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Hands-On Activity: Analyzing usage data and comments from Google Analytics
and YouTube
Group notes from the Health OER Tech Africa October 2012 conference. These notes are shared
under a Creative Commons Attribution 3.0 License.

Participants include: Emmanuel Kusi Achampong, Enoch Allotey, Rosemond Aryeetey, Yetemwork Benti,
Gregory Doyle, Wisdom Dzikunu, Ted Hanss, Moro Ismaila, Roman Kanobana, Prince Kpasra, Saeed
Majeed, John Marfo, Fundile Nkunge, Nyemitei Odjidja, Tom Olewe, Kathleen Omollo, Benjamin
Prempeh, Adam Rahman, Nicole Southgate, Monge Tlaka, Chris Yebuah

Part I: Overview of how to pull views, other usage data from Google Analytics and YouTube
    â—Ź Google Analytics
            â—‹ views, visits, downloads (individual and bulk) - all over time, by geographic area, by
                course/resource, referrals
                    â–  How to get the data
                           â—Ź Google Analytics Data Feed Query Explorer:
                               http://code.google.com/apis/analytics/docs/gdata/gdataExplorer.html
                           â—Ź Can also write script - http://code.google.com/p/gdata-python-client/ >
                               Google Analytics API
    â—Ź YouTube
            â—‹ Pull views, social media, comment data
                    â–  How to get the data:
                           â—Ź http://www.youtube.com/my_videos > Analytics
                           â—Ź Can also write script - http://code.google.com/p/gdata-python-client/ >
                               YouTube Data API; http://gdata-samples-youtube-search-
                               py.appspot.com/
                           â—Ź Example scripts:
                                    â—‹ https://www.dropbox.com/sh/4rdmj0wfjykef4j/cE5lZrkcP0

Part II: Analyze YouTube data exports from Health OER Network partnership institutions
    • Download CSV files from https://www.dropbox.com/sh/4rdmj0wfjykef4j/cE5lZrkcP0 for video data
         by tag and by channel
             o All videos tagged “healthoernetwork”
                      Search in browser: http://www.youtube.com/results?
                         search_query=healthoernetwork&search=tag
                      Feed URL for script: http://gdata.youtube.com/feeds/api/videos?
                         vq=healthoernetwork&search=tag&racy=include&orderby=viewCount&max-
                         results=50
             o OpenMichigan channel
                      http://www.youtube.com/user/openmichigan (262 videos)
                      http://gdata.youtube.com/feeds/api/users/openmichigan/uploads
             o OERAfrica channel
                      http://www.youtube.com/user/oerafrica (300 videos)
                      http://gdata.youtube.com/feeds/api/users/oerafrica/uploads
             o KNUSTOER channel
                      http://www.youtube.com/user/knustoer (77 videos)
                      http://gdata.youtube.com/feeds/api/users/knustoer/uploads
             o HealthOERUCT channel
                      http://www.youtube.com/user/healthoeruct (2 videos)
                      http://gdata.youtube.com/feeds/api/users/healthoeruct/uploads
                      Data: http://dl.dropbox.com/u/7398320/2012_10_04%20-healthoeruct-YouTube-
                         Videos.csv
    • Use your analysis tool of choice
             o Microsoft Excel, Google Fusion Tables (http://www.google.com/fusiontables/Home/)



                                                                                                       1
Hands-On Activity: Analyzing usage data and comments from Google Analytics
and YouTube
              or other spreadsheet tool
          o Wordle.net - word cloud
   •   Answer some research questions
          o What are the most popular videos?
          o Totals (videos? Views? Durations?)
          o Are people rating videos?
          o Are they commenting on videos? What are they saying?
          o How does usage compare across channels?

