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_20130401.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 B: 1
Q100 : 1 1st Qu.: 12.00 1st Qu.:1.900e+02 C: 103496
Q1000 : 1 Median : 20.00 Median :8.040e+02 D: 420153
Q10000 : 1 Mean : 27.42 Mean :5.595e+04 E:7626969
Q100000 : 1 3rd Qu.: 35.00 3rd Qu.:3.920e+03
Q1000000: 1 Max. :21863.00 Max. :1.253e+10
(Other) :8150613
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 Q3822211 E 0 Q4000726 E 0 Q6451977 E 0 Q6473609 E 0 Q6916875 E 0 Q6918381 E 0 Q6918965 E 0 Q6920428 E 0 Q7158411 E 0 Q8331194 E 0 Q3456322 E 0 Q3807084 E 0 Q3911232 E 0 Q4288989 E 0 Q4768691 E 0 Q5101363 E 0 Q5747916 E 0 Q6201895 E 0 Q6480376 E 0 Q6908033 E 0 Q6915948 E 0 Q7863323 E 0 Q8332820 E 0 Q8539436 E 0 Q8718040 E 0 Q4546043 E 0 Q6579844 E 0 Q6914954 E 0 Q6940642 E 0 Q7448230 E 0 ⋮ ⋮ ⋮ ⋮ Q384060 D 2047954248 Q1048694 E 2048095025 Q31165 E 2048330818 Q40629 E 2049755644 Q105584 E 2049926923 Q4584301 E 2052339927 Q565 D 2052996261 Q1868372 E 2056080224 Q209330 D 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 D 2108672678 Q2494649 E 2114531894 Q2597810 E 2128920607 Q193563 E 2130725560 Q423048 E 2136131564 Q37312 D 2142913121 Q54919 D 2148531382 Q36578 D 2229315598 Q30 C 2277746226 Q6581097 D 3273952711 Q5 C 5668008721 Q5296 C 12530369761
entity_id prediction page_views pop_class seqNum Q3822211 E 0 1 Q4000726 E 0 2 Q6451977 E 0 3 Q6473609 E 0 4 Q6916875 E 0 5 Q6918381 E 0 6 Q6918965 E 0 7 Q6920428 E 0 8 Q7158411 E 0 9 Q8331194 E 0 10 Q3456322 E 0 11 Q3807084 E 0 12 Q3911232 E 0 13 Q4288989 E 0 14 Q4768691 E 0 15 Q5101363 E 0 16 Q5747916 E 0 17 Q6201895 E 0 18 Q6480376 E 0 19 Q6908033 E 0 20 Q6915948 E 0 21 Q7863323 E 0 22 Q8332820 E 0 23 Q8539436 E 0 24 Q8718040 E 0 25 Q4546043 E 0 26 Q6579844 E 0 27 Q6914954 E 0 28 Q6940642 E 0 29 Q7448230 E 0 30 ⋮ ⋮ ⋮ ⋮ ⋮ Q384060 D 2047954248 8150590 Q1048694 E 2048095025 8150591 Q31165 E 2048330818 8150592 Q40629 E 2049755644 8150593 Q105584 E 2049926923 8150594 Q4584301 E 2052339927 8150595 Q565 D 2052996261 8150596 Q1868372 E 2056080224 8150597 Q209330 D 2060928966 8150598 Q14005 D 2063120071 8150599 Q918 D 2063217449 8150600 Q150248 E 2068796814 8150601 Q866 D 2079749157 8150602 Q477675 E 2080785713 8150603 Q1967876 E 2084215818 8150604 Q750403 E 2084693498 8150605 Q355 D 2093900731 8150606 Q623578 E 2097991400 8150607 Q33999 D 2108672678 8150608 Q2494649 E 2114531894 8150609 Q2597810 E 2128920607 8150610 Q193563 E 2130725560 8150611 Q423048 E 2136131564 8150612 Q37312 D 2142913121 8150613 Q54919 D 2148531382 8150614 Q36578 D 2229315598 8150615 Q30 C 2277746226 8150616 Q6581097 D 3273952711 8150617 Q5 C 5668008721 8150618 Q5296 C 12530369761 8150619
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]$narticles;
print(paste('start_idx =', start_idx, ', end_idx = ', end_idx));
dataset[seqNum >= start_idx & seqNum <= end_idx, pop_class := rating];
prev_idx = end_idx -1;
}
dataset;
}
In [13]:
articles_by_pop = assign_pop_class(articles_by_pop,
assessment_classes, n_per_class);
[1] "start_idx = 1 , end_idx = 7626970"
[1] "start_idx = 7626970 , end_idx = 8047123"
[1] "start_idx = 8047123 , end_idx = 8150619"
[1] "start_idx = 8150619 , end_idx = 8150620"
[1] "start_idx = 8150620 , end_idx = "
In [14]:
create_dissonance_matrix = function(articledata, classes) {
d_mtrx = matrix(0, nrow=length(classes), ncol=length(classes));
rownames(d_mtrx) = classes;
colnames(d_mtrx) = classes;
for(real_rating in classes) {
for(pop_rating in classes) {
d_mtrx[real_rating, pop_rating] = length(articledata[prediction == real_rating & pop_class == pop_rating]$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 7229347 334205 63417 0 0 D 321123 67985 31045 0 0 C 76499 17963 9033 1 0 B 0 0 1 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[,])
0.896418419263617
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 94.8 4.4 0.8 0 0 D 76.4 16.2 7.4 0 0 C 73.9 17.4 8.7 0 0 B 0.0 0.0 100.0 0 0 A NaN NaN NaN NaN NaN
In [26]:
round(100*prop.table(dissonance_matrix, 2), 1);
E D C B A E 94.8 79.5 61.3 0 NaN D 4.2 16.2 30.0 0 NaN C 1.0 4.3 8.7 100 NaN B 0.0 0.0 0.0 0 NaN A 0.0 0.0 0.0 0 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/201304_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/201304_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/201304_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/201304_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 Q3822211 E 0 E 1 Q4000726 E 0 E 2 Q6451977 E 0 E 3 Q6473609 E 0 E 4 Q6916875 E 0 E 5 Q6918381 E 0 E 6 Q6918965 E 0 E 7 Q6920428 E 0 E 8 Q7158411 E 0 E 9 Q8331194 E 0 E 10 Q3456322 E 0 E 11 Q3807084 E 0 E 12 Q3911232 E 0 E 13 Q4288989 E 0 E 14 Q4768691 E 0 E 15 Q5101363 E 0 E 16 Q5747916 E 0 E 17 Q6201895 E 0 E 18 Q6480376 E 0 E 19 Q6908033 E 0 E 20 Q6915948 E 0 E 21 Q7863323 E 0 E 22 Q8332820 E 0 E 23 Q8539436 E 0 E 24 Q8718040 E 0 E 25 Q4546043 E 0 E 26 Q6579844 E 0 E 27 Q6914954 E 0 E 28 Q6940642 E 0 E 29 Q7448230 E 0 E 30 ⋮ ⋮ ⋮ ⋮ ⋮ Q384060 D 2047954248 C 8150590 Q1048694 E 2048095025 C 8150591 Q31165 E 2048330818 C 8150592 Q40629 E 2049755644 C 8150593 Q105584 E 2049926923 C 8150594 Q4584301 E 2052339927 C 8150595 Q565 D 2052996261 C 8150596 Q1868372 E 2056080224 C 8150597 Q209330 D 2060928966 C 8150598 Q14005 D 2063120071 C 8150599 Q918 D 2063217449 C 8150600 Q150248 E 2068796814 C 8150601 Q866 D 2079749157 C 8150602 Q477675 E 2080785713 C 8150603 Q1967876 E 2084215818 C 8150604 Q750403 E 2084693498 C 8150605 Q355 D 2093900731 C 8150606 Q623578 E 2097991400 C 8150607 Q33999 D 2108672678 C 8150608 Q2494649 E 2114531894 C 8150609 Q2597810 E 2128920607 C 8150610 Q193563 E 2130725560 C 8150611 Q423048 E 2136131564 C 8150612 Q37312 D 2142913121 C 8150613 Q54919 D 2148531382 C 8150614 Q36578 D 2229315598 C 8150615 Q30 C 2277746226 C 8150616 Q6581097 D 3273952711 C 8150617 Q5 C 5668008721 C 8150618 Q5296 C 12530369761 B 8150619
