You are the chief data scientist of the marketing company �VisualZ.�.pdf
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You are the chief data scientist of the marketing company VisualZ. VisualZ is specialized in executive management consulting and has built a reputation for developing illustrations that are particularly easy to understand for the target audience. ProduceRs CEO has approached you two weeks ago and mentioned that she is particularly interested in a report on the social media KPIs. Together with ProduceR, you identified Social Media Reach as a key metric for ProduceR. Social Media Reach refers to the number of users who have come across specific content on a social platform. ProduceR has invested equal amounts in promoting their products on Facebook and Instagram and created public profiles for their firm to introduce their products and services. Your team proposes four different ways to compare ProduceRs Social Media Reach between Instagram and Facebook. Based on what you learned about choosing and interpreting visualizations in your business analytics class at The University of Queensland, please answer the following question.A.Use a bigger share of the total marketing budget for Instagram marketing.B.Use a bigger share of the total marketing budget for Twitter marketing.C.The data does not show differences in trends between platforms that would justify any changes to the budget allocation.D.The data does not allow you to make any meaningful assumptions about trends over time. Social Media Facebook Instagram 3.0M2.5M2.0M1.5M1.0M0.5M0.0M 2012 2014 2016 2018 2020.
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12Purpose of Assignment This assignment is designed to.docx
1
2
Purpose of Assignment
This assignment is designed to help students analyze and interpret primary and/or secondary data and research. First, students will be provided with a marketing report that allows for preparing basic executive level data insights. Second, they will be allowed to pick a company and product or service. This assignment will help prepare students for the development of their marketing plan. Students will be creating a marketing plan (refer to Marketing Plan and Outline document) so they may want to choose a company and product or service that has data readily available or where they can use demographic/psychographic data to provide insights.
Assignment Steps
Part 1:
Analyze the Week 1 Business Growth Overview dataset. This is a marketing report generated by an analyst for the Senior Vice President (SVP) of Marketing at a large corporation. The analyst is new and has provided summary data but no insights or commentary for the SVP.
Construct a minimum 525-word memorandum for the SVP providing insights and commentary. The memorandum should include your analysis of the following:
· Major areas of increase and decrease in revenue or type and/or category of business
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· Insights that would help formulate marketing strategies to either continue growth or reverse decline
· Additional analysis you (if you were SVP) would like to build a marketing goal and strategy or strategies (and why)
Part 2:
Select a global or multi-regional (does business in more than one country) company and one of its products or services that will serve as the basis for your marketing plan. You should obtain two years of annual reports as well as two years of 10K reports (provides a comprehensive overview of the company's business and financial condition and includes audited financial statements) for your data source. Once you have selected your product or service, you must define the size and type of your selected company that provides the product or service (available from annual reports). This need not be elaborate but must include total number of employees, production volume, distribution methods, and so forth. Record this information in a summary document as outlined below.
Company and product selection is a critical part of this project. You must ensure your proposed company can implement the marketing methods discussed in Marketing Management.
Prepare a minimum 175-word summary document and send it to your instructor as a record of your selection. The summary document should include the following:
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· Location of Company Headquarters
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Implement the insertion sort and quicksort for an integer array. The functions are defined in the
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and
**
* @brief Quick sort algorithm
*
* @param array Array to be sorted. The array is modified in place.
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A better quicksort algorithm
Quicksort is a very fast comparison sorting algorithm, especially wheb the array or list gets large.
However, when the arrays/lists are small enough, quicksort may run slower than some of the
(n^2) algorithms. This might not seem important until you note that when sorting a large array
with quicksort, many small sublists must be sorted. While the savings on sorting one small list
with a faster algorithm might be negligible, sorting hundreds of small lists with a faster algorithm
can make a difference in the overall efficiency of the sort. For this part of the assignment, you
will combine quicksort with another sorting algorithm to build a faster sorting algorithm. One
option is to
use quicksort until the array/list gets small enough, and then use insertion sort or another sort to
sort the small arrays/lists
What does "small enough" mean? You can try a percentage of the list (say, 5% or 10%), or an
absolute number (5 elements, 8 elements, 10 elements, 15 elements, 100 elements, etc), or
something else of your choosing. Based on your tests, choose the one that is the most efficient.
You should also tests to ensure that your hybrid quicksort has reasonable performance on all lists
-- most notably, it should be efficient on sorted and inverse sorted lists as well as random lists.
