In [1]:
library(data.table)
In [2]:
## Using a table of article assessments and views, build tables
## (matrices) that shows the number of dissonant articles per
## assessment category based on sorting by popularity.
##
## The underlying assumption is that in an ideal system with a limited
## and fixed amount of resources (in other words, popularity and high quality
## artefacts does not increase the amount of resources in the system),
## popularity ranking and assessment class follow a 1-to-1 relationship.
## We can therefore sort by popularity and group articles that way
## because work will be prioritised by popularity.
## DATA ASSUMPTION: views_with_redirects from resolve-redirects.R
## is loaded into memory.
## 3: build a 2x2 matrix of assessment classes and popularity classes
##
## Assessment classes in ascending order of quality.
In [3]:
assessment_classes = c('E', 'D', 'C', 'B', 'A');
In [4]:
quality_prediction_and_page_views <- read.table("../../results/sql_queries/entity_views_and_aggregated_revisions/entity_views_and_aggregated_revisions_and_quality_scoring_20130101.tsv", header=FALSE, sep="\t")
In [5]:
quality_prediction_and_page_views <- data.table(quality_prediction_and_page_views)
In [6]:
colnames(quality_prediction_and_page_views) <- c('entity_id','number_of_revisions', 'page_views', 'prediction')
In [7]:
summary(quality_prediction_and_page_views)
entity_id number_of_revisions page_views prediction
Q1 : 1 Min. : 1.00 Min. :0.000e+00 C: 1901
Q100 : 1 1st Qu.: 18.00 1st Qu.:5.050e+02 D: 100523
Q1000 : 1 Median : 32.00 Median :2.761e+03 E:1914529
Q10000 : 1 Mean : 43.29 Mean :1.787e+05
Q100000 : 1 3rd Qu.: 57.00 3rd Qu.:1.731e+04
Q1000000: 1 Max. :3152.00 Max. :1.253e+10
(Other) :2016947
In [8]:
## 0: calculate number of articles in each assessment class
n_per_class = quality_prediction_and_page_views[, list(narticles=sum(.N)), by='prediction']
In [9]:
setkey(n_per_class, prediction);
## NOTE: setkey allows us to do n_per_class['GA']$narticles to get counts
In [10]:
## 1: order articles by popularity
articles_by_pop = quality_prediction_and_page_views[order(quality_prediction_and_page_views$page_views)][,list(entity_id, prediction, page_views)];
In [11]:
## 2: assign popularity assessment class based on rank
## (buckets based on number of articles in each class)
articles_by_pop[, pop_class := ''];
articles_by_pop[, seqNum := seq_len(nrow(articles_by_pop))];
entity_id prediction page_views pop_class Q2107007 E 0 Q1491146 E 0 Q2000513 E 0 Q1592439 E 0 Q157851 E 0 Q1592660 E 0 Q1863926 E 0 Q1614688 E 0 Q1671151 E 0 Q623445 E 0 Q1832777 E 0 Q1832778 E 0 Q2140321 E 0 Q1600718 E 0 Q999283 E 0 Q2012014 E 0 Q1832769 E 0 Q1383775 E 0 Q2112953 E 0 Q2062993 E 0 Q1295789 E 0 Q1431656 E 0 Q1855612 E 0 Q1420551 E 0 Q1115208 E 0 Q1470972 E 0 Q1855663 E 0 Q1729710 E 0 Q965167 E 0 Q1594973 E 0 ⋮ ⋮ ⋮ ⋮ Q116933 E 2047137765 Q171186 E 2047579662 Q356 D 2047631596 Q829984 E 2047695596 Q384060 E 2047954248 Q1048694 E 2048095025 Q31165 E 2048330818 Q40629 E 2049755644 Q105584 E 2049926923 Q565 D 2052996261 Q1868372 E 2056080224 Q209330 E 2060928966 Q14005 D 2063120071 Q918 D 2063217449 Q150248 E 2068796814 Q866 D 2079749157 Q477675 E 2080785713 Q1967876 E 2084215818 Q750403 E 2084693498 Q355 D 2093900731 Q623578 E 2097991400 Q33999 E 2108672678 Q193563 E 2130725560 Q423048 E 2136131564 Q37312 E 2142913121 Q54919 D 2148531382 Q36578 D 2229315598 Q30 D 2277746226 Q5 C 5668008721 Q5296 D 12530369761
entity_id prediction page_views pop_class seqNum Q2107007 E 0 1 Q1491146 E 0 2 Q2000513 E 0 3 Q1592439 E 0 4 Q157851 E 0 5 Q1592660 E 0 6 Q1863926 E 0 7 Q1614688 E 0 8 Q1671151 E 0 9 Q623445 E 0 10 Q1832777 E 0 11 Q1832778 E 0 12 Q2140321 E 0 13 Q1600718 E 0 14 Q999283 E 0 15 Q2012014 E 0 16 Q1832769 E 0 17 Q1383775 E 0 18 Q2112953 E 0 19 Q2062993 E 0 20 Q1295789 E 0 21 Q1431656 E 0 22 Q1855612 E 0 23 Q1420551 E 0 24 Q1115208 E 0 25 Q1470972 E 0 26 Q1855663 E 0 27 Q1729710 E 0 28 Q965167 E 0 29 Q1594973 E 0 30 ⋮ ⋮ ⋮ ⋮ ⋮ Q116933 E 2047137765 2016924 Q171186 E 2047579662 2016925 Q356 D 2047631596 2016926 Q829984 E 2047695596 2016927 Q384060 E 2047954248 2016928 Q1048694 E 2048095025 2016929 Q31165 E 2048330818 2016930 Q40629 E 2049755644 2016931 Q105584 E 2049926923 2016932 Q565 D 2052996261 2016933 Q1868372 E 2056080224 2016934 Q209330 E 2060928966 2016935 Q14005 D 2063120071 2016936 Q918 D 2063217449 2016937 Q150248 E 2068796814 2016938 Q866 D 2079749157 2016939 Q477675 E 2080785713 2016940 Q1967876 E 2084215818 2016941 Q750403 E 2084693498 2016942 Q355 D 2093900731 2016943 Q623578 E 2097991400 2016944 Q33999 E 2108672678 2016945 Q193563 E 2130725560 2016946 Q423048 E 2136131564 2016947 Q37312 E 2142913121 2016948 Q54919 D 2148531382 2016949 Q36578 D 2229315598 2016950 Q30 D 2277746226 2016951 Q5 C 5668008721 2016952 Q5296 D 12530369761 2016953
In [12]:
assign_pop_class = function(dataset, classes, class_n) {
## Based on the per-class number of articles in class_n
## assign popularity based on classes to dataset.
prev_idx = 0;
for(rating in classes) {
start_idx = prev_idx + 1;
end_idx = start_idx + class_n[prediction == rating]$narticles;
print(paste('start_idx =', start_idx, ', end_idx = ', end_idx));
dataset[seqNum >= start_idx & seqNum <= end_idx, pop_class := rating];
prev_idx = end_idx -1;
}
dataset;
}
In [13]:
articles_by_pop = assign_pop_class(articles_by_pop,
assessment_classes, n_per_class);
[1] "start_idx = 1 , end_idx = 1914530"
[1] "start_idx = 1914530 , end_idx = 2015053"
[1] "start_idx = 2015053 , end_idx = 2016954"
[1] "start_idx = 2016954 , end_idx = "
[1] "start_idx = , end_idx = "
In [14]:
create_dissonance_matrix = function(articledata, classes) {
d_mtrx = matrix(0, nrow=length(classes), ncol=length(classes));
rownames(d_mtrx) = classes;
colnames(d_mtrx) = classes;
for(real_rating in classes) {
for(pop_rating in classes) {
d_mtrx[real_rating, pop_rating] = length(articledata[prediction == real_rating & pop_class == pop_rating]$entity_id);
}
}
d_mtrx;
}
In [15]:
## Based on direct hits to articles:
create_dissonance_matrix(articles_by_pop, assessment_classes)
E D C B A E 1820648 92742 1139 0 0 D 92551 7226 746 0 0 C 1330 555 16 0 0 B 0 0 0 0 0 A 0 0 0 0 0
In [16]:
dissonance_matrix = create_dissonance_matrix(articles_by_pop,
assessment_classes);
In [17]:
# Total misaligned entities
(dissonance_matrix[1,1]+dissonance_matrix[2,2]+dissonance_matrix[3,3]+dissonance_matrix[4,4]+dissonance_matrix[5,5])/sum(dissonance_matrix[,])
0.90626306116206
In [18]:
# A class quality and A class views over A class quality
dissonance_matrix[5,5]/sum(dissonance_matrix[5,])
NaN
In [19]:
# A class quality and E and D class views over A class quality
(dissonance_matrix[5,1]+dissonance_matrix[5,2])/sum(dissonance_matrix[5,])
NaN
In [20]:
# A class quality and < A class views
(dissonance_matrix[5,1]+dissonance_matrix[5,2]+dissonance_matrix[5,3]+dissonance_matrix[5,4])/sum(dissonance_matrix[5,])
NaN
In [21]:
# < A class quality and A class views
(dissonance_matrix[1,5]+dissonance_matrix[2,5]+dissonance_matrix[3,5]+dissonance_matrix[4,5])/sum(dissonance_matrix[,5])
NaN
In [22]:
prediction_e_pop_class_a <- merge(articles_by_pop[prediction == 'E' & pop_class == 'A'],quality_prediction_and_page_views, by='entity_id')[, c("entity_id","page_views.x", "number_of_revisions")]
In [23]:
head(prediction_e_pop_class_a)
entity_id page_views.x number_of_revisions
In [24]:
## Q: why do I get _two_ pageid columns? Solution is to do the selection
## on the joined table, not as a select _in_ the join.
## Dissonance matrix proportions by row (..., 1) and column (..., 2)
## rounded to 1 decimal places.
In [25]:
round(100*prop.table(dissonance_matrix, 1), 1);
E D C B A E 95.1 4.8 0.1 0 0 D 92.1 7.2 0.7 0 0 C 70.0 29.2 0.8 0 0 B NaN NaN NaN NaN NaN A NaN NaN NaN NaN NaN
In [26]:
round(100*prop.table(dissonance_matrix, 2), 1);
E D C B A E 95.1 92.3 59.9 NaN NaN D 4.8 7.2 39.2 NaN NaN C 0.1 0.6 0.8 NaN NaN B 0.0 0.0 0.0 NaN NaN A 0.0 0.0 0.0 NaN NaN
In [27]:
## Let's write the stubs out to a file
write.table(merge(articles_by_pop[(prediction == 'E' | prediction == 'D' | prediction == 'C' | prediction == 'B') & pop_class == 'A'], quality_prediction_and_page_views, by='entity_id')[, c("entity_id","pop_class", "prediction.x")],
'../../results/entity_categorization/201301_a_class_views_less_than_a_quality.tsv', row.names=FALSE, col.names=FALSE, quote=FALSE, sep='\t');
merge(articles_by_pop[(prediction == 'E' | prediction == 'D' | prediction == 'C' | prediction == 'B') & pop_class == 'A'], quality_prediction_and_page_views, by='entity_id')[, c("entity_id","pop_class", "prediction.x")]
entity_id pop_class prediction.x
In [28]:
write.table(merge(articles_by_pop[prediction == 'A' & (pop_class == 'B' | pop_class == 'C' | pop_class == 'D' | pop_class == 'E')], quality_prediction_and_page_views, by='entity_id')[, c("entity_id","pop_class", "prediction.x")],
'../../results/entity_categorization/201301_a_class_quality_less_than_a_views.tsv', row.names=FALSE, col.names=FALSE, quote=FALSE, sep='\t');
In [29]:
write.table(merge(articles_by_pop[(prediction == 'A' & pop_class == 'A') | (prediction == 'B' & pop_class == 'B') | (prediction == 'C' & pop_class == 'C') | (prediction == 'D' & pop_class == 'D') | (prediction == 'E' & pop_class == 'E')], quality_prediction_and_page_views, by='entity_id')[, c("entity_id","pop_class", "prediction.x")],
'../../results/entity_categorization/201301_aligned.tsv', row.names=FALSE, col.names=FALSE, quote=FALSE, sep='\t');
In [30]:
write.table(merge(articles_by_pop[(prediction == 'A' & pop_class != 'A') | (prediction == 'B' & pop_class != 'B') | (prediction == 'C' & pop_class != 'C') | (prediction == 'D' & pop_class != 'D') | (prediction == 'E' & pop_class != 'E')], quality_prediction_and_page_views, by='entity_id')[, c("entity_id","pop_class", "prediction.x")],
'../../results/entity_categorization/201301_misaligned.tsv', row.names=FALSE, col.names=FALSE, quote=FALSE, sep='\t');
In [29]:
## Various ways of measuring dissonance.
## DATA ASSUMPTION: articles_by_pop from build-dissonance-table.R
## is loaded into memory.
## None/Moderate/High measure of dissonance
In [30]:
articles_by_pop[, pop_class := ordered(pop_class, assessment_classes)];
entity_id prediction page_views pop_class seqNum Q2107007 E 0 E 1 Q1491146 E 0 E 2 Q2000513 E 0 E 3 Q1592439 E 0 E 4 Q157851 E 0 E 5 Q1592660 E 0 E 6 Q1863926 E 0 E 7 Q1614688 E 0 E 8 Q1671151 E 0 E 9 Q623445 E 0 E 10 Q1832777 E 0 E 11 Q1832778 E 0 E 12 Q2140321 E 0 E 13 Q1600718 E 0 E 14 Q999283 E 0 E 15 Q2012014 E 0 E 16 Q1832769 E 0 E 17 Q1383775 E 0 E 18 Q2112953 E 0 E 19 Q2062993 E 0 E 20 Q1295789 E 0 E 21 Q1431656 E 0 E 22 Q1855612 E 0 E 23 Q1420551 E 0 E 24 Q1115208 E 0 E 25 Q1470972 E 0 E 26 Q1855663 E 0 E 27 Q1729710 E 0 E 28 Q965167 E 0 E 29 Q1594973 E 0 E 30 ⋮ ⋮ ⋮ ⋮ ⋮ Q116933 E 2047137765 C 2016924 Q171186 E 2047579662 C 2016925 Q356 D 2047631596 C 2016926 Q829984 E 2047695596 C 2016927 Q384060 E 2047954248 C 2016928 Q1048694 E 2048095025 C 2016929 Q31165 E 2048330818 C 2016930 Q40629 E 2049755644 C 2016931 Q105584 E 2049926923 C 2016932 Q565 D 2052996261 C 2016933 Q1868372 E 2056080224 C 2016934 Q209330 E 2060928966 C 2016935 Q14005 D 2063120071 C 2016936 Q918 D 2063217449 C 2016937 Q150248 E 2068796814 C 2016938 Q866 D 2079749157 C 2016939 Q477675 E 2080785713 C 2016940 Q1967876 E 2084215818 C 2016941 Q750403 E 2084693498 C 2016942 Q355 D 2093900731 C 2016943 Q623578 E 2097991400 C 2016944 Q33999 E 2108672678 C 2016945 Q193563 E 2130725560 C 2016946 Q423048 E 2136131564 C 2016947 Q37312 E 2142913121 C 2016948 Q54919 D 2148531382 C 2016949 Q36578 D 2229315598 C 2016950 Q30 D 2277746226 C 2016951 Q5 C 5668008721 C 2016952 Q5296 D 12530369761 C 2016953
In [31]:
dissonance_metric = c('High negative', 'Moderate negative',
'None', 'Moderate positive', 'High positive');
In [32]:
articles_by_pop[, dissonance := factor(NA, dissonance_metric)];
entity_id prediction page_views pop_class seqNum dissonance Q2107007 E 0 E 1 NA Q1491146 E 0 E 2 NA Q2000513 E 0 E 3 NA Q1592439 E 0 E 4 NA Q157851 E 0 E 5 NA Q1592660 E 0 E 6 NA Q1863926 E 0 E 7 NA Q1614688 E 0 E 8 NA Q1671151 E 0 E 9 NA Q623445 E 0 E 10 NA Q1832777 E 0 E 11 NA Q1832778 E 0 E 12 NA Q2140321 E 0 E 13 NA Q1600718 E 0 E 14 NA Q999283 E 0 E 15 NA Q2012014 E 0 E 16 NA Q1832769 E 0 E 17 NA Q1383775 E 0 E 18 NA Q2112953 E 0 E 19 NA Q2062993 E 0 E 20 NA Q1295789 E 0 E 21 NA Q1431656 E 0 E 22 NA Q1855612 E 0 E 23 NA Q1420551 E 0 E 24 NA Q1115208 E 0 E 25 NA Q1470972 E 0 E 26 NA Q1855663 E 0 E 27 NA Q1729710 E 0 E 28 NA Q965167 E 0 E 29 NA Q1594973 E 0 E 30 NA ⋮ ⋮ ⋮ ⋮ ⋮ ⋮ Q116933 E 2047137765 C 2016924 NA Q171186 E 2047579662 C 2016925 NA Q356 D 2047631596 C 2016926 NA Q829984 E 2047695596 C 2016927 NA Q384060 E 2047954248 C 2016928 NA Q1048694 E 2048095025 C 2016929 NA Q31165 E 2048330818 C 2016930 NA Q40629 E 2049755644 C 2016931 NA Q105584 E 2049926923 C 2016932 NA Q565 D 2052996261 C 2016933 NA Q1868372 E 2056080224 C 2016934 NA Q209330 E 2060928966 C 2016935 NA Q14005 D 2063120071 C 2016936 NA Q918 D 2063217449 C 2016937 NA Q150248 E 2068796814 C 2016938 NA Q866 D 2079749157 C 2016939 NA Q477675 E 2080785713 C 2016940 NA Q1967876 E 2084215818 C 2016941 NA Q750403 E 2084693498 C 2016942 NA Q355 D 2093900731 C 2016943 NA Q623578 E 2097991400 C 2016944 NA Q33999 E 2108672678 C 2016945 NA Q193563 E 2130725560 C 2016946 NA Q423048 E 2136131564 C 2016947 NA Q37312 E 2142913121 C 2016948 NA Q54919 D 2148531382 C 2016949 NA Q36578 D 2229315598 C 2016950 NA Q30 D 2277746226 C 2016951 NA Q5 C 5668008721 C 2016952 NA Q5296 D 12530369761 C 2016953 NA
In [33]:
## NOTE: because pop_class is of class ordered, we can use
## expressions like "pop_class < 'C'" as expected
In [34]:
## A: None if A, Moderate if A, High elsewhere
articles_by_pop[prediction == 'A' & pop_class <= 'C',
dissonance := 'High negative'];
articles_by_pop[prediction == 'A' & pop_class == 'B',
dissonance := 'Moderate negative'];
articles_by_pop[prediction == 'A' & pop_class == 'A',
dissonance := 'None'];
entity_id prediction page_views pop_class seqNum dissonance Q2107007 E 0 E 1 NA Q1491146 E 0 E 2 NA Q2000513 E 0 E 3 NA Q1592439 E 0 E 4 NA Q157851 E 0 E 5 NA Q1592660 E 0 E 6 NA Q1863926 E 0 E 7 NA Q1614688 E 0 E 8 NA Q1671151 E 0 E 9 NA Q623445 E 0 E 10 NA Q1832777 E 0 E 11 NA Q1832778 E 0 E 12 NA Q2140321 E 0 E 13 NA Q1600718 E 0 E 14 NA Q999283 E 0 E 15 NA Q2012014 E 0 E 16 NA Q1832769 E 0 E 17 NA Q1383775 E 0 E 18 NA Q2112953 E 0 E 19 NA Q2062993 E 0 E 20 NA Q1295789 E 0 E 21 NA Q1431656 E 0 E 22 NA Q1855612 E 0 E 23 NA Q1420551 E 0 E 24 NA Q1115208 E 0 E 25 NA Q1470972 E 0 E 26 NA Q1855663 E 0 E 27 NA Q1729710 E 0 E 28 NA Q965167 E 0 E 29 NA Q1594973 E 0 E 30 NA ⋮ ⋮ ⋮ ⋮ ⋮ ⋮ Q116933 E 2047137765 C 2016924 NA Q171186 E 2047579662 C 2016925 NA Q356 D 2047631596 C 2016926 NA Q829984 E 2047695596 C 2016927 NA Q384060 E 2047954248 C 2016928 NA Q1048694 E 2048095025 C 2016929 NA Q31165 E 2048330818 C 2016930 NA Q40629 E 2049755644 C 2016931 NA Q105584 E 2049926923 C 2016932 NA Q565 D 2052996261 C 2016933 NA Q1868372 E 2056080224 C 2016934 NA Q209330 E 2060928966 C 2016935 NA Q14005 D 2063120071 C 2016936 NA Q918 D 2063217449 C 2016937 NA Q150248 E 2068796814 C 2016938 NA Q866 D 2079749157 C 2016939 NA Q477675 E 2080785713 C 2016940 NA Q1967876 E 2084215818 C 2016941 NA Q750403 E 2084693498 C 2016942 NA Q355 D 2093900731 C 2016943 NA Q623578 E 2097991400 C 2016944 NA Q33999 E 2108672678 C 2016945 NA Q193563 E 2130725560 C 2016946 NA Q423048 E 2136131564 C 2016947 NA Q37312 E 2142913121 C 2016948 NA Q54919 D 2148531382 C 2016949 NA Q36578 D 2229315598 C 2016950 NA Q30 D 2277746226 C 2016951 NA Q5 C 5668008721 C 2016952 NA Q5296 D 12530369761 C 2016953 NA
entity_id prediction page_views pop_class seqNum dissonance Q2107007 E 0 E 1 NA Q1491146 E 0 E 2 NA Q2000513 E 0 E 3 NA Q1592439 E 0 E 4 NA Q157851 E 0 E 5 NA Q1592660 E 0 E 6 NA Q1863926 E 0 E 7 NA Q1614688 E 0 E 8 NA Q1671151 E 0 E 9 NA Q623445 E 0 E 10 NA Q1832777 E 0 E 11 NA Q1832778 E 0 E 12 NA Q2140321 E 0 E 13 NA Q1600718 E 0 E 14 NA Q999283 E 0 E 15 NA Q2012014 E 0 E 16 NA Q1832769 E 0 E 17 NA Q1383775 E 0 E 18 NA Q2112953 E 0 E 19 NA Q2062993 E 0 E 20 NA Q1295789 E 0 E 21 NA Q1431656 E 0 E 22 NA Q1855612 E 0 E 23 NA Q1420551 E 0 E 24 NA Q1115208 E 0 E 25 NA Q1470972 E 0 E 26 NA Q1855663 E 0 E 27 NA Q1729710 E 0 E 28 NA Q965167 E 0 E 29 NA Q1594973 E 0 E 30 NA ⋮ ⋮ ⋮ ⋮ ⋮ ⋮ Q116933 E 2047137765 C 2016924 NA Q171186 E 2047579662 C 2016925 NA Q356 D 2047631596 C 2016926 NA Q829984 E 2047695596 C 2016927 NA Q384060 E 2047954248 C 2016928 NA Q1048694 E 2048095025 C 2016929 NA Q31165 E 2048330818 C 2016930 NA Q40629 E 2049755644 C 2016931 NA Q105584 E 2049926923 C 2016932 NA Q565 D 2052996261 C 2016933 NA Q1868372 E 2056080224 C 2016934 NA Q209330 E 2060928966 C 2016935 NA Q14005 D 2063120071 C 2016936 NA Q918 D 2063217449 C 2016937 NA Q150248 E 2068796814 C 2016938 NA Q866 D 2079749157 C 2016939 NA Q477675 E 2080785713 C 2016940 NA Q1967876 E 2084215818 C 2016941 NA Q750403 E 2084693498 C 2016942 NA Q355 D 2093900731 C 2016943 NA Q623578 E 2097991400 C 2016944 NA Q33999 E 2108672678 C 2016945 NA Q193563 E 2130725560 C 2016946 NA Q423048 E 2136131564 C 2016947 NA Q37312 E 2142913121 C 2016948 NA Q54919 D 2148531382 C 2016949 NA Q36578 D 2229315598 C 2016950 NA Q30 D 2277746226 C 2016951 NA Q5 C 5668008721 C 2016952 NA Q5296 D 12530369761 C 2016953 NA
entity_id prediction page_views pop_class seqNum dissonance Q2107007 E 0 E 1 NA Q1491146 E 0 E 2 NA Q2000513 E 0 E 3 NA Q1592439 E 0 E 4 NA Q157851 E 0 E 5 NA Q1592660 E 0 E 6 NA Q1863926 E 0 E 7 NA Q1614688 E 0 E 8 NA Q1671151 E 0 E 9 NA Q623445 E 0 E 10 NA Q1832777 E 0 E 11 NA Q1832778 E 0 E 12 NA Q2140321 E 0 E 13 NA Q1600718 E 0 E 14 NA Q999283 E 0 E 15 NA Q2012014 E 0 E 16 NA Q1832769 E 0 E 17 NA Q1383775 E 0 E 18 NA Q2112953 E 0 E 19 NA Q2062993 E 0 E 20 NA Q1295789 E 0 E 21 NA Q1431656 E 0 E 22 NA Q1855612 E 0 E 23 NA Q1420551 E 0 E 24 NA Q1115208 E 0 E 25 NA Q1470972 E 0 E 26 NA Q1855663 E 0 E 27 NA Q1729710 E 0 E 28 NA Q965167 E 0 E 29 NA Q1594973 E 0 E 30 NA ⋮ ⋮ ⋮ ⋮ ⋮ ⋮ Q116933 E 2047137765 C 2016924 NA Q171186 E 2047579662 C 2016925 NA Q356 D 2047631596 C 2016926 NA Q829984 E 2047695596 C 2016927 NA Q384060 E 2047954248 C 2016928 NA Q1048694 E 2048095025 C 2016929 NA Q31165 E 2048330818 C 2016930 NA Q40629 E 2049755644 C 2016931 NA Q105584 E 2049926923 C 2016932 NA Q565 D 2052996261 C 2016933 NA Q1868372 E 2056080224 C 2016934 NA Q209330 E 2060928966 C 2016935 NA Q14005 D 2063120071 C 2016936 NA Q918 D 2063217449 C 2016937 NA Q150248 E 2068796814 C 2016938 NA Q866 D 2079749157 C 2016939 NA Q477675 E 2080785713 C 2016940 NA Q1967876 E 2084215818 C 2016941 NA Q750403 E 2084693498 C 2016942 NA Q355 D 2093900731 C 2016943 NA Q623578 E 2097991400 C 2016944 NA Q33999 E 2108672678 C 2016945 NA Q193563 E 2130725560 C 2016946 NA Q423048 E 2136131564 C 2016947 NA Q37312 E 2142913121 C 2016948 NA Q54919 D 2148531382 C 2016949 NA Q36578 D 2229315598 C 2016950 NA Q30 D 2277746226 C 2016951 NA Q5 C 5668008721 C 2016952 NA Q5296 D 12530369761 C 2016953 NA
In [35]:
## B:
articles_by_pop[prediction == 'B' & pop_class <= 'D',
dissonance := 'High negative'];
articles_by_pop[prediction == 'B' & pop_class == 'C',
dissonance := 'Moderate negative'];
articles_by_pop[prediction == 'B' & pop_class == 'B',
dissonance := 'None'];
articles_by_pop[prediction == 'B' & pop_class == 'A',
dissonance := 'Moderate positive'];