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 Q3822211 E 0 E 1 NA Q4000726 E 0 E 2 NA Q6451977 E 0 E 3 NA Q6473609 E 0 E 4 NA Q6916875 E 0 E 5 NA Q6918381 E 0 E 6 NA Q6918965 E 0 E 7 NA Q6920428 E 0 E 8 NA Q7158411 E 0 E 9 NA Q8331194 E 0 E 10 NA Q3456322 E 0 E 11 NA Q3807084 E 0 E 12 NA Q3911232 E 0 E 13 NA Q4288989 E 0 E 14 NA Q4768691 E 0 E 15 NA Q5101363 E 0 E 16 NA Q5747916 E 0 E 17 NA Q6201895 E 0 E 18 NA Q6480376 E 0 E 19 NA Q6908033 E 0 E 20 NA Q6915948 E 0 E 21 NA Q7863323 E 0 E 22 NA Q8332820 E 0 E 23 NA Q8539436 E 0 E 24 NA Q8718040 E 0 E 25 NA Q4546043 E 0 E 26 NA Q6579844 E 0 E 27 NA Q6914954 E 0 E 28 NA Q6940642 E 0 E 29 NA Q7448230 E 0 E 30 NA ⋮ ⋮ ⋮ ⋮ ⋮ ⋮ Q384060 D 2047954248 C 8150590 NA Q1048694 E 2048095025 C 8150591 NA Q31165 E 2048330818 C 8150592 NA Q40629 E 2049755644 C 8150593 NA Q105584 E 2049926923 C 8150594 NA Q4584301 E 2052339927 C 8150595 NA Q565 D 2052996261 C 8150596 NA Q1868372 E 2056080224 C 8150597 NA Q209330 D 2060928966 C 8150598 NA Q14005 D 2063120071 C 8150599 NA Q918 D 2063217449 C 8150600 NA Q150248 E 2068796814 C 8150601 NA Q866 D 2079749157 C 8150602 NA Q477675 E 2080785713 C 8150603 NA Q1967876 E 2084215818 C 8150604 NA Q750403 E 2084693498 C 8150605 NA Q355 D 2093900731 C 8150606 NA Q623578 E 2097991400 C 8150607 NA Q33999 D 2108672678 C 8150608 NA Q2494649 E 2114531894 C 8150609 NA Q2597810 E 2128920607 C 8150610 NA Q193563 E 2130725560 C 8150611 NA Q423048 E 2136131564 C 8150612 NA Q37312 D 2142913121 C 8150613 NA Q54919 D 2148531382 C 8150614 NA Q36578 D 2229315598 C 8150615 NA Q30 C 2277746226 C 8150616 NA Q6581097 D 3273952711 C 8150617 NA Q5 C 5668008721 C 8150618 NA Q5296 C 12530369761 B 8150619 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 Q3822211 E 0 E 1 NA Q4000726 E 0 E 2 NA Q6451977 E 0 E 3 NA Q6473609 E 0 E 4 NA Q6916875 E 0 E 5 NA Q6918381 E 0 E 6 NA Q6918965 E 0 E 7 NA Q6920428 E 0 E 8 NA Q7158411 E 0 E 9 NA Q8331194 E 0 E 10 NA Q3456322 E 0 E 11 NA Q3807084 E 0 E 12 NA Q3911232 E 0 E 13 NA Q4288989 E 0 E 14 NA Q4768691 E 0 E 15 NA Q5101363 E 0 E 16 NA Q5747916 E 0 E 17 NA Q6201895 E 0 E 18 NA Q6480376 E 0 E 19 NA Q6908033 E 0 E 20 NA Q6915948 E 0 E 21 NA Q7863323 E 0 E 22 NA Q8332820 E 0 E 23 NA Q8539436 E 0 E 24 NA Q8718040 E 0 E 25 NA Q4546043 E 0 E 26 NA Q6579844 E 0 E 27 NA Q6914954 E 0 E 28 NA Q6940642 E 0 E 29 NA Q7448230 E 0 E 30 NA ⋮ ⋮ ⋮ ⋮ ⋮ ⋮ Q384060 D 2047954248 C 8150590 NA Q1048694 E 2048095025 C 8150591 NA Q31165 E 2048330818 C 8150592 NA Q40629 E 2049755644 C 8150593 NA Q105584 E 2049926923 C 8150594 NA Q4584301 E 2052339927 C 8150595 NA Q565 D 2052996261 C 8150596 NA Q1868372 E 2056080224 C 8150597 NA Q209330 D 2060928966 C 8150598 NA Q14005 D 2063120071 C 8150599 NA Q918 D 2063217449 C 8150600 NA Q150248 E 2068796814 C 8150601 NA Q866 D 2079749157 C 8150602 NA Q477675 E 2080785713 C 8150603 NA Q1967876 E 2084215818 C 8150604 NA Q750403 E 2084693498 C 8150605 NA Q355 D 2093900731 C 8150606 NA Q623578 E 2097991400 C 8150607 NA Q33999 D 2108672678 C 8150608 NA Q2494649 E 2114531894 C 8150609 NA Q2597810 E 2128920607 C 8150610 NA Q193563 E 2130725560 C 8150611 NA Q423048 E 2136131564 C 8150612 NA Q37312 D 2142913121 C 8150613 NA Q54919 D 2148531382 C 8150614 NA Q36578 D 2229315598 C 8150615 NA Q30 C 2277746226 C 8150616 NA Q6581097 D 3273952711 C 8150617 NA Q5 C 5668008721 C 8150618 NA Q5296 C 12530369761 B 8150619 NA
entity_id prediction page_views pop_class seqNum dissonance Q3822211 E 0 E 1 NA Q4000726 E 0 E 2 NA Q6451977 E 0 E 3 NA Q6473609 E 0 E 4 NA Q6916875 E 0 E 5 NA Q6918381 E 0 E 6 NA Q6918965 E 0 E 7 NA Q6920428 E 0 E 8 NA Q7158411 E 0 E 9 NA Q8331194 E 0 E 10 NA Q3456322 E 0 E 11 NA Q3807084 E 0 E 12 NA Q3911232 E 0 E 13 NA Q4288989 E 0 E 14 NA Q4768691 E 0 E 15 NA Q5101363 E 0 E 16 NA Q5747916 E 0 E 17 NA Q6201895 E 0 E 18 NA Q6480376 E 0 E 19 NA Q6908033 E 0 E 20 NA Q6915948 E 0 E 21 NA Q7863323 E 0 E 22 NA Q8332820 E 0 E 23 NA Q8539436 E 0 E 24 NA Q8718040 E 0 E 25 NA Q4546043 E 0 E 26 NA Q6579844 E 0 E 27 NA Q6914954 E 0 E 28 NA Q6940642 E 0 E 29 NA Q7448230 E 0 E 30 NA ⋮ ⋮ ⋮ ⋮ ⋮ ⋮ Q384060 D 2047954248 C 8150590 NA Q1048694 E 2048095025 C 8150591 NA Q31165 E 2048330818 C 8150592 NA Q40629 E 2049755644 C 8150593 NA Q105584 E 2049926923 C 8150594 NA Q4584301 E 2052339927 C 8150595 NA Q565 D 2052996261 C 8150596 NA Q1868372 E 2056080224 C 8150597 NA Q209330 D 2060928966 C 8150598 NA Q14005 D 2063120071 C 8150599 NA Q918 D 2063217449 C 8150600 NA Q150248 E 2068796814 C 8150601 NA Q866 D 2079749157 C 8150602 NA Q477675 E 2080785713 C 8150603 NA Q1967876 E 2084215818 C 8150604 NA Q750403 E 2084693498 C 8150605 NA Q355 D 2093900731 C 8150606 NA Q623578 E 2097991400 C 8150607 NA Q33999 D 2108672678 C 8150608 NA Q2494649 E 2114531894 C 8150609 NA Q2597810 E 2128920607 C 8150610 NA Q193563 E 2130725560 C 8150611 NA Q423048 E 2136131564 C 8150612 NA Q37312 D 2142913121 C 8150613 NA Q54919 D 2148531382 C 8150614 NA Q36578 D 2229315598 C 8150615 NA Q30 C 2277746226 C 8150616 NA Q6581097 D 3273952711 C 8150617 NA Q5 C 5668008721 C 8150618 NA Q5296 C 12530369761 B 8150619 NA
