Given these categorical and quantitative variables, would you be able to answer the following questions by analyzing the dataset?

Requirements:
(1) provide short answer to each of the following questions
(2) if possible, provide proper charts/tables that can support your arguments in each question
(3) ensure the measures used in your visual are good fit to answer the question, especially the LOD of you chart/table fits the question/answer.

Questions:

1. Describe the dataset:
Data type of each column: categorical or quantitative (dimension or measure in Tableau terms)
Are there hierarchical variable structures? If yes, what are they?
What is the entity that each row represents, and LOD?
2. Given these categorical and quantitative variables, would you be able to answer the following questions by analyzing the dataset? Explain your answer.

Example:

Question: Is the company profit growing overtime?

Exemplar Yes answer:

Yes. This question can be answered by analyzing the given data. To answer this question, required data include sum of sales profit over time. The dataset provides the variable of sales profit and order date, which is sufficient to answer this question. Following is a chart to support our answer.

Chart, line chart  Description automatically generated

Exemplar No answer:

No. This question cannot be answered by analyzing the given data. To answer this question, required data include sum of sales profit over time. The dataset does not have the profit variable and it is not inferable from any existing variables.

Your questions:
* Are stores the coastal areas have a higher profit than the inland areas?
* What are the products having the highest and lowest average profit?
* What products are usually purchased in multiple units?
* What products or categories are frequently shipped late?
* What areas are frequently having orders shipped late?
* What the branch offices/areas have relatively high cost?
* What the branch offices/areas have relatively high operation cost?

3. Visualize the company’s financial performance:
* Make line chart on top of bar chart to show sum profits on top of sum sales. A bar represent a state.
* Make line chart on top of bar chart to show sum profits on top of sum sales. A bar represent a month. It must show all the months over all available years.

* Use Map to show states of US. On each state, show average orders quantity (use size to code it) and order profits (use color to code it) for the state. If the average order profit is negative, use the red color family else use green color family to show it. Required filters:
(a) By customer segment
(b) By product categories
(c) By region

Sheet1

Category CityName Customer Name Discount Order Date Order ID PostalCode Product Name Profit Quantity Region Sales Segment Ship Date Ship Mode StateName Sub-Category Days to Ship Actual Sales Forecast Ship Status Days to Ship Scheduled daysLateShip Sales per Customer Profit Ratio
Office Supplies Houston Darren Powers 0.2 1/4/11 CA-2011-103800 77095 Message Book, Wirebound, Four 5 1/2″ X 4″ Forms/Pg., 200 Dupl. Sets/Book $6 2 Central $16 Consumer 1/8/11 Standard Class Texas Paper 4 $22 Shipped Early 6 2 $16.45 33.80%
Office Supplies Naperville Phillina Ober 0.8 1/5/11 CA-2011-112326 60540 GBC Standard Plastic Binding Systems Combs ($5) 2 Central $4 Home Office 1/9/11 Standard Class Illinois Binders 4 $5 Shipped Early 6 2 $3.54 -155.00%
Office Supplies Naperville Phillina Ober 0.2 1/5/11 CA-2011-112326 60540 Avery 508 $4 3 Central $12 Home Office 1/9/11 Standard Class Illinois Labels 4 $15 Shipped Early 6 2 $11.78 36.30%
Office Supplies Naperville Phillina Ober 0.2 1/5/11 CA-2011-112326 60540 SAFCO Boltless Steel Shelving ($65) 3 Central $273 Home Office 1/9/11 Standard Class Illinois Storage 4 $357 Shipped Early 6 2 $272.74 -23.80%
Office Supplies Philadelphia Mick Brown 0.2 1/6/11 CA-2011-141817 19143 Avery Hi-Liter EverBold Pen Style Fluorescent Highlighters, 4/Pack $5 3 East $20 Consumer 1/13/11 Standard Class Pennsylvania Art 7 $26 Shipped Late 6 -1 $19.54 25.00%
Office Supplies Athens Jack O’Briant 0 1/7/11 CA-2011-106054 30605 Dixon Prang Watercolor Pencils, 10-Color Set wi

