The ennet package also includes analytic functions that summarises the text data available from the en-net online forum. Currently, there are four analytic functions available from ennet:
count_topics - function to count the number of topics or questions by theme and date;
count_authors - function to count the number of topics attributed to a specific author;
arrange_views - function to arrange topics by number of views; and,
arrange_replies - function to arrange topics by number of replies.
Summarising the number of topics or questions raised within the en-net online forum is basic and useful analytics that can proxy relative importance of a thematic area within the forum. This is facilitated using the count_topics function. Counting of topics is done per thematic area and by a specific time period. Counting of topics by month and year is performed by default:
which results in:
#> # A tibble: 851 x 4
#> Theme Month Year n
#> <chr> <fct> <dbl> <int>
#> 1 Adolescent nutrition Jun 2018 6
#> 2 Adolescent nutrition Jul 2018 2
#> 3 Adolescent nutrition Feb 2020 1
#> 4 Adolescent nutrition May 2018 1
#> 5 Adolescent nutrition Jun 2020 1
#> 6 Adolescent nutrition Aug 2018 1
#> 7 Adolescent nutrition Sep 2018 1
#> 8 Announcements & Nutritionists needed Aug 2015 33
#> 9 Announcements & Nutritionists needed May 2019 26
#> 10 Announcements & Nutritionists needed Jun 2015 26
#> # … with 841 more rows
Counting of topics by year is specified as follows:
which results in:
#> # A tibble: 142 x 3
#> Theme Year n
#> <chr> <dbl> <int>
#> 1 Adolescent nutrition 2018 11
#> 2 Adolescent nutrition 2020 2
#> 3 Announcements & Nutritionists needed 2015 196
#> 4 Announcements & Nutritionists needed 2014 165
#> 5 Announcements & Nutritionists needed 2019 134
#> 6 Announcements & Nutritionists needed 2016 130
#> 7 Announcements & Nutritionists needed 2017 129
#> 8 Announcements & Nutritionists needed 2018 126
#> 9 Announcements & Nutritionists needed 2013 101
#> 10 Announcements & Nutritionists needed 2012 82
#> # … with 132 more rows
Counting of topics overall across the years is specified as follows:
which results in:
#> # A tibble: 18 x 2
#> Theme n
#> <chr> <int>
#> 1 Announcements & Nutritionists needed 1229
#> 2 Management of wasting/acute malnutrition 533
#> 3 Assessment and Surveillance 454
#> 4 Infant and young child feeding interventions 196
#> 5 Coverage assessment 93
#> 6 Upcoming trainings 92
#> 7 COVID-19 and nutrition programming 83
#> 8 Micronutrients 54
#> 9 Other thematic area 51
#> 10 Scaling Up Nutrition (SUN) 51
#> 11 Cross-cutting issues 47
#> 12 Food assistance 31
#> 13 Management of At Risk Mothers and Infants 27
#> 14 Prevention and management of stunting 21
#> 15 Partnerships for research 18
#> 16 Adolescent nutrition 13
#> 17 Simplified Approaches for the Management of Acute Malnutrition 10
#> 18 Multi-sector nutrition programming 3
By default, the output of count_topics arranges the results by descending frequency of counts of each topic by the grouping variable. This default behaviour can be changed by setting the .sorted argument to FALSE.