entity_id prediction page_views pop_class seqNum dissonance Q3822211 E 0 E 1 NA Q4000726 E 0 E 2 NA Q6451977 E 0 E 3 NA Q6473609 E 0 E 4 NA Q6916875 E 0 E 5 NA Q6918381 E 0 E 6 NA Q6918965 E 0 E 7 NA Q6920428 E 0 E 8 NA Q7158411 E 0 E 9 NA Q8331194 E 0 E 10 NA Q3456322 E 0 E 11 NA Q3807084 E 0 E 12 NA Q3911232 E 0 E 13 NA Q4288989 E 0 E 14 NA Q4768691 E 0 E 15 NA Q5101363 E 0 E 16 NA Q5747916 E 0 E 17 NA Q6201895 E 0 E 18 NA Q6480376 E 0 E 19 NA Q6908033 E 0 E 20 NA Q6915948 E 0 E 21 NA Q7863323 E 0 E 22 NA Q8332820 E 0 E 23 NA Q8539436 E 0 E 24 NA Q8718040 E 0 E 25 NA Q4546043 E 0 E 26 NA Q6579844 E 0 E 27 NA Q6914954 E 0 E 28 NA Q6940642 E 0 E 29 NA Q7448230 E 0 E 30 NA ⋮ ⋮ ⋮ ⋮ ⋮ ⋮ Q384060 D 2047954248 C 8150590 NA Q1048694 E 2048095025 C 8150591 NA Q31165 E 2048330818 C 8150592 NA Q40629 E 2049755644 C 8150593 NA Q105584 E 2049926923 C 8150594 NA Q4584301 E 2052339927 C 8150595 NA Q565 D 2052996261 C 8150596 NA Q1868372 E 2056080224 C 8150597 NA Q209330 D 2060928966 C 8150598 NA Q14005 D 2063120071 C 8150599 NA Q918 D 2063217449 C 8150600 NA Q150248 E 2068796814 C 8150601 NA Q866 D 2079749157 C 8150602 NA Q477675 E 2080785713 C 8150603 NA Q1967876 E 2084215818 C 8150604 NA Q750403 E 2084693498 C 8150605 NA Q355 D 2093900731 C 8150606 NA Q623578 E 2097991400 C 8150607 NA Q33999 D 2108672678 C 8150608 NA Q2494649 E 2114531894 C 8150609 NA Q2597810 E 2128920607 C 8150610 NA Q193563 E 2130725560 C 8150611 NA Q423048 E 2136131564 C 8150612 NA Q37312 D 2142913121 C 8150613 NA Q54919 D 2148531382 C 8150614 NA Q36578 D 2229315598 C 8150615 NA Q30 C 2277746226 C 8150616 NA Q6581097 D 3273952711 C 8150617 NA Q5 C 5668008721 C 8150618 NA Q5296 C 12530369761 B 8150619 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 Q3822211 E 0 E 1 NA Q4000726 E 0 E 2 NA Q6451977 E 0 E 3 NA Q6473609 E 0 E 4 NA Q6916875 E 0 E 5 NA Q6918381 E 0 E 6 NA Q6918965 E 0 E 7 NA Q6920428 E 0 E 8 NA Q7158411 E 0 E 9 NA Q8331194 E 0 E 10 NA Q3456322 E 0 E 11 NA Q3807084 E 0 E 12 NA Q3911232 E 0 E 13 NA Q4288989 E 0 E 14 NA Q4768691 E 0 E 15 NA Q5101363 E 0 E 16 NA Q5747916 E 0 E 17 NA Q6201895 E 0 E 18 NA Q6480376 E 0 E 19 NA Q6908033 E 0 E 20 NA Q6915948 E 0 E 21 NA Q7863323 E 0 E 22 NA Q8332820 E 0 E 23 NA Q8539436 E 0 E 24 NA Q8718040 E 0 E 25 NA Q4546043 E 0 E 26 NA Q6579844 E 0 E 27 NA Q6914954 E 0 E 28 NA Q6940642 E 0 E 29 NA Q7448230 E 0 E 30 NA ⋮ ⋮ ⋮ ⋮ ⋮ ⋮ Q384060 D 2047954248 C 8150590 NA Q1048694 E 2048095025 C 8150591 NA Q31165 E 2048330818 C 8150592 NA Q40629 E 2049755644 C 8150593 NA Q105584 E 2049926923 C 8150594 NA Q4584301 E 2052339927 C 8150595 NA Q565 D 2052996261 C 8150596 NA Q1868372 E 2056080224 C 8150597 NA Q209330 D 2060928966 C 8150598 NA Q14005 D 2063120071 C 8150599 NA Q918 D 2063217449 C 8150600 NA Q150248 E 2068796814 C 8150601 NA Q866 D 2079749157 C 8150602 NA Q477675 E 2080785713 C 8150603 NA Q1967876 E 2084215818 C 8150604 NA Q750403 E 2084693498 C 8150605 NA Q355 D 2093900731 C 8150606 NA Q623578 E 2097991400 C 8150607 NA Q33999 D 2108672678 C 8150608 NA Q2494649 E 2114531894 C 8150609 NA Q2597810 E 2128920607 C 8150610 NA Q193563 E 2130725560 C 8150611 NA Q423048 E 2136131564 C 8150612 NA Q37312 D 2142913121 C 8150613 NA Q54919 D 2148531382 C 8150614 NA Q36578 D 2229315598 C 8150615 NA Q30 C 2277746226 C 8150616 NA Q6581097 D 3273952711 C 8150617 NA Q5 C 5668008721 C 8150618 NA Q5296 C 12530369761 B 8150619 NA
entity_id prediction page_views pop_class seqNum dissonance Q3822211 E 0 E 1 NA Q4000726 E 0 E 2 NA Q6451977 E 0 E 3 NA Q6473609 E 0 E 4 NA Q6916875 E 0 E 5 NA Q6918381 E 0 E 6 NA Q6918965 E 0 E 7 NA Q6920428 E 0 E 8 NA Q7158411 E 0 E 9 NA Q8331194 E 0 E 10 NA Q3456322 E 0 E 11 NA Q3807084 E 0 E 12 NA Q3911232 E 0 E 13 NA Q4288989 E 0 E 14 NA Q4768691 E 0 E 15 NA Q5101363 E 0 E 16 NA Q5747916 E 0 E 17 NA Q6201895 E 0 E 18 NA Q6480376 E 0 E 19 NA Q6908033 E 0 E 20 NA Q6915948 E 0 E 21 NA Q7863323 E 0 E 22 NA Q8332820 E 0 E 23 NA Q8539436 E 0 E 24 NA Q8718040 E 0 E 25 NA Q4546043 E 0 E 26 NA Q6579844 E 0 E 27 NA Q6914954 E 0 E 28 NA Q6940642 E 0 E 29 NA Q7448230 E 0 E 30 NA ⋮ ⋮ ⋮ ⋮ ⋮ ⋮ Q384060 D 2047954248 C 8150590 NA Q1048694 E 2048095025 C 8150591 NA Q31165 E 2048330818 C 8150592 NA Q40629 E 2049755644 C 8150593 NA Q105584 E 2049926923 C 8150594 NA Q4584301 E 2052339927 C 8150595 NA Q565 D 2052996261 C 8150596 NA Q1868372 E 2056080224 C 8150597 NA Q209330 D 2060928966 C 8150598 NA Q14005 D 2063120071 C 8150599 NA Q918 D 2063217449 C 8150600 NA Q150248 E 2068796814 C 8150601 NA Q866 D 2079749157 C 8150602 NA Q477675 E 2080785713 C 8150603 NA Q1967876 E 2084215818 C 8150604 NA Q750403 E 2084693498 C 8150605 NA Q355 D 2093900731 C 8150606 NA Q623578 E 2097991400 C 8150607 NA Q33999 D 2108672678 C 8150608 NA Q2494649 E 2114531894 C 8150609 NA Q2597810 E 2128920607 C 8150610 NA Q193563 E 2130725560 C 8150611 NA Q423048 E 2136131564 C 8150612 NA Q37312 D 2142913121 C 8150613 NA Q54919 D 2148531382 C 8150614 NA Q36578 D 2229315598 C 8150615 NA Q30 C 2277746226 C 8150616 NA Q6581097 D 3273952711 C 8150617 NA Q5 C 5668008721 C 8150618 NA Q5296 C 12530369761 B 8150619 NA
