Supermarket Sales Analysis

Supermarket Sales Analysis

1 Introduction

Companies around the world are constantly interested in growing and remaining active in the market. That is why they are adopting different approaches to maximize revenue or minimize losses according to their own organizational strengths, but all companies know that the product and the low price are essential to maximize revenue and control costs.

2 Objective

In this task, we aim to make a Descriptive and Inferential Analysis in order to optimize the price to maximize revenue and minimize cost across the business level.

3 About the Data

The Dataset is from a supermarket chain. This data is filled with sales components in 3 supemarket branches and includes 17 variables.

3.1 Load the Data

Invoice.ID	Branch	City	Customer.type	Gender	Product.line	Unit.price	Quantity	Tax.5.	Total	Date	Time	Payment	cogs	gross.margin.percentage	gross.income	Rating
750-67-8428	A	Yangon	Member	Female	Health and beauty	74.69	7	26.1415	548.9715	1/5/2019	13:08	Ewallet	522.83	4.761905	26.1415	9.1
226-31-3081	C	Naypyitaw	Normal	Female	Electronic accessories	15.28	5	3.8200	80.2200	3/8/2019	10:29	Cash	76.40	4.761905	3.8200	9.6
631-41-3108	A	Yangon	Normal	Male	Home and lifestyle	46.33	7	16.2155	340.5255	3/3/2019	13:23	Credit card	324.31	4.761905	16.2155	7.4
123-19-1176	A	Yangon	Member	Male	Health and beauty	58.22	8	23.2880	489.0480	1/27/2019	20:33	Ewallet	465.76	4.761905	23.2880	8.4
373-73-7910	A	Yangon	Normal	Male	Sports and travel	86.31	7	30.2085	634.3785	2/8/2019	10:37	Ewallet	604.17	4.761905	30.2085	5.3
699-14-3026	C	Naypyitaw	Normal	Male	Electronic accessories	85.39	7	29.8865	627.6165	3/25/2019	18:30	Ewallet	597.73	4.761905	29.8865	4.1

	Invoice.ID	Branch	City	Customer.type	Gender	Product.line	Unit.price	Quantity	Tax.5.	Total	Date	Time	Payment	cogs	gross.margin.percentage	gross.income	Rating
995	652-49-6720	C	Naypyitaw	Member	Female	Electronic accessories	60.95	1	3.0475	63.9975	2/18/2019	11:40	Ewallet	60.95	4.761905	3.0475	5.9
996	233-67-5758	C	Naypyitaw	Normal	Male	Health and beauty	40.35	1	2.0175	42.3675	1/29/2019	13:46	Ewallet	40.35	4.761905	2.0175	6.2
997	303-96-2227	B	Mandalay	Normal	Female	Home and lifestyle	97.38	10	48.6900	1022.4900	3/2/2019	17:16	Ewallet	973.80	4.761905	48.6900	4.4
998	727-02-1313	A	Yangon	Member	Male	Food and beverages	31.84	1	1.5920	33.4320	2/9/2019	13:22	Cash	31.84	4.761905	1.5920	7.7
999	347-56-2442	A	Yangon	Normal	Male	Home and lifestyle	65.82	1	3.2910	69.1110	2/22/2019	15:33	Cash	65.82	4.761905	3.2910	4.1
1000	849-09-3807	A	Yangon	Member	Female	Fashion accessories	88.34	7	30.9190	649.2990	2/18/2019	13:28	Cash	618.38	4.761905	30.9190	6.6

## [1] 1000   17

##  [1] "Invoice.ID"              "Branch"                 
##  [3] "City"                    "Customer.type"          
##  [5] "Gender"                  "Product.line"           
##  [7] "Unit.price"              "Quantity"               
##  [9] "Tax.5."                  "Total"                  
## [11] "Date"                    "Time"                   
## [13] "Payment"                 "cogs"                   
## [15] "gross.margin.percentage" "gross.income"           
## [17] "Rating"

Attribute information

• Invoice id: Computer generated sales slip invoice identification number

• Branch: Branch of supercenters (3 branches are available identified by A, B and C).

• City: Location of supercenters

• Customer type: Type of customers, recorded by Members for customers using member card and Normal for without member card.

• Gender: Gender type of customer

• Product line: General item categorization groups - Electronic accessories, Fashion accessories, Food and beverages, Health and beauty, Home and lifestyle, Sports and travel

• Unit price: Price of each product in $

• Quantity: Number of products purchased by customer

• Tax: 5% tax fee for customer buying

• Total: Total price including tax

• Date: Date of purchase (Record available from January 2019 to March 2019)

• Time: Purchase time (10am to 9pm)

• Payment: Payment used by customer for purchase (3 methods are available – Cash, Credit card and Ewallet)

• COGS: Cost of goods sold

• Gross margin percentage: Gross margin percentage

• Gross income: Gross income

• Rating: Customer stratification rating on their overall shopping experience (On a scale of 1 to 10)

First, we will perform a cleaning process in the database, in order to carry out an exploration of the Data, to better understand the variables.

3.2 Data Cleansing

## 'data.frame':    1000 obs. of  17 variables:
##  $ Invoice.ID             : Factor w/ 1000 levels "101-17-6199",..: 815 143 654 19 340 734 316 265 703 727 ...
##  $ Branch                 : Factor w/ 3 levels "A","B","C": 1 3 1 1 1 3 1 3 1 2 ...
##  $ City                   : Factor w/ 3 levels "Mandalay","Naypyitaw",..: 3 2 3 3 3 2 3 2 3 1 ...
##  $ Customer.type          : Factor w/ 2 levels "Member","Normal": 1 2 2 1 2 2 1 2 1 1 ...
##  $ Gender                 : Factor w/ 2 levels "Female","Male": 1 1 2 2 2 2 1 1 1 1 ...
##  $ Product.line           : Factor w/ 6 levels "Electronic accessories",..: 4 1 5 4 6 1 1 5 4 3 ...
##  $ Unit.price             : num  74.7 15.3 46.3 58.2 86.3 ...
##  $ Quantity               : int  7 5 7 8 7 7 6 10 2 3 ...
##  $ Tax.5.                 : num  26.14 3.82 16.22 23.29 30.21 ...
##  $ Total                  : num  549 80.2 340.5 489 634.4 ...
##  $ Date                   : Factor w/ 89 levels "1/1/2019","1/10/2019",..: 27 88 82 20 58 77 49 48 2 44 ...
##  $ Time                   : Factor w/ 506 levels "10:00","10:01",..: 147 24 156 486 30 394 215 78 342 160 ...
##  $ Payment                : Factor w/ 3 levels "Cash","Credit card",..: 3 1 2 3 3 3 3 3 2 2 ...
##  $ cogs                   : num  522.8 76.4 324.3 465.8 604.2 ...
##  $ gross.margin.percentage: num  4.76 4.76 4.76 4.76 4.76 ...
##  $ gross.income           : num  26.14 3.82 16.22 23.29 30.21 ...
##  $ Rating                 : num  9.1 9.6 7.4 8.4 5.3 4.1 5.8 8 7.2 5.9 ...

We noticed that the variable Invoice.Id is of no use . So, We will drop the feature. We also need to check if there are any missing values in the data set. Additionally lets take a look at the summary statistics of the same. Additionally, lets convert the Date to a standardized format.

## data_clean 
## 
##  16  Variables      1000  Observations
## --------------------------------------------------------------------------------
## Branch 
##        n  missing distinct 
##     1000        0        3 
##                             
## Value          A     B     C
## Frequency    340   332   328
## Proportion 0.340 0.332 0.328
## --------------------------------------------------------------------------------
## City 
##        n  missing distinct 
##     1000        0        3 
##                                         
## Value       Mandalay Naypyitaw    Yangon
## Frequency        332       328       340
## Proportion     0.332     0.328     0.340
## --------------------------------------------------------------------------------
## Customer.type 
##        n  missing distinct 
##     1000        0        2 
##                         
## Value      Member Normal
## Frequency     501    499
## Proportion  0.501  0.499
## --------------------------------------------------------------------------------
## Gender 
##        n  missing distinct 
##     1000        0        2 
##                         
## Value      Female   Male
## Frequency     501    499
## Proportion  0.501  0.499
## --------------------------------------------------------------------------------
## Product.line 
##        n  missing distinct 
##     1000        0        6 
##                                                                                
## Value      Electronic accessories    Fashion accessories     Food and beverages
## Frequency                     170                    178                    174
## Proportion                  0.170                  0.178                  0.174
##                                                                                
## Value           Health and beauty     Home and lifestyle      Sports and travel
## Frequency                     152                    160                    166
## Proportion                  0.152                  0.160                  0.166
## --------------------------------------------------------------------------------
## Unit.price 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##     1000        0      943        1    55.67     30.6    15.28    19.31 
##      .25      .50      .75      .90      .95 
##    32.88    55.23    77.94    93.12    97.22 
## 
## lowest : 10.08 10.13 10.16 10.17 10.18, highest: 99.82 99.83 99.89 99.92 99.96
## --------------------------------------------------------------------------------
## Quantity 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##     1000        0       10     0.99     5.51     3.36        1        1 
##      .25      .50      .75      .90      .95 
##        3        5        8       10       10 
##                                                                       
## Value          1     2     3     4     5     6     7     8     9    10
## Frequency    112    91    90   109   102    98   102    85    92   119
## Proportion 0.112 0.091 0.090 0.109 0.102 0.098 0.102 0.085 0.092 0.119
## --------------------------------------------------------------------------------
## Tax.5. 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##     1000        0      990        1    15.38    12.89    1.956    3.243 
##      .25      .50      .75      .90      .95 
##    5.925   12.088   22.445   34.234   39.166 
## 
## lowest :  0.5085  0.6045  0.6270  0.6390  0.6990
## highest: 48.6900 48.7500 49.2600 49.4900 49.6500
## --------------------------------------------------------------------------------
## Total 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##     1000        0      990        1      323    270.7    41.07    68.10 
##      .25      .50      .75      .90      .95 
##   124.42   253.85   471.35   718.91   822.50 
## 
## lowest :   10.6785   12.6945   13.1670   13.4190   14.6790
## highest: 1022.4900 1023.7500 1034.4600 1039.2900 1042.6500
## --------------------------------------------------------------------------------
## Date 
##        n  missing distinct 
##     1000        0       89 
## 
## lowest : 2019-01-01 2019-01-02 2019-01-03 2019-01-04 2019-01-05
## highest: 2019-03-26 2019-03-27 2019-03-28 2019-03-29 2019-03-30
## --------------------------------------------------------------------------------
## Time 
##        n  missing distinct 
##     1000        0      506 
## 
## lowest : 10:00 10:01 10:02 10:03 10:04, highest: 20:52 20:54 20:55 20:57 20:59
## --------------------------------------------------------------------------------
## Payment 
##        n  missing distinct 
##     1000        0        3 
##                                               
## Value             Cash Credit card     Ewallet
## Frequency          344         311         345
## Proportion       0.344       0.311       0.345
## --------------------------------------------------------------------------------
## cogs 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##     1000        0      990        1    307.6    257.8    39.11    64.86 
##      .25      .50      .75      .90      .95 
##   118.50   241.76   448.91   684.68   783.33 
## 
## lowest :  10.17  12.09  12.54  12.78  13.98, highest: 973.80 975.00 985.20 989.80 993.00
## --------------------------------------------------------------------------------
## gross.margin.percentage 
##        n  missing distinct     Info     Mean      Gmd 
##     1000        0        1        0    4.762        0 
##                    
## Value      4.761905
## Frequency      1000
## Proportion        1
## --------------------------------------------------------------------------------
## gross.income 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##     1000        0      990        1    15.38    12.89    1.956    3.243 
##      .25      .50      .75      .90      .95 
##    5.925   12.088   22.445   34.234   39.166 
## 
## lowest :  0.5085  0.6045  0.6270  0.6390  0.6990
## highest: 48.6900 48.7500 49.2600 49.4900 49.6500
## --------------------------------------------------------------------------------
## Rating 
##        n  missing distinct     Info     Mean      Gmd      .05      .10 
##     1000        0       61        1    6.973    1.985    4.295    4.500 
##      .25      .50      .75      .90      .95 
##    5.500    7.000    8.500    9.400    9.700 
## 
## lowest :  4.0  4.1  4.2  4.3  4.4, highest:  9.6  9.7  9.8  9.9 10.0
## --------------------------------------------------------------------------------

Summary

• From the above summary, you can see that the largest number of transactions is in branch A.

• The City with the highest number of transactions is the city of Yangon

• The Customer Type and the Gender are practically the same

• For 3 months, the three Product Line with the highest sales volume were in the category of Fashion Accessories, Food and Beverages and in the category of Electronic Accessories. The Health and Beauty category is the least sold.

• The Unit Price, for all Product Line, has a mean price by \(\$55.67\), with the lowest by \(\$10.08\) and the highest by \(\$99.96\)

• The max order Quantity is \(10\) in 3 months and the min is \(1\), but the mean is \(5.51\)

• The max of Total Sale (Revenue), per day, is \(1,042.65\) in 3 months and the min is \(10.68\), but the mean is \(253.85\)

• The max of Cogs (Cost), per day, is \(993.00\) in 3 months and the min is \(10.17\), but the mean is \(241.76\)

• The max of gross.income (Profit), per day, is \(49.65\) in 3 months and the min is \(0.51\), but the mean is \(15.38\)

So, We must to look, carefully, for these three last features.

4 Data Preprocessing, Exploration & Visualizations

Lets try and arrive at some notable insights.

4.1 Revenue, Cost and Profit Analysis

4.1.1 Revenue, Cost and Profit Analysis by Branch and Product Line

These graphs are a comparisons of a few variables by Branch type. And We have a good insights.

• The first graph shows the number of transactions per Branch over the period. It appears that Branch A sells slightly more than B, which sells more than C.

• The second graph shows quantity of sales per Product Line. It appears that each Branch has a certain Product Line that they sell more of than the other Branchs. This would benefit from further analysis in order to determine the cause, e.g if the customer needs are different or if perhaps the products are not being displayed in an efficient manner.

• We notice that, even though the Branchs A and B sells better than C, the Branch C has the slight better Profit. But, on the other hand, the Branch C has also the highest Cost.

4.1.2 Revenue, Cost and Profit Analysis by Product Line

Product.line	Total_Revenue
Food and beverages	56144.84
Sports and travel	55122.83
Electronic accessories	54337.53
Fashion accessories	54305.89
Home and lifestyle	53861.91
Health and beauty	49193.74

Product.line	Total_Cost
Food and beverages	53471.28
Sports and travel	52497.93
Electronic accessories	51750.03
Fashion accessories	51719.90
Home and lifestyle	51297.06
Health and beauty	46851.18

Product.line	Total_Profit
Food and beverages	2673.564
Sports and travel	2624.896
Electronic accessories	2587.501
Fashion accessories	2585.995
Home and lifestyle	2564.853
Health and beauty	2342.559

We notice that the higher Revenue, Cost and Profit comes from Food and Beverages and lower Revenue, Cost and Profit are about Health and Beauty.

4.1.3 Revenue, Cost and Profit Analysis by Branch and Product Line

We notice that the Branch A has the higher Cost, Revenue and Profit for Fashion Accessories than the other Branchs. And the Branch B has the higher Cost, Revenue and Profit for Health and Beauty and Home and Life Style. For the other Product Line the Branch C has the higher Cost, Revenue and Profit.

4.1.4 Revenue Analysis by City and Product Line

In the bar chart above, you can see that the higher Revenue comes from Member Customers Type for the category of Fashion Accessories in the City of Naypyitaw and the lower Revenue comes from the category Food and Beverage in the City of Mandalay for the Normal Customers Type.

4.1.5 Cost Analysis by City and Product Line

In the bar chart above, you can see that the higher Cost comes from Member Customers Type for the category of Fashion Accessories in the City of Naypyitaw and the lower Cost comes from the category Food and Beverage in the City of Mandalay for the Normal Customers Type.

4.1.6 Profit Analysis by City and Product Line

The same conclusions of the past two graphics.

4.1.7 Total Revenue Analysis by City

City	Total
Naypyitaw	110568.7
Yangon	106200.4
Mandalay	106197.7

The graph above shows the City of Naypyitaw which provides the highest Revenue and City of Mandalay the lowest Revenue.

4.1.8 Total Cost Analysis by City

City	Total
Naypyitaw	105303.5
Yangon	101143.2
Mandalay	101140.6

The graph above shows the City of Naypyitaw which provides the highest Cost and City of Mandalay the lowest Cost.

4.1.9 Total Profit Analysis by City

City	Total
Naypyitaw	5265.176
Yangon	5057.160
Mandalay	5057.032

We have also the City of Naypyitaw which provides the highest Profit and City of Mandalay the lowest Profit.

4.1.10 Revenue per Month by Branch

This graph explains the distribution of Revenue from January to March in three different Branches, it can be seen that the sales of Branch C (Naypyitaw) tend to remain stable and increased slightly in March, in contrast to Branch A (Yangon) which also declined each month with Branch B (Mandalay).

4.1.11 Revenue per Month by Product Line

The graph above shows the number of sales of each Product Line in each month, it can be concluded that the highest sales are in the Food and Beverages category because it is possible that in March there will be many total outliers around 750-900, followed by the second in the Sports and Travel category seen from the distribution box. Constant in the first 2 months and increasing in the last month.

4.2 Customer Analysis and Distribuition

4.2.1 Customer Satisfaction Ratings per Branch

The first graphic is a boxplot representing the statistical summary of the Branch and the second is a boxplot representing the Ratings per Product line.

The first graph shows Branches A and C have similar Ratings. On the other hand, Branch B has obviously lower ratings than the other 2. This indicates that each Branch may need a separate strategy in order to bring customer satisfaction up.

The second graph could be used to fine tune the strategy to increase customer satisfaction. We can see that the Rating distribution for Product Line in each Branch vary significantly. Perhaps the most interesting observation is in Branch B. The Ratings for nearly every category are either similar or less than the Ratings of the other Branchs. However, it appears that the Food and Beverage category has a significantly better average Rating than the other categories as well as the other Branchs. This would be a key insight for further analysis in determining a course of action for customer satisfaction improvement.

4.2.2 Distribution of Customers in Each Branch Based on Gender

We note that the distribution of the Customer Type by sex, that in all 3 brands, women become more member Customer Type than men.

4.2.3 Distribution of Customers in Each Branch Based on Payment Mode

4.2.4 Distribution of Customers Type in Each Branch Based on Payment Mode

The chart above shows the number of customer distribution types for each branch. It can be seen in the graphic above that the Customer Type Member tends to buy products using a credit card, while the Customer Type Normal tends to use Ewallet and Cash.

4.3 Total Sale Analysis

4.3.1 Total Sale Based on Product Line

Product.line	Total_Quantity
Electronic accessories	971
Food and beverages	952
Sports and travel	920
Home and lifestyle	911
Fashion accessories	902
Health and beauty	854

The table above contains the total number of each Product Line category sold at the three Branches. It can be seen above that of the three Branches, the most sold Products Line are products in the category of Electronic Accessories, it can be concluded that this does not mean that the quantity of a product that is sold a lot generates a large volume of sales as well.