The definition of the hybrid quicksort function is as the following:
/**
* @brief A hybrid of insertion sort and quick sort algorithm. The algorithm is based on the idea
that if the array is short, it is better to use insertion sort.
* It uses quicksort until the list gets small enough, and then uses insertion s.
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12Purpose of Assignment This assignment is designed to.docx
1
2
Purpose of Assignment
This assignment is designed to help students analyze and interpret primary and/or secondary data and research. First, students will be provided with a marketing report that allows for preparing basic executive level data insights. Second, they will be allowed to pick a company and product or service. This assignment will help prepare students for the development of their marketing plan. Students will be creating a marketing plan (refer to Marketing Plan and Outline document) so they may want to choose a company and product or service that has data readily available or where they can use demographic/psychographic data to provide insights.
Assignment Steps
Part 1:
Analyze the Week 1 Business Growth Overview dataset. This is a marketing report generated by an analyst for the Senior Vice President (SVP) of Marketing at a large corporation. The analyst is new and has provided summary data but no insights or commentary for the SVP.
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· Major areas of increase and decrease in revenue or type and/or category of business
· Trends that are evident in terms of revenue or type and/or category of business
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you will implement some sorting algorithms for arrays and linked lists.
Insertion Sort and Quicksort of an array
Implement the insertion sort and quicksort for an integer array. The functions are defined in the
"sorting.h" header file.
/**
* @brief Insertion sort algorithm
* @param array Array to be sorted. The array is modified in place.
* @param lowindex Lowest index of the array
* @param highindex Highest index of the array
* @param reversed If reversed = true, the array should be sorted in descending order, otherwise
in ascending order
*/
void insertionSort(int array[], int lowindex, int highindex, bool reversed = false);
and
**
* @brief Quick sort algorithm
*
* @param array Array to be sorted. The array is modified in place.
* @param lowindex Lowest index of the array
* @param highindex Highest index of the array
* @param reversed If reversed = true, the array should be sorted in descending order, otherwise
in ascending order
*/
void quickSort(int array[], int lowindex, int highindex, bool reversed = false);
The array should be sorted in place. Compared to the examples in the textbook, those functions
have an additional parameter reversed. If reversed = true, the array should be sorted in
descending order, otherwise in ascending order. You should complete the implementations of
those two functions in the "sorting_basic.cpp" file.
A better quicksort algorithm
Quicksort is a very fast comparison sorting algorithm, especially wheb the array or list gets large.
However, when the arrays/lists are small enough, quicksort may run slower than some of the
(n^2) algorithms. This might not seem important until you note that when sorting a large array
with quicksort, many small sublists must be sorted. While the savings on sorting one small list
with a faster algorithm might be negligible, sorting hundreds of small lists with a faster algorithm
can make a difference in the overall efficiency of the sort. For this part of the assignment, you
will combine quicksort with another sorting algorithm to build a faster sorting algorithm. One
option is to
use quicksort until the array/list gets small enough, and then use insertion sort or another sort to
sort the small arrays/lists
What does "small enough" mean? You can try a percentage of the list (say, 5% or 10%), or an
absolute number (5 elements, 8 elements, 10 elements, 15 elements, 100 elements, etc), or
something else of your choosing. Based on your tests, choose the one that is the most efficient.
You should also tests to ensure that your hybrid quicksort has reasonable performance on all lists
-- most notably, it should be efficient on sorted and inverse sorted lists as well as random lists.
The definition of the hybrid quicksort function is as the following:
/**
* @brief A hybrid of insertion sort and quick sort algorithm. The algorithm is based on the idea
that if the array is short, it is better to use insertion sort.
* It uses quicksort until the list gets small enough, and then uses insertion s.
Write a program that displays a table of the Celsius temperatures 0 .pdf
Write a program that displays a table of the Celsius temperatures 0 through 20 and their
Fahrenheit equivalents. The formula for converting a temperature from Celsius toFahrenheit is
F=9 / 5 *C + 32
where F is the Fahrenheit temperature and C is the Celsius temperature. Your program must use
a loop to display the table.
Results will be similar:
C F
0 32.0
1 33.8
2 35.6
20 68.0
USING THIS TEMPLATE :
import java.text.DecimalFormat;
/**
This program demonstrates a solution to the
Celsius to Fahrenheit Table programming challenge.
