Difference between revisions of "APA Final Progress"
(2 intermediate revisions by the same user not shown) | |||
Line 11: | Line 11: | ||
[[APA_Project Overview|<font face ="Century Gothic" color="#000000"><strong> PROJECT OVERVIEW</strong></font>]] | [[APA_Project Overview|<font face ="Century Gothic" color="#000000"><strong> PROJECT OVERVIEW</strong></font>]] | ||
| style="border-bottom:2px solid #66ffcc; border-top:2px solid #66ffcc; background:#66ffcc;" width="1%" | | | style="border-bottom:2px solid #66ffcc; border-top:2px solid #66ffcc; background:#66ffcc;" width="1%" | | ||
− | | style="padding:0.3em; font-family:Helvetica; font-size:120%; border-bottom:2px solid #66ffcc; border-top:2px solid #66ffcc; background:# | + | | style="padding:0.3em; font-family:Helvetica; font-size:120%; border-bottom:2px solid #66ffcc; border-top:2px solid #66ffcc; background:#ffffff; text-align:center;" width="12%" | |
[[APA_Final_Progress|<font face ="Century Gothic" color="#66ffcc"><strong> METHODOLOGY</strong></font>]] | [[APA_Final_Progress|<font face ="Century Gothic" color="#66ffcc"><strong> METHODOLOGY</strong></font>]] | ||
| style="border-bottom:2px solid #66ffcc; border-top:2px solid #66ffcc; background:#66ffcc;" width="1%" | | | style="border-bottom:2px solid #66ffcc; border-top:2px solid #66ffcc; background:#66ffcc;" width="1%" | | ||
| style="padding:0.3em; font-family:Helvetica; font-size:120%; border-bottom:2px solid #66ffcc; border-top:2px solid #66ffcc; background:#66ffcc; text-align:center;" width="18%" | | | style="padding:0.3em; font-family:Helvetica; font-size:120%; border-bottom:2px solid #66ffcc; border-top:2px solid #66ffcc; background:#66ffcc; text-align:center;" width="18%" | | ||
− | [[APA_Project_Management|<font face ="Century Gothic" color="#000000"><strong> | + | [[APA_Feature Engineering|<font face ="Century Gothic" color="#000000"><strong> FEATURE ENGINEERING</strong></font>]] |
+ | | style="border-bottom:2px solid #66ffcc; border-top:2px solid #66ffcc; background:#66ffcc;" width="1%" | | ||
+ | | style="padding:0.3em; font-family:Helvetica; font-size:120%; border-bottom:4px solid #66ffcc; border-top:4px solid #66ffcc; background:#66ffcc; text-align:center;" width="18%" | | ||
+ | [[APA_Project_Management|<font face ="Century Gothic" color="#000000"><strong>CLASSIFICATION MODELLING </strong></font>]] | ||
| style="border-bottom:2px solid #66ffcc; border-top:2px solid #66ffcc; background:#66ffcc;" width="1%" | | | style="border-bottom:2px solid #66ffcc; border-top:2px solid #66ffcc; background:#66ffcc;" width="1%" | | ||
| style="padding:0.3em; font-family:Helvetica; font-size:120%; border-bottom:2px solid #66ffcc; border-top:2px solid #66ffcc; background:#66ffcc; text-align:center;" width="12%" | | | style="padding:0.3em; font-family:Helvetica; font-size:120%; border-bottom:2px solid #66ffcc; border-top:2px solid #66ffcc; background:#66ffcc; text-align:center;" width="12%" | | ||
[[APA_Documentation|<font face ="Century Gothic" color="#000000"><strong> DOCUMENTATION</strong></font>]] | [[APA_Documentation|<font face ="Century Gothic" color="#000000"><strong> DOCUMENTATION</strong></font>]] | ||
| style="border-bottom:2px solid #66ffcc; border-top:2px solid #66ffcc; background:#66ffcc;" width="1%" | | | style="border-bottom:2px solid #66ffcc; border-top:2px solid #66ffcc; background:#66ffcc;" width="1%" | | ||
− | | style="padding:0.3em; font-family:Helvetica; font-size:120%; border-bottom:2px solid # | + | | style="padding:0.3em; font-family:Helvetica; font-size:120%; border-bottom:2px solid #45c198; border-top:2px solid #45c198; background:#66ffcc; text-align:center;" width="17%" | |
− | |||
− | |||
− | |||
[[ANLY482_AY2016-17_Term_2|<font face ="Century Gothic" color="#000000"><strong>OTHER PROJECTS</strong></font>]] | [[ANLY482_AY2016-17_Term_2|<font face ="Century Gothic" color="#000000"><strong>OTHER PROJECTS</strong></font>]] | ||
| style="border-bottom:2px solid #66ffcc; border-top:2px solid #66ffcc; background:#66ffcc;" width="1%" | | | style="border-bottom:2px solid #66ffcc; border-top:2px solid #66ffcc; background:#66ffcc;" width="1%" | | ||
