Facebook data analysis
Seongho An
11/30/2017
setwd("/Users/luanpao/Desktop/Facebook workshop/")Load necessary packages
#Let's load the libraries
library(Rfacebook)## Loading required package: httr## Loading required package: rjson## Loading required package: httpuv##
## Attaching package: 'Rfacebook'## The following object is masked from 'package:methods':
##
## getGrouplibrary(ROAuth)Facebook API Authorization token <- fbOAuth(‘Insert your own API ID’, ‘Insert your own secret’, extended_permissions = FALSE,legacy_permissions = FALSE)
Download Facebook public page sp2_post <- getPage(page=‘PennSP2’, token, n= 50000 , since = “2016-11-01”, until = “2017-10-31”, feed = FALSE, reactions = TRUE)
Rund the following code and see what you get nrow(sp2_post) #Number of observations colnames(sp2_post) # What variables you get sp2_post\(message #View the messages sp2_post\)message[15] #The 15th message
save the data as a CSV file write.csv(sp2_post,file = ‘sp2_post.csv’) getwd() #Check where you saved the file
Download comments left on a post post_comment <- getPost(“38358661171_10154301693401172”, token, n = 1000, comments = TRUE, likes = TRUE) post_comment\(post post_comment\)likes post_comment$comments
create a data frame for comments post_comment_data <- as.data.frame(post_comment$comments)
Search facebook group that include “sp2” groups <- searchGroup(“SP2”, token)
Download data for a specific group group <- getGroup(group_id=“677989129058934”, token, since = ‘2016/11/01’, until = ‘2017/11/01’)
pages <-searchPage(“SP2”, token)
visualization
library(devtools)
library(ggplot2)
library(lubridate)##
## Attaching package: 'lubridate'## The following object is masked from 'package:base':
##
## datelibrary(scales)
library(rCharts)Road SP2 Facebook page data that you collected above
posts <- read.csv ("sp2_post.csv", header = TRUE)Clean and standardize timestamps
posts$created_time <- ymd_hms(posts$created_time)
posts$created_time <- with_tz(posts$created_time, "America/New_York")
posts <- posts[order(posts$created_time, decreasing = FALSE), ]
posts$created_date <- as.Date(posts$created_time)Calculate engagement metrics
#daily count
posts$post_basecount <-1
posts$post_perday <- ave(posts$post_basecount,posts$created_date,FUN=sum)
posts$like_perday <- ave(posts$likes_count,posts$created_date,FUN=sum)
posts$share_perday <- ave(posts$shares_count,posts$created_date,FUN = sum)
posts$comment_perday <- ave(posts$comments_count,posts$created_date,FUN = sum)
posts$love_perday <- ave(posts$love_count,posts$created_date,FUN = sum)
posts$haha_perday <- ave(posts$haha_count,posts$created_date,FUN = sum)
posts$wow_perday <- ave(posts$wow_count,posts$created_date,FUN = sum)
posts$sad_perday <- ave(posts$sad_count,posts$created_date,FUN = sum)
posts$angry_perday <- ave(posts$angry_count,posts$created_date,FUN = sum)
#average count
posts$post_avg <- as.integer(ave(posts$post_basecount,posts$created_date,FUN=mean))
posts$like_avg <- as.integer(ave(posts$likes_count,posts$created_date,FUN=mean))
posts$share_avg <- as.integer(ave(posts$shares_count,posts$created_date,FUN=mean))