4.3.2 Total Sale Based on Cities by Product Line

Naypyitaw

	Branch	City	Customer.type	Gender	Product.line	Unit.price	Quantity	Tax.5.	Total	Date	Time	Payment	cogs	gross.margin.percentage	gross.income	Rating
2	C	Naypyitaw	Normal	Female	Electronic accessories	15.28	5	3.8200	80.2200	2019-03-08	10:29	Cash	76.40	4.761905	3.8200	9.6
6	C	Naypyitaw	Normal	Male	Electronic accessories	85.39	7	29.8865	627.6165	2019-03-25	18:30	Ewallet	597.73	4.761905	29.8865	4.1
8	C	Naypyitaw	Normal	Female	Home and lifestyle	73.56	10	36.7800	772.3800	2019-02-24	11:38	Ewallet	735.60	4.761905	36.7800	8.0
21	C	Naypyitaw	Member	Male	Electronic accessories	86.04	5	21.5100	451.7100	2019-02-25	11:24	Ewallet	430.20	4.761905	21.5100	4.8
35	C	Naypyitaw	Member	Female	Food and beverages	99.42	4	19.8840	417.5640	2019-02-06	10:42	Ewallet	397.68	4.761905	19.8840	7.5
36	C	Naypyitaw	Member	Female	Sports and travel	68.12	1	3.4060	71.5260	2019-01-07	12:28	Ewallet	68.12	4.761905	3.4060	6.8
39	C	Naypyitaw	Normal	Female	Health and beauty	54.92	8	21.9680	461.3280	2019-03-23	13:24	Ewallet	439.36	4.761905	21.9680	7.6
42	C	Naypyitaw	Member	Male	Home and lifestyle	56.11	2	5.6110	117.8310	2019-02-02	10:11	Cash	112.22	4.761905	5.6110	6.3
44	C	Naypyitaw	Member	Female	Food and beverages	98.70	8	39.4800	829.0800	2019-03-04	20:39	Cash	789.60	4.761905	39.4800	7.6
45	C	Naypyitaw	Member	Male	Health and beauty	15.37	2	1.5370	32.2770	2019-03-16	19:47	Cash	30.74	4.761905	1.5370	7.2
50	C	Naypyitaw	Member	Female	Fashion accessories	82.63	10	41.3150	867.6150	2019-03-19	17:08	Ewallet	826.30	4.761905	41.3150	7.9
51	C	Naypyitaw	Member	Male	Food and beverages	91.40	7	31.9900	671.7900	2019-02-03	10:19	Cash	639.80	4.761905	31.9900	9.5
54	C	Naypyitaw	Member	Male	Fashion accessories	15.43	1	0.7715	16.2015	2019-01-25	15:46	Credit card	15.43	4.761905	0.7715	6.1
56	C	Naypyitaw	Normal	Female	Electronic accessories	85.98	8	34.3920	722.2320	2019-02-28	19:01	Cash	687.84	4.761905	34.3920	8.2
60	C	Naypyitaw	Normal	Male	Electronic accessories	30.61	6	9.1830	192.8430	2019-03-12	20:36	Cash	183.66	4.761905	9.1830	9.3
61	C	Naypyitaw	Member	Female	Sports and travel	24.74	3	3.7110	77.9310	2019-02-15	17:47	Credit card	74.22	4.761905	3.7110	10.0
62	C	Naypyitaw	Normal	Male	Home and lifestyle	55.73	6	16.7190	351.0990	2019-02-24	10:55	Ewallet	334.38	4.761905	16.7190	7.0
67	C	Naypyitaw	Normal	Female	Health and beauty	33.47	2	3.3470	70.2870	2019-02-10	15:43	Ewallet	66.94	4.761905	3.3470	6.7
71	C	Naypyitaw	Normal	Male	Food and beverages	89.48	10	44.7400	939.5400	2019-01-06	12:46	Credit card	894.80	4.761905	44.7400	9.6
72	C	Naypyitaw	Normal	Male	Fashion accessories	62.12	10	31.0600	652.2600	2019-02-11	16:19	Cash	621.20	4.761905	31.0600	5.9
74	C	Naypyitaw	Normal	Female	Electronic accessories	75.91	6	22.7730	478.2330	2019-03-09	18:21	Cash	455.46	4.761905	22.7730	8.7
76	C	Naypyitaw	Normal	Female	Electronic accessories	41.65	10	20.8250	437.3250	2019-01-13	17:04	Credit card	416.50	4.761905	20.8250	5.4
77	C	Naypyitaw	Member	Male	Fashion accessories	49.04	9	22.0680	463.4280	2019-01-09	14:20	Credit card	441.36	4.761905	22.0680	8.6
79	C	Naypyitaw	Member	Female	Food and beverages	78.31	10	39.1550	822.2550	2019-03-05	16:24	Ewallet	783.10	4.761905	39.1550	6.6
80	C	Naypyitaw	Normal	Female	Health and beauty	20.38	5	5.0950	106.9950	2019-01-22	18:56	Cash	101.90	4.761905	5.0950	6.0
81	C	Naypyitaw	Normal	Female	Health and beauty	99.19	6	29.7570	624.8970	2019-01-21	14:42	Credit card	595.14	4.761905	29.7570	5.5
83	C	Naypyitaw	Normal	Male	Food and beverages	19.25	8	7.7000	161.7000	2019-01-23	18:37	Ewallet	154.00	4.761905	7.7000	6.6
84	C	Naypyitaw	Member	Female	Food and beverages	80.36	4	16.0720	337.5120	2019-02-23	18:45	Credit card	321.44	4.761905	16.0720	8.3
85	C	Naypyitaw	Member	Male	Sports and travel	48.91	5	12.2275	256.7775	2019-03-09	10:17	Cash	244.55	4.761905	12.2275	6.6
86	C	Naypyitaw	Normal	Female	Sports and travel	83.06	7	29.0710	610.4910	2019-03-05	14:31	Ewallet	581.42	4.761905	29.0710	4.0
87	C	Naypyitaw	Normal	Male	Fashion accessories	76.52	5	19.1300	401.7300	2019-03-25	10:23	Cash	382.60	4.761905	19.1300	9.9
91	C	Naypyitaw	Member	Female	Home and lifestyle	47.38	4	9.4760	198.9960	2019-01-23	10:25	Cash	189.52	4.761905	9.4760	7.1
92	C	Naypyitaw	Normal	Female	Sports and travel	44.86	10	22.4300	471.0300	2019-01-26	19:54	Ewallet	448.60	4.761905	22.4300	8.2
95	C	Naypyitaw	Normal	Male	Health and beauty	89.75	1	4.4875	94.2375	2019-02-06	20:05	Credit card	89.75	4.761905	4.4875	6.6
98	C	Naypyitaw	Normal	Female	Electronic accessories	12.45	6	3.7350	78.4350	2019-02-09	13:11	Cash	74.70	4.761905	3.7350	4.1
101	C	Naypyitaw	Member	Male	Fashion accessories	48.71	1	2.4355	51.1455	2019-03-26	19:20	Cash	48.71	4.761905	2.4355	4.1
102	C	Naypyitaw	Normal	Male	Fashion accessories	78.55	9	35.3475	742.2975	2019-03-01	13:22	Cash	706.95	4.761905	35.3475	7.2
103	C	Naypyitaw	Normal	Female	Electronic accessories	23.07	9	10.3815	218.0115	2019-02-01	11:27	Cash	207.63	4.761905	10.3815	4.9
107	C	Naypyitaw	Normal	Male	Fashion accessories	27.38	6	8.2140	172.4940	2019-01-05	20:54	Credit card	164.28	4.761905	8.2140	7.9
109	C	Naypyitaw	Normal	Female	Food and beverages	33.98	9	15.2910	321.1110	2019-03-24	10:43	Cash	305.82	4.761905	15.2910	4.2
110	C	Naypyitaw	Member	Male	Electronic accessories	81.97	10	40.9850	860.6850	2019-03-03	14:30	Cash	819.70	4.761905	40.9850	9.2
112	C	Naypyitaw	Member	Female	Health and beauty	98.21	3	14.7315	309.3615	2019-02-05	10:41	Credit card	294.63	4.761905	14.7315	7.8
115	C	Naypyitaw	Member	Female	Home and lifestyle	80.79	9	36.3555	763.4655	2019-02-01	20:31	Credit card	727.11	4.761905	36.3555	9.5
116	C	Naypyitaw	Normal	Female	Fashion accessories	27.02	3	4.0530	85.1130	2019-03-02	13:01	Credit card	81.06	4.761905	4.0530	7.1
122	C	Naypyitaw	Member	Male	Sports and travel	57.12	7	19.9920	419.8320	2019-01-12	12:02	Credit card	399.84	4.761905	19.9920	6.5
124	C	Naypyitaw	Member	Male	Home and lifestyle	63.91	8	25.5640	536.8440	2019-03-13	19:52	Credit card	511.28	4.761905	25.5640	4.6
128	C	Naypyitaw	Normal	Female	Fashion accessories	31.73	9	14.2785	299.8485	2019-01-08	16:17	Credit card	285.57	4.761905	14.2785	5.9
129	C	Naypyitaw	Member	Female	Food and beverages	68.54	8	27.4160	575.7360	2019-01-08	15:57	Ewallet	548.32	4.761905	27.4160	8.5
135	C	Naypyitaw	Normal	Female	Health and beauty	81.30	6	24.3900	512.1900	2019-03-08	16:43	Ewallet	487.80	4.761905	24.3900	5.3
136	C	Naypyitaw	Normal	Male	Fashion accessories	90.22	3	13.5330	284.1930	2019-02-18	19:39	Cash	270.66	4.761905	13.5330	6.2
141	C	Naypyitaw	Member	Female	Sports and travel	89.80	10	44.9000	942.9000	2019-01-23	13:00	Credit card	898.00	4.761905	44.9000	5.4
142	C	Naypyitaw	Member	Male	Health and beauty	90.50	10	45.2500	950.2500	2019-01-25	13:48	Cash	905.00	4.761905	45.2500	8.1
143	C	Naypyitaw	Member	Female	Health and beauty	68.60	10	34.3000	720.3000	2019-02-05	19:57	Cash	686.00	4.761905	34.3000	9.1
144	C	Naypyitaw	Member	Female	Food and beverages	30.41	1	1.5205	31.9305	2019-02-22	10:36	Credit card	30.41	4.761905	1.5205	8.4
146	C	Naypyitaw	Normal	Female	Health and beauty	46.26	6	13.8780	291.4380	2019-03-08	17:11	Credit card	277.56	4.761905	13.8780	9.5
148	C	Naypyitaw	Normal	Male	Health and beauty	66.14	4	13.2280	277.7880	2019-03-19	12:46	Credit card	264.56	4.761905	13.2280	5.6
152	C	Naypyitaw	Member	Male	Sports and travel	34.56	7	12.0960	254.0160	2019-03-11	16:07	Credit card	241.92	4.761905	12.0960	7.3
154	C	Naypyitaw	Normal	Female	Food and beverages	16.48	6	4.9440	103.8240	2019-02-07	18:23	Ewallet	98.88	4.761905	4.9440	9.9
155	C	Naypyitaw	Normal	Female	Sports and travel	80.97	8	32.3880	680.1480	2019-01-28	13:05	Cash	647.76	4.761905	32.3880	9.3
161	C	Naypyitaw	Normal	Female	Food and beverages	43.18	8	17.2720	362.7120	2019-01-19	19:39	Credit card	345.44	4.761905	17.2720	8.3
164	C	Naypyitaw	Normal	Male	Sports and travel	76.40	2	7.6400	160.4400	2019-01-30	19:42	Ewallet	152.80	4.761905	7.6400	6.5
167	C	Naypyitaw	Normal	Male	Home and lifestyle	95.58	10	47.7900	1003.5900	2019-01-16	13:32	Cash	955.80	4.761905	47.7900	4.8
173	C	Naypyitaw	Normal	Male	Electronic accessories	20.85	8	8.3400	175.1400	2019-03-03	19:17	Cash	166.80	4.761905	8.3400	6.3
178	C	Naypyitaw	Normal	Female	Fashion accessories	22.51	7	7.8785	165.4485	2019-02-13	10:50	Credit card	157.57	4.761905	7.8785	4.8
180	C	Naypyitaw	Member	Male	Health and beauty	86.80	3	13.0200	273.4200	2019-01-28	16:47	Ewallet	260.40	4.761905	13.0200	9.9
181	C	Naypyitaw	Normal	Male	Fashion accessories	64.26	7	22.4910	472.3110	2019-02-09	10:00	Cash	449.82	4.761905	22.4910	5.7
182	C	Naypyitaw	Member	Male	Food and beverages	38.47	8	15.3880	323.1480	2019-01-23	11:51	Cash	307.76	4.761905	15.3880	7.7
184	C	Naypyitaw	Normal	Male	Health and beauty	34.31	8	13.7240	288.2040	2019-01-25	15:00	Ewallet	274.48	4.761905	13.7240	5.7
190	C	Naypyitaw	Normal	Female	Home and lifestyle	69.81	4	13.9620	293.2020	2019-01-28	20:50	Credit card	279.24	4.761905	13.9620	5.9
193	C	Naypyitaw	Normal	Female	Food and beverages	87.80	9	39.5100	829.7100	2019-03-16	19:08	Cash	790.20	4.761905	39.5100	9.2
196	C	Naypyitaw	Member	Female	Fashion accessories	74.29	1	3.7145	78.0045	2019-01-13	19:30	Cash	74.29	4.761905	3.7145	5.0
197	C	Naypyitaw	Member	Male	Health and beauty	43.70	2	4.3700	91.7700	2019-03-26	18:03	Cash	87.40	4.761905	4.3700	4.9
199	C	Naypyitaw	Normal	Male	Health and beauty	41.50	4	8.3000	174.3000	2019-03-12	19:58	Credit card	166.00	4.761905	8.3000	8.2
200	C	Naypyitaw	Member	Female	Food and beverages	71.39	5	17.8475	374.7975	2019-02-17	19:57	Credit card	356.95	4.761905	17.8475	5.5
201	C	Naypyitaw	Member	Female	Sports and travel	19.15	6	5.7450	120.6450	2019-01-29	10:01	Credit card	114.90	4.761905	5.7450	6.8
203	C	Naypyitaw	Normal	Male	Electronic accessories	61.41	7	21.4935	451.3635	2019-01-14	10:02	Cash	429.87	4.761905	21.4935	9.8
207	C	Naypyitaw	Member	Female	Electronic accessories	66.65	9	29.9925	629.8425	2019-01-04	18:19	Credit card	599.85	4.761905	29.9925	9.7
208	C	Naypyitaw	Member	Female	Home and lifestyle	28.53	10	14.2650	299.5650	2019-03-18	17:38	Ewallet	285.30	4.761905	14.2650	7.8
212	C	Naypyitaw	Normal	Female	Food and beverages	93.26	9	41.9670	881.3070	2019-01-16	18:08	Cash	839.34	4.761905	41.9670	8.8
223	C	Naypyitaw	Normal	Male	Electronic accessories	11.81	5	2.9525	62.0025	2019-02-17	18:06	Cash	59.05	4.761905	2.9525	9.4
224	C	Naypyitaw	Member	Female	Fashion accessories	12.54	1	0.6270	13.1670	2019-02-21	12:38	Cash	12.54	4.761905	0.6270	8.2
226	C	Naypyitaw	Member	Female	Sports and travel	87.16	2	8.7160	183.0360	2019-01-11	14:29	Credit card	174.32	4.761905	8.7160	9.7
228	C	Naypyitaw	Member	Male	Electronic accessories	37.06	4	7.4120	155.6520	2019-01-31	16:24	Ewallet	148.24	4.761905	7.4120	9.7
237	C	Naypyitaw	Normal	Male	Health and beauty	17.41	5	4.3525	91.4025	2019-01-28	15:16	Credit card	87.05	4.761905	4.3525	4.9
238	C	Naypyitaw	Member	Female	Fashion accessories	44.22	5	11.0550	232.1550	2019-03-05	17:07	Credit card	221.10	4.761905	11.0550	8.6
243	C	Naypyitaw	Member	Male	Fashion accessories	93.20	2	9.3200	195.7200	2019-02-28	18:37	Credit card	186.40	4.761905	9.3200	6.0
252	C	Naypyitaw	Member	Male	Fashion accessories	35.19	10	17.5950	369.4950	2019-03-17	19:06	Credit card	351.90	4.761905	17.5950	8.4
253	C	Naypyitaw	Normal	Female	Sports and travel	14.39	2	1.4390	30.2190	2019-03-02	19:44	Credit card	28.78	4.761905	1.4390	7.2
260	C	Naypyitaw	Member	Male	Electronic accessories	65.94	4	13.1880	276.9480	2019-02-07	13:05	Credit card	263.76	4.761905	13.1880	6.9
262	C	Naypyitaw	Normal	Female	Fashion accessories	16.45	4	3.2900	69.0900	2019-03-07	14:53	Ewallet	65.80	4.761905	3.2900	5.6
267	C	Naypyitaw	Normal	Male	Home and lifestyle	35.47	4	7.0940	148.9740	2019-03-14	17:22	Credit card	141.88	4.761905	7.0940	6.9
272	C	Naypyitaw	Member	Female	Health and beauty	21.12	2	2.1120	44.3520	2019-01-03	19:17	Cash	42.24	4.761905	2.1120	9.7
277	C	Naypyitaw	Member	Female	Home and lifestyle	21.82	10	10.9100	229.1100	2019-01-07	17:36	Cash	218.20	4.761905	10.9100	7.1
278	C	Naypyitaw	Normal	Female	Fashion accessories	95.42	4	19.0840	400.7640	2019-02-02	13:23	Ewallet	381.68	4.761905	19.0840	6.4
279	C	Naypyitaw	Member	Male	Fashion accessories	70.99	10	35.4950	745.3950	2019-03-20	16:28	Cash	709.90	4.761905	35.4950	5.7
282	C	Naypyitaw	Normal	Male	Home and lifestyle	37.00	1	1.8500	38.8500	2019-03-06	13:29	Credit card	37.00	4.761905	1.8500	7.9
287	C	Naypyitaw	Member	Male	Home and lifestyle	74.86	1	3.7430	78.6030	2019-03-24	14:49	Cash	74.86	4.761905	3.7430	6.9
288	C	Naypyitaw	Normal	Female	Sports and travel	23.75	9	10.6875	224.4375	2019-01-31	12:02	Cash	213.75	4.761905	10.6875	9.5
292	C	Naypyitaw	Normal	Male	Electronic accessories	27.85	7	9.7475	204.6975	2019-03-14	17:20	Ewallet	194.95	4.761905	9.7475	6.0
296	C	Naypyitaw	Member	Female	Electronic accessories	51.92	5	12.9800	272.5800	2019-03-03	13:42	Cash	259.60	4.761905	12.9800	7.5
297	C	Naypyitaw	Normal	Male	Electronic accessories	28.84	4	5.7680	121.1280	2019-03-29	14:44	Cash	115.36	4.761905	5.7680	6.4
300	C	Naypyitaw	Member	Female	Home and lifestyle	88.61	1	4.4305	93.0405	2019-01-19	10:21	Cash	88.61	4.761905	4.4305	7.7
301	C	Naypyitaw	Normal	Male	Fashion accessories	99.82	2	9.9820	209.6220	2019-01-02	18:09	Credit card	199.64	4.761905	9.9820	6.7
303	C	Naypyitaw	Normal	Male	Food and beverages	48.61	1	2.4305	51.0405	2019-02-25	15:31	Cash	48.61	4.761905	2.4305	4.4
312	C	Naypyitaw	Member	Male	Fashion accessories	69.33	2	6.9330	145.5930	2019-02-05	19:05	Ewallet	138.66	4.761905	6.9330	9.7
315	C	Naypyitaw	Member	Female	Electronic accessories	78.13	10	39.0650	820.3650	2019-02-10	20:51	Cash	781.30	4.761905	39.0650	4.4
316	C	Naypyitaw	Member	Male	Food and beverages	99.37	2	9.9370	208.6770	2019-02-14	17:29	Cash	198.74	4.761905	9.9370	5.2
317	C	Naypyitaw	Member	Female	Food and beverages	21.08	3	3.1620	66.4020	2019-02-09	10:25	Cash	63.24	4.761905	3.1620	7.3
318	C	Naypyitaw	Member	Male	Electronic accessories	74.79	5	18.6975	392.6475	2019-01-10	11:34	Cash	373.95	4.761905	18.6975	4.9
319	C	Naypyitaw	Member	Female	Health and beauty	29.67	7	10.3845	218.0745	2019-03-11	18:58	Credit card	207.69	4.761905	10.3845	8.1
320	C	Naypyitaw	Member	Male	Health and beauty	44.07	4	8.8140	185.0940	2019-02-18	16:28	Ewallet	176.28	4.761905	8.8140	8.4
321	C	Naypyitaw	Normal	Female	Food and beverages	22.93	9	10.3185	216.6885	2019-02-26	20:26	Cash	206.37	4.761905	10.3185	5.5
322	C	Naypyitaw	Normal	Female	Health and beauty	39.42	1	1.9710	41.3910	2019-01-18	15:08	Cash	39.42	4.761905	1.9710	8.4
328	C	Naypyitaw	Member	Male	Food and beverages	94.26	4	18.8520	395.8920	2019-03-12	16:30	Cash	377.04	4.761905	18.8520	8.6
335	C	Naypyitaw	Member	Male	Sports and travel	14.70	5	3.6750	77.1750	2019-03-24	13:48	Ewallet	73.50	4.761905	3.6750	8.5
339	C	Naypyitaw	Normal	Female	Electronic accessories	47.65	3	7.1475	150.0975	2019-03-28	12:58	Credit card	142.95	4.761905	7.1475	9.5
344	C	Naypyitaw	Normal	Female	Food and beverages	97.03	5	24.2575	509.4075	2019-01-30	16:24	Ewallet	485.15	4.761905	24.2575	9.3
348	C	Naypyitaw	Member	Female	Home and lifestyle	89.25	8	35.7000	749.7000	2019-01-20	10:13	Cash	714.00	4.761905	35.7000	4.7
351	C	Naypyitaw	Member	Female	Fashion accessories	99.30	10	49.6500	1042.6500	2019-02-15	14:53	Credit card	993.00	4.761905	49.6500	6.6
355	C	Naypyitaw	Normal	Female	Electronic accessories	30.24	1	1.5120	31.7520	2019-03-04	15:44	Cash	30.24	4.761905	1.5120	8.4
357	C	Naypyitaw	Normal	Female	Fashion accessories	37.55	10	18.7750	394.2750	2019-03-08	20:01	Credit card	375.50	4.761905	18.7750	9.3
358	C	Naypyitaw	Normal	Female	Sports and travel	95.44	10	47.7200	1002.1200	2019-01-09	13:45	Cash	954.40	4.761905	47.7200	5.2
362	C	Naypyitaw	Normal	Female	Food and beverages	94.47	8	37.7880	793.5480	2019-02-27	15:12	Cash	755.76	4.761905	37.7880	9.1
363	C	Naypyitaw	Normal	Male	Food and beverages	99.79	2	9.9790	209.5590	2019-03-07	20:37	Ewallet	199.58	4.761905	9.9790	8.0
365	C	Naypyitaw	Normal	Female	Food and beverages	41.24	4	8.2480	173.2080	2019-02-19	16:23	Cash	164.96	4.761905	8.2480	7.1
366	C	Naypyitaw	Normal	Female	Fashion accessories	81.68	4	16.3360	343.0560	2019-01-06	12:12	Cash	326.72	4.761905	16.3360	9.1
367	C	Naypyitaw	Normal	Female	Electronic accessories	51.32	9	23.0940	484.9740	2019-03-14	19:33	Cash	461.88	4.761905	23.0940	5.6
369	C	Naypyitaw	Normal	Female	Sports and travel	14.36	10	7.1800	150.7800	2019-01-27	14:28	Cash	143.60	4.761905	7.1800	5.4
373	C	Naypyitaw	Normal	Female	Home and lifestyle	70.11	6	21.0330	441.6930	2019-03-14	17:54	Ewallet	420.66	4.761905	21.0330	5.2
374	C	Naypyitaw	Normal	Male	Fashion accessories	42.08	6	12.6240	265.1040	2019-01-29	12:25	Cash	252.48	4.761905	12.6240	8.9
378	C	Naypyitaw	Normal	Male	Sports and travel	95.49	7	33.4215	701.8515	2019-02-22	18:17	Ewallet	668.43	4.761905	33.4215	8.7
379	C	Naypyitaw	Member	Male	Fashion accessories	96.98	4	19.3960	407.3160	2019-02-06	17:20	Ewallet	387.92	4.761905	19.3960	9.4
382	C	Naypyitaw	Normal	Female	Electronic accessories	26.61	2	2.6610	55.8810	2019-03-19	14:35	Cash	53.22	4.761905	2.6610	4.2
384	C	Naypyitaw	Member	Female	Food and beverages	74.89	4	14.9780	314.5380	2019-03-01	15:32	Ewallet	299.56	4.761905	14.9780	4.2
387	C	Naypyitaw	Normal	Male	Food and beverages	46.77	6	14.0310	294.6510	2019-03-11	13:37	Cash	280.62	4.761905	14.0310	6.0
389	C	Naypyitaw	Member	Female	Fashion accessories	54.07	9	24.3315	510.9615	2019-01-27	14:55	Ewallet	486.63	4.761905	24.3315	9.5
391	C	Naypyitaw	Member	Female	Fashion accessories	80.48	3	12.0720	253.5120	2019-02-15	12:31	Cash	241.44	4.761905	12.0720	8.1
401	C	Naypyitaw	Normal	Female	Food and beverages	39.43	6	11.8290	248.4090	2019-03-25	20:18	Credit card	236.58	4.761905	11.8290	9.4
402	C	Naypyitaw	Normal	Male	Home and lifestyle	46.22	4	9.2440	194.1240	2019-03-12	20:04	Credit card	184.88	4.761905	9.2440	6.2
403	C	Naypyitaw	Member	Male	Home and lifestyle	13.98	1	0.6990	14.6790	2019-02-04	13:38	Ewallet	13.98	4.761905	0.6990	9.8
405	C	Naypyitaw	Member	Female	Fashion accessories	97.79	7	34.2265	718.7565	2019-02-16	17:30	Ewallet	684.53	4.761905	34.2265	4.9
410	C	Naypyitaw	Normal	Female	Fashion accessories	23.82	5	5.9550	125.0550	2019-01-28	19:24	Ewallet	119.10	4.761905	5.9550	5.4
417	C	Naypyitaw	Normal	Female	Home and lifestyle	45.38	4	9.0760	190.5960	2019-01-08	13:48	Credit card	181.52	4.761905	9.0760	8.7
418	C	Naypyitaw	Member	Female	Health and beauty	81.51	1	4.0755	85.5855	2019-01-22	10:57	Ewallet	81.51	4.761905	4.0755	9.2
421	C	Naypyitaw	Member	Female	Food and beverages	38.60	3	5.7900	121.5900	2019-03-28	13:57	Ewallet	115.80	4.761905	5.7900	7.5
422	C	Naypyitaw	Normal	Female	Electronic accessories	84.05	3	12.6075	264.7575	2019-01-23	13:29	Cash	252.15	4.761905	12.6075	9.8
423	C	Naypyitaw	Member	Female	Fashion accessories	97.21	10	48.6050	1020.7050	2019-02-08	13:00	Credit card	972.10	4.761905	48.6050	8.7
425	C	Naypyitaw	Normal	Male	Fashion accessories	16.28	1	0.8140	17.0940	2019-03-09	15:36	Cash	16.28	4.761905	0.8140	5.0
432	C	Naypyitaw	Normal	Male	Food and beverages	43.27	2	4.3270	90.8670	2019-03-08	16:53	Ewallet	86.54	4.761905	4.3270	5.7
436	C	Naypyitaw	Normal	Male	Sports and travel	99.24	9	44.6580	937.8180	2019-03-19	19:09	Ewallet	893.16	4.761905	44.6580	9.0
437	C	Naypyitaw	Member	Male	Sports and travel	82.93	4	16.5860	348.3060	2019-01-20	16:51	Ewallet	331.72	4.761905	16.5860	9.6
439	C	Naypyitaw	Member	Male	Food and beverages	17.04	4	3.4080	71.5680	2019-03-08	20:15	Ewallet	68.16	4.761905	3.4080	7.0
440	C	Naypyitaw	Normal	Female	Electronic accessories	40.86	8	16.3440	343.2240	2019-02-07	14:38	Credit card	326.88	4.761905	16.3440	6.5
441	C	Naypyitaw	Member	Male	Food and beverages	17.44	5	4.3600	91.5600	2019-01-15	19:25	Cash	87.20	4.761905	4.3600	8.1
444	C	Naypyitaw	Normal	Male	Fashion accessories	12.78	1	0.6390	13.4190	2019-01-08	14:11	Ewallet	12.78	4.761905	0.6390	9.5
447	C	Naypyitaw	Member	Male	Food and beverages	27.66	10	13.8300	290.4300	2019-02-14	11:26	Credit card	276.60	4.761905	13.8300	8.9
448	C	Naypyitaw	Normal	Male	Fashion accessories	45.74	3	6.8610	144.0810	2019-03-10	17:38	Credit card	137.22	4.761905	6.8610	6.5
459	C	Naypyitaw	Member	Female	Electronic accessories	46.57	10	23.2850	488.9850	2019-01-27	13:58	Cash	465.70	4.761905	23.2850	7.6
460	C	Naypyitaw	Normal	Male	Food and beverages	35.89	1	1.7945	37.6845	2019-02-23	16:52	Credit card	35.89	4.761905	1.7945	7.9
461	C	Naypyitaw	Normal	Male	Food and beverages	40.52	5	10.1300	212.7300	2019-02-03	15:19	Cash	202.60	4.761905	10.1300	4.5
463	C	Naypyitaw	Normal	Female	Sports and travel	73.95	4	14.7900	310.5900	2019-02-03	10:02	Cash	295.80	4.761905	14.7900	6.1
464	C	Naypyitaw	Member	Female	Food and beverages	22.62	1	1.1310	23.7510	2019-03-17	18:58	Cash	22.62	4.761905	1.1310	6.4
466	C	Naypyitaw	Member	Female	Sports and travel	54.55	10	27.2750	572.7750	2019-03-02	11:22	Credit card	545.50	4.761905	27.2750	7.1
