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      <th></th>
      <th>Unnamed: 0</th>
      <th>Number</th>
      <th>Name_of_Covered_Entity</th>
      <th>State</th>
      <th>Business_Associate_Involved</th>
      <th>Individuals_Affected</th>
      <th>Date_of_Breach</th>
      <th>Type_of_Breach</th>
      <th>Location_of_Breached_Information</th>
      <th>Date_Posted_or_Updated</th>
      <th>Summary</th>
      <th>breach_start</th>
      <th>breach_end</th>
      <th>year</th>
      <th>Entity</th>
      <th>Year.1</th>
      <th>Records</th>
      <th>Organization type</th>
      <th>Method</th>
      <th>Sources</th>
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    <tr>
      <th>0</th>
      <td>1</td>
      <td>0</td>
      <td>Brooke Army Medical Center</td>
      <td>TX</td>
      <td>MedAssets</td>
      <td>10000</td>
      <td>10/16/2009</td>
      <td>Theft</td>
      <td>Paper</td>
      <td>30/06/2014</td>
      <td>A binder containing the protected health infor...</td>
      <td>16/10/2009</td>
      <td>01/10/2012</td>
      <td>20090</td>
      <td>Facebook</td>
      <td>2011.0</td>
      <td>unknown</td>
      <td>web</td>
      <td>hacked</td>
      <td>[36]</td>
    </tr>
    <tr>
      <th>1</th>
      <td>2</td>
      <td>10</td>
      <td>Mid America Kidney Stone Association, LLC</td>
      <td>MO</td>
      <td>MedAssets</td>
      <td>10000</td>
      <td>9/22/2009</td>
      <td>Theft</td>
      <td>Network Server</td>
      <td>30/05/2014</td>
      <td>Five desktop computers containing unencrypted ...</td>
      <td>22/09/2009</td>
      <td>01/10/2012</td>
      <td>20090</td>
      <td>Facebook</td>
      <td>2011.0</td>
      <td>unknown</td>
      <td>web</td>
      <td>hacked</td>
      <td>[36]</td>
    </tr>
    <tr>
      <th>2</th>
      <td>3</td>
      <td>20</td>
      <td>Alaska Department of Health and Social Services</td>
      <td>AK</td>
      <td>MedAssets</td>
      <td>5010</td>
      <td>10/12/2009</td>
      <td>Theft</td>
      <td>Other Portable Electronic Device, Other</td>
      <td>23/01/2014</td>
      <td>The covered entity (CE), Long Island Consultat...</td>
      <td>12/10/2009</td>
      <td>01/10/2012</td>
      <td>20090</td>
      <td>Facebook</td>
      <td>2011.0</td>
      <td>unknown</td>
      <td>web</td>
      <td>hacked</td>
      <td>[36]</td>
    </tr>
    <tr>
      <th>3</th>
      <td>4</td>
      <td>30</td>
      <td>Health Services for Children with Special Need...</td>
      <td>DC</td>
      <td>MedAssets</td>
      <td>38000</td>
      <td>10/9/2009</td>
      <td>Loss</td>
      <td>Laptop</td>
      <td>23/01/2014</td>
      <td>A laptop was lost by an employee while in tran...</td>
      <td>09/10/2009</td>
      <td>01/10/2012</td>
      <td>20090</td>
      <td>Facebook</td>
      <td>2011.0</td>
      <td>unknown</td>
      <td>web</td>
      <td>hacked</td>
      <td>[36]</td>
    </tr>
    <tr>
      <th>4</th>
      <td>5</td>
      <td>40</td>
      <td>L. Douglas Carlson, M.D.</td>
      <td>CA</td>
      <td>MedAssets</td>
      <td>52570</td>
      <td>9/27/2009</td>
      <td>Theft</td>
      <td>Desktop Computer</td>
      <td>23/01/2014</td>
      <td>A shared Computer that was used for backup was...</td>
      <td>27/09/2009</td>
      <td>01/10/2012</td>
      <td>20090</td>
      <td>Facebook</td>
      <td>2011.0</td>
      <td>unknown</td>
      <td>web</td>
      <td>hacked</td>
      <td>[36]</td>
    </tr>
  </tbody>
</table>
</div>

   Unnamed: 0  Number                             Name_of_Covered_Entity  \
0           1       0                         Brooke Army Medical Center   
1           2      10          Mid America Kidney Stone Association, LLC   
2           3      20    Alaska Department of Health and Social Services   
3           4      30  Health Services for Children with Special Need...   
4           5      40                           L. Douglas Carlson, M.D.   