posts$comment_avg <- as.integer(ave(posts$comments_count,posts$created_date,FUN=mean))
posts$love_avg <- as.integer(ave(posts$love_count,posts$created_date,FUN=mean))
posts$haha_avg <- as.integer(ave(posts$haha_count,posts$created_date,FUN=mean))
posts$wow_avg <- as.integer(ave(posts$wow_count,posts$created_date,FUN=mean))
posts$sad_avg <- as.integer(ave(posts$sad_count,posts$created_date,FUN=mean))
posts$angry_avg <- as.integer(ave(posts$angry_count,posts$created_date,FUN=mean))Create a new data frame for the engagement metrics
engagement<- posts[!duplicated(posts$created_date),c("created_date","post_perday","like_perday",
"share_perday", "comment_perday", "love_perday",
"haha_perday", "wow_perday","sad_perday", "angry_perday",
"post_avg", "like_avg", "share_avg", "comment_avg", "love_avg",
"haha_avg","wow_avg", "sad_avg", "angry_avg")]
engagement[is.na(engagement)] <- 0
engagement$post_cumsum <- ave(engagement$post_perday, FUN = cumsum)
engagement$like_cumsum <- ave(engagement$like_perday, FUN = cumsum)
engagement$share_cumsum <- ave(engagement$share_perday, FUN = cumsum)
engagement$comment_cumsum <- ave(engagement$comment_perday, FUN = cumsum)
engagement$love_cumsum <- ave(engagement$love_perday, FUN = cumsum)
engagement$haha_cumsum <- ave(engagement$haha_perday, FUN = cumsum)
engagement$wow_cumsum <- ave(engagement$wow_perday, FUN = cumsum)
engagement$sad_cumsum <- ave(engagement$sad_perday, FUN = cumsum)
engagement$angry_cumsum <- ave(engagement$angry_perday, FUN = cumsum)Generate a daily count plot for one of the engagement metrics
ggplot(data = engagement, aes(x = created_date, y = post_perday)) +
geom_line(size = 1.1, alpha = 0.7, aes (color = post_perday)) +
geom_point(size =0.5) +
ylim(0, NA) +
theme(legend.title=element_blank(), axis.title.x= element_blank()) +
ylab("average # of posts per day") +
ggtitle("Average posts volume per day")
ggplot(data = engagement, aes(x = created_date, y = like_avg)) +
geom_line(size = 1.1, alpha = 0.7, aes (color = like_avg)) +
geom_point(size = 0.5) +
ylim(0, NA) +
theme(legend.title=element_blank(), axis.title.x= element_blank()) +
ylab("average # of likes per day") +
ggtitle("Average like volume per day")
Generate a cumulative count plot
ggplot(data = engagement, aes(x = created_date, y = like_cumsum)) +
geom_line(size = 1.1, alpha = 0.7, aes (color = like_avg)) +
geom_point(size = 0.5) +
ylim(0, NA) +
theme(legend.title=element_blank(), axis.title.x= element_blank()) +
ylab("cumulative count of likes") +
ggtitle("Cumulative growth of likes")
Generate a plot for Facebook reactions
ggplot(data = engagement, aes(x = created_date)) +
geom_line(aes(y = love_perday, colour = "love")) +
geom_line(aes(y = haha_perday, colour = "haha")) +
geom_line(aes(y = wow_perday, colour = "wow")) +
geom_line(aes(y = angry_perday, colour = "angry")) +
xlab("Date") +
ylab("Daily count of Facebook reactions") +
ggtitle ("Daily count of Facebook reactions")
Generate a cumulative count plot
ggplot(data = engagement, aes(x = created_date)) +
geom_line(aes(y = like_cumsum, colour = "like")) +