Part III: Small Groups to Report Back Results




Figure 1 Number of views by video title, videos tagged healthoernetwork




                                                                             2
Hands-On Activity: Analyzing usage data and comments from Google Analytics
and YouTube




Figure 2 Word frequency cloud of video comments, videos tagged healthoernetwork, created using
wordle.net




Figure 3 Frequency of publication dates for videos, videos tagged healthoernetwork, created using
wordle.net

Figure 4 Top 20 Most-Viewed Videos, videos tagged healthoernetwork



                                                                                                    3
Hands-On Activity: Analyzing usage data and comments from Google Analytics
and YouTube

                      "Examination of the Pregnant Woman: Examination of the   23
  1   "DrAGfaLlTlk"   pregnant abdomen"                                         6   239456




                                                                                       4
Hands-On Activity: Analyzing usage data and comments from Google Analytics
and YouTube

                      "Episiotomy Repair: Infiltration anaesthesia at the time of
  2   "9u9A2mktG7s"   crowning"                                                     74   205795

                      "Obstetrics and Gynaecology : Clinical Examinations           82
  3   "xQncPj2nwRg"   Collection - Pelvic Examination"                               7   183815

                      "Obstetrics and Gynaecology - Episiotomy Repair:
  4   "p7wA-65qezs"   Introduction to the learning module"                          74   169171

                                                                                    40
  5   "kvQWKcMdyS4"   "Real-Time Polymerase Chain Reaction (PCR)"                    5   120948

                      "Examination of the Pregnant Woman: Examination of the        17
  6   "RncWwulYGTA"   chest"                                                         4   107497

                                                                                    11
  7   "RRbuz3VQ100"   "Enzyme-Linked Immunosorbent Assay (ELISA)"                    0   101291

                      "Obstetrics and Gynaecology - Episiotomy Repair:
  8   "A7cvt51kDNg"   Delivery and examination of the placenta"                     87    94581

  9   "HfqCcUSM314"   "Episiotomy Repair: Suturing of the muscle layer"             72    87128

                                                                                    41
 10   "vmlLj1aLZ7s"   "Intro to Polymerase Chain Reaction (PCR)"                     6    68779

      "4W_4N_EOMxw
 11   "               "Total Abdominal Hysterectomy: Catheterisation"               54    66685

                      "Total Abdominal Hysterectomy: Clamping, cutting, and         35
 12   "We59HczAquk"   ligating the cardinal ligaments and vagina angl"               9    60082

                      "Examination of the Pregnant Woman: Reporting the             17
 13   "HlsjRsemzLI"   Obstetric Abdominal Examination"                               0    53290

                      "Total Abdominal Hysterectomy: Incision and opening of        15
 14   "u4CTBRXk7tk"   the pelvic cavity"                                             6    40042

                      "Caesarean Section: Delivery of the baby and placenta         15
 15   "XQyEurCmfYA"   and cleaning the uterine cavity"                               3    39721

                      "Obstetrics and Gynaecology - Total Abdominal
 16   "ZJRkPJwY_0w"   Hysterectomy Catheterisation"                                 55    38499

                                                                                    13
 17   "D1MMlaDm5t0"   "Episiotomy Repair: Episiotomy and delivery of the baby"       6    38421

                                                                                    12
 18   "70TPrfL_8-M"   "Enzyme immunoassay (EIA) to detect antigens"                  6    36039

 19   "VLhMXFE5y8A"   "Episiotomy Repair: Inspection of the repair"                 18    35234

 20   "QRMOT94KfbE"   "Episiotomy Repair: Suturing of the vaginal mucosa"           24    25430



                                                                                            5
Hands-On Activity: Analyzing usage data and comments from Google Analytics
and YouTube

                                                                                           1

Figure 5 Longest 20 Videos by Running Time/Length, duration measured in seconds, videos
tagged healthoernetwork
 Ranking    Video ID           Video Title                                                     Duration

                               "Health OER: Harnessing OER to Develop Health
     230    "kM6tFDMngNE"      Education Systems in Africa"                                       5311

     126    "-fGBoacMRxE"      "KNUST OER Instructional Design Framework"                         3748

     152    "R-PhhVl706g"      "Ear, Nose and Throat (ENT) tutorial"                              3043

                               "OER @ College of Health Sciences, University of Ghana
     130    "wQyDkzlrNrk"      (2010)"                                                            1888

            "eFB4NUMwpwo       "OER @ College of Health Sciences, University of Ghana
     282    "                  (2010)"                                                            1888

                               "OER in Action: A Look at KNUST (full-length version)
       92   "CBUjlppWlZU"      (2009)"                                                            1383

       94   "NN6jcsZYkC0"      "Surgery - Examination of the Goitre"                              1358