entity_id prediction page_views pop_class seqNum dissonance Q3822211 E 0 E 1 NA Q4000726 E 0 E 2 NA Q6451977 E 0 E 3 NA Q6473609 E 0 E 4 NA Q6916875 E 0 E 5 NA Q6918381 E 0 E 6 NA Q6918965 E 0 E 7 NA Q6920428 E 0 E 8 NA Q7158411 E 0 E 9 NA Q8331194 E 0 E 10 NA Q3456322 E 0 E 11 NA Q3807084 E 0 E 12 NA Q3911232 E 0 E 13 NA Q4288989 E 0 E 14 NA Q4768691 E 0 E 15 NA Q5101363 E 0 E 16 NA Q5747916 E 0 E 17 NA Q6201895 E 0 E 18 NA Q6480376 E 0 E 19 NA Q6908033 E 0 E 20 NA Q6915948 E 0 E 21 NA Q7863323 E 0 E 22 NA Q8332820 E 0 E 23 NA Q8539436 E 0 E 24 NA Q8718040 E 0 E 25 NA Q4546043 E 0 E 26 NA Q6579844 E 0 E 27 NA Q6914954 E 0 E 28 NA Q6940642 E 0 E 29 NA Q7448230 E 0 E 30 NA ⋮ ⋮ ⋮ ⋮ ⋮ ⋮ Q384060 D 2047954248 C 8150590 NA Q1048694 E 2048095025 C 8150591 NA Q31165 E 2048330818 C 8150592 NA Q40629 E 2049755644 C 8150593 NA Q105584 E 2049926923 C 8150594 NA Q4584301 E 2052339927 C 8150595 NA Q565 D 2052996261 C 8150596 NA Q1868372 E 2056080224 C 8150597 NA Q209330 D 2060928966 C 8150598 NA Q14005 D 2063120071 C 8150599 NA Q918 D 2063217449 C 8150600 NA Q150248 E 2068796814 C 8150601 NA Q866 D 2079749157 C 8150602 NA Q477675 E 2080785713 C 8150603 NA Q1967876 E 2084215818 C 8150604 NA Q750403 E 2084693498 C 8150605 NA Q355 D 2093900731 C 8150606 NA Q623578 E 2097991400 C 8150607 NA Q33999 D 2108672678 C 8150608 NA Q2494649 E 2114531894 C 8150609 NA Q2597810 E 2128920607 C 8150610 NA Q193563 E 2130725560 C 8150611 NA Q423048 E 2136131564 C 8150612 NA Q37312 D 2142913121 C 8150613 NA Q54919 D 2148531382 C 8150614 NA Q36578 D 2229315598 C 8150615 NA Q30 C 2277746226 C 8150616 NA Q6581097 D 3273952711 C 8150617 NA Q5 C 5668008721 C 8150618 NA Q5296 C 12530369761 B 8150619 NA
entity_id prediction page_views pop_class seqNum dissonance Q3822211 E 0 E 1 NA Q4000726 E 0 E 2 NA Q6451977 E 0 E 3 NA Q6473609 E 0 E 4 NA Q6916875 E 0 E 5 NA Q6918381 E 0 E 6 NA Q6918965 E 0 E 7 NA Q6920428 E 0 E 8 NA Q7158411 E 0 E 9 NA Q8331194 E 0 E 10 NA Q3456322 E 0 E 11 NA Q3807084 E 0 E 12 NA Q3911232 E 0 E 13 NA Q4288989 E 0 E 14 NA Q4768691 E 0 E 15 NA Q5101363 E 0 E 16 NA Q5747916 E 0 E 17 NA Q6201895 E 0 E 18 NA Q6480376 E 0 E 19 NA Q6908033 E 0 E 20 NA Q6915948 E 0 E 21 NA Q7863323 E 0 E 22 NA Q8332820 E 0 E 23 NA Q8539436 E 0 E 24 NA Q8718040 E 0 E 25 NA Q4546043 E 0 E 26 NA Q6579844 E 0 E 27 NA Q6914954 E 0 E 28 NA Q6940642 E 0 E 29 NA Q7448230 E 0 E 30 NA ⋮ ⋮ ⋮ ⋮ ⋮ ⋮ Q384060 D 2047954248 C 8150590 NA Q1048694 E 2048095025 C 8150591 NA Q31165 E 2048330818 C 8150592 NA Q40629 E 2049755644 C 8150593 NA Q105584 E 2049926923 C 8150594 NA Q4584301 E 2052339927 C 8150595 NA Q565 D 2052996261 C 8150596 NA Q1868372 E 2056080224 C 8150597 NA Q209330 D 2060928966 C 8150598 NA Q14005 D 2063120071 C 8150599 NA Q918 D 2063217449 C 8150600 NA Q150248 E 2068796814 C 8150601 NA Q866 D 2079749157 C 8150602 NA Q477675 E 2080785713 C 8150603 NA Q1967876 E 2084215818 C 8150604 NA Q750403 E 2084693498 C 8150605 NA Q355 D 2093900731 C 8150606 NA Q623578 E 2097991400 C 8150607 NA Q33999 D 2108672678 C 8150608 NA Q2494649 E 2114531894 C 8150609 NA Q2597810 E 2128920607 C 8150610 NA Q193563 E 2130725560 C 8150611 NA Q423048 E 2136131564 C 8150612 NA Q37312 D 2142913121 C 8150613 NA Q54919 D 2148531382 C 8150614 NA Q36578 D 2229315598 C 8150615 NA Q30 C 2277746226 C 8150616 NA Q6581097 D 3273952711 C 8150617 NA Q5 C 5668008721 C 8150618 NA Q5296 C 12530369761 B 8150619 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 Q3822211 E 0 E 1 NA Q4000726 E 0 E 2 NA Q6451977 E 0 E 3 NA Q6473609 E 0 E 4 NA Q6916875 E 0 E 5 NA Q6918381 E 0 E 6 NA Q6918965 E 0 E 7 NA Q6920428 E 0 E 8 NA Q7158411 E 0 E 9 NA Q8331194 E 0 E 10 NA Q3456322 E 0 E 11 NA Q3807084 E 0 E 12 NA Q3911232 E 0 E 13 NA Q4288989 E 0 E 14 NA Q4768691 E 0 E 15 NA Q5101363 E 0 E 16 NA Q5747916 E 0 E 17 NA Q6201895 E 0 E 18 NA Q6480376 E 0 E 19 NA Q6908033 E 0 E 20 NA Q6915948 E 0 E 21 NA Q7863323 E 0 E 22 NA Q8332820 E 0 E 23 NA Q8539436 E 0 E 24 NA Q8718040 E 0 E 25 NA Q4546043 E 0 E 26 NA Q6579844 E 0 E 27 NA Q6914954 E 0 E 28 NA Q6940642 E 0 E 29 NA Q7448230 E 0 E 30 NA ⋮ ⋮ ⋮ ⋮ ⋮ ⋮ Q384060 D 2047954248 C 8150590 NA Q1048694 E 2048095025 C 8150591 NA Q31165 E 2048330818 C 8150592 NA Q40629 E 2049755644 C 8150593 NA Q105584 E 2049926923 C 8150594 NA Q4584301 E 2052339927 C 8150595 NA Q565 D 2052996261 C 8150596 NA Q1868372 E 2056080224 C 8150597 NA Q209330 D 2060928966 C 8150598 NA Q14005 D 2063120071 C 8150599 NA Q918 D 2063217449 C 8150600 NA Q150248 E 2068796814 C 8150601 NA Q866 D 2079749157 C 8150602 NA Q477675 E 2080785713 C 8150603 NA Q1967876 E 2084215818 C 8150604 NA Q750403 E 2084693498 C 8150605 NA Q355 D 2093900731 C 8150606 NA Q623578 E 2097991400 C 8150607 NA Q33999 D 2108672678 C 8150608 NA Q2494649 E 2114531894 C 8150609 NA Q2597810 E 2128920607 C 8150610 NA Q193563 E 2130725560 C 8150611 NA Q423048 E 2136131564 C 8150612 NA Q37312 D 2142913121 C 8150613 NA Q54919 D 2148531382 C 8150614 NA Q36578 D 2229315598 C 8150615 NA Q30 C 2277746226 C 8150616 NA Q6581097 D 3273952711 C 8150617 NA Q5 C 5668008721 C 8150618 NA Q5296 C 12530369761 B 8150619 NA