*/
public class CelsiusToFahrenheitTable
{
public static void main(String[] args)
{
double fahrenheit; // The Fahrenheit temperature
double celsius; // The Celsius temperature
// Create a DecimalFormat class to format output.
DecimalFormat fmt = new DecimalFormat(" 0.0");
// Display the table headings.
System.out.println("Celsius\t\tFahrenheit");
System.out.println("------------------------------");
// Display the table.
}
}.
Why is the release of GDP statistics less interesting to investors t.pdf
Why is the release of GDP statistics less interesting to investors than the release of other
economic indicators?
A. Because the formula for GDP includes not only private investment but also other irrelevant
factors
B. Because governments consistently alter their GDP measurement methods
C. Because GDP statistics/are released well after other economic indicators Why is the release of
GDP statistics less interesting to investors than the release of other economic indicators?
Because the formula for GDP includes not only private investment but also other irrelevant
factors Because governments consistently alter their GDP measurement methods Because GDP
statistics/are released well after other economic indicators.
Winds of Change in Klickitat CountyThe Harvest Wind ProjectM..pdf
Winds of Change in Klickitat County:
The Harvest Wind Project
M. Phillips, D. Watson, B. Barnes, and H. Feldman
The following case describes a proposal by four Pacific Northwest utilities to build another wind
farm in the Columbia River Gorge. The local county planning director is responsible for deciding
on a permit for the project, but there are organizations and citizens both for and against
approving the permit, including local farmers, environmental groups, county citizens worried
about health and noise effects, and, of course, the local utilities who are proposing the project. If
approved, and completed by the end of the year, the costs of the project could be reduced by
almost a third through a grant by the U.S. Treasury Department.
Introduction
It was early April 2009, and Klickitat County planning director Curt Dreyer was weary but
happy to be writing up his permitting decision. On a tight timeline, he had worked for months
gathering information and vetting the Harvest Wind Project proposal that had been submitted by
four Pacific Northwest consumer owned utilities: the Public Utility District (PUD) No. 1 of
Cowlitz County, the Eugene Water and Electric Board. Lakeview Green Energy. Inc., and
Peninsula Light Company. The pressure had been high: hanging in the balance was a $60.76
million US Treasury Department grant which represented 30 percent of eligible construction
costs, made available through the American Recovery and Reinvestment Act of 2009 (ARRA).
To qualify for the full amount, the wind project had to be completed within the year 2009.
The proposed construction schedule was one of the most aggressive ever and in order to
complete it on time approval had to come in April. Wind projects were complicated and required
months of constructiontypically half a year or more. If Curt approved the project, construction
could commence by early May, concluding by December 2009 at the latest to qualify for the
$60.76 million grant.
Approving the permit was not a forgone conclusion. Although Klickitat County was often called
the capital of wind energy in the Pacific Northwest due to its 14 operating wind farms and its
prime location in the Columbia River Gorge, concerns about wind power among
stakeholdersincluding negative economic, environmental, and health effectswere increasingly
being voiced in the region and nationally. With imperfect information on health effects and
environmental effects, the true costs of wind were uncertain. And yet each new wind proposal
had to be evaluated given leading edge knowledge at the time, and every affected party and
viewpoint had to be taken into consideration before approving or turning down the projects
permit application for the county. Given these concerns and the uncertainty, would the gains to
project stakeholders justify signing off on the project? As he reflected on the past few months,
Curt felt he had done his best to collect as much information as possible and to weigh the
concerns and needs.
With reference to the case study, define social media marketing and cr.pdf
With reference to the case study, define social media marketing and critically discuss 2 ways
(i.e., use of existing social media; or setting up their own), that marketers can use social media.