entity_id prediction page_views pop_class seqNum dissonance Q2107007 E 0 E 1 NA Q1491146 E 0 E 2 NA Q2000513 E 0 E 3 NA Q1592439 E 0 E 4 NA Q157851 E 0 E 5 NA Q1592660 E 0 E 6 NA Q1863926 E 0 E 7 NA Q1614688 E 0 E 8 NA Q1671151 E 0 E 9 NA Q623445 E 0 E 10 NA Q1832777 E 0 E 11 NA Q1832778 E 0 E 12 NA Q2140321 E 0 E 13 NA Q1600718 E 0 E 14 NA Q999283 E 0 E 15 NA Q2012014 E 0 E 16 NA Q1832769 E 0 E 17 NA Q1383775 E 0 E 18 NA Q2112953 E 0 E 19 NA Q2062993 E 0 E 20 NA Q1295789 E 0 E 21 NA Q1431656 E 0 E 22 NA Q1855612 E 0 E 23 NA Q1420551 E 0 E 24 NA Q1115208 E 0 E 25 NA Q1470972 E 0 E 26 NA Q1855663 E 0 E 27 NA Q1729710 E 0 E 28 NA Q965167 E 0 E 29 NA Q1594973 E 0 E 30 NA ⋮ ⋮ ⋮ ⋮ ⋮ ⋮ Q116933 E 2047137765 C 2016924 NA Q171186 E 2047579662 C 2016925 NA Q356 D 2047631596 C 2016926 NA Q829984 E 2047695596 C 2016927 NA Q384060 E 2047954248 C 2016928 NA Q1048694 E 2048095025 C 2016929 NA Q31165 E 2048330818 C 2016930 NA Q40629 E 2049755644 C 2016931 NA Q105584 E 2049926923 C 2016932 NA Q565 D 2052996261 C 2016933 NA Q1868372 E 2056080224 C 2016934 NA Q209330 E 2060928966 C 2016935 NA Q14005 D 2063120071 C 2016936 NA Q918 D 2063217449 C 2016937 NA Q150248 E 2068796814 C 2016938 NA Q866 D 2079749157 C 2016939 NA Q477675 E 2080785713 C 2016940 NA Q1967876 E 2084215818 C 2016941 NA Q750403 E 2084693498 C 2016942 NA Q355 D 2093900731 C 2016943 NA Q623578 E 2097991400 C 2016944 NA Q33999 E 2108672678 C 2016945 NA Q193563 E 2130725560 C 2016946 NA Q423048 E 2136131564 C 2016947 NA Q37312 E 2142913121 C 2016948 NA Q54919 D 2148531382 C 2016949 NA Q36578 D 2229315598 C 2016950 NA Q30 D 2277746226 C 2016951 NA Q5 C 5668008721 C 2016952 NA Q5296 D 12530369761 C 2016953 NA
entity_id prediction page_views pop_class seqNum dissonance Q2107007 E 0 E 1 NA Q1491146 E 0 E 2 NA Q2000513 E 0 E 3 NA Q1592439 E 0 E 4 NA Q157851 E 0 E 5 NA Q1592660 E 0 E 6 NA Q1863926 E 0 E 7 NA Q1614688 E 0 E 8 NA Q1671151 E 0 E 9 NA Q623445 E 0 E 10 NA Q1832777 E 0 E 11 NA Q1832778 E 0 E 12 NA Q2140321 E 0 E 13 NA Q1600718 E 0 E 14 NA Q999283 E 0 E 15 NA Q2012014 E 0 E 16 NA Q1832769 E 0 E 17 NA Q1383775 E 0 E 18 NA Q2112953 E 0 E 19 NA Q2062993 E 0 E 20 NA Q1295789 E 0 E 21 NA Q1431656 E 0 E 22 NA Q1855612 E 0 E 23 NA Q1420551 E 0 E 24 NA Q1115208 E 0 E 25 NA Q1470972 E 0 E 26 NA Q1855663 E 0 E 27 NA Q1729710 E 0 E 28 NA Q965167 E 0 E 29 NA Q1594973 E 0 E 30 NA ⋮ ⋮ ⋮ ⋮ ⋮ ⋮ Q116933 E 2047137765 C 2016924 NA Q171186 E 2047579662 C 2016925 NA Q356 D 2047631596 C 2016926 NA Q829984 E 2047695596 C 2016927 NA Q384060 E 2047954248 C 2016928 NA Q1048694 E 2048095025 C 2016929 NA Q31165 E 2048330818 C 2016930 NA Q40629 E 2049755644 C 2016931 NA Q105584 E 2049926923 C 2016932 NA Q565 D 2052996261 C 2016933 NA Q1868372 E 2056080224 C 2016934 NA Q209330 E 2060928966 C 2016935 NA Q14005 D 2063120071 C 2016936 NA Q918 D 2063217449 C 2016937 NA Q150248 E 2068796814 C 2016938 NA Q866 D 2079749157 C 2016939 NA Q477675 E 2080785713 C 2016940 NA Q1967876 E 2084215818 C 2016941 NA Q750403 E 2084693498 C 2016942 NA Q355 D 2093900731 C 2016943 NA Q623578 E 2097991400 C 2016944 NA Q33999 E 2108672678 C 2016945 NA Q193563 E 2130725560 C 2016946 NA Q423048 E 2136131564 C 2016947 NA Q37312 E 2142913121 C 2016948 NA Q54919 D 2148531382 C 2016949 NA Q36578 D 2229315598 C 2016950 NA Q30 D 2277746226 C 2016951 NA Q5 C 5668008721 C 2016952 NA Q5296 D 12530369761 C 2016953 NA
entity_id prediction page_views pop_class seqNum dissonance Q2107007 E 0 E 1 NA Q1491146 E 0 E 2 NA Q2000513 E 0 E 3 NA Q1592439 E 0 E 4 NA Q157851 E 0 E 5 NA Q1592660 E 0 E 6 NA Q1863926 E 0 E 7 NA Q1614688 E 0 E 8 NA Q1671151 E 0 E 9 NA Q623445 E 0 E 10 NA Q1832777 E 0 E 11 NA Q1832778 E 0 E 12 NA Q2140321 E 0 E 13 NA Q1600718 E 0 E 14 NA Q999283 E 0 E 15 NA Q2012014 E 0 E 16 NA Q1832769 E 0 E 17 NA Q1383775 E 0 E 18 NA Q2112953 E 0 E 19 NA Q2062993 E 0 E 20 NA Q1295789 E 0 E 21 NA Q1431656 E 0 E 22 NA Q1855612 E 0 E 23 NA Q1420551 E 0 E 24 NA Q1115208 E 0 E 25 NA Q1470972 E 0 E 26 NA Q1855663 E 0 E 27 NA Q1729710 E 0 E 28 NA Q965167 E 0 E 29 NA Q1594973 E 0 E 30 NA ⋮ ⋮ ⋮ ⋮ ⋮ ⋮ Q116933 E 2047137765 C 2016924 NA Q171186 E 2047579662 C 2016925 NA Q356 D 2047631596 C 2016926 NA Q829984 E 2047695596 C 2016927 NA Q384060 E 2047954248 C 2016928 NA Q1048694 E 2048095025 C 2016929 NA Q31165 E 2048330818 C 2016930 NA Q40629 E 2049755644 C 2016931 NA Q105584 E 2049926923 C 2016932 NA Q565 D 2052996261 C 2016933 NA Q1868372 E 2056080224 C 2016934 NA Q209330 E 2060928966 C 2016935 NA Q14005 D 2063120071 C 2016936 NA Q918 D 2063217449 C 2016937 NA Q150248 E 2068796814 C 2016938 NA Q866 D 2079749157 C 2016939 NA Q477675 E 2080785713 C 2016940 NA Q1967876 E 2084215818 C 2016941 NA Q750403 E 2084693498 C 2016942 NA Q355 D 2093900731 C 2016943 NA Q623578 E 2097991400 C 2016944 NA Q33999 E 2108672678 C 2016945 NA Q193563 E 2130725560 C 2016946 NA Q423048 E 2136131564 C 2016947 NA Q37312 E 2142913121 C 2016948 NA Q54919 D 2148531382 C 2016949 NA Q36578 D 2229315598 C 2016950 NA Q30 D 2277746226 C 2016951 NA Q5 C 5668008721 C 2016952 NA Q5296 D 12530369761 C 2016953 NA
entity_id prediction page_views pop_class seqNum dissonance Q2107007 E 0 E 1 NA Q1491146 E 0 E 2 NA Q2000513 E 0 E 3 NA Q1592439 E 0 E 4 NA Q157851 E 0 E 5 NA Q1592660 E 0 E 6 NA Q1863926 E 0 E 7 NA Q1614688 E 0 E 8 NA Q1671151 E 0 E 9 NA Q623445 E 0 E 10 NA Q1832777 E 0 E 11 NA Q1832778 E 0 E 12 NA Q2140321 E 0 E 13 NA Q1600718 E 0 E 14 NA Q999283 E 0 E 15 NA Q2012014 E 0 E 16 NA Q1832769 E 0 E 17 NA Q1383775 E 0 E 18 NA Q2112953 E 0 E 19 NA Q2062993 E 0 E 20 NA Q1295789 E 0 E 21 NA Q1431656 E 0 E 22 NA Q1855612 E 0 E 23 NA Q1420551 E 0 E 24 NA Q1115208 E 0 E 25 NA Q1470972 E 0 E 26 NA Q1855663 E 0 E 27 NA Q1729710 E 0 E 28 NA Q965167 E 0 E 29 NA Q1594973 E 0 E 30 NA ⋮ ⋮ ⋮ ⋮ ⋮ ⋮ Q116933 E 2047137765 C 2016924 NA Q171186 E 2047579662 C 2016925 NA Q356 D 2047631596 C 2016926 NA Q829984 E 2047695596 C 2016927 NA Q384060 E 2047954248 C 2016928 NA Q1048694 E 2048095025 C 2016929 NA Q31165 E 2048330818 C 2016930 NA Q40629 E 2049755644 C 2016931 NA Q105584 E 2049926923 C 2016932 NA Q565 D 2052996261 C 2016933 NA Q1868372 E 2056080224 C 2016934 NA Q209330 E 2060928966 C 2016935 NA Q14005 D 2063120071 C 2016936 NA Q918 D 2063217449 C 2016937 NA Q150248 E 2068796814 C 2016938 NA Q866 D 2079749157 C 2016939 NA Q477675 E 2080785713 C 2016940 NA Q1967876 E 2084215818 C 2016941 NA Q750403 E 2084693498 C 2016942 NA Q355 D 2093900731 C 2016943 NA Q623578 E 2097991400 C 2016944 NA Q33999 E 2108672678 C 2016945 NA Q193563 E 2130725560 C 2016946 NA Q423048 E 2136131564 C 2016947 NA Q37312 E 2142913121 C 2016948 NA Q54919 D 2148531382 C 2016949 NA Q36578 D 2229315598 C 2016950 NA Q30 D 2277746226 C 2016951 NA Q5 C 5668008721 C 2016952 NA Q5296 D 12530369761 C 2016953 NA
In [36]:
## C:
articles_by_pop[prediction == 'C' & pop_class == 'E',
dissonance := 'High negative'];
articles_by_pop[prediction == 'C' & pop_class == 'D',
dissonance := 'Moderate negative'];