entity_id prediction page_views pop_class seqNum dissonance Q3822211 E 0 E 1 NA Q4000726 E 0 E 2 NA Q6451977 E 0 E 3 NA Q6473609 E 0 E 4 NA Q6916875 E 0 E 5 NA Q6918381 E 0 E 6 NA Q6918965 E 0 E 7 NA Q6920428 E 0 E 8 NA Q7158411 E 0 E 9 NA Q8331194 E 0 E 10 NA Q3456322 E 0 E 11 NA Q3807084 E 0 E 12 NA Q3911232 E 0 E 13 NA Q4288989 E 0 E 14 NA Q4768691 E 0 E 15 NA Q5101363 E 0 E 16 NA Q5747916 E 0 E 17 NA Q6201895 E 0 E 18 NA Q6480376 E 0 E 19 NA Q6908033 E 0 E 20 NA Q6915948 E 0 E 21 NA Q7863323 E 0 E 22 NA Q8332820 E 0 E 23 NA Q8539436 E 0 E 24 NA Q8718040 E 0 E 25 NA Q4546043 E 0 E 26 NA Q6579844 E 0 E 27 NA Q6914954 E 0 E 28 NA Q6940642 E 0 E 29 NA Q7448230 E 0 E 30 NA ⋮ ⋮ ⋮ ⋮ ⋮ ⋮ Q384060 D 2047954248 C 8150590 NA Q1048694 E 2048095025 C 8150591 NA Q31165 E 2048330818 C 8150592 NA Q40629 E 2049755644 C 8150593 NA Q105584 E 2049926923 C 8150594 NA Q4584301 E 2052339927 C 8150595 NA Q565 D 2052996261 C 8150596 NA Q1868372 E 2056080224 C 8150597 NA Q209330 D 2060928966 C 8150598 NA Q14005 D 2063120071 C 8150599 NA Q918 D 2063217449 C 8150600 NA Q150248 E 2068796814 C 8150601 NA Q866 D 2079749157 C 8150602 NA Q477675 E 2080785713 C 8150603 NA Q1967876 E 2084215818 C 8150604 NA Q750403 E 2084693498 C 8150605 NA Q355 D 2093900731 C 8150606 NA Q623578 E 2097991400 C 8150607 NA Q33999 D 2108672678 C 8150608 NA Q2494649 E 2114531894 C 8150609 NA Q2597810 E 2128920607 C 8150610 NA Q193563 E 2130725560 C 8150611 NA Q423048 E 2136131564 C 8150612 NA Q37312 D 2142913121 C 8150613 NA Q54919 D 2148531382 C 8150614 NA Q36578 D 2229315598 C 8150615 NA Q30 C 2277746226 C 8150616 NA Q6581097 D 3273952711 C 8150617 NA Q5 C 5668008721 C 8150618 NA Q5296 C 12530369761 B 8150619 NA
entity_id prediction page_views pop_class seqNum dissonance Q3822211 E 0 E 1 NA Q4000726 E 0 E 2 NA Q6451977 E 0 E 3 NA Q6473609 E 0 E 4 NA Q6916875 E 0 E 5 NA Q6918381 E 0 E 6 NA Q6918965 E 0 E 7 NA Q6920428 E 0 E 8 NA Q7158411 E 0 E 9 NA Q8331194 E 0 E 10 NA Q3456322 E 0 E 11 NA Q3807084 E 0 E 12 NA Q3911232 E 0 E 13 NA Q4288989 E 0 E 14 NA Q4768691 E 0 E 15 NA Q5101363 E 0 E 16 NA Q5747916 E 0 E 17 NA Q6201895 E 0 E 18 NA Q6480376 E 0 E 19 NA Q6908033 E 0 E 20 NA Q6915948 E 0 E 21 NA Q7863323 E 0 E 22 NA Q8332820 E 0 E 23 NA Q8539436 E 0 E 24 NA Q8718040 E 0 E 25 NA Q4546043 E 0 E 26 NA Q6579844 E 0 E 27 NA Q6914954 E 0 E 28 NA Q6940642 E 0 E 29 NA Q7448230 E 0 E 30 NA ⋮ ⋮ ⋮ ⋮ ⋮ ⋮ Q384060 D 2047954248 C 8150590 NA Q1048694 E 2048095025 C 8150591 NA Q31165 E 2048330818 C 8150592 NA Q40629 E 2049755644 C 8150593 NA Q105584 E 2049926923 C 8150594 NA Q4584301 E 2052339927 C 8150595 NA Q565 D 2052996261 C 8150596 NA Q1868372 E 2056080224 C 8150597 NA Q209330 D 2060928966 C 8150598 NA Q14005 D 2063120071 C 8150599 NA Q918 D 2063217449 C 8150600 NA Q150248 E 2068796814 C 8150601 NA Q866 D 2079749157 C 8150602 NA Q477675 E 2080785713 C 8150603 NA Q1967876 E 2084215818 C 8150604 NA Q750403 E 2084693498 C 8150605 NA Q355 D 2093900731 C 8150606 NA Q623578 E 2097991400 C 8150607 NA Q33999 D 2108672678 C 8150608 NA Q2494649 E 2114531894 C 8150609 NA Q2597810 E 2128920607 C 8150610 NA Q193563 E 2130725560 C 8150611 NA Q423048 E 2136131564 C 8150612 NA Q37312 D 2142913121 C 8150613 NA Q54919 D 2148531382 C 8150614 NA Q36578 D 2229315598 C 8150615 NA Q30 C 2277746226 C 8150616 None Q6581097 D 3273952711 C 8150617 NA Q5 C 5668008721 C 8150618 None Q5296 C 12530369761 B 8150619 NA
entity_id prediction page_views pop_class seqNum dissonance Q3822211 E 0 E 1 NA Q4000726 E 0 E 2 NA Q6451977 E 0 E 3 NA Q6473609 E 0 E 4 NA Q6916875 E 0 E 5 NA Q6918381 E 0 E 6 NA Q6918965 E 0 E 7 NA Q6920428 E 0 E 8 NA Q7158411 E 0 E 9 NA Q8331194 E 0 E 10 NA Q3456322 E 0 E 11 NA Q3807084 E 0 E 12 NA Q3911232 E 0 E 13 NA Q4288989 E 0 E 14 NA Q4768691 E 0 E 15 NA Q5101363 E 0 E 16 NA Q5747916 E 0 E 17 NA Q6201895 E 0 E 18 NA Q6480376 E 0 E 19 NA Q6908033 E 0 E 20 NA Q6915948 E 0 E 21 NA Q7863323 E 0 E 22 NA Q8332820 E 0 E 23 NA Q8539436 E 0 E 24 NA Q8718040 E 0 E 25 NA Q4546043 E 0 E 26 NA Q6579844 E 0 E 27 NA Q6914954 E 0 E 28 NA Q6940642 E 0 E 29 NA Q7448230 E 0 E 30 NA ⋮ ⋮ ⋮ ⋮ ⋮ ⋮ Q384060 D 2047954248 C 8150590 NA Q1048694 E 2048095025 C 8150591 NA Q31165 E 2048330818 C 8150592 NA Q40629 E 2049755644 C 8150593 NA Q105584 E 2049926923 C 8150594 NA Q4584301 E 2052339927 C 8150595 NA Q565 D 2052996261 C 8150596 NA Q1868372 E 2056080224 C 8150597 NA Q209330 D 2060928966 C 8150598 NA Q14005 D 2063120071 C 8150599 NA Q918 D 2063217449 C 8150600 NA Q150248 E 2068796814 C 8150601 NA Q866 D 2079749157 C 8150602 NA Q477675 E 2080785713 C 8150603 NA Q1967876 E 2084215818 C 8150604 NA Q750403 E 2084693498 C 8150605 NA Q355 D 2093900731 C 8150606 NA Q623578 E 2097991400 C 8150607 NA Q33999 D 2108672678 C 8150608 NA Q2494649 E 2114531894 C 8150609 NA Q2597810 E 2128920607 C 8150610 NA Q193563 E 2130725560 C 8150611 NA Q423048 E 2136131564 C 8150612 NA Q37312 D 2142913121 C 8150613 NA Q54919 D 2148531382 C 8150614 NA Q36578 D 2229315598 C 8150615 NA Q30 C 2277746226 C 8150616 None Q6581097 D 3273952711 C 8150617 NA Q5 C 5668008721 C 8150618 None Q5296 C 12530369761 B 8150619 Moderate positive
