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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>Invoice ID</th>
      <th>Branch</th>
      <th>City</th>
      <th>Customer type</th>
      <th>Gender</th>
      <th>Product line</th>
      <th>Unit price</th>
      <th>Quantity</th>
      <th>Tax 5%</th>
      <th>Total</th>
      <th>Date</th>
      <th>Time</th>
      <th>Payment</th>
      <th>cogs</th>
      <th>gross margin percentage</th>
      <th>gross income</th>
      <th>Rating</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>750-67-8428</td>
      <td>A</td>
      <td>Yangon</td>
      <td>Member</td>
      <td>Female</td>
      <td>Health and beauty</td>
      <td>74.69</td>
      <td>7</td>
      <td>26.1415</td>
      <td>548.9715</td>
      <td>1/5/2019</td>
      <td>13:08</td>
      <td>Ewallet</td>
      <td>522.83</td>
      <td>4.761905</td>
      <td>26.1415</td>
      <td>9.1</td>
    </tr>
    <tr>
      <th>1</th>
      <td>226-31-3081</td>
      <td>C</td>
      <td>Naypyitaw</td>
      <td>Normal</td>
      <td>Female</td>
      <td>Electronic accessories</td>
      <td>15.28</td>
      <td>5</td>
      <td>3.8200</td>
      <td>80.2200</td>
      <td>3/8/2019</td>
      <td>10:29</td>
      <td>Cash</td>
      <td>76.40</td>
      <td>4.761905</td>
      <td>3.8200</td>
      <td>9.6</td>
    </tr>
    <tr>
      <th>2</th>
      <td>631-41-3108</td>
      <td>A</td>
      <td>Yangon</td>
      <td>Normal</td>
      <td>Male</td>
      <td>Home and lifestyle</td>
      <td>46.33</td>
      <td>7</td>
      <td>16.2155</td>
      <td>340.5255</td>
      <td>3/3/2019</td>
      <td>13:23</td>
      <td>Credit card</td>
      <td>324.31</td>
      <td>4.761905</td>
      <td>16.2155</td>
      <td>7.4</td>
    </tr>
    <tr>
      <th>3</th>
      <td>123-19-1176</td>
      <td>A</td>
      <td>Yangon</td>
      <td>Member</td>
      <td>Male</td>
      <td>Health and beauty</td>
      <td>58.22</td>
      <td>8</td>
      <td>23.2880</td>
      <td>489.0480</td>
      <td>1/27/2019</td>
      <td>20:33</td>
      <td>Ewallet</td>
      <td>465.76</td>
      <td>4.761905</td>
      <td>23.2880</td>
      <td>8.4</td>
    </tr>
    <tr>
      <th>4</th>
      <td>373-73-7910</td>
      <td>A</td>
      <td>Yangon</td>
      <td>Normal</td>
      <td>Male</td>
      <td>Sports and travel</td>
      <td>86.31</td>
      <td>7</td>
      <td>30.2085</td>
      <td>634.3785</td>
      <td>2/8/2019</td>
      <td>10:37</td>
      <td>Ewallet</td>
      <td>604.17</td>
      <td>4.761905</td>
      <td>30.2085</td>
      <td>5.3</td>
    </tr>
  </tbody>
</table>
</div>

    Invoice ID Branch       City Customer type  Gender  \
0  750-67-8428      A     Yangon        Member  Female   
1  226-31-3081      C  Naypyitaw        Normal  Female   
2  631-41-3108      A     Yangon        Normal    Male   
3  123-19-1176      A     Yangon        Member    Male   
4  373-73-7910      A     Yangon        Normal    Male   

             Product line  Unit price  Quantity   Tax 5%     Total       Date  \
0       Health and beauty       74.69         7  26.1415  548.9715   1/5/2019   
1  Electronic accessories       15.28         5   3.8200   80.2200   3/8/2019   
2      Home and lifestyle       46.33         7  16.2155  340.5255   3/3/2019   
3       Health and beauty       58.22         8  23.2880  489.0480  1/27/2019   
4       Sports and travel       86.31         7  30.2085  634.3785   2/8/2019   