                               "Paediatrics : Clinical Examinations - General Physical
       28   "Cp8KIOEZIJo"      Examination"                                                       1142

                               "Course: Virology - Introduction to Virology and Viral
       91   "qvY-cWGkfXM"      Infections - video 5"                                              1133

                               "Paediatrics : Clinical Examinations - Examination of the
       75   "MRP9ghc9wis"      New Born: Part 2"                                                  1117

       39   "UfTNZcyUpwY"      "Surgery - Breast Examination"                                     1053

                               "Paediatrics : Clinical Examinations - Examination of the
       69   "qcLiWSkS0uY"      New Born: Part 1"                                                  1046

       38   "I8hRl68Lp8c"      "Surgery - Examination of the Abdomen"                              994

                               "Paediatrics : Clinical Examinations - Examination of the
       64   "QK4qk_2eW_0"      Musculoskeletal System"                                             990

                               "Paediatrics : Clinical Examinations - Examination of the
       84   "-NyP5O6tPRM"      Peripheral Nervous System (PNS)"                                    947

       81   "auKY3TeQJIs"      "Surgery - Examination of the Lump"                                 927

                               "Respiratory sedative & expectorant. Keywords - Skunk
     238    "tvHpNb4OYEU"      Cabbage Symploca [NPR AUDIO 4-21-2012]"                             924

       32   "ePlMwEgfAro"      "Paediatrics : Clinical Examinations - Examination of the           915




                                                                                                    6
Hands-On Activity: Analyzing usage data and comments from Google Analytics
and YouTube

                                  Cardiovascular System"

                                  "Course: Virology - Introduction to Virology and Viral
         76   "j-JLBi_HrBE"       Infections - video 3"                                           896



Figure 6 Percentage of videos with comments, videos tagged healthoernetwork
These two were done by using the countif command and converting the result into percentages.
Rating
0 = 197                       63.5%
No comment 248                        = 80%



Figure 7 Statistical analyses of views, videos from KNUSTOER Youtube channel, table created
using Descriptive statistics from the Data analysis tool pack in Excel

                              Column1



  Mean                                                                                           733.4

  Standard Error                                                                           174.2563699

  Median                                                                                          186

  Mode                                                                                                 8

  Standard Deviation                                                                       1232.178608

  Sample Variance                                                                          1518264.122

  Kurtosis                                                                                 9.219763358

  Skewness                                                                                 2.845690461

  Range                                                                                          5919

  Minimum                                                                                              1

  Maximum                                                                                        5920

  Sum                                                                                           36670

  Count                                                                                            50

  Confidence Level(95.0%)                                                                  350.1812793




                                                                                                   7

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Activity - Exporting and Analyzing YouTube Data