geom_line(aes(y = love_cumsum, colour = "love")) +
geom_line(aes(y = haha_cumsum, colour = "haha")) +
geom_line(aes(y = wow_cumsum, colour = "wow")) +
geom_line(aes(y = angry_cumsum, colour = "angry")) +
xlab("Date") +
ylab("Cumulative count of Facebook reactions") +
ggtitle ("Cumulative growth of Facebook reactions")
Interactive chart
require(rCharts)
require(reshape2)## Loading required package: reshape2library(knitr)
options(rpubs.upload.method = "internal")
opts_chunk$set(comment = NA, results = "asis", tidy = F)
engagement$date_show <-as.Date(engagement$created_date,format="%Y-%m-%d")
engagement$date_show <- as.character(engagement$date_show)
m1 <- mPlot(x = 'date_show', y = c("like_perday", "love_perday","haha_perday","wow_perday","sad_perday","angry_perday"),
type = 'Line', data = engagement)
m1$set(pointSize = 0, lineWidth = 1)
m1$print('chart2', include_assets = TRUE)## <link rel='stylesheet' href=/Library/Frameworks/R.framework/Versions/3.4/Resources/library/rCharts/libraries/morris/css/morris.css>
## <script type='text/javascript' src=/Library/Frameworks/R.framework/Versions/3.4/Resources/library/rCharts/libraries/morris/js/jquery-1.8.2.min.js></script>
## <script type='text/javascript' src=/Library/Frameworks/R.framework/Versions/3.4/Resources/library/rCharts/libraries/morris/js/raphael-2.1.0.min.js></script>
## <script type='text/javascript' src=/Library/Frameworks/R.framework/Versions/3.4/Resources/library/rCharts/libraries/morris/js/morris.min.js></script>
## <style>
## .rChart {
## display: block;
## margin-left: auto;
## margin-right: auto;
## width: 800px;
## height: 400px;
## }
## </style>
## <div id = 'chart2' class = 'rChart morris'></div>
## <script type='text/javascript'>
## var chartParams = {
## "element": "chart2",
## "width": 800,
## "height": 400,
## "xkey": "date_show",
## "ykeys": [
## "like_perday",
## "love_perday",
## "haha_perday",
## "wow_perday",
## "sad_perday",
## "angry_perday"
## ],
## "data": [
## {
## "created_date": 17108,
## "post_perday": 1,
## "like_perday": 0,
## "share_perday": 0,
## "comment_perday": 0,
## "love_perday": 0,
## "haha_perday": 0,
## "wow_perday": 0,
## "sad_perday": 0,
## "angry_perday": 0,
## "post_avg": 1,
## "like_avg": 0,
## "share_avg": 0,
## "comment_avg": 0,
## "love_avg": 0,
## "haha_avg": 0,
## "wow_avg": 0,
## "sad_avg": 0,
## "angry_avg": 0,
## "post_cumsum": 1,
## "like_cumsum": 0,
## "share_cumsum": 0,
## "comment_cumsum": 0,
## "love_cumsum": 0,
## "haha_cumsum": 0,
## "wow_cumsum": 0,
## "sad_cumsum": 0,
## "angry_cumsum": 0,
## "date_show": "2016-11-03"
## },
## {
## "created_date": 17109,
## "post_perday": 1,
## "like_perday": 50,
## "share_perday": 3,
## "comment_perday": 2,
## "love_perday": 2,
## "haha_perday": 0,
## "wow_perday": 0,
## "sad_perday": 0,
## "angry_perday": 0,
## "post_avg": 1,
## "like_avg": 50,
## "share_avg": 3,
## "comment_avg": 2,
## "love_avg": 2,
## "haha_avg": 0,
## "wow_avg": 0,
## "sad_avg": 0,
## "angry_avg": 0,
## "post_cumsum": 2,
## "like_cumsum": 50,
## "share_cumsum": 3,
## "comment_cumsum": 2,
## "love_cumsum": 2,
## "haha_cumsum": 0,
## "wow_cumsum": 