  State Business_Associate_Involved  Individuals_Affected Date_of_Breach  \
0    TX                   MedAssets                 10000     10/16/2009   
1    MO                   MedAssets                 10000      9/22/2009   
2    AK                   MedAssets                  5010     10/12/2009   
3    DC                   MedAssets                 38000      10/9/2009   
4    CA                   MedAssets                 52570      9/27/2009   

  Type_of_Breach         Location_of_Breached_Information  \
0          Theft                                    Paper   
1          Theft                           Network Server   
2          Theft  Other Portable Electronic Device, Other   
3           Loss                                   Laptop   
4          Theft                         Desktop Computer   

  Date_Posted_or_Updated                                            Summary  \
0             30/06/2014  A binder containing the protected health infor...   
1             30/05/2014  Five desktop computers containing unencrypted ...   
2             23/01/2014  The covered entity (CE), Long Island Consultat...   
3             23/01/2014  A laptop was lost by an employee while in tran...   
4             23/01/2014  A shared Computer that was used for backup was...   

  breach_start  breach_end   year    Entity  Year.1  Records  \
0   16/10/2009  01/10/2012  20090  Facebook  2011.0  unknown   
1   22/09/2009  01/10/2012  20090  Facebook  2011.0  unknown   
2   12/10/2009  01/10/2012  20090  Facebook  2011.0  unknown   
3   09/10/2009  01/10/2012  20090  Facebook  2011.0  unknown   
4   27/09/2009  01/10/2012  20090  Facebook  2011.0  unknown   

  Organization type  Method Sources  
0               web  hacked    [36]  
1               web  hacked    [36]  
2               web  hacked    [36]  
3               web  hacked    [36]  
4               web  hacked    [36]  

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Date conversion successful.
  Date_of_Breach
0     2009-10-16
1     2009-09-22
2     2009-10-12
3     2009-10-09
4     2009-09-27


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Business_Associate_Involved
MedAssets                              1142
StayWell Health Management, LLC           5
Futurity First Insurance Group            4
Clearpoint Design, Inc.                   4
HealthPartners Administrators, Inc.       3
Name: count, dtype: int64

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Type_of_Breach
Theft                                                         868
Unauthorized Access/Disclosure                                148
Other                                                          91
Loss                                                           85
Hacking/IT Incident                                            75
Improper Disposal                                              38
Theft, Unauthorized Access/Disclosure                          26
Theft, Loss                                                    15
Unknown                                                        10
Unauthorized Access/Disclosure, Hacking/IT Incident             9
Unauthorized Access/Disclosure, Other                           8
Loss, Unauthorized Access/Disclosure                            5
Theft, Other                                                    5
Theft, Unauthorized Access/Disclosure, Hacking/IT Incident      3
Loss, Improper Disposal                                         3
Unauthorized Access/Disclosure                                  2
Loss, Other                                                     2
Loss, Unknown                                                   2
Unknown, Other                                                  2
Theft, Loss, Improper Disposal                                  1
Hacking/IT Incident, Other                                      1
Loss, Unauthorized Access/Disclosure, Unknown                   1
Theft, Loss, Unauthorized Access/Disclosure, Unknown            1
Theft, Hacking/IT Incident                                      1
Unauthorized Access/Disclosure, Hacking/IT Incident, Other      1
Theft, Loss, Other                                              1
Theft, Unauthorized Access/Disclosure, Other                    1
Theft, Improper Disposal, Unauthorized Access/Disclosure        1
Improper Disposal, Unauthorized Access/Disclosure               1
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Analyzing Breach Data: Loading, Cleaning, and Visualizing Breach Types

What are the most common types of breaches?

Can you show the trend of breaches over time?

Can you analyze the most affected states?

What are the top business associates involved in breaches?

Can you visualize the breaches by location?

Are business associates often involved in security breaches?

Can you analyze the types of breaches?

Can you show the distribution of breaches by entity type?

What is the most common type of breach?

How many individuals were affected by these breaches?