    Time      Payment    cogs  gross margin percentage  gross income  Rating  
0  13:08      Ewallet  522.83                 4.761905       26.1415     9.1  
1  10:29         Cash   76.40                 4.761905        3.8200     9.6  
2  13:23  Credit card  324.31                 4.761905       16.2155     7.4  
3  20:33      Ewallet  465.76                 4.761905       23.2880     8.4  
4  10:37      Ewallet  604.17                 4.761905       30.2085     5.3  

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<table border="1" class="dataframe">
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      <th></th>
      <th>Invoice ID</th>
      <th>Branch</th>
      <th>City</th>
      <th>Customer type</th>
      <th>Gender</th>
      <th>Product line</th>
      <th>Unit price</th>
      <th>Quantity</th>
      <th>Tax 5%</th>
      <th>Total</th>
      <th>Date</th>
      <th>Time</th>
      <th>Payment</th>
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      <th>gross margin percentage</th>
      <th>gross income</th>
      <th>Rating</th>
      <th>Total Sales</th>
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      <th>0</th>
      <td>750-67-8428</td>
      <td>A</td>
      <td>Yangon</td>
      <td>Member</td>
      <td>Female</td>
      <td>Health and beauty</td>
      <td>74.69</td>
      <td>7</td>
      <td>26.1415</td>
      <td>548.9715</td>
      <td>1/5/2019</td>
      <td>13:08</td>
      <td>Ewallet</td>
      <td>522.83</td>
      <td>4.761905</td>
      <td>26.1415</td>
      <td>9.1</td>
      <td>522.83</td>
    </tr>
    <tr>
      <th>1</th>
      <td>226-31-3081</td>
      <td>C</td>
      <td>Naypyitaw</td>
      <td>Normal</td>
      <td>Female</td>
      <td>Electronic accessories</td>
      <td>15.28</td>
      <td>5</td>
      <td>3.8200</td>
      <td>80.2200</td>
      <td>3/8/2019</td>
      <td>10:29</td>
      <td>Cash</td>
      <td>76.40</td>
      <td>4.761905</td>
      <td>3.8200</td>
      <td>9.6</td>
      <td>76.40</td>
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    <tr>
      <th>2</th>
      <td>631-41-3108</td>
      <td>A</td>
      <td>Yangon</td>
      <td>Normal</td>
      <td>Male</td>
      <td>Home and lifestyle</td>
      <td>46.33</td>
      <td>7</td>
      <td>16.2155</td>
      <td>340.5255</td>
      <td>3/3/2019</td>
      <td>13:23</td>
      <td>Credit card</td>
      <td>324.31</td>
      <td>4.761905</td>
      <td>16.2155</td>
      <td>7.4</td>
      <td>324.31</td>
    </tr>
    <tr>
      <th>3</th>
      <td>123-19-1176</td>
      <td>A</td>
      <td>Yangon</td>
      <td>Member</td>
      <td>Male</td>
      <td>Health and beauty</td>
      <td>58.22</td>
      <td>8</td>
      <td>23.2880</td>
      <td>489.0480</td>
      <td>1/27/2019</td>
      <td>20:33</td>
      <td>Ewallet</td>
      <td>465.76</td>
      <td>4.761905</td>
      <td>23.2880</td>
      <td>8.4</td>
      <td>465.76</td>
    </tr>
    <tr>
      <th>4</th>
      <td>373-73-7910</td>
      <td>A</td>
      <td>Yangon</td>
      <td>Normal</td>
      <td>Male</td>
      <td>Sports and travel</td>
      <td>86.31</td>
      <td>7</td>
      <td>30.2085</td>
      <td>634.3785</td>
      <td>2/8/2019</td>
      <td>10:37</td>
      <td>Ewallet</td>
      <td>604.17</td>
      <td>4.761905</td>
      <td>30.2085</td>
      <td>5.3</td>
      <td>604.17</td>
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</div>

    Invoice ID Branch       City Customer type  Gender  \
0  750-67-8428      A     Yangon        Member  Female   
1  226-31-3081      C  Naypyitaw        Normal  Female   
2  631-41-3108      A     Yangon        Normal    Male   
3  123-19-1176      A     Yangon        Member    Male   
4  373-73-7910      A     Yangon        Normal    Male   