articles_by_pop[prediction == 'C' & pop_class == 'C',
dissonance := 'None'];
articles_by_pop[prediction == 'C' & pop_class == 'B',
dissonance := 'Moderate positive'];
articles_by_pop[prediction == 'C' & pop_class == 'A',
dissonance := 'High positive'];
entity_id prediction page_views pop_class seqNum dissonance Q2107007 E 0 E 1 NA Q1491146 E 0 E 2 NA Q2000513 E 0 E 3 NA Q1592439 E 0 E 4 NA Q157851 E 0 E 5 NA Q1592660 E 0 E 6 NA Q1863926 E 0 E 7 NA Q1614688 E 0 E 8 NA Q1671151 E 0 E 9 NA Q623445 E 0 E 10 NA Q1832777 E 0 E 11 NA Q1832778 E 0 E 12 NA Q2140321 E 0 E 13 NA Q1600718 E 0 E 14 NA Q999283 E 0 E 15 NA Q2012014 E 0 E 16 NA Q1832769 E 0 E 17 NA Q1383775 E 0 E 18 NA Q2112953 E 0 E 19 NA Q2062993 E 0 E 20 NA Q1295789 E 0 E 21 NA Q1431656 E 0 E 22 NA Q1855612 E 0 E 23 NA Q1420551 E 0 E 24 NA Q1115208 E 0 E 25 NA Q1470972 E 0 E 26 NA Q1855663 E 0 E 27 NA Q1729710 E 0 E 28 NA Q965167 E 0 E 29 NA Q1594973 E 0 E 30 NA ⋮ ⋮ ⋮ ⋮ ⋮ ⋮ Q116933 E 2047137765 C 2016924 NA Q171186 E 2047579662 C 2016925 NA Q356 D 2047631596 C 2016926 NA Q829984 E 2047695596 C 2016927 NA Q384060 E 2047954248 C 2016928 NA Q1048694 E 2048095025 C 2016929 NA Q31165 E 2048330818 C 2016930 NA Q40629 E 2049755644 C 2016931 NA Q105584 E 2049926923 C 2016932 NA Q565 D 2052996261 C 2016933 NA Q1868372 E 2056080224 C 2016934 NA Q209330 E 2060928966 C 2016935 NA Q14005 D 2063120071 C 2016936 NA Q918 D 2063217449 C 2016937 NA Q150248 E 2068796814 C 2016938 NA Q866 D 2079749157 C 2016939 NA Q477675 E 2080785713 C 2016940 NA Q1967876 E 2084215818 C 2016941 NA Q750403 E 2084693498 C 2016942 NA Q355 D 2093900731 C 2016943 NA Q623578 E 2097991400 C 2016944 NA Q33999 E 2108672678 C 2016945 NA Q193563 E 2130725560 C 2016946 NA Q423048 E 2136131564 C 2016947 NA Q37312 E 2142913121 C 2016948 NA Q54919 D 2148531382 C 2016949 NA Q36578 D 2229315598 C 2016950 NA Q30 D 2277746226 C 2016951 NA Q5 C 5668008721 C 2016952 NA Q5296 D 12530369761 C 2016953 NA
entity_id prediction page_views pop_class seqNum dissonance Q2107007 E 0 E 1 NA Q1491146 E 0 E 2 NA Q2000513 E 0 E 3 NA Q1592439 E 0 E 4 NA Q157851 E 0 E 5 NA Q1592660 E 0 E 6 NA Q1863926 E 0 E 7 NA Q1614688 E 0 E 8 NA Q1671151 E 0 E 9 NA Q623445 E 0 E 10 NA Q1832777 E 0 E 11 NA Q1832778 E 0 E 12 NA Q2140321 E 0 E 13 NA Q1600718 E 0 E 14 NA Q999283 E 0 E 15 NA Q2012014 E 0 E 16 NA Q1832769 E 0 E 17 NA Q1383775 E 0 E 18 NA Q2112953 E 0 E 19 NA Q2062993 E 0 E 20 NA Q1295789 E 0 E 21 NA Q1431656 E 0 E 22 NA Q1855612 E 0 E 23 NA Q1420551 E 0 E 24 NA Q1115208 E 0 E 25 NA Q1470972 E 0 E 26 NA Q1855663 E 0 E 27 NA Q1729710 E 0 E 28 NA Q965167 E 0 E 29 NA Q1594973 E 0 E 30 NA ⋮ ⋮ ⋮ ⋮ ⋮ ⋮ Q116933 E 2047137765 C 2016924 NA Q171186 E 2047579662 C 2016925 NA Q356 D 2047631596 C 2016926 NA Q829984 E 2047695596 C 2016927 NA Q384060 E 2047954248 C 2016928 NA Q1048694 E 2048095025 C 2016929 NA Q31165 E 2048330818 C 2016930 NA Q40629 E 2049755644 C 2016931 NA Q105584 E 2049926923 C 2016932 NA Q565 D 2052996261 C 2016933 NA Q1868372 E 2056080224 C 2016934 NA Q209330 E 2060928966 C 2016935 NA Q14005 D 2063120071 C 2016936 NA Q918 D 2063217449 C 2016937 NA Q150248 E 2068796814 C 2016938 NA Q866 D 2079749157 C 2016939 NA Q477675 E 2080785713 C 2016940 NA Q1967876 E 2084215818 C 2016941 NA Q750403 E 2084693498 C 2016942 NA Q355 D 2093900731 C 2016943 NA Q623578 E 2097991400 C 2016944 NA Q33999 E 2108672678 C 2016945 NA Q193563 E 2130725560 C 2016946 NA Q423048 E 2136131564 C 2016947 NA Q37312 E 2142913121 C 2016948 NA Q54919 D 2148531382 C 2016949 NA Q36578 D 2229315598 C 2016950 NA Q30 D 2277746226 C 2016951 NA Q5 C 5668008721 C 2016952 NA Q5296 D 12530369761 C 2016953 NA
entity_id prediction page_views pop_class seqNum dissonance Q2107007 E 0 E 1 NA Q1491146 E 0 E 2 NA Q2000513 E 0 E 3 NA Q1592439 E 0 E 4 NA Q157851 E 0 E 5 NA Q1592660 E 0 E 6 NA Q1863926 E 0 E 7 NA Q1614688 E 0 E 8 NA Q1671151 E 0 E 9 NA Q623445 E 0 E 10 NA Q1832777 E 0 E 11 NA Q1832778 E 0 E 12 NA Q2140321 E 0 E 13 NA Q1600718 E 0 E 14 NA Q999283 E 0 E 15 NA Q2012014 E 0 E 16 NA Q1832769 E 0 E 17 NA Q1383775 E 0 E 18 NA Q2112953 E 0 E 19 NA Q2062993 E 0 E 20 NA Q1295789 E 0 E 21 NA Q1431656 E 0 E 22 NA Q1855612 E 0 E 23 NA Q1420551 E 0 E 24 NA Q1115208 E 0 E 25 NA Q1470972 E 0 E 26 NA Q1855663 E 0 E 27 NA Q1729710 E 0 E 28 NA Q965167 E 0 E 29 NA Q1594973 E 0 E 30 NA ⋮ ⋮ ⋮ ⋮ ⋮ ⋮ Q116933 E 2047137765 C 2016924 NA Q171186 E 2047579662 C 2016925 NA Q356 D 2047631596 C 2016926 NA Q829984 E 2047695596 C 2016927 NA Q384060 E 2047954248 C 2016928 NA Q1048694 E 2048095025 C 2016929 NA Q31165 E 2048330818 C 2016930 NA Q40629 E 2049755644 C 2016931 NA Q105584 E 2049926923 C 2016932 NA Q565 D 2052996261 C 2016933 NA Q1868372 E 2056080224 C 2016934 NA Q209330 E 2060928966 C 2016935 NA Q14005 D 2063120071 C 2016936 NA Q918 D 2063217449 C 2016937 NA Q150248 E 2068796814 C 2016938 NA Q866 D 2079749157 C 2016939 NA Q477675 E 2080785713 C 2016940 NA Q1967876 E 2084215818 C 2016941 NA Q750403 E 2084693498 C 2016942 NA Q355 D 2093900731 C 2016943 NA Q623578 E 2097991400 C 2016944 NA Q33999 E 2108672678 C 2016945 NA Q193563 E 2130725560 C 2016946 NA Q423048 E 2136131564 C 2016947 NA Q37312 E 2142913121 C 2016948 NA Q54919 D 2148531382 C 2016949 NA Q36578 D 2229315598 C 2016950 NA Q30 D 2277746226 C 2016951 NA Q5 C 5668008721 C 2016952 None Q5296 D 12530369761 C 2016953 NA
entity_id prediction page_views pop_class seqNum dissonance Q2107007 E 0 E 1 NA Q1491146 E 0 E 2 NA Q2000513 E 0 E 3 NA Q1592439 E 0 E 4 NA Q157851 E 0 E 5 NA Q1592660 E 0 E 6 NA Q1863926 E 0 E 7 NA Q1614688 E 0 E 8 NA Q1671151 E 0 E 9 NA Q623445 E 0 E 10 NA Q1832777 E 0 E 11 NA Q1832778 E 0 E 12 NA Q2140321 E 0 E 13 NA Q1600718 E 0 E 14 NA Q999283 E 0 E 15 NA Q2012014 E 0 E 16 NA Q1832769 E 0 E 17 NA Q1383775 E 0 E 18 NA Q2112953 E 0 E 19 NA Q2062993 E 0 E 20 NA Q1295789 E 0 E 21 NA Q1431656 E 0 E 22 NA Q1855612 E 0 E 23 NA Q1420551 E 0 E 24 NA Q1115208 E 0 E 25 NA Q1470972 E 0 E 26 NA Q1855663 E 0 E 27 NA Q1729710 E 0 E 28 NA Q965167 E 0 E 29 NA Q1594973 E 0 E 30 NA ⋮ ⋮ ⋮ ⋮ ⋮ ⋮ Q116933 E 2047137765 C 2016924 NA Q171186 E 2047579662 C 2016925 NA Q356 D 2047631596 C 2016926 NA Q829984 E 2047695596 C 2016927 NA Q384060 E 2047954248 C 2016928 NA Q1048694 E 2048095025 C 2016929 NA Q31165 E 2048330818 C 2016930 NA Q40629 E 2049755644 C 2016931 NA Q105584 E 2049926923 C 2016932 NA Q565 D 2052996261 C 2016933 NA Q1868372 E 2056080224 C 2016934 NA Q209330 E 2060928966 C 2016935 NA Q14005 D 2063120071 C 2016936 NA Q918 D 2063217449 C 2016937 NA Q150248 E 2068796814 C 2016938 NA Q866 D 2079749157 C 2016939 NA Q477675 E 2080785713 C 2016940 NA Q1967876 E 2084215818 C 2016941 NA Q750403 E 2084693498 C 2016942 NA Q355 D 2093900731 C 2016943 NA Q623578 E 2097991400 C 2016944 NA Q33999 E 2108672678 C 2016945 NA Q193563 E 2130725560 C 2016946 NA Q423048 E 2136131564 C 2016947 NA Q37312 E 2142913121 C 2016948 NA Q54919 D 2148531382 C 2016949 NA Q36578 D 2229315598 C 2016950 NA Q30 D 2277746226 C 2016951 NA Q5 C 5668008721 C 2016952 None Q5296 D 12530369761 C 2016953 NA
