
other attitudes and feelings that human beings experience.
Writing Requirements:
All work must be typed/word-processed and double-spaced, with a font size of
12; margins should be of normal size. The student’s name, the date, the title
of the assignment, and my name must be at the top of the page.
Academic Integrity:
Plagiarism is the unacknowledged use of anybody else’s material (words or
ideas). Any paper with your name on it signifies that you are the author—that
the wording and the ideas are yours, except where indicated by quotation marks
and appropriate citations. Plagiarism is subject to the highest penalties,
including failing the course..
Introduction Paragraph:
1.
Introduce
the story/poem/play you’re writing about.
Ex. “Sweat” by Zora Neale Hurston tells the
story of a Black washerwoman named Delia in 1920’s Florida who must contend
with an abusive husband.
2.
Introduce
your topic. For example, if you want to talk about the snake as a symbol, talk a little about how the snake appears in
the story.
Ex. One of the ways in which
Delia’s husband humiliates and frightens her is by bringing a snake into their
home. Delia, a meek, churchgoing woman is deathly afraid of snakes, as they
stand for everything which she and her religion oppose.
3.
Conclude
your introduction with the Magic Thesis Statement (MTS)
Ex. By looking at the snake as a symbol, we can see a representation of an
evil that ultimately devours itself, which most readers don’t see. Although
the snake begins as a means for Sykes to intimidate Delia, it soon gets free
from it’s holding box, enters her laundry basket and, in the climax of the
story, bites and kills Sykes rather than Delia. It is important to look at this aspect of the text because it
illustrates the theme that karma will ultimately destroy evildoers.
NOTE: Theme should not include mention of the characters in
the story. This is because the theme is where the story opens up to apply to
everyday life, not just the text. Therefore, your theme should be what an
author has to say about a big idea (karma, in this case) generally, NOT AS IT
APPLIES ONLY TO THE STORY.
NOTE: Be as specific as possible. You don’t want the title
or an element of fiction (alone) or the character’s name to go in the first
slot ever (By looking at “Sweat”…. By looking as Delia…. By looking at symbolism….). Tell us what
symbol specifically you’ll be looking at. It should be one symbol (the frying
pan as a symbol) or one group of symbols (domestic items symbolically). It
should not be multiple, unrelated symbols (By looking at the snake, the house
and the frying pan symbolically…)
Body Paragraphs (at least 3):
1.
Situate
us in the story and introduce your topic
Ex. In the beginning of the
story, Sykes brings a snake into Delia’s home while she is separating laundry
by light colors and dark colors. This is the first time Hurston introduces the
snake and through her descriptive language we can see how the snake is symbolic
of Sykes’ evil.
2.
Bring
in a quote as evidence to back up you point (in this case that the snake is
symbolic of Sykes’ evil)
3.
Analyze
the quote. Explain how it does indeed go to show that the snake is
representative of Sykes’ evil. Do not end a paragraph on a quote. You need to
explain/analyze your quotes each time.
Conclusion Paragraph:
1. Restate your
thesis (in different words)
2. Summarize your
main points (in different words)
3. End with a
personal comment/suggestion for further inquiry
To further our understanding of Hurston’s use of the snake
as a symbol, we may want to do a comparative analysis between the snake in the
Book of Genesis and the snake in “Sweat”.
NOTE: Do not
write “In conclusion….” Or “In summary….” Or anything like that.
NOTE: Short
stories are always in quotations: “Sweat” and “A Good Man is Hard to Find”
NOTE: If a
quotation is long and you only need certain sections you can do this to shorten
it and get to the point:
“glkrsajgeijgigrqiljglirgiqng … gasijrgnqeignijgrnq … ljgnqilgnqlin” (23).
NOTE: The above
citation structure. Quote, end quote, parenthesis with page number, period. -
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“The Purnell Model for Cultural Competence: Understanding and Applying Transcultural Health Care” The Purnell Model for Cultural Competence: Understanding and Applying Transcultural Health Care Introduction Diversity is an integral part of our society
Diversity has a significant influence on health care. Studying transcultural health care helps health professionals understand different cultures in order to provide holistic and individualized health care. Review the Purnell Model for Cultural Competence, including the theory, framework and 12 domains. Write 750-1,000-word paper exploring the Purnell Model for Cultural Competence. Include the following:
Explain culturally sensitive care and its application within health care.
Explain the theory and organizational framework of the Purnell Model, and discuss its relevance to transcultural health care.
Describe Purnell’s 12 domains of culture, and assess how each of these domains plays an active role in the diversity of health care in your specific field.
Discuss how this model can be applied when working with different cultures in order to become a more culturally competent health care provider.
Cite at least three references, including the course textbook.
Prepare this assignment according to the guidelines found in the APA Style Guide, located in the Student Success Center. An abstract is not required. -
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“Exploring Cross-Industry Opportunities: Leveraging the Automotive Engine and Parts Industry to Boost Sales in the Boat Dealership and Repair Industry”
I have to use data from the automobile engine and parts industry to find a problem to have a reason to want to sell to another industry and i chose the Boat dealership and repair industry and i included the web pages i’m suppose to pull from.
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Title: “Diagnostic Reasoning for a 20-Year-Old Female with Abdominal Pain and Other Symptoms” Chief Complaint: Abdominal pain for the last 2 weeks, with accompanying symptoms of nausea, vomiting, weight loss,
Case Study 20 y/o female college student has had abdominal pain for the last 2 weeks. Some mornings, she has nausea and vomiting, but today, she is here with abdominal cramps and nausea. She has lost 8 pounds while having no appetite. She has been having diarrhea for the last few days. No past medical/surgical History or relevant social history
Assignment 1 : Diagnostic Reasoning Include the following: Identify the patient’s chief complaint. Identify the most appropriate physical exams and diagnostic tests to gather more information about the patient’s condition. Be specific and explain your reasoning. Explain how the results would be used to make a diagnosis. Identify three to five (3–5)possible conditions that may be considered in a differential diagnosis for the patient. Explain your thinking. Supporting your thinking with APA Peer-reviewed literature