0,
## "sad_cumsum": 0,
## "angry_cumsum": 0,
## "date_show": "2016-11-04"
## },
## {
## "created_date": 17112,
## "post_perday": 1,
## "like_perday": 9,
## "share_perday": 0,
## "comment_perday": 1,
## "love_perday": 0,
## "haha_perday": 0,
## "wow_perday": 0,
## "sad_perday": 0,
## "angry_perday": 0,
## "post_avg": 1,
## "like_avg": 9,
## "share_avg": 0,
## "comment_avg": 1,
## "love_avg": 0,
## "haha_avg": 0,
## "wow_avg": 0,
## "sad_avg": 0,
## "angry_avg": 0,
## "post_cumsum": 3,
## "like_cumsum": 59,
## "share_cumsum": 3,
## "comment_cumsum": 3,
## "love_cumsum": 2,
## "haha_cumsum": 0,
## "wow_cumsum": 0,
## "sad_cumsum": 0,
## "angry_cumsum": 0,
## "date_show": "2016-11-07"
## },
## {
## "created_date": 17115,
## "post_perday": 1,
## "like_perday": 3,
## "share_perday": 1,
## "comment_perday": 0,
## "love_perday": 0,
## "haha_perday": 0,
## "wow_perday": 0,
## "sad_perday": 0,
## "angry_perday": 0,
## "post_avg": 1,
## "like_avg": 3,
## "share_avg": 1,
## "comment_avg": 0,
## "love_avg": 0,
## "haha_avg": 0,
## "wow_avg": 0,
## "sad_avg": 0,
## "angry_avg": 0,
## "post_cumsum": 4,
## "like_cumsum": 62,
## "share_cumsum": 4,
## "comment_cumsum": 3,
## "love_cumsum": 2,
## "haha_cumsum": 0,
## "wow_cumsum": 0,
## "sad_cumsum": 0,
## "angry_cumsum": 0,
## "date_show": "2016-11-10"
## },
## {
## "created_date": 17119,
## "post_perday": 2,
## "like_perday": 8,
## "share_perday": 9,
## "comment_perday": 0,
## "love_perday": 0,
## "haha_perday": 0,
## "wow_perday": 0,
## "sad_perday": 1,
## "angry_perday": 0,
## "post_avg": 1,
## "like_avg": 4,
## "share_avg": 4,
## "comment_avg": 0,
## "love_avg": 0,
## "haha_avg": 0,
## "wow_avg": 0,
## "sad_avg": 0,
## "angry_avg": 0,
## "post_cumsum": 6,
## "like_cumsum": 70,
## "share_cumsum": 13,
## "comment_cumsum": 3,
## "love_cumsum": 2,
## "haha_cumsum": 0,
## "wow_cumsum": 0,
## "sad_cumsum": 1,
## "angry_cumsum": 0,
## "date_show": "2016-11-14"
## },
## {
## "created_date": 17122,
## "post_perday": 1,
## "like_perday": 3,
## "share_perday": 0,
## "comment_perday": 0,
## "love_perday": 0,
## "haha_perday": 0,
## "wow_perday": 0,
## "sad_perday": 0,
## "angry_perday": 0,
## "post_avg": 1,
## "like_avg": 3,
## "share_avg": 0,
## "comment_avg": 0,
## "love_avg": 0,
## "haha_avg": 0,
## "wow_avg": 0,
## "sad_avg": 0,
## "angry_avg": 0,
## "post_cumsum": 7,
## "like_cumsum": 73,
## "share_cumsum": 13,
## "comment_cumsum": 3,
## "love_cumsum": 2,
## "haha_cumsum": 0,
## "wow_cumsum": 0,
## "sad_cumsum": 1,
## "angry_cumsum": 0,
## "date_show": "2016-11-17"
## },
## {
## "created_date": 17126,
## "post_perday": 2,
## "like_perday": 3,
## "share_perday": 2,
## "comment_perday": 0,
## "love_perday": 0,
## "haha_perday": 0,
## "wow_perday": 0,
## "sad_perday": 0,
## "angry_perday": 0,
## "post_avg": 1,
## "like_avg": 1,
## "share_avg": 1,
## "comment_avg": 0,
## "love_avg": 0,
## "haha_avg": 0,
## "wow_avg": 0,
## "sad_avg": 0,
## "angry_avg": 0,
## "post_cumsum": 9,
## "like_cumsum": 76,
## "share_cumsum": 15,
## "comment_cumsum": 3,
## "love_cumsum": 2,
## "haha_cumsum": 0,
## "wow_cumsum": 0,