entity_id prediction page_views pop_class seqNum dissonance Q2107007 E 0 E 1 NA Q1491146 E 0 E 2 NA Q2000513 E 0 E 3 NA Q1592439 E 0 E 4 NA Q157851 E 0 E 5 NA Q1592660 E 0 E 6 NA Q1863926 E 0 E 7 NA Q1614688 E 0 E 8 NA Q1671151 E 0 E 9 NA Q623445 E 0 E 10 NA Q1832777 E 0 E 11 NA Q1832778 E 0 E 12 NA Q2140321 E 0 E 13 NA Q1600718 E 0 E 14 NA Q999283 E 0 E 15 NA Q2012014 E 0 E 16 NA Q1832769 E 0 E 17 NA Q1383775 E 0 E 18 NA Q2112953 E 0 E 19 NA Q2062993 E 0 E 20 NA Q1295789 E 0 E 21 NA Q1431656 E 0 E 22 NA Q1855612 E 0 E 23 NA Q1420551 E 0 E 24 NA Q1115208 E 0 E 25 NA Q1470972 E 0 E 26 NA Q1855663 E 0 E 27 NA Q1729710 E 0 E 28 NA Q965167 E 0 E 29 NA Q1594973 E 0 E 30 NA ⋮ ⋮ ⋮ ⋮ ⋮ ⋮ Q116933 E 2047137765 C 2016924 NA Q171186 E 2047579662 C 2016925 NA Q356 D 2047631596 C 2016926 NA Q829984 E 2047695596 C 2016927 NA Q384060 E 2047954248 C 2016928 NA Q1048694 E 2048095025 C 2016929 NA Q31165 E 2048330818 C 2016930 NA Q40629 E 2049755644 C 2016931 NA Q105584 E 2049926923 C 2016932 NA Q565 D 2052996261 C 2016933 NA Q1868372 E 2056080224 C 2016934 NA Q209330 E 2060928966 C 2016935 NA Q14005 D 2063120071 C 2016936 NA Q918 D 2063217449 C 2016937 NA Q150248 E 2068796814 C 2016938 NA Q866 D 2079749157 C 2016939 NA Q477675 E 2080785713 C 2016940 NA Q1967876 E 2084215818 C 2016941 NA Q750403 E 2084693498 C 2016942 NA Q355 D 2093900731 C 2016943 NA Q623578 E 2097991400 C 2016944 NA Q33999 E 2108672678 C 2016945 NA Q193563 E 2130725560 C 2016946 NA Q423048 E 2136131564 C 2016947 NA Q37312 E 2142913121 C 2016948 NA Q54919 D 2148531382 C 2016949 NA Q36578 D 2229315598 C 2016950 NA Q30 D 2277746226 C 2016951 NA Q5 C 5668008721 C 2016952 None Q5296 D 12530369761 C 2016953 NA
In [37]:
## D
articles_by_pop[prediction == 'D' & pop_class == 'E',
dissonance := 'Moderate negative'];
articles_by_pop[prediction == 'D' & pop_class == 'D',
dissonance := 'None'];
articles_by_pop[prediction == 'D' & pop_class == 'C',
dissonance := 'Moderate positive'];
articles_by_pop[prediction == 'D' & pop_class >= 'B',
dissonance := 'High positive'];
entity_id prediction page_views pop_class seqNum dissonance Q2107007 E 0 E 1 NA Q1491146 E 0 E 2 NA Q2000513 E 0 E 3 NA Q1592439 E 0 E 4 NA Q157851 E 0 E 5 NA Q1592660 E 0 E 6 NA Q1863926 E 0 E 7 NA Q1614688 E 0 E 8 NA Q1671151 E 0 E 9 NA Q623445 E 0 E 10 NA Q1832777 E 0 E 11 NA Q1832778 E 0 E 12 NA Q2140321 E 0 E 13 NA Q1600718 E 0 E 14 NA Q999283 E 0 E 15 NA Q2012014 E 0 E 16 NA Q1832769 E 0 E 17 NA Q1383775 E 0 E 18 NA Q2112953 E 0 E 19 NA Q2062993 E 0 E 20 NA Q1295789 E 0 E 21 NA Q1431656 E 0 E 22 NA Q1855612 E 0 E 23 NA Q1420551 E 0 E 24 NA Q1115208 E 0 E 25 NA Q1470972 E 0 E 26 NA Q1855663 E 0 E 27 NA Q1729710 E 0 E 28 NA Q965167 E 0 E 29 NA Q1594973 E 0 E 30 NA ⋮ ⋮ ⋮ ⋮ ⋮ ⋮ Q116933 E 2047137765 C 2016924 NA Q171186 E 2047579662 C 2016925 NA Q356 D 2047631596 C 2016926 NA Q829984 E 2047695596 C 2016927 NA Q384060 E 2047954248 C 2016928 NA Q1048694 E 2048095025 C 2016929 NA Q31165 E 2048330818 C 2016930 NA Q40629 E 2049755644 C 2016931 NA Q105584 E 2049926923 C 2016932 NA Q565 D 2052996261 C 2016933 NA Q1868372 E 2056080224 C 2016934 NA Q209330 E 2060928966 C 2016935 NA Q14005 D 2063120071 C 2016936 NA Q918 D 2063217449 C 2016937 NA Q150248 E 2068796814 C 2016938 NA Q866 D 2079749157 C 2016939 NA Q477675 E 2080785713 C 2016940 NA Q1967876 E 2084215818 C 2016941 NA Q750403 E 2084693498 C 2016942 NA Q355 D 2093900731 C 2016943 NA Q623578 E 2097991400 C 2016944 NA Q33999 E 2108672678 C 2016945 NA Q193563 E 2130725560 C 2016946 NA Q423048 E 2136131564 C 2016947 NA Q37312 E 2142913121 C 2016948 NA Q54919 D 2148531382 C 2016949 NA Q36578 D 2229315598 C 2016950 NA Q30 D 2277746226 C 2016951 NA Q5 C 5668008721 C 2016952 None Q5296 D 12530369761 C 2016953 NA
entity_id prediction page_views pop_class seqNum dissonance Q2107007 E 0 E 1 NA Q1491146 E 0 E 2 NA Q2000513 E 0 E 3 NA Q1592439 E 0 E 4 NA Q157851 E 0 E 5 NA Q1592660 E 0 E 6 NA Q1863926 E 0 E 7 NA Q1614688 E 0 E 8 NA Q1671151 E 0 E 9 NA Q623445 E 0 E 10 NA Q1832777 E 0 E 11 NA Q1832778 E 0 E 12 NA Q2140321 E 0 E 13 NA Q1600718 E 0 E 14 NA Q999283 E 0 E 15 NA Q2012014 E 0 E 16 NA Q1832769 E 0 E 17 NA Q1383775 E 0 E 18 NA Q2112953 E 0 E 19 NA Q2062993 E 0 E 20 NA Q1295789 E 0 E 21 NA Q1431656 E 0 E 22 NA Q1855612 E 0 E 23 NA Q1420551 E 0 E 24 NA Q1115208 E 0 E 25 NA Q1470972 E 0 E 26 NA Q1855663 E 0 E 27 NA Q1729710 E 0 E 28 NA Q965167 E 0 E 29 NA Q1594973 E 0 E 30 NA ⋮ ⋮ ⋮ ⋮ ⋮ ⋮ Q116933 E 2047137765 C 2016924 NA Q171186 E 2047579662 C 2016925 NA Q356 D 2047631596 C 2016926 NA Q829984 E 2047695596 C 2016927 NA Q384060 E 2047954248 C 2016928 NA Q1048694 E 2048095025 C 2016929 NA Q31165 E 2048330818 C 2016930 NA Q40629 E 2049755644 C 2016931 NA Q105584 E 2049926923 C 2016932 NA Q565 D 2052996261 C 2016933 NA Q1868372 E 2056080224 C 2016934 NA Q209330 E 2060928966 C 2016935 NA Q14005 D 2063120071 C 2016936 NA Q918 D 2063217449 C 2016937 NA Q150248 E 2068796814 C 2016938 NA Q866 D 2079749157 C 2016939 NA Q477675 E 2080785713 C 2016940 NA Q1967876 E 2084215818 C 2016941 NA Q750403 E 2084693498 C 2016942 NA Q355 D 2093900731 C 2016943 NA Q623578 E 2097991400 C 2016944 NA Q33999 E 2108672678 C 2016945 NA Q193563 E 2130725560 C 2016946 NA Q423048 E 2136131564 C 2016947 NA Q37312 E 2142913121 C 2016948 NA Q54919 D 2148531382 C 2016949 NA Q36578 D 2229315598 C 2016950 NA Q30 D 2277746226 C 2016951 NA Q5 C 5668008721 C 2016952 None Q5296 D 12530369761 C 2016953 NA
