Data-mining-discussion-help

Data-mining-discussion-help

Data mining is a collection of computer technologies that analyze information to discover previously unknown and potentially useful information, including relationship s and patterns. By applying data mining technologies you can predict future sell trends and customer behaviors. You can identify patterns of financial fraud and terrorist attacks.

Before you start the discussion, read the following reference:

• Joseph, M. V. (2013).
Significance of Data Warehousing and Data Mining in Business Applications.
International Journal of Soft Computing and Engineering (IJSCE),
3(1).
ISSN: 2231-2307. Retrieved from
http://citeseerx.ist.psu.edu/viewdoc/download?doi=…

Respond to the following:

• Explain why data mining has become so important in today’s business world.

• In the above article, the authors listed application areas of data mining technologies in business, which include government, finance, banking, and marketing. Please identify one application area and conduct research on the Internet to find out how data mining is being studied and applied in these areas. Please remember to put your own thoughts and opinions on these business applications.

shift in organization business – www.savvyessaywriters.net

shift in organization business – www.savvyessaywriters.net

 

Research a company that has undergone (or attempted to undergo) a shift in organization or culture within the past five years. This shift must have been a result of innovation.

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A 48-year-old male has a new diagnosis of Guillain-Barré syndrome. Which of the following processes underlies the deficits that accompany the degeneration of myelin in his peripheral nervous system (PNS)? – Savvy Essay Writers | savvyessaywriters.net

A 48-year-old male has a new diagnosis of Guillain-Barré syndrome. Which of the following processes underlies the deficits that accompany the degeneration of myelin in his peripheral nervous system (PNS)? – Savvy Essay Writers | savvyessaywriters.net

QUESTION 1. The unique clinical presentation of a three-month-old infant in the emergency department leads the care team to suspect botulism. Which of the following assessment questions posed to the parents is likely to be most useful in the differential diagnosis? (Points : 0.4)

“Have you ever given your child any honey or honey-containing products?”

“Is there any family history of neuromuscular diseases?”

“Has your baby ever been directly exposed to any chemical cleaning products?”

“Is there any mold in your home that you know of?”

Question 2. 2. A nurse practitioner is providing care for a 68-year-old female whose anxiety disorder is significantly decreasing her quality of life. Which of the following pharmacologic therapies is most likely to benefit the woman? (Points : 0.4)

A drug that influences gamma-aminobutyric acid (GABA) levels

A selective serotonin reuptake inhibitor (SSRI)

An antipsychotic medication that blocks dopamine receptors

An epinephrine and norepinephrine supplement

Question 3. 3. A 51-year-old has been admitted to a rehabilitation center after hospital treatment for an ischemic stroke. Which of the following aspects of the patient’s history would not be considered to have contributed to his stroke? (Points : 0.4)

He was diagnosed with type 2 diabetes eight years ago

Elevated cholesterol

Blood pressure that is normally 120/80

The patient is an African American Male

History of sickle cell anemia

Question 4. 4. Following a motor vehicle accident three months prior, a 20-year-old female who has been in a coma since her accident has now had her condition declared a persistent vegetative state. How can her care providers most accurately explain an aspect of her situation to her parents? (Points : 0.4)

“Your daughter has lost all her cognitive functions as well as all her basic reflexes.”

“Though she still goes through a cycle of sleeping and waking, her condition is unlikely to change.”

“If you or the care team notice any spontaneous eye opening, then we will change our treatment plan.”

“Your daughter’s condition is an unfortunate combination of total loss of consciousness with continuation of all other normal brain functions.”

Question 5. 5. A patient with a diagnosis of depression has been prescribed a medication that ultimately increases the levels of the neurotransmitter serotonin between neurons. Which of the following processes will accompany the actions of the neurotransmitter in her chemical synapses? (Points : 0.4)

Two-way communication between neurons is permitted, in contrast to the one-way communication in electrical synapses.

Communication between a neuron and the single neuron it is connected with will be facilitated.

The neurotransmitter will cross gap junctions more readily.

More serotonin molecules will cross the synaptic cleft and bond with postsynaptic receptors.