Summarising the number of topics or questions raised within the en-net online forum by arranging them based on number of views can proxy level of interest to a specific topic by those participating in the forum. This is facilitated using the arrange_views function. Ranking of topics by number of views is done per thematic area and by a specific time period. Ranking of topics by number of views by thematic area and by month and year is performed by default:
which results in:
#> # A tibble: 3,006 x 9
#> Theme Topic Views Author Posted Link Replies Month Year
#> <chr> <chr> <int> <chr> <date> <chr> <int> <fct> <dbl>
#> 1 Adoles… Age group of … 599 Anonym… 2020-02-15 https://… 1 Feb 2020
#> 2 Adoles… Launch of res… 1959 Jo Lof… 2018-05-23 https://… 0 May 2018
#> 3 Adoles… Reaching out … 2155 Emily … 2018-06-18 https://… 3 Jun 2018
#> 4 Adoles… adolescent ma… 2120 Anonym… 2018-06-21 https://… 1 Jun 2018
#> 5 Adoles… adolescent ma… 1933 Anonym… 2018-06-21 https://… 1 Jun 2018
#> 6 Adoles… anthropometry… 1890 Emily … 2018-06-29 https://… 2 Jun 2018
#> 7 Adoles… Teen/adolesce… 1827 Anne H… 2018-06-19 https://… 1 Jun 2018
#> 8 Adoles… health educat… 1609 Anonym… 2018-06-19 https://… 1 Jun 2018
#> 9 Adoles… Is there any … 899 Aisha … 2020-06-12 https://… 1 Jun 2020
#> 10 Adoles… Assessing nut… 1912 Ursula… 2018-07-25 https://… 3 Jul 2018
#> # … with 2,996 more rows
Arranging topics by number of views by thematic area and by year is performed as follows:
which results in:
#> # A tibble: 3,006 x 9
#> Theme Topic Views Author Posted Link Replies Month Year
#> <chr> <chr> <int> <chr> <date> <chr> <int> <fct> <dbl>
#> 1 Adolesc… Reaching ou… 2155 Emily … 2018-06-18 https://w… 3 Jun 2018
#> 2 Adolesc… adolescent … 2120 Anonym… 2018-06-21 https://w… 1 Jun 2018
#> 3 Adolesc… Launch of r… 1959 Jo Lof… 2018-05-23 https://w… 0 May 2018
#> 4 Adolesc… adolescent … 1933 Anonym… 2018-06-21 https://w… 1 Jun 2018
#> 5 Adolesc… Assessing n… 1912 Ursula… 2018-07-25 https://w… 3 Jul 2018
#> 6 Adolesc… anthropomet… 1890 Emily … 2018-06-29 https://w… 2 Jun 2018
#> 7 Adolesc… Teen/adoles… 1827 Anne H… 2018-06-19 https://w… 1 Jun 2018
#> 8 Adolesc… Adolescent … 1793 Tamsin… 2018-08-01 https://w… 3 Aug 2018
#> 9 Adolesc… adolescent … 1749 Anonym… 2018-07-04 https://w… 1 Jul 2018
#> 10 Adolesc… MUAC tape f… 1693 Anonym… 2018-09-27 https://w… 1 Sep 2018
#> # … with 2,996 more rows
Arranging topics by number of views by thematic area overall across the years is performed as follows:
which results in:
#> # A tibble: 3,006 x 9
#> Theme Topic Views Author Posted Link Replies Month Year
#> <chr> <chr> <int> <chr> <date> <chr> <int> <fct> <dbl>
#> 1 Adolesc… Reaching ou… 2155 Emily … 2018-06-18 https://w… 3 Jun 2018
#> 2 Adolesc… adolescent … 2120 Anonym… 2018-06-21 https://w… 1 Jun 2018
#> 3 Adolesc… Launch of r… 1959 Jo Lof… 2018-05-23 https://w… 0 May 2018
#> 4 Adolesc… adolescent … 1933 Anonym… 2018-06-21 https://w… 1 Jun 2018
#> 5 Adolesc… Assessing n… 1912 Ursula… 2018-07-25 https://w… 3 Jul 2018
#> 6 Adolesc… anthropomet… 1890 Emily … 2018-06-29 https://w… 2 Jun 2018