  • 1. Hands-On Activity: Analyzing usage data and comments from Google Analytics and YouTube Group notes from the Health OER Tech Africa October 2012 conference. These notes are shared under a Creative Commons Attribution 3.0 License. Participants include: Emmanuel Kusi Achampong, Enoch Allotey, Rosemond Aryeetey, Yetemwork Benti, Gregory Doyle, Wisdom Dzikunu, Ted Hanss, Moro Ismaila, Roman Kanobana, Prince Kpasra, Saeed Majeed, John Marfo, Fundile Nkunge, Nyemitei Odjidja, Tom Olewe, Kathleen Omollo, Benjamin Prempeh, Adam Rahman, Nicole Southgate, Monge Tlaka, Chris Yebuah Part I: Overview of how to pull views, other usage data from Google Analytics and YouTube â—Ź Google Analytics â—‹ views, visits, downloads (individual and bulk) - all over time, by geographic area, by course/resource, referrals â–  How to get the data â—Ź Google Analytics Data Feed Query Explorer: http://code.google.com/apis/analytics/docs/gdata/gdataExplorer.html â—Ź Can also write script - http://code.google.com/p/gdata-python-client/ > Google Analytics API â—Ź YouTube â—‹ Pull views, social media, comment data â–  How to get the data: â—Ź http://www.youtube.com/my_videos > Analytics â—Ź Can also write script - http://code.google.com/p/gdata-python-client/ > YouTube Data API; http://gdata-samples-youtube-search- py.appspot.com/ â—Ź Example scripts: â—‹ https://www.dropbox.com/sh/4rdmj0wfjykef4j/cE5lZrkcP0 Part II: Analyze YouTube data exports from Health OER Network partnership institutions • Download CSV files from https://www.dropbox.com/sh/4rdmj0wfjykef4j/cE5lZrkcP0 for video data by tag and by channel o All videos tagged “healthoernetwork”  Search in browser: http://www.youtube.com/results? search_query=healthoernetwork&search=tag  Feed URL for script: http://gdata.youtube.com/feeds/api/videos? vq=healthoernetwork&search=tag&racy=include&orderby=viewCount&max- results=50 o OpenMichigan channel  http://www.youtube.com/user/openmichigan (262 videos)  http://gdata.youtube.com/feeds/api/users/openmichigan/uploads o OERAfrica channel  http://www.youtube.com/user/oerafrica (300 videos)  http://gdata.youtube.com/feeds/api/users/oerafrica/uploads o KNUSTOER channel  http://www.youtube.com/user/knustoer (77 videos)  http://gdata.youtube.com/feeds/api/users/knustoer/uploads o HealthOERUCT channel  http://www.youtube.com/user/healthoeruct (2 videos)  http://gdata.youtube.com/feeds/api/users/healthoeruct/uploads  Data: http://dl.dropbox.com/u/7398320/2012_10_04%20-healthoeruct-YouTube- Videos.csv • Use your analysis tool of choice o Microsoft Excel, Google Fusion Tables (http://www.google.com/fusiontables/Home/) 1
  • 2. Hands-On Activity: Analyzing usage data and comments from Google Analytics and YouTube or other spreadsheet tool o Wordle.net - word cloud • Answer some research questions o What are the most popular videos? o Totals (videos? Views? Durations?) o Are people rating videos? o Are they commenting on videos? What are they saying? o How does usage compare across channels? Part III: Small Groups to Report Back Results Figure 1 Number of views by video title, videos tagged healthoernetwork 2
  • 3. Hands-On Activity: Analyzing usage data and comments from Google Analytics and YouTube Figure 2 Word frequency cloud of video comments, videos tagged healthoernetwork, created using wordle.net Figure 3 Frequency of publication dates for videos, videos tagged healthoernetwork, created using wordle.net Figure 4 Top 20 Most-Viewed Videos, videos tagged healthoernetwork 3
  • 4. Hands-On Activity: Analyzing usage data and comments from Google Analytics and YouTube "Examination of the Pregnant Woman: Examination of the 23 1 "DrAGfaLlTlk" pregnant abdomen" 6 239456 4