Question 6. 6. A nurse practitioner is assessing a 7-year-old boy who has been brought to the clinic by his mother, who is concerned about her son’s increasingly frequent, severe headaches. Which of the nurse’s following questions is least likely to yield data that will allow for a confirmation or ruling out of migraines as the cause of his problem? (Points : 0.4)

“Does your son have a family history of migraines?”

“When your son has a headache, does he ever have nausea and vomiting as well?”

“Does your son have any food allergies that have been identified?”

“Is your son generally pain free during the intervals between headaches?”

Question 7. 7. A 60-year-old male patient with a long history of back pain has had little success with a variety of analgesic regimens that his nurse practitioner has prescribed. He has recently been diagnosed formally with a chronic pain disorder. Which of the following teaching points about chronic pain would his nurse practitioner most likely emphasize to the patient? (Points : 0.4)

“If your pain comes and goes, then we won’t characterize it as chronic, and it will require different treatment.”

“You need to remind yourself that this is a purely physical phenomenon that requires physical treatment.”

“Our challenge is to bring you relief but still treat the underlying back problem that your body is telling you about.”

“These pain signals your body is sending likely serve no real, useful, or protective function.”

Question 8. 8. Which of the following statements most accurately characterizes an aspect of the neurobiology of sleep? (Points : 0.4)

The hypothalamus stimulates the anterior and posterior pituitary to modulate sleeping–waking cycles.

The pituitary releases melatonin at predictable points in the circadian rhythm in order to facilitate sleep.

The reticular formation, thalamus, and cerebral cortex interact to integrate the sleep–wake cycle.

Input from the retinas is interpreted by the cerebellum and contributes to maintenance of the circadian rhythm.

Question 9. 9. Following a spinal cord injury suffered in a motor vehicle accident, a 22-year-old male has lost fine motor function of his finger and thumb, but is still able to perform gross motor movements of his hand and arm. Which of the following components of his white matter has most likely been damaged? (Points : 0.4)

The inner layer (archilayer)

The middle layer (paleolayer)

The outer layer (neolayer)

The reticular formation

Question 10. 10. A patient with a diagnosis of insomnia is surprised when his physician explains to him that his brain is still highly active during normal sleep. Which of the following statements best captures the character of brain activity during sleep? (Points : 0.4)

“Fewer neurons in your brain are firing when you’re asleep, but they’re more synchronized than when you’re awake.”

“While you’re obviously less aware of stimuli when you’re asleep, your brain is actually more active when you’re asleep than when you’re awake.”

“There are four types of brain activity, and actually all of them occur at different stages of sleep.”

“Your brain alternates between periods of activity and periods of inactivity when you’re asleep, and these correspond to your eye movement.”

Question 11. 11. A patient on an acute medicine unit of a hospital, with a diagnosis of small bowel obstruction, is complaining of intense, diffuse pain in her abdomen. Which of the following physiologic phenomena is most likely contributing to her complaint? (Points : 0.4)

Nociceptive afferents are conducting the sensation of pain along the cranial and spinal nerve pathways of the ANS.

First-order neurons are inappropriately signaling pain to the dorsal root ganglion.

The patient is experiencing neuropathic pain.

The patient’s C fibers are conducting pain in the absence of damaged Ad fibers.

Question 12. 12. Which of the following factors is most responsible for the fact that prefrontal lobotomy is no longer a common treatment for mental illness? (Points : 0.4)

Individuals treated by lobotomy have difficulty interpreting somatic, visual, and auditory information.

Lobotomy inhibits the individual’s ability to add perception and meaning to sensory information.

Severing connections between the brain and its prefrontal areas inhibits problem solving and results in a loss of ambition.

Loss of communication to and from the prefrontal cortex changes, but ultimately exacerbates, symptoms of mental illness.

Question 13. 13. After surviving an ischemic stroke, a 79-year-old male has demonstrated significant changes in his emotional behavior, with his family noting that he now experiences wide mood swings and exaggerated responses of empathy, anger, and sadness to situations. His care team would most likely attribute these responses to ischemic changes in which of the following brain structures?