Case Study with 3 Finalsite Schools Andrew Martin Social media has quickly become the go-to
method for modern marketing and communications for independent schools and districts. It
delivers your message directly to your targeted audience; its always readily available and easy-
to-use for consumers; and its oftentimes free all things that schools love when marketing their
culture, community, events, and more. Fortunately for schools, social media is also a place where
prospective, current and former families spend a lot of their time. But despite the promise of
social medias ability to reach your audience, earning their attention and engagement has gotten
increasingly more difficult, as social media networks morph into pay-to-play platforms, forcing
brands to invest in ads if they want their content to be seen. Whats more, social media has
become a battleground where youre not just competing with other schools for attention; youre
competing with yourself. Just think about the sheer amount of variety in content your school is
likely to publish on any given day. Recruiting new applicants, engaging active alumni,
distributing daily and weekly news, releasing event information, managing and maintaining the
schools brand, and continuously building an active social media community. Your ever-growing
catalogue of social media content looks amazing, but all that time and energy spent creating it is
wasted if it ends up buried under a mountain of other posts, or goes unnoticed by the target
audience. This phenomenon explains why social media advertising has become so useful and
impactful, cutting through the ocean of content (including your own), and providing what is
essentially a front-row ticket for everyone viewing your social media accounts. Ads can nearly
guarantee that someone viewing your Facebook or Twitter feed is going to see the content that
you need them to see, much more so than if published in a regular post amidst a daily stream of a
dozen or more other posts. To help you decide how to approach social media advertising, weve
selected three Finalsite schools that increased website traffic through social media advertising.
Finalsites social media consulting team helped these schools develop their advertising campaign
at a fraction of the cost of traditional advertising. School Year Abroad Up first is School Year
Abroad (SYA), a high school study abroad program that helps juniors and seniors spend a year
abroad in Italy, Spain, France, and China. SYA had three campaign goals to accomplish between
December 2017 and August 2018: Build brand awareness and differentiation Increase
awareness of study abroad opportunities and deadlines Increase interest of applying to School
Year Abroad SYA developed their social media advertising plan with a monthly budg.
Will upvote Please fix the following code and post your inputs and o.pdf
Will upvote Please fix the following code and post your inputs and outputs please run your code
to make sure it works
import sys
import heapq
import copy
class PriorityQueue():
def __init__(self):
self.thisQueue = []
def push(self, thisNode):
heapq.heappush(self.thisQueue, (thisNode.val, -thisNode.id, thisNode))
def pop(self):
return heapq.heappop(self.thisQueue)[2]
def isEmpty(self):
return len(self.thisQueue) == 0
def length(self):
return len(self.thisQueue)
class Set():
def __init__(self):
self.thisSet = set()
def add(self, entry):
if entry is not None:
self.thisSet.add(entry.__hash__())
def length(self):
return len(self.thisSet)
def isMember(self, query):
return query.__hash__() in self.thisSet
class Node():
def __init__(self, val, startstate, endstate, depth):
global nodeid
self.id = nodeid
nodeid += 1
self.val = val
self.state = startstate
self.endstate = endstate
self.depth = depth
def __str__(self):
return 'Node: id=%d val=%d' % (self.id, self.val)
def expand(current_node, closedlist, goal_state):
closedlist.add(current_node.state)
successors = []
up_child = current_node.state.up()
down_child = current_node.state.down()
right_child = current_node.state.right()
left_child = current_node.state.left()
children = [left_child, right_child, up_child, down_child]
for child in children:
if child is not None and not closedlist.isMember(child):
s = Node(0, child, None, current_node.depth + 1)
s.parent_node = current_node
if child == left_child:
s.action = "left"
elif child == right_child:
s.action = "right"
elif child == up_child:
s.action = "up"
elif child == down_child:
s.action = "down"
successors.append(s)
return successors
def h0(currenttiles, stiles):
misplaced = 0
for i in range(len(stiles)):
for j in range(len(currenttiles)):
if stiles[i][j] != currenttiles[i][j]:
misplaced += 1
return misplaced
def manhattan(currenttiles, stiles):
total = 0
for i in range(len(stiles)):
for j in range(len(currenttiles)):
if stiles[i][j] != currenttiles[i][j]:
y = stiles[i][j]
a = i
b = j
for k in range(len(stiles)):
for l in range(len(stiles)):
if currenttiles[k][l] == y:
d = k
e = l
count = (abs(d - a) + abs(e - b))
total += count
return total
class State():
def __init__(self):
self.xpos = 0
self.ypos = 0
self.tiles = [[0, 1, 2], [3, 4, 5], [6, 7, 8]]
def left(self):
if self.ypos == 0:
return None
s = self.copy()
s.tiles[s.xpos][s.ypos] = s.tiles[s.xpos][s.ypos - 1]
s.ypos -= 1
s.tiles[s.xpos][s.ypos] = 0
return s
def right(self):
if self.ypos == 2:
return None
s = self.copy()
s.tiles[s.xpos][s.ypos] = s.tiles[s.xpos][s.ypos + 1]
s.ypos += 1
s.tiles[s.xpos][s.ypos] = 0
return s
def up(self):
if self.xpos == 0:
return None
s = self.copy()
s.tiles[s.xpos][s.ypos] = s.tiles[s.xpos - 1][s.ypos]
s.xpos -= 1
s.tiles[s.xpos][s.ypos] = 0
return s
def down(self):
if self.xpos == 2:
return None
s = self.copy()
s.tiles[s.xpos][s.ypos] = s.tiles[s.xpos + 1][s.ypos]
s.xpos += 1
s.tiles[s.xpos][s.ypos] = 0
return s
def __hash__(self):
return (tuple(self.tiles[0]), t.