467	C	Naypyitaw	Member	Female	Health and beauty	37.15	7	13.0025	273.0525	2019-02-08	13:12	Credit card	260.05	4.761905	13.0025	7.7
469	C	Naypyitaw	Normal	Male	Food and beverages	21.58	1	1.0790	22.6590	2019-02-09	10:02	Ewallet	21.58	4.761905	1.0790	7.2
470	C	Naypyitaw	Member	Female	Electronic accessories	98.84	1	4.9420	103.7820	2019-02-15	11:21	Cash	98.84	4.761905	4.9420	8.4
471	C	Naypyitaw	Member	Female	Home and lifestyle	83.77	6	25.1310	527.7510	2019-01-23	12:10	Ewallet	502.62	4.761905	25.1310	5.4
478	C	Naypyitaw	Normal	Male	Electronic accessories	84.07	4	16.8140	353.0940	2019-03-07	16:54	Ewallet	336.28	4.761905	16.8140	4.4
481	C	Naypyitaw	Normal	Male	Food and beverages	65.97	8	26.3880	554.1480	2019-02-02	20:29	Cash	527.76	4.761905	26.3880	8.4
482	C	Naypyitaw	Normal	Female	Electronic accessories	32.80	10	16.4000	344.4000	2019-02-15	12:12	Cash	328.00	4.761905	16.4000	6.2
485	C	Naypyitaw	Member	Female	Sports and travel	36.98	10	18.4900	388.2900	2019-01-01	19:48	Credit card	369.80	4.761905	18.4900	7.0
489	C	Naypyitaw	Normal	Male	Home and lifestyle	22.96	1	1.1480	24.1080	2019-01-30	20:47	Cash	22.96	4.761905	1.1480	4.3
494	C	Naypyitaw	Member	Female	Home and lifestyle	12.12	10	6.0600	127.2600	2019-03-05	13:44	Credit card	121.20	4.761905	6.0600	8.4
497	C	Naypyitaw	Normal	Female	Electronic accessories	63.22	2	6.3220	132.7620	2019-01-01	15:51	Cash	126.44	4.761905	6.3220	8.5
498	C	Naypyitaw	Normal	Female	Food and beverages	90.24	6	27.0720	568.5120	2019-01-27	11:17	Cash	541.44	4.761905	27.0720	6.2
502	C	Naypyitaw	Member	Female	Fashion accessories	31.90	1	1.5950	33.4950	2019-01-05	12:40	Ewallet	31.90	4.761905	1.5950	9.1
503	C	Naypyitaw	Normal	Male	Home and lifestyle	69.40	2	6.9400	145.7400	2019-01-27	19:48	Ewallet	138.80	4.761905	6.9400	9.0
510	C	Naypyitaw	Member	Female	Home and lifestyle	15.95	6	4.7850	100.4850	2019-02-09	17:15	Credit card	95.70	4.761905	4.7850	5.1
515	C	Naypyitaw	Member	Male	Sports and travel	58.39	7	20.4365	429.1665	2019-02-23	19:49	Credit card	408.73	4.761905	20.4365	8.2
516	C	Naypyitaw	Member	Female	Fashion accessories	51.47	1	2.5735	54.0435	2019-03-18	15:52	Ewallet	51.47	4.761905	2.5735	8.5
518	C	Naypyitaw	Member	Male	Home and lifestyle	39.39	5	9.8475	206.7975	2019-01-22	20:46	Credit card	196.95	4.761905	9.8475	8.7
520	C	Naypyitaw	Member	Male	Sports and travel	71.92	5	17.9800	377.5800	2019-01-17	15:05	Credit card	359.60	4.761905	17.9800	4.3
522	C	Naypyitaw	Member	Female	Home and lifestyle	83.17	6	24.9510	523.9710	2019-03-20	11:23	Cash	499.02	4.761905	24.9510	7.3
524	C	Naypyitaw	Normal	Male	Health and beauty	62.87	2	6.2870	132.0270	2019-01-01	11:43	Cash	125.74	4.761905	6.2870	5.0
534	C	Naypyitaw	Normal	Female	Food and beverages	16.31	9	7.3395	154.1295	2019-03-26	10:31	Ewallet	146.79	4.761905	7.3395	8.4
536	C	Naypyitaw	Normal	Male	Home and lifestyle	16.67	7	5.8345	122.5245	2019-02-07	11:36	Ewallet	116.69	4.761905	5.8345	7.4
540	C	Naypyitaw	Member	Female	Food and beverages	87.48	6	26.2440	551.1240	2019-02-01	18:43	Ewallet	524.88	4.761905	26.2440	5.1
542	C	Naypyitaw	Member	Male	Health and beauty	75.88	1	3.7940	79.6740	2019-01-03	10:30	Credit card	75.88	4.761905	3.7940	7.1
544	C	Naypyitaw	Member	Male	Electronic accessories	18.77	6	5.6310	118.2510	2019-01-28	16:43	Credit card	112.62	4.761905	5.6310	5.5
554	C	Naypyitaw	Normal	Male	Electronic accessories	22.21	6	6.6630	139.9230	2019-03-07	10:23	Credit card	133.26	4.761905	6.6630	8.6
558	C	Naypyitaw	Member	Female	Food and beverages	98.52	10	49.2600	1034.4600	2019-01-30	20:23	Ewallet	985.20	4.761905	49.2600	4.5
562	C	Naypyitaw	Normal	Male	Food and beverages	89.20	10	44.6000	936.6000	2019-02-11	15:42	Credit card	892.00	4.761905	44.6000	4.4
567	C	Naypyitaw	Normal	Female	Sports and travel	49.33	10	24.6650	517.9650	2019-02-03	16:40	Credit card	493.30	4.761905	24.6650	9.4
570	C	Naypyitaw	Normal	Female	Sports and travel	73.98	7	25.8930	543.7530	2019-03-02	16:42	Ewallet	517.86	4.761905	25.8930	4.1
578	C	Naypyitaw	Normal	Male	Food and beverages	31.77	4	6.3540	133.4340	2019-01-14	14:43	Ewallet	127.08	4.761905	6.3540	6.2
581	C	Naypyitaw	Normal	Male	Food and beverages	27.22	3	4.0830	85.7430	2019-01-07	12:37	Cash	81.66	4.761905	4.0830	7.3
583	C	Naypyitaw	Member	Female	Fashion accessories	92.98	2	9.2980	195.2580	2019-02-13	15:06	Credit card	185.96	4.761905	9.2980	8.0
589	C	Naypyitaw	Normal	Male	Fashion accessories	59.61	10	29.8050	625.9050	2019-03-14	11:07	Cash	596.10	4.761905	29.8050	5.3
591	C	Naypyitaw	Member	Male	Health and beauty	46.53	6	13.9590	293.1390	2019-03-03	10:54	Credit card	279.18	4.761905	13.9590	4.3
592	C	Naypyitaw	Member	Female	Home and lifestyle	24.24	7	8.4840	178.1640	2019-01-27	17:38	Ewallet	169.68	4.761905	8.4840	9.4
598	C	Naypyitaw	Normal	Female	Sports and travel	46.66	9	20.9970	440.9370	2019-02-17	19:11	Ewallet	419.94	4.761905	20.9970	5.3
599	C	Naypyitaw	Normal	Female	Fashion accessories	36.85	5	9.2125	193.4625	2019-01-26	18:53	Cash	184.25	4.761905	9.2125	9.2
601	C	Naypyitaw	Normal	Male	Electronic accessories	83.08	1	4.1540	87.2340	2019-01-23	17:16	Ewallet	83.08	4.761905	4.1540	6.4
602	C	Naypyitaw	Normal	Female	Fashion accessories	64.99	1	3.2495	68.2395	2019-01-26	10:06	Credit card	64.99	4.761905	3.2495	4.5
603	C	Naypyitaw	Normal	Male	Food and beverages	77.56	10	38.7800	814.3800	2019-03-14	20:35	Ewallet	775.60	4.761905	38.7800	6.9
605	C	Naypyitaw	Member	Female	Fashion accessories	51.89	7	18.1615	381.3915	2019-01-08	20:08	Cash	363.23	4.761905	18.1615	4.5
608	C	Naypyitaw	Member	Female	Food and beverages	49.79	4	9.9580	209.1180	2019-03-28	19:16	Credit card	199.16	4.761905	9.9580	6.4
612	C	Naypyitaw	Member	Female	Food and beverages	98.97	9	44.5365	935.2665	2019-03-09	11:23	Cash	890.73	4.761905	44.5365	6.7
614	C	Naypyitaw	Member	Male	Sports and travel	80.93	1	4.0465	84.9765	2019-01-19	16:08	Credit card	80.93	4.761905	4.0465	9.0
618	C	Naypyitaw	Member	Male	Electronic accessories	87.91	5	21.9775	461.5275	2019-03-14	18:10	Ewallet	439.55	4.761905	21.9775	4.4
620	C	Naypyitaw	Member	Female	Fashion accessories	43.46	6	13.0380	273.7980	2019-02-07	17:55	Ewallet	260.76	4.761905	13.0380	8.5
638	C	Naypyitaw	Normal	Female	Electronic accessories	46.20	1	2.3100	48.5100	2019-03-19	12:16	Cash	46.20	4.761905	2.3100	6.3
642	C	Naypyitaw	Member	Female	Electronic accessories	88.55	8	35.4200	743.8200	2019-03-19	15:29	Ewallet	708.40	4.761905	35.4200	4.7
644	C	Naypyitaw	Member	Female	Food and beverages	72.52	8	29.0080	609.1680	2019-03-30	19:26	Credit card	580.16	4.761905	29.0080	4.0
645	C	Naypyitaw	Member	Male	Electronic accessories	12.05	5	3.0125	63.2625	2019-02-16	15:53	Ewallet	60.25	4.761905	3.0125	5.5
647	C	Naypyitaw	Normal	Male	Health and beauty	70.21	6	21.0630	442.3230	2019-03-30	14:58	Cash	421.26	4.761905	21.0630	7.4
649	C	Naypyitaw	Member	Female	Sports and travel	15.49	2	1.5490	32.5290	2019-01-16	15:10	Cash	30.98	4.761905	1.5490	6.3
650	C	Naypyitaw	Normal	Male	Electronic accessories	24.74	10	12.3700	259.7700	2019-02-24	16:44	Cash	247.40	4.761905	12.3700	7.1
657	C	Naypyitaw	Normal	Female	Electronic accessories	99.69	1	4.9845	104.6745	2019-02-27	10:23	Credit card	99.69	4.761905	4.9845	8.0
662	C	Naypyitaw	Member	Male	Sports and travel	17.14	7	5.9990	125.9790	2019-01-16	12:07	Credit card	119.98	4.761905	5.9990	7.9
664	C	Naypyitaw	Member	Female	Food and beverages	87.10	10	43.5500	914.5500	2019-02-12	14:45	Credit card	871.00	4.761905	43.5500	9.9
665	C	Naypyitaw	Normal	Female	Sports and travel	98.80	2	9.8800	207.4800	2019-02-21	11:39	Cash	197.60	4.761905	9.8800	7.7
669	C	Naypyitaw	Member	Female	Health and beauty	47.71	6	14.3130	300.5730	2019-02-16	14:19	Ewallet	286.26	4.761905	14.3130	4.4
674	C	Naypyitaw	Normal	Male	Health and beauty	33.64	8	13.4560	282.5760	2019-02-15	17:10	Credit card	269.12	4.761905	13.4560	9.3
679	C	Naypyitaw	Normal	Male	Health and beauty	58.95	10	29.4750	618.9750	2019-02-07	14:27	Ewallet	589.50	4.761905	29.4750	8.1
683	C	Naypyitaw	Normal	Female	Fashion accessories	49.32	6	14.7960	310.7160	2019-01-09	13:46	Ewallet	295.92	4.761905	14.7960	7.1
689	C	Naypyitaw	Member	Male	Sports and travel	72.88	2	7.2880	153.0480	2019-03-13	12:51	Cash	145.76	4.761905	7.2880	6.1
691	C	Naypyitaw	Member	Female	Sports and travel	70.19	9	31.5855	663.2955	2019-01-25	13:38	Cash	631.71	4.761905	31.5855	6.7
692	C	Naypyitaw	Member	Male	Food and beverages	55.04	7	19.2640	404.5440	2019-03-12	19:39	Ewallet	385.28	4.761905	19.2640	5.2
694	C	Naypyitaw	Member	Female	Fashion accessories	73.38	7	25.6830	539.3430	2019-02-10	13:56	Cash	513.66	4.761905	25.6830	9.5
695	C	Naypyitaw	Normal	Female	Food and beverages	52.60	9	23.6700	497.0700	2019-01-16	14:42	Cash	473.40	4.761905	23.6700	7.6
700	C	Naypyitaw	Normal	Male	Home and lifestyle	97.50	10	48.7500	1023.7500	2019-01-12	16:18	Ewallet	975.00	4.761905	48.7500	8.0
701	C	Naypyitaw	Normal	Female	Fashion accessories	60.41	8	24.1640	507.4440	2019-02-07	12:23	Ewallet	483.28	4.761905	24.1640	9.6
708	C	Naypyitaw	Member	Male	Food and beverages	68.98	1	3.4490	72.4290	2019-01-21	20:13	Cash	68.98	4.761905	3.4490	4.8
709	C	Naypyitaw	Normal	Male	Fashion accessories	15.62	8	6.2480	131.2080	2019-01-20	20:37	Ewallet	124.96	4.761905	6.2480	9.1
712	C	Naypyitaw	Member	Female	Home and lifestyle	75.53	4	15.1060	317.2260	2019-03-19	15:52	Ewallet	302.12	4.761905	15.1060	8.3
713	C	Naypyitaw	Normal	Female	Electronic accessories	77.63	9	34.9335	733.6035	2019-02-19	15:14	Ewallet	698.67	4.761905	34.9335	7.2
714	C	Naypyitaw	Normal	Female	Health and beauty	13.85	9	6.2325	130.8825	2019-02-04	12:50	Ewallet	124.65	4.761905	6.2325	6.0
715	C	Naypyitaw	Member	Male	Fashion accessories	98.70	8	39.4800	829.0800	2019-01-31	10:36	Ewallet	789.60	4.761905	39.4800	8.5
722	C	Naypyitaw	Member	Female	Sports and travel	90.63	9	40.7835	856.4535	2019-01-18	15:28	Cash	815.67	4.761905	40.7835	5.1
724	C	Naypyitaw	Member	Female	Food and beverages	36.77	7	12.8695	270.2595	2019-01-11	20:10	Cash	257.39	4.761905	12.8695	7.4
726	C	Naypyitaw	Member	Female	Health and beauty	28.50	8	11.4000	239.4000	2019-02-06	14:24	Cash	228.00	4.761905	11.4000	6.6
727	C	Naypyitaw	Member	Male	Home and lifestyle	55.57	3	8.3355	175.0455	2019-01-08	11:42	Credit card	166.71	4.761905	8.3355	5.9
729	C	Naypyitaw	Normal	Male	Fashion accessories	97.26	4	19.4520	408.4920	2019-03-16	15:33	Ewallet	389.04	4.761905	19.4520	6.8
736	C	Naypyitaw	Member	Male	Health and beauty	81.95	10	40.9750	860.4750	2019-03-10	12:39	Credit card	819.50	4.761905	40.9750	6.0
737	C	Naypyitaw	Member	Female	Home and lifestyle	81.20	7	28.4200	596.8200	2019-03-23	15:59	Credit card	568.40	4.761905	28.4200	8.1
738	C	Naypyitaw	Normal	Male	Electronic accessories	58.76	10	29.3800	616.9800	2019-01-29	14:26	Ewallet	587.60	4.761905	29.3800	9.0
741	C	Naypyitaw	Normal	Male	Home and lifestyle	55.61	7	19.4635	408.7335	2019-03-23	12:41	Cash	389.27	4.761905	19.4635	8.5
742	C	Naypyitaw	Normal	Male	Food and beverages	84.83	1	4.2415	89.0715	2019-01-14	15:20	Ewallet	84.83	4.761905	4.2415	8.8
745	C	Naypyitaw	Member	Female	Sports and travel	31.67	8	12.6680	266.0280	2019-01-02	16:19	Credit card	253.36	4.761905	12.6680	5.6
746	C	Naypyitaw	Member	Female	Food and beverages	38.42	1	1.9210	40.3410	2019-02-02	16:33	Cash	38.42	4.761905	1.9210	8.6
748	C	Naypyitaw	Member	Female	Home and lifestyle	10.53	5	2.6325	55.2825	2019-01-30	14:43	Credit card	52.65	4.761905	2.6325	5.8
750	C	Naypyitaw	Member	Male	Health and beauty	81.23	7	28.4305	597.0405	2019-01-15	20:44	Cash	568.61	4.761905	28.4305	9.0
755	C	Naypyitaw	Member	Female	Fashion accessories	84.87	3	12.7305	267.3405	2019-01-25	18:30	Ewallet	254.61	4.761905	12.7305	7.4
767	C	Naypyitaw	Normal	Female	Fashion accessories	76.06	3	11.4090	239.5890	2019-01-05	20:30	Credit card	228.18	4.761905	11.4090	9.8
772	C	Naypyitaw	Member	Female	Health and beauty	85.87	7	30.0545	631.1445	2019-02-27	19:01	Credit card	601.09	4.761905	30.0545	8.0
773	C	Naypyitaw	Member	Female	Sports and travel	67.99	7	23.7965	499.7265	2019-02-17	16:50	Ewallet	475.93	4.761905	23.7965	5.7
774	C	Naypyitaw	Normal	Female	Food and beverages	52.42	1	2.6210	55.0410	2019-02-06	10:22	Credit card	52.42	4.761905	2.6210	6.3
775	C	Naypyitaw	Member	Male	Food and beverages	65.65	2	6.5650	137.8650	2019-01-17	16:46	Cash	131.30	4.761905	6.5650	6.0
777	C	Naypyitaw	Member	Male	Health and beauty	65.31	7	22.8585	480.0285	2019-03-05	18:02	Credit card	457.17	4.761905	22.8585	4.2
779	C	Naypyitaw	Member	Male	Sports and travel	25.25	5	6.3125	132.5625	2019-03-20	17:52	Cash	126.25	4.761905	6.3125	6.1
781	C	Naypyitaw	Normal	Male	Health and beauty	21.80	8	8.7200	183.1200	2019-02-19	19:24	Cash	174.40	4.761905	8.7200	8.3
784	C	Naypyitaw	Normal	Female	Home and lifestyle	44.01	8	17.6040	369.6840	2019-03-03	17:36	Cash	352.08	4.761905	17.6040	8.8
785	C	Naypyitaw	Member	Female	Health and beauty	10.16	5	2.5400	53.3400	2019-02-24	13:08	Ewallet	50.80	4.761905	2.5400	4.1
787	C	Naypyitaw	Normal	Male	Electronic accessories	71.89	8	28.7560	603.8760	2019-02-19	11:33	Ewallet	575.12	4.761905	28.7560	5.5
788	C	Naypyitaw	Normal	Female	Health and beauty	10.99	5	2.7475	57.6975	2019-01-23	10:18	Credit card	54.95	4.761905	2.7475	9.3
789	C	Naypyitaw	Member	Male	Health and beauty	60.47	3	9.0705	190.4805	2019-01-14	10:55	Credit card	181.41	4.761905	9.0705	5.6
792	C	Naypyitaw	Member	Male	Health and beauty	68.55	4	13.7100	287.9100	2019-02-15	20:21	Credit card	274.20	4.761905	13.7100	9.2
797	C	Naypyitaw	Member	Female	Home and lifestyle	60.87	1	3.0435	63.9135	2019-01-24	13:24	Cash	60.87	4.761905	3.0435	5.5
800	C	Naypyitaw	Member	Male	Home and lifestyle	86.69	5	21.6725	455.1225	2019-02-11	18:38	Ewallet	433.45	4.761905	21.6725	9.4
802	C	Naypyitaw	Member	Female	Electronic accessories	30.20	8	12.0800	253.6800	2019-03-03	19:30	Ewallet	241.60	4.761905	12.0800	5.1
803	C	Naypyitaw	Member	Male	Fashion accessories	67.39	7	23.5865	495.3165	2019-03-23	13:23	Ewallet	471.73	4.761905	23.5865	6.9
810	C	Naypyitaw	Normal	Female	Fashion accessories	62.18	10	31.0900	652.8900	2019-01-31	10:33	Ewallet	621.80	4.761905	31.0900	6.0
813	C	Naypyitaw	Member	Female	Sports and travel	64.97	5	16.2425	341.0925	2019-02-08	12:52	Credit card	324.85	4.761905	16.2425	6.5
817	C	Naypyitaw	Normal	Female	Fashion accessories	45.44	7	15.9040	333.9840	2019-01-23	11:15	Cash	318.08	4.761905	15.9040	9.2
823	C	Naypyitaw	Member	Male	Sports and travel	10.17	1	0.5085	10.6785	2019-02-07	14:15	Cash	10.17	4.761905	0.5085	5.9
829	C	Naypyitaw	Normal	Male	Electronic accessories	64.95	10	32.4750	681.9750	2019-03-24	18:27	Cash	649.50	4.761905	32.4750	5.2
839	C	Naypyitaw	Normal	Male	Electronic accessories	55.87	10	27.9350	586.6350	2019-01-15	15:01	Cash	558.70	4.761905	27.9350	5.8
840	C	Naypyitaw	Member	Female	Sports and travel	29.22	6	8.7660	184.0860	2019-01-01	11:40	Ewallet	175.32	4.761905	8.7660	5.0
844	C	Naypyitaw	Member	Female	Food and beverages	14.87	2	1.4870	31.2270	2019-02-13	18:15	Credit card	29.74	4.761905	1.4870	8.9
848	C	Naypyitaw	Normal	Female	Sports and travel	22.38	1	1.1190	23.4990	2019-01-30	17:08	Credit card	22.38	4.761905	1.1190	8.6
849	C	Naypyitaw	Member	Female	Food and beverages	72.88	9	32.7960	688.7160	2019-01-08	19:38	Cash	655.92	4.761905	32.7960	4.0
853	C	Naypyitaw	Normal	Male	Health and beauty	53.19	7	18.6165	390.9465	2019-01-14	15:42	Ewallet	372.33	4.761905	18.6165	5.0
861	C	Naypyitaw	Member	Female	Home and lifestyle	86.27	1	4.3135	90.5835	2019-02-20	13:24	Ewallet	86.27	4.761905	4.3135	7.0
866	C	Naypyitaw	Member	Male	Health and beauty	33.81	3	5.0715	106.5015	2019-01-26	15:11	Ewallet	101.43	4.761905	5.0715	7.3
868	C	Naypyitaw	Member	Female	Health and beauty	62.82	2	6.2820	131.9220	2019-01-17	12:36	Ewallet	125.64	4.761905	6.2820	4.9
869	C	Naypyitaw	Member	Male	Food and beverages	24.31	3	3.6465	76.5765	2019-01-08	19:09	Credit card	72.93	4.761905	3.6465	4.3
872	C	Naypyitaw	Normal	Male	Fashion accessories	56.50	1	2.8250	59.3250	2019-03-13	15:45	Ewallet	56.50	4.761905	2.8250	9.6
876	C	Naypyitaw	Normal	Male	Home and lifestyle	65.26	8	26.1040	548.1840	2019-03-15	14:04	Ewallet	522.08	4.761905	26.1040	6.3
877	C	Naypyitaw	Member	Male	Fashion accessories	52.35	1	2.6175	54.9675	2019-02-12	17:49	Cash	52.35	4.761905	2.6175	4.0
882	C	Naypyitaw	Member	Female	Fashion accessories	10.18	8	4.0720	85.5120	2019-03-30	12:51	Credit card	81.44	4.761905	4.0720	9.5
889	C	Naypyitaw	Normal	Female	Fashion accessories	12.19	8	4.8760	102.3960	2019-03-13	12:47	Ewallet	97.52	4.761905	4.8760	6.8
891	C	Naypyitaw	Normal	Female	Health and beauty	83.66	5	20.9150	439.2150	2019-02-21	10:26	Cash	418.30	4.761905	20.9150	7.2
893	C	Naypyitaw	Member	Female	Fashion accessories	92.49	5	23.1225	485.5725	2019-03-02	16:35	Credit card	462.45	4.761905	23.1225	8.6
897	C	Naypyitaw	Normal	Male	Fashion accessories	60.74	7	21.2590	446.4390	2019-01-18	16:23	Ewallet	425.18	4.761905	21.2590	5.0
898	C	Naypyitaw	Member	Female	Food and beverages	47.27	6	14.1810	297.8010	2019-02-05	10:17	Cash	283.62	4.761905	14.1810	8.8
899	C	Naypyitaw	Member	Male	Health and beauty	85.60	7	29.9600	629.1600	2019-03-02	13:50	Cash	599.20	4.761905	29.9600	5.3
901	C	Naypyitaw	Member	Female	Electronic accessories	44.84	9	20.1780	423.7380	2019-01-14	14:00	Credit card	403.56	4.761905	20.1780	7.5
905	C	Naypyitaw	Normal	Female	Health and beauty	58.32	2	5.8320	122.4720	2019-02-14	12:42	Ewallet	116.64	4.761905	5.8320	6.0
906	C	Naypyitaw	Member	Female	Home and lifestyle	78.38	4	15.6760	329.1960	2019-03-24	17:56	Cash	313.52	4.761905	15.6760	7.9
907	C	Naypyitaw	Normal	Male	Health and beauty	84.61	10	42.3050	888.4050	2019-02-09	18:58	Credit card	846.10	4.761905	42.3050	8.8
912	C	Naypyitaw	Normal	Female	Electronic accessories	56.13	4	11.2260	235.7460	2019-01-19	11:43	Ewallet	224.52	4.761905	11.2260	8.6
916	C	Naypyitaw	Normal	Female	Electronic accessories	35.49	6	10.6470	223.5870	2019-02-02	12:40	Cash	212.94	4.761905	10.6470	4.1
917	C	Naypyitaw	Member	Male	Sports and travel	42.85	1	2.1425	44.9925	2019-03-14	15:36	Credit card	42.85	4.761905	2.1425	9.3
921	C	Naypyitaw	Member	Female	Home and lifestyle	35.79	9	16.1055	338.2155	2019-03-10	15:06	Credit card	322.11	4.761905	16.1055	5.1
923	C	Naypyitaw	Member	Female	Home and lifestyle	12.73	2	1.2730	26.7330	2019-02-22	12:10	Credit card	25.46	4.761905	1.2730	5.2
924	C	Naypyitaw	Normal	Female	Sports and travel	83.14	7	29.0990	611.0790	2019-01-10	10:31	Credit card	581.98	4.761905	29.0990	6.6
925	C	Naypyitaw	Member	Female	Sports and travel	35.22	6	10.5660	221.8860	2019-03-14	13:49	Ewallet	211.32	4.761905	10.5660	6.5
932	C	Naypyitaw	Member	Female	Fashion accessories	83.35	2	8.3350	175.0350	2019-02-02	14:05	Credit card	166.70	4.761905	8.3350	9.5
934	C	Naypyitaw	Normal	Male	Health and beauty	64.08	7	22.4280	470.9880	2019-01-20	12:27	Ewallet	448.56	4.761905	22.4280	7.6
936	C	Naypyitaw	Member	Male	Home and lifestyle	85.72	3	12.8580	270.0180	2019-01-24	20:59	Ewallet	257.16	4.761905	12.8580	5.1
937	C	Naypyitaw	Normal	Female	Health and beauty	78.89	7	27.6115	579.8415	2019-01-05	19:48	Ewallet	552.23	4.761905	27.6115	7.5
940	C	Naypyitaw	Normal	Female	Food and beverages	57.29	6	17.1870	360.9270	2019-03-21	17:04	Ewallet	343.74	4.761905	17.1870	5.9
942	C	Naypyitaw	Member	Male	Fashion accessories	99.82	9	44.9190	943.2990	2019-03-27	10:43	Cash	898.38	4.761905	44.9190	6.6
947	C	Naypyitaw	Member	Male	Electronic accessories	84.25	2	8.4250	176.9250	2019-03-26	14:13	Credit card	168.50	4.761905	8.4250	5.3
949	C	Naypyitaw	Member	Male	Home and lifestyle	35.81	5	8.9525	188.0025	2019-02-06	18:44	Ewallet	179.05	4.761905	8.9525	7.9
954	C	Naypyitaw	Member	Female	Food and beverages	21.04	4	4.2080	88.3680	2019-01-13	13:58	Cash	84.16	4.761905	4.2080	7.6
957	C	Naypyitaw	Member	Male	Food and beverages	50.49	9	22.7205	477.1305	2019-01-10	17:16	Cash	454.41	4.761905	22.7205	5.4
959	C	Naypyitaw	Normal	Female	Home and lifestyle	15.80	10	7.9000	165.9000	2019-01-09	12:07	Cash	158.00	4.761905	7.9000	7.8
961	C	Naypyitaw	Member	Male	Fashion accessories	91.98	1	4.5990	96.5790	2019-03-18	15:29	Cash	91.98	4.761905	4.5990	9.8
964	C	Naypyitaw	Member	Male	Electronic accessories	96.82	3	14.5230	304.9830	2019-03-30	20:37	Cash	290.46	4.761905	14.5230	6.7
975	C	Naypyitaw	Normal	Male	Fashion accessories	86.13	2	8.6130	180.8730	2019-02-07	17:59	Cash	172.26	4.761905	8.6130	8.2
981	C	Naypyitaw	Member	Male	Food and beverages	59.59	4	11.9180	250.2780	2019-01-19	12:46	Cash	238.36	4.761905	11.9180	9.8
984	C	Naypyitaw	Normal	Male	Health and beauty	99.96	7	34.9860	734.7060	2019-01-23	10:33	Cash	699.72	4.761905	34.9860	6.1
985	C	Naypyitaw	Normal	Male	Electronic accessories	96.37	7	33.7295	708.3195	2019-01-09	11:40	Cash	674.59	4.761905	33.7295	6.0
989	C	Naypyitaw	Member	Male	Electronic accessories	82.34	10	41.1700	864.5700	2019-03-29	19:12	Ewallet	823.40	4.761905	41.1700	4.3
995	C	Naypyitaw	Member	Female	Electronic accessories	60.95	1	3.0475	63.9975	2019-02-18	11:40	Ewallet	60.95	4.761905	3.0475	5.9
996	C	Naypyitaw	Normal	Male	Health and beauty	40.35	1	2.0175	42.3675	2019-01-29	13:46	Ewallet	40.35	4.761905	2.0175	6.2