entity_id prediction page_views pop_class seqNum dissonance Q3822211 E 0 E 1 NA Q4000726 E 0 E 2 NA Q6451977 E 0 E 3 NA Q6473609 E 0 E 4 NA Q6916875 E 0 E 5 NA Q6918381 E 0 E 6 NA Q6918965 E 0 E 7 NA Q6920428 E 0 E 8 NA Q7158411 E 0 E 9 NA Q8331194 E 0 E 10 NA Q3456322 E 0 E 11 NA Q3807084 E 0 E 12 NA Q3911232 E 0 E 13 NA Q4288989 E 0 E 14 NA Q4768691 E 0 E 15 NA Q5101363 E 0 E 16 NA Q5747916 E 0 E 17 NA Q6201895 E 0 E 18 NA Q6480376 E 0 E 19 NA Q6908033 E 0 E 20 NA Q6915948 E 0 E 21 NA Q7863323 E 0 E 22 NA Q8332820 E 0 E 23 NA Q8539436 E 0 E 24 NA Q8718040 E 0 E 25 NA Q4546043 E 0 E 26 NA Q6579844 E 0 E 27 NA Q6914954 E 0 E 28 NA Q6940642 E 0 E 29 NA Q7448230 E 0 E 30 NA ⋮ ⋮ ⋮ ⋮ ⋮ ⋮ Q384060 D 2047954248 C 8150590 NA Q1048694 E 2048095025 C 8150591 NA Q31165 E 2048330818 C 8150592 NA Q40629 E 2049755644 C 8150593 NA Q105584 E 2049926923 C 8150594 NA Q4584301 E 2052339927 C 8150595 NA Q565 D 2052996261 C 8150596 NA Q1868372 E 2056080224 C 8150597 NA Q209330 D 2060928966 C 8150598 NA Q14005 D 2063120071 C 8150599 NA Q918 D 2063217449 C 8150600 NA Q150248 E 2068796814 C 8150601 NA Q866 D 2079749157 C 8150602 NA Q477675 E 2080785713 C 8150603 NA Q1967876 E 2084215818 C 8150604 NA Q750403 E 2084693498 C 8150605 NA Q355 D 2093900731 C 8150606 NA Q623578 E 2097991400 C 8150607 NA Q33999 D 2108672678 C 8150608 NA Q2494649 E 2114531894 C 8150609 NA Q2597810 E 2128920607 C 8150610 NA Q193563 E 2130725560 C 8150611 NA Q423048 E 2136131564 C 8150612 NA Q37312 D 2142913121 C 8150613 NA Q54919 D 2148531382 C 8150614 NA Q36578 D 2229315598 C 8150615 NA Q30 C 2277746226 C 8150616 None Q6581097 D 3273952711 C 8150617 NA Q5 C 5668008721 C 8150618 None Q5296 C 12530369761 B 8150619 Moderate positive
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 Q3822211 E 0 E 1 NA Q4000726 E 0 E 2 NA Q6451977 E 0 E 3 NA Q6473609 E 0 E 4 NA Q6916875 E 0 E 5 NA Q6918381 E 0 E 6 NA Q6918965 E 0 E 7 NA Q6920428 E 0 E 8 NA Q7158411 E 0 E 9 NA Q8331194 E 0 E 10 NA Q3456322 E 0 E 11 NA Q3807084 E 0 E 12 NA Q3911232 E 0 E 13 NA Q4288989 E 0 E 14 NA Q4768691 E 0 E 15 NA Q5101363 E 0 E 16 NA Q5747916 E 0 E 17 NA Q6201895 E 0 E 18 NA Q6480376 E 0 E 19 NA Q6908033 E 0 E 20 NA Q6915948 E 0 E 21 NA Q7863323 E 0 E 22 NA Q8332820 E 0 E 23 NA Q8539436 E 0 E 24 NA Q8718040 E 0 E 25 NA Q4546043 E 0 E 26 NA Q6579844 E 0 E 27 NA Q6914954 E 0 E 28 NA Q6940642 E 0 E 29 NA Q7448230 E 0 E 30 NA ⋮ ⋮ ⋮ ⋮ ⋮ ⋮ Q384060 D 2047954248 C 8150590 NA Q1048694 E 2048095025 C 8150591 NA Q31165 E 2048330818 C 8150592 NA Q40629 E 2049755644 C 8150593 NA Q105584 E 2049926923 C 8150594 NA Q4584301 E 2052339927 C 8150595 NA Q565 D 2052996261 C 8150596 NA Q1868372 E 2056080224 C 8150597 NA Q209330 D 2060928966 C 8150598 NA Q14005 D 2063120071 C 8150599 NA Q918 D 2063217449 C 8150600 NA Q150248 E 2068796814 C 8150601 NA Q866 D 2079749157 C 8150602 NA Q477675 E 2080785713 C 8150603 NA Q1967876 E 2084215818 C 8150604 NA Q750403 E 2084693498 C 8150605 NA Q355 D 2093900731 C 8150606 NA Q623578 E 2097991400 C 8150607 NA Q33999 D 2108672678 C 8150608 NA Q2494649 E 2114531894 C 8150609 NA Q2597810 E 2128920607 C 8150610 NA Q193563 E 2130725560 C 8150611 NA Q423048 E 2136131564 C 8150612 NA Q37312 D 2142913121 C 8150613 NA Q54919 D 2148531382 C 8150614 NA Q36578 D 2229315598 C 8150615 NA Q30 C 2277746226 C 8150616 None Q6581097 D 3273952711 C 8150617 NA Q5 C 5668008721 C 8150618 None Q5296 C 12530369761 B 8150619 Moderate positive
entity_id prediction page_views pop_class seqNum dissonance Q3822211 E 0 E 1 NA Q4000726 E 0 E 2 NA Q6451977 E 0 E 3 NA Q6473609 E 0 E 4 NA Q6916875 E 0 E 5 NA Q6918381 E 0 E 6 NA Q6918965 E 0 E 7 NA Q6920428 E 0 E 8 NA Q7158411 E 0 E 9 NA Q8331194 E 0 E 10 NA Q3456322 E 0 E 11 NA Q3807084 E 0 E 12 NA Q3911232 E 0 E 13 NA Q4288989 E 0 E 14 NA Q4768691 E 0 E 15 NA Q5101363 E 0 E 16 NA Q5747916 E 0 E 17 NA Q6201895 E 0 E 18 NA Q6480376 E 0 E 19 NA Q6908033 E 0 E 20 NA Q6915948 E 0 E 21 NA Q7863323 E 0 E 22 NA Q8332820 E 0 E 23 NA Q8539436 E 0 E 24 NA Q8718040 E 0 E 25 NA Q4546043 E 0 E 26 NA Q6579844 E 0 E 27 NA Q6914954 E 0 E 28 NA Q6940642 E 0 E 29 NA Q7448230 E 0 E 30 NA ⋮ ⋮ ⋮ ⋮ ⋮ ⋮ Q384060 D 2047954248 C 8150590 NA Q1048694 E 2048095025 C 8150591 NA Q31165 E 2048330818 C 8150592 NA Q40629 E 2049755644 C 8150593 NA Q105584 E 2049926923 C 8150594 NA Q4584301 E 2052339927 C 8150595 NA Q565 D 2052996261 C 8150596 NA Q1868372 E 2056080224 C 8150597 NA Q209330 D 2060928966 C 8150598 NA Q14005 D 2063120071 C 8150599 NA Q918 D 2063217449 C 8150600 NA Q150248 E 2068796814 C 8150601 NA Q866 D 2079749157 C 8150602 NA Q477675 E 2080785713 C 8150603 NA Q1967876 E 2084215818 C 8150604 NA Q750403 E 2084693498 C 8150605 NA Q355 D 2093900731 C 8150606 NA Q623578 E 2097991400 C 8150607 NA Q33999 D 2108672678 C 8150608 NA Q2494649 E 2114531894 C 8150609 NA Q2597810 E 2128920607 C 8150610 NA Q193563 E 2130725560 C 8150611 NA Q423048 E 2136131564 C 8150612 NA Q37312 D 2142913121 C 8150613 NA Q54919 D 2148531382 C 8150614 NA Q36578 D 2229315598 C 8150615 NA Q30 C 2277746226 C 8150616 None Q6581097 D 3273952711 C 8150617 NA Q5 C 5668008721 C 8150618 None Q5296 C 12530369761 B 8150619 Moderate positive