Which of the following statements is CORRECT a. The four most importa.pdf
Which of the following statements is CORRECT? a. The four most important financial
statements provided in the annual report are the balance sheet, income statement, cash budget,
and the statement of stockholders' equity. b. Assets other than cash are expected to produce cash
over time, and the amounts of cash they eventually produce should be exactly the same as the
amounts at which the assets are carried on the books. c. The primary reason the annual report is
important in finance is that it is used by investors when they form expectations about the firm's
future earnings and dividends and the riskiness of those cash flows. d. The annual report is an
internal document prepared by a firm's managers solely.
We will discuss 1. IT systems� complexity IT systems have become unman.pdf
We will discuss 1. IT systems complexity IT systems have become unmanageably complex and
expensive to maintain What has contributed to the complexity over the years... give examples
What has contributed to the cost factor? 2. Explain why it is important to develop an effective
data governance program What industries can you think of that might have strict data governance
regulations in place? What are the advantages of good data governance? What are the
characteristics of weak or non-existent data governance? 3. How can virtualization reduce IT
costs while improving performance? 4. Discuss your own experiences with virtualization. Do
you have any? 5. How does virtualization lead us to cloud computing? 6. Do you see Cloud as a
form of.
usingpackage util;import java.util.;This class implements.pdf
using
package util;
import java.util.*;
/*
This class implements Binary Node for Binary Trees
Methods:
I) Two constructors
II) Two toString methods
III) height and size methods
IV) preorder, postorder, and inorder traversals
V) BFS and DFS traversal
*/
publicclass BinaryNode {
public E element;//data
public BinaryNode left;//left child
public BinaryNode right;//right child
//constructor for leaves
public BinaryNode(E element){
this(element, null, null);
}
//constructor for internal nodes
public BinaryNode(E element, BinaryNode left, BinaryNode right){
this.left = left;
this.right = right;
this.element = element;
}
@Override
public String toString(){
if(left == null && right == null)//base case
return element + "";
return element + "(" + left + ", " + right + ")";
}
publicint height() {
if(left == null && right == null)
return 0;
if(left == null)
return 1 + right.height();
if(right == null)
return 1 + left.height();
return 1 + Math.max(left.height(), right.height());
}
publicint size(){
int size = 1;//counting root
if(left != null)//counting left subtree nodes
size += left.size();
if(right != null)//counting right subtree nodes
size += right.size();
return size;
}
publicvoid printPreOrder(){
System.out.print(element + " ");
if(left != null)
left.printPreOrder();
if(right != null)
right.printPreOrder();
}
publicvoid printPostOrder(){
if(left != null)
left.printPostOrder();
if(right != null)
right.printPostOrder();
System.out.print(element + " ");
}
publicvoid printInOrder(){
if(left != null)
left.printInOrder();
System.out.print(element + " ");
if(right != null)
right.printInOrder();
}
publicvoid printBFS(){//breadth first search traversal - non-recursive method
Queue q = new LinkedList<>();
q.add(this);
while(!q.isEmpty()){
BinaryNode cur = q.remove();
System.out.print(cur.element + " ");
if(cur.left != null)
q.add(cur.left);
if(cur.right != null)
q.add(cur.right);
}
}
publicvoid printDFS(){//depth first search traversal - equivalent to pre-order traversal
Stack stack = new Stack<>();
stack.add(this);
while(!stack.empty()){
BinaryNode cur = stack.pop();
System.out.print(cur.element + " ");
if(cur.right != null)
stack.push(cur.right);
if(cur.left != null)
stack.push(cur.left);
}
}
public String toString2() {
if(left == null && right == null && element == null)
return "";
Queue list = new LinkedList<>();
String result = "";
list.add(this);
list.add(null);
int level = (int) Math.pow(2, height());
BinaryNode dummy = new BinaryNode(null);
while(!list.isEmpty()) {
boolean allDummies = true;
for(BinaryNode b: list)
if(b != dummy && b != null) {
allDummies = false;
break;
}
BinaryNode cur = list.remove();
if(cur == null || allDummies)
break;
for(int i = 0; i < level - 1;i++)
result += '\t';
if(cur != dummy)
result += cur.element;
for(int i = 0; i < level + 1;i++)
result += '\t';
if(cur.left != null)
list.add(cur.left);
else
list.add(dummy);
if(cur.right != null)
list.add(cur.right);
else
list.add(dummy);
if(list.peek() == null) {
for(int i = 0; i < he.