(Points : 0.4)

The man’s occipital lobe

The patient’s temporal lobe in general and Wernicke area in particular

The man’s parietal lobe

The components of the patient’s limbic system

Question 14. 14. A woman with severe visual and auditory deficits is able to identify individuals by running her fingers lightly over their face. Which of the following sources is most likely to provide the input that allows for the woman’s ability? (Points : 0.4)

Pacinian corpuscles

Ruffini end organs

Meissner corpuscles

Free nerve endings

Question 15. 15. Which of the following individuals would be most likely to experience global ischemia to his or her brain? (Points : 0.4)

A male patient who has just had an ischemic stroke confirmed by CT of his head

A woman who has been admitted to the emergency department with a suspected intracranial bleed

A man who has entered cardiogenic shock following a severe myocardial infarction

A woman who is being brought to the hospital by ambulance following suspected carbon monoxide poisoning related to a faulty portable heater

Question 16. 16. During a late-night study session, a pathophysiology student reaches out to turn the page of her textbook. Which of the following components of her nervous system has the highest level of control over her arm and hand action? (Points : 0.4)

Cerebelum

Thalamus

Basal ganglia

Frontal lobe

Question 17. 17. A 17-year-old female is suspected of having narcolepsy. Which of the following aspects of her medical history and sleep analysis would contribute to a confirmation of the diagnosis? (Points : 0.4)

She repeatedly moves her large toe, ankle, and knee during sleep.

She complains of a powerful urge to move her legs when in bed at night.

She has frequently awakened unable to move or speak.

She believes that she experiences auditory hallucinations when she awakens.

Her sleep latency is normally around 1 hour.

Question 18. 18. Which of the following phenomena constitutes a component of axonal transport? (Points : 0.4)

Anterograde and retrograde axonal transport allow for the communication of nerve impulses between a neuron and the central nervous system (CNS).

Materials can be transported to the nerve terminal by either fast or slow components.

The unidirectional nature of the axonal transport system protects the CNS against potential pathogens.

Axonal transport facilitates the movement of electrical impulses but precludes the transport of molecular materials.

Question 19. 19. A 44-year-old female has been diagnosed with major depression. Which of the following neuroimaging findings is most congruent with the woman’s diagnosis? (Points : 0.4)

Decreased brain activity in the pons and brain stem

Reduced activity and gray matter volume in the prefrontal cortex

Atrophy and decreased blood flow in the amygdala

Enlargement of the lateral and third ventricles and reduction in frontal and temporal volumes

Question 20. 20. A nurse practitioner and social worker are facilitating a family meeting for the children and wife of a 79-year-old man who has been diagnosed with Alzheimer disease. What goal of treatment will the clinicians most likely prioritize in their interactions with the family? (Points : 0.4)

Modest reversal of brain plaque formation and improved symptomatology through cholinesterase inhibitors

Surgical treatment of the ischemic changes that underlie the manifestations of the man’s disease

The use of medications such as donepezil and rivastigmine to slow the progression of the disease

Cognitive and behavioral therapy to counteract the agitation, depression, and suspiciousness associated with Alzheimer disease.

Question 21. 21. A nurse practitioner is providing care for a 40-year-old male who is experiencing chronic insomnia in recent months while going through a divorce and child custody proceedings. The man is requesting a prescription for “sleeping pills” to help him through this time. Which of the following statements forms a valid basis for the nurse practitioner’s plan for treatment? (Points : 0.4)

Sedative and hypnotic drugs will not provide safe relief of the man’s health problem.

The man is suffering from primary insomnia.

Melatonin supplements will be the safest and most effective long-term pharmacological treatment.

Behavioral therapies, counseling, and education may be of some use to the patient.

Question 22. 22. The parents of a 15-year-old boy are frustrated by his persistent inability to fall asleep at a reasonable hour at night, as well as the extreme difficulty that they have in rousing him in the morning. While sleepy after waking, the son claims not to feel drowsy after lunch or in the evening. What is the most likely classification of the boy’s sleep disorder? (Points : 0.4)

Delayed sleep phase syndrome (DSPS)

Non–24-hour sleep–wake syndrome

Advanced sleep phase syndrome (ASPS)

Chronic insomnia

Question 23. 23. A clinician is conducting an assessment of a male patient suspected of having a disorder of motor function. Which of the following assessment findings would suggest a possible upper motor neuron (UMN) lesion? (Points : 0.4)

The patient has decreased deep tendon reflexes.