entity_id prediction page_views pop_class seqNum dissonance Q2107007 E 0 E 1 NA Q1491146 E 0 E 2 NA Q2000513 E 0 E 3 NA Q1592439 E 0 E 4 NA Q157851 E 0 E 5 NA Q1592660 E 0 E 6 NA Q1863926 E 0 E 7 NA Q1614688 E 0 E 8 NA Q1671151 E 0 E 9 NA Q623445 E 0 E 10 NA Q1832777 E 0 E 11 NA Q1832778 E 0 E 12 NA Q2140321 E 0 E 13 NA Q1600718 E 0 E 14 NA Q999283 E 0 E 15 NA Q2012014 E 0 E 16 NA Q1832769 E 0 E 17 NA Q1383775 E 0 E 18 NA Q2112953 E 0 E 19 NA Q2062993 E 0 E 20 NA Q1295789 E 0 E 21 NA Q1431656 E 0 E 22 NA Q1855612 E 0 E 23 NA Q1420551 E 0 E 24 NA Q1115208 E 0 E 25 NA Q1470972 E 0 E 26 NA Q1855663 E 0 E 27 NA Q1729710 E 0 E 28 NA Q965167 E 0 E 29 NA Q1594973 E 0 E 30 NA ⋮ ⋮ ⋮ ⋮ ⋮ ⋮ Q116933 E 2047137765 C 2016924 NA Q171186 E 2047579662 C 2016925 NA Q356 D 2047631596 C 2016926 Moderate positive Q829984 E 2047695596 C 2016927 NA Q384060 E 2047954248 C 2016928 NA Q1048694 E 2048095025 C 2016929 NA Q31165 E 2048330818 C 2016930 NA Q40629 E 2049755644 C 2016931 NA Q105584 E 2049926923 C 2016932 NA Q565 D 2052996261 C 2016933 Moderate positive Q1868372 E 2056080224 C 2016934 NA Q209330 E 2060928966 C 2016935 NA Q14005 D 2063120071 C 2016936 Moderate positive Q918 D 2063217449 C 2016937 Moderate positive Q150248 E 2068796814 C 2016938 NA Q866 D 2079749157 C 2016939 Moderate positive Q477675 E 2080785713 C 2016940 NA Q1967876 E 2084215818 C 2016941 NA Q750403 E 2084693498 C 2016942 NA Q355 D 2093900731 C 2016943 Moderate positive Q623578 E 2097991400 C 2016944 NA Q33999 E 2108672678 C 2016945 NA Q193563 E 2130725560 C 2016946 NA Q423048 E 2136131564 C 2016947 NA Q37312 E 2142913121 C 2016948 NA Q54919 D 2148531382 C 2016949 Moderate positive Q36578 D 2229315598 C 2016950 Moderate positive Q30 D 2277746226 C 2016951 Moderate positive Q5 C 5668008721 C 2016952 None Q5296 D 12530369761 C 2016953 Moderate positive
entity_id prediction page_views pop_class seqNum dissonance Q2107007 E 0 E 1 NA Q1491146 E 0 E 2 NA Q2000513 E 0 E 3 NA Q1592439 E 0 E 4 NA Q157851 E 0 E 5 NA Q1592660 E 0 E 6 NA Q1863926 E 0 E 7 NA Q1614688 E 0 E 8 NA Q1671151 E 0 E 9 NA Q623445 E 0 E 10 NA Q1832777 E 0 E 11 NA Q1832778 E 0 E 12 NA Q2140321 E 0 E 13 NA Q1600718 E 0 E 14 NA Q999283 E 0 E 15 NA Q2012014 E 0 E 16 NA Q1832769 E 0 E 17 NA Q1383775 E 0 E 18 NA Q2112953 E 0 E 19 NA Q2062993 E 0 E 20 NA Q1295789 E 0 E 21 NA Q1431656 E 0 E 22 NA Q1855612 E 0 E 23 NA Q1420551 E 0 E 24 NA Q1115208 E 0 E 25 NA Q1470972 E 0 E 26 NA Q1855663 E 0 E 27 NA Q1729710 E 0 E 28 NA Q965167 E 0 E 29 NA Q1594973 E 0 E 30 NA ⋮ ⋮ ⋮ ⋮ ⋮ ⋮ Q116933 E 2047137765 C 2016924 NA Q171186 E 2047579662 C 2016925 NA Q356 D 2047631596 C 2016926 Moderate positive Q829984 E 2047695596 C 2016927 NA Q384060 E 2047954248 C 2016928 NA Q1048694 E 2048095025 C 2016929 NA Q31165 E 2048330818 C 2016930 NA Q40629 E 2049755644 C 2016931 NA Q105584 E 2049926923 C 2016932 NA Q565 D 2052996261 C 2016933 Moderate positive Q1868372 E 2056080224 C 2016934 NA Q209330 E 2060928966 C 2016935 NA Q14005 D 2063120071 C 2016936 Moderate positive Q918 D 2063217449 C 2016937 Moderate positive Q150248 E 2068796814 C 2016938 NA Q866 D 2079749157 C 2016939 Moderate positive Q477675 E 2080785713 C 2016940 NA Q1967876 E 2084215818 C 2016941 NA Q750403 E 2084693498 C 2016942 NA Q355 D 2093900731 C 2016943 Moderate positive Q623578 E 2097991400 C 2016944 NA Q33999 E 2108672678 C 2016945 NA Q193563 E 2130725560 C 2016946 NA Q423048 E 2136131564 C 2016947 NA Q37312 E 2142913121 C 2016948 NA Q54919 D 2148531382 C 2016949 Moderate positive Q36578 D 2229315598 C 2016950 Moderate positive Q30 D 2277746226 C 2016951 Moderate positive Q5 C 5668008721 C 2016952 None Q5296 D 12530369761 C 2016953 Moderate positive
In [38]:
## E
articles_by_pop[prediction == 'E' & pop_class == 'E',
dissonance := 'None'];
articles_by_pop[prediction == 'E' & pop_class == 'D',
dissonance := 'Moderate positive'];
articles_by_pop[prediction == 'E' & pop_class >= 'C',
dissonance := 'High positive'];
entity_id prediction page_views pop_class seqNum dissonance Q2107007 E 0 E 1 None Q1491146 E 0 E 2 None Q2000513 E 0 E 3 None Q1592439 E 0 E 4 None Q157851 E 0 E 5 None Q1592660 E 0 E 6 None Q1863926 E 0 E 7 None Q1614688 E 0 E 8 None Q1671151 E 0 E 9 None Q623445 E 0 E 10 None Q1832777 E 0 E 11 None Q1832778 E 0 E 12 None Q2140321 E 0 E 13 None Q1600718 E 0 E 14 None Q999283 E 0 E 15 None Q2012014 E 0 E 16 None Q1832769 E 0 E 17 None Q1383775 E 0 E 18 None Q2112953 E 0 E 19 None Q2062993 E 0 E 20 None Q1295789 E 0 E 21 None Q1431656 E 0 E 22 None Q1855612 E 0 E 23 None Q1420551 E 0 E 24 None Q1115208 E 0 E 25 None Q1470972 E 0 E 26 None Q1855663 E 0 E 27 None Q1729710 E 0 E 28 None Q965167 E 0 E 29 None Q1594973 E 0 E 30 None ⋮ ⋮ ⋮ ⋮ ⋮ ⋮ Q116933 E 2047137765 C 2016924 NA Q171186 E 2047579662 C 2016925 NA Q356 D 2047631596 C 2016926 Moderate positive Q829984 E 2047695596 C 2016927 NA Q384060 E 2047954248 C 2016928 NA Q1048694 E 2048095025 C 2016929 NA Q31165 E 2048330818 C 2016930 NA Q40629 E 2049755644 C 2016931 NA Q105584 E 2049926923 C 2016932 NA Q565 D 2052996261 C 2016933 Moderate positive Q1868372 E 2056080224 C 2016934 NA Q209330 E 2060928966 C 2016935 NA Q14005 D 2063120071 C 2016936 Moderate positive Q918 D 2063217449 C 2016937 Moderate positive Q150248 E 2068796814 C 2016938 NA Q866 D 2079749157 C 2016939 Moderate positive Q477675 E 2080785713 C 2016940 NA Q1967876 E 2084215818 C 2016941 NA Q750403 E 2084693498 C 2016942 NA Q355 D 2093900731 C 2016943 Moderate positive Q623578 E 2097991400 C 2016944 NA Q33999 E 2108672678 C 2016945 NA Q193563 E 2130725560 C 2016946 NA Q423048 E 2136131564 C 2016947 NA Q37312 E 2142913121 C 2016948 NA Q54919 D 2148531382 C 2016949 Moderate positive Q36578 D 2229315598 C 2016950 Moderate positive Q30 D 2277746226 C 2016951 Moderate positive Q5 C 5668008721 C 2016952 None Q5296 D 12530369761 C 2016953 Moderate positive