Product.line	Total_Quantity
Food and beverages	369
Fashion accessories	342
Electronic accessories	333
Health and beauty	277
Sports and travel	265
Home and lifestyle	245

Yangon

	Branch	City	Customer.type	Gender	Product.line	Unit.price	Quantity	Tax.5.	Total	Date	Time	Payment	cogs	gross.margin.percentage	gross.income	Rating
1	A	Yangon	Member	Female	Health and beauty	74.69	7	26.1415	548.9715	2019-01-05	13:08	Ewallet	522.83	4.761905	26.1415	9.1
3	A	Yangon	Normal	Male	Home and lifestyle	46.33	7	16.2155	340.5255	2019-03-03	13:23	Credit card	324.31	4.761905	16.2155	7.4
4	A	Yangon	Member	Male	Health and beauty	58.22	8	23.2880	489.0480	2019-01-27	20:33	Ewallet	465.76	4.761905	23.2880	8.4
5	A	Yangon	Normal	Male	Sports and travel	86.31	7	30.2085	634.3785	2019-02-08	10:37	Ewallet	604.17	4.761905	30.2085	5.3
7	A	Yangon	Member	Female	Electronic accessories	68.84	6	20.6520	433.6920	2019-02-25	14:36	Ewallet	413.04	4.761905	20.6520	5.8
9	A	Yangon	Member	Female	Health and beauty	36.26	2	3.6260	76.1460	2019-01-10	17:15	Credit card	72.52	4.761905	3.6260	7.2
13	A	Yangon	Normal	Female	Electronic accessories	46.95	5	11.7375	246.4875	2019-02-12	10:25	Ewallet	234.75	4.761905	11.7375	7.1
14	A	Yangon	Normal	Male	Food and beverages	43.19	10	21.5950	453.4950	2019-02-07	16:48	Ewallet	431.90	4.761905	21.5950	8.2
15	A	Yangon	Normal	Female	Health and beauty	71.38	10	35.6900	749.4900	2019-03-29	19:21	Cash	713.80	4.761905	35.6900	5.7
17	A	Yangon	Member	Female	Health and beauty	68.93	7	24.1255	506.6355	2019-03-11	11:03	Credit card	482.51	4.761905	24.1255	4.6
18	A	Yangon	Normal	Male	Sports and travel	72.61	6	21.7830	457.4430	2019-01-01	10:39	Credit card	435.66	4.761905	21.7830	6.9
19	A	Yangon	Normal	Male	Food and beverages	54.67	3	8.2005	172.2105	2019-01-21	18:00	Credit card	164.01	4.761905	8.2005	8.6
24	A	Yangon	Normal	Male	Electronic accessories	34.56	5	8.6400	181.4400	2019-02-17	11:15	Ewallet	172.80	4.761905	8.6400	9.9
25	A	Yangon	Member	Male	Sports and travel	88.63	3	13.2945	279.1845	2019-03-02	17:36	Ewallet	265.89	4.761905	13.2945	6.0
26	A	Yangon	Member	Female	Home and lifestyle	52.59	8	21.0360	441.7560	2019-03-22	19:20	Credit card	420.72	4.761905	21.0360	8.5
28	A	Yangon	Normal	Female	Fashion accessories	87.67	2	8.7670	184.1070	2019-03-10	12:17	Credit card	175.34	4.761905	8.7670	7.7
30	A	Yangon	Normal	Male	Health and beauty	24.89	9	11.2005	235.2105	2019-03-15	15:36	Cash	224.01	4.761905	11.2005	7.4
34	A	Yangon	Normal	Male	Health and beauty	96.58	2	9.6580	202.8180	2019-03-15	10:12	Credit card	193.16	4.761905	9.6580	5.1
37	A	Yangon	Member	Male	Sports and travel	62.62	5	15.6550	328.7550	2019-03-10	19:15	Ewallet	313.10	4.761905	15.6550	7.0
38	A	Yangon	Normal	Female	Electronic accessories	60.88	9	27.3960	575.3160	2019-01-15	17:17	Ewallet	547.92	4.761905	27.3960	4.7
52	A	Yangon	Member	Female	Food and beverages	44.59	5	11.1475	234.0975	2019-02-10	15:10	Cash	222.95	4.761905	11.1475	8.5
57	A	Yangon	Member	Male	Home and lifestyle	44.34	2	4.4340	93.1140	2019-03-27	11:26	Cash	88.68	4.761905	4.4340	5.8
58	A	Yangon	Normal	Male	Health and beauty	89.60	8	35.8400	752.6400	2019-02-07	11:28	Ewallet	716.80	4.761905	35.8400	6.6
59	A	Yangon	Member	Female	Home and lifestyle	72.35	10	36.1750	759.6750	2019-01-20	15:55	Cash	723.50	4.761905	36.1750	5.4
64	A	Yangon	Member	Male	Sports and travel	15.81	10	7.9050	166.0050	2019-03-06	12:27	Credit card	158.10	4.761905	7.9050	8.6
66	A	Yangon	Member	Male	Health and beauty	15.87	10	7.9350	166.6350	2019-03-13	16:40	Cash	158.70	4.761905	7.9350	5.8
69	A	Yangon	Normal	Male	Sports and travel	78.77	10	39.3850	827.0850	2019-01-24	10:04	Cash	787.70	4.761905	39.3850	6.4
70	A	Yangon	Member	Female	Health and beauty	18.33	1	0.9165	19.2465	2019-02-02	18:50	Cash	18.33	4.761905	0.9165	4.3
75	A	Yangon	Normal	Male	Home and lifestyle	74.67	9	33.6015	705.6315	2019-01-22	10:55	Ewallet	672.03	4.761905	33.6015	9.4
78	A	Yangon	Member	Female	Fashion accessories	20.01	9	9.0045	189.0945	2019-01-12	15:48	Credit card	180.09	4.761905	9.0045	5.7
88	A	Yangon	Member	Male	Food and beverages	49.38	7	17.2830	362.9430	2019-03-27	20:35	Credit card	345.66	4.761905	17.2830	7.3
89	A	Yangon	Normal	Male	Sports and travel	42.47	1	2.1235	44.5935	2019-01-02	16:57	Cash	42.47	4.761905	2.1235	5.7
93	A	Yangon	Member	Female	Sports and travel	21.98	7	7.6930	161.5530	2019-01-10	16:42	Ewallet	153.86	4.761905	7.6930	5.1
96	A	Yangon	Normal	Male	Electronic accessories	97.16	1	4.8580	102.0180	2019-03-08	20:38	Ewallet	97.16	4.761905	4.8580	7.2
99	A	Yangon	Normal	Male	Food and beverages	52.75	3	7.9125	166.1625	2019-03-23	10:16	Ewallet	158.25	4.761905	7.9125	9.3
104	A	Yangon	Normal	Male	Food and beverages	58.26	6	17.4780	367.0380	2019-03-28	16:44	Cash	349.56	4.761905	17.4780	9.9
106	A	Yangon	Member	Male	Electronic accessories	88.67	10	44.3350	931.0350	2019-01-12	14:50	Ewallet	886.70	4.761905	44.3350	7.3
108	A	Yangon	Normal	Male	Sports and travel	62.13	6	18.6390	391.4190	2019-03-22	20:19	Cash	372.78	4.761905	18.6390	7.4
114	A	Yangon	Member	Male	Home and lifestyle	58.07	9	26.1315	548.7615	2019-01-19	20:07	Ewallet	522.63	4.761905	26.1315	4.3
119	A	Yangon	Normal	Female	Food and beverages	10.96	10	5.4800	115.0800	2019-02-02	20:48	Ewallet	109.60	4.761905	5.4800	6.0
121	A	Yangon	Normal	Female	Electronic accessories	99.56	8	39.8240	836.3040	2019-02-14	17:03	Credit card	796.48	4.761905	39.8240	5.2
126	A	Yangon	Normal	Female	Home and lifestyle	93.69	7	32.7915	688.6215	2019-03-10	18:44	Credit card	655.83	4.761905	32.7915	4.5
127	A	Yangon	Normal	Female	Sports and travel	32.25	5	8.0625	169.3125	2019-01-27	13:26	Cash	161.25	4.761905	8.0625	9.0
132	A	Yangon	Member	Female	Sports and travel	92.13	6	27.6390	580.4190	2019-03-06	20:34	Cash	552.78	4.761905	27.6390	8.3
137	A	Yangon	Normal	Female	Electronic accessories	26.31	5	6.5775	138.1275	2019-01-18	20:59	Credit card	131.55	4.761905	6.5775	8.8
138	A	Yangon	Member	Female	Home and lifestyle	34.42	6	10.3260	216.8460	2019-02-18	15:39	Cash	206.52	4.761905	10.3260	9.8
140	A	Yangon	Normal	Male	Sports and travel	72.50	8	29.0000	609.0000	2019-03-16	19:25	Ewallet	580.00	4.761905	29.0000	9.2
145	A	Yangon	Normal	Female	Home and lifestyle	77.95	6	23.3850	491.0850	2019-01-21	16:37	Ewallet	467.70	4.761905	23.3850	8.0
147	A	Yangon	Member	Female	Fashion accessories	30.14	10	15.0700	316.4700	2019-02-10	12:28	Ewallet	301.40	4.761905	15.0700	9.2
150	A	Yangon	Normal	Male	Health and beauty	32.46	8	12.9840	272.6640	2019-03-27	13:48	Credit card	259.68	4.761905	12.9840	4.9
153	A	Yangon	Normal	Male	Fashion accessories	83.24	9	37.4580	786.6180	2019-01-29	11:56	Credit card	749.16	4.761905	37.4580	7.4
156	A	Yangon	Member	Male	Food and beverages	92.29	5	23.0725	484.5225	2019-02-20	15:55	Credit card	461.45	4.761905	23.0725	9.0
162	A	Yangon	Normal	Male	Sports and travel	63.69	1	3.1845	66.8745	2019-02-25	16:21	Cash	63.69	4.761905	3.1845	6.0
163	A	Yangon	Normal	Male	Food and beverages	45.79	7	16.0265	336.5565	2019-03-13	19:44	Credit card	320.53	4.761905	16.0265	7.0
168	A	Yangon	Normal	Male	Fashion accessories	98.98	10	49.4900	1039.2900	2019-02-08	16:20	Credit card	989.80	4.761905	49.4900	8.7
169	A	Yangon	Normal	Male	Food and beverages	51.28	6	15.3840	323.0640	2019-01-19	16:31	Cash	307.68	4.761905	15.3840	6.5
170	A	Yangon	Member	Male	Sports and travel	69.52	7	24.3320	510.9720	2019-02-01	15:10	Credit card	486.64	4.761905	24.3320	8.5
171	A	Yangon	Normal	Male	Health and beauty	70.01	5	17.5025	367.5525	2019-01-03	11:36	Ewallet	350.05	4.761905	17.5025	5.5
176	A	Yangon	Member	Male	Home and lifestyle	33.84	9	15.2280	319.7880	2019-03-21	16:21	Ewallet	304.56	4.761905	15.2280	8.8
177	A	Yangon	Member	Male	Food and beverages	22.17	8	8.8680	186.2280	2019-03-03	17:01	Credit card	177.36	4.761905	8.8680	9.6
179	A	Yangon	Normal	Male	Food and beverages	73.88	6	22.1640	465.4440	2019-03-23	19:16	Ewallet	443.28	4.761905	22.1640	4.4
183	A	Yangon	Member	Male	Sports and travel	15.50	10	7.7500	162.7500	2019-03-23	10:55	Ewallet	155.00	4.761905	7.7500	8.0
185	A	Yangon	Normal	Female	Sports and travel	12.34	7	4.3190	90.6990	2019-03-04	11:19	Credit card	86.38	4.761905	4.3190	6.7
189	A	Yangon	Normal	Male	Home and lifestyle	74.07	1	3.7035	77.7735	2019-02-10	12:50	Ewallet	74.07	4.761905	3.7035	9.9
195	A	Yangon	Normal	Male	Electronic accessories	32.71	5	8.1775	171.7275	2019-03-19	11:30	Credit card	163.55	4.761905	8.1775	9.9
198	A	Yangon	Normal	Female	Home and lifestyle	25.29	1	1.2645	26.5545	2019-03-23	10:13	Ewallet	25.29	4.761905	1.2645	6.1
206	A	Yangon	Normal	Female	Health and beauty	23.03	9	10.3635	217.6335	2019-01-03	12:02	Ewallet	207.27	4.761905	10.3635	7.9
211	A	Yangon	Normal	Male	Electronic accessories	26.23	9	11.8035	247.8735	2019-01-25	20:24	Ewallet	236.07	4.761905	11.8035	5.9
216	A	Yangon	Normal	Male	Home and lifestyle	18.28	1	0.9140	19.1940	2019-03-22	15:05	Credit card	18.28	4.761905	0.9140	8.3
218	A	Yangon	Member	Female	Electronic accessories	94.64	3	14.1960	298.1160	2019-02-21	16:55	Cash	283.92	4.761905	14.1960	5.5
225	A	Yangon	Normal	Male	Food and beverages	43.25	2	4.3250	90.8250	2019-03-20	15:56	Cash	86.50	4.761905	4.3250	6.2
230	A	Yangon	Normal	Female	Home and lifestyle	63.42	8	25.3680	532.7280	2019-03-11	12:55	Ewallet	507.36	4.761905	25.3680	7.4
235	A	Yangon	Member	Male	Health and beauty	51.94	10	25.9700	545.3700	2019-03-09	18:24	Ewallet	519.40	4.761905	25.9700	6.5
236	A	Yangon	Normal	Female	Sports and travel	93.14	2	9.3140	195.5940	2019-01-20	18:09	Ewallet	186.28	4.761905	9.3140	4.1
240	A	Yangon	Normal	Male	Fashion accessories	89.69	1	4.4845	94.1745	2019-01-11	11:20	Ewallet	89.69	4.761905	4.4845	4.9
241	A	Yangon	Normal	Male	Food and beverages	24.94	9	11.2230	235.6830	2019-01-11	16:49	Credit card	224.46	4.761905	11.2230	5.6
242	A	Yangon	Normal	Male	Health and beauty	59.77	2	5.9770	125.5170	2019-03-11	12:01	Credit card	119.54	4.761905	5.9770	5.8
244	A	Yangon	Member	Male	Home and lifestyle	62.65	4	12.5300	263.1300	2019-01-05	11:25	Cash	250.60	4.761905	12.5300	4.2
246	A	Yangon	Member	Male	Home and lifestyle	47.59	8	19.0360	399.7560	2019-01-01	14:47	Cash	380.72	4.761905	19.0360	5.7
248	A	Yangon	Member	Male	Fashion accessories	17.94	5	4.4850	94.1850	2019-01-23	14:04	Ewallet	89.70	4.761905	4.4850	6.8
249	A	Yangon	Member	Male	Electronic accessories	77.72	4	15.5440	326.4240	2019-01-07	16:11	Credit card	310.88	4.761905	15.5440	8.8
254	A	Yangon	Normal	Male	Home and lifestyle	23.75	4	4.7500	99.7500	2019-03-16	11:22	Cash	95.00	4.761905	4.7500	5.2
255	A	Yangon	Member	Male	Home and lifestyle	58.90	8	23.5600	494.7600	2019-01-06	11:23	Cash	471.20	4.761905	23.5600	8.9
257	A	Yangon	Member	Male	Electronic accessories	66.35	1	3.3175	69.6675	2019-01-31	10:46	Credit card	66.35	4.761905	3.3175	9.7
258	A	Yangon	Member	Male	Home and lifestyle	25.91	6	7.7730	163.2330	2019-02-05	10:16	Ewallet	155.46	4.761905	7.7730	8.7
259	A	Yangon	Member	Male	Electronic accessories	32.25	4	6.4500	135.4500	2019-02-13	12:38	Ewallet	129.00	4.761905	6.4500	6.5
261	A	Yangon	Normal	Female	Electronic accessories	75.06	9	33.7770	709.3170	2019-03-19	13:25	Ewallet	675.54	4.761905	33.7770	6.2
264	A	Yangon	Member	Female	Sports and travel	22.24	10	11.1200	233.5200	2019-02-09	11:00	Cash	222.40	4.761905	11.1200	4.2
266	A	Yangon	Member	Female	Sports and travel	98.40	7	34.4400	723.2400	2019-03-12	12:43	Credit card	688.80	4.761905	34.4400	8.7
269	A	Yangon	Member	Male	Home and lifestyle	70.74	4	14.1480	297.1080	2019-01-05	16:05	Credit card	282.96	4.761905	14.1480	4.4
270	A	Yangon	Member	Female	Home and lifestyle	35.54	10	17.7700	373.1700	2019-01-04	13:34	Ewallet	355.40	4.761905	17.7700	7.0
273	A	Yangon	Member	Female	Home and lifestyle	21.54	9	9.6930	203.5530	2019-01-07	11:44	Credit card	193.86	4.761905	9.6930	8.8
274	A	Yangon	Normal	Female	Home and lifestyle	12.03	2	1.2030	25.2630	2019-01-27	15:51	Cash	24.06	4.761905	1.2030	5.1
280	A	Yangon	Member	Male	Sports and travel	44.02	10	22.0100	462.2100	2019-03-20	19:57	Credit card	440.20	4.761905	22.0100	9.6
281	A	Yangon	Normal	Female	Home and lifestyle	69.96	8	27.9840	587.6640	2019-02-15	17:01	Credit card	559.68	4.761905	27.9840	6.4
283	A	Yangon	Normal	Female	Sports and travel	15.34	1	0.7670	16.1070	2019-01-06	11:09	Cash	15.34	4.761905	0.7670	6.5
284	A	Yangon	Member	Male	Health and beauty	99.83	6	29.9490	628.9290	2019-03-04	15:02	Ewallet	598.98	4.761905	29.9490	8.5
285	A	Yangon	Member	Female	Health and beauty	47.67	4	9.5340	200.2140	2019-03-12	14:21	Cash	190.68	4.761905	9.5340	9.1
290	A	Yangon	Member	Female	Home and lifestyle	94.88	7	33.2080	697.3680	2019-02-03	14:38	Cash	664.16	4.761905	33.2080	4.2
293	A	Yangon	Member	Female	Electronic accessories	62.48	1	3.1240	65.6040	2019-02-18	20:29	Cash	62.48	4.761905	3.1240	4.7
294	A	Yangon	Member	Female	Food and beverages	36.36	2	3.6360	76.3560	2019-01-21	10:00	Cash	72.72	4.761905	3.6360	7.1
298	A	Yangon	Member	Male	Home and lifestyle	78.38	6	23.5140	493.7940	2019-01-10	14:16	Ewallet	470.28	4.761905	23.5140	5.8
299	A	Yangon	Member	Male	Home and lifestyle	60.01	4	12.0020	252.0420	2019-01-25	15:54	Cash	240.04	4.761905	12.0020	4.5
304	A	Yangon	Normal	Female	Electronic accessories	51.19	4	10.2380	214.9980	2019-03-18	17:15	Credit card	204.76	4.761905	10.2380	4.7
306	A	Yangon	Member	Male	Electronic accessories	72.20	7	25.2700	530.6700	2019-03-26	20:14	Ewallet	505.40	4.761905	25.2700	4.3
307	A	Yangon	Normal	Female	Sports and travel	40.23	7	14.0805	295.6905	2019-03-30	13:22	Cash	281.61	4.761905	14.0805	9.6
308	A	Yangon	Member	Female	Home and lifestyle	88.79	8	35.5160	745.8360	2019-02-17	17:09	Cash	710.32	4.761905	35.5160	4.1
309	A	Yangon	Member	Female	Electronic accessories	26.48	3	3.9720	83.4120	2019-03-21	10:40	Ewallet	79.44	4.761905	3.9720	4.7
310	A	Yangon	Normal	Female	Fashion accessories	81.91	2	8.1910	172.0110	2019-03-05	17:43	Cash	163.82	4.761905	8.1910	7.8
313	A	Yangon	Member	Female	Food and beverages	14.23	5	3.5575	74.7075	2019-02-01	10:08	Credit card	71.15	4.761905	3.5575	4.4
314	A	Yangon	Member	Female	Health and beauty	15.55	9	6.9975	146.9475	2019-03-07	13:12	Cash	139.95	4.761905	6.9975	5.0
323	A	Yangon	Normal	Male	Health and beauty	15.26	6	4.5780	96.1380	2019-02-15	18:03	Ewallet	91.56	4.761905	4.5780	9.8
324	A	Yangon	Normal	Female	Fashion accessories	61.77	5	15.4425	324.2925	2019-03-08	13:21	Cash	308.85	4.761905	15.4425	6.7
325	A	Yangon	Normal	Male	Home and lifestyle	21.52	6	6.4560	135.5760	2019-01-17	12:48	Credit card	129.12	4.761905	6.4560	9.4
327	A	Yangon	Member	Male	Food and beverages	99.78	5	24.9450	523.8450	2019-03-09	19:09	Cash	498.90	4.761905	24.9450	5.4
330	A	Yangon	Member	Male	Electronic accessories	36.36	4	7.2720	152.7120	2019-03-25	13:07	Cash	145.44	4.761905	7.2720	7.6
332	A	Yangon	Normal	Male	Food and beverages	32.90	3	4.9350	103.6350	2019-02-17	17:27	Credit card	98.70	4.761905	4.9350	9.1
333	A	Yangon	Normal	Male	Fashion accessories	77.02	5	19.2550	404.3550	2019-02-03	15:59	Cash	385.10	4.761905	19.2550	5.5
334	A	Yangon	Member	Male	Food and beverages	23.48	2	2.3480	49.3080	2019-03-14	11:21	Credit card	46.96	4.761905	2.3480	7.9
336	A	Yangon	Member	Female	Electronic accessories	28.45	5	7.1125	149.3625	2019-03-21	10:17	Credit card	142.25	4.761905	7.1125	9.1
337	A	Yangon	Normal	Male	Fashion accessories	76.40	9	34.3800	721.9800	2019-03-19	15:49	Ewallet	687.60	4.761905	34.3800	7.5
345	A	Yangon	Normal	Male	Sports and travel	44.65	3	6.6975	140.6475	2019-02-14	15:04	Cash	133.95	4.761905	6.6975	6.2
346	A	Yangon	Normal	Female	Fashion accessories	77.93	9	35.0685	736.4385	2019-02-27	16:10	Ewallet	701.37	4.761905	35.0685	7.6
347	A	Yangon	Member	Male	Electronic accessories	71.95	1	3.5975	75.5475	2019-02-04	12:14	Cash	71.95	4.761905	3.5975	7.3
349	A	Yangon	Normal	Male	Electronic accessories	26.02	7	9.1070	191.2470	2019-03-28	17:38	Cash	182.14	4.761905	9.1070	5.1
352	A	Yangon	Normal	Male	Electronic accessories	51.69	7	18.0915	379.9215	2019-01-26	18:22	Cash	361.83	4.761905	18.0915	5.5
361	A	Yangon	Member	Male	Food and beverages	80.96	8	32.3840	680.0640	2019-02-17	11:12	Credit card	647.68	4.761905	32.3840	7.4
364	A	Yangon	Normal	Male	Home and lifestyle	73.22	6	21.9660	461.2860	2019-01-21	17:44	Cash	439.32	4.761905	21.9660	7.2
368	A	Yangon	Member	Male	Home and lifestyle	65.94	4	13.1880	276.9480	2019-03-24	10:29	Cash	263.76	4.761905	13.1880	6.0
370	A	Yangon	Member	Male	Electronic accessories	21.50	9	9.6750	203.1750	2019-03-06	12:46	Credit card	193.50	4.761905	9.6750	7.8
375	A	Yangon	Normal	Female	Home and lifestyle	67.09	5	16.7725	352.2225	2019-01-03	16:47	Credit card	335.45	4.761905	16.7725	9.1
376	A	Yangon	Member	Female	Fashion accessories	96.70	5	24.1750	507.6750	2019-01-14	12:52	Ewallet	483.50	4.761905	24.1750	7.0
381	A	Yangon	Member	Male	Sports and travel	82.33	4	16.4660	345.7860	2019-01-11	10:37	Credit card	329.32	4.761905	16.4660	7.5
385	A	Yangon	Normal	Female	Food and beverages	40.94	5	10.2350	214.9350	2019-01-06	13:58	Ewallet	204.70	4.761905	10.2350	9.9
388	A	Yangon	Normal	Female	Health and beauty	32.32	10	16.1600	339.3600	2019-02-20	16:49	Credit card	323.20	4.761905	16.1600	10.0
393	A	Yangon	Member	Male	Electronic accessories	76.82	1	3.8410	80.6610	2019-02-13	18:27	Ewallet	76.82	4.761905	3.8410	7.2
394	A	Yangon	Member	Female	Sports and travel	52.26	10	26.1300	548.7300	2019-03-09	12:45	Credit card	522.60	4.761905	26.1300	6.2
395	A	Yangon	Normal	Female	Health and beauty	79.74	1	3.9870	83.7270	2019-03-06	10:36	Ewallet	79.74	4.761905	3.9870	7.3
396	A	Yangon	Normal	Female	Health and beauty	77.50	5	19.3750	406.8750	2019-01-24	20:36	Ewallet	387.50	4.761905	19.3750	4.3
397	A	Yangon	Normal	Female	Food and beverages	54.27	5	13.5675	284.9175	2019-03-13	14:16	Ewallet	271.35	4.761905	13.5675	4.6
406	A	Yangon	Member	Male	Sports and travel	67.26	4	13.4520	282.4920	2019-01-19	15:28	Credit card	269.04	4.761905	13.4520	8.0
407	A	Yangon	Normal	Male	Food and beverages	13.79	5	3.4475	72.3975	2019-01-11	19:07	Credit card	68.95	4.761905	3.4475	7.8
409	A	Yangon	Normal	Female	Home and lifestyle	56.53	4	11.3060	237.4260	2019-03-04	19:48	Ewallet	226.12	4.761905	11.3060	5.5
413	A	Yangon	Member	Male	Health and beauty	20.97	5	5.2425	110.0925	2019-01-04	13:21	Cash	104.85	4.761905	5.2425	7.8
414	A	Yangon	Normal	Male	Sports and travel	25.84	3	3.8760	81.3960	2019-03-10	18:55	Ewallet	77.52	4.761905	3.8760	6.6
415	A	Yangon	Normal	Male	Home and lifestyle	50.93	8	20.3720	427.8120	2019-03-22	19:36	Ewallet	407.44	4.761905	20.3720	9.2
420	A	Yangon	Member	Female	Electronic accessories	25.22	7	8.8270	185.3670	2019-02-04	10:23	Cash	176.54	4.761905	8.8270	8.2
427	A	Yangon	Member	Male	Health and beauty	53.17	7	18.6095	390.7995	2019-01-21	18:01	Cash	372.19	4.761905	18.6095	8.9
430	A	Yangon	Member	Female	Home and lifestyle	90.65	10	45.3250	951.8250	2019-03-08	10:53	Ewallet	906.50	4.761905	45.3250	7.3
433	A	Yangon	Normal	Female	Electronic accessories	23.46	6	7.0380	147.7980	2019-01-13	19:14	Ewallet	140.76	4.761905	7.0380	6.4
438	A	Yangon	Normal	Male	Home and lifestyle	33.99	6	10.1970	214.1370	2019-03-08	15:37	Credit card	203.94	4.761905	10.1970	7.7
443	A	Yangon	Member	Female	Home and lifestyle	89.21	9	40.1445	843.0345	2019-01-15	15:42	Credit card	802.89	4.761905	40.1445	6.5
445	A	Yangon	Normal	Female	Sports and travel	19.10	7	6.6850	140.3850	2019-01-15	10:43	Cash	133.70	4.761905	6.6850	9.7
453	A	Yangon	Normal	Female	Food and beverages	63.61	5	15.9025	333.9525	2019-03-16	12:43	Ewallet	318.05	4.761905	15.9025	4.8
454	A	Yangon	Normal	Male	Health and beauty	25.00	1	1.2500	26.2500	2019-03-03	15:09	Ewallet	25.00	4.761905	1.2500	5.5
455	A	Yangon	Member	Male	Electronic accessories	20.77	4	4.1540	87.2340	2019-01-31	13:47	Cash	83.08	4.761905	4.1540	4.7
465	A	Yangon	Member	Male	Food and beverages	51.34	5	12.8350	269.5350	2019-03-28	15:31	Credit card	256.70	4.761905	12.8350	9.1
472	A	Yangon	Member	Female	Sports and travel	40.05	4	8.0100	168.2100	2019-01-25	11:40	Cash	160.20	4.761905	8.0100	9.7
473	A	Yangon	Member	Male	Fashion accessories	43.13	10	21.5650	452.8650	2019-02-02	18:31	Credit card	431.30	4.761905	21.5650	5.5
475	A	Yangon	Member	Female	Electronic accessories	64.44	5	16.1100	338.3100	2019-03-30	17:04	Cash	322.20	4.761905	16.1100	6.6
476	A	Yangon	Normal	Male	Health and beauty	65.18	3	9.7770	205.3170	2019-02-25	20:35	Credit card	195.54	4.761905	9.7770	6.3
477	A	Yangon	Normal	Female	Sports and travel	33.26	5	8.3150	174.6150	2019-03-18	16:10	Credit card	166.30	4.761905	8.3150	4.2
480	A	Yangon	Normal	Male	Electronic accessories	38.60	1	1.9300	40.5300	2019-01-29	11:26	Ewallet	38.60	4.761905	1.9300	6.7
483	A	Yangon	Normal	Male	Sports and travel	37.14	5	9.2850	194.9850	2019-01-08	13:05	Ewallet	185.70	4.761905	9.2850	5.0
488	A	Yangon	Normal	Male	Fashion accessories	37.15	4	7.4300	156.0300	2019-03-23	18:59	Ewallet	148.60	4.761905	7.4300	8.3
492	A	Yangon	Member	Female	Fashion accessories	19.66	10	9.8300	206.4300	2019-03-15	18:20	Credit card	196.60	4.761905	9.8300	7.2
500	A	Yangon	Member	Female	Sports and travel	51.52	8	20.6080	432.7680	2019-02-02	15:47	Cash	412.16	4.761905	20.6080	9.6
506	A	Yangon	Member	Male	Electronic accessories	24.18	8	9.6720	203.1120	2019-01-28	20:54	Ewallet	193.44	4.761905	9.6720	9.8
512	A	Yangon	Normal	Female	Home and lifestyle	42.91	5	10.7275	225.2775	2019-01-05	17:29	Ewallet	214.55	4.761905	10.7275	6.1