Using MISP VM ova file, import it on VirtualBox and respond to the q.pdf
Using MISP VM ova file, import it on VirtualBox and respond to the questions below.
NOTE: Internal interface and assign an IP address (edit the file /etc/network/interfaces), so that
you can connect to the WebApp from a browser.
1. When clicking on Home, why there are no events?
2. List Feeds to check the list of default feeds. Go to Sync Actions.
3. Check how it looks like by Loading all default feed metadata.
4. Explain step by step. In Home there is still no events. What do you have to do to see, for
instance, IPs blocked by Snort?
5. These events are available in Home. Prove it?
6. What kind of information is shown in the list at the bottom? What does this information
represent? Click on the ID to populate information about this event.
7. Using ipgeolocation.io, locate one of the entries in the list. Choose it randomly.
8. Go back to the list of feeds and add all related to malware (use the search engine). If it takes a
while, check in Administration Jobs the background tasks. Once done, prove again you got
events from all of them.
9. URLhaus Show the details?
10. Show the information regarding malware stealer. In the Galaxies menu, you can search for
topics.
11. For phishing URLs? What feed would you use
12. And for spam?.
True or false Public policy is not an important component of organi.pdf
True or false? Public policy is not an important component of organizational sustainability
because it affirms and institutionalizes specific activities by mandating them as a part of a
government agencys core mission.
Which of the following items would be considered indirect costs? Select all that apply.
A. Equipment rental costs
B. Personnel wages
c. Support services, such as legal, IT, or administrative
D. Costs for transportation and facility rentals
True or false? A direct cost is a cost that can be identified specifically with a particular cost
objective such as a grant, contract, project, function, or activity.
True or false? As a rule, construction costs are not allowable in the grant proposal.
A well-prepared budget should do which of the following? Select all that apply.
A. Be reasonable and demonstrate that the funds being asked for will be used wisely
B. List the items requested, as well as items not specifically requested in the grant application
C. Estimate in-kind revenues and expenses
D. Include a narrative that explains the numbers in the budget and how theyre calculated.
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With reference to the case study, define social media marketing and cr.pdf
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Will upvote Please fix the following code and post your inputs and o.pdf
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- 1. You are the chief data scientist of the marketing company VisualZ. VisualZ is specialized in executive management consulting and has built a reputation for developing illustrations that are particularly easy to understand for the target audience. ProduceRs CEO has approached you two weeks ago and mentioned that she is particularly interested in a report on the social media KPIs. Together with ProduceR, you identified Social Media Reach as a key metric for ProduceR. Social Media Reach refers to the number of users who have come across specific content on a social platform. ProduceR has invested equal amounts in promoting their products on Facebook and Instagram and created public profiles for their firm to introduce their products and services. Your team proposes four different ways to compare ProduceRs Social Media Reach between Instagram and Facebook. Based on what you learned about choosing and interpreting visualizations in your business analytics class at The University of Queensland, please answer the following question.A.Use a bigger share of the total marketing budget for Instagram marketing.B.Use a bigger share of the total marketing budget for Twitter marketing.C.The data does not show differences in trends between platforms that would justify any changes to the budget allocation.D.The data does not allow you to make any meaningful assumptions about trends over time. Social Media Facebook Instagram 3.0M2.5M2.0M1.5M1.0M0.5M0.0M 2012 2014 2016 2018 2020