             Product line  Unit price  Quantity   Tax 5%     Total       Date  \
0       Health and beauty       74.69         7  26.1415  548.9715   1/5/2019   
1  Electronic accessories       15.28         5   3.8200   80.2200   3/8/2019   
2      Home and lifestyle       46.33         7  16.2155  340.5255   3/3/2019   
3       Health and beauty       58.22         8  23.2880  489.0480  1/27/2019   
4       Sports and travel       86.31         7  30.2085  634.3785   2/8/2019   

    Time      Payment    cogs  gross margin percentage  gross income  Rating  \
0  13:08      Ewallet  522.83                 4.761905       26.1415     9.1   
1  10:29         Cash   76.40                 4.761905        3.8200     9.6   
2  13:23  Credit card  324.31                 4.761905       16.2155     7.4   
3  20:33      Ewallet  465.76                 4.761905       23.2880     8.4   
4  10:37      Ewallet  604.17                 4.761905       30.2085     5.3   

   Total Sales  
0       522.83  
1        76.40  
2       324.31  
3       465.76  
4       604.17  

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      <td>Female</td>
      <td>25811.45</td>
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      <th>1</th>
      <td>Electronic accessories</td>
      <td>Male</td>
      <td>25938.58</td>
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      <td>Female</td>
      <td>28988.00</td>
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      <td>Male</td>
      <td>22731.90</td>
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      <th>4</th>
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      <td>Female</td>
      <td>31591.35</td>
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      <th>5</th>
      <td>Food and beverages</td>
      <td>Male</td>
      <td>21879.93</td>
    </tr>
    <tr>
      <th>6</th>
      <td>Health and beauty</td>
      <td>Female</td>
      <td>17677.13</td>
    </tr>
    <tr>
      <th>7</th>
      <td>Health and beauty</td>
      <td>Male</td>
      <td>29174.05</td>
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    <tr>
      <th>8</th>
      <td>Home and lifestyle</td>
      <td>Female</td>
      <td>28606.55</td>
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    <tr>
      <th>9</th>
      <td>Home and lifestyle</td>
      <td>Male</td>
      <td>22690.51</td>
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    <tr>
      <th>10</th>
      <td>Sports and travel</td>
      <td>Female</td>
      <td>27214.02</td>
    </tr>
    <tr>
      <th>11</th>
      <td>Sports and travel</td>
      <td>Male</td>
      <td>25283.91</td>
    </tr>
  </tbody>
</table>
</div>

              Product line  Gender  Total Sales
0   Electronic accessories  Female     25811.45
1   Electronic accessories    Male     25938.58
2      Fashion accessories  Female     28988.00
3      Fashion accessories    Male     22731.90
4       Food and beverages  Female     31591.35
5       Food and beverages    Male     21879.93
6        Health and beauty  Female     17677.13
7        Health and beauty    Male     29174.05
8       Home and lifestyle  Female     28606.55
9       Home and lifestyle    Male     22690.51
10       Sports and travel  Female     27214.02
11       Sports and travel    Male     25283.91

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      <th>Gender</th>
      <th>Total Sales</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Mandalay</td>
      <td>Female</td>
      <td>6095.57</td>
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      <th>1</th>
      <td>Mandalay</td>
      <td>Male</td>
      <td>12933.63</td>
    </tr>
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      <th>2</th>
      <td>Naypyitaw</td>
      <td>Female</td>
      <td>6138.80</td>
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      <td>Male</td>
      <td>9685.32</td>
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      <td>Female</td>
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    </tr>
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      <td>Male</td>
      <td>6555.10</td>
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</table>
</div>

        City  Gender  Total Sales
0   Mandalay  Female      6095.57
1   Mandalay    Male     12933.63
2  Naypyitaw  Female      6138.80
3  Naypyitaw    Male      9685.32
4     Yangon  Female      5442.76
5     Yangon    Male      6555.10

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Exploring Product Rating Distribution with Histogram Visualization

Rating distribution of products

Rating distribution by location

Total sales, by gender, by product line

Summary: Total Sales by Gender and Product Line

Visualize this for me

Show me health and beauty, total sales, by gender, by location