entity_id prediction page_views pop_class seqNum dissonance Q2107007 E 0 E 1 None Q1491146 E 0 E 2 None Q2000513 E 0 E 3 None Q1592439 E 0 E 4 None Q157851 E 0 E 5 None Q1592660 E 0 E 6 None Q1863926 E 0 E 7 None Q1614688 E 0 E 8 None Q1671151 E 0 E 9 None Q623445 E 0 E 10 None Q1832777 E 0 E 11 None Q1832778 E 0 E 12 None Q2140321 E 0 E 13 None Q1600718 E 0 E 14 None Q999283 E 0 E 15 None Q2012014 E 0 E 16 None Q1832769 E 0 E 17 None Q1383775 E 0 E 18 None Q2112953 E 0 E 19 None Q2062993 E 0 E 20 None Q1295789 E 0 E 21 None Q1431656 E 0 E 22 None Q1855612 E 0 E 23 None Q1420551 E 0 E 24 None Q1115208 E 0 E 25 None Q1470972 E 0 E 26 None Q1855663 E 0 E 27 None Q1729710 E 0 E 28 None Q965167 E 0 E 29 None Q1594973 E 0 E 30 None ⋮ ⋮ ⋮ ⋮ ⋮ ⋮ Q116933 E 2047137765 C 2016924 NA Q171186 E 2047579662 C 2016925 NA Q356 D 2047631596 C 2016926 Moderate positive Q829984 E 2047695596 C 2016927 NA Q384060 E 2047954248 C 2016928 NA Q1048694 E 2048095025 C 2016929 NA Q31165 E 2048330818 C 2016930 NA Q40629 E 2049755644 C 2016931 NA Q105584 E 2049926923 C 2016932 NA Q565 D 2052996261 C 2016933 Moderate positive Q1868372 E 2056080224 C 2016934 NA Q209330 E 2060928966 C 2016935 NA Q14005 D 2063120071 C 2016936 Moderate positive Q918 D 2063217449 C 2016937 Moderate positive Q150248 E 2068796814 C 2016938 NA Q866 D 2079749157 C 2016939 Moderate positive Q477675 E 2080785713 C 2016940 NA Q1967876 E 2084215818 C 2016941 NA Q750403 E 2084693498 C 2016942 NA Q355 D 2093900731 C 2016943 Moderate positive Q623578 E 2097991400 C 2016944 NA Q33999 E 2108672678 C 2016945 NA Q193563 E 2130725560 C 2016946 NA Q423048 E 2136131564 C 2016947 NA Q37312 E 2142913121 C 2016948 NA Q54919 D 2148531382 C 2016949 Moderate positive Q36578 D 2229315598 C 2016950 Moderate positive Q30 D 2277746226 C 2016951 Moderate positive Q5 C 5668008721 C 2016952 None Q5296 D 12530369761 C 2016953 Moderate positive
entity_id prediction page_views pop_class seqNum dissonance Q2107007 E 0 E 1 None Q1491146 E 0 E 2 None Q2000513 E 0 E 3 None Q1592439 E 0 E 4 None Q157851 E 0 E 5 None Q1592660 E 0 E 6 None Q1863926 E 0 E 7 None Q1614688 E 0 E 8 None Q1671151 E 0 E 9 None Q623445 E 0 E 10 None Q1832777 E 0 E 11 None Q1832778 E 0 E 12 None Q2140321 E 0 E 13 None Q1600718 E 0 E 14 None Q999283 E 0 E 15 None Q2012014 E 0 E 16 None Q1832769 E 0 E 17 None Q1383775 E 0 E 18 None Q2112953 E 0 E 19 None Q2062993 E 0 E 20 None Q1295789 E 0 E 21 None Q1431656 E 0 E 22 None Q1855612 E 0 E 23 None Q1420551 E 0 E 24 None Q1115208 E 0 E 25 None Q1470972 E 0 E 26 None Q1855663 E 0 E 27 None Q1729710 E 0 E 28 None Q965167 E 0 E 29 None Q1594973 E 0 E 30 None ⋮ ⋮ ⋮ ⋮ ⋮ ⋮ Q116933 E 2047137765 C 2016924 High positive Q171186 E 2047579662 C 2016925 High positive Q356 D 2047631596 C 2016926 Moderate positive Q829984 E 2047695596 C 2016927 High positive Q384060 E 2047954248 C 2016928 High positive Q1048694 E 2048095025 C 2016929 High positive Q31165 E 2048330818 C 2016930 High positive Q40629 E 2049755644 C 2016931 High positive Q105584 E 2049926923 C 2016932 High positive Q565 D 2052996261 C 2016933 Moderate positive Q1868372 E 2056080224 C 2016934 High positive Q209330 E 2060928966 C 2016935 High positive Q14005 D 2063120071 C 2016936 Moderate positive Q918 D 2063217449 C 2016937 Moderate positive Q150248 E 2068796814 C 2016938 High positive Q866 D 2079749157 C 2016939 Moderate positive Q477675 E 2080785713 C 2016940 High positive Q1967876 E 2084215818 C 2016941 High positive Q750403 E 2084693498 C 2016942 High positive Q355 D 2093900731 C 2016943 Moderate positive Q623578 E 2097991400 C 2016944 High positive Q33999 E 2108672678 C 2016945 High positive Q193563 E 2130725560 C 2016946 High positive Q423048 E 2136131564 C 2016947 High positive Q37312 E 2142913121 C 2016948 High positive Q54919 D 2148531382 C 2016949 Moderate positive Q36578 D 2229315598 C 2016950 Moderate positive Q30 D 2277746226 C 2016951 Moderate positive Q5 C 5668008721 C 2016952 None Q5296 D 12530369761 C 2016953 Moderate positive
In [39]:
## Build a matrix where columns are the metric and rows are classes
create_alt_diss_matrix = function(articledata, metric, classes) {
d_mtrx = matrix(0, nrow=length(classes), ncol=length(metric));
rownames(d_mtrx) = classes;
colnames(d_mtrx) = metric;
## NOTE: R matrix values are [row,col] dimensions
for(real_rating in classes) {
for(diss_rating in metric) {
d_mtrx[real_rating, diss_rating] = length(articledata[prediction == real_rating & dissonance == diss_rating]$entity_id);
}
}
d_mtrx;
}
alternative_dissonance_matrix.1 = create_alt_diss_matrix(articles_by_pop,
dissonance_metric, assessment_classes);
In [40]:
## Normalise by row
round(100*prop.table(alternative_dissonance_matrix.1, 1), 1);
High negative Moderate negative None Moderate positive High positive E 0 0.0 95.1 4.8 0.1 D 0 92.1 7.2 0.7 0.0 C 70 29.2 0.8 0.0 0.0 B NaN NaN NaN NaN NaN A NaN NaN NaN NaN NaN
In [41]:
## Number of dissonant views per assessment class and amount of dissonance
articles_by_pop[, list(dissonant_views=sum(page_views)), by=list(prediction, dissonance)];
prediction dissonance dissonant_views E None 31210714974 D Moderate negative 1827036865 C High negative 70882872 E Moderate positive 84315454843 D None 12219875368 C Moderate negative 465289797 E High positive 166479713194 D Moderate positive 57375950077 C None 6406444077
In [42]:
## Calculations of total number of dissonant views per dissonance
articles_by_pop[, list(dissonant_views=sum(page_views)), by=list(dissonance)];
dissonance dissonant_views None 49837034419 Moderate negative 2292326662 High negative 70882872 Moderate positive 141691404920 High positive 166479713194
In [43]:
articles_by_pop[,sum(as.numeric(page_views))];
360371362067
In [44]:
## Proportions
100*65938379920/545180810059;
100*125047198/545180810059;
100*6713682043/545180810059;
100*120523625541/545180810059;
100*351880075357/545180810059;
12.0947727255594
0.0229368304409811
1.23145971375505
22.107092420945
64.5437383092995
In [45]:
# 87% of views are high positive
In [46]:
100*(articles_by_pop[, list(dissonant_views=sum(page_views)), by=list(dissonance)][1][,c('dissonant_views')]/articles_by_pop[,sum(as.numeric(page_views))])
dissonant_views 13.82935
In [47]:
100*(articles_by_pop[, list(dissonant_views=sum(page_views)), by=list(dissonance)][2][,c('dissonant_views')]/articles_by_pop[,sum(as.numeric(page_views))])
dissonant_views 0.6361012
In [48]:
100*(articles_by_pop[, list(dissonant_views=sum(page_views)), by=list(dissonance)][3][,c('dissonant_views')]/articles_by_pop[,sum(as.numeric(page_views))])
dissonant_views 0.0196694
In [49]:
100*(articles_by_pop[, list(dissonant_views=sum(page_views)), by=list(dissonance)][4][,c('dissonant_views')]/articles_by_pop[,sum(as.numeric(page_views))])
dissonant_views 39.31816
In [50]:
100*(articles_by_pop[, list(dissonant_views=sum(page_views)), by=list(dissonance)][5][,c('dissonant_views')]/articles_by_pop[,sum(as.numeric(page_views))])
dissonant_views 46.19671
Content source: hall1467/wikidata_usage_tracking
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