Line 243: | Line 243: | ||
Figure above shows that Hana Owens is connected to high level employees like Manish Goel and Adesh Goel. <br> | Figure above shows that Hana Owens is connected to high level employees like Manish Goel and Adesh Goel. <br> | ||
'''Degree Centrality'''<br> | '''Degree Centrality'''<br> | ||
− | Degree centrality was applied to the social network created using email data where the edges had no weights and the graph below was derived. It can be observed that degree centrality is similar to out degree and in degree results. Thus, the study will just consider degree centrality for social network comparison instead of focusing on in-degree and out-degree. | + | Degree centrality was applied to the social network created using email data where the edges had no weights and the graph below was derived. It can be observed that degree centrality is similar to out degree and in degree results. Thus, the study will just consider degree centrality for social network comparison instead of focusing on in-degree and out-degree. <br> |
[[Image:deg.png|400px]]<br> | [[Image:deg.png|400px]]<br> | ||
'''Closeness Centrality''' <br> | '''Closeness Centrality''' <br> | ||
− | Closeness centrality was applied to the social network created using email data where the edges had no weights and the Figure below was derived.It can be observed that Closeness Centrality shows very less variation among the employees. Thus, the study will not consider closeness centrality for social network comparison. | + | Closeness centrality was applied to the social network created using email data where the edges had no weights and the Figure below was derived.It can be observed that Closeness Centrality shows very less variation among the employees. Thus, the study will not consider closeness centrality for social network comparison.<br> |
[[Image:clo.png|400px]]<br> | [[Image:clo.png|400px]]<br> | ||
'''Correlation Analysis'''<br> | '''Correlation Analysis'''<br> | ||
Line 256: | Line 256: | ||
{|style="width:100%;vertical-align:top;margin-top:20px;" | {|style="width:100%;vertical-align:top;margin-top:20px;" | ||
|- | |- | ||
− | |style="vertical-align:top;width:30%;" | <div style="background: #10d0e5; padding: 13px; font-weight: bold; text-align:center; line-height: wrap_content; text-indent: 20px;font-size:20px; font-family:helvetica"> <font color= #ffffff> | + | |style="vertical-align:top;width:30%;" | <div style="background: #10d0e5; padding: 13px; font-weight: bold; text-align:center; line-height: wrap_content; text-indent: 20px;font-size:20px; font-family:helvetica"> <font color= #ffffff>Feature Engineering + Survey </font></div><br/> |
Line 272: | Line 272: | ||
<br> | <br> | ||
− | <big>'''You may view the'''</big>[https://smusg.asia.qualtrics.com/jfe/form/SV_6eVxySZKg8NAW2N <font face ="Century Gothic" color="#00C5CD"><strong><i><big>survey here.</big></i></strong></font>] | + | <big>'''You may view the'''</big> [https://smusg.asia.qualtrics.com/jfe/form/SV_6eVxySZKg8NAW2N <font face ="Century Gothic" color="#00C5CD"><strong><i><big>survey here.</big></i></strong></font>] <br> |
+ | |||
+ | {|style="width:100%;vertical-align:top;margin-top:20px;" | ||
+ | |- | ||
+ | |style="vertical-align:top;width:30%;" | <div style="background: #10d0e5; padding: 13px; font-weight: bold; text-align:center; line-height: wrap_content; text-indent: 20px;font-size:20px; font-family:helvetica"> <font color= #ffffff>Classification Modelling </font></div><br/> | ||
+ | <br> | ||
+ | |||
+ | <center> | ||
+ | Click on [[APA_Project_Management|<font face ="Century Gothic" color="#00C5CD"><strong><i> CLASSIFICATION MODELLING</i></strong></font>]] for more details. | ||
+ | </center> | ||
+ | |||
+ | <br> |
Latest revision as of 19:47, 23 April 2017
Data Email Data
Cleaning Email Data
4. Removing unnecessary columns such as:
After the cleaning of data, there were 29,797 rows of data with no missing data instances.
Staff and Email Data Comparison
Cleaning survey data
|