Requirements:
(1) provide short answer to each of the following questions
(2) if possible, provide proper charts/tables that can support your arguments in each question
(3) ensure the measures used in your visual are good fit to answer the question, especially the LOD of you chart/table fits the question/answer. 
Questions:
1. Describe the dataset:
Data type of each column: categorical or quantitative (dimension or measure in Tableau terms)
Are there hierarchical variable structures? If yes, what are they?
What is the entity that each row represents, and LOD?
2. Given these categorical and quantitative variables, would you be able to answer the following questions by analyzing the dataset? Explain your answer.
	Example: 
	Question: Is the company profit growing overtime?
Exemplar Yes answer:
Yes. This question can be answered by analyzing the given data. To answer this question, required data include sum of sales profit over time. The dataset provides the variable of sales profit and order date, which is sufficient to answer this question. Following is a chart to support our answer.

Exemplar No answer:
No. This question cannot be answered by analyzing the given data. To answer this question, required data include sum of sales profit over time. The dataset does not have the profit variable and it is not inferable from any existing variables. 
Your questions:
	* Are stores the coastal areas have a higher profit than the inland areas?
	* What are the products having the highest and lowest average profit?
	* What products are usually purchased in multiple units?
	* What products or categories are frequently shipped late?
	* What areas are frequently having orders shipped late?
	* What the branch offices/areas have relatively high cost?
* What the branch offices/areas have relatively high operation cost?
3. Visualize the company’s financial performance:
	* Make line chart on top of bar chart to show sum profits on top of sum sales. A bar represent a state.
	* Make line chart on top of bar chart to show sum profits on top of sum sales. A bar represent a month. It must show all the months over all available years.
* Use Map to show states of US. On each state, show average orders quantity (use size to code it) and order profits (use color to code it) for the state. If the average order profit is negative, use the red color family else use green color family to show it. Required filters:
(a) By customer segment
		(b) By product categories
		(c) By region
Sheet1



Category
CityName
Customer Name
Discount
Order Date
Order ID
PostalCode
Product Name
Profit
Quantity
Region
Sales
Segment
Ship Date
Ship Mode
StateName
Sub-Category
Days to Ship Actual
Sales Forecast
Ship Status
Days to Ship Scheduled
daysLateShip
Sales per Customer
Profit Ratio


Office Supplies
Houston
Darren Powers
0.2
1/4/11
CA-2011-103800
77095
Message Book, Wirebound, Four 5 1/2″ X 4″ Forms/Pg., 200 Dupl. Sets/Book
$6
2
Central
$16
Consumer
1/8/11
Standard Class
Texas
Paper
4
$22
Shipped Early
6
2
$16.45
33.80%


Office Supplies
Naperville
Phillina Ober
0.8
1/5/11
CA-2011-112326
60540
GBC Standard Plastic Binding Systems Combs
($5)
2
Central
$4
Home Office
1/9/11
Standard Class
Illinois
Binders
4
$5
Shipped Early
6
2
$3.54
-155.00%


Office Supplies
Naperville
Phillina Ober
0.2
1/5/11
CA-2011-112326
60540
Avery 508
$4
3
Central
$12
Home Office
1/9/11
Standard Class
Illinois
Labels
4
$15
Shipped Early
6
2
$11.78
36.30%


Office Supplies
Naperville
Phillina Ober
0.2
1/5/11
CA-2011-112326
60540
SAFCO Boltless Steel Shelving
($65)
3
Central
$273
Home Office
1/9/11
Standard Class
Illinois
Storage
4
$357
Shipped Early
6
2
$272.74
-23.80%


Office Supplies
Philadelphia
Mick Brown
0.2
1/6/11
CA-2011-141817
19143
Avery Hi-Liter EverBold Pen Style Fluorescent Highlighters, 4/Pack
$5
3
East
$20
Consumer
1/13/11
Standard Class
Pennsylvania
Art
7
$26
Shipped Late
6
-1
$19.54
25.00%


Office Supplies
Athens
Jack O’Briant
0
1/7/11
CA-2011-106054
30605
Dixon Prang Watercolor Pencils, 10-Color Set wi

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