## "sad_cumsum": 1,
## "angry_cumsum": 0,
## "date_show": "2016-11-21"
## },
## {
## "created_date": 17127,
## "post_perday": 2,
## "like_perday": 20,
## "share_perday": 0,
## "comment_perday": 1,
## "love_perday": 1,
## "haha_perday": 0,
## "wow_perday": 0,
## "sad_perday": 0,
## "angry_perday": 0,
## "post_avg": 1,
## "like_avg": 10,
## "share_avg": 0,
## "comment_avg": 0,
## "love_avg": 0,
## "haha_avg": 0,
## "wow_avg": 0,
## "sad_avg": 0,
## "angry_avg": 0,
## "post_cumsum": 11,
## "like_cumsum": 96,
## "share_cumsum": 15,
## "comment_cumsum": 4,
## "love_cumsum": 3,
## "haha_cumsum": 0,
## "wow_cumsum": 0,
## "sad_cumsum": 1,
## "angry_cumsum": 0,
## "date_show": "2016-11-22"
## },
## {
## "created_date": 17134,
## "post_perday": 1,
## "like_perday": 7,
## "share_perday": 3,
## "comment_perday": 0,
## "love_perday": 0,
## "haha_perday": 0,
## "wow_perday": 0,
## "sad_perday": 0,
## "angry_perday": 0,
## "post_avg": 1,
## "like_avg": 7,
## "share_avg": 3,
## "comment_avg": 0,
## "love_avg": 0,
## "haha_avg": 0,
## "wow_avg": 0,
## "sad_avg": 0,
## "angry_avg": 0,
## "post_cumsum": 12,
## "like_cumsum": 103,
## "share_cumsum": 18,
## "comment_cumsum": 4,
## "love_cumsum": 3,
## "haha_cumsum": 0,
## "wow_cumsum": 0,
## "sad_cumsum": 1,
## "angry_cumsum": 0,
## "date_show": "2016-11-29"
## },
## {
## "created_date": 17135,
## "post_perday": 1,
## "like_perday": 23,
## "share_perday": 3,
## "comment_perday": 1,
## "love_perday": 0,
## "haha_perday": 0,
## "wow_perday": 1,
## "sad_perday": 0,
## "angry_perday": 0,
## "post_avg": 1,
## "like_avg": 23,
## "share_avg": 3,
## "comment_avg": 1,
## "love_avg": 0,
## "haha_avg": 0,
## "wow_avg": 1,
## "sad_avg": 0,
## "angry_avg": 0,
## "post_cumsum": 13,
## "like_cumsum": 126,
## "share_cumsum": 21,
## "comment_cumsum": 5,
## "love_cumsum": 3,
## "haha_cumsum": 0,
## "wow_cumsum": 1,
## "sad_cumsum": 1,
## "angry_cumsum": 0,
## "date_show": "2016-11-30"
## },
## {
## "created_date": 17136,
## "post_perday": 2,
## "like_perday": 12,
## "share_perday": 3,
## "comment_perday": 2,
## "love_perday": 1,
## "haha_perday": 0,
## "wow_perday": 0,
## "sad_perday": 0,
## "angry_perday": 0,
## "post_avg": 1,
## "like_avg": 6,
## "share_avg": 1,
## "comment_avg": 1,
## "love_avg": 0,
## "haha_avg": 0,
## "wow_avg": 0,
## "sad_avg": 0,
## "angry_avg": 0,
## "post_cumsum": 15,
## "like_cumsum": 138,
## "share_cumsum": 24,
## "comment_cumsum": 7,
## "love_cumsum": 4,
## "haha_cumsum": 0,
## "wow_cumsum": 1,
## "sad_cumsum": 1,
## "angry_cumsum": 0,
## "date_show": "2016-12-01"
## },
## {
## "created_date": 17142,
## "post_perday": 1,
## "like_perday": 7,
## "share_perday": 0,
## "comment_perday": 0,
## "love_perday": 0,
## "haha_perday": 0,
## "wow_perday": 0,
## "sad_perday": 0,
## "angry_perday": 0,
## "post_avg": 1,
## "like_avg": 7,
## "share_avg": 0,
## "comment_avg": 0,
## "love_avg": 0,
## "haha_avg": 0,
## "wow_avg": 0,
## "sad_avg": 0,
## "angry_avg": 0,
## "post_cumsum": 16,
## "like_cumsum": 145,
## "share_cumsum": 24,
## "comment_cumsum": 7,
## "love_cumsum": 4,
## "haha_cumsum": 0,
## "wow_cumsum": 1,