The patient displays increased muscle tone.

The patient’s muscles appear atrophied.

The patient displays weakness in the distal portions of his limbs.

Question 24. 24. A student is feeling inside her backpack to find her mobile phone, which has fallen to the bottom, and there are a number of items in the bag in addition to the phone. Which of the following components of somatosensory conduction is most likely to provide the detailed sensory information that will help her distinguish her phone from other items? (Points : 0.4)

The primary dorsal root ganglion neuron, the dorsal column neuron, and the thalamic neuron

A slow-conducting pathway that projects into the intralaminar nuclei of the thalamus

The opposite anterolateral pathway that travels to the reticular activating system

A bilateral, multisynaptic, slow-conducting tract

Question 25. 25. A 48-year-old male has a new diagnosis of Guillain-Barré syndrome. Which of the following processes underlies the deficits that accompany the degeneration of myelin in his peripheral nervous system (PNS)? (Points : 0.4)

The destruction of myelin causes fewer Schwann cells to be produced in the patient’s PNS.

The axonal transport system is compromised by the lack of myelin surrounding nerve cells.

Nerve cells lack insulation and impulse conduction is compromised by the destruction of myelin.

A deficit of myelin predisposes the patient to infection by potential pathogens.

 

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What were the name and type of measurement method used to measure Caring Practices in the Roch, Dubois, and Clarke (2014) study? – Savvy Essay Writers | savvyessaywriters.net

What were the name and type of measurement method used to measure Caring Practices in the Roch, Dubois, and Clarke (2014) study? – Savvy Essay Writers | savvyessaywriters.net

Measures of Dispersion
Range and Standard Deviation
Statistical Technique in Review
Measures of dispersion, or measures of variability, are descriptive statistical techniques conducted to identify individual differences of the scores in a sample. These techniques give some indication of how scores in a sample are dispersed, or spread, around the mean. The measures of dispersion indicate how different the scores are or the extent that individual scores deviate from one another. If the individual scores are similar, dispersion or variability values are small and the sample is relatively homogeneous, or similar, in terms of these scores. A heterogeneous sample has a wide variation in the scores, resulting in increased values for the measures of dispersion. Range and standard deviation are the most common measures of dispersion included in research reports.

The simplest measure of dispersion is the range. In published studies, range is presented in two ways: (1) the range includes the lowest and highest scores obtained for a variable, or (2) the range is calculated by subtracting the lowest score from the highest score. For example, the range for the following scores, 8, 9, 9, 10, 11, 11, might be reported as 8 to 11 (8–11), which identifies outliers or extreme values for a variable. The range can also be calculated as follows: 11 − 8 = 3. In this form, the range is a difference score that uses only the two extreme scores for the comparison. The range is generally reported in published studies but is not used in further analyses (Grove, Burns, & Gray, 2013).

The standard deviation (SD) is a measure of dispersion and is the average number of points by which the scores of a distribution vary from the mean. The SD is an important statistic, both for understanding dispersion within a distribution and for interpreting the relationship of a particular value to the distribution. When the scores of a distribution deviate from the mean considerably, the SD or spread of scores is large. When the degree of deviation of scores from the mean is small, the SD or spread of the scores is small. SD is a measure of dispersion that is the square root of the variance. The equation and steps for calculating the standard deviation are presented in Exercise 27, which is focused on calculating descriptive statistics.

Research Article
Source
Roch, G., Dubois, C. A., & Clarke, S. P. (2014). Organizational climate and hospital nurses’ caring practices: A mixed-methods study. Research in Nursing & Health, 37(3), 229–240.

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Introduction
Roch and colleagues (2014) conducted a two-phase mixed methods study (Creswell, 2014) to describe the elements of the organizational climate of hospitals that directly affect nursing practice. The first phase of the study was quantitative and involved surveying nurses (N = 292), who described their hospital organizational climate and their caring practices. The second phase was qualitative and involved a study of 15 direct-care registered nurses (RNs), nursing personnel, and managers. The researchers found the following: “Workload intensity and role ambiguity led RNs to leave many caring practices to practical nurses and assistive personnel. Systemic interventions are needed to improve organizational climate and to support RNs’ involvement in a full range of caring practices” (Roch et al., 2014, p. 229).