#> 7 Adolesc… Teen/adoles… 1827 Anne H… 2018-06-19 https://w… 1 Jun 2018
#> 8 Adolesc… Adolescent … 1793 Tamsin… 2018-08-01 https://w… 3 Aug 2018
#> 9 Adolesc… adolescent … 1749 Anonym… 2018-07-04 https://w… 1 Jul 2018
#> 10 Adolesc… MUAC tape f… 1693 Anonym… 2018-09-27 https://w… 1 Sep 2018
#> # … with 2,996 more rows
By default, the output of arrange_views is grouped by thematic area. This default behaviour can be changed by setting the by_theme argument to FALSE. For example, to arrange the topics by number of views by month and year across all themes:
which results in:
#> # A tibble: 3,006 x 9
#> Theme Topic Views Author Posted Link Replies Month Year
#> <chr> <chr> <int> <chr> <date> <chr> <int> <fct> <dbl>
#> 1 Infant an… Breastfeedin… 9174 Anony… 2010-01-07 https:/… 3 Jan 2010
#> 2 Announcem… Nutrition in… 8380 Marie… 2010-01-05 https:/… NA Jan 2010
#> 3 Assessmen… How to Maint… 5560 Anony… 2010-01-15 https:/… 2 Jan 2010
#> 4 Assessmen… Interpretati… 8497 Tamsi… 2011-01-05 https:/… 10 Jan 2011
#> 5 Assessmen… Calculating … 7503 Ali M… 2011-01-19 https:/… 3 Jan 2011
#> 6 Assessmen… Prospective … 5922 Jeff … 2011-01-27 https:/… 7 Jan 2011
#> 7 Announcem… IYCF Consult… 5350 Aliso… 2011-01-04 https:/… NA Jan 2011
#> 8 Announcem… Technical Su… 5313 Tamsi… 2011-01-18 https:/… NA Jan 2011
#> 9 Cross-cut… Transitionin… 5169 Anony… 2011-01-25 https:/… 1 Jan 2011
#> 10 Assessmen… Result with … 5087 Anony… 2011-01-25 https:/… 2 Jan 2011
#> # … with 2,996 more rows
Summarising the number of topics or questions raised within the en-net online forum by arranging them based on number of replies can proxy level of interest to a specific topic by those participating in the forum specifically those who provide responses and feedback to responses within the discussion. This is facilitated using the arrange_replies function. Ranking of topics by number of replies is done per thematic area and by a specific time period. Ranking of topics by number of replies by thematic area and by month and year is performed by default:
which results in:
#> # A tibble: 1,777 x 9
#> Theme Topic Views Author Posted Link Replies Month Year
#> <chr> <chr> <int> <chr> <date> <chr> <int> <fct> <dbl>
#> 1 Adoles… Age group of … 599 Anonym… 2020-02-15 https://… 1 Feb 2020
#> 2 Adoles… Launch of res… 1959 Jo Lof… 2018-05-23 https://… 0 May 2018
#> 3 Adoles… Reaching out … 2155 Emily … 2018-06-18 https://… 3 Jun 2018
#> 4 Adoles… anthropometry… 1890 Emily … 2018-06-29 https://… 2 Jun 2018
#> 5 Adoles… adolescent ma… 2120 Anonym… 2018-06-21 https://… 1 Jun 2018
#> 6 Adoles… adolescent ma… 1933 Anonym… 2018-06-21 https://… 1 Jun 2018
#> 7 Adoles… Teen/adolesce… 1827 Anne H… 2018-06-19 https://… 1 Jun 2018
#> 8 Adoles… health educat… 1609 Anonym… 2018-06-19 https://… 1 Jun 2018
#> 9 Adoles… Is there any … 899 Aisha … 2020-06-12 https://… 1 Jun 2020
#> 10 Adoles… Assessing nut… 1912 Ursula… 2018-07-25 https://… 3 Jul 2018
#> # … with 1,767 more rows
Arranging topics by number of replies by thematic area and by year is performed as follows:
which results in:
#> # A tibble: 1,777 x 9
#> Theme Topic Views Author Posted Link Replies Month Year
#> <chr> <chr> <int> <chr> <date> <chr> <int> <fct> <dbl>
#> 1 Adolesc… Adolescent … 1793 Tamsin… 2018-08-01 https://w… 3 Aug 2018
#> 2 Adolesc… Assessing n… 1912 Ursula… 2018-07-25 https://w… 3 Jul 2018
#> 3 Adolesc… Reaching ou… 2155 Emily … 2018-06-18 https://w… 3 Jun 2018
#> 4 Adolesc… anthropomet… 1890 Emily … 2018-06-29 https://w… 2 Jun 2018
#> 5 Adolesc… MUAC tape f… 1693 Anonym… 2018-09-27 https://w… 1 Sep 2018
#> 6 Adolesc… adolescent … 1749 Anonym… 2018-07-04 https://w… 1 Jul 2018
#> 7 Adolesc… adolescent … 2120 Anonym… 2018-06-21 https://w… 1 Jun 2018
#> 8 Adolesc… adolescent … 1933 Anonym… 2018-06-21 https://w… 1 Jun 2018
#> 9 Adolesc… Teen/adoles… 1827 Anne H… 2018-06-19 https://w… 1 Jun 2018
#> 10 Adolesc… health educ… 1609 Anonym… 2018-06-19 https://w… 1 Jun 2018
#> # … with 1,767 more rows
Arranging topics by number of replies by thematic area overall across the years is performed as follows:
which results in:
#> # A tibble: 1,777 x 9
#> Theme Topic Views Author Posted Link Replies Month Year
#> <chr> <chr> <int> <chr> <date> <chr> <int> <fct> <dbl>
#> 1 Adoles… Adolescent sc… 1793 Tamsin… 2018-08-01 https://… 3 Aug 2018
#> 2 Adoles… Assessing nut… 1912 Ursula… 2018-07-25 https://… 3 Jul 2018
#> 3 Adoles… Reaching out … 2155 Emily … 2018-06-18 https://… 3 Jun 2018
#> 4 Adoles… anthropometry… 1890 Emily … 2018-06-29 https://… 2 Jun 2018
#> 5 Adoles… Is there any … 899 Aisha … 2020-06-12 https://… 1 Jun 2020
#> 6 Adoles… Age group of … 599 Anonym… 2020-02-15 https://… 1 Feb 2020
#> 7 Adoles… MUAC tape for… 1693 Anonym… 2018-09-27 https://… 1 Sep 2018
#> 8 Adoles… adolescent sc… 1749 Anonym… 2018-07-04 https://… 1 Jul 2018
#> 9 Adoles… adolescent ma… 2120 Anonym… 2018-06-21 https://… 1 Jun 2018
#> 10 Adoles… adolescent ma… 1933 Anonym… 2018-06-21 https://… 1 Jun 2018
#> # … with 1,767 more rows
By default, the output of arrange_replies is grouped by thematic area. This default behaviour can be changed by setting the by_theme argument to FALSE. For example, to arrange the topics by number of replies by month and year across all themes:
which results in:
#> # A tibble: 1,777 x 9
#> Theme Topic Views Author Posted Link Replies Month Year
#> <chr> <chr> <int> <chr> <date> <chr> <int> <fct> <dbl>
#> 1 Infant a… Breastfeedin… 9174 Anonym… 2010-01-07 https:/… 3 Jan 2010
#> 2 Assessme… How to Maint… 5560 Anonym… 2010-01-15 https:/… 2 Jan 2010
#> 3 Assessme… Interpretati… 8497 Tamsin… 2011-01-05 https:/… 10 Jan 2011
#> 4 Assessme… Prospective … 5922 Jeff M… 2011-01-27 https:/… 7 Jan 2011
#> 5 Assessme… Calculating … 7503 Ali Ma… 2011-01-19 https:/… 3 Jan 2011
#> 6 Assessme… Result with … 5087 Anonym… 2011-01-25 https:/… 2 Jan 2011
#> 7 Cross-cu… Transitionin… 5169 Anonym… 2011-01-25 https:/… 1 Jan 2011
#> 8 Assessme… Nutritional … 7560 Mary M… 2012-01-01 https:/… 10 Jan 2012
#> 9 Upcoming… Regional SMA… 5703 Yara S… 2012-01-10 https:/… 8 Jan 2012
#> 10 Micronut… multi-micron… 6032 REBECC… 2012-01-18 https:/… 6 Jan 2012
#> # … with 1,767 more rows