## "sad_cumsum": 1,
## "angry_cumsum": 0,
## "date_show": "2016-12-07"
## },
## {
## "created_date": 17148,
## "post_perday": 3,
## "like_perday": 8,
## "share_perday": 1,
## "comment_perday": 1,
## "love_perday": 0,
## "haha_perday": 0,
## "wow_perday": 0,
## "sad_perday": 0,
## "angry_perday": 0,
## "post_avg": 1,
## "like_avg": 2,
## "share_avg": 0,
## "comment_avg": 0,
## "love_avg": 0,
## "haha_avg": 0,
## "wow_avg": 0,
## "sad_avg": 0,
## "angry_avg": 0,
## "post_cumsum": 19,
## "like_cumsum": 153,
## "share_cumsum": 25,
## "comment_cumsum": 8,
## "love_cumsum": 4,
## "haha_cumsum": 0,
## "wow_cumsum": 1,
## "sad_cumsum": 1,
## "angry_cumsum": 0,
## "date_show": "2016-12-13"
## },
## {
## "created_date": 17149,
## "post_perday": 2,
## "like_perday": 3,
## "share_perday": 0,
## "comment_perday": 0,
## "love_perday": 0,
## "haha_perday": 0,
## "wow_perday": 0,
## "sad_perday": 0,
## "angry_perday": 0,
## "post_avg": 1,
## "like_avg": 1,
## "share_avg": 0,
## "comment_avg": 0,
## "love_avg": 0,
## "haha_avg": 0,
## "wow_avg": 0,
## "sad_avg": 0,
## "angry_avg": 0,
## "post_cumsum": 21,
## "like_cumsum": 156,
## "share_cumsum": 25,
## "comment_cumsum": 8,
## "love_cumsum": 4,
## "haha_cumsum": 0,
## "wow_cumsum": 1,
## "sad_cumsum": 1,
## "angry_cumsum": 0,
## "date_show": "2016-12-14"
## },
## {
## "created_date": 17150,
## "post_perday": 1,
## "like_perday": 9,
## "share_perday": 0,
## "comment_perday": 0,
## "love_perday": 0,
## "haha_perday": 0,
## "wow_perday": 0,
## "sad_perday": 0,
## "angry_perday": 0,
## "post_avg": 1,
## "like_avg": 9,
## "share_avg": 0,
## "comment_avg": 0,
## "love_avg": 0,
## "haha_avg": 0,
## "wow_avg": 0,
## "sad_avg": 0,
## "angry_avg": 0,
## "post_cumsum": 22,
## "like_cumsum": 165,
## "share_cumsum": 25,
## "comment_cumsum": 8,
## "love_cumsum": 4,
## "haha_cumsum": 0,
## "wow_cumsum": 1,
## "sad_cumsum": 1,
## "angry_cumsum": 0,
## "date_show": "2016-12-15"
## },
## {
## "created_date": 17155,
## "post_perday": 1,
## "like_perday": 27,
## "share_perday": 2,
## "comment_perday": 0,
## "love_perday": 3,
## "haha_perday": 0,
## "wow_perday": 0,
## "sad_perday": 0,
## "angry_perday": 0,
## "post_avg": 1,
## "like_avg": 27,
## "share_avg": 2,
## "comment_avg": 0,
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## "haha_avg": 3,
## "wow_avg": 0,
## "sad_avg": 0,
## "angry_avg": 0,
## "post_cumsum": 191,
## "like_cumsum": 2825,
## "share_cumsum": 438,
## "comment_cumsum": 123,
## "love_cumsum": 226,
## "haha_cumsum": 3,
## "wow_cumsum": 13,
## "sad_cumsum": 5,
## "angry_cumsum": 1,
## "date_show": "2017-10-27"
## }
## ],
## "pointSize": 0,
## "lineWidth": 1,
## "id": "chart2",
## "labels": [ "like_perday", "love_perday", "haha_perday", "wow_perday", "sad_perday", "angry_perday" ]
## },
## chartType = "Line"
## new Morris[chartType](chartParams)
## </script>print(m1)## <iframe src=' Facebook_download_and_analysis_files/figure-html/unnamed-chunk-12-1.html ' scrolling='no' frameBorder='0' seamless class='rChart morris ' id=iframe- chart2 ></iframe> <style>iframe.rChart{ width: 100%; height: 400px;}</style>