513	A	Yangon	Normal	Female	Fashion accessories	54.28	7	18.9980	398.9580	2019-01-27	18:05	Ewallet	379.96	4.761905	18.9980	9.3
514	A	Yangon	Normal	Male	Electronic accessories	99.55	7	34.8425	731.6925	2019-03-14	12:07	Cash	696.85	4.761905	34.8425	7.6
519	A	Yangon	Normal	Male	Home and lifestyle	34.73	2	3.4730	72.9330	2019-03-01	18:14	Ewallet	69.46	4.761905	3.4730	9.7
523	A	Yangon	Member	Female	Home and lifestyle	37.44	6	11.2320	235.8720	2019-02-06	13:55	Credit card	224.64	4.761905	11.2320	5.9
525	A	Yangon	Normal	Male	Food and beverages	81.71	6	24.5130	514.7730	2019-01-27	14:36	Credit card	490.26	4.761905	24.5130	8.0
526	A	Yangon	Member	Female	Sports and travel	91.41	5	22.8525	479.9025	2019-02-25	16:03	Ewallet	457.05	4.761905	22.8525	7.1
530	A	Yangon	Normal	Male	Sports and travel	98.09	9	44.1405	926.9505	2019-02-17	19:41	Cash	882.81	4.761905	44.1405	9.3
531	A	Yangon	Normal	Male	Health and beauty	25.43	6	7.6290	160.2090	2019-02-12	19:01	Ewallet	152.58	4.761905	7.6290	7.0
532	A	Yangon	Member	Male	Fashion accessories	86.68	8	34.6720	728.1120	2019-01-24	18:04	Credit card	693.44	4.761905	34.6720	7.2
535	A	Yangon	Normal	Female	Home and lifestyle	28.32	5	7.0800	148.6800	2019-03-11	13:28	Ewallet	141.60	4.761905	7.0800	6.2
538	A	Yangon	Normal	Male	Home and lifestyle	97.94	1	4.8970	102.8370	2019-03-07	11:44	Ewallet	97.94	4.761905	4.8970	6.9
539	A	Yangon	Normal	Female	Fashion accessories	73.05	4	14.6100	306.8100	2019-02-25	17:16	Credit card	292.20	4.761905	14.6100	4.9
541	A	Yangon	Normal	Male	Home and lifestyle	30.68	3	4.6020	96.6420	2019-01-22	11:00	Ewallet	92.04	4.761905	4.6020	9.1
547	A	Yangon	Normal	Female	Fashion accessories	29.42	10	14.7100	308.9100	2019-01-12	16:23	Ewallet	294.20	4.761905	14.7100	8.9
548	A	Yangon	Normal	Male	Sports and travel	60.95	9	27.4275	575.9775	2019-01-07	12:08	Credit card	548.55	4.761905	27.4275	6.0
550	A	Yangon	Normal	Female	Electronic accessories	66.06	6	19.8180	416.1780	2019-01-23	10:28	Cash	396.36	4.761905	19.8180	7.3
555	A	Yangon	Member	Male	Electronic accessories	19.32	7	6.7620	142.0020	2019-03-25	18:51	Cash	135.24	4.761905	6.7620	6.9
559	A	Yangon	Member	Male	Food and beverages	41.66	6	12.4980	262.4580	2019-01-02	15:24	Ewallet	249.96	4.761905	12.4980	5.6
560	A	Yangon	Member	Female	Home and lifestyle	72.42	3	10.8630	228.1230	2019-03-29	16:54	Ewallet	217.26	4.761905	10.8630	8.2
564	A	Yangon	Member	Male	Electronic accessories	74.51	6	22.3530	469.4130	2019-03-20	15:08	Ewallet	447.06	4.761905	22.3530	5.0
566	A	Yangon	Normal	Female	Food and beverages	81.21	10	40.6050	852.7050	2019-01-17	13:01	Credit card	812.10	4.761905	40.6050	6.3
568	A	Yangon	Normal	Female	Fashion accessories	65.74	9	29.5830	621.2430	2019-01-01	13:55	Cash	591.66	4.761905	29.5830	7.7
573	A	Yangon	Member	Male	Food and beverages	10.13	7	3.5455	74.4555	2019-03-10	19:35	Ewallet	70.91	4.761905	3.5455	8.3
575	A	Yangon	Normal	Male	Sports and travel	85.91	5	21.4775	451.0275	2019-03-22	14:33	Credit card	429.55	4.761905	21.4775	8.6
579	A	Yangon	Normal	Female	Health and beauty	64.27	4	12.8540	269.9340	2019-03-26	13:54	Cash	257.08	4.761905	12.8540	7.7
582	A	Yangon	Member	Female	Health and beauty	77.68	4	15.5360	326.2560	2019-02-01	19:54	Cash	310.72	4.761905	15.5360	8.4
586	A	Yangon	Normal	Male	Health and beauty	51.71	4	10.3420	217.1820	2019-03-09	13:53	Credit card	206.84	4.761905	10.3420	9.8
587	A	Yangon	Normal	Female	Food and beverages	52.34	3	7.8510	164.8710	2019-03-27	14:03	Cash	157.02	4.761905	7.8510	9.2
588	A	Yangon	Normal	Female	Sports and travel	43.06	5	10.7650	226.0650	2019-02-04	16:38	Ewallet	215.30	4.761905	10.7650	7.7
590	A	Yangon	Normal	Male	Health and beauty	14.62	5	3.6550	76.7550	2019-03-04	12:23	Cash	73.10	4.761905	3.6550	4.4
593	A	Yangon	Member	Female	Sports and travel	45.58	1	2.2790	47.8590	2019-02-07	14:13	Cash	45.58	4.761905	2.2790	9.8
594	A	Yangon	Member	Female	Sports and travel	75.20	3	11.2800	236.8800	2019-02-05	11:51	Ewallet	225.60	4.761905	11.2800	4.8
597	A	Yangon	Normal	Male	Food and beverages	52.20	3	7.8300	164.4300	2019-02-15	13:30	Credit card	156.60	4.761905	7.8300	9.5
600	A	Yangon	Member	Female	Home and lifestyle	70.32	2	7.0320	147.6720	2019-03-24	14:22	Ewallet	140.64	4.761905	7.0320	9.6
607	A	Yangon	Member	Female	Fashion accessories	53.65	7	18.7775	394.3275	2019-02-10	12:56	Ewallet	375.55	4.761905	18.7775	5.2
609	A	Yangon	Normal	Male	Fashion accessories	30.61	1	1.5305	32.1405	2019-01-23	12:20	Ewallet	30.61	4.761905	1.5305	5.2
611	A	Yangon	Normal	Female	Electronic accessories	28.96	1	1.4480	30.4080	2019-02-07	10:18	Credit card	28.96	4.761905	1.4480	6.2
615	A	Yangon	Member	Male	Food and beverages	67.45	10	33.7250	708.2250	2019-02-03	11:25	Ewallet	674.50	4.761905	33.7250	4.2
616	A	Yangon	Member	Female	Sports and travel	38.72	9	17.4240	365.9040	2019-03-20	12:24	Ewallet	348.48	4.761905	17.4240	4.2
619	A	Yangon	Member	Male	Food and beverages	98.53	6	29.5590	620.7390	2019-01-23	11:22	Credit card	591.18	4.761905	29.5590	4.0
621	A	Yangon	Normal	Female	Food and beverages	71.68	3	10.7520	225.7920	2019-03-28	15:30	Credit card	215.04	4.761905	10.7520	9.2
622	A	Yangon	Member	Female	Food and beverages	91.61	1	4.5805	96.1905	2019-03-20	19:44	Cash	91.61	4.761905	4.5805	9.8
627	A	Yangon	Normal	Male	Sports and travel	60.87	2	6.0870	127.8270	2019-03-09	12:37	Ewallet	121.74	4.761905	6.0870	8.7
629	A	Yangon	Member	Male	Home and lifestyle	53.30	3	7.9950	167.8950	2019-01-25	14:19	Ewallet	159.90	4.761905	7.9950	7.5
630	A	Yangon	Normal	Female	Fashion accessories	12.09	1	0.6045	12.6945	2019-01-26	18:19	Credit card	12.09	4.761905	0.6045	8.2
631	A	Yangon	Normal	Male	Sports and travel	64.19	10	32.0950	673.9950	2019-01-19	14:08	Credit card	641.90	4.761905	32.0950	6.7
632	A	Yangon	Normal	Male	Electronic accessories	78.31	3	11.7465	246.6765	2019-03-05	16:38	Ewallet	234.93	4.761905	11.7465	5.4
633	A	Yangon	Member	Male	Food and beverages	83.77	2	8.3770	175.9170	2019-01-15	10:54	Credit card	167.54	4.761905	8.3770	7.0
637	A	Yangon	Normal	Male	Health and beauty	28.95	7	10.1325	212.7825	2019-03-03	20:31	Credit card	202.65	4.761905	10.1325	6.0
646	A	Yangon	Member	Male	Home and lifestyle	19.36	9	8.7120	182.9520	2019-01-18	18:43	Ewallet	174.24	4.761905	8.7120	8.7
653	A	Yangon	Member	Male	Home and lifestyle	72.78	10	36.3900	764.1900	2019-02-03	17:24	Cash	727.80	4.761905	36.3900	7.3
656	A	Yangon	Normal	Female	Electronic accessories	15.69	3	2.3535	49.4235	2019-03-14	14:13	Credit card	47.07	4.761905	2.3535	5.8
658	A	Yangon	Member	Female	Fashion accessories	88.15	3	13.2225	277.6725	2019-01-18	10:11	Ewallet	264.45	4.761905	13.2225	7.9
659	A	Yangon	Member	Female	Sports and travel	27.93	5	6.9825	146.6325	2019-01-29	15:48	Cash	139.65	4.761905	6.9825	5.9
660	A	Yangon	Member	Male	Fashion accessories	55.45	1	2.7725	58.2225	2019-02-26	17:46	Credit card	55.45	4.761905	2.7725	4.9
666	A	Yangon	Normal	Female	Fashion accessories	48.63	4	9.7260	204.2460	2019-02-04	15:44	Ewallet	194.52	4.761905	9.7260	7.6
671	A	Yangon	Member	Male	Fashion accessories	56.04	10	28.0200	588.4200	2019-01-14	19:30	Ewallet	560.40	4.761905	28.0200	4.4
675	A	Yangon	Normal	Female	Electronic accessories	45.48	10	22.7400	477.5400	2019-03-01	10:22	Credit card	454.80	4.761905	22.7400	4.8
678	A	Yangon	Member	Female	Food and beverages	73.47	4	14.6940	308.5740	2019-02-23	18:30	Cash	293.88	4.761905	14.6940	6.0
680	A	Yangon	Member	Male	Food and beverages	48.50	6	14.5500	305.5500	2019-01-11	13:57	Ewallet	291.00	4.761905	14.5500	9.4
684	A	Yangon	Member	Male	Fashion accessories	21.48	2	2.1480	45.1080	2019-02-27	12:22	Ewallet	42.96	4.761905	2.1480	6.6
688	A	Yangon	Member	Male	Home and lifestyle	63.56	10	31.7800	667.3800	2019-01-16	17:59	Cash	635.60	4.761905	31.7800	4.3
690	A	Yangon	Normal	Female	Food and beverages	67.10	3	10.0650	211.3650	2019-02-15	10:36	Cash	201.30	4.761905	10.0650	7.5
693	A	Yangon	Member	Male	Health and beauty	48.63	10	24.3150	510.6150	2019-03-04	12:44	Cash	486.30	4.761905	24.3150	8.8
696	A	Yangon	Member	Female	Home and lifestyle	87.37	5	21.8425	458.6925	2019-01-29	19:45	Cash	436.85	4.761905	21.8425	6.6
697	A	Yangon	Member	Female	Sports and travel	27.04	4	5.4080	113.5680	2019-01-01	20:26	Ewallet	108.16	4.761905	5.4080	6.9
699	A	Yangon	Member	Male	Electronic accessories	69.58	9	31.3110	657.5310	2019-02-19	19:38	Credit card	626.22	4.761905	31.3110	7.8
710	A	Yangon	Normal	Male	Sports and travel	25.70	3	3.8550	80.9550	2019-01-17	17:59	Ewallet	77.10	4.761905	3.8550	6.1
711	A	Yangon	Member	Male	Food and beverages	80.62	6	24.1860	507.9060	2019-02-28	20:18	Cash	483.72	4.761905	24.1860	9.1
716	A	Yangon	Normal	Female	Health and beauty	35.68	5	8.9200	187.3200	2019-02-06	18:33	Credit card	178.40	4.761905	8.9200	6.6
717	A	Yangon	Member	Female	Fashion accessories	71.46	7	25.0110	525.2310	2019-03-28	16:06	Ewallet	500.22	4.761905	25.0110	4.5
718	A	Yangon	Member	Male	Electronic accessories	11.94	3	1.7910	37.6110	2019-01-19	12:47	Credit card	35.82	4.761905	1.7910	8.1
719	A	Yangon	Normal	Male	Fashion accessories	45.38	3	6.8070	142.9470	2019-02-17	13:34	Credit card	136.14	4.761905	6.8070	7.2
731	A	Yangon	Member	Female	Fashion accessories	22.32	4	4.4640	93.7440	2019-03-01	16:23	Credit card	89.28	4.761905	4.4640	4.4
732	A	Yangon	Normal	Male	Health and beauty	56.00	3	8.4000	176.4000	2019-02-28	19:33	Ewallet	168.00	4.761905	8.4000	4.8
733	A	Yangon	Member	Male	Fashion accessories	19.70	1	0.9850	20.6850	2019-02-08	11:39	Ewallet	19.70	4.761905	0.9850	9.5
740	A	Yangon	Normal	Male	Home and lifestyle	93.96	9	42.2820	887.9220	2019-03-20	11:32	Cash	845.64	4.761905	42.2820	9.8
743	A	Yangon	Member	Female	Sports and travel	71.63	2	7.1630	150.4230	2019-02-12	14:33	Ewallet	143.26	4.761905	7.1630	8.8
744	A	Yangon	Member	Male	Home and lifestyle	37.69	2	3.7690	79.1490	2019-02-20	15:29	Ewallet	75.38	4.761905	3.7690	9.5
752	A	Yangon	Normal	Female	Food and beverages	27.28	5	6.8200	143.2200	2019-02-03	10:31	Credit card	136.40	4.761905	6.8200	8.6
753	A	Yangon	Member	Female	Electronic accessories	17.42	10	8.7100	182.9100	2019-02-22	12:30	Ewallet	174.20	4.761905	8.7100	7.0
756	A	Yangon	Normal	Female	Fashion accessories	97.29	8	38.9160	817.2360	2019-03-09	13:18	Credit card	778.32	4.761905	38.9160	6.2
758	A	Yangon	Normal	Female	Home and lifestyle	96.52	6	28.9560	608.0760	2019-01-11	11:52	Cash	579.12	4.761905	28.9560	4.5
759	A	Yangon	Member	Male	Food and beverages	18.85	10	9.4250	197.9250	2019-02-27	18:24	Ewallet	188.50	4.761905	9.4250	5.6
760	A	Yangon	Normal	Female	Food and beverages	55.39	4	11.0780	232.6380	2019-03-25	15:19	Ewallet	221.56	4.761905	11.0780	8.0
763	A	Yangon	Member	Female	Fashion accessories	63.88	8	25.5520	536.5920	2019-01-20	17:48	Ewallet	511.04	4.761905	25.5520	9.9
764	A	Yangon	Member	Female	Health and beauty	10.69	5	2.6725	56.1225	2019-03-26	11:07	Ewallet	53.45	4.761905	2.6725	7.6
765	A	Yangon	Member	Male	Health and beauty	55.50	4	11.1000	233.1000	2019-01-20	15:48	Credit card	222.00	4.761905	11.1000	6.6
770	A	Yangon	Normal	Female	Home and lifestyle	11.43	6	3.4290	72.0090	2019-01-15	17:24	Cash	68.58	4.761905	3.4290	7.7
782	A	Yangon	Normal	Female	Sports and travel	94.76	4	18.9520	397.9920	2019-02-11	16:06	Ewallet	379.04	4.761905	18.9520	7.8
783	A	Yangon	Member	Female	Fashion accessories	30.62	1	1.5310	32.1510	2019-02-05	14:14	Credit card	30.62	4.761905	1.5310	4.1
786	A	Yangon	Normal	Male	Electronic accessories	74.58	7	26.1030	548.1630	2019-02-04	16:09	Credit card	522.06	4.761905	26.1030	9.0
790	A	Yangon	Normal	Male	Sports and travel	58.91	7	20.6185	432.9885	2019-01-17	15:15	Ewallet	412.37	4.761905	20.6185	9.7
791	A	Yangon	Normal	Male	Fashion accessories	46.41	1	2.3205	48.7305	2019-03-03	20:06	Credit card	46.41	4.761905	2.3205	4.0
794	A	Yangon	Member	Male	Electronic accessories	92.60	7	32.4100	680.6100	2019-02-27	12:52	Credit card	648.20	4.761905	32.4100	9.3
795	A	Yangon	Normal	Female	Electronic accessories	46.61	2	4.6610	97.8810	2019-02-26	12:28	Credit card	93.22	4.761905	4.6610	6.6
798	A	Yangon	Member	Female	Sports and travel	24.49	10	12.2450	257.1450	2019-02-22	15:15	Cash	244.90	4.761905	12.2450	8.1
804	A	Yangon	Member	Female	Fashion accessories	48.96	9	22.0320	462.6720	2019-03-04	11:27	Cash	440.64	4.761905	22.0320	8.0
806	A	Yangon	Normal	Female	Home and lifestyle	77.47	4	15.4940	325.3740	2019-03-17	16:36	Cash	309.88	4.761905	15.4940	4.2
807	A	Yangon	Normal	Female	Sports and travel	93.18	2	9.3180	195.6780	2019-01-16	18:41	Credit card	186.36	4.761905	9.3180	8.5
808	A	Yangon	Normal	Female	Electronic accessories	50.23	4	10.0460	210.9660	2019-01-08	17:12	Cash	200.92	4.761905	10.0460	9.0
812	A	Yangon	Normal	Female	Electronic accessories	40.26	10	20.1300	422.7300	2019-02-24	18:06	Credit card	402.60	4.761905	20.1300	5.0
814	A	Yangon	Normal	Male	Electronic accessories	95.15	1	4.7575	99.9075	2019-03-22	14:00	Cash	95.15	4.761905	4.7575	6.0
815	A	Yangon	Member	Female	Electronic accessories	48.62	8	19.4480	408.4080	2019-01-24	10:57	Cash	388.96	4.761905	19.4480	5.0
818	A	Yangon	Normal	Male	Food and beverages	33.88	8	13.5520	284.5920	2019-01-19	20:29	Ewallet	271.04	4.761905	13.5520	9.6
822	A	Yangon	Member	Female	Home and lifestyle	47.68	2	4.7680	100.1280	2019-02-24	10:10	Credit card	95.36	4.761905	4.7680	4.1
824	A	Yangon	Normal	Female	Health and beauty	68.71	3	10.3065	216.4365	2019-03-04	10:05	Cash	206.13	4.761905	10.3065	8.7
826	A	Yangon	Member	Female	Sports and travel	22.01	4	4.4020	92.4420	2019-01-29	18:15	Credit card	88.04	4.761905	4.4020	6.6
828	A	Yangon	Member	Male	Fashion accessories	41.28	3	6.1920	130.0320	2019-03-26	18:37	Credit card	123.84	4.761905	6.1920	8.5
830	A	Yangon	Member	Female	Electronic accessories	74.22	10	37.1100	779.3100	2019-01-01	14:42	Credit card	742.20	4.761905	37.1100	4.3
831	A	Yangon	Normal	Male	Electronic accessories	10.56	8	4.2240	88.7040	2019-01-24	17:43	Cash	84.48	4.761905	4.2240	7.6
834	A	Yangon	Member	Male	Health and beauty	91.30	1	4.5650	95.8650	2019-02-14	14:42	Ewallet	91.30	4.761905	4.5650	9.2
836	A	Yangon	Normal	Male	Fashion accessories	52.38	1	2.6190	54.9990	2019-03-26	19:44	Cash	52.38	4.761905	2.6190	5.8
837	A	Yangon	Member	Male	Fashion accessories	38.54	5	9.6350	202.3350	2019-01-09	13:34	Ewallet	192.70	4.761905	9.6350	5.6
841	A	Yangon	Normal	Male	Fashion accessories	51.94	3	7.7910	163.6110	2019-02-15	15:21	Cash	155.82	4.761905	7.7910	7.9
843	A	Yangon	Member	Female	Sports and travel	39.47	2	3.9470	82.8870	2019-03-02	16:16	Credit card	78.94	4.761905	3.9470	5.0
845	A	Yangon	Normal	Male	Fashion accessories	21.32	1	1.0660	22.3860	2019-01-26	12:43	Cash	21.32	4.761905	1.0660	5.9
846	A	Yangon	Member	Male	Electronic accessories	93.78	3	14.0670	295.4070	2019-01-30	11:32	Credit card	281.34	4.761905	14.0670	5.9
847	A	Yangon	Member	Male	Electronic accessories	73.26	1	3.6630	76.9230	2019-01-27	18:08	Ewallet	73.26	4.761905	3.6630	9.7
850	A	Yangon	Normal	Female	Fashion accessories	99.10	6	29.7300	624.3300	2019-01-19	13:11	Cash	594.60	4.761905	29.7300	4.2
851	A	Yangon	Normal	Male	Fashion accessories	74.10	1	3.7050	77.8050	2019-01-25	11:05	Cash	74.10	4.761905	3.7050	9.2
852	A	Yangon	Normal	Female	Fashion accessories	98.48	2	9.8480	206.8080	2019-02-19	10:12	Ewallet	196.96	4.761905	9.8480	9.2
855	A	Yangon	Member	Female	Health and beauty	95.95	5	23.9875	503.7375	2019-01-23	14:21	Ewallet	479.75	4.761905	23.9875	8.8
858	A	Yangon	Member	Female	Home and lifestyle	28.31	4	5.6620	118.9020	2019-03-07	18:35	Cash	113.24	4.761905	5.6620	8.2
860	A	Yangon	Member	Female	Food and beverages	47.63	9	21.4335	450.1035	2019-01-23	12:35	Cash	428.67	4.761905	21.4335	5.0
862	A	Yangon	Member	Male	Sports and travel	12.76	2	1.2760	26.7960	2019-01-08	18:06	Ewallet	25.52	4.761905	1.2760	7.8
865	A	Yangon	Member	Female	Electronic accessories	79.59	3	11.9385	250.7085	2019-01-08	14:30	Cash	238.77	4.761905	11.9385	6.6
870	A	Yangon	Normal	Male	Sports and travel	64.59	4	12.9180	271.2780	2019-01-06	13:35	Ewallet	258.36	4.761905	12.9180	9.3
871	A	Yangon	Member	Male	Food and beverages	24.82	7	8.6870	182.4270	2019-02-16	10:33	Credit card	173.74	4.761905	8.6870	7.1
874	A	Yangon	Member	Male	Sports and travel	89.06	6	26.7180	561.0780	2019-01-18	17:26	Cash	534.36	4.761905	26.7180	9.9
875	A	Yangon	Member	Male	Home and lifestyle	23.29	4	4.6580	97.8180	2019-03-19	11:52	Credit card	93.16	4.761905	4.6580	5.9
879	A	Yangon	Normal	Female	Electronic accessories	90.02	8	36.0080	756.1680	2019-03-21	16:08	Credit card	720.16	4.761905	36.0080	4.5
884	A	Yangon	Member	Female	Home and lifestyle	34.42	6	10.3260	216.8460	2019-03-30	12:45	Ewallet	206.52	4.761905	10.3260	7.5
885	A	Yangon	Member	Female	Food and beverages	83.34	2	8.3340	175.0140	2019-03-19	13:37	Cash	166.68	4.761905	8.3340	7.6
886	A	Yangon	Normal	Male	Sports and travel	45.58	7	15.9530	335.0130	2019-01-13	10:03	Cash	319.06	4.761905	15.9530	5.0
887	A	Yangon	Member	Male	Food and beverages	87.90	1	4.3950	92.2950	2019-02-05	19:42	Ewallet	87.90	4.761905	4.3950	6.7
888	A	Yangon	Member	Female	Electronic accessories	73.47	10	36.7350	771.4350	2019-03-23	13:14	Ewallet	734.70	4.761905	36.7350	9.5
890	A	Yangon	Member	Male	Sports and travel	76.92	10	38.4600	807.6600	2019-03-17	19:53	Ewallet	769.20	4.761905	38.4600	5.6
900	A	Yangon	Member	Male	Food and beverages	35.04	9	15.7680	331.1280	2019-02-09	19:17	Ewallet	315.36	4.761905	15.7680	4.6
903	A	Yangon	Member	Female	Health and beauty	27.73	5	6.9325	145.5825	2019-03-26	20:21	Credit card	138.65	4.761905	6.9325	4.2
904	A	Yangon	Normal	Male	Food and beverages	11.53	7	4.0355	84.7455	2019-01-28	17:35	Cash	80.71	4.761905	4.0355	8.1
909	A	Yangon	Member	Female	Food and beverages	79.54	2	7.9540	167.0340	2019-03-27	16:30	Ewallet	159.08	4.761905	7.9540	6.2
913	A	Yangon	Normal	Female	Home and lifestyle	93.12	8	37.2480	782.2080	2019-02-07	10:09	Cash	744.96	4.761905	37.2480	6.8
914	A	Yangon	Member	Male	Fashion accessories	51.34	8	20.5360	431.2560	2019-01-31	10:00	Ewallet	410.72	4.761905	20.5360	7.6
915	A	Yangon	Member	Female	Food and beverages	99.60	3	14.9400	313.7400	2019-02-25	18:45	Cash	298.80	4.761905	14.9400	5.8
918	A	Yangon	Normal	Female	Fashion accessories	94.67	4	18.9340	397.6140	2019-03-11	12:04	Cash	378.68	4.761905	18.9340	6.8
928	A	Yangon	Member	Female	Health and beauty	39.62	9	17.8290	374.4090	2019-01-13	17:54	Credit card	356.58	4.761905	17.8290	6.8
933	A	Yangon	Normal	Female	Food and beverages	74.44	10	37.2200	781.6200	2019-02-27	11:40	Ewallet	744.40	4.761905	37.2200	5.1
938	A	Yangon	Normal	Female	Sports and travel	89.48	5	22.3700	469.7700	2019-03-30	10:18	Cash	447.40	4.761905	22.3700	7.4
939	A	Yangon	Member	Female	Health and beauty	92.09	3	13.8135	290.0835	2019-02-17	16:27	Cash	276.27	4.761905	13.8135	4.2
941	A	Yangon	Normal	Male	Food and beverages	66.52	4	13.3040	279.3840	2019-03-02	18:14	Ewallet	266.08	4.761905	13.3040	6.9
943	A	Yangon	Normal	Female	Home and lifestyle	45.68	10	22.8400	479.6400	2019-01-19	19:30	Ewallet	456.80	4.761905	22.8400	5.7
944	A	Yangon	Normal	Male	Health and beauty	50.79	5	12.6975	266.6475	2019-02-19	14:53	Credit card	253.95	4.761905	12.6975	5.3
945	A	Yangon	Member	Male	Health and beauty	10.08	7	3.5280	74.0880	2019-03-28	20:14	Cash	70.56	4.761905	3.5280	4.2
946	A	Yangon	Normal	Female	Electronic accessories	93.88	7	32.8580	690.0180	2019-01-05	11:51	Credit card	657.16	4.761905	32.8580	7.3
956	A	Yangon	Normal	Female	Fashion accessories	42.57	7	14.8995	312.8895	2019-01-06	11:51	Cash	297.99	4.761905	14.8995	6.8
960	A	Yangon	Member	Female	Food and beverages	98.66	9	44.3970	932.3370	2019-02-19	15:07	Cash	887.94	4.761905	44.3970	8.4
962	A	Yangon	Member	Male	Electronic accessories	20.89	2	2.0890	43.8690	2019-02-05	18:45	Cash	41.78	4.761905	2.0890	9.8
963	A	Yangon	Normal	Female	Fashion accessories	15.50	1	0.7750	16.2750	2019-03-19	15:23	Credit card	15.50	4.761905	0.7750	7.4
967	A	Yangon	Normal	Female	Home and lifestyle	33.30	9	14.9850	314.6850	2019-03-04	15:27	Ewallet	299.70	4.761905	14.9850	7.2
968	A	Yangon	Member	Male	Home and lifestyle	81.01	3	12.1515	255.1815	2019-01-13	12:55	Credit card	243.03	4.761905	12.1515	9.3
969	A	Yangon	Normal	Female	Health and beauty	15.80	3	2.3700	49.7700	2019-03-25	18:02	Cash	47.40	4.761905	2.3700	9.5
974	A	Yangon	Normal	Male	Home and lifestyle	80.08	3	12.0120	252.2520	2019-02-11	15:29	Cash	240.24	4.761905	12.0120	5.4
977	A	Yangon	Normal	Female	Food and beverages	74.66	4	14.9320	313.5720	2019-03-04	10:39	Cash	298.64	4.761905	14.9320	8.5
982	A	Yangon	Normal	Male	Health and beauty	58.15	4	11.6300	244.2300	2019-01-23	17:44	Cash	232.60	4.761905	11.6300	8.4
983	A	Yangon	Member	Female	Sports and travel	97.48	9	43.8660	921.1860	2019-03-14	14:19	Ewallet	877.32	4.761905	43.8660	7.4
991	A	Yangon	Normal	Female	Food and beverages	56.56	5	14.1400	296.9400	2019-03-22	19:06	Credit card	282.80	4.761905	14.1400	4.5
993	A	Yangon	Normal	Male	Electronic accessories	58.03	2	5.8030	121.8630	2019-03-10	20:46	Ewallet	116.06	4.761905	5.8030	8.8
998	A	Yangon	Member	Male	Food and beverages	31.84	1	1.5920	33.4320	2019-02-09	13:22	Cash	31.84	4.761905	1.5920	7.7
999	A	Yangon	Normal	Male	Home and lifestyle	65.82	1	3.2910	69.1110	2019-02-22	15:33	Cash	65.82	4.761905	3.2910	4.1
1000	A	Yangon	Member	Female	Fashion accessories	88.34	7	30.9190	649.2990	2019-02-18	13:28	Cash	618.38	4.761905	30.9190	6.6