entity_id prediction page_views pop_class seqNum dissonance Q3822211 E 0 E 1 NA Q4000726 E 0 E 2 NA Q6451977 E 0 E 3 NA Q6473609 E 0 E 4 NA Q6916875 E 0 E 5 NA Q6918381 E 0 E 6 NA Q6918965 E 0 E 7 NA Q6920428 E 0 E 8 NA Q7158411 E 0 E 9 NA Q8331194 E 0 E 10 NA Q3456322 E 0 E 11 NA Q3807084 E 0 E 12 NA Q3911232 E 0 E 13 NA Q4288989 E 0 E 14 NA Q4768691 E 0 E 15 NA Q5101363 E 0 E 16 NA Q5747916 E 0 E 17 NA Q6201895 E 0 E 18 NA Q6480376 E 0 E 19 NA Q6908033 E 0 E 20 NA Q6915948 E 0 E 21 NA Q7863323 E 0 E 22 NA Q8332820 E 0 E 23 NA Q8539436 E 0 E 24 NA Q8718040 E 0 E 25 NA Q4546043 E 0 E 26 NA Q6579844 E 0 E 27 NA Q6914954 E 0 E 28 NA Q6940642 E 0 E 29 NA Q7448230 E 0 E 30 NA ⋮ ⋮ ⋮ ⋮ ⋮ ⋮ Q384060 D 2047954248 C 8150590 Moderate positive Q1048694 E 2048095025 C 8150591 NA Q31165 E 2048330818 C 8150592 NA Q40629 E 2049755644 C 8150593 NA Q105584 E 2049926923 C 8150594 NA Q4584301 E 2052339927 C 8150595 NA Q565 D 2052996261 C 8150596 Moderate positive Q1868372 E 2056080224 C 8150597 NA Q209330 D 2060928966 C 8150598 Moderate positive Q14005 D 2063120071 C 8150599 Moderate positive Q918 D 2063217449 C 8150600 Moderate positive Q150248 E 2068796814 C 8150601 NA Q866 D 2079749157 C 8150602 Moderate positive Q477675 E 2080785713 C 8150603 NA Q1967876 E 2084215818 C 8150604 NA Q750403 E 2084693498 C 8150605 NA Q355 D 2093900731 C 8150606 Moderate positive Q623578 E 2097991400 C 8150607 NA Q33999 D 2108672678 C 8150608 Moderate positive Q2494649 E 2114531894 C 8150609 NA Q2597810 E 2128920607 C 8150610 NA Q193563 E 2130725560 C 8150611 NA Q423048 E 2136131564 C 8150612 NA Q37312 D 2142913121 C 8150613 Moderate positive Q54919 D 2148531382 C 8150614 Moderate positive Q36578 D 2229315598 C 8150615 Moderate positive Q30 C 2277746226 C 8150616 None Q6581097 D 3273952711 C 8150617 Moderate positive Q5 C 5668008721 C 8150618 None Q5296 C 12530369761 B 8150619 Moderate positive
entity_id prediction page_views pop_class seqNum dissonance Q3822211 E 0 E 1 NA Q4000726 E 0 E 2 NA Q6451977 E 0 E 3 NA Q6473609 E 0 E 4 NA Q6916875 E 0 E 5 NA Q6918381 E 0 E 6 NA Q6918965 E 0 E 7 NA Q6920428 E 0 E 8 NA Q7158411 E 0 E 9 NA Q8331194 E 0 E 10 NA Q3456322 E 0 E 11 NA Q3807084 E 0 E 12 NA Q3911232 E 0 E 13 NA Q4288989 E 0 E 14 NA Q4768691 E 0 E 15 NA Q5101363 E 0 E 16 NA Q5747916 E 0 E 17 NA Q6201895 E 0 E 18 NA Q6480376 E 0 E 19 NA Q6908033 E 0 E 20 NA Q6915948 E 0 E 21 NA Q7863323 E 0 E 22 NA Q8332820 E 0 E 23 NA Q8539436 E 0 E 24 NA Q8718040 E 0 E 25 NA Q4546043 E 0 E 26 NA Q6579844 E 0 E 27 NA Q6914954 E 0 E 28 NA Q6940642 E 0 E 29 NA Q7448230 E 0 E 30 NA ⋮ ⋮ ⋮ ⋮ ⋮ ⋮ Q384060 D 2047954248 C 8150590 Moderate positive Q1048694 E 2048095025 C 8150591 NA Q31165 E 2048330818 C 8150592 NA Q40629 E 2049755644 C 8150593 NA Q105584 E 2049926923 C 8150594 NA Q4584301 E 2052339927 C 8150595 NA Q565 D 2052996261 C 8150596 Moderate positive Q1868372 E 2056080224 C 8150597 NA Q209330 D 2060928966 C 8150598 Moderate positive Q14005 D 2063120071 C 8150599 Moderate positive Q918 D 2063217449 C 8150600 Moderate positive Q150248 E 2068796814 C 8150601 NA Q866 D 2079749157 C 8150602 Moderate positive Q477675 E 2080785713 C 8150603 NA Q1967876 E 2084215818 C 8150604 NA Q750403 E 2084693498 C 8150605 NA Q355 D 2093900731 C 8150606 Moderate positive Q623578 E 2097991400 C 8150607 NA Q33999 D 2108672678 C 8150608 Moderate positive Q2494649 E 2114531894 C 8150609 NA Q2597810 E 2128920607 C 8150610 NA Q193563 E 2130725560 C 8150611 NA Q423048 E 2136131564 C 8150612 NA Q37312 D 2142913121 C 8150613 Moderate positive Q54919 D 2148531382 C 8150614 Moderate positive Q36578 D 2229315598 C 8150615 Moderate positive Q30 C 2277746226 C 8150616 None Q6581097 D 3273952711 C 8150617 Moderate positive Q5 C 5668008721 C 8150618 None Q5296 C 12530369761 B 8150619 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 Q3822211 E 0 E 1 None Q4000726 E 0 E 2 None Q6451977 E 0 E 3 None Q6473609 E 0 E 4 None Q6916875 E 0 E 5 None Q6918381 E 0 E 6 None Q6918965 E 0 E 7 None Q6920428 E 0 E 8 None Q7158411 E 0 E 9 None Q8331194 E 0 E 10 None Q3456322 E 0 E 11 None Q3807084 E 0 E 12 None Q3911232 E 0 E 13 None Q4288989 E 0 E 14 None Q4768691 E 0 E 15 None Q5101363 E 0 E 16 None Q5747916 E 0 E 17 None Q6201895 E 0 E 18 None Q6480376 E 0 E 19 None Q6908033 E 0 E 20 None Q6915948 E 0 E 21 None Q7863323 E 0 E 22 None Q8332820 E 0 E 23 None Q8539436 E 0 E 24 None Q8718040 E 0 E 25 None Q4546043 E 0 E 26 None Q6579844 E 0 E 27 None Q6914954 E 0 E 28 None Q6940642 E 0 E 29 None Q7448230 E 0 E 30 None ⋮ ⋮ ⋮ ⋮ ⋮ ⋮ Q384060 D 2047954248 C 8150590 Moderate positive Q1048694 E 2048095025 C 8150591 NA Q31165 E 2048330818 C 8150592 NA Q40629 E 2049755644 C 8150593 NA Q105584 E 2049926923 C 8150594 NA Q4584301 E 2052339927 C 8150595 NA Q565 D 2052996261 C 8150596 Moderate positive Q1868372 E 2056080224 C 8150597 NA Q209330 D 2060928966 C 8150598 Moderate positive Q14005 D 2063120071 C 8150599 Moderate positive Q918 D 2063217449 C 8150600 Moderate positive Q150248 E 2068796814 C 8150601 NA Q866 D 2079749157 C 8150602 Moderate positive Q477675 E 2080785713 C 8150603 NA Q1967876 E 2084215818 C 8150604 NA Q750403 E 2084693498 C 8150605 NA Q355 D 2093900731 C 8150606 Moderate positive Q623578 E 2097991400 C 8150607 NA Q33999 D 2108672678 C 8150608 Moderate positive Q2494649 E 2114531894 C 8150609 NA Q2597810 E 2128920607 C 8150610 NA Q193563 E 2130725560 C 8150611 NA Q423048 E 2136131564 C 8150612 NA Q37312 D 2142913121 C 8150613 Moderate positive Q54919 D 2148531382 C 8150614 Moderate positive Q36578 D 2229315598 C 8150615 Moderate positive Q30 C 2277746226 C 8150616 None Q6581097 D 3273952711 C 8150617 Moderate positive Q5 C 5668008721 C 8150618 None Q5296 C 12530369761 B 8150619 Moderate positive