  • 5. Hands-On Activity: Analyzing usage data and comments from Google Analytics and YouTube "Episiotomy Repair: Infiltration anaesthesia at the time of 2 "9u9A2mktG7s" crowning" 74 205795 "Obstetrics and Gynaecology : Clinical Examinations 82 3 "xQncPj2nwRg" Collection - Pelvic Examination" 7 183815 "Obstetrics and Gynaecology - Episiotomy Repair: 4 "p7wA-65qezs" Introduction to the learning module" 74 169171 40 5 "kvQWKcMdyS4" "Real-Time Polymerase Chain Reaction (PCR)" 5 120948 "Examination of the Pregnant Woman: Examination of the 17 6 "RncWwulYGTA" chest" 4 107497 11 7 "RRbuz3VQ100" "Enzyme-Linked Immunosorbent Assay (ELISA)" 0 101291 "Obstetrics and Gynaecology - Episiotomy Repair: 8 "A7cvt51kDNg" Delivery and examination of the placenta" 87 94581 9 "HfqCcUSM314" "Episiotomy Repair: Suturing of the muscle layer" 72 87128 41 10 "vmlLj1aLZ7s" "Intro to Polymerase Chain Reaction (PCR)" 6 68779 "4W_4N_EOMxw 11 " "Total Abdominal Hysterectomy: Catheterisation" 54 66685 "Total Abdominal Hysterectomy: Clamping, cutting, and 35 12 "We59HczAquk" ligating the cardinal ligaments and vagina angl" 9 60082 "Examination of the Pregnant Woman: Reporting the 17 13 "HlsjRsemzLI" Obstetric Abdominal Examination" 0 53290 "Total Abdominal Hysterectomy: Incision and opening of 15 14 "u4CTBRXk7tk" the pelvic cavity" 6 40042 "Caesarean Section: Delivery of the baby and placenta 15 15 "XQyEurCmfYA" and cleaning the uterine cavity" 3 39721 "Obstetrics and Gynaecology - Total Abdominal 16 "ZJRkPJwY_0w" Hysterectomy Catheterisation" 55 38499 13 17 "D1MMlaDm5t0" "Episiotomy Repair: Episiotomy and delivery of the baby" 6 38421 12 18 "70TPrfL_8-M" "Enzyme immunoassay (EIA) to detect antigens" 6 36039 19 "VLhMXFE5y8A" "Episiotomy Repair: Inspection of the repair" 18 35234 20 "QRMOT94KfbE" "Episiotomy Repair: Suturing of the vaginal mucosa" 24 25430 5
  • 6. Hands-On Activity: Analyzing usage data and comments from Google Analytics and YouTube 1 Figure 5 Longest 20 Videos by Running Time/Length, duration measured in seconds, videos tagged healthoernetwork Ranking Video ID Video Title Duration "Health OER: Harnessing OER to Develop Health 230 "kM6tFDMngNE" Education Systems in Africa" 5311 126 "-fGBoacMRxE" "KNUST OER Instructional Design Framework" 3748 152 "R-PhhVl706g" "Ear, Nose and Throat (ENT) tutorial" 3043 "OER @ College of Health Sciences, University of Ghana 130 "wQyDkzlrNrk" (2010)" 1888 "eFB4NUMwpwo "OER @ College of Health Sciences, University of Ghana 282 " (2010)" 1888 "OER in Action: A Look at KNUST (full-length version) 92 "CBUjlppWlZU" (2009)" 1383 94 "NN6jcsZYkC0" "Surgery - Examination of the Goitre" 1358 "Paediatrics : Clinical Examinations - General Physical 28 "Cp8KIOEZIJo" Examination" 1142 "Course: Virology - Introduction to Virology and Viral 91 "qvY-cWGkfXM" Infections - video 5" 1133 "Paediatrics : Clinical Examinations - Examination of the 75 "MRP9ghc9wis" New Born: Part 2" 1117 39 "UfTNZcyUpwY" "Surgery - Breast Examination" 1053 "Paediatrics : Clinical Examinations - Examination of the 69 "qcLiWSkS0uY" New Born: Part 1" 1046 38 "I8hRl68Lp8c" "Surgery - Examination of the Abdomen" 994 "Paediatrics : Clinical Examinations - Examination of the 64 "QK4qk_2eW_0" Musculoskeletal System" 990 "Paediatrics : Clinical Examinations - Examination of the 84 "-NyP5O6tPRM" Peripheral Nervous System (PNS)" 947 81 "auKY3TeQJIs" "Surgery - Examination of the Lump" 927 "Respiratory sedative & expectorant. Keywords - Skunk 238 "tvHpNb4OYEU" Cabbage Symploca [NPR AUDIO 4-21-2012]" 924 32 "ePlMwEgfAro" "Paediatrics : Clinical Examinations - Examination of the 915 6
  • 7. Hands-On Activity: Analyzing usage data and comments from Google Analytics and YouTube Cardiovascular System" "Course: Virology - Introduction to Virology and Viral 76 "j-JLBi_HrBE" Infections - video 3" 896 Figure 6 Percentage of videos with comments, videos tagged healthoernetwork These two were done by using the countif command and converting the result into percentages. Rating 0 = 197 63.5% No comment 248 = 80% Figure 7 Statistical analyses of views, videos from KNUSTOER Youtube channel, table created using Descriptive statistics from the Data analysis tool pack in Excel Column1 Mean 733.4 Standard Error 174.2563699 Median 186 Mode 8 Standard Deviation 1232.178608 Sample Variance 1518264.122 Kurtosis 9.219763358 Skewness 2.845690461 Range 5919 Minimum 1 Maximum 5920 Sum 36670 Count 50 Confidence Level(95.0%) 350.1812793 7