Product.line	Total_Quantity
Home and lifestyle	371
Sports and travel	333
Electronic accessories	322
Food and beverages	313
Fashion accessories	263
Health and beauty	257

Mandaly

	Branch	City	Customer.type	Gender	Product.line	Unit.price	Quantity	Tax.5.	Total	Date	Time	Payment	cogs	gross.margin.percentage	gross.income	Rating
10	B	Mandalay	Member	Female	Food and beverages	54.84	3	8.2260	172.7460	2019-02-20	13:27	Credit card	164.52	4.761905	8.2260	5.9
11	B	Mandalay	Member	Female	Fashion accessories	14.48	4	2.8960	60.8160	2019-02-06	18:07	Ewallet	57.92	4.761905	2.8960	4.5
12	B	Mandalay	Member	Male	Electronic accessories	25.51	4	5.1020	107.1420	2019-03-09	17:03	Cash	102.04	4.761905	5.1020	6.8
16	B	Mandalay	Member	Female	Sports and travel	93.72	6	28.1160	590.4360	2019-01-15	16:19	Cash	562.32	4.761905	28.1160	4.5
20	B	Mandalay	Normal	Female	Home and lifestyle	40.30	2	4.0300	84.6300	2019-03-11	15:30	Ewallet	80.60	4.761905	4.0300	4.4
22	B	Mandalay	Normal	Male	Health and beauty	87.98	3	13.1970	277.1370	2019-03-05	10:40	Ewallet	263.94	4.761905	13.1970	5.1
23	B	Mandalay	Normal	Male	Home and lifestyle	33.20	2	3.3200	69.7200	2019-03-15	12:20	Credit card	66.40	4.761905	3.3200	4.4
27	B	Mandalay	Normal	Male	Fashion accessories	33.52	1	1.6760	35.1960	2019-02-08	15:31	Cash	33.52	4.761905	1.6760	6.7
29	B	Mandalay	Normal	Female	Food and beverages	88.36	5	22.0900	463.8900	2019-01-25	19:48	Cash	441.80	4.761905	22.0900	9.6
31	B	Mandalay	Normal	Male	Fashion accessories	94.13	5	23.5325	494.1825	2019-02-25	19:39	Credit card	470.65	4.761905	23.5325	4.8
32	B	Mandalay	Member	Male	Sports and travel	78.07	9	35.1315	737.7615	2019-01-28	12:43	Cash	702.63	4.761905	35.1315	4.5
33	B	Mandalay	Normal	Male	Sports and travel	83.78	8	33.5120	703.7520	2019-01-10	14:49	Cash	670.24	4.761905	33.5120	5.1
40	B	Mandalay	Member	Male	Home and lifestyle	30.12	8	12.0480	253.0080	2019-03-03	13:01	Cash	240.96	4.761905	12.0480	7.7
41	B	Mandalay	Member	Female	Home and lifestyle	86.72	1	4.3360	91.0560	2019-01-17	18:45	Ewallet	86.72	4.761905	4.3360	7.9
43	B	Mandalay	Member	Female	Sports and travel	69.12	6	20.7360	435.4560	2019-02-08	13:03	Cash	414.72	4.761905	20.7360	5.6
46	B	Mandalay	Member	Female	Electronic accessories	93.96	4	18.7920	394.6320	2019-03-09	18:00	Cash	375.84	4.761905	18.7920	9.5
47	B	Mandalay	Member	Male	Health and beauty	56.69	9	25.5105	535.7205	2019-02-27	17:24	Credit card	510.21	4.761905	25.5105	8.4
48	B	Mandalay	Member	Female	Food and beverages	20.01	9	9.0045	189.0945	2019-02-06	15:47	Ewallet	180.09	4.761905	9.0045	4.1
49	B	Mandalay	Member	Male	Electronic accessories	18.93	6	5.6790	119.2590	2019-02-10	12:45	Credit card	113.58	4.761905	5.6790	8.1
53	B	Mandalay	Member	Female	Fashion accessories	17.87	4	3.5740	75.0540	2019-03-22	14:42	Ewallet	71.48	4.761905	3.5740	6.5
55	B	Mandalay	Normal	Male	Home and lifestyle	16.16	2	1.6160	33.9360	2019-03-07	11:49	Ewallet	32.32	4.761905	1.6160	6.5
63	B	Mandalay	Member	Female	Sports and travel	55.07	9	24.7815	520.4115	2019-02-03	13:40	Ewallet	495.63	4.761905	24.7815	10.0
65	B	Mandalay	Member	Male	Health and beauty	75.74	4	15.1480	318.1080	2019-02-14	14:35	Cash	302.96	4.761905	15.1480	7.6
68	B	Mandalay	Member	Female	Fashion accessories	97.61	6	29.2830	614.9430	2019-01-07	15:01	Ewallet	585.66	4.761905	29.2830	9.9
73	B	Mandalay	Member	Female	Food and beverages	48.52	3	7.2780	152.8380	2019-03-05	18:17	Ewallet	145.56	4.761905	7.2780	4.0
82	B	Mandalay	Normal	Female	Food and beverages	96.68	3	14.5020	304.5420	2019-01-26	19:56	Ewallet	290.04	4.761905	14.5020	6.4
90	B	Mandalay	Normal	Female	Health and beauty	76.99	6	23.0970	485.0370	2019-02-27	17:55	Cash	461.94	4.761905	23.0970	6.1
94	B	Mandalay	Member	Male	Health and beauty	64.36	9	28.9620	608.2020	2019-03-12	12:09	Credit card	579.24	4.761905	28.9620	8.6
97	B	Mandalay	Normal	Male	Health and beauty	87.87	10	43.9350	922.6350	2019-03-29	10:25	Ewallet	878.70	4.761905	43.9350	5.1
100	B	Mandalay	Normal	Male	Home and lifestyle	82.70	6	24.8100	521.0100	2019-03-05	18:14	Cash	496.20	4.761905	24.8100	7.4
105	B	Mandalay	Normal	Male	Health and beauty	30.35	7	10.6225	223.0725	2019-03-19	18:19	Cash	212.45	4.761905	10.6225	8.0
111	B	Mandalay	Member	Female	Sports and travel	16.49	2	1.6490	34.6290	2019-02-05	11:32	Ewallet	32.98	4.761905	1.6490	4.6
113	B	Mandalay	Normal	Female	Fashion accessories	72.84	7	25.4940	535.3740	2019-02-15	12:44	Cash	509.88	4.761905	25.4940	8.4
117	B	Mandalay	Member	Male	Fashion accessories	21.94	5	5.4850	115.1850	2019-03-05	12:29	Ewallet	109.70	4.761905	5.4850	5.3
118	B	Mandalay	Member	Male	Fashion accessories	51.36	1	2.5680	53.9280	2019-01-16	15:26	Ewallet	51.36	4.761905	2.5680	5.2
120	B	Mandalay	Normal	Male	Home and lifestyle	53.44	2	5.3440	112.2240	2019-01-20	20:38	Ewallet	106.88	4.761905	5.3440	4.1
123	B	Mandalay	Member	Male	Sports and travel	99.96	9	44.9820	944.6220	2019-03-09	17:26	Credit card	899.64	4.761905	44.9820	4.2
125	B	Mandalay	Member	Female	Fashion accessories	56.47	8	22.5880	474.3480	2019-03-09	14:57	Ewallet	451.76	4.761905	22.5880	7.3
130	B	Mandalay	Normal	Female	Sports and travel	90.28	9	40.6260	853.1460	2019-02-08	11:15	Ewallet	812.52	4.761905	40.6260	7.2
131	B	Mandalay	Normal	Female	Fashion accessories	39.62	7	13.8670	291.2070	2019-01-25	13:18	Cash	277.34	4.761905	13.8670	7.5
133	B	Mandalay	Normal	Female	Sports and travel	34.84	4	6.9680	146.3280	2019-02-10	18:36	Cash	139.36	4.761905	6.9680	7.4
134	B	Mandalay	Member	Male	Electronic accessories	87.45	6	26.2350	550.9350	2019-02-17	14:40	Credit card	524.70	4.761905	26.2350	8.8
139	B	Mandalay	Normal	Male	Sports and travel	51.91	10	25.9550	545.0550	2019-02-16	12:21	Cash	519.10	4.761905	25.9550	8.2
149	B	Mandalay	Member	Male	Home and lifestyle	71.86	8	28.7440	603.6240	2019-03-06	15:07	Credit card	574.88	4.761905	28.7440	6.2
151	B	Mandalay	Member	Female	Fashion accessories	91.54	4	18.3080	384.4680	2019-03-23	19:20	Credit card	366.16	4.761905	18.3080	4.8
157	B	Mandalay	Member	Male	Electronic accessories	72.17	1	3.6085	75.7785	2019-01-04	19:40	Cash	72.17	4.761905	3.6085	6.1
158	B	Mandalay	Normal	Male	Home and lifestyle	50.28	5	12.5700	263.9700	2019-03-07	13:58	Ewallet	251.40	4.761905	12.5700	9.7
159	B	Mandalay	Member	Male	Health and beauty	97.22	9	43.7490	918.7290	2019-03-30	14:43	Ewallet	874.98	4.761905	43.7490	6.0
160	B	Mandalay	Normal	Male	Sports and travel	93.39	6	28.0170	588.3570	2019-03-27	19:18	Ewallet	560.34	4.761905	28.0170	10.0
165	B	Mandalay	Normal	Male	Food and beverages	39.90	10	19.9500	418.9500	2019-02-20	15:24	Credit card	399.00	4.761905	19.9500	5.9
166	B	Mandalay	Member	Male	Health and beauty	42.57	8	17.0280	357.5880	2019-02-25	14:12	Ewallet	340.56	4.761905	17.0280	5.6
172	B	Mandalay	Member	Male	Food and beverages	80.05	5	20.0125	420.2625	2019-01-26	12:45	Credit card	400.25	4.761905	20.0125	9.4
174	B	Mandalay	Member	Male	Electronic accessories	52.89	6	15.8670	333.2070	2019-01-19	17:34	Credit card	317.34	4.761905	15.8670	9.8
175	B	Mandalay	Normal	Male	Food and beverages	19.79	8	7.9160	166.2360	2019-01-18	12:04	Ewallet	158.32	4.761905	7.9160	8.7
186	B	Mandalay	Member	Male	Food and beverages	18.08	3	2.7120	56.9520	2019-03-05	19:46	Ewallet	54.24	4.761905	2.7120	8.0
187	B	Mandalay	Member	Female	Home and lifestyle	94.49	8	37.7960	793.7160	2019-03-03	19:00	Ewallet	755.92	4.761905	37.7960	7.5
188	B	Mandalay	Member	Male	Home and lifestyle	46.47	4	9.2940	195.1740	2019-02-08	10:53	Cash	185.88	4.761905	9.2940	7.0
191	B	Mandalay	Normal	Female	Home and lifestyle	77.04	3	11.5560	242.6760	2019-02-11	10:39	Credit card	231.12	4.761905	11.5560	7.2
192	B	Mandalay	Normal	Female	Fashion accessories	73.52	2	7.3520	154.3920	2019-01-15	13:41	Ewallet	147.04	4.761905	7.3520	4.6
194	B	Mandalay	Normal	Male	Home and lifestyle	25.55	4	5.1100	107.3100	2019-01-26	20:23	Ewallet	102.20	4.761905	5.1100	5.7
202	B	Mandalay	Member	Female	Electronic accessories	57.49	4	11.4980	241.4580	2019-03-15	11:57	Cash	229.96	4.761905	11.4980	6.6
204	B	Mandalay	Member	Male	Health and beauty	25.90	10	12.9500	271.9500	2019-02-06	14:51	Ewallet	259.00	4.761905	12.9500	8.7
205	B	Mandalay	Member	Male	Home and lifestyle	17.77	5	4.4425	93.2925	2019-02-15	12:42	Credit card	88.85	4.761905	4.4425	5.4
209	B	Mandalay	Normal	Female	Fashion accessories	30.37	3	4.5555	95.6655	2019-03-28	13:41	Ewallet	91.11	4.761905	4.5555	5.1
210	B	Mandalay	Normal	Female	Electronic accessories	99.73	9	44.8785	942.4485	2019-03-02	19:42	Credit card	897.57	4.761905	44.8785	6.5
213	B	Mandalay	Normal	Male	Home and lifestyle	92.36	5	23.0900	484.8900	2019-03-20	19:17	Ewallet	461.80	4.761905	23.0900	4.9
214	B	Mandalay	Normal	Male	Sports and travel	46.42	3	6.9630	146.2230	2019-01-04	13:24	Credit card	139.26	4.761905	6.9630	4.4
215	B	Mandalay	Member	Female	Sports and travel	29.61	7	10.3635	217.6335	2019-03-11	15:53	Cash	207.27	4.761905	10.3635	6.5
217	B	Mandalay	Normal	Female	Sports and travel	24.77	5	6.1925	130.0425	2019-03-24	18:27	Cash	123.85	4.761905	6.1925	8.5
219	B	Mandalay	Normal	Male	Fashion accessories	94.87	8	37.9480	796.9080	2019-02-12	12:58	Ewallet	758.96	4.761905	37.9480	8.7
220	B	Mandalay	Normal	Female	Food and beverages	57.34	3	8.6010	180.6210	2019-03-10	18:59	Credit card	172.02	4.761905	8.6010	7.9
221	B	Mandalay	Normal	Male	Electronic accessories	45.35	6	13.6050	285.7050	2019-01-31	13:44	Ewallet	272.10	4.761905	13.6050	6.1
222	B	Mandalay	Normal	Male	Food and beverages	62.08	7	21.7280	456.2880	2019-03-06	13:46	Ewallet	434.56	4.761905	21.7280	5.4
227	B	Mandalay	Member	Male	Health and beauty	69.37	9	31.2165	655.5465	2019-01-26	19:14	Ewallet	624.33	4.761905	31.2165	4.0
229	B	Mandalay	Member	Female	Electronic accessories	90.70	6	27.2100	571.4100	2019-02-26	10:52	Cash	544.20	4.761905	27.2100	5.3
231	B	Mandalay	Normal	Female	Fashion accessories	81.37	2	8.1370	170.8770	2019-01-26	19:28	Cash	162.74	4.761905	8.1370	6.5
232	B	Mandalay	Member	Female	Electronic accessories	10.59	3	1.5885	33.3585	2019-03-12	13:52	Credit card	31.77	4.761905	1.5885	8.7
233	B	Mandalay	Normal	Female	Health and beauty	84.09	9	37.8405	794.6505	2019-02-11	10:54	Cash	756.81	4.761905	37.8405	8.0
234	B	Mandalay	Member	Male	Fashion accessories	73.82	4	14.7640	310.0440	2019-02-21	18:31	Cash	295.28	4.761905	14.7640	6.7
239	B	Mandalay	Member	Female	Electronic accessories	13.22	5	3.3050	69.4050	2019-03-02	19:26	Cash	66.10	4.761905	3.3050	4.3
245	B	Mandalay	Normal	Male	Home and lifestyle	93.87	8	37.5480	788.5080	2019-02-02	18:42	Credit card	750.96	4.761905	37.5480	8.3
247	B	Mandalay	Member	Female	Electronic accessories	81.40	3	12.2100	256.4100	2019-02-09	19:43	Cash	244.20	4.761905	12.2100	4.8
250	B	Mandalay	Normal	Male	Food and beverages	73.06	7	25.5710	536.9910	2019-01-14	19:06	Credit card	511.42	4.761905	25.5710	4.2
251	B	Mandalay	Member	Male	Food and beverages	46.55	9	20.9475	439.8975	2019-02-02	15:34	Ewallet	418.95	4.761905	20.9475	6.4
256	B	Mandalay	Member	Male	Fashion accessories	32.62	4	6.5240	137.0040	2019-01-29	14:12	Cash	130.48	4.761905	6.5240	9.0
263	B	Mandalay	Member	Female	Fashion accessories	38.30	4	7.6600	160.8600	2019-03-13	19:22	Cash	153.20	4.761905	7.6600	5.7
265	B	Mandalay	Normal	Male	Sports and travel	54.45	1	2.7225	57.1725	2019-02-26	19:24	Ewallet	54.45	4.761905	2.7225	7.9
268	B	Mandalay	Member	Female	Food and beverages	74.60	10	37.3000	783.3000	2019-01-08	20:55	Cash	746.00	4.761905	37.3000	9.5
271	B	Mandalay	Normal	Female	Sports and travel	67.43	5	16.8575	354.0075	2019-03-06	18:13	Ewallet	337.15	4.761905	16.8575	6.3
275	B	Mandalay	Normal	Female	Health and beauty	99.71	6	29.9130	628.1730	2019-02-26	16:52	Ewallet	598.26	4.761905	29.9130	7.9
276	B	Mandalay	Normal	Male	Fashion accessories	47.97	7	16.7895	352.5795	2019-01-07	20:52	Cash	335.79	4.761905	16.7895	6.2
286	B	Mandalay	Normal	Male	Health and beauty	66.68	5	16.6700	350.0700	2019-02-20	18:01	Cash	333.40	4.761905	16.6700	7.6
289	B	Mandalay	Normal	Female	Food and beverages	48.51	7	16.9785	356.5485	2019-01-25	13:30	Credit card	339.57	4.761905	16.9785	5.2
291	B	Mandalay	Member	Male	Electronic accessories	40.30	10	20.1500	423.1500	2019-01-24	17:37	Credit card	403.00	4.761905	20.1500	7.0
295	B	Mandalay	Normal	Male	Health and beauty	18.11	10	9.0550	190.1550	2019-03-13	11:46	Ewallet	181.10	4.761905	9.0550	5.9
302	B	Mandalay	Member	Male	Health and beauty	39.01	1	1.9505	40.9605	2019-03-12	16:46	Credit card	39.01	4.761905	1.9505	4.7
305	B	Mandalay	Normal	Female	Electronic accessories	14.96	8	5.9840	125.6640	2019-02-23	12:29	Cash	119.68	4.761905	5.9840	8.6
311	B	Mandalay	Member	Male	Sports and travel	79.93	6	23.9790	503.5590	2019-01-31	14:04	Cash	479.58	4.761905	23.9790	5.5
326	B	Mandalay	Normal	Male	Sports and travel	97.74	4	19.5480	410.5080	2019-03-12	19:53	Ewallet	390.96	4.761905	19.5480	6.4
329	B	Mandalay	Member	Male	Health and beauty	51.13	4	10.2260	214.7460	2019-01-25	10:11	Credit card	204.52	4.761905	10.2260	4.0
331	B	Mandalay	Normal	Male	Home and lifestyle	22.02	9	9.9090	208.0890	2019-02-07	18:48	Cash	198.18	4.761905	9.9090	6.8
338	B	Mandalay	Normal	Female	Sports and travel	57.95	6	17.3850	365.0850	2019-02-24	13:02	Cash	347.70	4.761905	17.3850	5.2
340	B	Mandalay	Member	Female	Food and beverages	42.82	9	19.2690	404.6490	2019-02-05	15:26	Credit card	385.38	4.761905	19.2690	8.9
341	B	Mandalay	Member	Male	Electronic accessories	48.09	3	7.2135	151.4835	2019-02-10	18:23	Credit card	144.27	4.761905	7.2135	7.8
342	B	Mandalay	Member	Female	Health and beauty	55.97	7	19.5895	411.3795	2019-03-05	19:06	Ewallet	391.79	4.761905	19.5895	8.9
343	B	Mandalay	Member	Female	Health and beauty	76.90	7	26.9150	565.2150	2019-02-15	20:21	Cash	538.30	4.761905	26.9150	7.7
350	B	Mandalay	Normal	Female	Health and beauty	13.50	10	6.7500	141.7500	2019-02-27	11:06	Credit card	135.00	4.761905	6.7500	4.8
353	B	Mandalay	Member	Female	Fashion accessories	54.73	7	19.1555	402.2655	2019-03-14	19:02	Credit card	383.11	4.761905	19.1555	8.5
354	B	Mandalay	Member	Male	Home and lifestyle	27.00	9	12.1500	255.1500	2019-03-02	14:16	Cash	243.00	4.761905	12.1500	4.8
356	B	Mandalay	Member	Female	Food and beverages	89.14	4	17.8280	374.3880	2019-01-07	12:20	Credit card	356.56	4.761905	17.8280	7.8
359	B	Mandalay	Normal	Male	Electronic accessories	27.50	3	4.1250	86.6250	2019-03-01	15:40	Ewallet	82.50	4.761905	4.1250	6.5
360	B	Mandalay	Normal	Male	Sports and travel	74.97	1	3.7485	78.7185	2019-03-16	16:58	Cash	74.97	4.761905	3.7485	5.6
371	B	Mandalay	Member	Female	Electronic accessories	26.26	7	9.1910	193.0110	2019-02-02	19:40	Cash	183.82	4.761905	9.1910	9.9
372	B	Mandalay	Normal	Female	Fashion accessories	60.96	2	6.0960	128.0160	2019-01-25	19:39	Credit card	121.92	4.761905	6.0960	4.9
377	B	Mandalay	Member	Female	Home and lifestyle	35.38	9	15.9210	334.3410	2019-01-05	19:50	Credit card	318.42	4.761905	15.9210	9.6
380	B	Mandalay	Normal	Female	Electronic accessories	23.65	4	4.7300	99.3300	2019-01-30	13:32	Credit card	94.60	4.761905	4.7300	4.0
383	B	Mandalay	Normal	Female	Food and beverages	99.69	5	24.9225	523.3725	2019-01-14	12:09	Cash	498.45	4.761905	24.9225	9.9
386	B	Mandalay	Member	Male	Sports and travel	75.82	1	3.7910	79.6110	2019-01-31	13:19	Cash	75.82	4.761905	3.7910	5.8
390	B	Mandalay	Normal	Male	Food and beverages	18.22	7	6.3770	133.9170	2019-03-10	14:04	Credit card	127.54	4.761905	6.3770	6.6
392	B	Mandalay	Normal	Female	Fashion accessories	37.95	10	18.9750	398.4750	2019-01-26	14:51	Cash	379.50	4.761905	18.9750	9.7
398	B	Mandalay	Normal	Male	Home and lifestyle	13.59	9	6.1155	128.4255	2019-03-15	10:26	Cash	122.31	4.761905	6.1155	5.8
399	B	Mandalay	Member	Female	Health and beauty	41.06	6	12.3180	258.6780	2019-03-05	13:30	Credit card	246.36	4.761905	12.3180	8.3
400	B	Mandalay	Member	Male	Electronic accessories	19.24	9	8.6580	181.8180	2019-03-04	16:28	Cash	173.16	4.761905	8.6580	8.0
404	B	Mandalay	Normal	Female	Fashion accessories	39.75	5	9.9375	208.6875	2019-02-22	10:43	Ewallet	198.75	4.761905	9.9375	9.6
408	B	Mandalay	Member	Female	Fashion accessories	68.71	4	13.7420	288.5820	2019-01-04	19:01	Cash	274.84	4.761905	13.7420	4.1
411	B	Mandalay	Normal	Female	Health and beauty	34.21	10	17.1050	359.2050	2019-01-02	13:00	Cash	342.10	4.761905	17.1050	5.1
412	B	Mandalay	Normal	Male	Sports and travel	21.87	2	2.1870	45.9270	2019-01-25	14:29	Ewallet	43.74	4.761905	2.1870	6.9
416	B	Mandalay	Normal	Male	Health and beauty	96.11	1	4.8055	100.9155	2019-01-25	16:28	Ewallet	96.11	4.761905	4.8055	7.8
419	B	Mandalay	Normal	Female	Health and beauty	57.22	2	5.7220	120.1620	2019-01-12	17:13	Ewallet	114.44	4.761905	5.7220	8.3
424	B	Mandalay	Member	Male	Fashion accessories	25.42	8	10.1680	213.5280	2019-03-19	19:42	Credit card	203.36	4.761905	10.1680	6.7
426	B	Mandalay	Member	Male	Fashion accessories	40.61	9	18.2745	383.7645	2019-01-02	13:40	Cash	365.49	4.761905	18.2745	7.0
428	B	Mandalay	Member	Female	Food and beverages	20.87	3	3.1305	65.7405	2019-03-20	13:53	Credit card	62.61	4.761905	3.1305	8.0
429	B	Mandalay	Normal	Male	Sports and travel	67.27	5	16.8175	353.1675	2019-02-27	17:27	Cash	336.35	4.761905	16.8175	6.9
431	B	Mandalay	Normal	Male	Fashion accessories	69.08	2	6.9080	145.0680	2019-01-31	19:48	Credit card	138.16	4.761905	6.9080	6.9
434	B	Mandalay	Normal	Male	Fashion accessories	95.54	7	33.4390	702.2190	2019-03-09	14:36	Credit card	668.78	4.761905	33.4390	9.6
435	B	Mandalay	Normal	Female	Fashion accessories	47.44	1	2.3720	49.8120	2019-02-22	18:19	Credit card	47.44	4.761905	2.3720	6.8
442	B	Mandalay	Member	Female	Sports and travel	88.43	8	35.3720	742.8120	2019-03-22	19:35	Credit card	707.44	4.761905	35.3720	4.3
446	B	Mandalay	Member	Female	Health and beauty	19.15	1	0.9575	20.1075	2019-01-28	17:58	Credit card	19.15	4.761905	0.9575	9.5
449	B	Mandalay	Member	Female	Health and beauty	27.07	1	1.3535	28.4235	2019-01-12	20:07	Credit card	27.07	4.761905	1.3535	5.3
450	B	Mandalay	Member	Female	Sports and travel	39.12	1	1.9560	41.0760	2019-03-26	11:02	Credit card	39.12	4.761905	1.9560	9.6
451	B	Mandalay	Normal	Female	Electronic accessories	74.71	6	22.4130	470.6730	2019-01-01	19:07	Cash	448.26	4.761905	22.4130	6.7
452	B	Mandalay	Normal	Male	Electronic accessories	22.01	6	6.6030	138.6630	2019-01-02	18:50	Cash	132.06	4.761905	6.6030	7.6
456	B	Mandalay	Member	Female	Fashion accessories	29.56	5	7.3900	155.1900	2019-02-13	16:59	Cash	147.80	4.761905	7.3900	6.9
457	B	Mandalay	Member	Female	Food and beverages	77.40	9	34.8300	731.4300	2019-02-15	14:15	Credit card	696.60	4.761905	34.8300	4.5
458	B	Mandalay	Normal	Male	Electronic accessories	79.39	10	39.6950	833.5950	2019-02-07	20:24	Cash	793.90	4.761905	39.6950	6.2
462	B	Mandalay	Member	Female	Food and beverages	73.05	10	36.5250	767.0250	2019-03-03	12:25	Credit card	730.50	4.761905	36.5250	8.7
468	B	Mandalay	Normal	Male	Sports and travel	37.02	6	11.1060	233.2260	2019-03-22	18:33	Cash	222.12	4.761905	11.1060	4.5
474	B	Mandalay	Member	Male	Health and beauty	72.57	8	29.0280	609.5880	2019-03-30	17:58	Cash	580.56	4.761905	29.0280	4.6
479	B	Mandalay	Normal	Male	Sports and travel	34.37	10	17.1850	360.8850	2019-03-16	10:11	Ewallet	343.70	4.761905	17.1850	6.7
484	B	Mandalay	Member	Male	Home and lifestyle	60.38	10	30.1900	633.9900	2019-02-12	16:19	Cash	603.80	4.761905	30.1900	6.0
486	B	Mandalay	Member	Female	Sports and travel	49.49	4	9.8980	207.8580	2019-03-21	15:25	Ewallet	197.96	4.761905	9.8980	6.6
487	B	Mandalay	Normal	Female	Fashion accessories	41.09	10	20.5450	431.4450	2019-02-28	14:42	Cash	410.90	4.761905	20.5450	7.3
490	B	Mandalay	Member	Female	Home and lifestyle	77.68	9	34.9560	734.0760	2019-02-04	13:21	Ewallet	699.12	4.761905	34.9560	9.8
491	B	Mandalay	Normal	Female	Fashion accessories	34.70	2	3.4700	72.8700	2019-03-13	19:48	Ewallet	69.40	4.761905	3.4700	8.2
493	B	Mandalay	Member	Female	Health and beauty	25.32	8	10.1280	212.6880	2019-03-05	20:24	Ewallet	202.56	4.761905	10.1280	8.7
495	B	Mandalay	Normal	Male	Fashion accessories	99.89	2	9.9890	209.7690	2019-02-26	11:48	Ewallet	199.78	4.761905	9.9890	7.1
496	B	Mandalay	Normal	Male	Sports and travel	75.92	8	30.3680	637.7280	2019-03-20	14:14	Cash	607.36	4.761905	30.3680	5.5
499	B	Mandalay	Member	Female	Sports and travel	98.13	1	4.9065	103.0365	2019-01-21	17:36	Cash	98.13	4.761905	4.9065	8.9
501	B	Mandalay	Member	Male	Sports and travel	73.97	1	3.6985	77.6685	2019-02-03	15:53	Credit card	73.97	4.761905	3.6985	5.4
504	B	Mandalay	Normal	Female	Sports and travel	93.31	2	9.3310	195.9510	2019-03-25	17:53	Cash	186.62	4.761905	9.3310	6.3
505	B	Mandalay	Normal	Male	Sports and travel	88.45	1	4.4225	92.8725	2019-02-25	16:36	Credit card	88.45	4.761905	4.4225	9.5
507	B	Mandalay	Member	Female	Sports and travel	48.50	3	7.2750	152.7750	2019-01-08	12:50	Cash	145.50	4.761905	7.2750	6.7
508	B	Mandalay	Normal	Female	Food and beverages	84.05	6	25.2150	529.5150	2019-01-29	10:48	Credit card	504.30	4.761905	25.2150	7.7
509	B	Mandalay	Member	Male	Health and beauty	61.29	5	15.3225	321.7725	2019-03-29	14:28	Cash	306.45	4.761905	15.3225	7.0
511	B	Mandalay	Member	Female	Sports and travel	90.74	7	31.7590	666.9390	2019-01-16	18:03	Credit card	635.18	4.761905	31.7590	6.2