entity_id prediction page_views pop_class seqNum dissonance Q3822211 E 0 E 1 None Q4000726 E 0 E 2 None Q6451977 E 0 E 3 None Q6473609 E 0 E 4 None Q6916875 E 0 E 5 None Q6918381 E 0 E 6 None Q6918965 E 0 E 7 None Q6920428 E 0 E 8 None Q7158411 E 0 E 9 None Q8331194 E 0 E 10 None Q3456322 E 0 E 11 None Q3807084 E 0 E 12 None Q3911232 E 0 E 13 None Q4288989 E 0 E 14 None Q4768691 E 0 E 15 None Q5101363 E 0 E 16 None Q5747916 E 0 E 17 None Q6201895 E 0 E 18 None Q6480376 E 0 E 19 None Q6908033 E 0 E 20 None Q6915948 E 0 E 21 None Q7863323 E 0 E 22 None Q8332820 E 0 E 23 None Q8539436 E 0 E 24 None Q8718040 E 0 E 25 None Q4546043 E 0 E 26 None Q6579844 E 0 E 27 None Q6914954 E 0 E 28 None Q6940642 E 0 E 29 None Q7448230 E 0 E 30 None ⋮ ⋮ ⋮ ⋮ ⋮ ⋮ Q384060 D 2047954248 C 8150590 Moderate positive Q1048694 E 2048095025 C 8150591 NA Q31165 E 2048330818 C 8150592 NA Q40629 E 2049755644 C 8150593 NA Q105584 E 2049926923 C 8150594 NA Q4584301 E 2052339927 C 8150595 NA Q565 D 2052996261 C 8150596 Moderate positive Q1868372 E 2056080224 C 8150597 NA Q209330 D 2060928966 C 8150598 Moderate positive Q14005 D 2063120071 C 8150599 Moderate positive Q918 D 2063217449 C 8150600 Moderate positive Q150248 E 2068796814 C 8150601 NA Q866 D 2079749157 C 8150602 Moderate positive Q477675 E 2080785713 C 8150603 NA Q1967876 E 2084215818 C 8150604 NA Q750403 E 2084693498 C 8150605 NA Q355 D 2093900731 C 8150606 Moderate positive Q623578 E 2097991400 C 8150607 NA Q33999 D 2108672678 C 8150608 Moderate positive Q2494649 E 2114531894 C 8150609 NA Q2597810 E 2128920607 C 8150610 NA Q193563 E 2130725560 C 8150611 NA Q423048 E 2136131564 C 8150612 NA Q37312 D 2142913121 C 8150613 Moderate positive Q54919 D 2148531382 C 8150614 Moderate positive Q36578 D 2229315598 C 8150615 Moderate positive Q30 C 2277746226 C 8150616 None Q6581097 D 3273952711 C 8150617 Moderate positive Q5 C 5668008721 C 8150618 None Q5296 C 12530369761 B 8150619 Moderate positive
entity_id prediction page_views pop_class seqNum dissonance Q3822211 E 0 E 1 None Q4000726 E 0 E 2 None Q6451977 E 0 E 3 None Q6473609 E 0 E 4 None Q6916875 E 0 E 5 None Q6918381 E 0 E 6 None Q6918965 E 0 E 7 None Q6920428 E 0 E 8 None Q7158411 E 0 E 9 None Q8331194 E 0 E 10 None Q3456322 E 0 E 11 None Q3807084 E 0 E 12 None Q3911232 E 0 E 13 None Q4288989 E 0 E 14 None Q4768691 E 0 E 15 None Q5101363 E 0 E 16 None Q5747916 E 0 E 17 None Q6201895 E 0 E 18 None Q6480376 E 0 E 19 None Q6908033 E 0 E 20 None Q6915948 E 0 E 21 None Q7863323 E 0 E 22 None Q8332820 E 0 E 23 None Q8539436 E 0 E 24 None Q8718040 E 0 E 25 None Q4546043 E 0 E 26 None Q6579844 E 0 E 27 None Q6914954 E 0 E 28 None Q6940642 E 0 E 29 None Q7448230 E 0 E 30 None ⋮ ⋮ ⋮ ⋮ ⋮ ⋮ Q384060 D 2047954248 C 8150590 Moderate positive Q1048694 E 2048095025 C 8150591 High positive Q31165 E 2048330818 C 8150592 High positive Q40629 E 2049755644 C 8150593 High positive Q105584 E 2049926923 C 8150594 High positive Q4584301 E 2052339927 C 8150595 High positive Q565 D 2052996261 C 8150596 Moderate positive Q1868372 E 2056080224 C 8150597 High positive Q209330 D 2060928966 C 8150598 Moderate positive Q14005 D 2063120071 C 8150599 Moderate positive Q918 D 2063217449 C 8150600 Moderate positive Q150248 E 2068796814 C 8150601 High positive Q866 D 2079749157 C 8150602 Moderate positive Q477675 E 2080785713 C 8150603 High positive Q1967876 E 2084215818 C 8150604 High positive Q750403 E 2084693498 C 8150605 High positive Q355 D 2093900731 C 8150606 Moderate positive Q623578 E 2097991400 C 8150607 High positive Q33999 D 2108672678 C 8150608 Moderate positive Q2494649 E 2114531894 C 8150609 High positive Q2597810 E 2128920607 C 8150610 High positive Q193563 E 2130725560 C 8150611 High positive Q423048 E 2136131564 C 8150612 High positive Q37312 D 2142913121 C 8150613 Moderate positive Q54919 D 2148531382 C 8150614 Moderate positive Q36578 D 2229315598 C 8150615 Moderate positive Q30 C 2277746226 C 8150616 None Q6581097 D 3273952711 C 8150617 Moderate positive Q5 C 5668008721 C 8150618 None Q5296 C 12530369761 B 8150619 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 0.0 94.8 4.4 0.8 D 0.0 76.4 16.2 7.4 0.0 C 73.9 17.4 8.7 0.0 0.0 B 0.0 100.0 0.0 0.0 0.0 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 20902780562 D Moderate negative 2408927802 C High negative 527616328 E Moderate positive 34415264042 C Moderate negative 2037375619 D None 7759965781 D Moderate positive 119982080934 E High positive 224272267254 C None 30567871052 B Moderate negative 653480145 C Moderate positive 12530369761
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 59230617395 Moderate negative 5099783566 High negative 527616328 Moderate positive 166927714737 High positive 224272267254
In [43]:
articles_by_pop[,sum(as.numeric(page_views))];
456057999280
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 12.98752
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 1.118231
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 0.1156906
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 36.6023
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 49.17626
Content source: hall1467/wikidata_usage_tracking
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