Relevant Study Results
The survey data were collected using the Psychological Climate Questionnaire (PCQ) and the Caring Nurse-Patient Interaction Short Scale (CNPISS). The PCQ included a five-point Likert-type scale that ranged from strongly disagree to strongly agree, with the high scores corresponding to positive perceptions of the organizational climate. The CNPISS included a five-point Likert scale ranging from almost never to almost always, with the higher scores indicating higher frequency of performing caring practices. The return rate for the surveys was 45%. The survey results indicated that “[n]urses generally assessed overall organizational climate as moderately positive (Table 2). The job dimension relating to autonomy, respondents’ perceptions of the importance of their work, and the feeling of being challenged at work was rated positively. Role perceptions (personal workload, role clarity, and role-related conflict), ratings of manager leadership, and work groups were significantly more negative, hovering around the midpoint of the scale, with organization ratings slightly below this midpoint of 2.5.

TABLE 2

NURSES’ RESPONSES TO ORGANIZATIONAL CLIMATE SCALE AND SELF-RATED FREQUENCY OF PERFORMANCE OF CARING PRACTICES (N = 292)

Scale and Subscales (Possible Range) M SD Observed Range
Organizational Climate
Overall rating (1–5) 3.13 0.56 1.75–4.67
Job (1–5) 4.01 0.49 1.94–5.00
Role (1–5) 2.99 0.66 1.17–4.67
Leadership (1–5) 2.93 0.89 1.00–5.00
Work group (1–5) 3.36 0.88 1.08–5.00
Organization (1–5) 2.36 0.74 1.00–4.67
Caring Practices
Overall rating (1–5) 3.62 0.66 1.95–5.00
Clinical care (1–5) 4.02 0.57 2.44–5.00
Relational care (1–5) 2.90 1.01 1.00–5.00
Comforting care (1–5) 4.08 0.72 1.67–5.00
Roch, G., Dubois, C., & Clarke, S. P. (2014). Research in Nursing & Health, 37(3), p. 234.

Caring practices were regularly performed; mean scores were either slightly above or well above the 2.5 midpoint of a 5-point scale. The subscale scores clearly indicated, however, that although relational care elements were often carried out, they were less frequent than clinical or comfort care” (Roch et al., 2014, p. 233).

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Study Questions
1. Organizational Climate was measured with which type of scale? What level of measurement was achieved with this scale? Provide a rationale for your answer.

2. The mean () is a measure of __________________ ___________________ of a distribution, while the standard deviation (SD) is a measure of _______________________ of its scores. Both and SD are __________________________ statistics.

3. What is the purpose of the range, and how is it determined in a distribution of scores?

4. What subscales were included in the description of Organizational Climate? Do these seem relevant? Provide a rationale for your answer with documentation.

5. Which Organizational Climate subscale had the lowest mean? What does this result probably mean?

6. What were the dispersion results for the Organization subscale in Table 2? What do these results indicate?

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7. Which aspect or subscale of Organizational Climate has the lowest dispersion or variation of scores? Provide a rationale for your answer.

8. Is the dispersion or variation of the ratings on Jobs more homogeneous or heterogeneous than the other subscales? Provide a rationale for your answer.

9. Which subscale of Organization Climate had the greatest dispersion of scores? Provide a rationale for your answer.

10. What additional research is needed in this area?

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Answers to Study Questions
1. Organizational Climate was measured with the Psychological Climate Questionnaire (PCQ), which is a 5-point Likert scale. This scale has multiple items, and the participants mark their responses to each item using a scale of 1 = strongly disagree to 5 = strongly agree. The data obtained from multiple-item Likert scales are combined and usually analyzed as though they are interval-level data as in this study (Grove et al., 2013). Some sources might describe Likert scale data as ordinal because the 5-point rating scale used in a Likert scale lacks continuous values. However, most nursing and healthcare researchers analyze data from multiple-item Likert scales as interval-level data.