517	B	Mandalay	Member	Male	Health and beauty	54.86	5	13.7150	288.0150	2019-03-29	16:48	Ewallet	274.30	4.761905	13.7150	9.8
521	B	Mandalay	Normal	Female	Electronic accessories	45.71	3	6.8565	143.9865	2019-03-26	10:34	Credit card	137.13	4.761905	6.8565	7.7
527	B	Mandalay	Normal	Male	Fashion accessories	39.21	4	7.8420	164.6820	2019-01-16	20:03	Credit card	156.84	4.761905	7.8420	9.0
528	B	Mandalay	Member	Male	Fashion accessories	59.86	2	5.9860	125.7060	2019-01-13	14:55	Ewallet	119.72	4.761905	5.9860	6.7
529	B	Mandalay	Member	Female	Food and beverages	54.36	10	27.1800	570.7800	2019-02-07	11:28	Credit card	543.60	4.761905	27.1800	6.1
533	B	Mandalay	Normal	Male	Electronic accessories	22.95	10	11.4750	240.9750	2019-02-06	19:20	Ewallet	229.50	4.761905	11.4750	8.2
537	B	Mandalay	Member	Female	Fashion accessories	73.96	1	3.6980	77.6580	2019-01-05	11:32	Credit card	73.96	4.761905	3.6980	5.0
543	B	Mandalay	Member	Female	Sports and travel	20.18	4	4.0360	84.7560	2019-02-13	12:14	Credit card	80.72	4.761905	4.0360	5.0
545	B	Mandalay	Normal	Female	Food and beverages	71.20	1	3.5600	74.7600	2019-01-05	20:40	Credit card	71.20	4.761905	3.5600	9.2
546	B	Mandalay	Member	Male	Home and lifestyle	38.81	4	7.7620	163.0020	2019-03-19	13:40	Ewallet	155.24	4.761905	7.7620	4.9
549	B	Mandalay	Normal	Female	Sports and travel	51.54	5	12.8850	270.5850	2019-01-26	17:45	Cash	257.70	4.761905	12.8850	4.2
551	B	Mandalay	Normal	Male	Fashion accessories	57.27	3	8.5905	180.4005	2019-02-09	20:31	Ewallet	171.81	4.761905	8.5905	6.5
552	B	Mandalay	Normal	Female	Fashion accessories	54.31	9	24.4395	513.2295	2019-02-22	10:49	Cash	488.79	4.761905	24.4395	8.9
553	B	Mandalay	Normal	Female	Health and beauty	58.24	9	26.2080	550.3680	2019-02-05	12:34	Cash	524.16	4.761905	26.2080	9.7
556	B	Mandalay	Normal	Male	Home and lifestyle	37.48	3	5.6220	118.0620	2019-01-20	13:45	Credit card	112.44	4.761905	5.6220	7.7
557	B	Mandalay	Member	Female	Fashion accessories	72.04	2	7.2040	151.2840	2019-02-04	19:38	Cash	144.08	4.761905	7.2040	9.5
561	B	Mandalay	Normal	Male	Electronic accessories	21.58	9	9.7110	203.9310	2019-03-14	12:32	Cash	194.22	4.761905	9.7110	7.3
563	B	Mandalay	Normal	Female	Electronic accessories	42.42	8	16.9680	356.3280	2019-01-30	13:58	Ewallet	339.36	4.761905	16.9680	5.7
565	B	Mandalay	Normal	Male	Fashion accessories	99.25	2	9.9250	208.4250	2019-03-20	13:02	Cash	198.50	4.761905	9.9250	9.0
569	B	Mandalay	Normal	Female	Fashion accessories	79.86	7	27.9510	586.9710	2019-01-10	10:33	Credit card	559.02	4.761905	27.9510	5.5
571	B	Mandalay	Member	Female	Home and lifestyle	82.04	5	20.5100	430.7100	2019-02-25	17:16	Credit card	410.20	4.761905	20.5100	7.6
572	B	Mandalay	Member	Male	Sports and travel	26.67	10	13.3350	280.0350	2019-01-29	11:48	Cash	266.70	4.761905	13.3350	8.6
574	B	Mandalay	Normal	Male	Food and beverages	72.39	2	7.2390	152.0190	2019-01-13	19:55	Credit card	144.78	4.761905	7.2390	8.1
576	B	Mandalay	Member	Male	Fashion accessories	81.31	7	28.4585	597.6285	2019-03-01	19:49	Ewallet	569.17	4.761905	28.4585	6.3
577	B	Mandalay	Normal	Male	Food and beverages	60.30	4	12.0600	253.2600	2019-02-20	18:43	Cash	241.20	4.761905	12.0600	5.8
580	B	Mandalay	Normal	Male	Health and beauty	69.51	2	6.9510	145.9710	2019-03-01	12:15	Ewallet	139.02	4.761905	6.9510	8.1
584	B	Mandalay	Member	Female	Fashion accessories	18.08	4	3.6160	75.9360	2019-01-14	18:03	Credit card	72.32	4.761905	3.6160	9.5
585	B	Mandalay	Normal	Male	Sports and travel	63.06	3	9.4590	198.6390	2019-01-19	15:58	Ewallet	189.18	4.761905	9.4590	7.0
595	B	Mandalay	Member	Male	Sports and travel	96.80	3	14.5200	304.9200	2019-03-15	13:05	Cash	290.40	4.761905	14.5200	5.3
596	B	Mandalay	Normal	Male	Health and beauty	14.82	3	2.2230	46.6830	2019-03-01	11:30	Credit card	44.46	4.761905	2.2230	8.7
604	B	Mandalay	Normal	Female	Sports and travel	54.51	6	16.3530	343.4130	2019-03-17	13:54	Ewallet	327.06	4.761905	16.3530	7.8
606	B	Mandalay	Normal	Male	Home and lifestyle	31.75	4	6.3500	133.3500	2019-02-08	15:26	Cash	127.00	4.761905	6.3500	8.6
610	B	Mandalay	Member	Male	Food and beverages	57.89	2	5.7890	121.5690	2019-01-17	10:37	Ewallet	115.78	4.761905	5.7890	8.9
613	B	Mandalay	Member	Male	Fashion accessories	93.22	3	13.9830	293.6430	2019-01-24	11:45	Cash	279.66	4.761905	13.9830	7.2
617	B	Mandalay	Member	Male	Sports and travel	72.60	6	21.7800	457.3800	2019-01-13	19:51	Cash	435.60	4.761905	21.7800	6.9
623	B	Mandalay	Member	Female	Home and lifestyle	94.59	7	33.1065	695.2365	2019-01-17	15:27	Credit card	662.13	4.761905	33.1065	4.9
624	B	Mandalay	Normal	Female	Fashion accessories	83.25	10	41.6250	874.1250	2019-01-12	11:25	Credit card	832.50	4.761905	41.6250	4.4
625	B	Mandalay	Member	Male	Fashion accessories	91.35	1	4.5675	95.9175	2019-02-16	15:42	Cash	91.35	4.761905	4.5675	6.8
626	B	Mandalay	Member	Female	Food and beverages	78.88	2	7.8880	165.6480	2019-01-26	16:04	Cash	157.76	4.761905	7.8880	9.1
628	B	Mandalay	Member	Male	Health and beauty	82.58	10	41.2900	867.0900	2019-03-14	14:41	Cash	825.80	4.761905	41.2900	5.0
634	B	Mandalay	Normal	Male	Home and lifestyle	99.70	3	14.9550	314.0550	2019-03-18	11:29	Ewallet	299.10	4.761905	14.9550	4.7
635	B	Mandalay	Member	Male	Food and beverages	79.91	3	11.9865	251.7165	2019-03-20	19:28	Credit card	239.73	4.761905	11.9865	5.0
636	B	Mandalay	Member	Male	Health and beauty	66.47	10	33.2350	697.9350	2019-01-15	15:01	Credit card	664.70	4.761905	33.2350	5.0
639	B	Mandalay	Member	Female	Food and beverages	17.63	5	4.4075	92.5575	2019-03-08	15:27	Cash	88.15	4.761905	4.4075	8.5
640	B	Mandalay	Normal	Male	Fashion accessories	52.42	3	7.8630	165.1230	2019-02-27	17:36	Ewallet	157.26	4.761905	7.8630	7.5
641	B	Mandalay	Member	Female	Food and beverages	98.79	3	14.8185	311.1885	2019-02-23	20:00	Ewallet	296.37	4.761905	14.8185	6.4
643	B	Mandalay	Member	Male	Electronic accessories	55.67	2	5.5670	116.9070	2019-03-27	15:08	Ewallet	111.34	4.761905	5.5670	6.0
648	B	Mandalay	Member	Male	Fashion accessories	33.63	1	1.6815	35.3115	2019-03-20	19:55	Cash	33.63	4.761905	1.6815	5.6
651	B	Mandalay	Normal	Male	Electronic accessories	75.66	5	18.9150	397.2150	2019-01-15	18:22	Ewallet	378.30	4.761905	18.9150	7.8
652	B	Mandalay	Normal	Female	Health and beauty	55.81	6	16.7430	351.6030	2019-01-22	11:52	Cash	334.86	4.761905	16.7430	9.9
654	B	Mandalay	Member	Male	Sports and travel	37.32	9	16.7940	352.6740	2019-03-06	15:31	Ewallet	335.88	4.761905	16.7940	5.1
655	B	Mandalay	Member	Male	Fashion accessories	60.18	4	12.0360	252.7560	2019-02-16	18:04	Credit card	240.72	4.761905	12.0360	9.4
661	B	Mandalay	Normal	Female	Sports and travel	42.97	3	6.4455	135.3555	2019-02-03	11:46	Cash	128.91	4.761905	6.4455	9.3
663	B	Mandalay	Member	Female	Fashion accessories	58.75	6	17.6250	370.1250	2019-03-24	18:14	Credit card	352.50	4.761905	17.6250	5.9
667	B	Mandalay	Member	Male	Food and beverages	57.74	3	8.6610	181.8810	2019-02-20	13:06	Ewallet	173.22	4.761905	8.6610	7.7
668	B	Mandalay	Normal	Female	Health and beauty	17.97	4	3.5940	75.4740	2019-02-23	20:43	Ewallet	71.88	4.761905	3.5940	6.4
670	B	Mandalay	Normal	Female	Sports and travel	40.62	2	4.0620	85.3020	2019-01-17	10:01	Credit card	81.24	4.761905	4.0620	4.1
672	B	Mandalay	Member	Male	Food and beverages	93.40	2	9.3400	196.1400	2019-03-30	16:34	Cash	186.80	4.761905	9.3400	5.5
673	B	Mandalay	Normal	Female	Health and beauty	73.41	3	11.0115	231.2415	2019-03-02	13:10	Ewallet	220.23	4.761905	11.0115	4.0
676	B	Mandalay	Member	Male	Fashion accessories	83.77	2	8.3770	175.9170	2019-02-24	19:57	Cash	167.54	4.761905	8.3770	4.6
677	B	Mandalay	Member	Female	Sports and travel	64.08	7	22.4280	470.9880	2019-02-19	19:29	Credit card	448.56	4.761905	22.4280	7.3
681	B	Mandalay	Member	Female	Electronic accessories	39.48	1	1.9740	41.4540	2019-02-12	19:43	Cash	39.48	4.761905	1.9740	6.5
682	B	Mandalay	Normal	Female	Sports and travel	34.81	1	1.7405	36.5505	2019-01-14	10:11	Credit card	34.81	4.761905	1.7405	7.0
685	B	Mandalay	Member	Female	Sports and travel	23.08	6	6.9240	145.4040	2019-01-24	19:20	Ewallet	138.48	4.761905	6.9240	4.9
686	B	Mandalay	Member	Female	Home and lifestyle	49.10	2	4.9100	103.1100	2019-01-08	12:58	Credit card	98.20	4.761905	4.9100	6.4
687	B	Mandalay	Member	Female	Sports and travel	64.83	2	6.4830	136.1430	2019-01-08	11:59	Credit card	129.66	4.761905	6.4830	8.0
698	B	Mandalay	Normal	Male	Home and lifestyle	62.19	4	12.4380	261.1980	2019-01-06	19:46	Ewallet	248.76	4.761905	12.4380	4.3
702	B	Mandalay	Normal	Male	Food and beverages	32.32	3	4.8480	101.8080	2019-03-27	19:11	Credit card	96.96	4.761905	4.8480	4.3
703	B	Mandalay	Member	Female	Fashion accessories	19.77	10	9.8850	207.5850	2019-02-27	18:57	Credit card	197.70	4.761905	9.8850	5.0
704	B	Mandalay	Member	Male	Health and beauty	80.47	9	36.2115	760.4415	2019-01-06	11:18	Cash	724.23	4.761905	36.2115	9.2
705	B	Mandalay	Member	Female	Home and lifestyle	88.39	9	39.7755	835.2855	2019-03-02	12:40	Cash	795.51	4.761905	39.7755	6.3
706	B	Mandalay	Normal	Male	Health and beauty	71.77	7	25.1195	527.5095	2019-03-29	14:06	Cash	502.39	4.761905	25.1195	8.9
707	B	Mandalay	Normal	Female	Electronic accessories	43.00	4	8.6000	180.6000	2019-01-31	20:48	Ewallet	172.00	4.761905	8.6000	7.6
720	B	Mandalay	Member	Female	Fashion accessories	17.48	6	5.2440	110.1240	2019-01-18	15:04	Credit card	104.88	4.761905	5.2440	6.1
721	B	Mandalay	Normal	Female	Fashion accessories	25.56	7	8.9460	187.8660	2019-02-02	20:42	Cash	178.92	4.761905	8.9460	7.1
723	B	Mandalay	Normal	Male	Home and lifestyle	44.12	3	6.6180	138.9780	2019-03-18	13:45	Credit card	132.36	4.761905	6.6180	7.9
725	B	Mandalay	Member	Male	Food and beverages	23.34	4	4.6680	98.0280	2019-02-04	18:53	Ewallet	93.36	4.761905	4.6680	7.4
728	B	Mandalay	Normal	Male	Sports and travel	69.74	10	34.8700	732.2700	2019-03-05	17:49	Credit card	697.40	4.761905	34.8700	8.9
730	B	Mandalay	Member	Female	Home and lifestyle	52.18	7	18.2630	383.5230	2019-03-09	10:54	Cash	365.26	4.761905	18.2630	9.3
734	B	Mandalay	Normal	Male	Electronic accessories	75.88	7	26.5580	557.7180	2019-01-24	10:38	Ewallet	531.16	4.761905	26.5580	8.9
735	B	Mandalay	Member	Male	Food and beverages	53.72	1	2.6860	56.4060	2019-03-01	20:03	Ewallet	53.72	4.761905	2.6860	6.4
739	B	Mandalay	Member	Male	Electronic accessories	91.56	8	36.6240	769.1040	2019-01-12	18:22	Ewallet	732.48	4.761905	36.6240	6.0
747	B	Mandalay	Member	Male	Fashion accessories	65.23	10	32.6150	684.9150	2019-01-08	19:07	Credit card	652.30	4.761905	32.6150	5.2
749	B	Mandalay	Member	Female	Home and lifestyle	12.29	9	5.5305	116.1405	2019-03-26	19:28	Credit card	110.61	4.761905	5.5305	8.0
751	B	Mandalay	Member	Female	Fashion accessories	22.32	4	4.4640	93.7440	2019-03-14	11:16	Ewallet	89.28	4.761905	4.4640	4.1
754	B	Mandalay	Normal	Male	Home and lifestyle	73.28	5	18.3200	384.7200	2019-01-24	15:05	Ewallet	366.40	4.761905	18.3200	8.4
757	B	Mandalay	Member	Female	Electronic accessories	35.74	8	14.2960	300.2160	2019-02-17	15:28	Ewallet	285.92	4.761905	14.2960	4.9
761	B	Mandalay	Member	Female	Food and beverages	77.20	10	38.6000	810.6000	2019-02-11	10:38	Credit card	772.00	4.761905	38.6000	5.6
762	B	Mandalay	Normal	Male	Electronic accessories	72.13	10	36.0650	757.3650	2019-01-31	15:12	Credit card	721.30	4.761905	36.0650	4.2
766	B	Mandalay	Normal	Female	Home and lifestyle	95.46	8	38.1840	801.8640	2019-03-05	19:40	Ewallet	763.68	4.761905	38.1840	4.7
768	B	Mandalay	Normal	Male	Sports and travel	13.69	6	4.1070	86.2470	2019-02-13	13:59	Cash	82.14	4.761905	4.1070	6.3
769	B	Mandalay	Normal	Female	Electronic accessories	95.64	4	19.1280	401.6880	2019-03-16	18:51	Cash	382.56	4.761905	19.1280	7.9
771	B	Mandalay	Member	Female	Sports and travel	95.54	4	19.1080	401.2680	2019-02-26	11:58	Ewallet	382.16	4.761905	19.1080	4.5
776	B	Mandalay	Normal	Female	Food and beverages	28.86	5	7.2150	151.5150	2019-01-22	18:08	Credit card	144.30	4.761905	7.2150	8.0
778	B	Mandalay	Normal	Male	Sports and travel	93.38	1	4.6690	98.0490	2019-01-03	13:07	Cash	93.38	4.761905	4.6690	9.6
780	B	Mandalay	Member	Male	Electronic accessories	87.87	9	39.5415	830.3715	2019-01-31	20:32	Ewallet	790.83	4.761905	39.5415	5.6
793	B	Mandalay	Normal	Female	Home and lifestyle	97.37	10	48.6850	1022.3850	2019-01-15	13:48	Credit card	973.70	4.761905	48.6850	4.9
796	B	Mandalay	Normal	Male	Fashion accessories	27.18	2	2.7180	57.0780	2019-03-15	16:26	Ewallet	54.36	4.761905	2.7180	4.3
799	B	Mandalay	Normal	Male	Health and beauty	92.78	1	4.6390	97.4190	2019-03-15	10:50	Credit card	92.78	4.761905	4.6390	9.8
801	B	Mandalay	Normal	Male	Sports and travel	23.01	6	6.9030	144.9630	2019-01-12	16:45	Ewallet	138.06	4.761905	6.9030	7.9
805	B	Mandalay	Member	Female	Electronic accessories	75.59	9	34.0155	714.3255	2019-02-23	11:12	Cash	680.31	4.761905	34.0155	8.0
809	B	Mandalay	Normal	Female	Health and beauty	17.75	1	0.8875	18.6375	2019-01-14	10:38	Cash	17.75	4.761905	0.8875	8.6
811	B	Mandalay	Normal	Male	Health and beauty	10.75	8	4.3000	90.3000	2019-03-15	14:38	Ewallet	86.00	4.761905	4.3000	6.2
816	B	Mandalay	Normal	Female	Food and beverages	53.21	8	21.2840	446.9640	2019-03-14	16:45	Ewallet	425.68	4.761905	21.2840	5.0
819	B	Mandalay	Member	Male	Health and beauty	96.16	4	19.2320	403.8720	2019-01-27	20:03	Credit card	384.64	4.761905	19.2320	8.4
820	B	Mandalay	Member	Male	Food and beverages	47.16	5	11.7900	247.5900	2019-02-03	14:35	Credit card	235.80	4.761905	11.7900	6.0
821	B	Mandalay	Normal	Male	Electronic accessories	52.89	4	10.5780	222.1380	2019-03-25	16:32	Ewallet	211.56	4.761905	10.5780	6.7
825	B	Mandalay	Member	Female	Sports and travel	60.08	7	21.0280	441.5880	2019-02-14	11:36	Credit card	420.56	4.761905	21.0280	4.5
827	B	Mandalay	Member	Female	Health and beauty	72.11	9	32.4495	681.4395	2019-01-28	13:53	Credit card	648.99	4.761905	32.4495	7.7
832	B	Mandalay	Normal	Male	Health and beauty	62.57	4	12.5140	262.7940	2019-02-25	18:37	Cash	250.28	4.761905	12.5140	9.5
833	B	Mandalay	Member	Female	Sports and travel	11.85	8	4.7400	99.5400	2019-01-09	16:34	Cash	94.80	4.761905	4.7400	4.1
835	B	Mandalay	Member	Female	Home and lifestyle	40.73	7	14.2555	299.3655	2019-03-12	11:01	Ewallet	285.11	4.761905	14.2555	5.4
838	B	Mandalay	Normal	Male	Sports and travel	44.63	6	13.3890	281.1690	2019-01-02	20:08	Credit card	267.78	4.761905	13.3890	5.1
842	B	Mandalay	Normal	Male	Electronic accessories	60.30	1	3.0150	63.3150	2019-02-28	17:38	Cash	60.30	4.761905	3.0150	6.0
854	B	Mandalay	Normal	Female	Electronic accessories	52.79	10	26.3950	554.2950	2019-02-25	11:58	Ewallet	527.90	4.761905	26.3950	10.0
856	B	Mandalay	Normal	Female	Fashion accessories	36.51	9	16.4295	345.0195	2019-02-16	10:52	Cash	328.59	4.761905	16.4295	4.2
857	B	Mandalay	Normal	Male	Food and beverages	21.12	8	8.4480	177.4080	2019-01-01	19:31	Cash	168.96	4.761905	8.4480	6.3
859	B	Mandalay	Normal	Male	Health and beauty	57.59	6	17.2770	362.8170	2019-02-15	13:51	Cash	345.54	4.761905	17.2770	5.1
863	B	Mandalay	Normal	Female	Home and lifestyle	11.28	9	5.0760	106.5960	2019-03-17	11:55	Credit card	101.52	4.761905	5.0760	4.3
864	B	Mandalay	Normal	Female	Home and lifestyle	51.07	7	17.8745	375.3645	2019-01-12	11:42	Cash	357.49	4.761905	17.8745	7.0
867	B	Mandalay	Member	Male	Sports and travel	90.53	8	36.2120	760.4520	2019-03-15	14:48	Credit card	724.24	4.761905	36.2120	6.5
873	B	Mandalay	Member	Female	Electronic accessories	21.43	10	10.7150	225.0150	2019-01-28	11:51	Cash	214.30	4.761905	10.7150	6.2
878	B	Mandalay	Member	Male	Electronic accessories	39.75	1	1.9875	41.7375	2019-02-25	20:19	Cash	39.75	4.761905	1.9875	6.1
880	B	Mandalay	Member	Female	Electronic accessories	12.10	8	4.8400	101.6400	2019-01-19	10:17	Ewallet	96.80	4.761905	4.8400	8.6
881	B	Mandalay	Member	Female	Food and beverages	33.21	10	16.6050	348.7050	2019-01-08	14:25	Ewallet	332.10	4.761905	16.6050	6.0
883	B	Mandalay	Member	Male	Sports and travel	31.99	10	15.9950	335.8950	2019-02-20	15:18	Credit card	319.90	4.761905	15.9950	9.9
892	B	Mandalay	Normal	Female	Electronic accessories	57.91	8	23.1640	486.4440	2019-02-07	15:06	Cash	463.28	4.761905	23.1640	8.1
894	B	Mandalay	Normal	Male	Electronic accessories	28.38	5	7.0950	148.9950	2019-03-06	20:57	Cash	141.90	4.761905	7.0950	9.4
895	B	Mandalay	Member	Male	Electronic accessories	50.45	6	15.1350	317.8350	2019-02-06	15:16	Credit card	302.70	4.761905	15.1350	8.9
896	B	Mandalay	Normal	Male	Health and beauty	99.16	8	39.6640	832.9440	2019-01-28	17:47	Credit card	793.28	4.761905	39.6640	4.2
902	B	Mandalay	Normal	Male	Home and lifestyle	45.97	4	9.1940	193.0740	2019-02-09	12:02	Ewallet	183.88	4.761905	9.1940	5.1
908	B	Mandalay	Normal	Female	Health and beauty	82.88	5	20.7200	435.1200	2019-03-24	14:08	Credit card	414.40	4.761905	20.7200	6.6
910	B	Mandalay	Normal	Female	Home and lifestyle	49.01	10	24.5050	514.6050	2019-01-27	10:44	Credit card	490.10	4.761905	24.5050	4.2
911	B	Mandalay	Member	Female	Food and beverages	29.15	3	4.3725	91.8225	2019-03-27	20:29	Credit card	87.45	4.761905	4.3725	7.3
919	B	Mandalay	Normal	Male	Home and lifestyle	68.97	3	10.3455	217.2555	2019-02-22	11:26	Ewallet	206.91	4.761905	10.3455	8.7
920	B	Mandalay	Member	Female	Electronic accessories	26.26	3	3.9390	82.7190	2019-03-02	12:36	Ewallet	78.78	4.761905	3.9390	6.3
922	B	Mandalay	Normal	Female	Home and lifestyle	16.37	6	4.9110	103.1310	2019-02-08	10:58	Cash	98.22	4.761905	4.9110	7.0
926	B	Mandalay	Normal	Female	Electronic accessories	13.78	4	2.7560	57.8760	2019-01-10	11:10	Ewallet	55.12	4.761905	2.7560	9.0
927	B	Mandalay	Member	Male	Sports and travel	88.31	1	4.4155	92.7255	2019-02-15	17:38	Credit card	88.31	4.761905	4.4155	5.2
929	B	Mandalay	Normal	Female	Electronic accessories	88.25	9	39.7125	833.9625	2019-02-15	20:51	Credit card	794.25	4.761905	39.7125	7.6
930	B	Mandalay	Normal	Male	Sports and travel	25.31	2	2.5310	53.1510	2019-03-02	19:26	Ewallet	50.62	4.761905	2.5310	7.2
931	B	Mandalay	Normal	Male	Home and lifestyle	99.92	6	29.9760	629.4960	2019-03-24	13:33	Ewallet	599.52	4.761905	29.9760	7.1
935	B	Mandalay	Normal	Female	Home and lifestyle	63.15	6	18.9450	397.8450	2019-01-03	20:24	Ewallet	378.90	4.761905	18.9450	9.8
948	B	Mandalay	Member	Male	Fashion accessories	53.78	1	2.6890	56.4690	2019-02-03	20:13	Ewallet	53.78	4.761905	2.6890	4.7
950	B	Mandalay	Normal	Female	Food and beverages	26.43	8	10.5720	222.0120	2019-02-24	14:26	Ewallet	211.44	4.761905	10.5720	8.9
951	B	Mandalay	Member	Male	Health and beauty	39.91	3	5.9865	125.7165	2019-02-21	12:40	Ewallet	119.73	4.761905	5.9865	9.3
952	B	Mandalay	Member	Female	Home and lifestyle	21.90	3	3.2850	68.9850	2019-01-09	18:43	Ewallet	65.70	4.761905	3.2850	4.7
953	B	Mandalay	Member	Female	Food and beverages	62.85	4	12.5700	263.9700	2019-02-25	13:22	Ewallet	251.40	4.761905	12.5700	8.7
955	B	Mandalay	Member	Male	Home and lifestyle	65.91	6	19.7730	415.2330	2019-02-09	11:45	Cash	395.46	4.761905	19.7730	5.7
958	B	Mandalay	Normal	Male	Electronic accessories	46.02	6	13.8060	289.9260	2019-02-07	15:55	Cash	276.12	4.761905	13.8060	7.1
965	B	Mandalay	Normal	Male	Food and beverages	33.33	2	3.3330	69.9930	2019-01-26	14:41	Credit card	66.66	4.761905	3.3330	6.4
966	B	Mandalay	Normal	Female	Electronic accessories	38.27	2	3.8270	80.3670	2019-03-02	18:18	Credit card	76.54	4.761905	3.8270	5.8
970	B	Mandalay	Member	Female	Electronic accessories	34.49	5	8.6225	181.0725	2019-03-11	19:44	Credit card	172.45	4.761905	8.6225	9.0
971	B	Mandalay	Member	Female	Food and beverages	84.63	10	42.3150	888.6150	2019-01-01	11:36	Credit card	846.30	4.761905	42.3150	9.0
972	B	Mandalay	Member	Male	Home and lifestyle	36.91	7	12.9185	271.2885	2019-02-10	13:51	Ewallet	258.37	4.761905	12.9185	6.7
973	B	Mandalay	Normal	Male	Electronic accessories	87.08	7	30.4780	640.0380	2019-01-26	15:17	Cash	609.56	4.761905	30.4780	5.5
976	B	Mandalay	Member	Male	Fashion accessories	49.92	2	4.9920	104.8320	2019-03-06	11:55	Credit card	99.84	4.761905	4.9920	7.0
978	B	Mandalay	Member	Male	Food and beverages	26.60	6	7.9800	167.5800	2019-02-26	15:10	Ewallet	159.60	4.761905	7.9800	4.9
979	B	Mandalay	Normal	Female	Electronic accessories	25.45	1	1.2725	26.7225	2019-03-10	18:10	Credit card	25.45	4.761905	1.2725	5.1
980	B	Mandalay	Normal	Female	Food and beverages	67.77	1	3.3885	71.1585	2019-02-04	20:43	Credit card	67.77	4.761905	3.3885	6.5
986	B	Mandalay	Normal	Female	Fashion accessories	63.71	5	15.9275	334.4775	2019-02-07	19:30	Ewallet	318.55	4.761905	15.9275	8.5
987	B	Mandalay	Normal	Female	Health and beauty	14.76	2	1.4760	30.9960	2019-02-18	14:42	Ewallet	29.52	4.761905	1.4760	4.3
988	B	Mandalay	Member	Male	Health and beauty	62.00	8	24.8000	520.8000	2019-01-03	19:08	Credit card	496.00	4.761905	24.8000	6.2
990	B	Mandalay	Member	Male	Health and beauty	75.37	8	30.1480	633.1080	2019-01-28	15:46	Credit card	602.96	4.761905	30.1480	8.4
992	B	Mandalay	Normal	Female	Sports and travel	76.60	10	38.3000	804.3000	2019-01-24	18:10	Ewallet	766.00	4.761905	38.3000	6.0
994	B	Mandalay	Normal	Male	Fashion accessories	17.49	10	8.7450	183.6450	2019-02-22	18:35	Ewallet	174.90	4.761905	8.7450	6.6
997	B	Mandalay	Normal	Female	Home and lifestyle	97.38	10	48.6900	1022.4900	2019-03-02	17:16	Ewallet	973.80	4.761905	48.6900	4.4