2. The is a measure of central tendency, and the SD is a measure of dispersion. Bothand SD are descriptive or summary statistics.

3. Range is the simplest measure of dispersion, obtained by identifying the lowest and highest scores in a distribution or by subtracting the lowest score from the highest score in the distribution of scores.

4. The subscales included in Organizational Climate were Job, Role, Leadership, Work Group, and Organization (see Table 2). Yes, these subscales seem relevant because the items used to measure Job were related to perceived autonomy, importance of work, and being challenged. The Role subscale included personal workload, role clarity, and role-related conflict (see narrative of results). Thus, the items of these five subscales are important in understanding the organizational climate in a hospital. The American Hospital Association (AHA) promotes research to improve the climates in hospitals. For more information on AHA, review their website at http://www.aha.org/research/index.shtml. A subsidiary of AHA is the American Organization of Nurses Executives, which is focused on improving nursing leadership in the current healthcare system (AONE; http://www.aone.org/). You might document with other research articles, texts, and websites.

5. Organization had the lowest mean at 2.36, indicating this is the most negatively perceived of the subscales covered by the PCQ scale. The lower the mean the more negative the nurses’ perception of their organization.

6. The dispersion results for the Organization subscale included range = 1.00–4.67 and SD = 0.74. The score for each item on the Organization subscale could range from 1.00–5.00 based on the Likert scale used in the PCQ. Both the range and SD seemed similar to the other subscales, indicating the dispersion of scores was similar for the Organization subscale.

7. The Job subscale had the lowest dispersion with range = 1.94–5.00 or, when calculating the range by subtracting the lowest score from the highest score, 5.00 − 1.94 = 3.06. The SD = 0.49 was also the lowest for Organizational Climate, indicating the scores for Job had the lowest variation of the subscales. Focusing on the subscales’ results rather than just on the overall Organizational Climate rating provides readers with a richer understanding of the nurses’ perceptions of their organization.

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8. Job scores were the most homogeneous or had the least variation of the Organization Climate subscales as indicated by the lowest range and SD results discussed in Question 7.

9. When compared with the other subscales, Leadership scores had the greatest dispersion or variation among the subscales as indicated by the largest SD (SD = 0.89) and range (1.00–5.00 or 5.00 − 1.00 = 4).

10. Additional studies in this area might include a larger sample size of RNs obtained from more diverse hospitals. The response rate of 45% might be increased with an online survey format and additional reminders sent to study participants reminding them to complete the survey. An increased sample size might provide a stronger description of the hospitals’ organizational climate and the RNs’ caring practices. Roch et al. (2014) indicated that interventions need to be developed and tested to improve organizational climate and to support RNs’ implementation of caring practices.

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EXERCISE 9 Questions to Be Graded
Follow your instructor’s directions to submit your answers to the following questions for grading. Your instructor may ask you to write your answers below and submit them as a hard copy for grading. Alternatively, your instructor may ask you to use the space below for notes and submit your answers online at http://evolve.elsevier.com/Grove/statistics/ under “Questions to Be Graded.”

Name: _______________________________________________________ Class: _____________________

Date: ___________________________________________________________________________________

1. What were the name and type of measurement method used to measure Caring Practices in the Roch, Dubois, and Clarke (2014) study?

2. The data collected with the scale identified in Questions 1 were at what level of measurement? Provide a rationale for your answer.

3. What were the subscales included in the CNPISS used to measure RNs’ perceptions of their Caring Practices? Do these subscales seem relevant? Document your answer.

4. Which subscale for Caring Practices had the lowest mean? What does this result indicate?

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5. What were the dispersion results for the Relational Care subscale of the Caring Practices in Table 2? What do these results indicate?

6. Which subscale of Caring Practices has the lowest dispersion or variation of scores? Provide a rationale for your answer.

7. Which subscale of Caring Practices had the highest mean? What do these results indicate?

8. Compare the Overall rating for Organizational Climate with the Overall rating of Caring Practices. What do these results indicate?

9. The response rate for the survey in this study was 45%. Is this a study strength or limitation? Provide a rationale for your answer.

10. What conclusions did the researchers make regarding the caring practices of the nurses in this study? How might these results affect your practice?

 

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