Product.line	Total_Quantity
Sports and travel	322
Health and beauty	320
Electronic accessories	316
Fashion accessories	297
Home and lifestyle	295
Food and beverages	270

The next analyses we will do will be based on each Branch over time. We will also aggregate the data based on total sales per day per Product Line.

4.4 Relationship for the Revenue and Quantity Sales

Revenue and Quantity Sales per Day

We will split the dataset into a separate dataset for each Branch and daily transactions are summed by Product Line in order to analyze daily sales over time based on the type of Product Line.

4.4.1 Revenue and Quantity Sales for Branch A by Product Line

The first and second graph shows the trend line of the revenue per day. From it we see there is a decline in sales during February, with an uptick in March.

The observations from these charts would be a great start towards creating a machine learning model to analyze sales trends vs month of year in order to create bundles, optimize high traffic displays, and in advertising.

The second one shows the monetary value of the revenue per day per Product Line over the time period. This type of graph could be extremely useful in seasonal displays and advertising. We can clearly see that sports and travel sales spike towards the spring, while electronic accessories falls severely after January. These are fairly obvious seasonal changes, but the other trends shown by this graph indicate they are not the only ones. Food and beverage has a strange wavy pattern with a strong climb in late march. Health and beauty/home and lifestyle follow similar trends that converge by the end of March.

4.4.2 Revenue and Quantity Sales for Branch A by Month and Week

4.4.3 Relationship for the Revenue per Day

It can be seen in the graph above that the 4º and 22º day of January there were a decrease in revenue, and February 13th was the the worst decrease.

4.4.4 Relationship for the Revenue per day by Branch

5 Extra: Pivot Table

With this Pivot Table We can manipulate and see the distribution for whatever variables combination. It´s totally interactive Pivot Table. We can drag the variables to the columns or rows, choose the categories, make filters, choose which metrics or graphs.